2020-07-23 22:04:43,266 - 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 ------------------------------------------------------------ 2020-07-23 22:04:43,266 - mmaction - INFO - Distributed training: True 2020-07-23 22:04:43,266 - mmaction - INFO - Config: /mnt/lustre/linjintao/try/mmaction2/slurm_configs/tsm_nl_dot_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, norm_cfg=dict(type='BN3d', requires_grad=True), mode='dot_product'), 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)] 2020-07-23 22:04:43,267 - mmaction - INFO - Set random seed to 0, deterministic: True 2020-07-23 22:04:59,498 - mmaction - INFO - These parameters in pretrained checkpoint are not loaded: {'fc.bias', 'fc.weight'} 2020-07-23 22:05:03,447 - mmaction - INFO - Start running, host: linjintao@SH-IDC1-10-5-30-42, work_dir: /mnt/lustre/linjintao/try/mmaction2/workdir/tsm_nl_320p_8f_dot_product 2020-07-23 22:05:03,448 - mmaction - INFO - workflow: [('train', 1)], max: 50 epochs 2020-07-23 22:06:04,458 - mmaction - INFO - Epoch [1][20/1074] lr: 3.500e-02, eta: 1 day, 21:20:36, time: 3.041, data_time: 0.662, memory: 8951, top1_acc: 0.0243, top5_acc: 0.0681, loss_cls: 6.0251, loss: 6.0251, grad_norm: 2.2788 2020-07-23 22:06:24,316 - mmaction - INFO - Epoch [1][40/1074] lr: 3.500e-02, eta: 1 day, 6:06:00, time: 0.998, data_time: 0.010, memory: 8951, top1_acc: 0.0721, top5_acc: 0.1993, loss_cls: 5.2479, loss: 5.2479, grad_norm: 2.8450 2020-07-23 22:06:45,336 - mmaction - INFO - Epoch [1][60/1074] lr: 3.500e-02, eta: 1 day, 1:16:23, time: 1.050, data_time: 0.008, memory: 8951, top1_acc: 0.1123, top5_acc: 0.2850, loss_cls: 4.7123, loss: 4.7123, grad_norm: 3.2283 2020-07-23 22:07:05,751 - mmaction - INFO - Epoch [1][80/1074] lr: 3.500e-02, eta: 22:45:17, time: 1.022, data_time: 0.006, memory: 8951, top1_acc: 0.1371, top5_acc: 0.3286, loss_cls: 4.3831, loss: 4.3831, grad_norm: 3.5520 2020-07-23 22:07:26,765 - mmaction - INFO - Epoch [1][100/1074] lr: 3.500e-02, eta: 21:19:48, time: 1.052, data_time: 0.008, memory: 8951, top1_acc: 0.1520, top5_acc: 0.3509, loss_cls: 4.3176, loss: 4.3176, grad_norm: 3.4073 2020-07-23 22:07:48,096 - mmaction - INFO - Epoch [1][120/1074] lr: 3.500e-02, eta: 20:23:55, time: 1.060, data_time: 0.008, memory: 8951, top1_acc: 0.1808, top5_acc: 0.4033, loss_cls: 4.0358, loss: 4.0358, grad_norm: 3.4577 2020-07-23 22:08:09,842 - mmaction - INFO - Epoch [1][140/1074] lr: 3.500e-02, eta: 19:47:54, time: 1.092, data_time: 0.009, memory: 8951, top1_acc: 0.1953, top5_acc: 0.4348, loss_cls: 3.9180, loss: 3.9180, grad_norm: 3.5003 2020-07-23 22:08:32,554 - mmaction - INFO - Epoch [1][160/1074] lr: 3.500e-02, eta: 19:25:21, time: 1.133, data_time: 0.008, memory: 8951, top1_acc: 0.1897, top5_acc: 0.4167, loss_cls: 3.9340, loss: 3.9340, grad_norm: 3.5913 2020-07-23 22:08:54,410 - mmaction - INFO - Epoch [1][180/1074] lr: 3.500e-02, eta: 19:04:03, time: 1.095, data_time: 0.007, memory: 8951, top1_acc: 0.2170, top5_acc: 0.4478, loss_cls: 3.7826, loss: 3.7826, grad_norm: 3.4980 2020-07-23 22:09:17,117 - mmaction - INFO - Epoch [1][200/1074] lr: 3.500e-02, eta: 18:50:17, time: 1.133, data_time: 0.007, memory: 8951, top1_acc: 0.2252, top5_acc: 0.4471, loss_cls: 3.7476, loss: 3.7476, grad_norm: 3.4457 2020-07-23 22:09:40,994 - mmaction - INFO - Epoch [1][220/1074] lr: 3.500e-02, eta: 18:44:06, time: 1.197, data_time: 0.008, memory: 8951, top1_acc: 0.2205, top5_acc: 0.4547, loss_cls: 3.7287, loss: 3.7287, grad_norm: 3.5033 2020-07-23 22:10:04,088 - mmaction - INFO - Epoch [1][240/1074] lr: 3.500e-02, eta: 18:35:46, time: 1.154, data_time: 0.006, memory: 8951, top1_acc: 0.2377, top5_acc: 0.4781, loss_cls: 3.6179, loss: 3.6179, grad_norm: 3.5514 2020-07-23 22:10:27,500 - mmaction - INFO - Epoch [1][260/1074] lr: 3.500e-02, eta: 18:29:47, time: 1.171, data_time: 0.004, memory: 8951, top1_acc: 0.2415, top5_acc: 0.4763, loss_cls: 3.6000, loss: 3.6000, grad_norm: 3.5138 2020-07-23 22:10:52,518 - mmaction - INFO - Epoch [1][280/1074] lr: 3.500e-02, eta: 18:29:37, time: 1.250, data_time: 0.007, memory: 8951, top1_acc: 0.2511, top5_acc: 0.4942, loss_cls: 3.5276, loss: 3.5276, grad_norm: 3.5398 2020-07-23 22:11:17,875 - mmaction - INFO - Epoch [1][300/1074] lr: 3.500e-02, eta: 18:30:24, time: 1.266, data_time: 0.008, memory: 8951, top1_acc: 0.2585, top5_acc: 0.5141, loss_cls: 3.5026, loss: 3.5026, grad_norm: 3.5272 2020-07-23 22:11:41,636 - mmaction - INFO - Epoch [1][320/1074] lr: 3.500e-02, eta: 18:26:51, time: 1.191, data_time: 0.007, memory: 8951, top1_acc: 0.2491, top5_acc: 0.4973, loss_cls: 3.4860, loss: 3.4860, grad_norm: 3.4780 2020-07-23 22:12:05,736 - mmaction - INFO - Epoch [1][340/1074] lr: 3.500e-02, eta: 18:24:04, time: 1.199, data_time: 0.005, memory: 8951, top1_acc: 0.2554, top5_acc: 0.5085, loss_cls: 3.4583, loss: 3.4583, grad_norm: 3.5218 2020-07-23 22:12:29,510 - mmaction - INFO - Epoch [1][360/1074] lr: 3.500e-02, eta: 18:21:15, time: 1.193, data_time: 0.009, memory: 8951, top1_acc: 0.2625, top5_acc: 0.5210, loss_cls: 3.4103, loss: 3.4103, grad_norm: 3.4742 2020-07-23 22:12:53,981 - mmaction - INFO - Epoch [1][380/1074] lr: 3.500e-02, eta: 18:20:12, time: 1.225, data_time: 0.005, memory: 8951, top1_acc: 0.2786, top5_acc: 0.5326, loss_cls: 3.3377, loss: 3.3377, grad_norm: 3.4317 2020-07-23 22:13:19,322 - mmaction - INFO - Epoch [1][400/1074] lr: 3.500e-02, eta: 18:20:53, time: 1.263, data_time: 0.007, memory: 8951, top1_acc: 0.2828, top5_acc: 0.5473, loss_cls: 3.3342, loss: 3.3342, grad_norm: 3.4551 2020-07-23 22:13:43,978 - mmaction - INFO - Epoch [1][420/1074] lr: 3.500e-02, eta: 18:20:22, time: 1.237, data_time: 0.008, memory: 8951, top1_acc: 0.2888, top5_acc: 0.5438, loss_cls: 3.2660, loss: 3.2660, grad_norm: 3.3756 2020-07-23 22:14:08,799 - mmaction - INFO - Epoch [1][440/1074] lr: 3.500e-02, eta: 18:19:56, time: 1.239, data_time: 0.006, memory: 8951, top1_acc: 0.2830, top5_acc: 0.5366, loss_cls: 3.3177, loss: 3.3177, grad_norm: 3.4224 2020-07-23 22:14:31,535 - mmaction - INFO - Epoch [1][460/1074] lr: 3.500e-02, eta: 18:15:35, time: 1.137, data_time: 0.007, memory: 8951, top1_acc: 0.2926, top5_acc: 0.5571, loss_cls: 3.2140, loss: 3.2140, grad_norm: 3.4326 2020-07-23 22:14:57,319 - mmaction - INFO - Epoch [1][480/1074] lr: 3.500e-02, eta: 18:17:09, time: 1.288, data_time: 0.007, memory: 8951, top1_acc: 0.2913, top5_acc: 0.5547, loss_cls: 3.2268, loss: 3.2268, grad_norm: 3.4580 2020-07-23 22:15:21,729 - mmaction - INFO - Epoch [1][500/1074] lr: 3.500e-02, eta: 18:16:15, time: 1.223, data_time: 0.008, memory: 8951, top1_acc: 0.3074, top5_acc: 0.5616, loss_cls: 3.1904, loss: 3.1904, grad_norm: 3.4458 2020-07-23 22:15:47,122 - mmaction - INFO - Epoch [1][520/1074] lr: 3.500e-02, eta: 18:16:59, time: 1.270, data_time: 0.007, memory: 8951, top1_acc: 0.2900, top5_acc: 0.5650, loss_cls: 3.1787, loss: 3.1787, grad_norm: 3.4970 2020-07-23 22:16:13,405 - mmaction - INFO - Epoch [1][540/1074] lr: 3.500e-02, eta: 18:19:06, time: 1.315, data_time: 0.003, memory: 8951, top1_acc: 0.3000, top5_acc: 0.5600, loss_cls: 3.2149, loss: 3.2149, grad_norm: 3.4572 2020-07-23 22:16:37,822 - mmaction - INFO - Epoch [1][560/1074] lr: 3.500e-02, eta: 18:17:59, time: 1.218, data_time: 0.005, memory: 8951, top1_acc: 0.3141, top5_acc: 0.5569, loss_cls: 3.1748, loss: 3.1748, grad_norm: 3.4348 2020-07-23 22:17:01,823 - mmaction - INFO - Epoch [1][580/1074] lr: 3.500e-02, eta: 18:16:22, time: 1.200, data_time: 0.008, memory: 8951, top1_acc: 0.3038, top5_acc: 0.5712, loss_cls: 3.1525, loss: 3.1525, grad_norm: 3.3416 2020-07-23 22:17:26,378 - mmaction - INFO - Epoch [1][600/1074] lr: 3.500e-02, eta: 18:15:35, time: 1.226, data_time: 0.008, memory: 8951, top1_acc: 0.3121, top5_acc: 0.5752, loss_cls: 3.1315, loss: 3.1315, grad_norm: 3.4419 2020-07-23 22:17:50,424 - mmaction - INFO - Epoch [1][620/1074] lr: 3.500e-02, eta: 18:14:17, time: 1.206, data_time: 0.007, memory: 8951, top1_acc: 0.3161, top5_acc: 0.5895, loss_cls: 3.0732, loss: 3.0732, grad_norm: 3.4372 2020-07-23 22:18:16,373 - mmaction - INFO - Epoch [1][640/1074] lr: 3.500e-02, eta: 18:15:20, time: 1.290, data_time: 0.005, memory: 8951, top1_acc: 0.3094, top5_acc: 0.5703, loss_cls: 3.1195, loss: 3.1195, grad_norm: 3.3765 2020-07-23 22:18:40,678 - mmaction - INFO - Epoch [1][660/1074] lr: 3.500e-02, eta: 18:14:23, time: 1.218, data_time: 0.010, memory: 8951, top1_acc: 0.3308, top5_acc: 0.5962, loss_cls: 3.0369, loss: 3.0369, grad_norm: 3.3097 2020-07-23 22:19:05,374 - mmaction - INFO - Epoch [1][680/1074] lr: 3.500e-02, eta: 18:14:00, time: 1.239, data_time: 0.006, memory: 8951, top1_acc: 0.3132, top5_acc: 0.5830, loss_cls: 3.0946, loss: 3.0946, grad_norm: 3.4207 2020-07-23 22:19:30,587 - mmaction - INFO - Epoch [1][700/1074] lr: 3.500e-02, eta: 18:14:06, time: 1.258, data_time: 0.004, memory: 8951, top1_acc: 0.3277, top5_acc: 0.5857, loss_cls: 3.0628, loss: 3.0628, grad_norm: 3.3500 2020-07-23 22:19:54,580 - mmaction - INFO - Epoch [1][720/1074] lr: 3.500e-02, eta: 18:12:30, time: 1.190, data_time: 0.006, memory: 8951, top1_acc: 0.3350, top5_acc: 0.5993, loss_cls: 2.9835, loss: 2.9835, grad_norm: 3.3676 2020-07-23 22:20:18,933 - mmaction - INFO - Epoch [1][740/1074] lr: 3.500e-02, eta: 18:11:49, time: 1.226, data_time: 0.018, memory: 8951, top1_acc: 0.3292, top5_acc: 0.6056, loss_cls: 2.9892, loss: 2.9892, grad_norm: 3.2686 2020-07-23 22:20:44,281 - mmaction - INFO - Epoch [1][760/1074] lr: 3.500e-02, eta: 18:12:11, time: 1.270, data_time: 0.007, memory: 8951, top1_acc: 0.3279, top5_acc: 0.5973, loss_cls: 2.9980, loss: 2.9980, grad_norm: 3.3108 2020-07-23 22:21:08,173 - mmaction - INFO - Epoch [1][780/1074] lr: 3.500e-02, eta: 18:10:45, time: 1.193, data_time: 0.005, memory: 8951, top1_acc: 0.3464, top5_acc: 0.6096, loss_cls: 2.9492, loss: 2.9492, grad_norm: 3.3473 2020-07-23 22:21:34,305 - mmaction - INFO - Epoch [1][800/1074] lr: 3.500e-02, eta: 18:11:55, time: 1.308, data_time: 0.006, memory: 8951, top1_acc: 0.3393, top5_acc: 0.6065, loss_cls: 2.9707, loss: 2.9707, grad_norm: 3.3378 2020-07-23 22:21:58,659 - mmaction - INFO - Epoch [1][820/1074] lr: 3.500e-02, eta: 18:11:04, time: 1.218, data_time: 0.005, memory: 8951, top1_acc: 0.3469, top5_acc: 0.6112, loss_cls: 2.9403, loss: 2.9403, grad_norm: 3.3174 2020-07-23 22:22:23,184 - mmaction - INFO - Epoch [1][840/1074] lr: 3.500e-02, eta: 18:10:18, time: 1.221, data_time: 0.005, memory: 8951, top1_acc: 0.3580, top5_acc: 0.6257, loss_cls: 2.8792, loss: 2.8792, grad_norm: 3.2994 2020-07-23 22:22:49,406 - mmaction - INFO - Epoch [1][860/1074] lr: 3.500e-02, eta: 18:11:24, time: 1.312, data_time: 0.008, memory: 8951, top1_acc: 0.3438, top5_acc: 0.5980, loss_cls: 2.9903, loss: 2.9903, grad_norm: 3.3188 2020-07-23 22:23:13,656 - mmaction - INFO - Epoch [1][880/1074] lr: 3.500e-02, eta: 18:10:28, time: 1.213, data_time: 0.009, memory: 8951, top1_acc: 0.3353, top5_acc: 0.6065, loss_cls: 2.9971, loss: 2.9971, grad_norm: 3.3501 2020-07-23 22:23:38,646 - mmaction - INFO - Epoch [1][900/1074] lr: 3.500e-02, eta: 18:10:19, time: 1.252, data_time: 0.008, memory: 8951, top1_acc: 0.3417, top5_acc: 0.6158, loss_cls: 2.9182, loss: 2.9182, grad_norm: 3.2714 2020-07-23 22:24:03,711 - mmaction - INFO - Epoch [1][920/1074] lr: 3.500e-02, eta: 18:10:08, time: 1.251, data_time: 0.006, memory: 8951, top1_acc: 0.3618, top5_acc: 0.6225, loss_cls: 2.8763, loss: 2.8763, grad_norm: 3.3224 2020-07-23 22:24:29,278 - mmaction - INFO - Epoch [1][940/1074] lr: 3.500e-02, eta: 18:10:30, time: 1.281, data_time: 0.007, memory: 8951, top1_acc: 0.3469, top5_acc: 0.6156, loss_cls: 2.9187, loss: 2.9187, grad_norm: 3.3741 2020-07-23 22:24:55,446 - mmaction - INFO - Epoch [1][960/1074] lr: 3.500e-02, eta: 18:11:19, time: 1.307, data_time: 0.007, memory: 8951, top1_acc: 0.3569, top5_acc: 0.6286, loss_cls: 2.8390, loss: 2.8390, grad_norm: 3.2307 2020-07-23 22:25:20,250 - mmaction - INFO - Epoch [1][980/1074] lr: 3.500e-02, eta: 18:10:53, time: 1.241, data_time: 0.006, memory: 8951, top1_acc: 0.3627, top5_acc: 0.6288, loss_cls: 2.8431, loss: 2.8431, grad_norm: 3.3269 2020-07-23 22:25:43,139 - mmaction - INFO - Epoch [1][1000/1074] lr: 3.500e-02, eta: 18:08:45, time: 1.143, data_time: 0.007, memory: 8951, top1_acc: 0.3705, top5_acc: 0.6210, loss_cls: 2.8831, loss: 2.8831, grad_norm: 3.2930 2020-07-23 22:26:09,785 - mmaction - INFO - Epoch [1][1020/1074] lr: 3.500e-02, eta: 18:09:58, time: 1.334, data_time: 0.007, memory: 8951, top1_acc: 0.3683, top5_acc: 0.6237, loss_cls: 2.8236, loss: 2.8236, grad_norm: 3.2596 2020-07-23 22:26:33,495 - mmaction - INFO - Epoch [1][1040/1074] lr: 3.500e-02, eta: 18:08:37, time: 1.186, data_time: 0.006, memory: 8951, top1_acc: 0.3625, top5_acc: 0.6261, loss_cls: 2.8378, loss: 2.8378, grad_norm: 3.3186 2020-07-23 22:27:00,214 - mmaction - INFO - Epoch [1][1060/1074] lr: 3.500e-02, eta: 18:09:46, time: 1.335, data_time: 0.004, memory: 8951, top1_acc: 0.3627, top5_acc: 0.6234, loss_cls: 2.8658, loss: 2.8658, grad_norm: 3.2463 2020-07-23 22:27:16,744 - mmaction - INFO - Saving checkpoint at 1 epochs 2020-07-23 22:27:49,976 - mmaction - INFO - Epoch [2][20/1074] lr: 3.500e-02, eta: 18:01:20, time: 1.630, data_time: 0.537, memory: 8951, top1_acc: 0.3853, top5_acc: 0.6554, loss_cls: 2.6917, loss: 2.6917, grad_norm: 3.2425 2020-07-23 22:28:13,969 - mmaction - INFO - Epoch [2][40/1074] lr: 3.500e-02, eta: 18:00:22, time: 1.198, data_time: 0.008, memory: 8951, top1_acc: 0.3826, top5_acc: 0.6424, loss_cls: 2.7607, loss: 2.7607, grad_norm: 3.3368 2020-07-23 22:28:38,253 - mmaction - INFO - Epoch [2][60/1074] lr: 3.500e-02, eta: 17:59:42, time: 1.215, data_time: 0.008, memory: 8951, top1_acc: 0.3917, top5_acc: 0.6567, loss_cls: 2.6952, loss: 2.6952, grad_norm: 3.2673 2020-07-23 22:29:01,821 - mmaction - INFO - Epoch [2][80/1074] lr: 3.500e-02, eta: 17:58:30, time: 1.180, data_time: 0.006, memory: 8951, top1_acc: 0.3685, top5_acc: 0.6429, loss_cls: 2.7528, loss: 2.7528, grad_norm: 3.2546 2020-07-23 22:29:26,134 - mmaction - INFO - Epoch [2][100/1074] lr: 3.500e-02, eta: 17:57:50, time: 1.215, data_time: 0.002, memory: 8951, top1_acc: 0.3746, top5_acc: 0.6525, loss_cls: 2.7268, loss: 2.7268, grad_norm: 3.2815 2020-07-23 22:29:49,867 - mmaction - INFO - Epoch [2][120/1074] lr: 3.500e-02, eta: 17:56:47, time: 1.187, data_time: 0.006, memory: 8951, top1_acc: 0.3826, top5_acc: 0.6382, loss_cls: 2.7529, loss: 2.7529, grad_norm: 3.2723 2020-07-23 22:30:15,856 - mmaction - INFO - Epoch [2][140/1074] lr: 3.500e-02, eta: 17:57:20, time: 1.297, data_time: 0.003, memory: 8951, top1_acc: 0.3931, top5_acc: 0.6469, loss_cls: 2.7026, loss: 2.7026, grad_norm: 3.2725 2020-07-23 22:30:40,966 - mmaction - INFO - Epoch [2][160/1074] lr: 3.500e-02, eta: 17:57:17, time: 1.258, data_time: 0.006, memory: 8951, top1_acc: 0.3828, top5_acc: 0.6549, loss_cls: 2.6724, loss: 2.6724, grad_norm: 3.2804 2020-07-23 22:31:06,379 - mmaction - INFO - Epoch [2][180/1074] lr: 3.500e-02, eta: 17:57:20, time: 1.265, data_time: 0.005, memory: 8951, top1_acc: 0.3786, top5_acc: 0.6415, loss_cls: 2.7225, loss: 2.7225, grad_norm: 3.2358 2020-07-23 22:31:30,672 - mmaction - INFO - Epoch [2][200/1074] lr: 3.500e-02, eta: 17:56:45, time: 1.220, data_time: 0.009, memory: 8951, top1_acc: 0.3815, top5_acc: 0.6484, loss_cls: 2.7297, loss: 2.7297, grad_norm: 3.2881 2020-07-23 22:31:56,121 - mmaction - INFO - Epoch [2][220/1074] lr: 3.500e-02, eta: 17:56:53, time: 1.272, data_time: 0.003, memory: 8951, top1_acc: 0.3953, top5_acc: 0.6547, loss_cls: 2.6829, loss: 2.6829, grad_norm: 3.2397 2020-07-23 22:32:21,794 - mmaction - INFO - Epoch [2][240/1074] lr: 3.500e-02, eta: 17:57:09, time: 1.284, data_time: 0.004, memory: 8951, top1_acc: 0.4033, top5_acc: 0.6658, loss_cls: 2.6493, loss: 2.6493, grad_norm: 3.2017 2020-07-23 22:32:47,359 - mmaction - INFO - Epoch [2][260/1074] lr: 3.500e-02, eta: 17:57:19, time: 1.277, data_time: 0.002, memory: 8951, top1_acc: 0.3888, top5_acc: 0.6609, loss_cls: 2.6572, loss: 2.6572, grad_norm: 3.2932 2020-07-23 22:33:11,507 - mmaction - INFO - Epoch [2][280/1074] lr: 3.500e-02, eta: 17:56:31, time: 1.205, data_time: 0.005, memory: 8951, top1_acc: 0.3806, top5_acc: 0.6446, loss_cls: 2.6942, loss: 2.6942, grad_norm: 3.2224 2020-07-23 22:33:36,003 - mmaction - INFO - Epoch [2][300/1074] lr: 3.500e-02, eta: 17:55:59, time: 1.224, data_time: 0.009, memory: 8951, top1_acc: 0.3978, top5_acc: 0.6667, loss_cls: 2.6093, loss: 2.6093, grad_norm: 3.2391 2020-07-23 22:34:00,966 - mmaction - INFO - Epoch [2][320/1074] lr: 3.500e-02, eta: 17:55:48, time: 1.252, data_time: 0.007, memory: 8951, top1_acc: 0.4031, top5_acc: 0.6578, loss_cls: 2.6455, loss: 2.6455, grad_norm: 3.2557 2020-07-23 22:34:27,647 - mmaction - INFO - Epoch [2][340/1074] lr: 3.500e-02, eta: 17:56:37, time: 1.333, data_time: 0.006, memory: 8951, top1_acc: 0.3908, top5_acc: 0.6650, loss_cls: 2.6409, loss: 2.6409, grad_norm: 3.1774 2020-07-23 22:34:51,290 - mmaction - INFO - Epoch [2][360/1074] lr: 3.500e-02, eta: 17:55:33, time: 1.183, data_time: 0.004, memory: 8951, top1_acc: 0.3967, top5_acc: 0.6676, loss_cls: 2.6476, loss: 2.6476, grad_norm: 3.1995 2020-07-23 22:35:16,558 - mmaction - INFO - Epoch [2][380/1074] lr: 3.500e-02, eta: 17:55:28, time: 1.262, data_time: 0.006, memory: 8951, top1_acc: 0.4038, top5_acc: 0.6670, loss_cls: 2.5971, loss: 2.5971, grad_norm: 3.1681 2020-07-23 22:35:42,140 - mmaction - INFO - Epoch [2][400/1074] lr: 3.500e-02, eta: 17:55:36, time: 1.281, data_time: 0.007, memory: 8951, top1_acc: 0.4038, top5_acc: 0.6705, loss_cls: 2.6037, loss: 2.6037, grad_norm: 3.2090 2020-07-23 22:36:07,023 - mmaction - INFO - Epoch [2][420/1074] lr: 3.500e-02, eta: 17:55:17, time: 1.244, data_time: 0.003, memory: 8951, top1_acc: 0.3926, top5_acc: 0.6623, loss_cls: 2.6579, loss: 2.6579, grad_norm: 3.2948 2020-07-23 22:36:33,091 - mmaction - INFO - Epoch [2][440/1074] lr: 3.500e-02, eta: 17:55:39, time: 1.303, data_time: 0.005, memory: 8951, top1_acc: 0.4016, top5_acc: 0.6667, loss_cls: 2.6167, loss: 2.6167, grad_norm: 3.2814 2020-07-23 22:36:57,355 - mmaction - INFO - Epoch [2][460/1074] lr: 3.500e-02, eta: 17:54:55, time: 1.209, data_time: 0.005, memory: 8951, top1_acc: 0.3982, top5_acc: 0.6627, loss_cls: 2.6221, loss: 2.6221, grad_norm: 3.2010 2020-07-23 22:37:22,746 - mmaction - INFO - Epoch [2][480/1074] lr: 3.500e-02, eta: 17:54:55, time: 1.273, data_time: 0.012, memory: 8951, top1_acc: 0.4027, top5_acc: 0.6609, loss_cls: 2.6392, loss: 2.6392, grad_norm: 3.1135 2020-07-23 22:37:48,978 - mmaction - INFO - Epoch [2][500/1074] lr: 3.500e-02, eta: 17:55:20, time: 1.312, data_time: 0.007, memory: 8951, top1_acc: 0.4063, top5_acc: 0.6761, loss_cls: 2.5612, loss: 2.5612, grad_norm: 3.2043 2020-07-23 22:38:13,866 - mmaction - INFO - Epoch [2][520/1074] lr: 3.500e-02, eta: 17:54:59, time: 1.243, data_time: 0.006, memory: 8951, top1_acc: 0.4063, top5_acc: 0.6732, loss_cls: 2.5833, loss: 2.5833, grad_norm: 3.2359 2020-07-23 22:38:39,171 - mmaction - INFO - Epoch [2][540/1074] lr: 3.500e-02, eta: 17:54:53, time: 1.267, data_time: 0.004, memory: 8951, top1_acc: 0.4058, top5_acc: 0.6717, loss_cls: 2.5921, loss: 2.5921, grad_norm: 3.1661 2020-07-23 22:39:03,880 - mmaction - INFO - Epoch [2][560/1074] lr: 3.500e-02, eta: 17:54:26, time: 1.234, data_time: 0.002, memory: 8951, top1_acc: 0.3989, top5_acc: 0.6721, loss_cls: 2.5978, loss: 2.5978, grad_norm: 3.1965 2020-07-23 22:39:30,698 - mmaction - INFO - Epoch [2][580/1074] lr: 3.500e-02, eta: 17:55:06, time: 1.341, data_time: 0.007, memory: 8951, top1_acc: 0.3980, top5_acc: 0.6694, loss_cls: 2.5911, loss: 2.5911, grad_norm: 3.1846 2020-07-23 22:39:54,517 - mmaction - INFO - Epoch [2][600/1074] lr: 3.500e-02, eta: 17:54:12, time: 1.192, data_time: 0.006, memory: 8951, top1_acc: 0.4141, top5_acc: 0.6721, loss_cls: 2.5974, loss: 2.5974, grad_norm: 3.2253 2020-07-23 22:40:20,110 - mmaction - INFO - Epoch [2][620/1074] lr: 3.500e-02, eta: 17:54:09, time: 1.275, data_time: 0.002, memory: 8951, top1_acc: 0.4096, top5_acc: 0.6665, loss_cls: 2.6217, loss: 2.6217, grad_norm: 3.2289 2020-07-23 22:40:44,808 - mmaction - INFO - Epoch [2][640/1074] lr: 3.500e-02, eta: 17:53:43, time: 1.237, data_time: 0.007, memory: 8951, top1_acc: 0.4136, top5_acc: 0.6748, loss_cls: 2.5687, loss: 2.5687, grad_norm: 3.1361 2020-07-23 22:41:09,685 - mmaction - INFO - Epoch [2][660/1074] lr: 3.500e-02, eta: 17:53:21, time: 1.244, data_time: 0.007, memory: 8951, top1_acc: 0.4145, top5_acc: 0.6837, loss_cls: 2.5491, loss: 2.5491, grad_norm: 3.1201 2020-07-23 22:41:35,336 - mmaction - INFO - Epoch [2][680/1074] lr: 3.500e-02, eta: 17:53:23, time: 1.284, data_time: 0.006, memory: 8951, top1_acc: 0.4096, top5_acc: 0.6643, loss_cls: 2.6140, loss: 2.6140, grad_norm: 3.1977 2020-07-23 22:42:00,830 - mmaction - INFO - Epoch [2][700/1074] lr: 3.500e-02, eta: 17:53:18, time: 1.275, data_time: 0.004, memory: 8951, top1_acc: 0.4038, top5_acc: 0.6754, loss_cls: 2.5956, loss: 2.5956, grad_norm: 3.1355 2020-07-23 22:42:24,555 - mmaction - INFO - Epoch [2][720/1074] lr: 3.500e-02, eta: 17:52:21, time: 1.185, data_time: 0.006, memory: 8951, top1_acc: 0.4125, top5_acc: 0.6866, loss_cls: 2.5345, loss: 2.5345, grad_norm: 3.1143 2020-07-23 22:42:48,987 - mmaction - INFO - Epoch [2][740/1074] lr: 3.500e-02, eta: 17:51:47, time: 1.223, data_time: 0.008, memory: 8951, top1_acc: 0.4036, top5_acc: 0.6790, loss_cls: 2.5772, loss: 2.5772, grad_norm: 3.2312 2020-07-23 22:43:15,116 - mmaction - INFO - Epoch [2][760/1074] lr: 3.500e-02, eta: 17:52:01, time: 1.307, data_time: 0.005, memory: 8951, top1_acc: 0.4098, top5_acc: 0.6783, loss_cls: 2.5716, loss: 2.5716, grad_norm: 3.1563 2020-07-23 22:43:39,780 - mmaction - INFO - Epoch [2][780/1074] lr: 3.500e-02, eta: 17:51:32, time: 1.232, data_time: 0.004, memory: 8951, top1_acc: 0.4201, top5_acc: 0.6734, loss_cls: 2.5577, loss: 2.5577, grad_norm: 3.1780 2020-07-23 22:44:04,889 - mmaction - INFO - Epoch [2][800/1074] lr: 3.500e-02, eta: 17:51:16, time: 1.256, data_time: 0.006, memory: 8951, top1_acc: 0.4121, top5_acc: 0.6786, loss_cls: 2.5333, loss: 2.5333, grad_norm: 3.1356 2020-07-23 22:44:30,313 - mmaction - INFO - Epoch [2][820/1074] lr: 3.500e-02, eta: 17:51:07, time: 1.269, data_time: 0.003, memory: 8951, top1_acc: 0.4239, top5_acc: 0.6929, loss_cls: 2.5114, loss: 2.5114, grad_norm: 3.1002 2020-07-23 22:44:54,551 - mmaction - INFO - Epoch [2][840/1074] lr: 3.500e-02, eta: 17:50:27, time: 1.214, data_time: 0.008, memory: 8951, top1_acc: 0.4188, top5_acc: 0.6810, loss_cls: 2.5500, loss: 2.5500, grad_norm: 3.1044 2020-07-23 22:45:18,818 - mmaction - INFO - Epoch [2][860/1074] lr: 3.500e-02, eta: 17:49:45, time: 1.209, data_time: 0.003, memory: 8951, top1_acc: 0.4192, top5_acc: 0.6893, loss_cls: 2.4971, loss: 2.4971, grad_norm: 3.0775 2020-07-23 22:45:45,373 - mmaction - INFO - Epoch [2][880/1074] lr: 3.500e-02, eta: 17:50:09, time: 1.332, data_time: 0.012, memory: 8951, top1_acc: 0.4250, top5_acc: 0.6815, loss_cls: 2.5407, loss: 2.5407, grad_norm: 3.1692 2020-07-23 22:46:09,171 - mmaction - INFO - Epoch [2][900/1074] lr: 3.500e-02, eta: 17:49:19, time: 1.191, data_time: 0.004, memory: 8951, top1_acc: 0.4268, top5_acc: 0.6884, loss_cls: 2.5160, loss: 2.5160, grad_norm: 3.2230 2020-07-23 22:46:35,442 - mmaction - INFO - Epoch [2][920/1074] lr: 3.500e-02, eta: 17:49:31, time: 1.311, data_time: 0.004, memory: 8951, top1_acc: 0.4308, top5_acc: 0.6866, loss_cls: 2.5141, loss: 2.5141, grad_norm: 3.0903 2020-07-23 22:46:59,737 - mmaction - INFO - Epoch [2][940/1074] lr: 3.500e-02, eta: 17:48:53, time: 1.216, data_time: 0.006, memory: 8951, top1_acc: 0.4270, top5_acc: 0.6862, loss_cls: 2.5087, loss: 2.5087, grad_norm: 3.0591 2020-07-23 22:47:25,952 - mmaction - INFO - Epoch [2][960/1074] lr: 3.500e-02, eta: 17:49:03, time: 1.310, data_time: 0.003, memory: 8951, top1_acc: 0.4339, top5_acc: 0.6866, loss_cls: 2.4838, loss: 2.4838, grad_norm: 3.0821 2020-07-23 22:47:50,134 - mmaction - INFO - Epoch [2][980/1074] lr: 3.500e-02, eta: 17:48:22, time: 1.208, data_time: 0.007, memory: 8951, top1_acc: 0.4109, top5_acc: 0.6842, loss_cls: 2.4995, loss: 2.4995, grad_norm: 3.1417 2020-07-23 22:48:15,996 - mmaction - INFO - Epoch [2][1000/1074] lr: 3.500e-02, eta: 17:48:23, time: 1.293, data_time: 0.010, memory: 8951, top1_acc: 0.4243, top5_acc: 0.6813, loss_cls: 2.5219, loss: 2.5219, grad_norm: 3.1082 2020-07-23 22:48:40,997 - mmaction - INFO - Epoch [2][1020/1074] lr: 3.500e-02, eta: 17:48:03, time: 1.253, data_time: 0.008, memory: 8951, top1_acc: 0.4324, top5_acc: 0.6897, loss_cls: 2.4536, loss: 2.4536, grad_norm: 3.0799 2020-07-23 22:49:07,555 - mmaction - INFO - Epoch [2][1040/1074] lr: 3.500e-02, eta: 17:48:20, time: 1.327, data_time: 0.002, memory: 8951, top1_acc: 0.4237, top5_acc: 0.6975, loss_cls: 2.4800, loss: 2.4800, grad_norm: 3.1432 2020-07-23 22:49:30,756 - mmaction - INFO - Epoch [2][1060/1074] lr: 3.500e-02, eta: 17:47:14, time: 1.158, data_time: 0.005, memory: 8951, top1_acc: 0.4317, top5_acc: 0.6984, loss_cls: 2.4705, loss: 2.4705, grad_norm: 3.1267 2020-07-23 22:49:47,017 - mmaction - INFO - Saving checkpoint at 2 epochs 2020-07-23 22:50:21,916 - mmaction - INFO - Epoch [3][20/1074] lr: 3.500e-02, eta: 17:43:24, time: 1.715, data_time: 0.529, memory: 8951, top1_acc: 0.4429, top5_acc: 0.7038, loss_cls: 2.3915, loss: 2.3915, grad_norm: 3.0898 2020-07-23 22:50:46,838 - mmaction - INFO - Epoch [3][40/1074] lr: 3.500e-02, eta: 17:43:04, time: 1.249, data_time: 0.008, memory: 8951, top1_acc: 0.4362, top5_acc: 0.7049, loss_cls: 2.4502, loss: 2.4502, grad_norm: 3.1636 2020-07-23 22:51:12,822 - mmaction - INFO - Epoch [3][60/1074] lr: 3.500e-02, eta: 17:43:07, time: 1.298, data_time: 0.005, memory: 8951, top1_acc: 0.4484, top5_acc: 0.7118, loss_cls: 2.3902, loss: 2.3902, grad_norm: 3.0961 2020-07-23 22:51:37,365 - mmaction - INFO - Epoch [3][80/1074] lr: 3.500e-02, eta: 17:42:38, time: 1.229, data_time: 0.006, memory: 8951, top1_acc: 0.4446, top5_acc: 0.7058, loss_cls: 2.3677, loss: 2.3677, grad_norm: 3.1227 2020-07-23 22:52:02,459 - mmaction - INFO - Epoch [3][100/1074] lr: 3.500e-02, eta: 17:42:20, time: 1.253, data_time: 0.006, memory: 8951, top1_acc: 0.4359, top5_acc: 0.6987, loss_cls: 2.4239, loss: 2.4239, grad_norm: 3.0045 2020-07-23 22:52:27,397 - mmaction - INFO - Epoch [3][120/1074] lr: 3.500e-02, eta: 17:41:59, time: 1.247, data_time: 0.003, memory: 8951, top1_acc: 0.4364, top5_acc: 0.7094, loss_cls: 2.3930, loss: 2.3930, grad_norm: 3.0879 2020-07-23 22:52:52,933 - mmaction - INFO - Epoch [3][140/1074] lr: 3.500e-02, eta: 17:41:51, time: 1.276, data_time: 0.006, memory: 8951, top1_acc: 0.4442, top5_acc: 0.7094, loss_cls: 2.3869, loss: 2.3869, grad_norm: 3.0777 2020-07-23 22:53:17,042 - mmaction - INFO - Epoch [3][160/1074] lr: 3.500e-02, eta: 17:41:12, time: 1.207, data_time: 0.005, memory: 8951, top1_acc: 0.4458, top5_acc: 0.7033, loss_cls: 2.3596, loss: 2.3596, grad_norm: 3.0337 2020-07-23 22:53:43,354 - mmaction - INFO - Epoch [3][180/1074] lr: 3.500e-02, eta: 17:41:21, time: 1.315, data_time: 0.005, memory: 8951, top1_acc: 0.4364, top5_acc: 0.7036, loss_cls: 2.4255, loss: 2.4255, grad_norm: 3.1306 2020-07-23 22:54:09,614 - mmaction - INFO - Epoch [3][200/1074] lr: 3.500e-02, eta: 17:41:27, time: 1.311, data_time: 0.004, memory: 8951, top1_acc: 0.4551, top5_acc: 0.7152, loss_cls: 2.3779, loss: 2.3779, grad_norm: 3.0674 2020-07-23 22:54:34,735 - mmaction - INFO - Epoch [3][220/1074] lr: 3.500e-02, eta: 17:41:10, time: 1.259, data_time: 0.007, memory: 8951, top1_acc: 0.4542, top5_acc: 0.7121, loss_cls: 2.3647, loss: 2.3647, grad_norm: 3.0886 2020-07-23 22:54:58,738 - mmaction - INFO - Epoch [3][240/1074] lr: 3.500e-02, eta: 17:40:28, time: 1.199, data_time: 0.002, memory: 8951, top1_acc: 0.4442, top5_acc: 0.7118, loss_cls: 2.3743, loss: 2.3743, grad_norm: 3.1208 2020-07-23 22:55:25,541 - mmaction - INFO - Epoch [3][260/1074] lr: 3.500e-02, eta: 17:40:45, time: 1.338, data_time: 0.005, memory: 8951, top1_acc: 0.4603, top5_acc: 0.7074, loss_cls: 2.3694, loss: 2.3694, grad_norm: 3.0635 2020-07-23 22:55:50,205 - mmaction - INFO - Epoch [3][280/1074] lr: 3.500e-02, eta: 17:40:17, time: 1.234, data_time: 0.007, memory: 8951, top1_acc: 0.4531, top5_acc: 0.7056, loss_cls: 2.3517, loss: 2.3517, grad_norm: 3.0936 2020-07-23 22:56:15,527 - mmaction - INFO - Epoch [3][300/1074] lr: 3.500e-02, eta: 17:40:04, time: 1.268, data_time: 0.009, memory: 8951, top1_acc: 0.4518, top5_acc: 0.7188, loss_cls: 2.3226, loss: 2.3226, grad_norm: 3.1068 2020-07-23 22:56:40,165 - mmaction - INFO - Epoch [3][320/1074] lr: 3.500e-02, eta: 17:39:35, time: 1.233, data_time: 0.003, memory: 8951, top1_acc: 0.4388, top5_acc: 0.7004, loss_cls: 2.4030, loss: 2.4030, grad_norm: 3.0948 2020-07-23 22:57:05,100 - mmaction - INFO - Epoch [3][340/1074] lr: 3.500e-02, eta: 17:39:13, time: 1.246, data_time: 0.005, memory: 8951, top1_acc: 0.4554, top5_acc: 0.7083, loss_cls: 2.3602, loss: 2.3602, grad_norm: 3.0783 2020-07-23 22:57:31,354 - mmaction - INFO - Epoch [3][360/1074] lr: 3.500e-02, eta: 17:39:17, time: 1.313, data_time: 0.004, memory: 8951, top1_acc: 0.4638, top5_acc: 0.7167, loss_cls: 2.3293, loss: 2.3293, grad_norm: 3.0344 2020-07-23 22:57:56,404 - mmaction - INFO - Epoch [3][380/1074] lr: 3.500e-02, eta: 17:38:56, time: 1.250, data_time: 0.005, memory: 8951, top1_acc: 0.4482, top5_acc: 0.7067, loss_cls: 2.3743, loss: 2.3743, grad_norm: 3.0932 2020-07-23 22:58:21,111 - mmaction - INFO - Epoch [3][400/1074] lr: 3.500e-02, eta: 17:38:28, time: 1.234, data_time: 0.006, memory: 8951, top1_acc: 0.4583, top5_acc: 0.7076, loss_cls: 2.3701, loss: 2.3701, grad_norm: 3.1422 2020-07-23 22:58:47,621 - mmaction - INFO - Epoch [3][420/1074] lr: 3.500e-02, eta: 17:38:37, time: 1.326, data_time: 0.008, memory: 8951, top1_acc: 0.4509, top5_acc: 0.7071, loss_cls: 2.3726, loss: 2.3726, grad_norm: 3.1105 2020-07-23 22:59:11,737 - mmaction - INFO - Epoch [3][440/1074] lr: 3.500e-02, eta: 17:37:58, time: 1.205, data_time: 0.008, memory: 8951, top1_acc: 0.4469, top5_acc: 0.7038, loss_cls: 2.4029, loss: 2.4029, grad_norm: 3.0538 2020-07-23 22:59:36,241 - mmaction - INFO - Epoch [3][460/1074] lr: 3.500e-02, eta: 17:37:26, time: 1.225, data_time: 0.008, memory: 8951, top1_acc: 0.4563, top5_acc: 0.7132, loss_cls: 2.3251, loss: 2.3251, grad_norm: 3.0087 2020-07-23 23:00:01,624 - mmaction - INFO - Epoch [3][480/1074] lr: 3.500e-02, eta: 17:37:12, time: 1.270, data_time: 0.008, memory: 8951, top1_acc: 0.4484, top5_acc: 0.7134, loss_cls: 2.3663, loss: 2.3663, grad_norm: 3.0716 2020-07-23 23:00:29,604 - mmaction - INFO - Epoch [3][500/1074] lr: 3.500e-02, eta: 17:37:45, time: 1.391, data_time: 0.008, memory: 8951, top1_acc: 0.4504, top5_acc: 0.7085, loss_cls: 2.3598, loss: 2.3598, grad_norm: 3.0674 2020-07-23 23:00:53,530 - mmaction - INFO - Epoch [3][520/1074] lr: 3.500e-02, eta: 17:37:06, time: 1.207, data_time: 0.021, memory: 8951, top1_acc: 0.4638, top5_acc: 0.7270, loss_cls: 2.2814, loss: 2.2814, grad_norm: 3.0347 2020-07-23 23:01:18,473 - mmaction - INFO - Epoch [3][540/1074] lr: 3.500e-02, eta: 17:36:42, time: 1.246, data_time: 0.005, memory: 8951, top1_acc: 0.4366, top5_acc: 0.6993, loss_cls: 2.4021, loss: 2.4021, grad_norm: 3.0132 2020-07-23 23:01:41,972 - mmaction - INFO - Epoch [3][560/1074] lr: 3.500e-02, eta: 17:35:52, time: 1.174, data_time: 0.005, memory: 8951, top1_acc: 0.4708, top5_acc: 0.7252, loss_cls: 2.2832, loss: 2.2832, grad_norm: 3.0056 2020-07-23 23:02:07,598 - mmaction - INFO - Epoch [3][580/1074] lr: 3.500e-02, eta: 17:35:41, time: 1.281, data_time: 0.007, memory: 8951, top1_acc: 0.4480, top5_acc: 0.7071, loss_cls: 2.3937, loss: 2.3937, grad_norm: 3.0836 2020-07-23 23:02:31,815 - mmaction - INFO - Epoch [3][600/1074] lr: 3.500e-02, eta: 17:35:05, time: 1.212, data_time: 0.006, memory: 8951, top1_acc: 0.4462, top5_acc: 0.7105, loss_cls: 2.3787, loss: 2.3787, grad_norm: 3.0791 2020-07-23 23:02:57,489 - mmaction - INFO - Epoch [3][620/1074] lr: 3.500e-02, eta: 17:34:55, time: 1.282, data_time: 0.003, memory: 8951, top1_acc: 0.4440, top5_acc: 0.7089, loss_cls: 2.3767, loss: 2.3767, grad_norm: 3.0658 2020-07-23 23:03:21,284 - mmaction - INFO - Epoch [3][640/1074] lr: 3.500e-02, eta: 17:34:10, time: 1.188, data_time: 0.008, memory: 8951, top1_acc: 0.4513, top5_acc: 0.7083, loss_cls: 2.3524, loss: 2.3524, grad_norm: 2.9906 2020-07-23 23:03:48,178 - mmaction - INFO - Epoch [3][660/1074] lr: 3.500e-02, eta: 17:34:24, time: 1.349, data_time: 0.007, memory: 8951, top1_acc: 0.4513, top5_acc: 0.7109, loss_cls: 2.3639, loss: 2.3639, grad_norm: 2.9966 2020-07-23 23:04:11,927 - mmaction - INFO - Epoch [3][680/1074] lr: 3.500e-02, eta: 17:33:38, time: 1.186, data_time: 0.005, memory: 8951, top1_acc: 0.4538, top5_acc: 0.7196, loss_cls: 2.3464, loss: 2.3464, grad_norm: 3.0437 2020-07-23 23:04:38,162 - mmaction - INFO - Epoch [3][700/1074] lr: 3.500e-02, eta: 17:33:38, time: 1.313, data_time: 0.005, memory: 8951, top1_acc: 0.4607, top5_acc: 0.7112, loss_cls: 2.3464, loss: 2.3464, grad_norm: 3.0749 2020-07-23 23:05:01,973 - mmaction - INFO - Epoch [3][720/1074] lr: 3.500e-02, eta: 17:32:54, time: 1.188, data_time: 0.006, memory: 8951, top1_acc: 0.4598, top5_acc: 0.7210, loss_cls: 2.2979, loss: 2.2979, grad_norm: 3.0954 2020-07-23 23:05:25,675 - mmaction - INFO - Epoch [3][740/1074] lr: 3.500e-02, eta: 17:32:09, time: 1.187, data_time: 0.005, memory: 8951, top1_acc: 0.4594, top5_acc: 0.7107, loss_cls: 2.3494, loss: 2.3494, grad_norm: 3.0237 2020-07-23 23:05:50,219 - mmaction - INFO - Epoch [3][760/1074] lr: 3.500e-02, eta: 17:31:39, time: 1.227, data_time: 0.007, memory: 8951, top1_acc: 0.4585, top5_acc: 0.7116, loss_cls: 2.3408, loss: 2.3408, grad_norm: 2.9927 2020-07-23 23:06:13,828 - mmaction - INFO - Epoch [3][780/1074] lr: 3.500e-02, eta: 17:30:53, time: 1.181, data_time: 0.005, memory: 8951, top1_acc: 0.4491, top5_acc: 0.7161, loss_cls: 2.3598, loss: 2.3598, grad_norm: 3.0705 2020-07-23 23:06:38,676 - mmaction - INFO - Epoch [3][800/1074] lr: 3.500e-02, eta: 17:30:27, time: 1.239, data_time: 0.006, memory: 8951, top1_acc: 0.4594, top5_acc: 0.7174, loss_cls: 2.3238, loss: 2.3238, grad_norm: 3.0358 2020-07-23 23:07:03,525 - mmaction - INFO - Epoch [3][820/1074] lr: 3.500e-02, eta: 17:30:04, time: 1.246, data_time: 0.008, memory: 8951, top1_acc: 0.4556, top5_acc: 0.7156, loss_cls: 2.3214, loss: 2.3214, grad_norm: 2.9709 2020-07-23 23:07:28,213 - mmaction - INFO - Epoch [3][840/1074] lr: 3.500e-02, eta: 17:29:37, time: 1.234, data_time: 0.005, memory: 8951, top1_acc: 0.4571, top5_acc: 0.7152, loss_cls: 2.3307, loss: 2.3307, grad_norm: 3.0446 2020-07-23 23:07:51,728 - mmaction - INFO - Epoch [3][860/1074] lr: 3.500e-02, eta: 17:28:49, time: 1.176, data_time: 0.004, memory: 8951, top1_acc: 0.4609, top5_acc: 0.7158, loss_cls: 2.3245, loss: 2.3245, grad_norm: 3.0915 2020-07-23 23:08:16,500 - mmaction - INFO - Epoch [3][880/1074] lr: 3.500e-02, eta: 17:28:22, time: 1.234, data_time: 0.005, memory: 8951, top1_acc: 0.4618, top5_acc: 0.7315, loss_cls: 2.2862, loss: 2.2862, grad_norm: 2.9790 2020-07-23 23:08:40,962 - mmaction - INFO - Epoch [3][900/1074] lr: 3.500e-02, eta: 17:27:52, time: 1.227, data_time: 0.009, memory: 8951, top1_acc: 0.4705, top5_acc: 0.7212, loss_cls: 2.2582, loss: 2.2582, grad_norm: 3.0128 2020-07-23 23:09:05,696 - mmaction - INFO - Epoch [3][920/1074] lr: 3.500e-02, eta: 17:27:26, time: 1.237, data_time: 0.003, memory: 8951, top1_acc: 0.4638, top5_acc: 0.7087, loss_cls: 2.3499, loss: 2.3499, grad_norm: 2.9486 2020-07-23 23:09:30,443 - mmaction - INFO - Epoch [3][940/1074] lr: 3.500e-02, eta: 17:27:00, time: 1.238, data_time: 0.007, memory: 8951, top1_acc: 0.4643, top5_acc: 0.7181, loss_cls: 2.3039, loss: 2.3039, grad_norm: 2.9721 2020-07-23 23:09:54,451 - mmaction - INFO - Epoch [3][960/1074] lr: 3.500e-02, eta: 17:26:22, time: 1.201, data_time: 0.003, memory: 8951, top1_acc: 0.4440, top5_acc: 0.7116, loss_cls: 2.3588, loss: 2.3588, grad_norm: 3.0371 2020-07-23 23:10:18,692 - mmaction - INFO - Epoch [3][980/1074] lr: 3.500e-02, eta: 17:25:47, time: 1.210, data_time: 0.005, memory: 8951, top1_acc: 0.4587, top5_acc: 0.7123, loss_cls: 2.3615, loss: 2.3615, grad_norm: 3.0128 2020-07-23 23:10:44,309 - mmaction - INFO - Epoch [3][1000/1074] lr: 3.500e-02, eta: 17:25:36, time: 1.283, data_time: 0.006, memory: 8951, top1_acc: 0.4719, top5_acc: 0.7288, loss_cls: 2.2755, loss: 2.2755, grad_norm: 2.9551 2020-07-23 23:11:08,324 - mmaction - INFO - Epoch [3][1020/1074] lr: 3.500e-02, eta: 17:24:58, time: 1.200, data_time: 0.002, memory: 8951, top1_acc: 0.4694, top5_acc: 0.7228, loss_cls: 2.2799, loss: 2.2799, grad_norm: 2.9683 2020-07-23 23:11:32,323 - mmaction - INFO - Epoch [3][1040/1074] lr: 3.500e-02, eta: 17:24:20, time: 1.200, data_time: 0.007, memory: 8951, top1_acc: 0.4708, top5_acc: 0.7183, loss_cls: 2.3007, loss: 2.3007, grad_norm: 3.0510 2020-07-23 23:11:56,930 - mmaction - INFO - Epoch [3][1060/1074] lr: 3.500e-02, eta: 17:23:52, time: 1.230, data_time: 0.003, memory: 8951, top1_acc: 0.4656, top5_acc: 0.7241, loss_cls: 2.2910, loss: 2.2910, grad_norm: 2.9761 2020-07-23 23:12:13,098 - mmaction - INFO - Saving checkpoint at 3 epochs 2020-07-23 23:12:48,873 - mmaction - INFO - Epoch [4][20/1074] lr: 3.500e-02, eta: 17:21:18, time: 1.747, data_time: 0.648, memory: 8951, top1_acc: 0.4712, top5_acc: 0.7357, loss_cls: 2.2447, loss: 2.2447, grad_norm: 3.0180 2020-07-23 23:13:12,927 - mmaction - INFO - Epoch [4][40/1074] lr: 3.500e-02, eta: 17:20:44, time: 1.208, data_time: 0.017, memory: 8951, top1_acc: 0.4647, top5_acc: 0.7237, loss_cls: 2.2803, loss: 2.2803, grad_norm: 3.0626 2020-07-23 23:13:38,797 - mmaction - INFO - Epoch [4][60/1074] lr: 3.500e-02, eta: 17:20:35, time: 1.292, data_time: 0.005, memory: 8951, top1_acc: 0.4864, top5_acc: 0.7458, loss_cls: 2.1573, loss: 2.1573, grad_norm: 2.9367 2020-07-23 23:14:02,134 - mmaction - INFO - Epoch [4][80/1074] lr: 3.500e-02, eta: 17:19:49, time: 1.169, data_time: 0.007, memory: 8951, top1_acc: 0.4797, top5_acc: 0.7330, loss_cls: 2.2063, loss: 2.2063, grad_norm: 3.0728 2020-07-23 23:14:26,837 - mmaction - INFO - Epoch [4][100/1074] lr: 3.500e-02, eta: 17:19:23, time: 1.232, data_time: 0.005, memory: 8951, top1_acc: 0.4817, top5_acc: 0.7413, loss_cls: 2.1917, loss: 2.1917, grad_norm: 3.0984 2020-07-23 23:14:51,052 - mmaction - INFO - Epoch [4][120/1074] lr: 3.500e-02, eta: 17:18:51, time: 1.213, data_time: 0.008, memory: 8951, top1_acc: 0.4902, top5_acc: 0.7484, loss_cls: 2.1528, loss: 2.1528, grad_norm: 2.9767 2020-07-23 23:15:16,768 - mmaction - INFO - Epoch [4][140/1074] lr: 3.500e-02, eta: 17:18:39, time: 1.281, data_time: 0.004, memory: 8951, top1_acc: 0.4739, top5_acc: 0.7359, loss_cls: 2.2502, loss: 2.2502, grad_norm: 3.0467 2020-07-23 23:15:42,703 - mmaction - INFO - Epoch [4][160/1074] lr: 3.500e-02, eta: 17:18:33, time: 1.302, data_time: 0.009, memory: 8951, top1_acc: 0.4772, top5_acc: 0.7319, loss_cls: 2.2411, loss: 2.2411, grad_norm: 3.0239 2020-07-23 23:16:07,587 - mmaction - INFO - Epoch [4][180/1074] lr: 3.500e-02, eta: 17:18:10, time: 1.244, data_time: 0.005, memory: 8951, top1_acc: 0.4924, top5_acc: 0.7422, loss_cls: 2.1948, loss: 2.1948, grad_norm: 2.9385 2020-07-23 23:16:31,743 - mmaction - INFO - Epoch [4][200/1074] lr: 3.500e-02, eta: 17:17:36, time: 1.208, data_time: 0.004, memory: 8951, top1_acc: 0.4895, top5_acc: 0.7475, loss_cls: 2.1557, loss: 2.1557, grad_norm: 2.9872 2020-07-23 23:16:56,386 - mmaction - INFO - Epoch [4][220/1074] lr: 3.500e-02, eta: 17:17:08, time: 1.228, data_time: 0.006, memory: 8951, top1_acc: 0.4837, top5_acc: 0.7319, loss_cls: 2.2277, loss: 2.2277, grad_norm: 3.0862 2020-07-23 23:17:21,004 - mmaction - INFO - Epoch [4][240/1074] lr: 3.500e-02, eta: 17:16:43, time: 1.235, data_time: 0.008, memory: 8951, top1_acc: 0.4792, top5_acc: 0.7353, loss_cls: 2.2096, loss: 2.2096, grad_norm: 2.9643 2020-07-23 23:17:44,880 - mmaction - INFO - Epoch [4][260/1074] lr: 3.500e-02, eta: 17:16:04, time: 1.191, data_time: 0.005, memory: 8951, top1_acc: 0.4951, top5_acc: 0.7393, loss_cls: 2.1831, loss: 2.1831, grad_norm: 2.9924 2020-07-23 23:18:10,155 - mmaction - INFO - Epoch [4][280/1074] lr: 3.500e-02, eta: 17:15:48, time: 1.265, data_time: 0.007, memory: 8951, top1_acc: 0.4857, top5_acc: 0.7411, loss_cls: 2.2111, loss: 2.2111, grad_norm: 3.0082 2020-07-23 23:18:35,084 - mmaction - INFO - Epoch [4][300/1074] lr: 3.500e-02, eta: 17:15:25, time: 1.246, data_time: 0.007, memory: 8951, top1_acc: 0.4913, top5_acc: 0.7435, loss_cls: 2.1779, loss: 2.1779, grad_norm: 2.9506 2020-07-23 23:18:59,093 - mmaction - INFO - Epoch [4][320/1074] lr: 3.500e-02, eta: 17:14:50, time: 1.202, data_time: 0.006, memory: 8951, top1_acc: 0.4797, top5_acc: 0.7455, loss_cls: 2.2060, loss: 2.2060, grad_norm: 3.0266 2020-07-23 23:19:23,034 - mmaction - INFO - Epoch [4][340/1074] lr: 3.500e-02, eta: 17:14:13, time: 1.195, data_time: 0.004, memory: 8951, top1_acc: 0.4819, top5_acc: 0.7261, loss_cls: 2.2536, loss: 2.2536, grad_norm: 2.9654 2020-07-23 23:19:48,812 - mmaction - INFO - Epoch [4][360/1074] lr: 3.500e-02, eta: 17:14:03, time: 1.291, data_time: 0.008, memory: 8951, top1_acc: 0.4846, top5_acc: 0.7493, loss_cls: 2.1567, loss: 2.1567, grad_norm: 2.9434 2020-07-23 23:20:12,029 - mmaction - INFO - Epoch [4][380/1074] lr: 3.500e-02, eta: 17:13:17, time: 1.160, data_time: 0.005, memory: 8951, top1_acc: 0.4743, top5_acc: 0.7344, loss_cls: 2.2228, loss: 2.2228, grad_norm: 2.9875 2020-07-23 23:20:36,970 - mmaction - INFO - Epoch [4][400/1074] lr: 3.500e-02, eta: 17:12:55, time: 1.248, data_time: 0.003, memory: 8951, top1_acc: 0.4835, top5_acc: 0.7364, loss_cls: 2.1937, loss: 2.1937, grad_norm: 2.9941 2020-07-23 23:21:01,484 - mmaction - INFO - Epoch [4][420/1074] lr: 3.500e-02, eta: 17:12:26, time: 1.222, data_time: 0.005, memory: 8951, top1_acc: 0.4795, top5_acc: 0.7270, loss_cls: 2.2490, loss: 2.2490, grad_norm: 2.9501 2020-07-23 23:21:25,474 - mmaction - INFO - Epoch [4][440/1074] lr: 3.500e-02, eta: 17:11:52, time: 1.204, data_time: 0.009, memory: 8951, top1_acc: 0.4844, top5_acc: 0.7346, loss_cls: 2.2021, loss: 2.2021, grad_norm: 2.9848 2020-07-23 23:21:49,675 - mmaction - INFO - Epoch [4][460/1074] lr: 3.500e-02, eta: 17:11:19, time: 1.208, data_time: 0.002, memory: 8951, top1_acc: 0.4746, top5_acc: 0.7270, loss_cls: 2.2256, loss: 2.2256, grad_norm: 2.9998 2020-07-23 23:22:13,929 - mmaction - INFO - Epoch [4][480/1074] lr: 3.500e-02, eta: 17:10:48, time: 1.214, data_time: 0.009, memory: 8951, top1_acc: 0.4846, top5_acc: 0.7424, loss_cls: 2.1764, loss: 2.1764, grad_norm: 2.9906 2020-07-23 23:22:39,643 - mmaction - INFO - Epoch [4][500/1074] lr: 3.500e-02, eta: 17:10:36, time: 1.283, data_time: 0.005, memory: 8951, top1_acc: 0.4728, top5_acc: 0.7337, loss_cls: 2.2208, loss: 2.2208, grad_norm: 2.9706 2020-07-23 23:23:04,979 - mmaction - INFO - Epoch [4][520/1074] lr: 3.500e-02, eta: 17:10:19, time: 1.266, data_time: 0.007, memory: 8951, top1_acc: 0.4882, top5_acc: 0.7420, loss_cls: 2.1827, loss: 2.1827, grad_norm: 2.9510 2020-07-23 23:23:29,141 - mmaction - INFO - Epoch [4][540/1074] lr: 3.500e-02, eta: 17:09:47, time: 1.210, data_time: 0.010, memory: 8951, top1_acc: 0.4917, top5_acc: 0.7328, loss_cls: 2.2200, loss: 2.2200, grad_norm: 2.9601 2020-07-23 23:23:52,759 - mmaction - INFO - Epoch [4][560/1074] lr: 3.500e-02, eta: 17:09:08, time: 1.183, data_time: 0.005, memory: 8951, top1_acc: 0.4786, top5_acc: 0.7444, loss_cls: 2.1862, loss: 2.1862, grad_norm: 2.9634 2020-07-23 23:24:18,337 - mmaction - INFO - Epoch [4][580/1074] lr: 3.500e-02, eta: 17:08:54, time: 1.280, data_time: 0.007, memory: 8951, top1_acc: 0.4705, top5_acc: 0.7330, loss_cls: 2.2690, loss: 2.2690, grad_norm: 2.9490 2020-07-23 23:24:42,740 - mmaction - INFO - Epoch [4][600/1074] lr: 3.500e-02, eta: 17:08:25, time: 1.220, data_time: 0.003, memory: 8951, top1_acc: 0.4844, top5_acc: 0.7364, loss_cls: 2.2077, loss: 2.2077, grad_norm: 2.8750 2020-07-23 23:25:06,437 - mmaction - INFO - Epoch [4][620/1074] lr: 3.500e-02, eta: 17:07:46, time: 1.183, data_time: 0.006, memory: 8951, top1_acc: 0.4830, top5_acc: 0.7382, loss_cls: 2.2153, loss: 2.2153, grad_norm: 3.0229 2020-07-23 23:25:29,978 - mmaction - INFO - Epoch [4][640/1074] lr: 3.500e-02, eta: 17:07:06, time: 1.178, data_time: 0.003, memory: 8951, top1_acc: 0.4837, top5_acc: 0.7272, loss_cls: 2.2389, loss: 2.2389, grad_norm: 3.0443 2020-07-23 23:25:53,653 - mmaction - INFO - Epoch [4][660/1074] lr: 3.500e-02, eta: 17:06:28, time: 1.183, data_time: 0.005, memory: 8951, top1_acc: 0.4667, top5_acc: 0.7348, loss_cls: 2.2425, loss: 2.2425, grad_norm: 2.9836 2020-07-23 23:26:18,404 - mmaction - INFO - Epoch [4][680/1074] lr: 3.500e-02, eta: 17:06:03, time: 1.236, data_time: 0.007, memory: 8951, top1_acc: 0.4873, top5_acc: 0.7444, loss_cls: 2.1834, loss: 2.1834, grad_norm: 2.9809 2020-07-23 23:26:41,682 - mmaction - INFO - Epoch [4][700/1074] lr: 3.500e-02, eta: 17:05:20, time: 1.166, data_time: 0.006, memory: 8951, top1_acc: 0.4853, top5_acc: 0.7386, loss_cls: 2.2283, loss: 2.2283, grad_norm: 2.9076 2020-07-23 23:27:06,592 - mmaction - INFO - Epoch [4][720/1074] lr: 3.500e-02, eta: 17:04:58, time: 1.244, data_time: 0.006, memory: 8951, top1_acc: 0.4790, top5_acc: 0.7382, loss_cls: 2.1822, loss: 2.1822, grad_norm: 2.9749 2020-07-23 23:27:30,831 - mmaction - INFO - Epoch [4][740/1074] lr: 3.500e-02, eta: 17:04:27, time: 1.211, data_time: 0.006, memory: 8951, top1_acc: 0.4855, top5_acc: 0.7446, loss_cls: 2.1817, loss: 2.1817, grad_norm: 3.0349 2020-07-23 23:27:54,987 - mmaction - INFO - Epoch [4][760/1074] lr: 3.500e-02, eta: 17:03:56, time: 1.210, data_time: 0.006, memory: 8951, top1_acc: 0.4940, top5_acc: 0.7386, loss_cls: 2.1771, loss: 2.1771, grad_norm: 2.9099 2020-07-23 23:28:18,641 - mmaction - INFO - Epoch [4][780/1074] lr: 3.500e-02, eta: 17:03:18, time: 1.182, data_time: 0.006, memory: 8951, top1_acc: 0.4833, top5_acc: 0.7411, loss_cls: 2.2017, loss: 2.2017, grad_norm: 2.9175 2020-07-23 23:28:42,259 - mmaction - INFO - Epoch [4][800/1074] lr: 3.500e-02, eta: 17:02:40, time: 1.182, data_time: 0.005, memory: 8951, top1_acc: 0.4871, top5_acc: 0.7440, loss_cls: 2.1628, loss: 2.1628, grad_norm: 2.9225 2020-07-23 23:29:06,359 - mmaction - INFO - Epoch [4][820/1074] lr: 3.500e-02, eta: 17:02:08, time: 1.204, data_time: 0.002, memory: 8951, top1_acc: 0.4777, top5_acc: 0.7373, loss_cls: 2.1852, loss: 2.1852, grad_norm: 2.8891 2020-07-23 23:29:30,000 - mmaction - INFO - Epoch [4][840/1074] lr: 3.500e-02, eta: 17:01:30, time: 1.181, data_time: 0.006, memory: 8951, top1_acc: 0.4897, top5_acc: 0.7426, loss_cls: 2.1573, loss: 2.1573, grad_norm: 2.9351 2020-07-23 23:29:56,792 - mmaction - INFO - Epoch [4][860/1074] lr: 3.500e-02, eta: 17:01:30, time: 1.339, data_time: 0.006, memory: 8951, top1_acc: 0.4862, top5_acc: 0.7362, loss_cls: 2.1920, loss: 2.1920, grad_norm: 2.9753 2020-07-23 23:30:20,282 - mmaction - INFO - Epoch [4][880/1074] lr: 3.500e-02, eta: 17:00:51, time: 1.175, data_time: 0.005, memory: 8951, top1_acc: 0.4893, top5_acc: 0.7339, loss_cls: 2.2107, loss: 2.2107, grad_norm: 2.9099 2020-07-23 23:30:45,929 - mmaction - INFO - Epoch [4][900/1074] lr: 3.500e-02, eta: 17:00:37, time: 1.281, data_time: 0.008, memory: 8951, top1_acc: 0.4859, top5_acc: 0.7411, loss_cls: 2.1813, loss: 2.1813, grad_norm: 2.8674 2020-07-23 23:31:09,820 - mmaction - INFO - Epoch [4][920/1074] lr: 3.500e-02, eta: 17:00:03, time: 1.197, data_time: 0.007, memory: 8951, top1_acc: 0.4714, top5_acc: 0.7348, loss_cls: 2.2182, loss: 2.2182, grad_norm: 2.9025 2020-07-23 23:31:33,933 - mmaction - INFO - Epoch [4][940/1074] lr: 3.500e-02, eta: 16:59:31, time: 1.204, data_time: 0.012, memory: 8951, top1_acc: 0.5027, top5_acc: 0.7475, loss_cls: 2.1557, loss: 2.1557, grad_norm: 2.9109 2020-07-23 23:31:59,102 - mmaction - INFO - Epoch [4][960/1074] lr: 3.500e-02, eta: 16:59:12, time: 1.258, data_time: 0.007, memory: 8951, top1_acc: 0.4801, top5_acc: 0.7297, loss_cls: 2.2185, loss: 2.2185, grad_norm: 2.9589 2020-07-23 23:32:24,480 - mmaction - INFO - Epoch [4][980/1074] lr: 3.500e-02, eta: 16:58:56, time: 1.273, data_time: 0.008, memory: 8951, top1_acc: 0.4862, top5_acc: 0.7379, loss_cls: 2.1984, loss: 2.1984, grad_norm: 2.9069 2020-07-23 23:32:49,348 - mmaction - INFO - Epoch [4][1000/1074] lr: 3.500e-02, eta: 16:58:33, time: 1.244, data_time: 0.004, memory: 8951, top1_acc: 0.4844, top5_acc: 0.7359, loss_cls: 2.1648, loss: 2.1648, grad_norm: 2.9059 2020-07-23 23:33:12,895 - mmaction - INFO - Epoch [4][1020/1074] lr: 3.500e-02, eta: 16:57:55, time: 1.176, data_time: 0.002, memory: 8951, top1_acc: 0.4960, top5_acc: 0.7375, loss_cls: 2.1698, loss: 2.1698, grad_norm: 2.9243 2020-07-23 23:33:36,482 - mmaction - INFO - Epoch [4][1040/1074] lr: 3.500e-02, eta: 16:57:17, time: 1.179, data_time: 0.008, memory: 8951, top1_acc: 0.4951, top5_acc: 0.7355, loss_cls: 2.1840, loss: 2.1840, grad_norm: 2.9419 2020-07-23 23:34:00,176 - mmaction - INFO - Epoch [4][1060/1074] lr: 3.500e-02, eta: 16:56:41, time: 1.186, data_time: 0.006, memory: 8951, top1_acc: 0.4850, top5_acc: 0.7458, loss_cls: 2.1722, loss: 2.1722, grad_norm: 2.9141 2020-07-23 23:34:16,361 - mmaction - INFO - Saving checkpoint at 4 epochs 2020-07-23 23:34:51,136 - mmaction - INFO - Epoch [5][20/1074] lr: 3.500e-02, eta: 16:54:30, time: 1.711, data_time: 0.568, memory: 8951, top1_acc: 0.4960, top5_acc: 0.7533, loss_cls: 2.1179, loss: 2.1179, grad_norm: 2.9645 2020-07-23 23:35:14,376 - mmaction - INFO - Epoch [5][40/1074] lr: 3.500e-02, eta: 16:53:50, time: 1.162, data_time: 0.005, memory: 8951, top1_acc: 0.5018, top5_acc: 0.7502, loss_cls: 2.1154, loss: 2.1154, grad_norm: 2.9740 2020-07-23 23:35:39,094 - mmaction - INFO - Epoch [5][60/1074] lr: 3.500e-02, eta: 16:53:26, time: 1.238, data_time: 0.007, memory: 8951, top1_acc: 0.5109, top5_acc: 0.7600, loss_cls: 2.0973, loss: 2.0973, grad_norm: 2.9924 2020-07-23 23:36:02,744 - mmaction - INFO - Epoch [5][80/1074] lr: 3.500e-02, eta: 16:52:50, time: 1.181, data_time: 0.005, memory: 8951, top1_acc: 0.4920, top5_acc: 0.7455, loss_cls: 2.1707, loss: 2.1707, grad_norm: 2.9797 2020-07-23 23:36:27,857 - mmaction - INFO - Epoch [5][100/1074] lr: 3.500e-02, eta: 16:52:31, time: 1.257, data_time: 0.004, memory: 8951, top1_acc: 0.4915, top5_acc: 0.7509, loss_cls: 2.0955, loss: 2.0955, grad_norm: 2.9315 2020-07-23 23:36:51,208 - mmaction - INFO - Epoch [5][120/1074] lr: 3.500e-02, eta: 16:51:51, time: 1.165, data_time: 0.006, memory: 8951, top1_acc: 0.5002, top5_acc: 0.7609, loss_cls: 2.0891, loss: 2.0891, grad_norm: 2.9841 2020-07-23 23:37:16,571 - mmaction - INFO - Epoch [5][140/1074] lr: 3.500e-02, eta: 16:51:35, time: 1.269, data_time: 0.009, memory: 8951, top1_acc: 0.4935, top5_acc: 0.7489, loss_cls: 2.1351, loss: 2.1351, grad_norm: 2.9342 2020-07-23 23:37:40,640 - mmaction - INFO - Epoch [5][160/1074] lr: 3.500e-02, eta: 16:51:04, time: 1.205, data_time: 0.007, memory: 8951, top1_acc: 0.4924, top5_acc: 0.7464, loss_cls: 2.1176, loss: 2.1176, grad_norm: 2.9668 2020-07-23 23:38:05,031 - mmaction - INFO - Epoch [5][180/1074] lr: 3.500e-02, eta: 16:50:37, time: 1.220, data_time: 0.005, memory: 8951, top1_acc: 0.5179, top5_acc: 0.7558, loss_cls: 2.0722, loss: 2.0722, grad_norm: 2.9304 2020-07-23 23:38:30,097 - mmaction - INFO - Epoch [5][200/1074] lr: 3.500e-02, eta: 16:50:17, time: 1.252, data_time: 0.006, memory: 8951, top1_acc: 0.5040, top5_acc: 0.7547, loss_cls: 2.0896, loss: 2.0896, grad_norm: 2.9236 2020-07-23 23:38:53,793 - mmaction - INFO - Epoch [5][220/1074] lr: 3.500e-02, eta: 16:49:42, time: 1.185, data_time: 0.008, memory: 8951, top1_acc: 0.4978, top5_acc: 0.7542, loss_cls: 2.0782, loss: 2.0782, grad_norm: 2.9749 2020-07-23 23:39:17,891 - mmaction - INFO - Epoch [5][240/1074] lr: 3.500e-02, eta: 16:49:12, time: 1.207, data_time: 0.009, memory: 8951, top1_acc: 0.4973, top5_acc: 0.7433, loss_cls: 2.1206, loss: 2.1206, grad_norm: 2.9146 2020-07-23 23:39:42,015 - mmaction - INFO - Epoch [5][260/1074] lr: 3.500e-02, eta: 16:48:41, time: 1.205, data_time: 0.004, memory: 8951, top1_acc: 0.5018, top5_acc: 0.7571, loss_cls: 2.0772, loss: 2.0772, grad_norm: 2.9343 2020-07-23 23:40:06,303 - mmaction - INFO - Epoch [5][280/1074] lr: 3.500e-02, eta: 16:48:13, time: 1.216, data_time: 0.007, memory: 8951, top1_acc: 0.4920, top5_acc: 0.7522, loss_cls: 2.1024, loss: 2.1024, grad_norm: 2.9884 2020-07-23 23:40:29,922 - mmaction - INFO - Epoch [5][300/1074] lr: 3.500e-02, eta: 16:47:37, time: 1.179, data_time: 0.002, memory: 8951, top1_acc: 0.4993, top5_acc: 0.7509, loss_cls: 2.1262, loss: 2.1262, grad_norm: 2.9795 2020-07-23 23:40:53,560 - mmaction - INFO - Epoch [5][320/1074] lr: 3.500e-02, eta: 16:47:02, time: 1.179, data_time: 0.005, memory: 8951, top1_acc: 0.5054, top5_acc: 0.7560, loss_cls: 2.1246, loss: 2.1246, grad_norm: 2.9150 2020-07-23 23:41:17,924 - mmaction - INFO - Epoch [5][340/1074] lr: 3.500e-02, eta: 16:46:35, time: 1.221, data_time: 0.009, memory: 8951, top1_acc: 0.5141, top5_acc: 0.7578, loss_cls: 2.0723, loss: 2.0723, grad_norm: 2.8756 2020-07-23 23:41:42,691 - mmaction - INFO - Epoch [5][360/1074] lr: 3.500e-02, eta: 16:46:12, time: 1.239, data_time: 0.007, memory: 8951, top1_acc: 0.5058, top5_acc: 0.7529, loss_cls: 2.0923, loss: 2.0923, grad_norm: 2.9169 2020-07-23 23:42:07,393 - mmaction - INFO - Epoch [5][380/1074] lr: 3.500e-02, eta: 16:45:49, time: 1.236, data_time: 0.007, memory: 8951, top1_acc: 0.5069, top5_acc: 0.7556, loss_cls: 2.0690, loss: 2.0690, grad_norm: 2.9425 2020-07-23 23:42:31,312 - mmaction - INFO - Epoch [5][400/1074] lr: 3.500e-02, eta: 16:45:16, time: 1.194, data_time: 0.005, memory: 8951, top1_acc: 0.5011, top5_acc: 0.7545, loss_cls: 2.0940, loss: 2.0940, grad_norm: 2.8739 2020-07-23 23:42:55,259 - mmaction - INFO - Epoch [5][420/1074] lr: 3.500e-02, eta: 16:44:45, time: 1.198, data_time: 0.004, memory: 8951, top1_acc: 0.4964, top5_acc: 0.7496, loss_cls: 2.1266, loss: 2.1266, grad_norm: 2.9618 2020-07-23 23:43:19,818 - mmaction - INFO - Epoch [5][440/1074] lr: 3.500e-02, eta: 16:44:19, time: 1.226, data_time: 0.007, memory: 8951, top1_acc: 0.5087, top5_acc: 0.7545, loss_cls: 2.0996, loss: 2.0996, grad_norm: 2.8924 2020-07-23 23:43:43,231 - mmaction - INFO - Epoch [5][460/1074] lr: 3.500e-02, eta: 16:43:43, time: 1.174, data_time: 0.008, memory: 8951, top1_acc: 0.5152, top5_acc: 0.7670, loss_cls: 2.0404, loss: 2.0404, grad_norm: 2.9260 2020-07-23 23:44:08,073 - mmaction - INFO - Epoch [5][480/1074] lr: 3.500e-02, eta: 16:43:21, time: 1.241, data_time: 0.002, memory: 8951, top1_acc: 0.5174, top5_acc: 0.7658, loss_cls: 2.0288, loss: 2.0288, grad_norm: 2.8669 2020-07-23 23:44:31,867 - mmaction - INFO - Epoch [5][500/1074] lr: 3.500e-02, eta: 16:42:47, time: 1.187, data_time: 0.008, memory: 8951, top1_acc: 0.4955, top5_acc: 0.7455, loss_cls: 2.1362, loss: 2.1362, grad_norm: 2.8986 2020-07-23 23:44:57,688 - mmaction - INFO - Epoch [5][520/1074] lr: 3.500e-02, eta: 16:42:35, time: 1.293, data_time: 0.007, memory: 8951, top1_acc: 0.5138, top5_acc: 0.7634, loss_cls: 2.0520, loss: 2.0520, grad_norm: 2.9419 2020-07-23 23:45:21,844 - mmaction - INFO - Epoch [5][540/1074] lr: 3.500e-02, eta: 16:42:05, time: 1.205, data_time: 0.008, memory: 8951, top1_acc: 0.5040, top5_acc: 0.7507, loss_cls: 2.1090, loss: 2.1090, grad_norm: 2.9776 2020-07-23 23:45:45,697 - mmaction - INFO - Epoch [5][560/1074] lr: 3.500e-02, eta: 16:41:33, time: 1.194, data_time: 0.009, memory: 8951, top1_acc: 0.5065, top5_acc: 0.7567, loss_cls: 2.0827, loss: 2.0827, grad_norm: 2.8958 2020-07-23 23:46:09,426 - mmaction - INFO - Epoch [5][580/1074] lr: 3.500e-02, eta: 16:41:01, time: 1.189, data_time: 0.008, memory: 8951, top1_acc: 0.5163, top5_acc: 0.7554, loss_cls: 2.0849, loss: 2.0849, grad_norm: 2.9536 2020-07-23 23:46:33,427 - mmaction - INFO - Epoch [5][600/1074] lr: 3.500e-02, eta: 16:40:30, time: 1.200, data_time: 0.005, memory: 8951, top1_acc: 0.4958, top5_acc: 0.7513, loss_cls: 2.1633, loss: 2.1633, grad_norm: 3.0054 2020-07-23 23:46:57,665 - mmaction - INFO - Epoch [5][620/1074] lr: 3.500e-02, eta: 16:40:02, time: 1.213, data_time: 0.006, memory: 8951, top1_acc: 0.4998, top5_acc: 0.7484, loss_cls: 2.1326, loss: 2.1326, grad_norm: 2.9017 2020-07-23 23:47:22,229 - mmaction - INFO - Epoch [5][640/1074] lr: 3.500e-02, eta: 16:39:36, time: 1.224, data_time: 0.002, memory: 8951, top1_acc: 0.5063, top5_acc: 0.7536, loss_cls: 2.1254, loss: 2.1254, grad_norm: 2.9279 2020-07-23 23:47:46,325 - mmaction - INFO - Epoch [5][660/1074] lr: 3.500e-02, eta: 16:39:07, time: 1.208, data_time: 0.009, memory: 8951, top1_acc: 0.5022, top5_acc: 0.7625, loss_cls: 2.0810, loss: 2.0810, grad_norm: 2.9084 2020-07-23 23:48:09,315 - mmaction - INFO - Epoch [5][680/1074] lr: 3.500e-02, eta: 16:38:27, time: 1.149, data_time: 0.003, memory: 8951, top1_acc: 0.5004, top5_acc: 0.7491, loss_cls: 2.1337, loss: 2.1337, grad_norm: 2.9104 2020-07-23 23:48:34,466 - mmaction - INFO - Epoch [5][700/1074] lr: 3.500e-02, eta: 16:38:07, time: 1.254, data_time: 0.007, memory: 8951, top1_acc: 0.5078, top5_acc: 0.7580, loss_cls: 2.0527, loss: 2.0527, grad_norm: 2.9145 2020-07-23 23:48:56,890 - mmaction - INFO - Epoch [5][720/1074] lr: 3.500e-02, eta: 16:37:21, time: 1.122, data_time: 0.009, memory: 8951, top1_acc: 0.4984, top5_acc: 0.7547, loss_cls: 2.1055, loss: 2.1055, grad_norm: 2.9172 2020-07-23 23:49:20,939 - mmaction - INFO - Epoch [5][740/1074] lr: 3.500e-02, eta: 16:36:52, time: 1.203, data_time: 0.009, memory: 8951, top1_acc: 0.5045, top5_acc: 0.7574, loss_cls: 2.0940, loss: 2.0940, grad_norm: 2.9670 2020-07-23 23:49:44,497 - mmaction - INFO - Epoch [5][760/1074] lr: 3.500e-02, eta: 16:36:18, time: 1.179, data_time: 0.008, memory: 8951, top1_acc: 0.5069, top5_acc: 0.7571, loss_cls: 2.0916, loss: 2.0916, grad_norm: 2.8440 2020-07-23 23:50:08,204 - mmaction - INFO - Epoch [5][780/1074] lr: 3.500e-02, eta: 16:35:45, time: 1.187, data_time: 0.007, memory: 8951, top1_acc: 0.5259, top5_acc: 0.7618, loss_cls: 2.0516, loss: 2.0516, grad_norm: 2.9590 2020-07-23 23:50:32,963 - mmaction - INFO - Epoch [5][800/1074] lr: 3.500e-02, eta: 16:35:22, time: 1.238, data_time: 0.003, memory: 8951, top1_acc: 0.4938, top5_acc: 0.7446, loss_cls: 2.1592, loss: 2.1592, grad_norm: 2.9602 2020-07-23 23:50:58,348 - mmaction - INFO - Epoch [5][820/1074] lr: 3.500e-02, eta: 16:35:05, time: 1.265, data_time: 0.006, memory: 8951, top1_acc: 0.5080, top5_acc: 0.7567, loss_cls: 2.0783, loss: 2.0783, grad_norm: 2.9022 2020-07-23 23:51:22,867 - mmaction - INFO - Epoch [5][840/1074] lr: 3.500e-02, eta: 16:34:40, time: 1.229, data_time: 0.008, memory: 8951, top1_acc: 0.5118, top5_acc: 0.7612, loss_cls: 2.0885, loss: 2.0885, grad_norm: 2.8899 2020-07-23 23:51:48,489 - mmaction - INFO - Epoch [5][860/1074] lr: 3.500e-02, eta: 16:34:25, time: 1.281, data_time: 0.007, memory: 8951, top1_acc: 0.4993, top5_acc: 0.7491, loss_cls: 2.1613, loss: 2.1613, grad_norm: 2.9068 2020-07-23 23:52:11,821 - mmaction - INFO - Epoch [5][880/1074] lr: 3.500e-02, eta: 16:33:49, time: 1.168, data_time: 0.004, memory: 8951, top1_acc: 0.5118, top5_acc: 0.7621, loss_cls: 2.0489, loss: 2.0489, grad_norm: 2.8743 2020-07-23 23:52:37,046 - mmaction - INFO - Epoch [5][900/1074] lr: 3.500e-02, eta: 16:33:30, time: 1.260, data_time: 0.006, memory: 8951, top1_acc: 0.5165, top5_acc: 0.7634, loss_cls: 2.0557, loss: 2.0557, grad_norm: 2.9365 2020-07-23 23:53:02,054 - mmaction - INFO - Epoch [5][920/1074] lr: 3.500e-02, eta: 16:33:10, time: 1.249, data_time: 0.005, memory: 8951, top1_acc: 0.5129, top5_acc: 0.7440, loss_cls: 2.1080, loss: 2.1080, grad_norm: 2.8878 2020-07-23 23:53:25,469 - mmaction - INFO - Epoch [5][940/1074] lr: 3.500e-02, eta: 16:32:34, time: 1.172, data_time: 0.006, memory: 8951, top1_acc: 0.5087, top5_acc: 0.7551, loss_cls: 2.0920, loss: 2.0920, grad_norm: 2.9116 2020-07-23 23:53:49,665 - mmaction - INFO - Epoch [5][960/1074] lr: 3.500e-02, eta: 16:32:06, time: 1.208, data_time: 0.007, memory: 8951, top1_acc: 0.5092, top5_acc: 0.7625, loss_cls: 2.0589, loss: 2.0589, grad_norm: 2.8574 2020-07-23 23:54:15,223 - mmaction - INFO - Epoch [5][980/1074] lr: 3.500e-02, eta: 16:31:51, time: 1.282, data_time: 0.008, memory: 8951, top1_acc: 0.5132, top5_acc: 0.7658, loss_cls: 2.0582, loss: 2.0582, grad_norm: 2.8927 2020-07-23 23:54:39,736 - mmaction - INFO - Epoch [5][1000/1074] lr: 3.500e-02, eta: 16:31:25, time: 1.219, data_time: 0.007, memory: 8951, top1_acc: 0.5069, top5_acc: 0.7576, loss_cls: 2.1011, loss: 2.1011, grad_norm: 2.9935 2020-07-23 23:55:05,488 - mmaction - INFO - Epoch [5][1020/1074] lr: 3.500e-02, eta: 16:31:12, time: 1.293, data_time: 0.008, memory: 8951, top1_acc: 0.5000, top5_acc: 0.7585, loss_cls: 2.0807, loss: 2.0807, grad_norm: 2.8900 2020-07-23 23:55:29,362 - mmaction - INFO - Epoch [5][1040/1074] lr: 3.500e-02, eta: 16:30:41, time: 1.192, data_time: 0.003, memory: 8951, top1_acc: 0.4882, top5_acc: 0.7453, loss_cls: 2.1253, loss: 2.1253, grad_norm: 2.9462 2020-07-23 23:55:53,581 - mmaction - INFO - Epoch [5][1060/1074] lr: 3.500e-02, eta: 16:30:13, time: 1.211, data_time: 0.009, memory: 8951, top1_acc: 0.5063, top5_acc: 0.7542, loss_cls: 2.0974, loss: 2.0974, grad_norm: 2.8903 2020-07-23 23:56:09,868 - mmaction - INFO - Saving checkpoint at 5 epochs 2020-07-23 23:56:42,789 - mmaction - INFO - Epoch [6][20/1074] lr: 3.500e-02, eta: 16:28:07, time: 1.621, data_time: 0.488, memory: 8951, top1_acc: 0.5270, top5_acc: 0.7703, loss_cls: 2.0238, loss: 2.0238, grad_norm: 2.9014 2020-07-23 23:57:06,532 - mmaction - INFO - Epoch [6][40/1074] lr: 3.500e-02, eta: 16:27:35, time: 1.186, data_time: 0.002, memory: 8951, top1_acc: 0.5105, top5_acc: 0.7667, loss_cls: 2.0284, loss: 2.0284, grad_norm: 2.9526 2020-07-23 23:57:30,999 - mmaction - INFO - Epoch [6][60/1074] lr: 3.500e-02, eta: 16:27:10, time: 1.224, data_time: 0.006, memory: 8951, top1_acc: 0.5290, top5_acc: 0.7759, loss_cls: 1.9769, loss: 1.9769, grad_norm: 2.9259 2020-07-23 23:57:55,061 - mmaction - INFO - Epoch [6][80/1074] lr: 3.500e-02, eta: 16:26:41, time: 1.203, data_time: 0.003, memory: 8951, top1_acc: 0.5272, top5_acc: 0.7734, loss_cls: 2.0054, loss: 2.0054, grad_norm: 2.9000 2020-07-23 23:58:19,742 - mmaction - INFO - Epoch [6][100/1074] lr: 3.500e-02, eta: 16:26:17, time: 1.231, data_time: 0.005, memory: 8951, top1_acc: 0.5196, top5_acc: 0.7612, loss_cls: 2.0315, loss: 2.0315, grad_norm: 2.8945 2020-07-23 23:58:43,118 - mmaction - INFO - Epoch [6][120/1074] lr: 3.500e-02, eta: 16:25:43, time: 1.171, data_time: 0.008, memory: 8951, top1_acc: 0.5310, top5_acc: 0.7712, loss_cls: 1.9704, loss: 1.9704, grad_norm: 2.9361 2020-07-23 23:59:08,577 - mmaction - INFO - Epoch [6][140/1074] lr: 3.500e-02, eta: 16:25:27, time: 1.274, data_time: 0.003, memory: 8951, top1_acc: 0.5248, top5_acc: 0.7636, loss_cls: 2.0254, loss: 2.0254, grad_norm: 2.8270 2020-07-23 23:59:34,367 - mmaction - INFO - Epoch [6][160/1074] lr: 3.500e-02, eta: 16:25:13, time: 1.288, data_time: 0.005, memory: 8951, top1_acc: 0.5228, top5_acc: 0.7625, loss_cls: 2.0387, loss: 2.0387, grad_norm: 2.9148 2020-07-23 23:59:59,150 - mmaction - INFO - Epoch [6][180/1074] lr: 3.500e-02, eta: 16:24:50, time: 1.239, data_time: 0.006, memory: 8951, top1_acc: 0.5310, top5_acc: 0.7763, loss_cls: 1.9618, loss: 1.9618, grad_norm: 2.9108 2020-07-24 00:00:28,729 - mmaction - INFO - Epoch [6][200/1074] lr: 3.500e-02, eta: 16:25:07, time: 1.467, data_time: 0.007, memory: 8951, top1_acc: 0.5263, top5_acc: 0.7721, loss_cls: 1.9874, loss: 1.9874, grad_norm: 2.8607 2020-07-24 00:00:52,733 - mmaction - INFO - Epoch [6][220/1074] lr: 3.500e-02, eta: 16:24:40, time: 1.212, data_time: 0.036, memory: 8951, top1_acc: 0.5335, top5_acc: 0.7783, loss_cls: 1.9791, loss: 1.9791, grad_norm: 2.8605 2020-07-24 00:01:16,913 - mmaction - INFO - Epoch [6][240/1074] lr: 3.500e-02, eta: 16:24:12, time: 1.210, data_time: 0.006, memory: 8951, top1_acc: 0.5221, top5_acc: 0.7614, loss_cls: 2.0186, loss: 2.0186, grad_norm: 2.9254 2020-07-24 00:01:42,163 - mmaction - INFO - Epoch [6][260/1074] lr: 3.500e-02, eta: 16:23:54, time: 1.262, data_time: 0.005, memory: 8951, top1_acc: 0.5181, top5_acc: 0.7652, loss_cls: 2.0332, loss: 2.0332, grad_norm: 2.9403 2020-07-24 00:02:06,639 - mmaction - INFO - Epoch [6][280/1074] lr: 3.500e-02, eta: 16:23:28, time: 1.220, data_time: 0.006, memory: 8951, top1_acc: 0.5261, top5_acc: 0.7616, loss_cls: 2.0235, loss: 2.0235, grad_norm: 2.8951 2020-07-24 00:02:32,746 - mmaction - INFO - Epoch [6][300/1074] lr: 3.500e-02, eta: 16:23:17, time: 1.309, data_time: 0.007, memory: 8951, top1_acc: 0.5346, top5_acc: 0.7857, loss_cls: 1.9639, loss: 1.9639, grad_norm: 2.9117 2020-07-24 00:02:57,374 - mmaction - INFO - Epoch [6][320/1074] lr: 3.500e-02, eta: 16:22:53, time: 1.230, data_time: 0.004, memory: 8951, top1_acc: 0.5254, top5_acc: 0.7746, loss_cls: 2.0028, loss: 2.0028, grad_norm: 2.9099 2020-07-24 00:03:20,872 - mmaction - INFO - Epoch [6][340/1074] lr: 3.500e-02, eta: 16:22:19, time: 1.176, data_time: 0.008, memory: 8951, top1_acc: 0.5141, top5_acc: 0.7632, loss_cls: 2.0204, loss: 2.0204, grad_norm: 2.9555 2020-07-24 00:03:45,157 - mmaction - INFO - Epoch [6][360/1074] lr: 3.500e-02, eta: 16:21:52, time: 1.213, data_time: 0.004, memory: 8951, top1_acc: 0.5239, top5_acc: 0.7694, loss_cls: 1.9919, loss: 1.9919, grad_norm: 2.8463 2020-07-24 00:04:08,732 - mmaction - INFO - Epoch [6][380/1074] lr: 3.500e-02, eta: 16:21:19, time: 1.179, data_time: 0.007, memory: 8951, top1_acc: 0.5158, top5_acc: 0.7650, loss_cls: 2.0558, loss: 2.0558, grad_norm: 2.8972 2020-07-24 00:04:32,776 - mmaction - INFO - Epoch [6][400/1074] lr: 3.500e-02, eta: 16:20:51, time: 1.203, data_time: 0.004, memory: 8951, top1_acc: 0.5136, top5_acc: 0.7690, loss_cls: 2.0281, loss: 2.0281, grad_norm: 2.9503 2020-07-24 00:04:57,933 - mmaction - INFO - Epoch [6][420/1074] lr: 3.500e-02, eta: 16:20:31, time: 1.258, data_time: 0.006, memory: 8951, top1_acc: 0.5232, top5_acc: 0.7679, loss_cls: 2.0131, loss: 2.0131, grad_norm: 2.9130 2020-07-24 00:05:22,488 - mmaction - INFO - Epoch [6][440/1074] lr: 3.500e-02, eta: 16:20:06, time: 1.226, data_time: 0.004, memory: 8951, top1_acc: 0.5109, top5_acc: 0.7694, loss_cls: 2.0348, loss: 2.0348, grad_norm: 2.9071 2020-07-24 00:05:48,343 - mmaction - INFO - Epoch [6][460/1074] lr: 3.500e-02, eta: 16:19:53, time: 1.295, data_time: 0.008, memory: 8951, top1_acc: 0.5163, top5_acc: 0.7618, loss_cls: 2.0423, loss: 2.0423, grad_norm: 2.9135 2020-07-24 00:06:11,355 - mmaction - INFO - Epoch [6][480/1074] lr: 3.500e-02, eta: 16:19:15, time: 1.149, data_time: 0.003, memory: 8951, top1_acc: 0.5252, top5_acc: 0.7683, loss_cls: 2.0130, loss: 2.0130, grad_norm: 2.8614 2020-07-24 00:06:36,595 - mmaction - INFO - Epoch [6][500/1074] lr: 3.500e-02, eta: 16:18:55, time: 1.257, data_time: 0.007, memory: 8951, top1_acc: 0.5257, top5_acc: 0.7683, loss_cls: 1.9855, loss: 1.9855, grad_norm: 2.8932 2020-07-24 00:07:01,922 - mmaction - INFO - Epoch [6][520/1074] lr: 3.500e-02, eta: 16:18:38, time: 1.273, data_time: 0.009, memory: 8951, top1_acc: 0.5201, top5_acc: 0.7598, loss_cls: 2.0451, loss: 2.0451, grad_norm: 2.8763 2020-07-24 00:07:26,393 - mmaction - INFO - Epoch [6][540/1074] lr: 3.500e-02, eta: 16:18:13, time: 1.223, data_time: 0.006, memory: 8951, top1_acc: 0.5127, top5_acc: 0.7587, loss_cls: 2.0464, loss: 2.0464, grad_norm: 2.8281 2020-07-24 00:07:50,070 - mmaction - INFO - Epoch [6][560/1074] lr: 3.500e-02, eta: 16:17:41, time: 1.182, data_time: 0.004, memory: 8951, top1_acc: 0.5326, top5_acc: 0.7795, loss_cls: 1.9431, loss: 1.9431, grad_norm: 2.9583 2020-07-24 00:08:15,155 - mmaction - INFO - Epoch [6][580/1074] lr: 3.500e-02, eta: 16:17:20, time: 1.249, data_time: 0.008, memory: 8951, top1_acc: 0.5170, top5_acc: 0.7540, loss_cls: 2.0418, loss: 2.0418, grad_norm: 2.9594 2020-07-24 00:08:38,787 - mmaction - INFO - Epoch [6][600/1074] lr: 3.500e-02, eta: 16:16:49, time: 1.187, data_time: 0.010, memory: 8951, top1_acc: 0.5190, top5_acc: 0.7719, loss_cls: 1.9887, loss: 1.9887, grad_norm: 2.8279 2020-07-24 00:09:03,868 - mmaction - INFO - Epoch [6][620/1074] lr: 3.500e-02, eta: 16:16:28, time: 1.255, data_time: 0.004, memory: 8951, top1_acc: 0.5377, top5_acc: 0.7790, loss_cls: 1.9506, loss: 1.9506, grad_norm: 2.8320 2020-07-24 00:09:27,951 - mmaction - INFO - Epoch [6][640/1074] lr: 3.500e-02, eta: 16:16:00, time: 1.203, data_time: 0.006, memory: 8951, top1_acc: 0.5299, top5_acc: 0.7690, loss_cls: 1.9926, loss: 1.9926, grad_norm: 2.9006 2020-07-24 00:09:53,453 - mmaction - INFO - Epoch [6][660/1074] lr: 3.500e-02, eta: 16:15:43, time: 1.275, data_time: 0.005, memory: 8951, top1_acc: 0.5281, top5_acc: 0.7714, loss_cls: 1.9593, loss: 1.9593, grad_norm: 2.9371 2020-07-24 00:10:17,641 - mmaction - INFO - Epoch [6][680/1074] lr: 3.500e-02, eta: 16:15:15, time: 1.207, data_time: 0.009, memory: 8951, top1_acc: 0.5087, top5_acc: 0.7621, loss_cls: 2.0342, loss: 2.0342, grad_norm: 2.9194 2020-07-24 00:10:42,510 - mmaction - INFO - Epoch [6][700/1074] lr: 3.500e-02, eta: 16:14:53, time: 1.245, data_time: 0.007, memory: 8951, top1_acc: 0.5170, top5_acc: 0.7739, loss_cls: 1.9954, loss: 1.9954, grad_norm: 2.8705 2020-07-24 00:11:07,413 - mmaction - INFO - Epoch [6][720/1074] lr: 3.500e-02, eta: 16:14:31, time: 1.246, data_time: 0.008, memory: 8951, top1_acc: 0.5141, top5_acc: 0.7654, loss_cls: 2.0408, loss: 2.0408, grad_norm: 2.9248 2020-07-24 00:11:31,034 - mmaction - INFO - Epoch [6][740/1074] lr: 3.500e-02, eta: 16:13:59, time: 1.182, data_time: 0.005, memory: 8951, top1_acc: 0.5279, top5_acc: 0.7730, loss_cls: 1.9798, loss: 1.9798, grad_norm: 2.8788 2020-07-24 00:11:56,416 - mmaction - INFO - Epoch [6][760/1074] lr: 3.500e-02, eta: 16:13:41, time: 1.266, data_time: 0.008, memory: 8951, top1_acc: 0.5185, top5_acc: 0.7685, loss_cls: 2.0281, loss: 2.0281, grad_norm: 2.8554 2020-07-24 00:12:20,913 - mmaction - INFO - Epoch [6][780/1074] lr: 3.500e-02, eta: 16:13:16, time: 1.228, data_time: 0.009, memory: 8951, top1_acc: 0.5377, top5_acc: 0.7757, loss_cls: 1.9779, loss: 1.9779, grad_norm: 2.8274 2020-07-24 00:12:44,576 - mmaction - INFO - Epoch [6][800/1074] lr: 3.500e-02, eta: 16:12:45, time: 1.184, data_time: 0.005, memory: 8951, top1_acc: 0.5239, top5_acc: 0.7694, loss_cls: 2.0101, loss: 2.0101, grad_norm: 2.8960 2020-07-24 00:13:09,176 - mmaction - INFO - Epoch [6][820/1074] lr: 3.500e-02, eta: 16:12:20, time: 1.228, data_time: 0.006, memory: 8951, top1_acc: 0.5170, top5_acc: 0.7728, loss_cls: 2.0154, loss: 2.0154, grad_norm: 2.8626 2020-07-24 00:13:34,464 - mmaction - INFO - Epoch [6][840/1074] lr: 3.500e-02, eta: 16:12:01, time: 1.267, data_time: 0.008, memory: 8951, top1_acc: 0.5188, top5_acc: 0.7792, loss_cls: 1.9858, loss: 1.9858, grad_norm: 2.8882 2020-07-24 00:13:58,183 - mmaction - INFO - Epoch [6][860/1074] lr: 3.500e-02, eta: 16:11:30, time: 1.185, data_time: 0.007, memory: 8951, top1_acc: 0.5109, top5_acc: 0.7607, loss_cls: 2.0689, loss: 2.0689, grad_norm: 2.8935 2020-07-24 00:14:23,946 - mmaction - INFO - Epoch [6][880/1074] lr: 3.500e-02, eta: 16:11:15, time: 1.289, data_time: 0.004, memory: 8951, top1_acc: 0.5132, top5_acc: 0.7618, loss_cls: 2.0539, loss: 2.0539, grad_norm: 2.8786 2020-07-24 00:14:48,929 - mmaction - INFO - Epoch [6][900/1074] lr: 3.500e-02, eta: 16:10:53, time: 1.247, data_time: 0.005, memory: 8951, top1_acc: 0.5221, top5_acc: 0.7761, loss_cls: 1.9968, loss: 1.9968, grad_norm: 2.8559 2020-07-24 00:15:11,361 - mmaction - INFO - Epoch [6][920/1074] lr: 3.500e-02, eta: 16:10:13, time: 1.123, data_time: 0.006, memory: 8951, top1_acc: 0.5138, top5_acc: 0.7634, loss_cls: 2.0708, loss: 2.0708, grad_norm: 2.9195 2020-07-24 00:15:36,806 - mmaction - INFO - Epoch [6][940/1074] lr: 3.500e-02, eta: 16:09:55, time: 1.273, data_time: 0.003, memory: 8951, top1_acc: 0.5214, top5_acc: 0.7759, loss_cls: 1.9663, loss: 1.9663, grad_norm: 2.8349 2020-07-24 00:16:00,632 - mmaction - INFO - Epoch [6][960/1074] lr: 3.500e-02, eta: 16:09:24, time: 1.186, data_time: 0.005, memory: 8951, top1_acc: 0.5252, top5_acc: 0.7728, loss_cls: 1.9683, loss: 1.9683, grad_norm: 2.8996 2020-07-24 00:16:26,369 - mmaction - INFO - Epoch [6][980/1074] lr: 3.500e-02, eta: 16:09:09, time: 1.290, data_time: 0.008, memory: 8951, top1_acc: 0.5234, top5_acc: 0.7717, loss_cls: 2.0109, loss: 2.0109, grad_norm: 2.8821 2020-07-24 00:16:49,885 - mmaction - INFO - Epoch [6][1000/1074] lr: 3.500e-02, eta: 16:08:36, time: 1.173, data_time: 0.008, memory: 8951, top1_acc: 0.5297, top5_acc: 0.7810, loss_cls: 1.9789, loss: 1.9789, grad_norm: 2.9172 2020-07-24 00:17:13,872 - mmaction - INFO - Epoch [6][1020/1074] lr: 3.500e-02, eta: 16:08:08, time: 1.202, data_time: 0.008, memory: 8951, top1_acc: 0.5306, top5_acc: 0.7730, loss_cls: 1.9970, loss: 1.9970, grad_norm: 2.9291 2020-07-24 00:17:38,322 - mmaction - INFO - Epoch [6][1040/1074] lr: 3.500e-02, eta: 16:07:42, time: 1.221, data_time: 0.007, memory: 8951, top1_acc: 0.5214, top5_acc: 0.7681, loss_cls: 2.0443, loss: 2.0443, grad_norm: 2.9143 2020-07-24 00:18:03,333 - mmaction - INFO - Epoch [6][1060/1074] lr: 3.500e-02, eta: 16:07:22, time: 1.253, data_time: 0.007, memory: 8951, top1_acc: 0.5134, top5_acc: 0.7656, loss_cls: 2.0252, loss: 2.0252, grad_norm: 2.8738 2020-07-24 00:18:19,126 - mmaction - INFO - Saving checkpoint at 6 epochs 2020-07-24 00:18:58,232 - mmaction - INFO - Epoch [7][20/1074] lr: 3.500e-02, eta: 16:06:14, time: 1.910, data_time: 0.744, memory: 8951, top1_acc: 0.5232, top5_acc: 0.7763, loss_cls: 1.9908, loss: 1.9908, grad_norm: 2.8470 2020-07-24 00:19:20,445 - mmaction - INFO - Epoch [7][40/1074] lr: 3.500e-02, eta: 16:05:33, time: 1.115, data_time: 0.010, memory: 8951, top1_acc: 0.5375, top5_acc: 0.7839, loss_cls: 1.8954, loss: 1.8954, grad_norm: 2.8960 2020-07-24 00:19:45,615 - mmaction - INFO - Epoch [7][60/1074] lr: 3.500e-02, eta: 16:05:13, time: 1.258, data_time: 0.008, memory: 8951, top1_acc: 0.5502, top5_acc: 0.7850, loss_cls: 1.8894, loss: 1.8894, grad_norm: 2.8692 2020-07-24 00:20:10,600 - mmaction - INFO - Epoch [7][80/1074] lr: 3.500e-02, eta: 16:04:52, time: 1.250, data_time: 0.006, memory: 8951, top1_acc: 0.5411, top5_acc: 0.7839, loss_cls: 1.9217, loss: 1.9217, grad_norm: 2.8974 2020-07-24 00:20:33,666 - mmaction - INFO - Epoch [7][100/1074] lr: 3.500e-02, eta: 16:04:17, time: 1.155, data_time: 0.005, memory: 8951, top1_acc: 0.5413, top5_acc: 0.7772, loss_cls: 1.9419, loss: 1.9419, grad_norm: 2.8867 2020-07-24 00:20:58,043 - mmaction - INFO - Epoch [7][120/1074] lr: 3.500e-02, eta: 16:03:50, time: 1.215, data_time: 0.006, memory: 8951, top1_acc: 0.5306, top5_acc: 0.7837, loss_cls: 1.9398, loss: 1.9398, grad_norm: 2.8722 2020-07-24 00:21:23,127 - mmaction - INFO - Epoch [7][140/1074] lr: 3.500e-02, eta: 16:03:30, time: 1.259, data_time: 0.007, memory: 8951, top1_acc: 0.5408, top5_acc: 0.7868, loss_cls: 1.9048, loss: 1.9048, grad_norm: 2.9056 2020-07-24 00:21:48,969 - mmaction - INFO - Epoch [7][160/1074] lr: 3.500e-02, eta: 16:03:15, time: 1.290, data_time: 0.006, memory: 8951, top1_acc: 0.5353, top5_acc: 0.7757, loss_cls: 1.9275, loss: 1.9275, grad_norm: 2.8931 2020-07-24 00:22:13,790 - mmaction - INFO - Epoch [7][180/1074] lr: 3.500e-02, eta: 16:02:52, time: 1.240, data_time: 0.006, memory: 8951, top1_acc: 0.5348, top5_acc: 0.7783, loss_cls: 1.9345, loss: 1.9345, grad_norm: 2.9055 2020-07-24 00:22:38,547 - mmaction - INFO - Epoch [7][200/1074] lr: 3.500e-02, eta: 16:02:29, time: 1.236, data_time: 0.008, memory: 8951, top1_acc: 0.5277, top5_acc: 0.7750, loss_cls: 1.9942, loss: 1.9942, grad_norm: 2.9023 2020-07-24 00:23:04,613 - mmaction - INFO - Epoch [7][220/1074] lr: 3.500e-02, eta: 16:02:16, time: 1.307, data_time: 0.009, memory: 8951, top1_acc: 0.5395, top5_acc: 0.7768, loss_cls: 1.9366, loss: 1.9366, grad_norm: 2.8426 2020-07-24 00:23:27,813 - mmaction - INFO - Epoch [7][240/1074] lr: 3.500e-02, eta: 16:01:41, time: 1.157, data_time: 0.005, memory: 8951, top1_acc: 0.5225, top5_acc: 0.7775, loss_cls: 1.9769, loss: 1.9769, grad_norm: 2.8670 2020-07-24 00:23:52,214 - mmaction - INFO - Epoch [7][260/1074] lr: 3.500e-02, eta: 16:01:16, time: 1.222, data_time: 0.007, memory: 8951, top1_acc: 0.5308, top5_acc: 0.7714, loss_cls: 1.9761, loss: 1.9761, grad_norm: 2.8628 2020-07-24 00:24:18,252 - mmaction - INFO - Epoch [7][280/1074] lr: 3.500e-02, eta: 16:01:02, time: 1.303, data_time: 0.007, memory: 8951, top1_acc: 0.5355, top5_acc: 0.7779, loss_cls: 1.9523, loss: 1.9523, grad_norm: 2.8494 2020-07-24 00:24:42,993 - mmaction - INFO - Epoch [7][300/1074] lr: 3.500e-02, eta: 16:00:39, time: 1.236, data_time: 0.004, memory: 8951, top1_acc: 0.5364, top5_acc: 0.7750, loss_cls: 1.9612, loss: 1.9612, grad_norm: 2.8197 2020-07-24 00:25:07,313 - mmaction - INFO - Epoch [7][320/1074] lr: 3.500e-02, eta: 16:00:12, time: 1.216, data_time: 0.007, memory: 8951, top1_acc: 0.5395, top5_acc: 0.7853, loss_cls: 1.9381, loss: 1.9381, grad_norm: 2.8520 2020-07-24 00:25:31,380 - mmaction - INFO - Epoch [7][340/1074] lr: 3.500e-02, eta: 15:59:44, time: 1.203, data_time: 0.004, memory: 8951, top1_acc: 0.5435, top5_acc: 0.7926, loss_cls: 1.9003, loss: 1.9003, grad_norm: 2.8725 2020-07-24 00:25:56,567 - mmaction - INFO - Epoch [7][360/1074] lr: 3.500e-02, eta: 15:59:24, time: 1.259, data_time: 0.008, memory: 8951, top1_acc: 0.5297, top5_acc: 0.7703, loss_cls: 1.9724, loss: 1.9724, grad_norm: 2.9710 2020-07-24 00:26:19,919 - mmaction - INFO - Epoch [7][380/1074] lr: 3.500e-02, eta: 15:58:51, time: 1.167, data_time: 0.009, memory: 8951, top1_acc: 0.5275, top5_acc: 0.7770, loss_cls: 1.9679, loss: 1.9679, grad_norm: 2.8465 2020-07-24 00:26:45,249 - mmaction - INFO - Epoch [7][400/1074] lr: 3.500e-02, eta: 15:58:32, time: 1.267, data_time: 0.008, memory: 8951, top1_acc: 0.5386, top5_acc: 0.7757, loss_cls: 1.9488, loss: 1.9488, grad_norm: 2.8524 2020-07-24 00:27:09,289 - mmaction - INFO - Epoch [7][420/1074] lr: 3.500e-02, eta: 15:58:04, time: 1.200, data_time: 0.008, memory: 8951, top1_acc: 0.5337, top5_acc: 0.7859, loss_cls: 1.9202, loss: 1.9202, grad_norm: 2.8947 2020-07-24 00:27:33,328 - mmaction - INFO - Epoch [7][440/1074] lr: 3.500e-02, eta: 15:57:37, time: 1.206, data_time: 0.007, memory: 8951, top1_acc: 0.5357, top5_acc: 0.7772, loss_cls: 1.9298, loss: 1.9298, grad_norm: 2.9585 2020-07-24 00:27:58,120 - mmaction - INFO - Epoch [7][460/1074] lr: 3.500e-02, eta: 15:57:14, time: 1.239, data_time: 0.005, memory: 8951, top1_acc: 0.5185, top5_acc: 0.7661, loss_cls: 2.0290, loss: 2.0290, grad_norm: 2.9880 2020-07-24 00:28:21,359 - mmaction - INFO - Epoch [7][480/1074] lr: 3.500e-02, eta: 15:56:40, time: 1.162, data_time: 0.004, memory: 8951, top1_acc: 0.5364, top5_acc: 0.7846, loss_cls: 1.9236, loss: 1.9236, grad_norm: 2.8575 2020-07-24 00:28:46,179 - mmaction - INFO - Epoch [7][500/1074] lr: 3.500e-02, eta: 15:56:17, time: 1.239, data_time: 0.006, memory: 8951, top1_acc: 0.5326, top5_acc: 0.7730, loss_cls: 1.9660, loss: 1.9660, grad_norm: 2.9280 2020-07-24 00:29:12,261 - mmaction - INFO - Epoch [7][520/1074] lr: 3.500e-02, eta: 15:56:03, time: 1.305, data_time: 0.008, memory: 8951, top1_acc: 0.5223, top5_acc: 0.7766, loss_cls: 1.9877, loss: 1.9877, grad_norm: 2.9180 2020-07-24 00:29:35,653 - mmaction - INFO - Epoch [7][540/1074] lr: 3.500e-02, eta: 15:55:31, time: 1.169, data_time: 0.004, memory: 8951, top1_acc: 0.5395, top5_acc: 0.7779, loss_cls: 1.9459, loss: 1.9459, grad_norm: 2.8106 2020-07-24 00:30:00,822 - mmaction - INFO - Epoch [7][560/1074] lr: 3.500e-02, eta: 15:55:11, time: 1.260, data_time: 0.008, memory: 8951, top1_acc: 0.5406, top5_acc: 0.7859, loss_cls: 1.9028, loss: 1.9028, grad_norm: 2.8690 2020-07-24 00:30:26,112 - mmaction - INFO - Epoch [7][580/1074] lr: 3.500e-02, eta: 15:54:51, time: 1.262, data_time: 0.005, memory: 8951, top1_acc: 0.5299, top5_acc: 0.7801, loss_cls: 1.9544, loss: 1.9544, grad_norm: 2.8892 2020-07-24 00:30:49,582 - mmaction - INFO - Epoch [7][600/1074] lr: 3.500e-02, eta: 15:54:20, time: 1.177, data_time: 0.008, memory: 8951, top1_acc: 0.5339, top5_acc: 0.7792, loss_cls: 1.9285, loss: 1.9285, grad_norm: 2.7916 2020-07-24 00:31:14,766 - mmaction - INFO - Epoch [7][620/1074] lr: 3.500e-02, eta: 15:53:59, time: 1.258, data_time: 0.004, memory: 8951, top1_acc: 0.5384, top5_acc: 0.7754, loss_cls: 1.9559, loss: 1.9559, grad_norm: 2.8417 2020-07-24 00:31:40,157 - mmaction - INFO - Epoch [7][640/1074] lr: 3.500e-02, eta: 15:53:40, time: 1.266, data_time: 0.006, memory: 8951, top1_acc: 0.5420, top5_acc: 0.7844, loss_cls: 1.9343, loss: 1.9343, grad_norm: 2.8298 2020-07-24 00:32:04,576 - mmaction - INFO - Epoch [7][660/1074] lr: 3.500e-02, eta: 15:53:15, time: 1.225, data_time: 0.009, memory: 8951, top1_acc: 0.5462, top5_acc: 0.7906, loss_cls: 1.9058, loss: 1.9058, grad_norm: 2.7796 2020-07-24 00:32:28,900 - mmaction - INFO - Epoch [7][680/1074] lr: 3.500e-02, eta: 15:52:48, time: 1.213, data_time: 0.007, memory: 8951, top1_acc: 0.5304, top5_acc: 0.7808, loss_cls: 1.9574, loss: 1.9574, grad_norm: 2.8895 2020-07-24 00:32:54,107 - mmaction - INFO - Epoch [7][700/1074] lr: 3.500e-02, eta: 15:52:28, time: 1.262, data_time: 0.007, memory: 8951, top1_acc: 0.5248, top5_acc: 0.7786, loss_cls: 1.9685, loss: 1.9685, grad_norm: 2.9205 2020-07-24 00:33:17,939 - mmaction - INFO - Epoch [7][720/1074] lr: 3.500e-02, eta: 15:51:59, time: 1.192, data_time: 0.004, memory: 8951, top1_acc: 0.5335, top5_acc: 0.7781, loss_cls: 1.9501, loss: 1.9501, grad_norm: 2.8129 2020-07-24 00:33:43,129 - mmaction - INFO - Epoch [7][740/1074] lr: 3.500e-02, eta: 15:51:39, time: 1.260, data_time: 0.004, memory: 8951, top1_acc: 0.5471, top5_acc: 0.7893, loss_cls: 1.8706, loss: 1.8706, grad_norm: 2.8971 2020-07-24 00:34:07,613 - mmaction - INFO - Epoch [7][760/1074] lr: 3.500e-02, eta: 15:51:14, time: 1.224, data_time: 0.005, memory: 8951, top1_acc: 0.5393, top5_acc: 0.7737, loss_cls: 1.9570, loss: 1.9570, grad_norm: 2.9215 2020-07-24 00:34:34,388 - mmaction - INFO - Epoch [7][780/1074] lr: 3.500e-02, eta: 15:51:03, time: 1.338, data_time: 0.003, memory: 8951, top1_acc: 0.5337, top5_acc: 0.7846, loss_cls: 1.9340, loss: 1.9340, grad_norm: 2.8575 2020-07-24 00:34:57,324 - mmaction - INFO - Epoch [7][800/1074] lr: 3.500e-02, eta: 15:50:28, time: 1.146, data_time: 0.006, memory: 8951, top1_acc: 0.5435, top5_acc: 0.7886, loss_cls: 1.9182, loss: 1.9182, grad_norm: 2.8736 2020-07-24 00:35:21,024 - mmaction - INFO - Epoch [7][820/1074] lr: 3.500e-02, eta: 15:49:59, time: 1.187, data_time: 0.008, memory: 8951, top1_acc: 0.5379, top5_acc: 0.7732, loss_cls: 1.9491, loss: 1.9491, grad_norm: 2.8660 2020-07-24 00:35:46,008 - mmaction - INFO - Epoch [7][840/1074] lr: 3.500e-02, eta: 15:49:36, time: 1.245, data_time: 0.006, memory: 8951, top1_acc: 0.5313, top5_acc: 0.7746, loss_cls: 1.9709, loss: 1.9709, grad_norm: 2.8934 2020-07-24 00:36:10,711 - mmaction - INFO - Epoch [7][860/1074] lr: 3.500e-02, eta: 15:49:13, time: 1.240, data_time: 0.008, memory: 8951, top1_acc: 0.5404, top5_acc: 0.7817, loss_cls: 1.9353, loss: 1.9353, grad_norm: 2.8026 2020-07-24 00:36:36,383 - mmaction - INFO - Epoch [7][880/1074] lr: 3.500e-02, eta: 15:48:56, time: 1.284, data_time: 0.005, memory: 8951, top1_acc: 0.5362, top5_acc: 0.7824, loss_cls: 1.9224, loss: 1.9224, grad_norm: 2.9033 2020-07-24 00:37:00,647 - mmaction - INFO - Epoch [7][900/1074] lr: 3.500e-02, eta: 15:48:29, time: 1.212, data_time: 0.002, memory: 8951, top1_acc: 0.5393, top5_acc: 0.7828, loss_cls: 1.9353, loss: 1.9353, grad_norm: 2.8965 2020-07-24 00:37:24,606 - mmaction - INFO - Epoch [7][920/1074] lr: 3.500e-02, eta: 15:48:01, time: 1.199, data_time: 0.008, memory: 8951, top1_acc: 0.5297, top5_acc: 0.7696, loss_cls: 1.9596, loss: 1.9596, grad_norm: 2.8815 2020-07-24 00:37:48,244 - mmaction - INFO - Epoch [7][940/1074] lr: 3.500e-02, eta: 15:47:31, time: 1.181, data_time: 0.003, memory: 8951, top1_acc: 0.5431, top5_acc: 0.7908, loss_cls: 1.9091, loss: 1.9091, grad_norm: 2.8935 2020-07-24 00:38:11,894 - mmaction - INFO - Epoch [7][960/1074] lr: 3.500e-02, eta: 15:47:00, time: 1.181, data_time: 0.007, memory: 8951, top1_acc: 0.5417, top5_acc: 0.7817, loss_cls: 1.9306, loss: 1.9306, grad_norm: 2.8978 2020-07-24 00:38:36,567 - mmaction - INFO - Epoch [7][980/1074] lr: 3.500e-02, eta: 15:46:37, time: 1.236, data_time: 0.005, memory: 8951, top1_acc: 0.5306, top5_acc: 0.7837, loss_cls: 1.9266, loss: 1.9266, grad_norm: 2.8927 2020-07-24 00:39:02,272 - mmaction - INFO - Epoch [7][1000/1074] lr: 3.500e-02, eta: 15:46:19, time: 1.284, data_time: 0.005, memory: 8951, top1_acc: 0.5324, top5_acc: 0.7743, loss_cls: 1.9533, loss: 1.9533, grad_norm: 2.8381 2020-07-24 00:39:28,176 - mmaction - INFO - Epoch [7][1020/1074] lr: 3.500e-02, eta: 15:46:03, time: 1.294, data_time: 0.007, memory: 8951, top1_acc: 0.5161, top5_acc: 0.7661, loss_cls: 2.0133, loss: 2.0133, grad_norm: 2.8971 2020-07-24 00:39:52,829 - mmaction - INFO - Epoch [7][1040/1074] lr: 3.500e-02, eta: 15:45:39, time: 1.235, data_time: 0.006, memory: 8951, top1_acc: 0.5304, top5_acc: 0.7757, loss_cls: 1.9464, loss: 1.9464, grad_norm: 2.8319 2020-07-24 00:40:17,364 - mmaction - INFO - Epoch [7][1060/1074] lr: 3.500e-02, eta: 15:45:14, time: 1.222, data_time: 0.006, memory: 8951, top1_acc: 0.5362, top5_acc: 0.7815, loss_cls: 1.9325, loss: 1.9325, grad_norm: 2.8711 2020-07-24 00:40:34,028 - mmaction - INFO - Saving checkpoint at 7 epochs 2020-07-24 00:41:08,165 - mmaction - INFO - Epoch [8][20/1074] lr: 3.500e-02, eta: 15:43:42, time: 1.679, data_time: 0.543, memory: 8951, top1_acc: 0.5449, top5_acc: 0.7902, loss_cls: 1.8903, loss: 1.8903, grad_norm: 2.8202 2020-07-24 00:41:31,898 - mmaction - INFO - Epoch [8][40/1074] lr: 3.500e-02, eta: 15:43:13, time: 1.188, data_time: 0.005, memory: 8951, top1_acc: 0.5502, top5_acc: 0.7971, loss_cls: 1.8620, loss: 1.8620, grad_norm: 2.8516 2020-07-24 00:41:57,673 - mmaction - INFO - Epoch [8][60/1074] lr: 3.500e-02, eta: 15:42:56, time: 1.290, data_time: 0.005, memory: 8951, top1_acc: 0.5471, top5_acc: 0.7908, loss_cls: 1.8958, loss: 1.8958, grad_norm: 2.8874 2020-07-24 00:42:21,682 - mmaction - INFO - Epoch [8][80/1074] lr: 3.500e-02, eta: 15:42:28, time: 1.198, data_time: 0.005, memory: 8951, top1_acc: 0.5647, top5_acc: 0.7953, loss_cls: 1.8205, loss: 1.8205, grad_norm: 2.7840 2020-07-24 00:42:44,924 - mmaction - INFO - Epoch [8][100/1074] lr: 3.500e-02, eta: 15:41:56, time: 1.164, data_time: 0.007, memory: 8951, top1_acc: 0.5382, top5_acc: 0.7828, loss_cls: 1.9147, loss: 1.9147, grad_norm: 2.9176 2020-07-24 00:43:10,525 - mmaction - INFO - Epoch [8][120/1074] lr: 3.500e-02, eta: 15:41:38, time: 1.282, data_time: 0.007, memory: 8951, top1_acc: 0.5542, top5_acc: 0.7964, loss_cls: 1.8556, loss: 1.8556, grad_norm: 2.9210 2020-07-24 00:43:34,918 - mmaction - INFO - Epoch [8][140/1074] lr: 3.500e-02, eta: 15:41:13, time: 1.217, data_time: 0.004, memory: 8951, top1_acc: 0.5502, top5_acc: 0.7839, loss_cls: 1.8798, loss: 1.8798, grad_norm: 2.9022 2020-07-24 00:43:58,575 - mmaction - INFO - Epoch [8][160/1074] lr: 3.500e-02, eta: 15:40:43, time: 1.185, data_time: 0.007, memory: 8951, top1_acc: 0.5393, top5_acc: 0.7864, loss_cls: 1.8879, loss: 1.8879, grad_norm: 2.9037 2020-07-24 00:44:23,651 - mmaction - INFO - Epoch [8][180/1074] lr: 3.500e-02, eta: 15:40:22, time: 1.252, data_time: 0.004, memory: 8951, top1_acc: 0.5355, top5_acc: 0.7835, loss_cls: 1.9489, loss: 1.9489, grad_norm: 2.9249 2020-07-24 00:44:47,393 - mmaction - INFO - Epoch [8][200/1074] lr: 3.500e-02, eta: 15:39:52, time: 1.185, data_time: 0.007, memory: 8951, top1_acc: 0.5422, top5_acc: 0.7886, loss_cls: 1.8932, loss: 1.8932, grad_norm: 2.8538 2020-07-24 00:45:11,395 - mmaction - INFO - Epoch [8][220/1074] lr: 3.500e-02, eta: 15:39:25, time: 1.202, data_time: 0.008, memory: 8951, top1_acc: 0.5502, top5_acc: 0.7844, loss_cls: 1.8946, loss: 1.8946, grad_norm: 2.8219 2020-07-24 00:45:36,487 - mmaction - INFO - Epoch [8][240/1074] lr: 3.500e-02, eta: 15:39:04, time: 1.254, data_time: 0.004, memory: 8951, top1_acc: 0.5384, top5_acc: 0.7946, loss_cls: 1.8747, loss: 1.8747, grad_norm: 2.8693 2020-07-24 00:46:02,873 - mmaction - INFO - Epoch [8][260/1074] lr: 3.500e-02, eta: 15:38:50, time: 1.317, data_time: 0.009, memory: 8951, top1_acc: 0.5489, top5_acc: 0.7987, loss_cls: 1.8620, loss: 1.8620, grad_norm: 2.8916 2020-07-24 00:46:26,750 - mmaction - INFO - Epoch [8][280/1074] lr: 3.500e-02, eta: 15:38:22, time: 1.198, data_time: 0.008, memory: 8951, top1_acc: 0.5598, top5_acc: 0.7879, loss_cls: 1.8541, loss: 1.8541, grad_norm: 2.8415 2020-07-24 00:46:51,239 - mmaction - INFO - Epoch [8][300/1074] lr: 3.500e-02, eta: 15:37:56, time: 1.219, data_time: 0.006, memory: 8951, top1_acc: 0.5462, top5_acc: 0.7933, loss_cls: 1.8589, loss: 1.8589, grad_norm: 2.9016 2020-07-24 00:47:16,627 - mmaction - INFO - Epoch [8][320/1074] lr: 3.500e-02, eta: 15:37:38, time: 1.275, data_time: 0.008, memory: 8951, top1_acc: 0.5473, top5_acc: 0.7949, loss_cls: 1.8792, loss: 1.8792, grad_norm: 2.8914 2020-07-24 00:47:41,574 - mmaction - INFO - Epoch [8][340/1074] lr: 3.500e-02, eta: 15:37:15, time: 1.247, data_time: 0.005, memory: 8951, top1_acc: 0.5259, top5_acc: 0.7743, loss_cls: 1.9635, loss: 1.9635, grad_norm: 2.8886 2020-07-24 00:48:06,122 - mmaction - INFO - Epoch [8][360/1074] lr: 3.500e-02, eta: 15:36:51, time: 1.229, data_time: 0.005, memory: 8951, top1_acc: 0.5440, top5_acc: 0.7797, loss_cls: 1.9176, loss: 1.9176, grad_norm: 2.8926 2020-07-24 00:48:29,661 - mmaction - INFO - Epoch [8][380/1074] lr: 3.500e-02, eta: 15:36:20, time: 1.175, data_time: 0.006, memory: 8951, top1_acc: 0.5424, top5_acc: 0.7853, loss_cls: 1.9293, loss: 1.9293, grad_norm: 2.8284 2020-07-24 00:48:54,491 - mmaction - INFO - Epoch [8][400/1074] lr: 3.500e-02, eta: 15:35:58, time: 1.243, data_time: 0.006, memory: 8951, top1_acc: 0.5444, top5_acc: 0.7875, loss_cls: 1.9139, loss: 1.9139, grad_norm: 2.8942 2020-07-24 00:49:19,500 - mmaction - INFO - Epoch [8][420/1074] lr: 3.500e-02, eta: 15:35:36, time: 1.251, data_time: 0.005, memory: 8951, top1_acc: 0.5377, top5_acc: 0.7882, loss_cls: 1.9216, loss: 1.9216, grad_norm: 2.8631 2020-07-24 00:49:43,905 - mmaction - INFO - Epoch [8][440/1074] lr: 3.500e-02, eta: 15:35:11, time: 1.221, data_time: 0.004, memory: 8951, top1_acc: 0.5502, top5_acc: 0.7873, loss_cls: 1.9132, loss: 1.9132, grad_norm: 2.8660 2020-07-24 00:50:08,780 - mmaction - INFO - Epoch [8][460/1074] lr: 3.500e-02, eta: 15:34:48, time: 1.241, data_time: 0.005, memory: 8951, top1_acc: 0.5516, top5_acc: 0.7817, loss_cls: 1.8923, loss: 1.8923, grad_norm: 2.8924 2020-07-24 00:50:33,792 - mmaction - INFO - Epoch [8][480/1074] lr: 3.500e-02, eta: 15:34:26, time: 1.252, data_time: 0.005, memory: 8951, top1_acc: 0.5661, top5_acc: 0.7984, loss_cls: 1.8272, loss: 1.8272, grad_norm: 2.7912 2020-07-24 00:50:56,956 - mmaction - INFO - Epoch [8][500/1074] lr: 3.500e-02, eta: 15:33:54, time: 1.160, data_time: 0.008, memory: 8951, top1_acc: 0.5442, top5_acc: 0.7882, loss_cls: 1.9130, loss: 1.9130, grad_norm: 2.8454 2020-07-24 00:51:22,135 - mmaction - INFO - Epoch [8][520/1074] lr: 3.500e-02, eta: 15:33:33, time: 1.254, data_time: 0.007, memory: 8951, top1_acc: 0.5415, top5_acc: 0.7864, loss_cls: 1.9208, loss: 1.9208, grad_norm: 2.8671 2020-07-24 00:51:47,274 - mmaction - INFO - Epoch [8][540/1074] lr: 3.500e-02, eta: 15:33:12, time: 1.261, data_time: 0.008, memory: 8951, top1_acc: 0.5464, top5_acc: 0.7900, loss_cls: 1.8651, loss: 1.8651, grad_norm: 2.8245 2020-07-24 00:52:10,536 - mmaction - INFO - Epoch [8][560/1074] lr: 3.500e-02, eta: 15:32:40, time: 1.164, data_time: 0.006, memory: 8951, top1_acc: 0.5529, top5_acc: 0.7978, loss_cls: 1.8470, loss: 1.8470, grad_norm: 2.8356 2020-07-24 00:52:36,407 - mmaction - INFO - Epoch [8][580/1074] lr: 3.500e-02, eta: 15:32:23, time: 1.291, data_time: 0.004, memory: 8951, top1_acc: 0.5458, top5_acc: 0.7862, loss_cls: 1.8938, loss: 1.8938, grad_norm: 2.8546 2020-07-24 00:53:00,475 - mmaction - INFO - Epoch [8][600/1074] lr: 3.500e-02, eta: 15:31:56, time: 1.206, data_time: 0.009, memory: 8951, top1_acc: 0.5469, top5_acc: 0.7891, loss_cls: 1.8840, loss: 1.8840, grad_norm: 2.8698 2020-07-24 00:53:25,334 - mmaction - INFO - Epoch [8][620/1074] lr: 3.500e-02, eta: 15:31:33, time: 1.243, data_time: 0.005, memory: 8951, top1_acc: 0.5433, top5_acc: 0.7949, loss_cls: 1.8696, loss: 1.8696, grad_norm: 2.8601 2020-07-24 00:53:50,415 - mmaction - INFO - Epoch [8][640/1074] lr: 3.500e-02, eta: 15:31:12, time: 1.254, data_time: 0.006, memory: 8951, top1_acc: 0.5446, top5_acc: 0.7924, loss_cls: 1.8809, loss: 1.8809, grad_norm: 2.8880 2020-07-24 00:54:15,259 - mmaction - INFO - Epoch [8][660/1074] lr: 3.500e-02, eta: 15:30:49, time: 1.243, data_time: 0.005, memory: 8951, top1_acc: 0.5567, top5_acc: 0.7906, loss_cls: 1.8630, loss: 1.8630, grad_norm: 2.8585 2020-07-24 00:54:39,464 - mmaction - INFO - Epoch [8][680/1074] lr: 3.500e-02, eta: 15:30:22, time: 1.207, data_time: 0.005, memory: 8951, top1_acc: 0.5482, top5_acc: 0.7877, loss_cls: 1.8758, loss: 1.8758, grad_norm: 2.8919 2020-07-24 00:55:03,218 - mmaction - INFO - Epoch [8][700/1074] lr: 3.500e-02, eta: 15:29:54, time: 1.191, data_time: 0.008, memory: 8951, top1_acc: 0.5518, top5_acc: 0.7902, loss_cls: 1.8751, loss: 1.8751, grad_norm: 2.8561 2020-07-24 00:55:29,688 - mmaction - INFO - Epoch [8][720/1074] lr: 3.500e-02, eta: 15:29:40, time: 1.321, data_time: 0.002, memory: 8951, top1_acc: 0.5397, top5_acc: 0.7819, loss_cls: 1.9178, loss: 1.9178, grad_norm: 2.8593 2020-07-24 00:55:54,127 - mmaction - INFO - Epoch [8][740/1074] lr: 3.500e-02, eta: 15:29:15, time: 1.220, data_time: 0.007, memory: 8951, top1_acc: 0.5310, top5_acc: 0.7750, loss_cls: 1.9605, loss: 1.9605, grad_norm: 2.9205 2020-07-24 00:56:19,275 - mmaction - INFO - Epoch [8][760/1074] lr: 3.500e-02, eta: 15:28:54, time: 1.261, data_time: 0.007, memory: 8951, top1_acc: 0.5449, top5_acc: 0.7879, loss_cls: 1.8903, loss: 1.8903, grad_norm: 2.8689 2020-07-24 00:56:42,839 - mmaction - INFO - Epoch [8][780/1074] lr: 3.500e-02, eta: 15:28:24, time: 1.177, data_time: 0.005, memory: 8951, top1_acc: 0.5469, top5_acc: 0.7908, loss_cls: 1.8611, loss: 1.8611, grad_norm: 2.8739 2020-07-24 00:57:07,500 - mmaction - INFO - Epoch [8][800/1074] lr: 3.500e-02, eta: 15:28:00, time: 1.235, data_time: 0.006, memory: 8951, top1_acc: 0.5373, top5_acc: 0.7790, loss_cls: 1.9284, loss: 1.9284, grad_norm: 2.8284 2020-07-24 00:57:31,094 - mmaction - INFO - Epoch [8][820/1074] lr: 3.500e-02, eta: 15:27:30, time: 1.177, data_time: 0.006, memory: 8951, top1_acc: 0.5359, top5_acc: 0.7810, loss_cls: 1.9389, loss: 1.9389, grad_norm: 2.8963 2020-07-24 00:57:58,152 - mmaction - INFO - Epoch [8][840/1074] lr: 3.500e-02, eta: 15:27:19, time: 1.356, data_time: 0.008, memory: 8951, top1_acc: 0.5627, top5_acc: 0.7877, loss_cls: 1.8660, loss: 1.8660, grad_norm: 2.8506 2020-07-24 00:58:23,675 - mmaction - INFO - Epoch [8][860/1074] lr: 3.500e-02, eta: 15:27:00, time: 1.273, data_time: 0.005, memory: 8951, top1_acc: 0.5469, top5_acc: 0.7922, loss_cls: 1.9112, loss: 1.9112, grad_norm: 2.8775 2020-07-24 00:58:47,692 - mmaction - INFO - Epoch [8][880/1074] lr: 3.500e-02, eta: 15:26:32, time: 1.200, data_time: 0.007, memory: 8951, top1_acc: 0.5431, top5_acc: 0.7864, loss_cls: 1.9033, loss: 1.9033, grad_norm: 2.8603 2020-07-24 00:59:11,996 - mmaction - INFO - Epoch [8][900/1074] lr: 3.500e-02, eta: 15:26:07, time: 1.217, data_time: 0.007, memory: 8951, top1_acc: 0.5379, top5_acc: 0.7770, loss_cls: 1.9205, loss: 1.9205, grad_norm: 2.8168 2020-07-24 00:59:36,539 - mmaction - INFO - Epoch [8][920/1074] lr: 3.500e-02, eta: 15:25:42, time: 1.224, data_time: 0.008, memory: 8951, top1_acc: 0.5404, top5_acc: 0.7951, loss_cls: 1.8826, loss: 1.8826, grad_norm: 2.8000 2020-07-24 01:00:03,906 - mmaction - INFO - Epoch [8][940/1074] lr: 3.500e-02, eta: 15:25:28, time: 1.330, data_time: 0.008, memory: 8951, top1_acc: 0.5359, top5_acc: 0.7746, loss_cls: 1.9590, loss: 1.9590, grad_norm: 2.8592 2020-07-24 01:00:29,578 - mmaction - INFO - Epoch [8][960/1074] lr: 3.500e-02, eta: 15:25:14, time: 1.325, data_time: 0.049, memory: 8951, top1_acc: 0.5603, top5_acc: 0.7960, loss_cls: 1.8460, loss: 1.8460, grad_norm: 2.8015 2020-07-24 01:00:53,161 - mmaction - INFO - Epoch [8][980/1074] lr: 3.500e-02, eta: 15:24:45, time: 1.181, data_time: 0.006, memory: 8951, top1_acc: 0.5449, top5_acc: 0.7897, loss_cls: 1.8899, loss: 1.8899, grad_norm: 2.8810 2020-07-24 01:01:18,966 - mmaction - INFO - Epoch [8][1000/1074] lr: 3.500e-02, eta: 15:24:27, time: 1.289, data_time: 0.006, memory: 8951, top1_acc: 0.5453, top5_acc: 0.7895, loss_cls: 1.8894, loss: 1.8894, grad_norm: 2.8465 2020-07-24 01:01:43,737 - mmaction - INFO - Epoch [8][1020/1074] lr: 3.500e-02, eta: 15:24:03, time: 1.235, data_time: 0.003, memory: 8951, top1_acc: 0.5493, top5_acc: 0.7877, loss_cls: 1.8652, loss: 1.8652, grad_norm: 2.7775 2020-07-24 01:02:08,564 - mmaction - INFO - Epoch [8][1040/1074] lr: 3.500e-02, eta: 15:23:40, time: 1.245, data_time: 0.008, memory: 8951, top1_acc: 0.5502, top5_acc: 0.7913, loss_cls: 1.8989, loss: 1.8989, grad_norm: 2.7815 2020-07-24 01:02:34,207 - mmaction - INFO - Epoch [8][1060/1074] lr: 3.500e-02, eta: 15:23:21, time: 1.283, data_time: 0.004, memory: 8951, top1_acc: 0.5482, top5_acc: 0.7884, loss_cls: 1.8919, loss: 1.8919, grad_norm: 2.8311 2020-07-24 01:02:50,475 - mmaction - INFO - Saving checkpoint at 8 epochs 2020-07-24 01:03:28,753 - mmaction - INFO - Epoch [9][20/1074] lr: 3.500e-02, eta: 15:22:17, time: 1.873, data_time: 0.617, memory: 8951, top1_acc: 0.5643, top5_acc: 0.8063, loss_cls: 1.7778, loss: 1.7778, grad_norm: 2.8543 2020-07-24 01:03:50,257 - mmaction - INFO - Epoch [9][40/1074] lr: 3.500e-02, eta: 15:21:37, time: 1.078, data_time: 0.007, memory: 8951, top1_acc: 0.5496, top5_acc: 0.7960, loss_cls: 1.8306, loss: 1.8306, grad_norm: 2.9092 2020-07-24 01:04:15,579 - mmaction - INFO - Epoch [9][60/1074] lr: 3.500e-02, eta: 15:21:17, time: 1.264, data_time: 0.007, memory: 8951, top1_acc: 0.5509, top5_acc: 0.8025, loss_cls: 1.8300, loss: 1.8300, grad_norm: 2.8592 2020-07-24 01:04:39,820 - mmaction - INFO - Epoch [9][80/1074] lr: 3.500e-02, eta: 15:20:50, time: 1.213, data_time: 0.008, memory: 8951, top1_acc: 0.5663, top5_acc: 0.8013, loss_cls: 1.8159, loss: 1.8159, grad_norm: 2.8292 2020-07-24 01:05:04,776 - mmaction - INFO - Epoch [9][100/1074] lr: 3.500e-02, eta: 15:20:28, time: 1.249, data_time: 0.004, memory: 8951, top1_acc: 0.5594, top5_acc: 0.7944, loss_cls: 1.8327, loss: 1.8327, grad_norm: 2.8713 2020-07-24 01:05:29,336 - mmaction - INFO - Epoch [9][120/1074] lr: 3.500e-02, eta: 15:20:04, time: 1.228, data_time: 0.003, memory: 8951, top1_acc: 0.5542, top5_acc: 0.7886, loss_cls: 1.8608, loss: 1.8608, grad_norm: 2.8057 2020-07-24 01:05:53,851 - mmaction - INFO - Epoch [9][140/1074] lr: 3.500e-02, eta: 15:19:39, time: 1.227, data_time: 0.006, memory: 8951, top1_acc: 0.5598, top5_acc: 0.8049, loss_cls: 1.7891, loss: 1.7891, grad_norm: 2.7969 2020-07-24 01:06:18,271 - mmaction - INFO - Epoch [9][160/1074] lr: 3.500e-02, eta: 15:19:13, time: 1.215, data_time: 0.007, memory: 8951, top1_acc: 0.5522, top5_acc: 0.7935, loss_cls: 1.8427, loss: 1.8427, grad_norm: 2.8758 2020-07-24 01:06:42,654 - mmaction - INFO - Epoch [9][180/1074] lr: 3.500e-02, eta: 15:18:49, time: 1.224, data_time: 0.009, memory: 8951, top1_acc: 0.5569, top5_acc: 0.7980, loss_cls: 1.8274, loss: 1.8274, grad_norm: 2.8413 2020-07-24 01:07:07,017 - mmaction - INFO - Epoch [9][200/1074] lr: 3.500e-02, eta: 15:18:23, time: 1.218, data_time: 0.005, memory: 8951, top1_acc: 0.5442, top5_acc: 0.7942, loss_cls: 1.8778, loss: 1.8778, grad_norm: 2.8767 2020-07-24 01:07:31,134 - mmaction - INFO - Epoch [9][220/1074] lr: 3.500e-02, eta: 15:17:56, time: 1.206, data_time: 0.007, memory: 8951, top1_acc: 0.5569, top5_acc: 0.7991, loss_cls: 1.8284, loss: 1.8284, grad_norm: 2.8282 2020-07-24 01:07:56,863 - mmaction - INFO - Epoch [9][240/1074] lr: 3.500e-02, eta: 15:17:38, time: 1.287, data_time: 0.004, memory: 8951, top1_acc: 0.5647, top5_acc: 0.7906, loss_cls: 1.8219, loss: 1.8219, grad_norm: 2.8417 2020-07-24 01:08:22,503 - mmaction - INFO - Epoch [9][260/1074] lr: 3.500e-02, eta: 15:17:19, time: 1.279, data_time: 0.005, memory: 8951, top1_acc: 0.5498, top5_acc: 0.8007, loss_cls: 1.8478, loss: 1.8478, grad_norm: 2.9251 2020-07-24 01:08:46,912 - mmaction - INFO - Epoch [9][280/1074] lr: 3.500e-02, eta: 15:16:53, time: 1.220, data_time: 0.007, memory: 8951, top1_acc: 0.5594, top5_acc: 0.7989, loss_cls: 1.8136, loss: 1.8136, grad_norm: 2.7706 2020-07-24 01:09:10,703 - mmaction - INFO - Epoch [9][300/1074] lr: 3.500e-02, eta: 15:16:25, time: 1.192, data_time: 0.008, memory: 8951, top1_acc: 0.5453, top5_acc: 0.7913, loss_cls: 1.8998, loss: 1.8998, grad_norm: 2.9121 2020-07-24 01:09:34,920 - mmaction - INFO - Epoch [9][320/1074] lr: 3.500e-02, eta: 15:15:59, time: 1.210, data_time: 0.006, memory: 8951, top1_acc: 0.5665, top5_acc: 0.7989, loss_cls: 1.8115, loss: 1.8115, grad_norm: 2.8265 2020-07-24 01:09:59,365 - mmaction - INFO - Epoch [9][340/1074] lr: 3.500e-02, eta: 15:15:34, time: 1.222, data_time: 0.004, memory: 8951, top1_acc: 0.5529, top5_acc: 0.7933, loss_cls: 1.8330, loss: 1.8330, grad_norm: 2.9041 2020-07-24 01:10:24,563 - mmaction - INFO - Epoch [9][360/1074] lr: 3.500e-02, eta: 15:15:12, time: 1.257, data_time: 0.007, memory: 8951, top1_acc: 0.5545, top5_acc: 0.7946, loss_cls: 1.8519, loss: 1.8519, grad_norm: 2.8528 2020-07-24 01:10:49,249 - mmaction - INFO - Epoch [9][380/1074] lr: 3.500e-02, eta: 15:14:49, time: 1.236, data_time: 0.008, memory: 8951, top1_acc: 0.5554, top5_acc: 0.7882, loss_cls: 1.8699, loss: 1.8699, grad_norm: 2.8626 2020-07-24 01:11:13,626 - mmaction - INFO - Epoch [9][400/1074] lr: 3.500e-02, eta: 15:14:23, time: 1.217, data_time: 0.009, memory: 8951, top1_acc: 0.5603, top5_acc: 0.7893, loss_cls: 1.8516, loss: 1.8516, grad_norm: 2.8245 2020-07-24 01:11:38,496 - mmaction - INFO - Epoch [9][420/1074] lr: 3.500e-02, eta: 15:14:01, time: 1.247, data_time: 0.007, memory: 8951, top1_acc: 0.5518, top5_acc: 0.7888, loss_cls: 1.8818, loss: 1.8818, grad_norm: 2.9097 2020-07-24 01:12:03,101 - mmaction - INFO - Epoch [9][440/1074] lr: 3.500e-02, eta: 15:13:36, time: 1.228, data_time: 0.007, memory: 8951, top1_acc: 0.5563, top5_acc: 0.7955, loss_cls: 1.8514, loss: 1.8514, grad_norm: 2.8552 2020-07-24 01:12:26,891 - mmaction - INFO - Epoch [9][460/1074] lr: 3.500e-02, eta: 15:13:08, time: 1.188, data_time: 0.008, memory: 8951, top1_acc: 0.5605, top5_acc: 0.7998, loss_cls: 1.8196, loss: 1.8196, grad_norm: 2.9021 2020-07-24 01:12:52,357 - mmaction - INFO - Epoch [9][480/1074] lr: 3.500e-02, eta: 15:12:48, time: 1.277, data_time: 0.010, memory: 8951, top1_acc: 0.5614, top5_acc: 0.7893, loss_cls: 1.8387, loss: 1.8387, grad_norm: 2.8558 2020-07-24 01:13:16,796 - mmaction - INFO - Epoch [9][500/1074] lr: 3.500e-02, eta: 15:12:23, time: 1.222, data_time: 0.007, memory: 8951, top1_acc: 0.5511, top5_acc: 0.7915, loss_cls: 1.8516, loss: 1.8516, grad_norm: 2.8619 2020-07-24 01:13:42,125 - mmaction - INFO - Epoch [9][520/1074] lr: 3.500e-02, eta: 15:12:03, time: 1.267, data_time: 0.003, memory: 8951, top1_acc: 0.5732, top5_acc: 0.8027, loss_cls: 1.7868, loss: 1.7868, grad_norm: 2.8315 2020-07-24 01:14:07,097 - mmaction - INFO - Epoch [9][540/1074] lr: 3.500e-02, eta: 15:11:40, time: 1.247, data_time: 0.005, memory: 8951, top1_acc: 0.5667, top5_acc: 0.8094, loss_cls: 1.7985, loss: 1.7985, grad_norm: 2.8599 2020-07-24 01:14:32,335 - mmaction - INFO - Epoch [9][560/1074] lr: 3.500e-02, eta: 15:11:19, time: 1.261, data_time: 0.008, memory: 8951, top1_acc: 0.5507, top5_acc: 0.7924, loss_cls: 1.8496, loss: 1.8496, grad_norm: 2.8163 2020-07-24 01:14:56,184 - mmaction - INFO - Epoch [9][580/1074] lr: 3.500e-02, eta: 15:10:51, time: 1.195, data_time: 0.007, memory: 8951, top1_acc: 0.5623, top5_acc: 0.8002, loss_cls: 1.8067, loss: 1.8067, grad_norm: 2.8396 2020-07-24 01:15:21,073 - mmaction - INFO - Epoch [9][600/1074] lr: 3.500e-02, eta: 15:10:27, time: 1.238, data_time: 0.005, memory: 8951, top1_acc: 0.5424, top5_acc: 0.7915, loss_cls: 1.8795, loss: 1.8795, grad_norm: 2.9389 2020-07-24 01:15:46,992 - mmaction - INFO - Epoch [9][620/1074] lr: 3.500e-02, eta: 15:10:10, time: 1.302, data_time: 0.009, memory: 8951, top1_acc: 0.5551, top5_acc: 0.7893, loss_cls: 1.8594, loss: 1.8594, grad_norm: 2.8215 2020-07-24 01:16:10,785 - mmaction - INFO - Epoch [9][640/1074] lr: 3.500e-02, eta: 15:09:42, time: 1.186, data_time: 0.005, memory: 8951, top1_acc: 0.5397, top5_acc: 0.7864, loss_cls: 1.9048, loss: 1.9048, grad_norm: 2.9195 2020-07-24 01:16:35,602 - mmaction - INFO - Epoch [9][660/1074] lr: 3.500e-02, eta: 15:09:19, time: 1.244, data_time: 0.008, memory: 8951, top1_acc: 0.5509, top5_acc: 0.7962, loss_cls: 1.8797, loss: 1.8797, grad_norm: 2.9129 2020-07-24 01:16:59,633 - mmaction - INFO - Epoch [9][680/1074] lr: 3.500e-02, eta: 15:08:52, time: 1.201, data_time: 0.005, memory: 8951, top1_acc: 0.5379, top5_acc: 0.7882, loss_cls: 1.8994, loss: 1.8994, grad_norm: 2.9018 2020-07-24 01:17:24,330 - mmaction - INFO - Epoch [9][700/1074] lr: 3.500e-02, eta: 15:08:28, time: 1.235, data_time: 0.005, memory: 8951, top1_acc: 0.5489, top5_acc: 0.7920, loss_cls: 1.8928, loss: 1.8928, grad_norm: 2.8702 2020-07-24 01:17:50,120 - mmaction - INFO - Epoch [9][720/1074] lr: 3.500e-02, eta: 15:08:09, time: 1.287, data_time: 0.006, memory: 8951, top1_acc: 0.5491, top5_acc: 0.7913, loss_cls: 1.8749, loss: 1.8749, grad_norm: 2.8710 2020-07-24 01:18:15,362 - mmaction - INFO - Epoch [9][740/1074] lr: 3.500e-02, eta: 15:07:48, time: 1.263, data_time: 0.008, memory: 8951, top1_acc: 0.5545, top5_acc: 0.8007, loss_cls: 1.8463, loss: 1.8463, grad_norm: 2.8420 2020-07-24 01:18:40,500 - mmaction - INFO - Epoch [9][760/1074] lr: 3.500e-02, eta: 15:07:26, time: 1.257, data_time: 0.007, memory: 8951, top1_acc: 0.5473, top5_acc: 0.7859, loss_cls: 1.8564, loss: 1.8564, grad_norm: 2.8378 2020-07-24 01:19:06,029 - mmaction - INFO - Epoch [9][780/1074] lr: 3.500e-02, eta: 15:07:06, time: 1.278, data_time: 0.005, memory: 8951, top1_acc: 0.5616, top5_acc: 0.7942, loss_cls: 1.8591, loss: 1.8591, grad_norm: 2.8120 2020-07-24 01:19:29,399 - mmaction - INFO - Epoch [9][800/1074] lr: 3.500e-02, eta: 15:06:36, time: 1.165, data_time: 0.005, memory: 8951, top1_acc: 0.5529, top5_acc: 0.7929, loss_cls: 1.8475, loss: 1.8475, grad_norm: 2.9106 2020-07-24 01:19:55,100 - mmaction - INFO - Epoch [9][820/1074] lr: 3.500e-02, eta: 15:06:17, time: 1.289, data_time: 0.008, memory: 8951, top1_acc: 0.5560, top5_acc: 0.7902, loss_cls: 1.8367, loss: 1.8367, grad_norm: 2.8033 2020-07-24 01:20:19,668 - mmaction - INFO - Epoch [9][840/1074] lr: 3.500e-02, eta: 15:05:52, time: 1.228, data_time: 0.007, memory: 8951, top1_acc: 0.5578, top5_acc: 0.7935, loss_cls: 1.8596, loss: 1.8596, grad_norm: 2.8308 2020-07-24 01:20:45,695 - mmaction - INFO - Epoch [9][860/1074] lr: 3.500e-02, eta: 15:05:34, time: 1.300, data_time: 0.005, memory: 8951, top1_acc: 0.5661, top5_acc: 0.7938, loss_cls: 1.8331, loss: 1.8331, grad_norm: 2.8497 2020-07-24 01:21:09,795 - mmaction - INFO - Epoch [9][880/1074] lr: 3.500e-02, eta: 15:05:08, time: 1.207, data_time: 0.010, memory: 8951, top1_acc: 0.5600, top5_acc: 0.8051, loss_cls: 1.8027, loss: 1.8027, grad_norm: 2.8571 2020-07-24 01:21:33,900 - mmaction - INFO - Epoch [9][900/1074] lr: 3.500e-02, eta: 15:04:41, time: 1.203, data_time: 0.004, memory: 8951, top1_acc: 0.5587, top5_acc: 0.7940, loss_cls: 1.8356, loss: 1.8356, grad_norm: 2.8403 2020-07-24 01:21:59,479 - mmaction - INFO - Epoch [9][920/1074] lr: 3.500e-02, eta: 15:04:21, time: 1.278, data_time: 0.008, memory: 8951, top1_acc: 0.5538, top5_acc: 0.7895, loss_cls: 1.8629, loss: 1.8629, grad_norm: 2.8581 2020-07-24 01:22:23,197 - mmaction - INFO - Epoch [9][940/1074] lr: 3.500e-02, eta: 15:03:53, time: 1.188, data_time: 0.007, memory: 8951, top1_acc: 0.5645, top5_acc: 0.7980, loss_cls: 1.8276, loss: 1.8276, grad_norm: 2.8168 2020-07-24 01:22:47,476 - mmaction - INFO - Epoch [9][960/1074] lr: 3.500e-02, eta: 15:03:27, time: 1.213, data_time: 0.008, memory: 8951, top1_acc: 0.5475, top5_acc: 0.7875, loss_cls: 1.9054, loss: 1.9054, grad_norm: 2.9312 2020-07-24 01:23:14,056 - mmaction - INFO - Epoch [9][980/1074] lr: 3.500e-02, eta: 15:03:12, time: 1.327, data_time: 0.005, memory: 8951, top1_acc: 0.5540, top5_acc: 0.7913, loss_cls: 1.8480, loss: 1.8480, grad_norm: 2.8802 2020-07-24 01:23:37,933 - mmaction - INFO - Epoch [9][1000/1074] lr: 3.500e-02, eta: 15:02:44, time: 1.198, data_time: 0.007, memory: 8951, top1_acc: 0.5489, top5_acc: 0.7886, loss_cls: 1.8843, loss: 1.8843, grad_norm: 2.8560 2020-07-24 01:24:02,774 - mmaction - INFO - Epoch [9][1020/1074] lr: 3.500e-02, eta: 15:02:21, time: 1.240, data_time: 0.005, memory: 8951, top1_acc: 0.5549, top5_acc: 0.7875, loss_cls: 1.8796, loss: 1.8796, grad_norm: 2.8612 2020-07-24 01:24:27,375 - mmaction - INFO - Epoch [9][1040/1074] lr: 3.500e-02, eta: 15:01:56, time: 1.230, data_time: 0.005, memory: 8951, top1_acc: 0.5554, top5_acc: 0.7955, loss_cls: 1.8482, loss: 1.8482, grad_norm: 2.8572 2020-07-24 01:24:51,650 - mmaction - INFO - Epoch [9][1060/1074] lr: 3.500e-02, eta: 15:01:30, time: 1.210, data_time: 0.007, memory: 8951, top1_acc: 0.5455, top5_acc: 0.7875, loss_cls: 1.8677, loss: 1.8677, grad_norm: 2.8470 2020-07-24 01:25:08,502 - mmaction - INFO - Saving checkpoint at 9 epochs 2020-07-24 01:25:42,019 - mmaction - INFO - Epoch [10][20/1074] lr: 3.500e-02, eta: 15:00:09, time: 1.649, data_time: 0.490, memory: 8951, top1_acc: 0.5623, top5_acc: 0.8047, loss_cls: 1.8040, loss: 1.8040, grad_norm: 2.8682 2020-07-24 01:26:04,997 - mmaction - INFO - Epoch [10][40/1074] lr: 3.500e-02, eta: 14:59:37, time: 1.151, data_time: 0.009, memory: 8951, top1_acc: 0.5692, top5_acc: 0.8038, loss_cls: 1.7733, loss: 1.7733, grad_norm: 2.7835 2020-07-24 01:26:30,388 - mmaction - INFO - Epoch [10][60/1074] lr: 3.500e-02, eta: 14:59:17, time: 1.271, data_time: 0.007, memory: 8951, top1_acc: 0.5688, top5_acc: 0.8022, loss_cls: 1.7894, loss: 1.7894, grad_norm: 2.8573 2020-07-24 01:26:54,248 - mmaction - INFO - Epoch [10][80/1074] lr: 3.500e-02, eta: 14:58:48, time: 1.187, data_time: 0.004, memory: 8951, top1_acc: 0.5730, top5_acc: 0.7949, loss_cls: 1.8188, loss: 1.8188, grad_norm: 2.8643 2020-07-24 01:27:19,066 - mmaction - INFO - Epoch [10][100/1074] lr: 3.500e-02, eta: 14:58:26, time: 1.246, data_time: 0.011, memory: 8951, top1_acc: 0.5730, top5_acc: 0.8096, loss_cls: 1.7745, loss: 1.7745, grad_norm: 2.8152 2020-07-24 01:27:43,707 - mmaction - INFO - Epoch [10][120/1074] lr: 3.500e-02, eta: 14:58:01, time: 1.231, data_time: 0.004, memory: 8951, top1_acc: 0.5654, top5_acc: 0.8000, loss_cls: 1.7758, loss: 1.7758, grad_norm: 2.7825 2020-07-24 01:28:09,093 - mmaction - INFO - Epoch [10][140/1074] lr: 3.500e-02, eta: 14:57:41, time: 1.270, data_time: 0.006, memory: 8951, top1_acc: 0.5571, top5_acc: 0.8004, loss_cls: 1.8214, loss: 1.8214, grad_norm: 2.8896 2020-07-24 01:28:32,960 - mmaction - INFO - Epoch [10][160/1074] lr: 3.500e-02, eta: 14:57:13, time: 1.193, data_time: 0.004, memory: 8951, top1_acc: 0.5531, top5_acc: 0.8020, loss_cls: 1.8333, loss: 1.8333, grad_norm: 2.8917 2020-07-24 01:28:58,893 - mmaction - INFO - Epoch [10][180/1074] lr: 3.500e-02, eta: 14:56:55, time: 1.293, data_time: 0.005, memory: 8951, top1_acc: 0.5643, top5_acc: 0.8007, loss_cls: 1.8035, loss: 1.8035, grad_norm: 2.8768 2020-07-24 01:29:23,143 - mmaction - INFO - Epoch [10][200/1074] lr: 3.500e-02, eta: 14:56:28, time: 1.210, data_time: 0.008, memory: 8951, top1_acc: 0.5583, top5_acc: 0.7982, loss_cls: 1.8141, loss: 1.8141, grad_norm: 2.8499 2020-07-24 01:29:47,546 - mmaction - INFO - Epoch [10][220/1074] lr: 3.500e-02, eta: 14:56:04, time: 1.223, data_time: 0.012, memory: 8951, top1_acc: 0.5636, top5_acc: 0.7922, loss_cls: 1.8453, loss: 1.8453, grad_norm: 2.8798 2020-07-24 01:30:12,915 - mmaction - INFO - Epoch [10][240/1074] lr: 3.500e-02, eta: 14:55:43, time: 1.270, data_time: 0.007, memory: 8951, top1_acc: 0.5667, top5_acc: 0.8100, loss_cls: 1.7678, loss: 1.7678, grad_norm: 2.9133 2020-07-24 01:30:37,181 - mmaction - INFO - Epoch [10][260/1074] lr: 3.500e-02, eta: 14:55:17, time: 1.215, data_time: 0.005, memory: 8951, top1_acc: 0.5681, top5_acc: 0.8000, loss_cls: 1.7997, loss: 1.7997, grad_norm: 2.8401 2020-07-24 01:31:00,908 - mmaction - INFO - Epoch [10][280/1074] lr: 3.500e-02, eta: 14:54:49, time: 1.183, data_time: 0.006, memory: 8951, top1_acc: 0.5748, top5_acc: 0.8065, loss_cls: 1.7684, loss: 1.7684, grad_norm: 2.8794 2020-07-24 01:31:27,024 - mmaction - INFO - Epoch [10][300/1074] lr: 3.500e-02, eta: 14:54:31, time: 1.307, data_time: 0.007, memory: 8951, top1_acc: 0.5641, top5_acc: 0.7940, loss_cls: 1.8130, loss: 1.8130, grad_norm: 2.8706 2020-07-24 01:31:51,204 - mmaction - INFO - Epoch [10][320/1074] lr: 3.500e-02, eta: 14:54:05, time: 1.207, data_time: 0.008, memory: 8951, top1_acc: 0.5507, top5_acc: 0.7924, loss_cls: 1.8317, loss: 1.8317, grad_norm: 2.8694 2020-07-24 01:32:15,926 - mmaction - INFO - Epoch [10][340/1074] lr: 3.500e-02, eta: 14:53:42, time: 1.241, data_time: 0.008, memory: 8951, top1_acc: 0.5536, top5_acc: 0.7877, loss_cls: 1.8482, loss: 1.8482, grad_norm: 2.8164 2020-07-24 01:32:40,887 - mmaction - INFO - Epoch [10][360/1074] lr: 3.500e-02, eta: 14:53:19, time: 1.247, data_time: 0.002, memory: 8951, top1_acc: 0.5690, top5_acc: 0.8027, loss_cls: 1.7670, loss: 1.7670, grad_norm: 2.7598 2020-07-24 01:33:05,108 - mmaction - INFO - Epoch [10][380/1074] lr: 3.500e-02, eta: 14:52:52, time: 1.207, data_time: 0.006, memory: 8951, top1_acc: 0.5696, top5_acc: 0.7978, loss_cls: 1.8013, loss: 1.8013, grad_norm: 2.8349 2020-07-24 01:33:29,557 - mmaction - INFO - Epoch [10][400/1074] lr: 3.500e-02, eta: 14:52:28, time: 1.226, data_time: 0.007, memory: 8951, top1_acc: 0.5748, top5_acc: 0.8020, loss_cls: 1.7816, loss: 1.7816, grad_norm: 2.8319 2020-07-24 01:33:53,545 - mmaction - INFO - Epoch [10][420/1074] lr: 3.500e-02, eta: 14:52:01, time: 1.199, data_time: 0.005, memory: 8951, top1_acc: 0.5603, top5_acc: 0.7944, loss_cls: 1.8265, loss: 1.8265, grad_norm: 2.8921 2020-07-24 01:34:17,754 - mmaction - INFO - Epoch [10][440/1074] lr: 3.500e-02, eta: 14:51:35, time: 1.211, data_time: 0.004, memory: 8951, top1_acc: 0.5632, top5_acc: 0.7900, loss_cls: 1.8369, loss: 1.8369, grad_norm: 2.8399 2020-07-24 01:34:41,723 - mmaction - INFO - Epoch [10][460/1074] lr: 3.500e-02, eta: 14:51:08, time: 1.197, data_time: 0.006, memory: 8951, top1_acc: 0.5616, top5_acc: 0.7984, loss_cls: 1.8199, loss: 1.8199, grad_norm: 2.8197 2020-07-24 01:35:07,822 - mmaction - INFO - Epoch [10][480/1074] lr: 3.500e-02, eta: 14:50:50, time: 1.308, data_time: 0.008, memory: 8951, top1_acc: 0.5654, top5_acc: 0.7884, loss_cls: 1.8338, loss: 1.8338, grad_norm: 2.8519 2020-07-24 01:35:31,902 - mmaction - INFO - Epoch [10][500/1074] lr: 3.500e-02, eta: 14:50:23, time: 1.202, data_time: 0.002, memory: 8951, top1_acc: 0.5487, top5_acc: 0.7996, loss_cls: 1.8265, loss: 1.8265, grad_norm: 2.8646 2020-07-24 01:35:56,567 - mmaction - INFO - Epoch [10][520/1074] lr: 3.500e-02, eta: 14:49:59, time: 1.231, data_time: 0.006, memory: 8951, top1_acc: 0.5737, top5_acc: 0.8087, loss_cls: 1.7663, loss: 1.7663, grad_norm: 2.8746 2020-07-24 01:36:20,031 - mmaction - INFO - Epoch [10][540/1074] lr: 3.500e-02, eta: 14:49:30, time: 1.175, data_time: 0.007, memory: 8951, top1_acc: 0.5400, top5_acc: 0.7826, loss_cls: 1.8944, loss: 1.8944, grad_norm: 2.8835 2020-07-24 01:36:46,534 - mmaction - INFO - Epoch [10][560/1074] lr: 3.500e-02, eta: 14:49:14, time: 1.321, data_time: 0.007, memory: 8951, top1_acc: 0.5658, top5_acc: 0.7964, loss_cls: 1.8058, loss: 1.8058, grad_norm: 2.7672 2020-07-24 01:37:09,682 - mmaction - INFO - Epoch [10][580/1074] lr: 3.500e-02, eta: 14:48:44, time: 1.160, data_time: 0.008, memory: 8951, top1_acc: 0.5565, top5_acc: 0.8029, loss_cls: 1.8146, loss: 1.8146, grad_norm: 2.8594 2020-07-24 01:37:34,298 - mmaction - INFO - Epoch [10][600/1074] lr: 3.500e-02, eta: 14:48:19, time: 1.229, data_time: 0.008, memory: 8951, top1_acc: 0.5520, top5_acc: 0.7837, loss_cls: 1.8704, loss: 1.8704, grad_norm: 2.8643 2020-07-24 01:37:57,799 - mmaction - INFO - Epoch [10][620/1074] lr: 3.500e-02, eta: 14:47:50, time: 1.178, data_time: 0.007, memory: 8951, top1_acc: 0.5496, top5_acc: 0.7982, loss_cls: 1.8130, loss: 1.8130, grad_norm: 2.9509 2020-07-24 01:38:22,045 - mmaction - INFO - Epoch [10][640/1074] lr: 3.500e-02, eta: 14:47:24, time: 1.208, data_time: 0.007, memory: 8951, top1_acc: 0.5598, top5_acc: 0.8042, loss_cls: 1.7752, loss: 1.7752, grad_norm: 2.8081 2020-07-24 01:38:46,439 - mmaction - INFO - Epoch [10][660/1074] lr: 3.500e-02, eta: 14:47:00, time: 1.225, data_time: 0.008, memory: 8951, top1_acc: 0.5598, top5_acc: 0.8058, loss_cls: 1.8003, loss: 1.8003, grad_norm: 2.8390 2020-07-24 01:39:10,371 - mmaction - INFO - Epoch [10][680/1074] lr: 3.500e-02, eta: 14:46:32, time: 1.195, data_time: 0.003, memory: 8951, top1_acc: 0.5558, top5_acc: 0.7975, loss_cls: 1.8203, loss: 1.8203, grad_norm: 2.8166 2020-07-24 01:39:34,625 - mmaction - INFO - Epoch [10][700/1074] lr: 3.500e-02, eta: 14:46:07, time: 1.212, data_time: 0.007, memory: 8951, top1_acc: 0.5710, top5_acc: 0.8047, loss_cls: 1.7779, loss: 1.7779, grad_norm: 2.7611 2020-07-24 01:39:57,751 - mmaction - INFO - Epoch [10][720/1074] lr: 3.500e-02, eta: 14:45:36, time: 1.159, data_time: 0.006, memory: 8951, top1_acc: 0.5750, top5_acc: 0.8036, loss_cls: 1.7733, loss: 1.7733, grad_norm: 2.8369 2020-07-24 01:40:22,793 - mmaction - INFO - Epoch [10][740/1074] lr: 3.500e-02, eta: 14:45:14, time: 1.248, data_time: 0.005, memory: 8951, top1_acc: 0.5768, top5_acc: 0.8098, loss_cls: 1.7484, loss: 1.7484, grad_norm: 2.8190 2020-07-24 01:40:47,334 - mmaction - INFO - Epoch [10][760/1074] lr: 3.500e-02, eta: 14:44:49, time: 1.230, data_time: 0.007, memory: 8951, top1_acc: 0.5554, top5_acc: 0.7975, loss_cls: 1.8284, loss: 1.8284, grad_norm: 2.8693 2020-07-24 01:41:11,396 - mmaction - INFO - Epoch [10][780/1074] lr: 3.500e-02, eta: 14:44:23, time: 1.200, data_time: 0.006, memory: 8951, top1_acc: 0.5654, top5_acc: 0.8027, loss_cls: 1.8015, loss: 1.8015, grad_norm: 2.8339 2020-07-24 01:41:35,529 - mmaction - INFO - Epoch [10][800/1074] lr: 3.500e-02, eta: 14:43:57, time: 1.210, data_time: 0.008, memory: 8951, top1_acc: 0.5688, top5_acc: 0.7998, loss_cls: 1.7726, loss: 1.7726, grad_norm: 2.8135 2020-07-24 01:41:59,881 - mmaction - INFO - Epoch [10][820/1074] lr: 3.500e-02, eta: 14:43:31, time: 1.218, data_time: 0.003, memory: 8951, top1_acc: 0.5654, top5_acc: 0.7850, loss_cls: 1.8387, loss: 1.8387, grad_norm: 2.8183 2020-07-24 01:42:25,451 - mmaction - INFO - Epoch [10][840/1074] lr: 3.500e-02, eta: 14:43:11, time: 1.277, data_time: 0.005, memory: 8951, top1_acc: 0.5708, top5_acc: 0.8076, loss_cls: 1.7680, loss: 1.7680, grad_norm: 2.7902 2020-07-24 01:42:50,492 - mmaction - INFO - Epoch [10][860/1074] lr: 3.500e-02, eta: 14:42:49, time: 1.253, data_time: 0.006, memory: 8951, top1_acc: 0.5650, top5_acc: 0.8071, loss_cls: 1.8013, loss: 1.8013, grad_norm: 2.9042 2020-07-24 01:43:14,751 - mmaction - INFO - Epoch [10][880/1074] lr: 3.500e-02, eta: 14:42:23, time: 1.212, data_time: 0.004, memory: 8951, top1_acc: 0.5703, top5_acc: 0.8002, loss_cls: 1.7904, loss: 1.7904, grad_norm: 2.7754 2020-07-24 01:43:39,282 - mmaction - INFO - Epoch [10][900/1074] lr: 3.500e-02, eta: 14:41:58, time: 1.222, data_time: 0.005, memory: 8951, top1_acc: 0.5777, top5_acc: 0.7975, loss_cls: 1.8104, loss: 1.8104, grad_norm: 2.8074 2020-07-24 01:44:03,787 - mmaction - INFO - Epoch [10][920/1074] lr: 3.500e-02, eta: 14:41:34, time: 1.231, data_time: 0.009, memory: 8951, top1_acc: 0.5721, top5_acc: 0.8096, loss_cls: 1.7526, loss: 1.7526, grad_norm: 2.8170 2020-07-24 01:44:28,040 - mmaction - INFO - Epoch [10][940/1074] lr: 3.500e-02, eta: 14:41:08, time: 1.209, data_time: 0.005, memory: 8951, top1_acc: 0.5567, top5_acc: 0.7926, loss_cls: 1.8406, loss: 1.8406, grad_norm: 2.8726 2020-07-24 01:44:52,833 - mmaction - INFO - Epoch [10][960/1074] lr: 3.500e-02, eta: 14:40:44, time: 1.242, data_time: 0.008, memory: 8951, top1_acc: 0.5723, top5_acc: 0.8031, loss_cls: 1.7786, loss: 1.7786, grad_norm: 2.7900 2020-07-24 01:45:18,387 - mmaction - INFO - Epoch [10][980/1074] lr: 3.500e-02, eta: 14:40:24, time: 1.275, data_time: 0.007, memory: 8951, top1_acc: 0.5629, top5_acc: 0.8016, loss_cls: 1.8132, loss: 1.8132, grad_norm: 2.8615 2020-07-24 01:45:43,904 - mmaction - INFO - Epoch [10][1000/1074] lr: 3.500e-02, eta: 14:40:03, time: 1.279, data_time: 0.007, memory: 8951, top1_acc: 0.5672, top5_acc: 0.8051, loss_cls: 1.7898, loss: 1.7898, grad_norm: 2.8363 2020-07-24 01:46:08,617 - mmaction - INFO - Epoch [10][1020/1074] lr: 3.500e-02, eta: 14:39:40, time: 1.234, data_time: 0.006, memory: 8951, top1_acc: 0.5694, top5_acc: 0.7946, loss_cls: 1.8354, loss: 1.8354, grad_norm: 2.8521 2020-07-24 01:46:33,242 - mmaction - INFO - Epoch [10][1040/1074] lr: 3.500e-02, eta: 14:39:15, time: 1.232, data_time: 0.008, memory: 8951, top1_acc: 0.5641, top5_acc: 0.8027, loss_cls: 1.7886, loss: 1.7886, grad_norm: 2.8651 2020-07-24 01:46:58,366 - mmaction - INFO - Epoch [10][1060/1074] lr: 3.500e-02, eta: 14:38:53, time: 1.251, data_time: 0.007, memory: 8951, top1_acc: 0.5533, top5_acc: 0.7996, loss_cls: 1.8323, loss: 1.8323, grad_norm: 2.8772 2020-07-24 01:47:14,183 - mmaction - INFO - Saving checkpoint at 10 epochs 2020-07-24 01:47:47,886 - mmaction - INFO - Epoch [11][20/1074] lr: 3.500e-02, eta: 14:37:37, time: 1.659, data_time: 0.515, memory: 8951, top1_acc: 0.5618, top5_acc: 0.8098, loss_cls: 1.7696, loss: 1.7696, grad_norm: 2.8523 2020-07-24 01:48:12,354 - mmaction - INFO - Epoch [11][40/1074] lr: 3.500e-02, eta: 14:37:12, time: 1.222, data_time: 0.006, memory: 8951, top1_acc: 0.5757, top5_acc: 0.8118, loss_cls: 1.7448, loss: 1.7448, grad_norm: 2.8778 2020-07-24 01:48:35,697 - mmaction - INFO - Epoch [11][60/1074] lr: 3.500e-02, eta: 14:36:43, time: 1.167, data_time: 0.005, memory: 8951, top1_acc: 0.5842, top5_acc: 0.8129, loss_cls: 1.7223, loss: 1.7223, grad_norm: 2.8337 2020-07-24 01:49:00,776 - mmaction - INFO - Epoch [11][80/1074] lr: 3.500e-02, eta: 14:36:21, time: 1.254, data_time: 0.007, memory: 8951, top1_acc: 0.5607, top5_acc: 0.8033, loss_cls: 1.7772, loss: 1.7772, grad_norm: 2.8304 2020-07-24 01:49:26,512 - mmaction - INFO - Epoch [11][100/1074] lr: 3.500e-02, eta: 14:36:01, time: 1.286, data_time: 0.004, memory: 8951, top1_acc: 0.5699, top5_acc: 0.8100, loss_cls: 1.7759, loss: 1.7759, grad_norm: 2.8448 2020-07-24 01:49:50,959 - mmaction - INFO - Epoch [11][120/1074] lr: 3.500e-02, eta: 14:35:36, time: 1.224, data_time: 0.008, memory: 8951, top1_acc: 0.5795, top5_acc: 0.8094, loss_cls: 1.7391, loss: 1.7391, grad_norm: 2.7552 2020-07-24 01:50:15,984 - mmaction - INFO - Epoch [11][140/1074] lr: 3.500e-02, eta: 14:35:13, time: 1.248, data_time: 0.004, memory: 8951, top1_acc: 0.5750, top5_acc: 0.8080, loss_cls: 1.7318, loss: 1.7318, grad_norm: 2.9134 2020-07-24 01:50:42,396 - mmaction - INFO - Epoch [11][160/1074] lr: 3.500e-02, eta: 14:34:56, time: 1.324, data_time: 0.007, memory: 8951, top1_acc: 0.5679, top5_acc: 0.8078, loss_cls: 1.7845, loss: 1.7845, grad_norm: 2.9142 2020-07-24 01:51:06,681 - mmaction - INFO - Epoch [11][180/1074] lr: 3.500e-02, eta: 14:34:31, time: 1.214, data_time: 0.002, memory: 8951, top1_acc: 0.5830, top5_acc: 0.8092, loss_cls: 1.7466, loss: 1.7466, grad_norm: 2.8537 2020-07-24 01:51:31,928 - mmaction - INFO - Epoch [11][200/1074] lr: 3.500e-02, eta: 14:34:09, time: 1.261, data_time: 0.005, memory: 8951, top1_acc: 0.5589, top5_acc: 0.8022, loss_cls: 1.8010, loss: 1.8010, grad_norm: 2.9254 2020-07-24 01:51:56,112 - mmaction - INFO - Epoch [11][220/1074] lr: 3.500e-02, eta: 14:33:43, time: 1.211, data_time: 0.006, memory: 8951, top1_acc: 0.5828, top5_acc: 0.8194, loss_cls: 1.7007, loss: 1.7007, grad_norm: 2.8009 2020-07-24 01:52:21,234 - mmaction - INFO - Epoch [11][240/1074] lr: 3.500e-02, eta: 14:33:21, time: 1.256, data_time: 0.003, memory: 8951, top1_acc: 0.5679, top5_acc: 0.8047, loss_cls: 1.7813, loss: 1.7813, grad_norm: 2.8829 2020-07-24 01:52:44,831 - mmaction - INFO - Epoch [11][260/1074] lr: 3.500e-02, eta: 14:32:53, time: 1.179, data_time: 0.005, memory: 8951, top1_acc: 0.5915, top5_acc: 0.8129, loss_cls: 1.6991, loss: 1.6991, grad_norm: 2.8474 2020-07-24 01:53:10,750 - mmaction - INFO - Epoch [11][280/1074] lr: 3.500e-02, eta: 14:32:34, time: 1.297, data_time: 0.003, memory: 8951, top1_acc: 0.5661, top5_acc: 0.8031, loss_cls: 1.7837, loss: 1.7837, grad_norm: 2.9186 2020-07-24 01:53:34,543 - mmaction - INFO - Epoch [11][300/1074] lr: 3.500e-02, eta: 14:32:06, time: 1.190, data_time: 0.006, memory: 8951, top1_acc: 0.5873, top5_acc: 0.8165, loss_cls: 1.7226, loss: 1.7226, grad_norm: 2.8294 2020-07-24 01:54:00,708 - mmaction - INFO - Epoch [11][320/1074] lr: 3.500e-02, eta: 14:31:48, time: 1.307, data_time: 0.004, memory: 8951, top1_acc: 0.5661, top5_acc: 0.7978, loss_cls: 1.7996, loss: 1.7996, grad_norm: 2.8742 2020-07-24 01:54:24,571 - mmaction - INFO - Epoch [11][340/1074] lr: 3.500e-02, eta: 14:31:21, time: 1.192, data_time: 0.005, memory: 8951, top1_acc: 0.5786, top5_acc: 0.8096, loss_cls: 1.7690, loss: 1.7690, grad_norm: 2.7741 2020-07-24 01:54:48,668 - mmaction - INFO - Epoch [11][360/1074] lr: 3.500e-02, eta: 14:30:54, time: 1.201, data_time: 0.009, memory: 8951, top1_acc: 0.5681, top5_acc: 0.7982, loss_cls: 1.7932, loss: 1.7932, grad_norm: 2.8685 2020-07-24 01:55:13,368 - mmaction - INFO - Epoch [11][380/1074] lr: 3.500e-02, eta: 14:30:31, time: 1.241, data_time: 0.008, memory: 8951, top1_acc: 0.5748, top5_acc: 0.8114, loss_cls: 1.7503, loss: 1.7503, grad_norm: 2.8455 2020-07-24 01:55:39,574 - mmaction - INFO - Epoch [11][400/1074] lr: 3.500e-02, eta: 14:30:12, time: 1.307, data_time: 0.004, memory: 8951, top1_acc: 0.5779, top5_acc: 0.8009, loss_cls: 1.7766, loss: 1.7766, grad_norm: 2.8428 2020-07-24 01:56:04,817 - mmaction - INFO - Epoch [11][420/1074] lr: 3.500e-02, eta: 14:29:51, time: 1.263, data_time: 0.009, memory: 8951, top1_acc: 0.5667, top5_acc: 0.8080, loss_cls: 1.7915, loss: 1.7915, grad_norm: 2.8666 2020-07-24 01:56:29,628 - mmaction - INFO - Epoch [11][440/1074] lr: 3.500e-02, eta: 14:29:27, time: 1.240, data_time: 0.007, memory: 8951, top1_acc: 0.5783, top5_acc: 0.8049, loss_cls: 1.7769, loss: 1.7769, grad_norm: 2.8179 2020-07-24 01:56:53,933 - mmaction - INFO - Epoch [11][460/1074] lr: 3.500e-02, eta: 14:29:02, time: 1.217, data_time: 0.008, memory: 8951, top1_acc: 0.5754, top5_acc: 0.8080, loss_cls: 1.7471, loss: 1.7471, grad_norm: 2.8067 2020-07-24 01:57:19,653 - mmaction - INFO - Epoch [11][480/1074] lr: 3.500e-02, eta: 14:28:42, time: 1.286, data_time: 0.005, memory: 8951, top1_acc: 0.5732, top5_acc: 0.8036, loss_cls: 1.7808, loss: 1.7808, grad_norm: 2.7666 2020-07-24 01:57:45,419 - mmaction - INFO - Epoch [11][500/1074] lr: 3.500e-02, eta: 14:28:22, time: 1.285, data_time: 0.006, memory: 8951, top1_acc: 0.5710, top5_acc: 0.8074, loss_cls: 1.7511, loss: 1.7511, grad_norm: 2.9171 2020-07-24 01:58:10,173 - mmaction - INFO - Epoch [11][520/1074] lr: 3.500e-02, eta: 14:27:58, time: 1.240, data_time: 0.008, memory: 8951, top1_acc: 0.5830, top5_acc: 0.8089, loss_cls: 1.7203, loss: 1.7203, grad_norm: 2.8690 2020-07-24 01:58:35,930 - mmaction - INFO - Epoch [11][540/1074] lr: 3.500e-02, eta: 14:27:38, time: 1.286, data_time: 0.008, memory: 8951, top1_acc: 0.5775, top5_acc: 0.8181, loss_cls: 1.7478, loss: 1.7478, grad_norm: 2.8551 2020-07-24 01:59:02,028 - mmaction - INFO - Epoch [11][560/1074] lr: 3.500e-02, eta: 14:27:19, time: 1.308, data_time: 0.007, memory: 8951, top1_acc: 0.5705, top5_acc: 0.8094, loss_cls: 1.7892, loss: 1.7892, grad_norm: 2.8388 2020-07-24 01:59:24,801 - mmaction - INFO - Epoch [11][580/1074] lr: 3.500e-02, eta: 14:26:48, time: 1.138, data_time: 0.006, memory: 8951, top1_acc: 0.5768, top5_acc: 0.8004, loss_cls: 1.7912, loss: 1.7912, grad_norm: 2.8174 2020-07-24 01:59:49,222 - mmaction - INFO - Epoch [11][600/1074] lr: 3.500e-02, eta: 14:26:23, time: 1.222, data_time: 0.004, memory: 8951, top1_acc: 0.5540, top5_acc: 0.8036, loss_cls: 1.8304, loss: 1.8304, grad_norm: 2.9495 2020-07-24 02:00:20,151 - mmaction - INFO - Epoch [11][620/1074] lr: 3.500e-02, eta: 14:26:21, time: 1.531, data_time: 0.007, memory: 8951, top1_acc: 0.5797, top5_acc: 0.8060, loss_cls: 1.7505, loss: 1.7505, grad_norm: 2.8500 2020-07-24 02:00:44,544 - mmaction - INFO - Epoch [11][640/1074] lr: 3.500e-02, eta: 14:25:57, time: 1.234, data_time: 0.026, memory: 8951, top1_acc: 0.5781, top5_acc: 0.8132, loss_cls: 1.7369, loss: 1.7369, grad_norm: 2.8288 2020-07-24 02:01:07,330 - mmaction - INFO - Epoch [11][660/1074] lr: 3.500e-02, eta: 14:25:26, time: 1.139, data_time: 0.007, memory: 8951, top1_acc: 0.5737, top5_acc: 0.8105, loss_cls: 1.7391, loss: 1.7391, grad_norm: 2.8344 2020-07-24 02:01:31,878 - mmaction - INFO - Epoch [11][680/1074] lr: 3.500e-02, eta: 14:25:02, time: 1.229, data_time: 0.004, memory: 8951, top1_acc: 0.5654, top5_acc: 0.8047, loss_cls: 1.8051, loss: 1.8051, grad_norm: 2.8659 2020-07-24 02:01:56,285 - mmaction - INFO - Epoch [11][700/1074] lr: 3.500e-02, eta: 14:24:36, time: 1.214, data_time: 0.005, memory: 8951, top1_acc: 0.5679, top5_acc: 0.7989, loss_cls: 1.7984, loss: 1.7984, grad_norm: 2.8727 2020-07-24 02:02:21,199 - mmaction - INFO - Epoch [11][720/1074] lr: 3.500e-02, eta: 14:24:13, time: 1.249, data_time: 0.009, memory: 8951, top1_acc: 0.5569, top5_acc: 0.8051, loss_cls: 1.8099, loss: 1.8099, grad_norm: 2.8119 2020-07-24 02:02:47,868 - mmaction - INFO - Epoch [11][740/1074] lr: 3.500e-02, eta: 14:23:57, time: 1.336, data_time: 0.006, memory: 8951, top1_acc: 0.5674, top5_acc: 0.8074, loss_cls: 1.7718, loss: 1.7718, grad_norm: 2.8361 2020-07-24 02:03:11,547 - mmaction - INFO - Epoch [11][760/1074] lr: 3.500e-02, eta: 14:23:29, time: 1.183, data_time: 0.005, memory: 8951, top1_acc: 0.5696, top5_acc: 0.8060, loss_cls: 1.7669, loss: 1.7669, grad_norm: 2.8661 2020-07-24 02:03:37,937 - mmaction - INFO - Epoch [11][780/1074] lr: 3.500e-02, eta: 14:23:11, time: 1.321, data_time: 0.004, memory: 8951, top1_acc: 0.5777, top5_acc: 0.8080, loss_cls: 1.7522, loss: 1.7522, grad_norm: 2.8083 2020-07-24 02:04:02,090 - mmaction - INFO - Epoch [11][800/1074] lr: 3.500e-02, eta: 14:22:45, time: 1.208, data_time: 0.006, memory: 8951, top1_acc: 0.5746, top5_acc: 0.8089, loss_cls: 1.7475, loss: 1.7475, grad_norm: 2.8470 2020-07-24 02:04:26,229 - mmaction - INFO - Epoch [11][820/1074] lr: 3.500e-02, eta: 14:22:19, time: 1.205, data_time: 0.004, memory: 8951, top1_acc: 0.5551, top5_acc: 0.7942, loss_cls: 1.8340, loss: 1.8340, grad_norm: 2.8832 2020-07-24 02:04:51,693 - mmaction - INFO - Epoch [11][840/1074] lr: 3.500e-02, eta: 14:21:57, time: 1.272, data_time: 0.008, memory: 8951, top1_acc: 0.5721, top5_acc: 0.8031, loss_cls: 1.7721, loss: 1.7721, grad_norm: 2.8314 2020-07-24 02:05:15,461 - mmaction - INFO - Epoch [11][860/1074] lr: 3.500e-02, eta: 14:21:30, time: 1.189, data_time: 0.007, memory: 8951, top1_acc: 0.5750, top5_acc: 0.8045, loss_cls: 1.7625, loss: 1.7625, grad_norm: 2.8388 2020-07-24 02:05:40,453 - mmaction - INFO - Epoch [11][880/1074] lr: 3.500e-02, eta: 14:21:07, time: 1.250, data_time: 0.008, memory: 8951, top1_acc: 0.5679, top5_acc: 0.7978, loss_cls: 1.7902, loss: 1.7902, grad_norm: 2.8326 2020-07-24 02:06:04,552 - mmaction - INFO - Epoch [11][900/1074] lr: 3.500e-02, eta: 14:20:41, time: 1.206, data_time: 0.007, memory: 8951, top1_acc: 0.5786, top5_acc: 0.7996, loss_cls: 1.7829, loss: 1.7829, grad_norm: 2.8332 2020-07-24 02:06:28,824 - mmaction - INFO - Epoch [11][920/1074] lr: 3.500e-02, eta: 14:20:15, time: 1.215, data_time: 0.005, memory: 8951, top1_acc: 0.5732, top5_acc: 0.8123, loss_cls: 1.7803, loss: 1.7803, grad_norm: 2.8831 2020-07-24 02:06:52,768 - mmaction - INFO - Epoch [11][940/1074] lr: 3.500e-02, eta: 14:19:49, time: 1.195, data_time: 0.005, memory: 8951, top1_acc: 0.5643, top5_acc: 0.7975, loss_cls: 1.7910, loss: 1.7910, grad_norm: 2.8813 2020-07-24 02:07:17,053 - mmaction - INFO - Epoch [11][960/1074] lr: 3.500e-02, eta: 14:19:23, time: 1.217, data_time: 0.008, memory: 8951, top1_acc: 0.5692, top5_acc: 0.7980, loss_cls: 1.8013, loss: 1.8013, grad_norm: 2.8606 2020-07-24 02:07:42,049 - mmaction - INFO - Epoch [11][980/1074] lr: 3.500e-02, eta: 14:19:00, time: 1.244, data_time: 0.004, memory: 8951, top1_acc: 0.5609, top5_acc: 0.8020, loss_cls: 1.8179, loss: 1.8179, grad_norm: 2.8419 2020-07-24 02:08:05,666 - mmaction - INFO - Epoch [11][1000/1074] lr: 3.500e-02, eta: 14:18:32, time: 1.182, data_time: 0.009, memory: 8951, top1_acc: 0.5759, top5_acc: 0.8058, loss_cls: 1.7443, loss: 1.7443, grad_norm: 2.7968 2020-07-24 02:08:29,389 - mmaction - INFO - Epoch [11][1020/1074] lr: 3.500e-02, eta: 14:18:05, time: 1.190, data_time: 0.008, memory: 8951, top1_acc: 0.5661, top5_acc: 0.8078, loss_cls: 1.7464, loss: 1.7464, grad_norm: 2.8515 2020-07-24 02:08:54,960 - mmaction - INFO - Epoch [11][1040/1074] lr: 3.500e-02, eta: 14:17:44, time: 1.279, data_time: 0.007, memory: 8951, top1_acc: 0.5743, top5_acc: 0.8074, loss_cls: 1.7638, loss: 1.7638, grad_norm: 2.8372 2020-07-24 02:09:19,376 - mmaction - INFO - Epoch [11][1060/1074] lr: 3.500e-02, eta: 14:17:19, time: 1.221, data_time: 0.003, memory: 8951, top1_acc: 0.5783, top5_acc: 0.8031, loss_cls: 1.7763, loss: 1.7763, grad_norm: 2.8254 2020-07-24 02:09:35,971 - mmaction - INFO - Saving checkpoint at 11 epochs 2020-07-24 02:10:11,893 - mmaction - INFO - Epoch [12][20/1074] lr: 3.500e-02, eta: 14:16:13, time: 1.753, data_time: 0.654, memory: 8951, top1_acc: 0.5737, top5_acc: 0.8054, loss_cls: 1.7760, loss: 1.7760, grad_norm: 2.8532 2020-07-24 02:10:36,755 - mmaction - INFO - Epoch [12][40/1074] lr: 3.500e-02, eta: 14:15:50, time: 1.245, data_time: 0.008, memory: 8951, top1_acc: 0.5877, top5_acc: 0.8181, loss_cls: 1.6897, loss: 1.6897, grad_norm: 2.8270 2020-07-24 02:11:02,268 - mmaction - INFO - Epoch [12][60/1074] lr: 3.500e-02, eta: 14:15:29, time: 1.275, data_time: 0.008, memory: 8951, top1_acc: 0.5946, top5_acc: 0.8279, loss_cls: 1.6774, loss: 1.6774, grad_norm: 2.8783 2020-07-24 02:11:26,668 - mmaction - INFO - Epoch [12][80/1074] lr: 3.500e-02, eta: 14:15:04, time: 1.222, data_time: 0.008, memory: 8951, top1_acc: 0.5857, top5_acc: 0.8147, loss_cls: 1.7160, loss: 1.7160, grad_norm: 2.8504 2020-07-24 02:11:50,401 - mmaction - INFO - Epoch [12][100/1074] lr: 3.500e-02, eta: 14:14:37, time: 1.188, data_time: 0.007, memory: 8951, top1_acc: 0.5808, top5_acc: 0.8138, loss_cls: 1.7009, loss: 1.7009, grad_norm: 2.8582 2020-07-24 02:12:14,696 - mmaction - INFO - Epoch [12][120/1074] lr: 3.500e-02, eta: 14:14:11, time: 1.213, data_time: 0.002, memory: 8951, top1_acc: 0.5757, top5_acc: 0.8096, loss_cls: 1.7522, loss: 1.7522, grad_norm: 2.8378 2020-07-24 02:12:40,243 - mmaction - INFO - Epoch [12][140/1074] lr: 3.500e-02, eta: 14:13:50, time: 1.276, data_time: 0.005, memory: 8951, top1_acc: 0.5821, top5_acc: 0.8181, loss_cls: 1.7150, loss: 1.7150, grad_norm: 2.8507 2020-07-24 02:13:07,068 - mmaction - INFO - Epoch [12][160/1074] lr: 3.500e-02, eta: 14:13:34, time: 1.343, data_time: 0.008, memory: 8951, top1_acc: 0.5672, top5_acc: 0.8112, loss_cls: 1.7467, loss: 1.7467, grad_norm: 2.8764 2020-07-24 02:13:31,000 - mmaction - INFO - Epoch [12][180/1074] lr: 3.500e-02, eta: 14:13:07, time: 1.198, data_time: 0.004, memory: 8951, top1_acc: 0.5846, top5_acc: 0.8118, loss_cls: 1.7043, loss: 1.7043, grad_norm: 2.9034 2020-07-24 02:13:55,806 - mmaction - INFO - Epoch [12][200/1074] lr: 3.500e-02, eta: 14:12:43, time: 1.237, data_time: 0.005, memory: 8951, top1_acc: 0.5746, top5_acc: 0.8067, loss_cls: 1.7573, loss: 1.7573, grad_norm: 2.9022 2020-07-24 02:14:20,474 - mmaction - INFO - Epoch [12][220/1074] lr: 3.500e-02, eta: 14:12:19, time: 1.237, data_time: 0.007, memory: 8951, top1_acc: 0.5705, top5_acc: 0.8065, loss_cls: 1.7694, loss: 1.7694, grad_norm: 2.8621 2020-07-24 02:14:45,583 - mmaction - INFO - Epoch [12][240/1074] lr: 3.500e-02, eta: 14:11:57, time: 1.256, data_time: 0.005, memory: 8951, top1_acc: 0.5763, top5_acc: 0.8056, loss_cls: 1.7697, loss: 1.7697, grad_norm: 2.8226 2020-07-24 02:15:10,733 - mmaction - INFO - Epoch [12][260/1074] lr: 3.500e-02, eta: 14:11:34, time: 1.256, data_time: 0.005, memory: 8951, top1_acc: 0.5826, top5_acc: 0.8105, loss_cls: 1.7088, loss: 1.7088, grad_norm: 2.8115 2020-07-24 02:15:35,827 - mmaction - INFO - Epoch [12][280/1074] lr: 3.500e-02, eta: 14:11:11, time: 1.254, data_time: 0.004, memory: 8951, top1_acc: 0.5647, top5_acc: 0.8076, loss_cls: 1.7665, loss: 1.7665, grad_norm: 2.8668 2020-07-24 02:15:59,658 - mmaction - INFO - Epoch [12][300/1074] lr: 3.500e-02, eta: 14:10:44, time: 1.193, data_time: 0.007, memory: 8951, top1_acc: 0.5772, top5_acc: 0.8049, loss_cls: 1.7398, loss: 1.7398, grad_norm: 2.7984 2020-07-24 02:16:25,470 - mmaction - INFO - Epoch [12][320/1074] lr: 3.500e-02, eta: 14:10:24, time: 1.290, data_time: 0.003, memory: 8951, top1_acc: 0.5752, top5_acc: 0.8183, loss_cls: 1.7260, loss: 1.7260, grad_norm: 2.8072 2020-07-24 02:16:48,766 - mmaction - INFO - Epoch [12][340/1074] lr: 3.500e-02, eta: 14:09:55, time: 1.163, data_time: 0.007, memory: 8951, top1_acc: 0.5712, top5_acc: 0.8141, loss_cls: 1.7251, loss: 1.7251, grad_norm: 2.8736 2020-07-24 02:17:13,679 - mmaction - INFO - Epoch [12][360/1074] lr: 3.500e-02, eta: 14:09:32, time: 1.246, data_time: 0.007, memory: 8951, top1_acc: 0.5871, top5_acc: 0.8223, loss_cls: 1.7075, loss: 1.7075, grad_norm: 2.8229 2020-07-24 02:17:38,725 - mmaction - INFO - Epoch [12][380/1074] lr: 3.500e-02, eta: 14:09:09, time: 1.251, data_time: 0.008, memory: 8951, top1_acc: 0.5634, top5_acc: 0.8071, loss_cls: 1.7832, loss: 1.7832, grad_norm: 2.8528 2020-07-24 02:18:03,157 - mmaction - INFO - Epoch [12][400/1074] lr: 3.500e-02, eta: 14:08:44, time: 1.223, data_time: 0.008, memory: 8951, top1_acc: 0.5850, top5_acc: 0.8107, loss_cls: 1.7217, loss: 1.7217, grad_norm: 2.8733 2020-07-24 02:18:27,852 - mmaction - INFO - Epoch [12][420/1074] lr: 3.500e-02, eta: 14:08:20, time: 1.235, data_time: 0.007, memory: 8951, top1_acc: 0.5703, top5_acc: 0.8036, loss_cls: 1.7615, loss: 1.7615, grad_norm: 2.8949 2020-07-24 02:18:53,447 - mmaction - INFO - Epoch [12][440/1074] lr: 3.500e-02, eta: 14:07:59, time: 1.276, data_time: 0.003, memory: 8951, top1_acc: 0.5761, top5_acc: 0.8074, loss_cls: 1.7491, loss: 1.7491, grad_norm: 2.8452 2020-07-24 02:19:17,225 - mmaction - INFO - Epoch [12][460/1074] lr: 3.500e-02, eta: 14:07:32, time: 1.192, data_time: 0.011, memory: 8951, top1_acc: 0.5676, top5_acc: 0.8069, loss_cls: 1.7595, loss: 1.7595, grad_norm: 2.8304 2020-07-24 02:19:41,826 - mmaction - INFO - Epoch [12][480/1074] lr: 3.500e-02, eta: 14:07:08, time: 1.230, data_time: 0.008, memory: 8951, top1_acc: 0.5703, top5_acc: 0.8076, loss_cls: 1.7517, loss: 1.7517, grad_norm: 2.8494 2020-07-24 02:20:07,462 - mmaction - INFO - Epoch [12][500/1074] lr: 3.500e-02, eta: 14:06:47, time: 1.281, data_time: 0.009, memory: 8951, top1_acc: 0.5672, top5_acc: 0.8033, loss_cls: 1.7883, loss: 1.7883, grad_norm: 2.8577 2020-07-24 02:20:32,081 - mmaction - INFO - Epoch [12][520/1074] lr: 3.500e-02, eta: 14:06:22, time: 1.233, data_time: 0.005, memory: 8951, top1_acc: 0.5674, top5_acc: 0.8018, loss_cls: 1.7723, loss: 1.7723, grad_norm: 2.8113 2020-07-24 02:20:56,892 - mmaction - INFO - Epoch [12][540/1074] lr: 3.500e-02, eta: 14:05:59, time: 1.240, data_time: 0.008, memory: 8951, top1_acc: 0.5694, top5_acc: 0.8107, loss_cls: 1.7537, loss: 1.7537, grad_norm: 2.8734 2020-07-24 02:21:21,605 - mmaction - INFO - Epoch [12][560/1074] lr: 3.500e-02, eta: 14:05:35, time: 1.236, data_time: 0.005, memory: 8951, top1_acc: 0.5935, top5_acc: 0.8203, loss_cls: 1.6753, loss: 1.6753, grad_norm: 2.8415 2020-07-24 02:21:47,304 - mmaction - INFO - Epoch [12][580/1074] lr: 3.500e-02, eta: 14:05:14, time: 1.281, data_time: 0.008, memory: 8951, top1_acc: 0.5857, top5_acc: 0.8201, loss_cls: 1.7050, loss: 1.7050, grad_norm: 2.8236 2020-07-24 02:22:12,539 - mmaction - INFO - Epoch [12][600/1074] lr: 3.500e-02, eta: 14:04:52, time: 1.267, data_time: 0.009, memory: 8951, top1_acc: 0.5837, top5_acc: 0.8150, loss_cls: 1.7036, loss: 1.7036, grad_norm: 2.8542 2020-07-24 02:22:36,629 - mmaction - INFO - Epoch [12][620/1074] lr: 3.500e-02, eta: 14:04:26, time: 1.204, data_time: 0.005, memory: 8951, top1_acc: 0.5824, top5_acc: 0.8203, loss_cls: 1.6906, loss: 1.6906, grad_norm: 2.8869 2020-07-24 02:23:02,764 - mmaction - INFO - Epoch [12][640/1074] lr: 3.500e-02, eta: 14:04:06, time: 1.302, data_time: 0.006, memory: 8951, top1_acc: 0.5866, top5_acc: 0.8103, loss_cls: 1.7067, loss: 1.7067, grad_norm: 2.9059 2020-07-24 02:23:28,019 - mmaction - INFO - Epoch [12][660/1074] lr: 3.500e-02, eta: 14:03:44, time: 1.268, data_time: 0.009, memory: 8951, top1_acc: 0.5813, top5_acc: 0.8121, loss_cls: 1.7156, loss: 1.7156, grad_norm: 2.8360 2020-07-24 02:23:51,911 - mmaction - INFO - Epoch [12][680/1074] lr: 3.500e-02, eta: 14:03:17, time: 1.191, data_time: 0.005, memory: 8951, top1_acc: 0.5813, top5_acc: 0.8161, loss_cls: 1.7107, loss: 1.7107, grad_norm: 2.8626 2020-07-24 02:24:17,398 - mmaction - INFO - Epoch [12][700/1074] lr: 3.500e-02, eta: 14:02:56, time: 1.278, data_time: 0.009, memory: 8951, top1_acc: 0.5779, top5_acc: 0.8080, loss_cls: 1.7542, loss: 1.7542, grad_norm: 2.8658 2020-07-24 02:24:42,863 - mmaction - INFO - Epoch [12][720/1074] lr: 3.500e-02, eta: 14:02:34, time: 1.269, data_time: 0.005, memory: 8951, top1_acc: 0.5781, top5_acc: 0.8136, loss_cls: 1.7294, loss: 1.7294, grad_norm: 2.8190 2020-07-24 02:25:07,432 - mmaction - INFO - Epoch [12][740/1074] lr: 3.500e-02, eta: 14:02:10, time: 1.231, data_time: 0.007, memory: 8951, top1_acc: 0.5754, top5_acc: 0.8056, loss_cls: 1.7576, loss: 1.7576, grad_norm: 2.8642 2020-07-24 02:25:31,222 - mmaction - INFO - Epoch [12][760/1074] lr: 3.500e-02, eta: 14:01:42, time: 1.190, data_time: 0.004, memory: 8951, top1_acc: 0.5710, top5_acc: 0.8002, loss_cls: 1.7878, loss: 1.7878, grad_norm: 2.8823 2020-07-24 02:25:55,371 - mmaction - INFO - Epoch [12][780/1074] lr: 3.500e-02, eta: 14:01:17, time: 1.209, data_time: 0.006, memory: 8951, top1_acc: 0.5710, top5_acc: 0.8172, loss_cls: 1.7475, loss: 1.7475, grad_norm: 2.8671 2020-07-24 02:26:20,420 - mmaction - INFO - Epoch [12][800/1074] lr: 3.500e-02, eta: 14:00:54, time: 1.251, data_time: 0.003, memory: 8951, top1_acc: 0.5752, top5_acc: 0.8000, loss_cls: 1.7993, loss: 1.7993, grad_norm: 2.7888 2020-07-24 02:26:44,962 - mmaction - INFO - Epoch [12][820/1074] lr: 3.500e-02, eta: 14:00:29, time: 1.229, data_time: 0.008, memory: 8951, top1_acc: 0.5772, top5_acc: 0.8058, loss_cls: 1.7413, loss: 1.7413, grad_norm: 2.8176 2020-07-24 02:27:09,560 - mmaction - INFO - Epoch [12][840/1074] lr: 3.500e-02, eta: 14:00:05, time: 1.228, data_time: 0.004, memory: 8951, top1_acc: 0.5754, top5_acc: 0.8083, loss_cls: 1.7533, loss: 1.7533, grad_norm: 2.8522 2020-07-24 02:27:34,355 - mmaction - INFO - Epoch [12][860/1074] lr: 3.500e-02, eta: 13:59:40, time: 1.236, data_time: 0.009, memory: 8951, top1_acc: 0.5817, top5_acc: 0.8069, loss_cls: 1.7405, loss: 1.7405, grad_norm: 2.8591 2020-07-24 02:27:59,746 - mmaction - INFO - Epoch [12][880/1074] lr: 3.500e-02, eta: 13:59:19, time: 1.275, data_time: 0.009, memory: 8951, top1_acc: 0.5703, top5_acc: 0.7938, loss_cls: 1.8106, loss: 1.8106, grad_norm: 2.8233 2020-07-24 02:28:24,243 - mmaction - INFO - Epoch [12][900/1074] lr: 3.500e-02, eta: 13:58:54, time: 1.221, data_time: 0.005, memory: 8951, top1_acc: 0.5797, top5_acc: 0.8123, loss_cls: 1.7164, loss: 1.7164, grad_norm: 2.8305 2020-07-24 02:28:48,506 - mmaction - INFO - Epoch [12][920/1074] lr: 3.500e-02, eta: 13:58:28, time: 1.213, data_time: 0.008, memory: 8951, top1_acc: 0.5857, top5_acc: 0.8129, loss_cls: 1.7313, loss: 1.7313, grad_norm: 2.8874 2020-07-24 02:29:13,756 - mmaction - INFO - Epoch [12][940/1074] lr: 3.500e-02, eta: 13:58:06, time: 1.266, data_time: 0.009, memory: 8951, top1_acc: 0.5801, top5_acc: 0.8109, loss_cls: 1.7287, loss: 1.7287, grad_norm: 2.8068 2020-07-24 02:29:37,236 - mmaction - INFO - Epoch [12][960/1074] lr: 3.500e-02, eta: 13:57:38, time: 1.171, data_time: 0.004, memory: 8951, top1_acc: 0.5813, top5_acc: 0.8103, loss_cls: 1.7337, loss: 1.7337, grad_norm: 2.8510 2020-07-24 02:30:01,958 - mmaction - INFO - Epoch [12][980/1074] lr: 3.500e-02, eta: 13:57:14, time: 1.237, data_time: 0.007, memory: 8951, top1_acc: 0.5931, top5_acc: 0.8192, loss_cls: 1.6755, loss: 1.6755, grad_norm: 2.7422 2020-07-24 02:30:27,617 - mmaction - INFO - Epoch [12][1000/1074] lr: 3.500e-02, eta: 13:56:53, time: 1.281, data_time: 0.007, memory: 8951, top1_acc: 0.5714, top5_acc: 0.8112, loss_cls: 1.7536, loss: 1.7536, grad_norm: 2.8925 2020-07-24 02:30:54,319 - mmaction - INFO - Epoch [12][1020/1074] lr: 3.500e-02, eta: 13:56:35, time: 1.337, data_time: 0.009, memory: 8951, top1_acc: 0.5879, top5_acc: 0.8129, loss_cls: 1.7132, loss: 1.7132, grad_norm: 2.8293 2020-07-24 02:31:18,901 - mmaction - INFO - Epoch [12][1040/1074] lr: 3.500e-02, eta: 13:56:11, time: 1.230, data_time: 0.005, memory: 8951, top1_acc: 0.5696, top5_acc: 0.8060, loss_cls: 1.7784, loss: 1.7784, grad_norm: 2.8837 2020-07-24 02:31:43,648 - mmaction - INFO - Epoch [12][1060/1074] lr: 3.500e-02, eta: 13:55:47, time: 1.235, data_time: 0.007, memory: 8951, top1_acc: 0.5748, top5_acc: 0.8067, loss_cls: 1.7470, loss: 1.7470, grad_norm: 2.8698 2020-07-24 02:32:00,981 - mmaction - INFO - Saving checkpoint at 12 epochs 2020-07-24 02:32:34,604 - mmaction - INFO - Epoch [13][20/1074] lr: 3.500e-02, eta: 13:54:38, time: 1.655, data_time: 0.499, memory: 8951, top1_acc: 0.5915, top5_acc: 0.8212, loss_cls: 1.6732, loss: 1.6732, grad_norm: 2.7593 2020-07-24 02:32:58,030 - mmaction - INFO - Epoch [13][40/1074] lr: 3.500e-02, eta: 13:54:09, time: 1.172, data_time: 0.008, memory: 8951, top1_acc: 0.5975, top5_acc: 0.8241, loss_cls: 1.6546, loss: 1.6546, grad_norm: 2.8633 2020-07-24 02:33:22,131 - mmaction - INFO - Epoch [13][60/1074] lr: 3.500e-02, eta: 13:53:44, time: 1.205, data_time: 0.004, memory: 8951, top1_acc: 0.5924, top5_acc: 0.8205, loss_cls: 1.6870, loss: 1.6870, grad_norm: 2.8615 2020-07-24 02:33:47,261 - mmaction - INFO - Epoch [13][80/1074] lr: 3.500e-02, eta: 13:53:21, time: 1.253, data_time: 0.006, memory: 8951, top1_acc: 0.5819, top5_acc: 0.8092, loss_cls: 1.7199, loss: 1.7199, grad_norm: 2.8652 2020-07-24 02:34:11,299 - mmaction - INFO - Epoch [13][100/1074] lr: 3.500e-02, eta: 13:52:55, time: 1.205, data_time: 0.008, memory: 8951, top1_acc: 0.5804, top5_acc: 0.8105, loss_cls: 1.7349, loss: 1.7349, grad_norm: 2.8327 2020-07-24 02:34:36,841 - mmaction - INFO - Epoch [13][120/1074] lr: 3.500e-02, eta: 13:52:33, time: 1.270, data_time: 0.005, memory: 8951, top1_acc: 0.5891, top5_acc: 0.8246, loss_cls: 1.6542, loss: 1.6542, grad_norm: 2.8283 2020-07-24 02:35:00,383 - mmaction - INFO - Epoch [13][140/1074] lr: 3.500e-02, eta: 13:52:05, time: 1.184, data_time: 0.011, memory: 8951, top1_acc: 0.5973, top5_acc: 0.8176, loss_cls: 1.6435, loss: 1.6435, grad_norm: 2.8235 2020-07-24 02:35:24,858 - mmaction - INFO - Epoch [13][160/1074] lr: 3.500e-02, eta: 13:51:40, time: 1.221, data_time: 0.007, memory: 8951, top1_acc: 0.5946, top5_acc: 0.8223, loss_cls: 1.6666, loss: 1.6666, grad_norm: 2.9178 2020-07-24 02:35:49,160 - mmaction - INFO - Epoch [13][180/1074] lr: 3.500e-02, eta: 13:51:15, time: 1.219, data_time: 0.009, memory: 8951, top1_acc: 0.5996, top5_acc: 0.8248, loss_cls: 1.6508, loss: 1.6508, grad_norm: 2.8581 2020-07-24 02:36:14,335 - mmaction - INFO - Epoch [13][200/1074] lr: 3.500e-02, eta: 13:50:53, time: 1.257, data_time: 0.007, memory: 8951, top1_acc: 0.5824, top5_acc: 0.8114, loss_cls: 1.7169, loss: 1.7169, grad_norm: 2.8623 2020-07-24 02:36:38,844 - mmaction - INFO - Epoch [13][220/1074] lr: 3.500e-02, eta: 13:50:28, time: 1.227, data_time: 0.005, memory: 8951, top1_acc: 0.5748, top5_acc: 0.8147, loss_cls: 1.7372, loss: 1.7372, grad_norm: 2.9050 2020-07-24 02:37:03,711 - mmaction - INFO - Epoch [13][240/1074] lr: 3.500e-02, eta: 13:50:04, time: 1.240, data_time: 0.007, memory: 8951, top1_acc: 0.5835, top5_acc: 0.8181, loss_cls: 1.7165, loss: 1.7165, grad_norm: 2.8533 2020-07-24 02:37:28,487 - mmaction - INFO - Epoch [13][260/1074] lr: 3.500e-02, eta: 13:49:41, time: 1.242, data_time: 0.009, memory: 8951, top1_acc: 0.5844, top5_acc: 0.8154, loss_cls: 1.7222, loss: 1.7222, grad_norm: 2.7889 2020-07-24 02:37:51,978 - mmaction - INFO - Epoch [13][280/1074] lr: 3.500e-02, eta: 13:49:13, time: 1.171, data_time: 0.008, memory: 8951, top1_acc: 0.5917, top5_acc: 0.8237, loss_cls: 1.6682, loss: 1.6682, grad_norm: 2.8162 2020-07-24 02:38:17,834 - mmaction - INFO - Epoch [13][300/1074] lr: 3.500e-02, eta: 13:48:52, time: 1.296, data_time: 0.008, memory: 8951, top1_acc: 0.5850, top5_acc: 0.8212, loss_cls: 1.6971, loss: 1.6971, grad_norm: 2.8563 2020-07-24 02:38:42,688 - mmaction - INFO - Epoch [13][320/1074] lr: 3.500e-02, eta: 13:48:29, time: 1.244, data_time: 0.007, memory: 8951, top1_acc: 0.5759, top5_acc: 0.8194, loss_cls: 1.6996, loss: 1.6996, grad_norm: 2.9072 2020-07-24 02:39:08,203 - mmaction - INFO - Epoch [13][340/1074] lr: 3.500e-02, eta: 13:48:07, time: 1.275, data_time: 0.003, memory: 8951, top1_acc: 0.5683, top5_acc: 0.8013, loss_cls: 1.7768, loss: 1.7768, grad_norm: 2.9435 2020-07-24 02:39:31,869 - mmaction - INFO - Epoch [13][360/1074] lr: 3.500e-02, eta: 13:47:40, time: 1.184, data_time: 0.006, memory: 8951, top1_acc: 0.5788, top5_acc: 0.8132, loss_cls: 1.7274, loss: 1.7274, grad_norm: 2.8378 2020-07-24 02:39:56,017 - mmaction - INFO - Epoch [13][380/1074] lr: 3.500e-02, eta: 13:47:14, time: 1.207, data_time: 0.003, memory: 8951, top1_acc: 0.5922, top5_acc: 0.8194, loss_cls: 1.6671, loss: 1.6671, grad_norm: 2.7940 2020-07-24 02:40:21,966 - mmaction - INFO - Epoch [13][400/1074] lr: 3.500e-02, eta: 13:46:53, time: 1.293, data_time: 0.007, memory: 8951, top1_acc: 0.5891, top5_acc: 0.8125, loss_cls: 1.7198, loss: 1.7198, grad_norm: 2.8275 2020-07-24 02:40:45,700 - mmaction - INFO - Epoch [13][420/1074] lr: 3.500e-02, eta: 13:46:27, time: 1.190, data_time: 0.011, memory: 8951, top1_acc: 0.5978, top5_acc: 0.8228, loss_cls: 1.6754, loss: 1.6754, grad_norm: 2.8252 2020-07-24 02:41:09,778 - mmaction - INFO - Epoch [13][440/1074] lr: 3.500e-02, eta: 13:46:00, time: 1.200, data_time: 0.008, memory: 8951, top1_acc: 0.5844, top5_acc: 0.8138, loss_cls: 1.7242, loss: 1.7242, grad_norm: 2.9269 2020-07-24 02:41:33,662 - mmaction - INFO - Epoch [13][460/1074] lr: 3.500e-02, eta: 13:45:34, time: 1.198, data_time: 0.009, memory: 8951, top1_acc: 0.5875, top5_acc: 0.8201, loss_cls: 1.6886, loss: 1.6886, grad_norm: 2.8557 2020-07-24 02:41:59,315 - mmaction - INFO - Epoch [13][480/1074] lr: 3.500e-02, eta: 13:45:13, time: 1.285, data_time: 0.004, memory: 8951, top1_acc: 0.5705, top5_acc: 0.8078, loss_cls: 1.7647, loss: 1.7647, grad_norm: 2.8945 2020-07-24 02:42:23,466 - mmaction - INFO - Epoch [13][500/1074] lr: 3.500e-02, eta: 13:44:47, time: 1.203, data_time: 0.004, memory: 8951, top1_acc: 0.5835, top5_acc: 0.8143, loss_cls: 1.7268, loss: 1.7268, grad_norm: 2.8535 2020-07-24 02:42:48,455 - mmaction - INFO - Epoch [13][520/1074] lr: 3.500e-02, eta: 13:44:24, time: 1.252, data_time: 0.008, memory: 8951, top1_acc: 0.5763, top5_acc: 0.8172, loss_cls: 1.7316, loss: 1.7316, grad_norm: 2.8321 2020-07-24 02:43:15,621 - mmaction - INFO - Epoch [13][540/1074] lr: 3.500e-02, eta: 13:44:07, time: 1.357, data_time: 0.007, memory: 8951, top1_acc: 0.5808, top5_acc: 0.8085, loss_cls: 1.7397, loss: 1.7397, grad_norm: 2.8851 2020-07-24 02:43:40,271 - mmaction - INFO - Epoch [13][560/1074] lr: 3.500e-02, eta: 13:43:43, time: 1.234, data_time: 0.008, memory: 8951, top1_acc: 0.5828, top5_acc: 0.8201, loss_cls: 1.6971, loss: 1.6971, grad_norm: 2.8680 2020-07-24 02:44:04,219 - mmaction - INFO - Epoch [13][580/1074] lr: 3.500e-02, eta: 13:43:16, time: 1.196, data_time: 0.009, memory: 8951, top1_acc: 0.5808, top5_acc: 0.8129, loss_cls: 1.7433, loss: 1.7433, grad_norm: 2.8394 2020-07-24 02:44:28,062 - mmaction - INFO - Epoch [13][600/1074] lr: 3.500e-02, eta: 13:42:50, time: 1.195, data_time: 0.008, memory: 8951, top1_acc: 0.5815, top5_acc: 0.8049, loss_cls: 1.7617, loss: 1.7617, grad_norm: 2.8442 2020-07-24 02:44:53,788 - mmaction - INFO - Epoch [13][620/1074] lr: 3.500e-02, eta: 13:42:28, time: 1.282, data_time: 0.006, memory: 8951, top1_acc: 0.5902, top5_acc: 0.8125, loss_cls: 1.7039, loss: 1.7039, grad_norm: 2.7633 2020-07-24 02:45:18,338 - mmaction - INFO - Epoch [13][640/1074] lr: 3.500e-02, eta: 13:42:04, time: 1.230, data_time: 0.007, memory: 8951, top1_acc: 0.5886, top5_acc: 0.8138, loss_cls: 1.7093, loss: 1.7093, grad_norm: 2.8270 2020-07-24 02:45:42,491 - mmaction - INFO - Epoch [13][660/1074] lr: 3.500e-02, eta: 13:41:38, time: 1.206, data_time: 0.007, memory: 8951, top1_acc: 0.5917, top5_acc: 0.8196, loss_cls: 1.7082, loss: 1.7082, grad_norm: 2.8513 2020-07-24 02:46:07,512 - mmaction - INFO - Epoch [13][680/1074] lr: 3.500e-02, eta: 13:41:15, time: 1.253, data_time: 0.008, memory: 8951, top1_acc: 0.5737, top5_acc: 0.8163, loss_cls: 1.7285, loss: 1.7285, grad_norm: 2.8439 2020-07-24 02:46:32,423 - mmaction - INFO - Epoch [13][700/1074] lr: 3.500e-02, eta: 13:40:52, time: 1.247, data_time: 0.007, memory: 8951, top1_acc: 0.5819, top5_acc: 0.8150, loss_cls: 1.6909, loss: 1.6909, grad_norm: 2.8793 2020-07-24 02:46:56,244 - mmaction - INFO - Epoch [13][720/1074] lr: 3.500e-02, eta: 13:40:25, time: 1.190, data_time: 0.004, memory: 8951, top1_acc: 0.5775, top5_acc: 0.8214, loss_cls: 1.7389, loss: 1.7389, grad_norm: 2.8979 2020-07-24 02:47:22,405 - mmaction - INFO - Epoch [13][740/1074] lr: 3.500e-02, eta: 13:40:05, time: 1.305, data_time: 0.008, memory: 8951, top1_acc: 0.6004, top5_acc: 0.8179, loss_cls: 1.6810, loss: 1.6810, grad_norm: 2.7812 2020-07-24 02:47:46,766 - mmaction - INFO - Epoch [13][760/1074] lr: 3.500e-02, eta: 13:39:40, time: 1.221, data_time: 0.009, memory: 8951, top1_acc: 0.5717, top5_acc: 0.8074, loss_cls: 1.7512, loss: 1.7512, grad_norm: 2.8894 2020-07-24 02:48:10,527 - mmaction - INFO - Epoch [13][780/1074] lr: 3.500e-02, eta: 13:39:13, time: 1.186, data_time: 0.008, memory: 8951, top1_acc: 0.5826, top5_acc: 0.8134, loss_cls: 1.7318, loss: 1.7318, grad_norm: 2.7293 2020-07-24 02:48:35,743 - mmaction - INFO - Epoch [13][800/1074] lr: 3.500e-02, eta: 13:38:50, time: 1.264, data_time: 0.007, memory: 8951, top1_acc: 0.5819, top5_acc: 0.8116, loss_cls: 1.7399, loss: 1.7399, grad_norm: 2.8036 2020-07-24 02:49:00,676 - mmaction - INFO - Epoch [13][820/1074] lr: 3.500e-02, eta: 13:38:27, time: 1.245, data_time: 0.006, memory: 8951, top1_acc: 0.5772, top5_acc: 0.8147, loss_cls: 1.7426, loss: 1.7426, grad_norm: 2.8653 2020-07-24 02:49:25,827 - mmaction - INFO - Epoch [13][840/1074] lr: 3.500e-02, eta: 13:38:04, time: 1.257, data_time: 0.005, memory: 8951, top1_acc: 0.5942, top5_acc: 0.8185, loss_cls: 1.6802, loss: 1.6802, grad_norm: 2.7695 2020-07-24 02:49:50,660 - mmaction - INFO - Epoch [13][860/1074] lr: 3.500e-02, eta: 13:37:40, time: 1.238, data_time: 0.007, memory: 8951, top1_acc: 0.5775, top5_acc: 0.8016, loss_cls: 1.7621, loss: 1.7621, grad_norm: 2.8865 2020-07-24 02:50:15,101 - mmaction - INFO - Epoch [13][880/1074] lr: 3.500e-02, eta: 13:37:15, time: 1.225, data_time: 0.009, memory: 8951, top1_acc: 0.5900, top5_acc: 0.8145, loss_cls: 1.7268, loss: 1.7268, grad_norm: 2.8491 2020-07-24 02:50:39,955 - mmaction - INFO - Epoch [13][900/1074] lr: 3.500e-02, eta: 13:36:52, time: 1.245, data_time: 0.008, memory: 8951, top1_acc: 0.5779, top5_acc: 0.8201, loss_cls: 1.7095, loss: 1.7095, grad_norm: 2.8569 2020-07-24 02:51:04,745 - mmaction - INFO - Epoch [13][920/1074] lr: 3.500e-02, eta: 13:36:28, time: 1.240, data_time: 0.008, memory: 8951, top1_acc: 0.5955, top5_acc: 0.8243, loss_cls: 1.6598, loss: 1.6598, grad_norm: 2.7981 2020-07-24 02:51:29,643 - mmaction - INFO - Epoch [13][940/1074] lr: 3.500e-02, eta: 13:36:04, time: 1.246, data_time: 0.003, memory: 8951, top1_acc: 0.5902, top5_acc: 0.8196, loss_cls: 1.7088, loss: 1.7088, grad_norm: 2.8310 2020-07-24 02:51:54,674 - mmaction - INFO - Epoch [13][960/1074] lr: 3.500e-02, eta: 13:35:41, time: 1.251, data_time: 0.004, memory: 8951, top1_acc: 0.5806, top5_acc: 0.8132, loss_cls: 1.7351, loss: 1.7351, grad_norm: 2.8314 2020-07-24 02:52:18,830 - mmaction - INFO - Epoch [13][980/1074] lr: 3.500e-02, eta: 13:35:15, time: 1.208, data_time: 0.003, memory: 8951, top1_acc: 0.5728, top5_acc: 0.8103, loss_cls: 1.7628, loss: 1.7628, grad_norm: 2.9345 2020-07-24 02:52:42,228 - mmaction - INFO - Epoch [13][1000/1074] lr: 3.500e-02, eta: 13:34:47, time: 1.169, data_time: 0.003, memory: 8951, top1_acc: 0.5848, top5_acc: 0.8058, loss_cls: 1.7478, loss: 1.7478, grad_norm: 2.9195 2020-07-24 02:53:06,335 - mmaction - INFO - Epoch [13][1020/1074] lr: 3.500e-02, eta: 13:34:21, time: 1.203, data_time: 0.007, memory: 8951, top1_acc: 0.5786, top5_acc: 0.8049, loss_cls: 1.7773, loss: 1.7773, grad_norm: 2.8379 2020-07-24 02:53:30,856 - mmaction - INFO - Epoch [13][1040/1074] lr: 3.500e-02, eta: 13:33:57, time: 1.229, data_time: 0.008, memory: 8951, top1_acc: 0.5759, top5_acc: 0.8100, loss_cls: 1.7611, loss: 1.7611, grad_norm: 2.9221 2020-07-24 02:53:56,511 - mmaction - INFO - Epoch [13][1060/1074] lr: 3.500e-02, eta: 13:33:35, time: 1.283, data_time: 0.006, memory: 8951, top1_acc: 0.5868, top5_acc: 0.8069, loss_cls: 1.7448, loss: 1.7448, grad_norm: 2.8020 2020-07-24 02:54:12,064 - mmaction - INFO - Saving checkpoint at 13 epochs 2020-07-24 02:54:46,209 - mmaction - INFO - Epoch [14][20/1074] lr: 3.500e-02, eta: 13:32:31, time: 1.679, data_time: 0.537, memory: 8951, top1_acc: 0.5859, top5_acc: 0.8136, loss_cls: 1.6981, loss: 1.6981, grad_norm: 2.8836 2020-07-24 02:55:09,756 - mmaction - INFO - Epoch [14][40/1074] lr: 3.500e-02, eta: 13:32:03, time: 1.177, data_time: 0.005, memory: 8951, top1_acc: 0.5911, top5_acc: 0.8252, loss_cls: 1.6593, loss: 1.6593, grad_norm: 2.8154 2020-07-24 02:55:34,844 - mmaction - INFO - Epoch [14][60/1074] lr: 3.500e-02, eta: 13:31:40, time: 1.257, data_time: 0.004, memory: 8951, top1_acc: 0.5913, top5_acc: 0.8156, loss_cls: 1.6742, loss: 1.6742, grad_norm: 2.9054 2020-07-24 02:55:58,848 - mmaction - INFO - Epoch [14][80/1074] lr: 3.500e-02, eta: 13:31:14, time: 1.197, data_time: 0.004, memory: 8951, top1_acc: 0.6045, top5_acc: 0.8266, loss_cls: 1.6398, loss: 1.6398, grad_norm: 2.8337 2020-07-24 02:56:23,698 - mmaction - INFO - Epoch [14][100/1074] lr: 3.500e-02, eta: 13:30:50, time: 1.246, data_time: 0.009, memory: 8951, top1_acc: 0.5991, top5_acc: 0.8208, loss_cls: 1.6593, loss: 1.6593, grad_norm: 2.8275 2020-07-24 02:56:47,943 - mmaction - INFO - Epoch [14][120/1074] lr: 3.500e-02, eta: 13:30:25, time: 1.208, data_time: 0.005, memory: 8951, top1_acc: 0.6025, top5_acc: 0.8194, loss_cls: 1.6630, loss: 1.6630, grad_norm: 2.8488 2020-07-24 02:57:12,426 - mmaction - INFO - Epoch [14][140/1074] lr: 3.500e-02, eta: 13:30:00, time: 1.228, data_time: 0.008, memory: 8951, top1_acc: 0.6038, top5_acc: 0.8250, loss_cls: 1.6227, loss: 1.6227, grad_norm: 2.8289 2020-07-24 02:57:36,580 - mmaction - INFO - Epoch [14][160/1074] lr: 3.500e-02, eta: 13:29:35, time: 1.207, data_time: 0.004, memory: 8951, top1_acc: 0.5859, top5_acc: 0.8174, loss_cls: 1.6952, loss: 1.6952, grad_norm: 2.8298 2020-07-24 02:58:00,095 - mmaction - INFO - Epoch [14][180/1074] lr: 3.500e-02, eta: 13:29:07, time: 1.175, data_time: 0.002, memory: 8951, top1_acc: 0.6007, top5_acc: 0.8228, loss_cls: 1.6214, loss: 1.6214, grad_norm: 2.8354 2020-07-24 02:58:23,852 - mmaction - INFO - Epoch [14][200/1074] lr: 3.500e-02, eta: 13:28:40, time: 1.184, data_time: 0.005, memory: 8951, top1_acc: 0.5944, top5_acc: 0.8183, loss_cls: 1.6639, loss: 1.6639, grad_norm: 2.8132 2020-07-24 02:58:48,416 - mmaction - INFO - Epoch [14][220/1074] lr: 3.500e-02, eta: 13:28:16, time: 1.228, data_time: 0.007, memory: 8951, top1_acc: 0.5938, top5_acc: 0.8348, loss_cls: 1.6125, loss: 1.6125, grad_norm: 2.8552 2020-07-24 02:59:13,309 - mmaction - INFO - Epoch [14][240/1074] lr: 3.500e-02, eta: 13:27:52, time: 1.246, data_time: 0.008, memory: 8951, top1_acc: 0.5989, top5_acc: 0.8275, loss_cls: 1.6466, loss: 1.6466, grad_norm: 2.7983 2020-07-24 02:59:39,201 - mmaction - INFO - Epoch [14][260/1074] lr: 3.500e-02, eta: 13:27:32, time: 1.297, data_time: 0.008, memory: 8951, top1_acc: 0.5839, top5_acc: 0.8266, loss_cls: 1.6876, loss: 1.6876, grad_norm: 2.8315 2020-07-24 03:00:02,740 - mmaction - INFO - Epoch [14][280/1074] lr: 3.500e-02, eta: 13:27:04, time: 1.172, data_time: 0.003, memory: 8951, top1_acc: 0.5911, top5_acc: 0.8239, loss_cls: 1.6769, loss: 1.6769, grad_norm: 2.9215 2020-07-24 03:00:30,966 - mmaction - INFO - Epoch [14][300/1074] lr: 3.500e-02, eta: 13:26:49, time: 1.406, data_time: 0.010, memory: 8951, top1_acc: 0.5955, top5_acc: 0.8241, loss_cls: 1.6593, loss: 1.6593, grad_norm: 2.7913 2020-07-24 03:00:54,752 - mmaction - INFO - Epoch [14][320/1074] lr: 3.500e-02, eta: 13:26:23, time: 1.200, data_time: 0.020, memory: 8951, top1_acc: 0.5844, top5_acc: 0.8221, loss_cls: 1.6613, loss: 1.6613, grad_norm: 2.8513 2020-07-24 03:01:18,891 - mmaction - INFO - Epoch [14][340/1074] lr: 3.500e-02, eta: 13:25:58, time: 1.207, data_time: 0.004, memory: 8951, top1_acc: 0.5855, top5_acc: 0.8194, loss_cls: 1.6795, loss: 1.6795, grad_norm: 2.8914 2020-07-24 03:01:42,744 - mmaction - INFO - Epoch [14][360/1074] lr: 3.500e-02, eta: 13:25:31, time: 1.190, data_time: 0.003, memory: 8951, top1_acc: 0.5891, top5_acc: 0.8161, loss_cls: 1.7004, loss: 1.7004, grad_norm: 2.8356 2020-07-24 03:02:07,431 - mmaction - INFO - Epoch [14][380/1074] lr: 3.500e-02, eta: 13:25:07, time: 1.236, data_time: 0.008, memory: 8951, top1_acc: 0.5882, top5_acc: 0.8230, loss_cls: 1.6711, loss: 1.6711, grad_norm: 2.8243 2020-07-24 03:02:31,563 - mmaction - INFO - Epoch [14][400/1074] lr: 3.500e-02, eta: 13:24:41, time: 1.206, data_time: 0.003, memory: 8951, top1_acc: 0.5940, top5_acc: 0.8170, loss_cls: 1.6573, loss: 1.6573, grad_norm: 2.8089 2020-07-24 03:02:55,778 - mmaction - INFO - Epoch [14][420/1074] lr: 3.500e-02, eta: 13:24:16, time: 1.212, data_time: 0.004, memory: 8951, top1_acc: 0.5808, top5_acc: 0.8163, loss_cls: 1.6995, loss: 1.6995, grad_norm: 2.8920 2020-07-24 03:03:19,725 - mmaction - INFO - Epoch [14][440/1074] lr: 3.500e-02, eta: 13:23:50, time: 1.198, data_time: 0.008, memory: 8951, top1_acc: 0.5993, top5_acc: 0.8158, loss_cls: 1.6860, loss: 1.6860, grad_norm: 2.8565 2020-07-24 03:03:43,671 - mmaction - INFO - Epoch [14][460/1074] lr: 3.500e-02, eta: 13:23:23, time: 1.196, data_time: 0.005, memory: 8951, top1_acc: 0.5891, top5_acc: 0.8232, loss_cls: 1.6623, loss: 1.6623, grad_norm: 2.8436 2020-07-24 03:04:08,474 - mmaction - INFO - Epoch [14][480/1074] lr: 3.500e-02, eta: 13:23:00, time: 1.240, data_time: 0.003, memory: 8951, top1_acc: 0.5768, top5_acc: 0.8212, loss_cls: 1.7017, loss: 1.7017, grad_norm: 2.8690 2020-07-24 03:04:33,131 - mmaction - INFO - Epoch [14][500/1074] lr: 3.500e-02, eta: 13:22:35, time: 1.228, data_time: 0.005, memory: 8951, top1_acc: 0.5799, top5_acc: 0.8163, loss_cls: 1.7220, loss: 1.7220, grad_norm: 2.8927 2020-07-24 03:04:56,462 - mmaction - INFO - Epoch [14][520/1074] lr: 3.500e-02, eta: 13:22:08, time: 1.172, data_time: 0.008, memory: 8951, top1_acc: 0.5897, top5_acc: 0.8201, loss_cls: 1.7027, loss: 1.7027, grad_norm: 2.9112 2020-07-24 03:05:20,870 - mmaction - INFO - Epoch [14][540/1074] lr: 3.500e-02, eta: 13:21:42, time: 1.215, data_time: 0.004, memory: 8951, top1_acc: 0.5967, top5_acc: 0.8321, loss_cls: 1.6412, loss: 1.6412, grad_norm: 2.8439 2020-07-24 03:05:44,579 - mmaction - INFO - Epoch [14][560/1074] lr: 3.500e-02, eta: 13:21:16, time: 1.190, data_time: 0.008, memory: 8951, top1_acc: 0.5960, top5_acc: 0.8234, loss_cls: 1.6621, loss: 1.6621, grad_norm: 2.8555 2020-07-24 03:06:08,765 - mmaction - INFO - Epoch [14][580/1074] lr: 3.500e-02, eta: 13:20:50, time: 1.207, data_time: 0.006, memory: 8951, top1_acc: 0.5935, top5_acc: 0.8248, loss_cls: 1.6627, loss: 1.6627, grad_norm: 2.8281 2020-07-24 03:06:33,330 - mmaction - INFO - Epoch [14][600/1074] lr: 3.500e-02, eta: 13:20:26, time: 1.230, data_time: 0.008, memory: 8951, top1_acc: 0.5766, top5_acc: 0.8038, loss_cls: 1.7581, loss: 1.7581, grad_norm: 2.8677 2020-07-24 03:06:57,945 - mmaction - INFO - Epoch [14][620/1074] lr: 3.500e-02, eta: 13:20:01, time: 1.229, data_time: 0.008, memory: 8951, top1_acc: 0.5868, top5_acc: 0.8071, loss_cls: 1.7445, loss: 1.7445, grad_norm: 2.9105 2020-07-24 03:07:23,003 - mmaction - INFO - Epoch [14][640/1074] lr: 3.500e-02, eta: 13:19:38, time: 1.253, data_time: 0.009, memory: 8951, top1_acc: 0.5871, top5_acc: 0.8172, loss_cls: 1.6985, loss: 1.6985, grad_norm: 2.8819 2020-07-24 03:07:48,185 - mmaction - INFO - Epoch [14][660/1074] lr: 3.500e-02, eta: 13:19:15, time: 1.261, data_time: 0.008, memory: 8951, top1_acc: 0.5877, top5_acc: 0.8259, loss_cls: 1.6546, loss: 1.6546, grad_norm: 2.8855 2020-07-24 03:08:12,321 - mmaction - INFO - Epoch [14][680/1074] lr: 3.500e-02, eta: 13:18:50, time: 1.206, data_time: 0.003, memory: 8951, top1_acc: 0.5848, top5_acc: 0.8283, loss_cls: 1.6647, loss: 1.6647, grad_norm: 2.9155 2020-07-24 03:08:36,868 - mmaction - INFO - Epoch [14][700/1074] lr: 3.500e-02, eta: 13:18:25, time: 1.228, data_time: 0.007, memory: 8951, top1_acc: 0.5808, top5_acc: 0.8138, loss_cls: 1.7316, loss: 1.7316, grad_norm: 2.9174 2020-07-24 03:09:01,325 - mmaction - INFO - Epoch [14][720/1074] lr: 3.500e-02, eta: 13:18:00, time: 1.222, data_time: 0.004, memory: 8951, top1_acc: 0.5978, top5_acc: 0.8188, loss_cls: 1.6947, loss: 1.6947, grad_norm: 2.7992 2020-07-24 03:09:26,434 - mmaction - INFO - Epoch [14][740/1074] lr: 3.500e-02, eta: 13:17:37, time: 1.253, data_time: 0.007, memory: 8951, top1_acc: 0.5897, top5_acc: 0.8179, loss_cls: 1.6989, loss: 1.6989, grad_norm: 2.8676 2020-07-24 03:09:51,525 - mmaction - INFO - Epoch [14][760/1074] lr: 3.500e-02, eta: 13:17:14, time: 1.258, data_time: 0.006, memory: 8951, top1_acc: 0.5884, top5_acc: 0.8181, loss_cls: 1.6966, loss: 1.6966, grad_norm: 2.8951 2020-07-24 03:10:16,182 - mmaction - INFO - Epoch [14][780/1074] lr: 3.500e-02, eta: 13:16:50, time: 1.229, data_time: 0.005, memory: 8951, top1_acc: 0.5969, top5_acc: 0.8241, loss_cls: 1.6555, loss: 1.6555, grad_norm: 2.8417 2020-07-24 03:10:40,563 - mmaction - INFO - Epoch [14][800/1074] lr: 3.500e-02, eta: 13:16:25, time: 1.221, data_time: 0.008, memory: 8951, top1_acc: 0.5846, top5_acc: 0.8156, loss_cls: 1.7145, loss: 1.7145, grad_norm: 2.8486 2020-07-24 03:11:06,080 - mmaction - INFO - Epoch [14][820/1074] lr: 3.500e-02, eta: 13:16:03, time: 1.275, data_time: 0.007, memory: 8951, top1_acc: 0.5859, top5_acc: 0.8154, loss_cls: 1.7213, loss: 1.7213, grad_norm: 2.8777 2020-07-24 03:11:31,238 - mmaction - INFO - Epoch [14][840/1074] lr: 3.500e-02, eta: 13:15:40, time: 1.258, data_time: 0.006, memory: 8951, top1_acc: 0.5877, top5_acc: 0.8112, loss_cls: 1.7019, loss: 1.7019, grad_norm: 2.8373 2020-07-24 03:11:54,848 - mmaction - INFO - Epoch [14][860/1074] lr: 3.500e-02, eta: 13:15:13, time: 1.181, data_time: 0.007, memory: 8951, top1_acc: 0.5804, top5_acc: 0.8134, loss_cls: 1.7030, loss: 1.7030, grad_norm: 2.8469 2020-07-24 03:12:19,329 - mmaction - INFO - Epoch [14][880/1074] lr: 3.500e-02, eta: 13:14:48, time: 1.222, data_time: 0.006, memory: 8951, top1_acc: 0.5717, top5_acc: 0.7958, loss_cls: 1.7748, loss: 1.7748, grad_norm: 2.8798 2020-07-24 03:12:45,017 - mmaction - INFO - Epoch [14][900/1074] lr: 3.500e-02, eta: 13:14:27, time: 1.287, data_time: 0.009, memory: 8951, top1_acc: 0.5893, top5_acc: 0.8176, loss_cls: 1.6879, loss: 1.6879, grad_norm: 2.8273 2020-07-24 03:13:08,759 - mmaction - INFO - Epoch [14][920/1074] lr: 3.500e-02, eta: 13:14:00, time: 1.186, data_time: 0.003, memory: 8951, top1_acc: 0.5810, top5_acc: 0.8118, loss_cls: 1.7172, loss: 1.7172, grad_norm: 2.7942 2020-07-24 03:13:33,637 - mmaction - INFO - Epoch [14][940/1074] lr: 3.500e-02, eta: 13:13:37, time: 1.244, data_time: 0.007, memory: 8951, top1_acc: 0.5761, top5_acc: 0.8154, loss_cls: 1.7487, loss: 1.7487, grad_norm: 2.8613 2020-07-24 03:13:57,474 - mmaction - INFO - Epoch [14][960/1074] lr: 3.500e-02, eta: 13:13:10, time: 1.193, data_time: 0.005, memory: 8951, top1_acc: 0.6027, top5_acc: 0.8319, loss_cls: 1.6128, loss: 1.6128, grad_norm: 2.8665 2020-07-24 03:14:22,323 - mmaction - INFO - Epoch [14][980/1074] lr: 3.500e-02, eta: 13:12:46, time: 1.242, data_time: 0.006, memory: 8951, top1_acc: 0.5864, top5_acc: 0.8188, loss_cls: 1.6970, loss: 1.6970, grad_norm: 2.8400 2020-07-24 03:14:46,730 - mmaction - INFO - Epoch [14][1000/1074] lr: 3.500e-02, eta: 13:12:22, time: 1.220, data_time: 0.004, memory: 8951, top1_acc: 0.5768, top5_acc: 0.8085, loss_cls: 1.7439, loss: 1.7439, grad_norm: 2.8442 2020-07-24 03:15:11,466 - mmaction - INFO - Epoch [14][1020/1074] lr: 3.500e-02, eta: 13:11:57, time: 1.233, data_time: 0.004, memory: 8951, top1_acc: 0.5761, top5_acc: 0.8165, loss_cls: 1.7041, loss: 1.7041, grad_norm: 2.7822 2020-07-24 03:15:36,006 - mmaction - INFO - Epoch [14][1040/1074] lr: 3.500e-02, eta: 13:11:33, time: 1.231, data_time: 0.007, memory: 8951, top1_acc: 0.5801, top5_acc: 0.8172, loss_cls: 1.7020, loss: 1.7020, grad_norm: 2.9334 2020-07-24 03:15:59,970 - mmaction - INFO - Epoch [14][1060/1074] lr: 3.500e-02, eta: 13:11:07, time: 1.198, data_time: 0.007, memory: 8951, top1_acc: 0.5766, top5_acc: 0.8098, loss_cls: 1.7283, loss: 1.7283, grad_norm: 2.8499 2020-07-24 03:16:16,810 - mmaction - INFO - Saving checkpoint at 14 epochs 2020-07-24 03:16:54,703 - mmaction - INFO - Epoch [15][20/1074] lr: 3.500e-02, eta: 13:10:13, time: 1.856, data_time: 0.804, memory: 8951, top1_acc: 0.5996, top5_acc: 0.8223, loss_cls: 1.6405, loss: 1.6405, grad_norm: 2.8642 2020-07-24 03:17:16,910 - mmaction - INFO - Epoch [15][40/1074] lr: 3.500e-02, eta: 13:09:43, time: 1.115, data_time: 0.008, memory: 8951, top1_acc: 0.5926, top5_acc: 0.8156, loss_cls: 1.6846, loss: 1.6846, grad_norm: 2.9529 2020-07-24 03:17:41,068 - mmaction - INFO - Epoch [15][60/1074] lr: 3.500e-02, eta: 13:09:17, time: 1.205, data_time: 0.007, memory: 8951, top1_acc: 0.5964, top5_acc: 0.8299, loss_cls: 1.6301, loss: 1.6301, grad_norm: 2.8392 2020-07-24 03:18:05,728 - mmaction - INFO - Epoch [15][80/1074] lr: 3.500e-02, eta: 13:08:53, time: 1.236, data_time: 0.007, memory: 8951, top1_acc: 0.5951, top5_acc: 0.8257, loss_cls: 1.6449, loss: 1.6449, grad_norm: 2.8248 2020-07-24 03:18:29,935 - mmaction - INFO - Epoch [15][100/1074] lr: 3.500e-02, eta: 13:08:28, time: 1.208, data_time: 0.005, memory: 8951, top1_acc: 0.5855, top5_acc: 0.8310, loss_cls: 1.6305, loss: 1.6305, grad_norm: 2.8835 2020-07-24 03:18:54,608 - mmaction - INFO - Epoch [15][120/1074] lr: 3.500e-02, eta: 13:08:04, time: 1.237, data_time: 0.007, memory: 8951, top1_acc: 0.6205, top5_acc: 0.8252, loss_cls: 1.6106, loss: 1.6106, grad_norm: 2.8063 2020-07-24 03:19:18,671 - mmaction - INFO - Epoch [15][140/1074] lr: 3.500e-02, eta: 13:07:38, time: 1.202, data_time: 0.005, memory: 8951, top1_acc: 0.6076, top5_acc: 0.8257, loss_cls: 1.6203, loss: 1.6203, grad_norm: 2.8486 2020-07-24 03:19:44,010 - mmaction - INFO - Epoch [15][160/1074] lr: 3.500e-02, eta: 13:07:16, time: 1.267, data_time: 0.004, memory: 8951, top1_acc: 0.6098, top5_acc: 0.8272, loss_cls: 1.6151, loss: 1.6151, grad_norm: 2.8380 2020-07-24 03:20:08,825 - mmaction - INFO - Epoch [15][180/1074] lr: 3.500e-02, eta: 13:06:52, time: 1.241, data_time: 0.005, memory: 8951, top1_acc: 0.5904, top5_acc: 0.8190, loss_cls: 1.6828, loss: 1.6828, grad_norm: 2.9144 2020-07-24 03:20:32,667 - mmaction - INFO - Epoch [15][200/1074] lr: 3.500e-02, eta: 13:06:25, time: 1.190, data_time: 0.002, memory: 8951, top1_acc: 0.5996, top5_acc: 0.8221, loss_cls: 1.6368, loss: 1.6368, grad_norm: 2.7883 2020-07-24 03:20:57,243 - mmaction - INFO - Epoch [15][220/1074] lr: 3.500e-02, eta: 13:06:01, time: 1.228, data_time: 0.008, memory: 8951, top1_acc: 0.5946, top5_acc: 0.8279, loss_cls: 1.6522, loss: 1.6522, grad_norm: 2.8633 2020-07-24 03:21:21,630 - mmaction - INFO - Epoch [15][240/1074] lr: 3.500e-02, eta: 13:05:36, time: 1.221, data_time: 0.010, memory: 8951, top1_acc: 0.5862, top5_acc: 0.8121, loss_cls: 1.7151, loss: 1.7151, grad_norm: 2.9106 2020-07-24 03:21:46,154 - mmaction - INFO - Epoch [15][260/1074] lr: 3.500e-02, eta: 13:05:12, time: 1.226, data_time: 0.004, memory: 8951, top1_acc: 0.5808, top5_acc: 0.8232, loss_cls: 1.6751, loss: 1.6751, grad_norm: 2.8996 2020-07-24 03:22:10,832 - mmaction - INFO - Epoch [15][280/1074] lr: 3.500e-02, eta: 13:04:47, time: 1.229, data_time: 0.006, memory: 8951, top1_acc: 0.6040, top5_acc: 0.8257, loss_cls: 1.6362, loss: 1.6362, grad_norm: 2.8648 2020-07-24 03:22:35,915 - mmaction - INFO - Epoch [15][300/1074] lr: 3.500e-02, eta: 13:04:24, time: 1.259, data_time: 0.008, memory: 8951, top1_acc: 0.5915, top5_acc: 0.8165, loss_cls: 1.6901, loss: 1.6901, grad_norm: 2.8430 2020-07-24 03:22:59,702 - mmaction - INFO - Epoch [15][320/1074] lr: 3.500e-02, eta: 13:03:58, time: 1.189, data_time: 0.003, memory: 8951, top1_acc: 0.5888, top5_acc: 0.8199, loss_cls: 1.6886, loss: 1.6886, grad_norm: 2.7951 2020-07-24 03:23:25,437 - mmaction - INFO - Epoch [15][340/1074] lr: 3.500e-02, eta: 13:03:36, time: 1.287, data_time: 0.007, memory: 8951, top1_acc: 0.5915, top5_acc: 0.8223, loss_cls: 1.6637, loss: 1.6637, grad_norm: 2.8599 2020-07-24 03:23:49,134 - mmaction - INFO - Epoch [15][360/1074] lr: 3.500e-02, eta: 13:03:09, time: 1.181, data_time: 0.007, memory: 8951, top1_acc: 0.5846, top5_acc: 0.8225, loss_cls: 1.6761, loss: 1.6761, grad_norm: 2.8807 2020-07-24 03:24:15,466 - mmaction - INFO - Epoch [15][380/1074] lr: 3.500e-02, eta: 13:02:50, time: 1.321, data_time: 0.008, memory: 8951, top1_acc: 0.5911, top5_acc: 0.8150, loss_cls: 1.6673, loss: 1.6673, grad_norm: 2.8346 2020-07-24 03:24:39,719 - mmaction - INFO - Epoch [15][400/1074] lr: 3.500e-02, eta: 13:02:24, time: 1.210, data_time: 0.004, memory: 8951, top1_acc: 0.6056, top5_acc: 0.8252, loss_cls: 1.6253, loss: 1.6253, grad_norm: 2.8500 2020-07-24 03:25:04,073 - mmaction - INFO - Epoch [15][420/1074] lr: 3.500e-02, eta: 13:01:59, time: 1.220, data_time: 0.005, memory: 8951, top1_acc: 0.5920, top5_acc: 0.8219, loss_cls: 1.6709, loss: 1.6709, grad_norm: 2.8046 2020-07-24 03:25:29,783 - mmaction - INFO - Epoch [15][440/1074] lr: 3.500e-02, eta: 13:01:38, time: 1.285, data_time: 0.003, memory: 8951, top1_acc: 0.5973, top5_acc: 0.8315, loss_cls: 1.6227, loss: 1.6227, grad_norm: 2.8790 2020-07-24 03:25:53,442 - mmaction - INFO - Epoch [15][460/1074] lr: 3.500e-02, eta: 13:01:11, time: 1.180, data_time: 0.006, memory: 8951, top1_acc: 0.5922, top5_acc: 0.8199, loss_cls: 1.6994, loss: 1.6994, grad_norm: 2.8465 2020-07-24 03:26:17,636 - mmaction - INFO - Epoch [15][480/1074] lr: 3.500e-02, eta: 13:00:46, time: 1.213, data_time: 0.008, memory: 8951, top1_acc: 0.5844, top5_acc: 0.8089, loss_cls: 1.7137, loss: 1.7137, grad_norm: 2.8421 2020-07-24 03:26:42,246 - mmaction - INFO - Epoch [15][500/1074] lr: 3.500e-02, eta: 13:00:21, time: 1.227, data_time: 0.006, memory: 8951, top1_acc: 0.5790, top5_acc: 0.8217, loss_cls: 1.6834, loss: 1.6834, grad_norm: 2.8516 2020-07-24 03:27:05,512 - mmaction - INFO - Epoch [15][520/1074] lr: 3.500e-02, eta: 12:59:54, time: 1.166, data_time: 0.007, memory: 8951, top1_acc: 0.6069, top5_acc: 0.8299, loss_cls: 1.6410, loss: 1.6410, grad_norm: 2.7935 2020-07-24 03:27:31,265 - mmaction - INFO - Epoch [15][540/1074] lr: 3.500e-02, eta: 12:59:32, time: 1.285, data_time: 0.007, memory: 8951, top1_acc: 0.5984, top5_acc: 0.8252, loss_cls: 1.6795, loss: 1.6795, grad_norm: 2.8671 2020-07-24 03:27:54,839 - mmaction - INFO - Epoch [15][560/1074] lr: 3.500e-02, eta: 12:59:05, time: 1.179, data_time: 0.008, memory: 8951, top1_acc: 0.5989, top5_acc: 0.8234, loss_cls: 1.6410, loss: 1.6410, grad_norm: 2.8628 2020-07-24 03:28:19,412 - mmaction - INFO - Epoch [15][580/1074] lr: 3.500e-02, eta: 12:58:41, time: 1.230, data_time: 0.009, memory: 8951, top1_acc: 0.5975, top5_acc: 0.8248, loss_cls: 1.6364, loss: 1.6364, grad_norm: 2.8465 2020-07-24 03:28:43,775 - mmaction - INFO - Epoch [15][600/1074] lr: 3.500e-02, eta: 12:58:16, time: 1.216, data_time: 0.008, memory: 8951, top1_acc: 0.5824, top5_acc: 0.8210, loss_cls: 1.7079, loss: 1.7079, grad_norm: 2.8922 2020-07-24 03:29:08,650 - mmaction - INFO - Epoch [15][620/1074] lr: 3.500e-02, eta: 12:57:52, time: 1.244, data_time: 0.006, memory: 8951, top1_acc: 0.5871, top5_acc: 0.8210, loss_cls: 1.6732, loss: 1.6732, grad_norm: 2.9081 2020-07-24 03:29:33,322 - mmaction - INFO - Epoch [15][640/1074] lr: 3.500e-02, eta: 12:57:28, time: 1.235, data_time: 0.008, memory: 8951, top1_acc: 0.5929, top5_acc: 0.8234, loss_cls: 1.6760, loss: 1.6760, grad_norm: 2.8567 2020-07-24 03:29:57,409 - mmaction - INFO - Epoch [15][660/1074] lr: 3.500e-02, eta: 12:57:02, time: 1.205, data_time: 0.006, memory: 8951, top1_acc: 0.5915, top5_acc: 0.8141, loss_cls: 1.6702, loss: 1.6702, grad_norm: 2.8489 2020-07-24 03:30:21,512 - mmaction - INFO - Epoch [15][680/1074] lr: 3.500e-02, eta: 12:56:36, time: 1.203, data_time: 0.006, memory: 8951, top1_acc: 0.5886, top5_acc: 0.8150, loss_cls: 1.6914, loss: 1.6914, grad_norm: 2.8887 2020-07-24 03:30:45,548 - mmaction - INFO - Epoch [15][700/1074] lr: 3.500e-02, eta: 12:56:11, time: 1.204, data_time: 0.007, memory: 8951, top1_acc: 0.5924, top5_acc: 0.8208, loss_cls: 1.6647, loss: 1.6647, grad_norm: 2.9019 2020-07-24 03:31:10,994 - mmaction - INFO - Epoch [15][720/1074] lr: 3.500e-02, eta: 12:55:48, time: 1.269, data_time: 0.007, memory: 8951, top1_acc: 0.6020, top5_acc: 0.8214, loss_cls: 1.6359, loss: 1.6359, grad_norm: 2.7985 2020-07-24 03:31:34,289 - mmaction - INFO - Epoch [15][740/1074] lr: 3.500e-02, eta: 12:55:21, time: 1.169, data_time: 0.007, memory: 8951, top1_acc: 0.5982, top5_acc: 0.8308, loss_cls: 1.6120, loss: 1.6120, grad_norm: 2.8758 2020-07-24 03:31:58,559 - mmaction - INFO - Epoch [15][760/1074] lr: 3.500e-02, eta: 12:54:56, time: 1.209, data_time: 0.006, memory: 8951, top1_acc: 0.5879, top5_acc: 0.8219, loss_cls: 1.6862, loss: 1.6862, grad_norm: 2.9163 2020-07-24 03:32:22,516 - mmaction - INFO - Epoch [15][780/1074] lr: 3.500e-02, eta: 12:54:30, time: 1.202, data_time: 0.008, memory: 8951, top1_acc: 0.5920, top5_acc: 0.8221, loss_cls: 1.6568, loss: 1.6568, grad_norm: 2.8145 2020-07-24 03:32:46,915 - mmaction - INFO - Epoch [15][800/1074] lr: 3.500e-02, eta: 12:54:05, time: 1.217, data_time: 0.006, memory: 8951, top1_acc: 0.5980, top5_acc: 0.8212, loss_cls: 1.6615, loss: 1.6615, grad_norm: 2.8080 2020-07-24 03:33:12,372 - mmaction - INFO - Epoch [15][820/1074] lr: 3.500e-02, eta: 12:53:43, time: 1.276, data_time: 0.008, memory: 8951, top1_acc: 0.5993, top5_acc: 0.8217, loss_cls: 1.6646, loss: 1.6646, grad_norm: 2.8447 2020-07-24 03:33:37,419 - mmaction - INFO - Epoch [15][840/1074] lr: 3.500e-02, eta: 12:53:19, time: 1.252, data_time: 0.005, memory: 8951, top1_acc: 0.5980, top5_acc: 0.8156, loss_cls: 1.6630, loss: 1.6630, grad_norm: 2.8503 2020-07-24 03:34:02,074 - mmaction - INFO - Epoch [15][860/1074] lr: 3.500e-02, eta: 12:52:55, time: 1.232, data_time: 0.008, memory: 8951, top1_acc: 0.5882, top5_acc: 0.8208, loss_cls: 1.7019, loss: 1.7019, grad_norm: 2.9285 2020-07-24 03:34:26,606 - mmaction - INFO - Epoch [15][880/1074] lr: 3.500e-02, eta: 12:52:31, time: 1.227, data_time: 0.004, memory: 8951, top1_acc: 0.5866, top5_acc: 0.8170, loss_cls: 1.6958, loss: 1.6958, grad_norm: 2.8399 2020-07-24 03:34:50,964 - mmaction - INFO - Epoch [15][900/1074] lr: 3.500e-02, eta: 12:52:06, time: 1.218, data_time: 0.006, memory: 8951, top1_acc: 0.5864, top5_acc: 0.8237, loss_cls: 1.6643, loss: 1.6643, grad_norm: 2.8153 2020-07-24 03:35:15,793 - mmaction - INFO - Epoch [15][920/1074] lr: 3.500e-02, eta: 12:51:42, time: 1.238, data_time: 0.003, memory: 8951, top1_acc: 0.5915, top5_acc: 0.8228, loss_cls: 1.6823, loss: 1.6823, grad_norm: 2.9021 2020-07-24 03:35:40,341 - mmaction - INFO - Epoch [15][940/1074] lr: 3.500e-02, eta: 12:51:17, time: 1.230, data_time: 0.009, memory: 8951, top1_acc: 0.5944, top5_acc: 0.8143, loss_cls: 1.6953, loss: 1.6953, grad_norm: 2.8963 2020-07-24 03:36:03,867 - mmaction - INFO - Epoch [15][960/1074] lr: 3.500e-02, eta: 12:50:50, time: 1.173, data_time: 0.007, memory: 8951, top1_acc: 0.5839, top5_acc: 0.8248, loss_cls: 1.7020, loss: 1.7020, grad_norm: 2.8820 2020-07-24 03:36:30,406 - mmaction - INFO - Epoch [15][980/1074] lr: 3.500e-02, eta: 12:50:31, time: 1.331, data_time: 0.008, memory: 8951, top1_acc: 0.6000, top5_acc: 0.8257, loss_cls: 1.6433, loss: 1.6433, grad_norm: 2.8671 2020-07-24 03:36:53,647 - mmaction - INFO - Epoch [15][1000/1074] lr: 3.500e-02, eta: 12:50:03, time: 1.156, data_time: 0.006, memory: 8951, top1_acc: 0.5993, top5_acc: 0.8118, loss_cls: 1.6720, loss: 1.6720, grad_norm: 2.9016 2020-07-24 03:37:18,750 - mmaction - INFO - Epoch [15][1020/1074] lr: 3.500e-02, eta: 12:49:40, time: 1.260, data_time: 0.009, memory: 8951, top1_acc: 0.5915, top5_acc: 0.8158, loss_cls: 1.6952, loss: 1.6952, grad_norm: 2.8394 2020-07-24 03:37:42,833 - mmaction - INFO - Epoch [15][1040/1074] lr: 3.500e-02, eta: 12:49:14, time: 1.203, data_time: 0.007, memory: 8951, top1_acc: 0.5855, top5_acc: 0.8190, loss_cls: 1.6719, loss: 1.6719, grad_norm: 2.8200 2020-07-24 03:38:06,305 - mmaction - INFO - Epoch [15][1060/1074] lr: 3.500e-02, eta: 12:48:47, time: 1.175, data_time: 0.008, memory: 8951, top1_acc: 0.6096, top5_acc: 0.8230, loss_cls: 1.6243, loss: 1.6243, grad_norm: 2.7572 2020-07-24 03:38:23,066 - mmaction - INFO - Saving checkpoint at 15 epochs 2020-07-24 03:38:56,909 - mmaction - INFO - Epoch [16][20/1074] lr: 3.500e-02, eta: 12:47:46, time: 1.664, data_time: 0.523, memory: 8951, top1_acc: 0.6027, top5_acc: 0.8288, loss_cls: 1.5864, loss: 1.5864, grad_norm: 2.8357 2020-07-24 03:39:21,271 - mmaction - INFO - Epoch [16][40/1074] lr: 3.500e-02, eta: 12:47:21, time: 1.218, data_time: 0.004, memory: 8951, top1_acc: 0.6190, top5_acc: 0.8348, loss_cls: 1.5640, loss: 1.5640, grad_norm: 2.7579 2020-07-24 03:39:44,433 - mmaction - INFO - Epoch [16][60/1074] lr: 3.500e-02, eta: 12:46:53, time: 1.157, data_time: 0.007, memory: 8951, top1_acc: 0.6051, top5_acc: 0.8283, loss_cls: 1.6153, loss: 1.6153, grad_norm: 2.9094 2020-07-24 03:40:07,874 - mmaction - INFO - Epoch [16][80/1074] lr: 3.500e-02, eta: 12:46:26, time: 1.175, data_time: 0.008, memory: 8951, top1_acc: 0.5953, top5_acc: 0.8248, loss_cls: 1.6346, loss: 1.6346, grad_norm: 2.9133 2020-07-24 03:40:32,734 - mmaction - INFO - Epoch [16][100/1074] lr: 3.500e-02, eta: 12:46:03, time: 1.242, data_time: 0.003, memory: 8951, top1_acc: 0.6136, top5_acc: 0.8395, loss_cls: 1.5684, loss: 1.5684, grad_norm: 2.8480 2020-07-24 03:40:58,024 - mmaction - INFO - Epoch [16][120/1074] lr: 3.500e-02, eta: 12:45:40, time: 1.261, data_time: 0.007, memory: 8951, top1_acc: 0.6083, top5_acc: 0.8344, loss_cls: 1.6083, loss: 1.6083, grad_norm: 2.8475 2020-07-24 03:41:21,301 - mmaction - INFO - Epoch [16][140/1074] lr: 3.500e-02, eta: 12:45:12, time: 1.168, data_time: 0.008, memory: 8951, top1_acc: 0.5975, top5_acc: 0.8270, loss_cls: 1.6231, loss: 1.6231, grad_norm: 2.8486 2020-07-24 03:41:46,978 - mmaction - INFO - Epoch [16][160/1074] lr: 3.500e-02, eta: 12:44:51, time: 1.283, data_time: 0.006, memory: 8951, top1_acc: 0.6136, top5_acc: 0.8342, loss_cls: 1.5908, loss: 1.5908, grad_norm: 2.8818 2020-07-24 03:42:12,049 - mmaction - INFO - Epoch [16][180/1074] lr: 3.500e-02, eta: 12:44:27, time: 1.256, data_time: 0.007, memory: 8951, top1_acc: 0.6004, top5_acc: 0.8192, loss_cls: 1.6494, loss: 1.6494, grad_norm: 2.8805 2020-07-24 03:42:36,081 - mmaction - INFO - Epoch [16][200/1074] lr: 3.500e-02, eta: 12:44:02, time: 1.200, data_time: 0.005, memory: 8951, top1_acc: 0.6031, top5_acc: 0.8350, loss_cls: 1.6080, loss: 1.6080, grad_norm: 2.8379 2020-07-24 03:42:59,636 - mmaction - INFO - Epoch [16][220/1074] lr: 3.500e-02, eta: 12:43:35, time: 1.178, data_time: 0.004, memory: 8951, top1_acc: 0.5924, top5_acc: 0.8259, loss_cls: 1.6757, loss: 1.6757, grad_norm: 2.8824 2020-07-24 03:43:25,673 - mmaction - INFO - Epoch [16][240/1074] lr: 3.500e-02, eta: 12:43:14, time: 1.303, data_time: 0.008, memory: 8951, top1_acc: 0.5964, top5_acc: 0.8353, loss_cls: 1.6278, loss: 1.6278, grad_norm: 2.8790 2020-07-24 03:43:51,047 - mmaction - INFO - Epoch [16][260/1074] lr: 3.500e-02, eta: 12:42:51, time: 1.269, data_time: 0.004, memory: 8951, top1_acc: 0.6105, top5_acc: 0.8297, loss_cls: 1.5883, loss: 1.5883, grad_norm: 2.8374 2020-07-24 03:44:14,995 - mmaction - INFO - Epoch [16][280/1074] lr: 3.500e-02, eta: 12:42:26, time: 1.197, data_time: 0.005, memory: 8951, top1_acc: 0.6007, top5_acc: 0.8304, loss_cls: 1.6074, loss: 1.6074, grad_norm: 2.8888 2020-07-24 03:44:39,034 - mmaction - INFO - Epoch [16][300/1074] lr: 3.500e-02, eta: 12:42:00, time: 1.202, data_time: 0.004, memory: 8951, top1_acc: 0.5933, top5_acc: 0.8283, loss_cls: 1.6591, loss: 1.6591, grad_norm: 2.8650 2020-07-24 03:45:03,516 - mmaction - INFO - Epoch [16][320/1074] lr: 3.500e-02, eta: 12:41:35, time: 1.224, data_time: 0.006, memory: 8951, top1_acc: 0.5911, top5_acc: 0.8313, loss_cls: 1.6305, loss: 1.6305, grad_norm: 2.8624 2020-07-24 03:45:28,094 - mmaction - INFO - Epoch [16][340/1074] lr: 3.500e-02, eta: 12:41:11, time: 1.229, data_time: 0.004, memory: 8951, top1_acc: 0.5924, top5_acc: 0.8161, loss_cls: 1.6865, loss: 1.6865, grad_norm: 2.9561 2020-07-24 03:45:52,969 - mmaction - INFO - Epoch [16][360/1074] lr: 3.500e-02, eta: 12:40:47, time: 1.245, data_time: 0.007, memory: 8951, top1_acc: 0.6020, top5_acc: 0.8286, loss_cls: 1.6323, loss: 1.6323, grad_norm: 2.8703 2020-07-24 03:46:18,079 - mmaction - INFO - Epoch [16][380/1074] lr: 3.500e-02, eta: 12:40:24, time: 1.255, data_time: 0.004, memory: 8951, top1_acc: 0.5902, top5_acc: 0.8228, loss_cls: 1.6498, loss: 1.6498, grad_norm: 2.8364 2020-07-24 03:46:42,681 - mmaction - INFO - Epoch [16][400/1074] lr: 3.500e-02, eta: 12:40:00, time: 1.231, data_time: 0.005, memory: 8951, top1_acc: 0.6060, top5_acc: 0.8228, loss_cls: 1.6323, loss: 1.6323, grad_norm: 2.8432 2020-07-24 03:47:08,052 - mmaction - INFO - Epoch [16][420/1074] lr: 3.500e-02, eta: 12:39:37, time: 1.264, data_time: 0.005, memory: 8951, top1_acc: 0.5996, top5_acc: 0.8156, loss_cls: 1.6668, loss: 1.6668, grad_norm: 2.8780 2020-07-24 03:47:32,380 - mmaction - INFO - Epoch [16][440/1074] lr: 3.500e-02, eta: 12:39:12, time: 1.221, data_time: 0.007, memory: 8951, top1_acc: 0.5940, top5_acc: 0.8310, loss_cls: 1.6178, loss: 1.6178, grad_norm: 2.8589 2020-07-24 03:47:58,161 - mmaction - INFO - Epoch [16][460/1074] lr: 3.500e-02, eta: 12:38:50, time: 1.286, data_time: 0.005, memory: 8951, top1_acc: 0.6025, top5_acc: 0.8279, loss_cls: 1.6446, loss: 1.6446, grad_norm: 2.8970 2020-07-24 03:48:21,905 - mmaction - INFO - Epoch [16][480/1074] lr: 3.500e-02, eta: 12:38:24, time: 1.188, data_time: 0.007, memory: 8951, top1_acc: 0.6013, top5_acc: 0.8281, loss_cls: 1.6243, loss: 1.6243, grad_norm: 2.9064 2020-07-24 03:48:48,107 - mmaction - INFO - Epoch [16][500/1074] lr: 3.500e-02, eta: 12:38:03, time: 1.311, data_time: 0.008, memory: 8951, top1_acc: 0.5897, top5_acc: 0.8237, loss_cls: 1.6740, loss: 1.6740, grad_norm: 2.9242 2020-07-24 03:49:12,148 - mmaction - INFO - Epoch [16][520/1074] lr: 3.500e-02, eta: 12:37:38, time: 1.203, data_time: 0.004, memory: 8951, top1_acc: 0.5949, top5_acc: 0.8277, loss_cls: 1.6615, loss: 1.6615, grad_norm: 2.8162 2020-07-24 03:49:37,218 - mmaction - INFO - Epoch [16][540/1074] lr: 3.500e-02, eta: 12:37:14, time: 1.253, data_time: 0.007, memory: 8951, top1_acc: 0.5924, top5_acc: 0.8232, loss_cls: 1.6435, loss: 1.6435, grad_norm: 2.8391 2020-07-24 03:50:00,451 - mmaction - INFO - Epoch [16][560/1074] lr: 3.500e-02, eta: 12:36:47, time: 1.162, data_time: 0.003, memory: 8951, top1_acc: 0.6165, top5_acc: 0.8330, loss_cls: 1.5894, loss: 1.5894, grad_norm: 2.7819 2020-07-24 03:50:24,305 - mmaction - INFO - Epoch [16][580/1074] lr: 3.500e-02, eta: 12:36:21, time: 1.189, data_time: 0.005, memory: 8951, top1_acc: 0.5866, top5_acc: 0.8279, loss_cls: 1.6475, loss: 1.6475, grad_norm: 2.9098 2020-07-24 03:50:49,953 - mmaction - INFO - Epoch [16][600/1074] lr: 3.500e-02, eta: 12:35:59, time: 1.285, data_time: 0.008, memory: 8951, top1_acc: 0.5982, top5_acc: 0.8199, loss_cls: 1.6737, loss: 1.6737, grad_norm: 2.9417 2020-07-24 03:51:14,379 - mmaction - INFO - Epoch [16][620/1074] lr: 3.500e-02, eta: 12:35:34, time: 1.217, data_time: 0.006, memory: 8951, top1_acc: 0.5786, top5_acc: 0.8138, loss_cls: 1.7213, loss: 1.7213, grad_norm: 2.9429 2020-07-24 03:51:39,520 - mmaction - INFO - Epoch [16][640/1074] lr: 3.500e-02, eta: 12:35:11, time: 1.261, data_time: 0.007, memory: 8951, top1_acc: 0.5935, top5_acc: 0.8185, loss_cls: 1.6754, loss: 1.6754, grad_norm: 2.9096 2020-07-24 03:52:03,202 - mmaction - INFO - Epoch [16][660/1074] lr: 3.500e-02, eta: 12:34:45, time: 1.182, data_time: 0.006, memory: 8951, top1_acc: 0.5879, top5_acc: 0.8163, loss_cls: 1.6914, loss: 1.6914, grad_norm: 2.8498 2020-07-24 03:52:28,160 - mmaction - INFO - Epoch [16][680/1074] lr: 3.500e-02, eta: 12:34:21, time: 1.251, data_time: 0.008, memory: 8951, top1_acc: 0.5871, top5_acc: 0.8136, loss_cls: 1.7003, loss: 1.7003, grad_norm: 2.8570 2020-07-24 03:52:51,478 - mmaction - INFO - Epoch [16][700/1074] lr: 3.500e-02, eta: 12:33:54, time: 1.166, data_time: 0.005, memory: 8951, top1_acc: 0.5978, top5_acc: 0.8208, loss_cls: 1.6719, loss: 1.6719, grad_norm: 2.9026 2020-07-24 03:53:16,208 - mmaction - INFO - Epoch [16][720/1074] lr: 3.500e-02, eta: 12:33:30, time: 1.231, data_time: 0.003, memory: 8951, top1_acc: 0.5826, top5_acc: 0.8212, loss_cls: 1.6849, loss: 1.6849, grad_norm: 2.9081 2020-07-24 03:53:40,348 - mmaction - INFO - Epoch [16][740/1074] lr: 3.500e-02, eta: 12:33:04, time: 1.212, data_time: 0.008, memory: 8951, top1_acc: 0.5989, top5_acc: 0.8292, loss_cls: 1.6460, loss: 1.6460, grad_norm: 2.8297 2020-07-24 03:54:04,633 - mmaction - INFO - Epoch [16][760/1074] lr: 3.500e-02, eta: 12:32:39, time: 1.212, data_time: 0.005, memory: 8951, top1_acc: 0.6000, top5_acc: 0.8212, loss_cls: 1.6437, loss: 1.6437, grad_norm: 2.8803 2020-07-24 03:54:30,040 - mmaction - INFO - Epoch [16][780/1074] lr: 3.500e-02, eta: 12:32:17, time: 1.268, data_time: 0.008, memory: 8951, top1_acc: 0.5931, top5_acc: 0.8163, loss_cls: 1.6737, loss: 1.6737, grad_norm: 2.7857 2020-07-24 03:54:54,096 - mmaction - INFO - Epoch [16][800/1074] lr: 3.500e-02, eta: 12:31:51, time: 1.206, data_time: 0.010, memory: 8951, top1_acc: 0.5958, top5_acc: 0.8205, loss_cls: 1.6769, loss: 1.6769, grad_norm: 2.8586 2020-07-24 03:55:18,360 - mmaction - INFO - Epoch [16][820/1074] lr: 3.500e-02, eta: 12:31:26, time: 1.215, data_time: 0.006, memory: 8951, top1_acc: 0.5929, top5_acc: 0.8250, loss_cls: 1.6864, loss: 1.6864, grad_norm: 2.8461 2020-07-24 03:55:42,974 - mmaction - INFO - Epoch [16][840/1074] lr: 3.500e-02, eta: 12:31:02, time: 1.227, data_time: 0.005, memory: 8951, top1_acc: 0.5993, top5_acc: 0.8295, loss_cls: 1.6254, loss: 1.6254, grad_norm: 2.8426 2020-07-24 03:56:07,792 - mmaction - INFO - Epoch [16][860/1074] lr: 3.500e-02, eta: 12:30:38, time: 1.243, data_time: 0.007, memory: 8951, top1_acc: 0.5913, top5_acc: 0.8190, loss_cls: 1.6779, loss: 1.6779, grad_norm: 2.8933 2020-07-24 03:56:32,317 - mmaction - INFO - Epoch [16][880/1074] lr: 3.500e-02, eta: 12:30:13, time: 1.225, data_time: 0.008, memory: 8951, top1_acc: 0.5877, top5_acc: 0.8210, loss_cls: 1.6794, loss: 1.6794, grad_norm: 2.8525 2020-07-24 03:56:56,045 - mmaction - INFO - Epoch [16][900/1074] lr: 3.500e-02, eta: 12:29:47, time: 1.188, data_time: 0.008, memory: 8951, top1_acc: 0.5913, top5_acc: 0.8201, loss_cls: 1.6798, loss: 1.6798, grad_norm: 2.8014 2020-07-24 03:57:20,181 - mmaction - INFO - Epoch [16][920/1074] lr: 3.500e-02, eta: 12:29:22, time: 1.205, data_time: 0.007, memory: 8951, top1_acc: 0.5926, top5_acc: 0.8179, loss_cls: 1.6657, loss: 1.6657, grad_norm: 2.8302 2020-07-24 03:57:44,335 - mmaction - INFO - Epoch [16][940/1074] lr: 3.500e-02, eta: 12:28:57, time: 1.210, data_time: 0.007, memory: 8951, top1_acc: 0.5922, top5_acc: 0.8212, loss_cls: 1.6754, loss: 1.6754, grad_norm: 2.7966 2020-07-24 03:58:08,410 - mmaction - INFO - Epoch [16][960/1074] lr: 3.500e-02, eta: 12:28:31, time: 1.202, data_time: 0.006, memory: 8951, top1_acc: 0.5998, top5_acc: 0.8275, loss_cls: 1.6389, loss: 1.6389, grad_norm: 2.8290 2020-07-24 03:58:32,503 - mmaction - INFO - Epoch [16][980/1074] lr: 3.500e-02, eta: 12:28:06, time: 1.206, data_time: 0.008, memory: 8951, top1_acc: 0.5978, top5_acc: 0.8232, loss_cls: 1.6386, loss: 1.6386, grad_norm: 2.8975 2020-07-24 03:58:57,068 - mmaction - INFO - Epoch [16][1000/1074] lr: 3.500e-02, eta: 12:27:41, time: 1.229, data_time: 0.006, memory: 8951, top1_acc: 0.5877, top5_acc: 0.8234, loss_cls: 1.6739, loss: 1.6739, grad_norm: 2.8135 2020-07-24 03:59:21,470 - mmaction - INFO - Epoch [16][1020/1074] lr: 3.500e-02, eta: 12:27:16, time: 1.220, data_time: 0.005, memory: 8951, top1_acc: 0.5897, top5_acc: 0.8243, loss_cls: 1.6768, loss: 1.6768, grad_norm: 2.8713 2020-07-24 03:59:45,341 - mmaction - INFO - Epoch [16][1040/1074] lr: 3.500e-02, eta: 12:26:50, time: 1.191, data_time: 0.006, memory: 8951, top1_acc: 0.5886, top5_acc: 0.8143, loss_cls: 1.7169, loss: 1.7169, grad_norm: 2.8743 2020-07-24 04:00:14,946 - mmaction - INFO - Epoch [16][1060/1074] lr: 3.500e-02, eta: 12:26:36, time: 1.468, data_time: 0.006, memory: 8951, top1_acc: 0.6025, top5_acc: 0.8239, loss_cls: 1.6414, loss: 1.6414, grad_norm: 2.8349 2020-07-24 04:00:30,080 - mmaction - INFO - Saving checkpoint at 16 epochs 2020-07-24 04:01:06,387 - mmaction - INFO - Epoch [17][20/1074] lr: 3.500e-02, eta: 12:25:41, time: 1.774, data_time: 0.600, memory: 8951, top1_acc: 0.6027, top5_acc: 0.8283, loss_cls: 1.6138, loss: 1.6138, grad_norm: 2.9556 2020-07-24 04:01:30,226 - mmaction - INFO - Epoch [17][40/1074] lr: 3.500e-02, eta: 12:25:16, time: 1.197, data_time: 0.011, memory: 8951, top1_acc: 0.5955, top5_acc: 0.8310, loss_cls: 1.6439, loss: 1.6439, grad_norm: 2.8868 2020-07-24 04:01:54,712 - mmaction - INFO - Epoch [17][60/1074] lr: 3.500e-02, eta: 12:24:51, time: 1.226, data_time: 0.011, memory: 8951, top1_acc: 0.6176, top5_acc: 0.8353, loss_cls: 1.5562, loss: 1.5562, grad_norm: 2.7798 2020-07-24 04:02:19,277 - mmaction - INFO - Epoch [17][80/1074] lr: 3.500e-02, eta: 12:24:27, time: 1.229, data_time: 0.003, memory: 8951, top1_acc: 0.6031, top5_acc: 0.8330, loss_cls: 1.5868, loss: 1.5868, grad_norm: 2.8140 2020-07-24 04:02:44,705 - mmaction - INFO - Epoch [17][100/1074] lr: 3.500e-02, eta: 12:24:04, time: 1.272, data_time: 0.003, memory: 8951, top1_acc: 0.6165, top5_acc: 0.8366, loss_cls: 1.5786, loss: 1.5786, grad_norm: 2.8662 2020-07-24 04:03:08,940 - mmaction - INFO - Epoch [17][120/1074] lr: 3.500e-02, eta: 12:23:39, time: 1.211, data_time: 0.004, memory: 8951, top1_acc: 0.6121, top5_acc: 0.8263, loss_cls: 1.5785, loss: 1.5785, grad_norm: 2.8351 2020-07-24 04:03:33,907 - mmaction - INFO - Epoch [17][140/1074] lr: 3.500e-02, eta: 12:23:15, time: 1.247, data_time: 0.008, memory: 8951, top1_acc: 0.6181, top5_acc: 0.8413, loss_cls: 1.5406, loss: 1.5406, grad_norm: 2.8411 2020-07-24 04:03:57,730 - mmaction - INFO - Epoch [17][160/1074] lr: 3.500e-02, eta: 12:22:49, time: 1.192, data_time: 0.006, memory: 8951, top1_acc: 0.6020, top5_acc: 0.8382, loss_cls: 1.6096, loss: 1.6096, grad_norm: 2.9418 2020-07-24 04:04:22,948 - mmaction - INFO - Epoch [17][180/1074] lr: 3.500e-02, eta: 12:22:26, time: 1.261, data_time: 0.006, memory: 8951, top1_acc: 0.5982, top5_acc: 0.8304, loss_cls: 1.6271, loss: 1.6271, grad_norm: 2.8877 2020-07-24 04:04:47,547 - mmaction - INFO - Epoch [17][200/1074] lr: 3.500e-02, eta: 12:22:02, time: 1.230, data_time: 0.005, memory: 8951, top1_acc: 0.6083, top5_acc: 0.8408, loss_cls: 1.5985, loss: 1.5985, grad_norm: 2.8797 2020-07-24 04:05:11,227 - mmaction - INFO - Epoch [17][220/1074] lr: 3.500e-02, eta: 12:21:36, time: 1.185, data_time: 0.006, memory: 8951, top1_acc: 0.6109, top5_acc: 0.8313, loss_cls: 1.6027, loss: 1.6027, grad_norm: 2.8276 2020-07-24 04:05:35,588 - mmaction - INFO - Epoch [17][240/1074] lr: 3.500e-02, eta: 12:21:11, time: 1.217, data_time: 0.002, memory: 8951, top1_acc: 0.6129, top5_acc: 0.8315, loss_cls: 1.5872, loss: 1.5872, grad_norm: 2.8817 2020-07-24 04:06:00,484 - mmaction - INFO - Epoch [17][260/1074] lr: 3.500e-02, eta: 12:20:47, time: 1.244, data_time: 0.007, memory: 8951, top1_acc: 0.6188, top5_acc: 0.8464, loss_cls: 1.5296, loss: 1.5296, grad_norm: 2.8667 2020-07-24 04:06:24,629 - mmaction - INFO - Epoch [17][280/1074] lr: 3.500e-02, eta: 12:20:22, time: 1.204, data_time: 0.008, memory: 8951, top1_acc: 0.6040, top5_acc: 0.8270, loss_cls: 1.5945, loss: 1.5945, grad_norm: 2.8805 2020-07-24 04:06:48,705 - mmaction - INFO - Epoch [17][300/1074] lr: 3.500e-02, eta: 12:19:56, time: 1.207, data_time: 0.008, memory: 8951, top1_acc: 0.6056, top5_acc: 0.8286, loss_cls: 1.6284, loss: 1.6284, grad_norm: 2.7986 2020-07-24 04:07:12,768 - mmaction - INFO - Epoch [17][320/1074] lr: 3.500e-02, eta: 12:19:31, time: 1.201, data_time: 0.006, memory: 8951, top1_acc: 0.5993, top5_acc: 0.8237, loss_cls: 1.6477, loss: 1.6477, grad_norm: 2.8051 2020-07-24 04:07:36,503 - mmaction - INFO - Epoch [17][340/1074] lr: 3.500e-02, eta: 12:19:05, time: 1.188, data_time: 0.008, memory: 8951, top1_acc: 0.6016, top5_acc: 0.8243, loss_cls: 1.6179, loss: 1.6179, grad_norm: 2.9183 2020-07-24 04:08:02,535 - mmaction - INFO - Epoch [17][360/1074] lr: 3.500e-02, eta: 12:18:43, time: 1.303, data_time: 0.008, memory: 8951, top1_acc: 0.6069, top5_acc: 0.8234, loss_cls: 1.6344, loss: 1.6344, grad_norm: 2.9563 2020-07-24 04:08:27,096 - mmaction - INFO - Epoch [17][380/1074] lr: 3.500e-02, eta: 12:18:19, time: 1.230, data_time: 0.006, memory: 8951, top1_acc: 0.5951, top5_acc: 0.8292, loss_cls: 1.6277, loss: 1.6277, grad_norm: 2.8862 2020-07-24 04:08:51,712 - mmaction - INFO - Epoch [17][400/1074] lr: 3.500e-02, eta: 12:17:55, time: 1.230, data_time: 0.005, memory: 8951, top1_acc: 0.6045, top5_acc: 0.8337, loss_cls: 1.5901, loss: 1.5901, grad_norm: 2.8953 2020-07-24 04:09:15,865 - mmaction - INFO - Epoch [17][420/1074] lr: 3.500e-02, eta: 12:17:29, time: 1.207, data_time: 0.004, memory: 8951, top1_acc: 0.6054, top5_acc: 0.8281, loss_cls: 1.6093, loss: 1.6093, grad_norm: 2.8224 2020-07-24 04:09:39,996 - mmaction - INFO - Epoch [17][440/1074] lr: 3.500e-02, eta: 12:17:04, time: 1.204, data_time: 0.007, memory: 8951, top1_acc: 0.6150, top5_acc: 0.8321, loss_cls: 1.5819, loss: 1.5819, grad_norm: 2.8821 2020-07-24 04:10:04,241 - mmaction - INFO - Epoch [17][460/1074] lr: 3.500e-02, eta: 12:16:39, time: 1.216, data_time: 0.008, memory: 8951, top1_acc: 0.6033, top5_acc: 0.8328, loss_cls: 1.5923, loss: 1.5923, grad_norm: 2.8510 2020-07-24 04:10:28,880 - mmaction - INFO - Epoch [17][480/1074] lr: 3.500e-02, eta: 12:16:15, time: 1.232, data_time: 0.003, memory: 8951, top1_acc: 0.6007, top5_acc: 0.8237, loss_cls: 1.6484, loss: 1.6484, grad_norm: 2.9014 2020-07-24 04:10:53,528 - mmaction - INFO - Epoch [17][500/1074] lr: 3.500e-02, eta: 12:15:50, time: 1.232, data_time: 0.007, memory: 8951, top1_acc: 0.6002, top5_acc: 0.8205, loss_cls: 1.6495, loss: 1.6495, grad_norm: 2.8882 2020-07-24 04:11:17,641 - mmaction - INFO - Epoch [17][520/1074] lr: 3.500e-02, eta: 12:15:25, time: 1.204, data_time: 0.008, memory: 8951, top1_acc: 0.5875, top5_acc: 0.8158, loss_cls: 1.6975, loss: 1.6975, grad_norm: 2.9161 2020-07-24 04:11:42,203 - mmaction - INFO - Epoch [17][540/1074] lr: 3.500e-02, eta: 12:15:01, time: 1.230, data_time: 0.006, memory: 8951, top1_acc: 0.5987, top5_acc: 0.8306, loss_cls: 1.6247, loss: 1.6247, grad_norm: 2.8752 2020-07-24 04:12:06,868 - mmaction - INFO - Epoch [17][560/1074] lr: 3.500e-02, eta: 12:14:36, time: 1.234, data_time: 0.007, memory: 8951, top1_acc: 0.6033, top5_acc: 0.8371, loss_cls: 1.6071, loss: 1.6071, grad_norm: 2.8955 2020-07-24 04:12:30,238 - mmaction - INFO - Epoch [17][580/1074] lr: 3.500e-02, eta: 12:14:09, time: 1.164, data_time: 0.005, memory: 8951, top1_acc: 0.6013, top5_acc: 0.8310, loss_cls: 1.6243, loss: 1.6243, grad_norm: 2.8646 2020-07-24 04:12:54,523 - mmaction - INFO - Epoch [17][600/1074] lr: 3.500e-02, eta: 12:13:45, time: 1.216, data_time: 0.011, memory: 8951, top1_acc: 0.5940, top5_acc: 0.8279, loss_cls: 1.6373, loss: 1.6373, grad_norm: 2.9380 2020-07-24 04:13:20,904 - mmaction - INFO - Epoch [17][620/1074] lr: 3.500e-02, eta: 12:13:24, time: 1.322, data_time: 0.009, memory: 8951, top1_acc: 0.6083, top5_acc: 0.8243, loss_cls: 1.6349, loss: 1.6349, grad_norm: 2.8037 2020-07-24 04:13:43,947 - mmaction - INFO - Epoch [17][640/1074] lr: 3.500e-02, eta: 12:12:56, time: 1.151, data_time: 0.006, memory: 8951, top1_acc: 0.6042, top5_acc: 0.8292, loss_cls: 1.5885, loss: 1.5885, grad_norm: 2.8310 2020-07-24 04:14:07,778 - mmaction - INFO - Epoch [17][660/1074] lr: 3.500e-02, eta: 12:12:31, time: 1.192, data_time: 0.004, memory: 8951, top1_acc: 0.6029, top5_acc: 0.8315, loss_cls: 1.6103, loss: 1.6103, grad_norm: 2.7948 2020-07-24 04:14:32,978 - mmaction - INFO - Epoch [17][680/1074] lr: 3.500e-02, eta: 12:12:07, time: 1.257, data_time: 0.007, memory: 8951, top1_acc: 0.6036, top5_acc: 0.8272, loss_cls: 1.6259, loss: 1.6259, grad_norm: 2.8737 2020-07-24 04:14:57,010 - mmaction - INFO - Epoch [17][700/1074] lr: 3.500e-02, eta: 12:11:42, time: 1.202, data_time: 0.008, memory: 8951, top1_acc: 0.5864, top5_acc: 0.8150, loss_cls: 1.6873, loss: 1.6873, grad_norm: 2.8811 2020-07-24 04:15:22,305 - mmaction - INFO - Epoch [17][720/1074] lr: 3.500e-02, eta: 12:11:19, time: 1.263, data_time: 0.009, memory: 8951, top1_acc: 0.6033, top5_acc: 0.8266, loss_cls: 1.6517, loss: 1.6517, grad_norm: 2.7985 2020-07-24 04:15:45,550 - mmaction - INFO - Epoch [17][740/1074] lr: 3.500e-02, eta: 12:10:52, time: 1.164, data_time: 0.007, memory: 8951, top1_acc: 0.6020, top5_acc: 0.8315, loss_cls: 1.6213, loss: 1.6213, grad_norm: 2.8549 2020-07-24 04:16:10,924 - mmaction - INFO - Epoch [17][760/1074] lr: 3.500e-02, eta: 12:10:29, time: 1.268, data_time: 0.008, memory: 8951, top1_acc: 0.6094, top5_acc: 0.8232, loss_cls: 1.6368, loss: 1.6368, grad_norm: 2.8587 2020-07-24 04:16:34,402 - mmaction - INFO - Epoch [17][780/1074] lr: 3.500e-02, eta: 12:10:03, time: 1.177, data_time: 0.006, memory: 8951, top1_acc: 0.6060, top5_acc: 0.8270, loss_cls: 1.6308, loss: 1.6308, grad_norm: 2.8720 2020-07-24 04:16:58,809 - mmaction - INFO - Epoch [17][800/1074] lr: 3.500e-02, eta: 12:09:38, time: 1.216, data_time: 0.007, memory: 8951, top1_acc: 0.6056, top5_acc: 0.8190, loss_cls: 1.6544, loss: 1.6544, grad_norm: 2.8762 2020-07-24 04:17:22,856 - mmaction - INFO - Epoch [17][820/1074] lr: 3.500e-02, eta: 12:09:12, time: 1.205, data_time: 0.008, memory: 8951, top1_acc: 0.5991, top5_acc: 0.8163, loss_cls: 1.6660, loss: 1.6660, grad_norm: 2.8622 2020-07-24 04:17:48,715 - mmaction - INFO - Epoch [17][840/1074] lr: 3.500e-02, eta: 12:08:51, time: 1.295, data_time: 0.008, memory: 8951, top1_acc: 0.6067, top5_acc: 0.8444, loss_cls: 1.5712, loss: 1.5712, grad_norm: 2.8059 2020-07-24 04:18:12,786 - mmaction - INFO - Epoch [17][860/1074] lr: 3.500e-02, eta: 12:08:25, time: 1.204, data_time: 0.003, memory: 8951, top1_acc: 0.6027, top5_acc: 0.8324, loss_cls: 1.5971, loss: 1.5971, grad_norm: 2.8382 2020-07-24 04:18:37,087 - mmaction - INFO - Epoch [17][880/1074] lr: 3.500e-02, eta: 12:08:00, time: 1.212, data_time: 0.006, memory: 8951, top1_acc: 0.5967, top5_acc: 0.8277, loss_cls: 1.6507, loss: 1.6507, grad_norm: 2.9410 2020-07-24 04:19:01,173 - mmaction - INFO - Epoch [17][900/1074] lr: 3.500e-02, eta: 12:07:35, time: 1.207, data_time: 0.004, memory: 8951, top1_acc: 0.5906, top5_acc: 0.8290, loss_cls: 1.6366, loss: 1.6366, grad_norm: 2.8857 2020-07-24 04:19:26,326 - mmaction - INFO - Epoch [17][920/1074] lr: 3.500e-02, eta: 12:07:11, time: 1.252, data_time: 0.006, memory: 8951, top1_acc: 0.6000, top5_acc: 0.8225, loss_cls: 1.6458, loss: 1.6458, grad_norm: 2.8952 2020-07-24 04:19:51,205 - mmaction - INFO - Epoch [17][940/1074] lr: 3.500e-02, eta: 12:06:48, time: 1.248, data_time: 0.008, memory: 8951, top1_acc: 0.6103, top5_acc: 0.8221, loss_cls: 1.6274, loss: 1.6274, grad_norm: 2.8588 2020-07-24 04:20:14,460 - mmaction - INFO - Epoch [17][960/1074] lr: 3.500e-02, eta: 12:06:21, time: 1.162, data_time: 0.007, memory: 8951, top1_acc: 0.5949, top5_acc: 0.8181, loss_cls: 1.6832, loss: 1.6832, grad_norm: 2.8413 2020-07-24 04:20:38,052 - mmaction - INFO - Epoch [17][980/1074] lr: 3.500e-02, eta: 12:05:54, time: 1.181, data_time: 0.007, memory: 8951, top1_acc: 0.6134, top5_acc: 0.8346, loss_cls: 1.6070, loss: 1.6070, grad_norm: 2.8468 2020-07-24 04:21:02,866 - mmaction - INFO - Epoch [17][1000/1074] lr: 3.500e-02, eta: 12:05:30, time: 1.236, data_time: 0.007, memory: 8951, top1_acc: 0.5958, top5_acc: 0.8190, loss_cls: 1.6704, loss: 1.6704, grad_norm: 2.9215 2020-07-24 04:21:27,988 - mmaction - INFO - Epoch [17][1020/1074] lr: 3.500e-02, eta: 12:05:07, time: 1.261, data_time: 0.008, memory: 8951, top1_acc: 0.5958, top5_acc: 0.8239, loss_cls: 1.6464, loss: 1.6464, grad_norm: 2.8737 2020-07-24 04:21:51,823 - mmaction - INFO - Epoch [17][1040/1074] lr: 3.500e-02, eta: 12:04:41, time: 1.188, data_time: 0.005, memory: 8951, top1_acc: 0.6004, top5_acc: 0.8272, loss_cls: 1.6463, loss: 1.6463, grad_norm: 2.8820 2020-07-24 04:22:15,466 - mmaction - INFO - Epoch [17][1060/1074] lr: 3.500e-02, eta: 12:04:15, time: 1.184, data_time: 0.009, memory: 8951, top1_acc: 0.5763, top5_acc: 0.8252, loss_cls: 1.6972, loss: 1.6972, grad_norm: 2.9256 2020-07-24 04:22:33,214 - mmaction - INFO - Saving checkpoint at 17 epochs 2020-07-24 04:23:07,824 - mmaction - INFO - Epoch [18][20/1074] lr: 3.500e-02, eta: 12:03:19, time: 1.703, data_time: 0.550, memory: 8951, top1_acc: 0.6129, top5_acc: 0.8429, loss_cls: 1.5376, loss: 1.5376, grad_norm: 2.7656 2020-07-24 04:23:31,240 - mmaction - INFO - Epoch [18][40/1074] lr: 3.500e-02, eta: 12:02:52, time: 1.170, data_time: 0.005, memory: 8951, top1_acc: 0.6138, top5_acc: 0.8353, loss_cls: 1.5896, loss: 1.5896, grad_norm: 2.8158 2020-07-24 04:23:55,636 - mmaction - INFO - Epoch [18][60/1074] lr: 3.500e-02, eta: 12:02:27, time: 1.218, data_time: 0.006, memory: 8951, top1_acc: 0.6116, top5_acc: 0.8471, loss_cls: 1.5532, loss: 1.5532, grad_norm: 2.8663 2020-07-24 04:24:19,486 - mmaction - INFO - Epoch [18][80/1074] lr: 3.500e-02, eta: 12:02:02, time: 1.195, data_time: 0.006, memory: 8951, top1_acc: 0.6337, top5_acc: 0.8449, loss_cls: 1.5064, loss: 1.5064, grad_norm: 2.7764 2020-07-24 04:24:43,335 - mmaction - INFO - Epoch [18][100/1074] lr: 3.500e-02, eta: 12:01:36, time: 1.193, data_time: 0.006, memory: 8951, top1_acc: 0.6045, top5_acc: 0.8259, loss_cls: 1.5946, loss: 1.5946, grad_norm: 2.8567 2020-07-24 04:25:07,765 - mmaction - INFO - Epoch [18][120/1074] lr: 3.500e-02, eta: 12:01:11, time: 1.222, data_time: 0.007, memory: 8951, top1_acc: 0.6194, top5_acc: 0.8326, loss_cls: 1.5614, loss: 1.5614, grad_norm: 2.9099 2020-07-24 04:25:31,186 - mmaction - INFO - Epoch [18][140/1074] lr: 3.500e-02, eta: 12:00:45, time: 1.170, data_time: 0.002, memory: 8951, top1_acc: 0.5868, top5_acc: 0.8281, loss_cls: 1.6651, loss: 1.6651, grad_norm: 2.9291 2020-07-24 04:25:55,531 - mmaction - INFO - Epoch [18][160/1074] lr: 3.500e-02, eta: 12:00:20, time: 1.216, data_time: 0.007, memory: 8951, top1_acc: 0.5964, top5_acc: 0.8277, loss_cls: 1.6502, loss: 1.6502, grad_norm: 2.8254 2020-07-24 04:26:19,598 - mmaction - INFO - Epoch [18][180/1074] lr: 3.500e-02, eta: 11:59:54, time: 1.203, data_time: 0.008, memory: 8951, top1_acc: 0.6054, top5_acc: 0.8295, loss_cls: 1.6063, loss: 1.6063, grad_norm: 2.8863 2020-07-24 04:26:43,843 - mmaction - INFO - Epoch [18][200/1074] lr: 3.500e-02, eta: 11:59:29, time: 1.211, data_time: 0.007, memory: 8951, top1_acc: 0.6083, top5_acc: 0.8328, loss_cls: 1.6021, loss: 1.6021, grad_norm: 2.8138 2020-07-24 04:27:07,163 - mmaction - INFO - Epoch [18][220/1074] lr: 3.500e-02, eta: 11:59:03, time: 1.168, data_time: 0.008, memory: 8951, top1_acc: 0.6033, top5_acc: 0.8393, loss_cls: 1.5736, loss: 1.5736, grad_norm: 2.9067 2020-07-24 04:27:31,375 - mmaction - INFO - Epoch [18][240/1074] lr: 3.500e-02, eta: 11:58:38, time: 1.208, data_time: 0.007, memory: 8951, top1_acc: 0.6038, top5_acc: 0.8333, loss_cls: 1.5843, loss: 1.5843, grad_norm: 2.8834 2020-07-24 04:27:55,936 - mmaction - INFO - Epoch [18][260/1074] lr: 3.500e-02, eta: 11:58:13, time: 1.233, data_time: 0.008, memory: 8951, top1_acc: 0.6069, top5_acc: 0.8199, loss_cls: 1.6419, loss: 1.6419, grad_norm: 2.9211 2020-07-24 04:28:20,142 - mmaction - INFO - Epoch [18][280/1074] lr: 3.500e-02, eta: 11:57:48, time: 1.208, data_time: 0.005, memory: 8951, top1_acc: 0.6045, top5_acc: 0.8395, loss_cls: 1.5900, loss: 1.5900, grad_norm: 2.8754 2020-07-24 04:28:43,533 - mmaction - INFO - Epoch [18][300/1074] lr: 3.500e-02, eta: 11:57:22, time: 1.171, data_time: 0.007, memory: 8951, top1_acc: 0.6100, top5_acc: 0.8328, loss_cls: 1.5879, loss: 1.5879, grad_norm: 2.8574 2020-07-24 04:29:06,773 - mmaction - INFO - Epoch [18][320/1074] lr: 3.500e-02, eta: 11:56:55, time: 1.162, data_time: 0.003, memory: 8951, top1_acc: 0.6038, top5_acc: 0.8313, loss_cls: 1.6087, loss: 1.6087, grad_norm: 2.8911 2020-07-24 04:29:31,821 - mmaction - INFO - Epoch [18][340/1074] lr: 3.500e-02, eta: 11:56:31, time: 1.250, data_time: 0.006, memory: 8951, top1_acc: 0.6179, top5_acc: 0.8337, loss_cls: 1.5925, loss: 1.5925, grad_norm: 2.9235 2020-07-24 04:29:55,519 - mmaction - INFO - Epoch [18][360/1074] lr: 3.500e-02, eta: 11:56:05, time: 1.187, data_time: 0.007, memory: 8951, top1_acc: 0.6083, top5_acc: 0.8292, loss_cls: 1.6232, loss: 1.6232, grad_norm: 2.8929 2020-07-24 04:30:18,565 - mmaction - INFO - Epoch [18][380/1074] lr: 3.500e-02, eta: 11:55:38, time: 1.151, data_time: 0.008, memory: 8951, top1_acc: 0.6085, top5_acc: 0.8297, loss_cls: 1.6118, loss: 1.6118, grad_norm: 2.7599 2020-07-24 04:30:43,587 - mmaction - INFO - Epoch [18][400/1074] lr: 3.500e-02, eta: 11:55:15, time: 1.253, data_time: 0.007, memory: 8951, top1_acc: 0.6174, top5_acc: 0.8413, loss_cls: 1.5262, loss: 1.5262, grad_norm: 2.7663 2020-07-24 04:31:07,272 - mmaction - INFO - Epoch [18][420/1074] lr: 3.500e-02, eta: 11:54:49, time: 1.184, data_time: 0.007, memory: 8951, top1_acc: 0.6063, top5_acc: 0.8313, loss_cls: 1.6011, loss: 1.6011, grad_norm: 2.9302 2020-07-24 04:31:31,978 - mmaction - INFO - Epoch [18][440/1074] lr: 3.500e-02, eta: 11:54:25, time: 1.234, data_time: 0.004, memory: 8951, top1_acc: 0.6134, top5_acc: 0.8270, loss_cls: 1.6179, loss: 1.6179, grad_norm: 2.8832 2020-07-24 04:31:56,562 - mmaction - INFO - Epoch [18][460/1074] lr: 3.500e-02, eta: 11:54:00, time: 1.229, data_time: 0.007, memory: 8951, top1_acc: 0.6013, top5_acc: 0.8344, loss_cls: 1.5899, loss: 1.5899, grad_norm: 2.8783 2020-07-24 04:32:19,575 - mmaction - INFO - Epoch [18][480/1074] lr: 3.500e-02, eta: 11:53:33, time: 1.153, data_time: 0.008, memory: 8951, top1_acc: 0.6147, top5_acc: 0.8339, loss_cls: 1.5977, loss: 1.5977, grad_norm: 2.8468 2020-07-24 04:32:43,280 - mmaction - INFO - Epoch [18][500/1074] lr: 3.500e-02, eta: 11:53:07, time: 1.181, data_time: 0.007, memory: 8951, top1_acc: 0.6054, top5_acc: 0.8348, loss_cls: 1.6039, loss: 1.6039, grad_norm: 2.8776 2020-07-24 04:33:06,616 - mmaction - INFO - Epoch [18][520/1074] lr: 3.500e-02, eta: 11:52:40, time: 1.170, data_time: 0.008, memory: 8951, top1_acc: 0.6239, top5_acc: 0.8346, loss_cls: 1.5608, loss: 1.5608, grad_norm: 2.7917 2020-07-24 04:33:30,317 - mmaction - INFO - Epoch [18][540/1074] lr: 3.500e-02, eta: 11:52:14, time: 1.183, data_time: 0.007, memory: 8951, top1_acc: 0.6016, top5_acc: 0.8248, loss_cls: 1.6446, loss: 1.6446, grad_norm: 2.9250 2020-07-24 04:33:54,482 - mmaction - INFO - Epoch [18][560/1074] lr: 3.500e-02, eta: 11:51:49, time: 1.212, data_time: 0.008, memory: 8951, top1_acc: 0.6127, top5_acc: 0.8324, loss_cls: 1.5873, loss: 1.5873, grad_norm: 2.9246 2020-07-24 04:34:19,511 - mmaction - INFO - Epoch [18][580/1074] lr: 3.500e-02, eta: 11:51:26, time: 1.249, data_time: 0.005, memory: 8951, top1_acc: 0.5987, top5_acc: 0.8167, loss_cls: 1.6607, loss: 1.6607, grad_norm: 2.9357 2020-07-24 04:34:43,829 - mmaction - INFO - Epoch [18][600/1074] lr: 3.500e-02, eta: 11:51:01, time: 1.219, data_time: 0.007, memory: 8951, top1_acc: 0.5978, top5_acc: 0.8259, loss_cls: 1.6408, loss: 1.6408, grad_norm: 2.8499 2020-07-24 04:35:06,452 - mmaction - INFO - Epoch [18][620/1074] lr: 3.500e-02, eta: 11:50:33, time: 1.130, data_time: 0.004, memory: 8951, top1_acc: 0.6071, top5_acc: 0.8297, loss_cls: 1.6118, loss: 1.6118, grad_norm: 2.9078 2020-07-24 04:35:30,587 - mmaction - INFO - Epoch [18][640/1074] lr: 3.500e-02, eta: 11:50:08, time: 1.207, data_time: 0.003, memory: 8951, top1_acc: 0.6063, top5_acc: 0.8292, loss_cls: 1.6230, loss: 1.6230, grad_norm: 2.9287 2020-07-24 04:35:55,070 - mmaction - INFO - Epoch [18][660/1074] lr: 3.500e-02, eta: 11:49:43, time: 1.221, data_time: 0.007, memory: 8951, top1_acc: 0.5991, top5_acc: 0.8321, loss_cls: 1.6170, loss: 1.6170, grad_norm: 2.8302 2020-07-24 04:36:18,407 - mmaction - INFO - Epoch [18][680/1074] lr: 3.500e-02, eta: 11:49:17, time: 1.171, data_time: 0.007, memory: 8951, top1_acc: 0.6080, top5_acc: 0.8346, loss_cls: 1.6106, loss: 1.6106, grad_norm: 2.9043 2020-07-24 04:36:42,343 - mmaction - INFO - Epoch [18][700/1074] lr: 3.500e-02, eta: 11:48:51, time: 1.194, data_time: 0.006, memory: 8951, top1_acc: 0.6056, top5_acc: 0.8210, loss_cls: 1.6492, loss: 1.6492, grad_norm: 2.9084 2020-07-24 04:37:05,475 - mmaction - INFO - Epoch [18][720/1074] lr: 3.500e-02, eta: 11:48:24, time: 1.156, data_time: 0.007, memory: 8951, top1_acc: 0.6051, top5_acc: 0.8277, loss_cls: 1.6149, loss: 1.6149, grad_norm: 2.8900 2020-07-24 04:37:29,857 - mmaction - INFO - Epoch [18][740/1074] lr: 3.500e-02, eta: 11:48:00, time: 1.221, data_time: 0.008, memory: 8951, top1_acc: 0.6094, top5_acc: 0.8190, loss_cls: 1.6252, loss: 1.6252, grad_norm: 2.8351 2020-07-24 04:37:54,284 - mmaction - INFO - Epoch [18][760/1074] lr: 3.500e-02, eta: 11:47:35, time: 1.222, data_time: 0.003, memory: 8951, top1_acc: 0.5967, top5_acc: 0.8241, loss_cls: 1.6714, loss: 1.6714, grad_norm: 2.9637 2020-07-24 04:38:19,524 - mmaction - INFO - Epoch [18][780/1074] lr: 3.500e-02, eta: 11:47:12, time: 1.260, data_time: 0.006, memory: 8951, top1_acc: 0.5996, top5_acc: 0.8217, loss_cls: 1.6382, loss: 1.6382, grad_norm: 2.8356 2020-07-24 04:38:42,491 - mmaction - INFO - Epoch [18][800/1074] lr: 3.500e-02, eta: 11:46:45, time: 1.150, data_time: 0.008, memory: 8951, top1_acc: 0.5975, top5_acc: 0.8225, loss_cls: 1.6571, loss: 1.6571, grad_norm: 2.8676 2020-07-24 04:39:05,626 - mmaction - INFO - Epoch [18][820/1074] lr: 3.500e-02, eta: 11:46:18, time: 1.158, data_time: 0.004, memory: 8951, top1_acc: 0.6138, top5_acc: 0.8324, loss_cls: 1.5977, loss: 1.5977, grad_norm: 2.8276 2020-07-24 04:39:29,230 - mmaction - INFO - Epoch [18][840/1074] lr: 3.500e-02, eta: 11:45:52, time: 1.176, data_time: 0.005, memory: 8951, top1_acc: 0.6092, top5_acc: 0.8324, loss_cls: 1.5983, loss: 1.5983, grad_norm: 2.9107 2020-07-24 04:39:53,352 - mmaction - INFO - Epoch [18][860/1074] lr: 3.500e-02, eta: 11:45:27, time: 1.209, data_time: 0.008, memory: 8951, top1_acc: 0.6042, top5_acc: 0.8275, loss_cls: 1.6502, loss: 1.6502, grad_norm: 2.9227 2020-07-24 04:40:17,377 - mmaction - INFO - Epoch [18][880/1074] lr: 3.500e-02, eta: 11:45:01, time: 1.197, data_time: 0.007, memory: 8951, top1_acc: 0.6033, top5_acc: 0.8379, loss_cls: 1.5895, loss: 1.5895, grad_norm: 2.8745 2020-07-24 04:40:41,781 - mmaction - INFO - Epoch [18][900/1074] lr: 3.500e-02, eta: 11:44:37, time: 1.224, data_time: 0.008, memory: 8951, top1_acc: 0.6105, top5_acc: 0.8281, loss_cls: 1.6169, loss: 1.6169, grad_norm: 2.8607 2020-07-24 04:41:05,764 - mmaction - INFO - Epoch [18][920/1074] lr: 3.500e-02, eta: 11:44:11, time: 1.199, data_time: 0.007, memory: 8951, top1_acc: 0.6083, top5_acc: 0.8281, loss_cls: 1.6254, loss: 1.6254, grad_norm: 2.8675 2020-07-24 04:41:29,601 - mmaction - INFO - Epoch [18][940/1074] lr: 3.500e-02, eta: 11:43:46, time: 1.191, data_time: 0.004, memory: 8951, top1_acc: 0.5886, top5_acc: 0.8275, loss_cls: 1.6437, loss: 1.6437, grad_norm: 2.8572 2020-07-24 04:41:53,529 - mmaction - INFO - Epoch [18][960/1074] lr: 3.500e-02, eta: 11:43:20, time: 1.195, data_time: 0.009, memory: 8951, top1_acc: 0.5929, top5_acc: 0.8150, loss_cls: 1.7036, loss: 1.7036, grad_norm: 2.9051 2020-07-24 04:42:17,570 - mmaction - INFO - Epoch [18][980/1074] lr: 3.500e-02, eta: 11:42:55, time: 1.204, data_time: 0.007, memory: 8951, top1_acc: 0.5944, top5_acc: 0.8208, loss_cls: 1.6670, loss: 1.6670, grad_norm: 2.8736 2020-07-24 04:42:41,232 - mmaction - INFO - Epoch [18][1000/1074] lr: 3.500e-02, eta: 11:42:29, time: 1.184, data_time: 0.007, memory: 8951, top1_acc: 0.5944, top5_acc: 0.8268, loss_cls: 1.6383, loss: 1.6383, grad_norm: 2.8672 2020-07-24 04:43:05,273 - mmaction - INFO - Epoch [18][1020/1074] lr: 3.500e-02, eta: 11:42:04, time: 1.202, data_time: 0.003, memory: 8951, top1_acc: 0.5908, top5_acc: 0.8321, loss_cls: 1.6290, loss: 1.6290, grad_norm: 2.8765 2020-07-24 04:43:28,564 - mmaction - INFO - Epoch [18][1040/1074] lr: 3.500e-02, eta: 11:41:37, time: 1.161, data_time: 0.005, memory: 8951, top1_acc: 0.5971, top5_acc: 0.8185, loss_cls: 1.6520, loss: 1.6520, grad_norm: 2.9182 2020-07-24 04:43:52,244 - mmaction - INFO - Epoch [18][1060/1074] lr: 3.500e-02, eta: 11:41:11, time: 1.186, data_time: 0.009, memory: 8951, top1_acc: 0.6042, top5_acc: 0.8288, loss_cls: 1.6320, loss: 1.6320, grad_norm: 2.8500 2020-07-24 04:44:08,267 - mmaction - INFO - Saving checkpoint at 18 epochs 2020-07-24 04:44:43,589 - mmaction - INFO - Epoch [19][20/1074] lr: 3.500e-02, eta: 11:40:18, time: 1.738, data_time: 0.553, memory: 8951, top1_acc: 0.6208, top5_acc: 0.8446, loss_cls: 1.5261, loss: 1.5261, grad_norm: 2.7751 2020-07-24 04:45:05,609 - mmaction - INFO - Epoch [19][40/1074] lr: 3.500e-02, eta: 11:39:49, time: 1.101, data_time: 0.006, memory: 8951, top1_acc: 0.6165, top5_acc: 0.8391, loss_cls: 1.5441, loss: 1.5441, grad_norm: 2.8723 2020-07-24 04:45:29,823 - mmaction - INFO - Epoch [19][60/1074] lr: 3.500e-02, eta: 11:39:24, time: 1.212, data_time: 0.004, memory: 8951, top1_acc: 0.6150, top5_acc: 0.8391, loss_cls: 1.5702, loss: 1.5702, grad_norm: 2.8697 2020-07-24 04:45:52,874 - mmaction - INFO - Epoch [19][80/1074] lr: 3.500e-02, eta: 11:38:57, time: 1.148, data_time: 0.006, memory: 8951, top1_acc: 0.5969, top5_acc: 0.8342, loss_cls: 1.6224, loss: 1.6224, grad_norm: 2.8652 2020-07-24 04:46:16,243 - mmaction - INFO - Epoch [19][100/1074] lr: 3.500e-02, eta: 11:38:31, time: 1.173, data_time: 0.008, memory: 8951, top1_acc: 0.6069, top5_acc: 0.8342, loss_cls: 1.5987, loss: 1.5987, grad_norm: 2.8604 2020-07-24 04:46:40,240 - mmaction - INFO - Epoch [19][120/1074] lr: 3.500e-02, eta: 11:38:05, time: 1.200, data_time: 0.006, memory: 8951, top1_acc: 0.6141, top5_acc: 0.8400, loss_cls: 1.5545, loss: 1.5545, grad_norm: 2.8095 2020-07-24 04:47:04,125 - mmaction - INFO - Epoch [19][140/1074] lr: 3.500e-02, eta: 11:37:40, time: 1.194, data_time: 0.003, memory: 8951, top1_acc: 0.6208, top5_acc: 0.8429, loss_cls: 1.5374, loss: 1.5374, grad_norm: 2.8443 2020-07-24 04:47:29,328 - mmaction - INFO - Epoch [19][160/1074] lr: 3.500e-02, eta: 11:37:17, time: 1.257, data_time: 0.005, memory: 8951, top1_acc: 0.6125, top5_acc: 0.8319, loss_cls: 1.5951, loss: 1.5951, grad_norm: 2.9425 2020-07-24 04:47:52,849 - mmaction - INFO - Epoch [19][180/1074] lr: 3.500e-02, eta: 11:36:51, time: 1.176, data_time: 0.007, memory: 8951, top1_acc: 0.6141, top5_acc: 0.8328, loss_cls: 1.5696, loss: 1.5696, grad_norm: 2.8494 2020-07-24 04:48:16,634 - mmaction - INFO - Epoch [19][200/1074] lr: 3.500e-02, eta: 11:36:25, time: 1.189, data_time: 0.008, memory: 8951, top1_acc: 0.6087, top5_acc: 0.8366, loss_cls: 1.5831, loss: 1.5831, grad_norm: 2.8595 2020-07-24 04:48:40,703 - mmaction - INFO - Epoch [19][220/1074] lr: 3.500e-02, eta: 11:36:00, time: 1.205, data_time: 0.007, memory: 8951, top1_acc: 0.6092, top5_acc: 0.8319, loss_cls: 1.5820, loss: 1.5820, grad_norm: 2.8879 2020-07-24 04:49:04,004 - mmaction - INFO - Epoch [19][240/1074] lr: 3.500e-02, eta: 11:35:33, time: 1.166, data_time: 0.004, memory: 8951, top1_acc: 0.6132, top5_acc: 0.8299, loss_cls: 1.6058, loss: 1.6058, grad_norm: 2.8905 2020-07-24 04:49:28,036 - mmaction - INFO - Epoch [19][260/1074] lr: 3.500e-02, eta: 11:35:08, time: 1.200, data_time: 0.006, memory: 8951, top1_acc: 0.6078, top5_acc: 0.8373, loss_cls: 1.5797, loss: 1.5797, grad_norm: 2.8261 2020-07-24 04:49:52,216 - mmaction - INFO - Epoch [19][280/1074] lr: 3.500e-02, eta: 11:34:43, time: 1.209, data_time: 0.008, memory: 8951, top1_acc: 0.6018, top5_acc: 0.8272, loss_cls: 1.6269, loss: 1.6269, grad_norm: 2.9320 2020-07-24 04:50:15,815 - mmaction - INFO - Epoch [19][300/1074] lr: 3.500e-02, eta: 11:34:17, time: 1.183, data_time: 0.009, memory: 8951, top1_acc: 0.6107, top5_acc: 0.8333, loss_cls: 1.5796, loss: 1.5796, grad_norm: 2.9172 2020-07-24 04:50:40,318 - mmaction - INFO - Epoch [19][320/1074] lr: 3.500e-02, eta: 11:33:53, time: 1.224, data_time: 0.004, memory: 8951, top1_acc: 0.6205, top5_acc: 0.8359, loss_cls: 1.5639, loss: 1.5639, grad_norm: 2.8543 2020-07-24 04:51:03,202 - mmaction - INFO - Epoch [19][340/1074] lr: 3.500e-02, eta: 11:33:26, time: 1.142, data_time: 0.008, memory: 8951, top1_acc: 0.6172, top5_acc: 0.8368, loss_cls: 1.5727, loss: 1.5727, grad_norm: 2.8909 2020-07-24 04:51:27,511 - mmaction - INFO - Epoch [19][360/1074] lr: 3.500e-02, eta: 11:33:01, time: 1.220, data_time: 0.008, memory: 8951, top1_acc: 0.6114, top5_acc: 0.8301, loss_cls: 1.5980, loss: 1.5980, grad_norm: 2.9085 2020-07-24 04:51:51,086 - mmaction - INFO - Epoch [19][380/1074] lr: 3.500e-02, eta: 11:32:35, time: 1.175, data_time: 0.005, memory: 8951, top1_acc: 0.6221, top5_acc: 0.8366, loss_cls: 1.5542, loss: 1.5542, grad_norm: 2.8811 2020-07-24 04:52:15,202 - mmaction - INFO - Epoch [19][400/1074] lr: 3.500e-02, eta: 11:32:10, time: 1.210, data_time: 0.008, memory: 8951, top1_acc: 0.6123, top5_acc: 0.8310, loss_cls: 1.5821, loss: 1.5821, grad_norm: 2.8727 2020-07-24 04:52:39,929 - mmaction - INFO - Epoch [19][420/1074] lr: 3.500e-02, eta: 11:31:46, time: 1.236, data_time: 0.002, memory: 8951, top1_acc: 0.6031, top5_acc: 0.8174, loss_cls: 1.6495, loss: 1.6495, grad_norm: 2.8706 2020-07-24 04:53:03,395 - mmaction - INFO - Epoch [19][440/1074] lr: 3.500e-02, eta: 11:31:20, time: 1.171, data_time: 0.005, memory: 8951, top1_acc: 0.5911, top5_acc: 0.8158, loss_cls: 1.6621, loss: 1.6621, grad_norm: 2.9016 2020-07-24 04:53:26,938 - mmaction - INFO - Epoch [19][460/1074] lr: 3.500e-02, eta: 11:30:54, time: 1.177, data_time: 0.008, memory: 8951, top1_acc: 0.6054, top5_acc: 0.8344, loss_cls: 1.5767, loss: 1.5767, grad_norm: 2.8023 2020-07-24 04:53:51,599 - mmaction - INFO - Epoch [19][480/1074] lr: 3.500e-02, eta: 11:30:30, time: 1.235, data_time: 0.008, memory: 8951, top1_acc: 0.6074, top5_acc: 0.8359, loss_cls: 1.5802, loss: 1.5802, grad_norm: 2.8847 2020-07-24 04:54:15,198 - mmaction - INFO - Epoch [19][500/1074] lr: 3.500e-02, eta: 11:30:04, time: 1.181, data_time: 0.005, memory: 8951, top1_acc: 0.6092, top5_acc: 0.8304, loss_cls: 1.6288, loss: 1.6288, grad_norm: 2.8858 2020-07-24 04:54:40,342 - mmaction - INFO - Epoch [19][520/1074] lr: 3.500e-02, eta: 11:29:41, time: 1.257, data_time: 0.006, memory: 8951, top1_acc: 0.6109, top5_acc: 0.8317, loss_cls: 1.5831, loss: 1.5831, grad_norm: 2.8379 2020-07-24 04:55:04,359 - mmaction - INFO - Epoch [19][540/1074] lr: 3.500e-02, eta: 11:29:15, time: 1.201, data_time: 0.003, memory: 8951, top1_acc: 0.6183, top5_acc: 0.8391, loss_cls: 1.5629, loss: 1.5629, grad_norm: 2.7837 2020-07-24 04:55:28,977 - mmaction - INFO - Epoch [19][560/1074] lr: 3.500e-02, eta: 11:28:51, time: 1.230, data_time: 0.003, memory: 8951, top1_acc: 0.6263, top5_acc: 0.8373, loss_cls: 1.5523, loss: 1.5523, grad_norm: 2.7905 2020-07-24 04:55:52,326 - mmaction - INFO - Epoch [19][580/1074] lr: 3.500e-02, eta: 11:28:25, time: 1.164, data_time: 0.007, memory: 8951, top1_acc: 0.6105, top5_acc: 0.8359, loss_cls: 1.6041, loss: 1.6041, grad_norm: 2.8955 2020-07-24 04:56:16,479 - mmaction - INFO - Epoch [19][600/1074] lr: 3.500e-02, eta: 11:28:00, time: 1.213, data_time: 0.009, memory: 8951, top1_acc: 0.6031, top5_acc: 0.8344, loss_cls: 1.6015, loss: 1.6015, grad_norm: 2.8716 2020-07-24 04:56:40,282 - mmaction - INFO - Epoch [19][620/1074] lr: 3.500e-02, eta: 11:27:34, time: 1.184, data_time: 0.005, memory: 8951, top1_acc: 0.6170, top5_acc: 0.8362, loss_cls: 1.5726, loss: 1.5726, grad_norm: 2.8846 2020-07-24 04:57:03,735 - mmaction - INFO - Epoch [19][640/1074] lr: 3.500e-02, eta: 11:27:08, time: 1.178, data_time: 0.008, memory: 8951, top1_acc: 0.6150, top5_acc: 0.8413, loss_cls: 1.5599, loss: 1.5599, grad_norm: 2.8916 2020-07-24 04:57:28,613 - mmaction - INFO - Epoch [19][660/1074] lr: 3.500e-02, eta: 11:26:45, time: 1.243, data_time: 0.008, memory: 8951, top1_acc: 0.6096, top5_acc: 0.8201, loss_cls: 1.6105, loss: 1.6105, grad_norm: 2.8980 2020-07-24 04:57:52,363 - mmaction - INFO - Epoch [19][680/1074] lr: 3.500e-02, eta: 11:26:19, time: 1.187, data_time: 0.006, memory: 8951, top1_acc: 0.5967, top5_acc: 0.8366, loss_cls: 1.6192, loss: 1.6192, grad_norm: 2.9183 2020-07-24 04:58:16,169 - mmaction - INFO - Epoch [19][700/1074] lr: 3.500e-02, eta: 11:25:53, time: 1.189, data_time: 0.008, memory: 8951, top1_acc: 0.5917, top5_acc: 0.8321, loss_cls: 1.6331, loss: 1.6331, grad_norm: 2.8769 2020-07-24 04:58:39,645 - mmaction - INFO - Epoch [19][720/1074] lr: 3.500e-02, eta: 11:25:27, time: 1.173, data_time: 0.007, memory: 8951, top1_acc: 0.6007, top5_acc: 0.8252, loss_cls: 1.6048, loss: 1.6048, grad_norm: 2.8524 2020-07-24 04:59:04,626 - mmaction - INFO - Epoch [19][740/1074] lr: 3.500e-02, eta: 11:25:04, time: 1.252, data_time: 0.006, memory: 8951, top1_acc: 0.6049, top5_acc: 0.8344, loss_cls: 1.6041, loss: 1.6041, grad_norm: 2.8780 2020-07-24 04:59:28,284 - mmaction - INFO - Epoch [19][760/1074] lr: 3.500e-02, eta: 11:24:38, time: 1.182, data_time: 0.006, memory: 8951, top1_acc: 0.6040, top5_acc: 0.8364, loss_cls: 1.5917, loss: 1.5917, grad_norm: 2.8720 2020-07-24 04:59:52,317 - mmaction - INFO - Epoch [19][780/1074] lr: 3.500e-02, eta: 11:24:13, time: 1.200, data_time: 0.007, memory: 8951, top1_acc: 0.6125, top5_acc: 0.8232, loss_cls: 1.6070, loss: 1.6070, grad_norm: 2.8665 2020-07-24 05:00:19,792 - mmaction - INFO - Epoch [19][800/1074] lr: 3.500e-02, eta: 11:23:53, time: 1.361, data_time: 0.008, memory: 8951, top1_acc: 0.6152, top5_acc: 0.8344, loss_cls: 1.5996, loss: 1.5996, grad_norm: 2.9389 2020-07-24 05:00:44,656 - mmaction - INFO - Epoch [19][820/1074] lr: 3.500e-02, eta: 11:23:30, time: 1.255, data_time: 0.032, memory: 8951, top1_acc: 0.6038, top5_acc: 0.8317, loss_cls: 1.6074, loss: 1.6074, grad_norm: 2.9718 2020-07-24 05:01:08,406 - mmaction - INFO - Epoch [19][840/1074] lr: 3.500e-02, eta: 11:23:04, time: 1.190, data_time: 0.008, memory: 8951, top1_acc: 0.6018, top5_acc: 0.8237, loss_cls: 1.6357, loss: 1.6357, grad_norm: 2.9073 2020-07-24 05:01:32,520 - mmaction - INFO - Epoch [19][860/1074] lr: 3.500e-02, eta: 11:22:39, time: 1.205, data_time: 0.007, memory: 8951, top1_acc: 0.5935, top5_acc: 0.8288, loss_cls: 1.6255, loss: 1.6255, grad_norm: 2.8733 2020-07-24 05:01:56,716 - mmaction - INFO - Epoch [19][880/1074] lr: 3.500e-02, eta: 11:22:14, time: 1.209, data_time: 0.004, memory: 8951, top1_acc: 0.5967, top5_acc: 0.8174, loss_cls: 1.6253, loss: 1.6253, grad_norm: 2.8729 2020-07-24 05:02:20,213 - mmaction - INFO - Epoch [19][900/1074] lr: 3.500e-02, eta: 11:21:48, time: 1.175, data_time: 0.004, memory: 8951, top1_acc: 0.6076, top5_acc: 0.8288, loss_cls: 1.5973, loss: 1.5973, grad_norm: 2.8633 2020-07-24 05:02:44,408 - mmaction - INFO - Epoch [19][920/1074] lr: 3.500e-02, eta: 11:21:23, time: 1.211, data_time: 0.008, memory: 8951, top1_acc: 0.6100, top5_acc: 0.8373, loss_cls: 1.5746, loss: 1.5746, grad_norm: 2.8818 2020-07-24 05:03:10,117 - mmaction - INFO - Epoch [19][940/1074] lr: 3.500e-02, eta: 11:21:01, time: 1.282, data_time: 0.006, memory: 8951, top1_acc: 0.5915, top5_acc: 0.8232, loss_cls: 1.6751, loss: 1.6751, grad_norm: 2.9230 2020-07-24 05:03:33,298 - mmaction - INFO - Epoch [19][960/1074] lr: 3.500e-02, eta: 11:20:35, time: 1.162, data_time: 0.007, memory: 8951, top1_acc: 0.6114, top5_acc: 0.8375, loss_cls: 1.5712, loss: 1.5712, grad_norm: 2.8700 2020-07-24 05:03:57,345 - mmaction - INFO - Epoch [19][980/1074] lr: 3.500e-02, eta: 11:20:09, time: 1.197, data_time: 0.008, memory: 8951, top1_acc: 0.6100, top5_acc: 0.8308, loss_cls: 1.6009, loss: 1.6009, grad_norm: 2.8775 2020-07-24 05:04:22,433 - mmaction - INFO - Epoch [19][1000/1074] lr: 3.500e-02, eta: 11:19:46, time: 1.259, data_time: 0.008, memory: 8951, top1_acc: 0.5993, top5_acc: 0.8248, loss_cls: 1.6268, loss: 1.6268, grad_norm: 2.8154 2020-07-24 05:04:46,777 - mmaction - INFO - Epoch [19][1020/1074] lr: 3.500e-02, eta: 11:19:21, time: 1.214, data_time: 0.006, memory: 8951, top1_acc: 0.6051, top5_acc: 0.8234, loss_cls: 1.6307, loss: 1.6307, grad_norm: 2.8519 2020-07-24 05:05:11,966 - mmaction - INFO - Epoch [19][1040/1074] lr: 3.500e-02, eta: 11:18:58, time: 1.259, data_time: 0.008, memory: 8951, top1_acc: 0.6027, top5_acc: 0.8350, loss_cls: 1.6156, loss: 1.6156, grad_norm: 2.8817 2020-07-24 05:05:36,570 - mmaction - INFO - Epoch [19][1060/1074] lr: 3.500e-02, eta: 11:18:34, time: 1.234, data_time: 0.008, memory: 8951, top1_acc: 0.6141, top5_acc: 0.8373, loss_cls: 1.5784, loss: 1.5784, grad_norm: 2.9017 2020-07-24 05:05:52,016 - mmaction - INFO - Saving checkpoint at 19 epochs 2020-07-24 05:06:27,948 - mmaction - INFO - Epoch [20][20/1074] lr: 3.500e-02, eta: 11:17:42, time: 1.758, data_time: 0.649, memory: 8951, top1_acc: 0.5971, top5_acc: 0.8326, loss_cls: 1.6000, loss: 1.6000, grad_norm: 2.8874 2020-07-24 05:06:51,756 - mmaction - INFO - Epoch [20][40/1074] lr: 3.500e-02, eta: 11:17:17, time: 1.195, data_time: 0.010, memory: 8951, top1_acc: 0.6125, top5_acc: 0.8330, loss_cls: 1.5808, loss: 1.5808, grad_norm: 2.8508 2020-07-24 05:07:14,757 - mmaction - INFO - Epoch [20][60/1074] lr: 3.500e-02, eta: 11:16:50, time: 1.148, data_time: 0.008, memory: 8951, top1_acc: 0.6214, top5_acc: 0.8422, loss_cls: 1.5249, loss: 1.5249, grad_norm: 2.8590 2020-07-24 05:07:39,968 - mmaction - INFO - Epoch [20][80/1074] lr: 3.500e-02, eta: 11:16:27, time: 1.264, data_time: 0.008, memory: 8951, top1_acc: 0.6071, top5_acc: 0.8263, loss_cls: 1.6113, loss: 1.6113, grad_norm: 2.9029 2020-07-24 05:08:03,752 - mmaction - INFO - Epoch [20][100/1074] lr: 3.500e-02, eta: 11:16:01, time: 1.187, data_time: 0.006, memory: 8951, top1_acc: 0.6176, top5_acc: 0.8330, loss_cls: 1.5746, loss: 1.5746, grad_norm: 2.8918 2020-07-24 05:08:27,018 - mmaction - INFO - Epoch [20][120/1074] lr: 3.500e-02, eta: 11:15:35, time: 1.164, data_time: 0.008, memory: 8951, top1_acc: 0.6239, top5_acc: 0.8382, loss_cls: 1.5501, loss: 1.5501, grad_norm: 2.8289 2020-07-24 05:08:52,342 - mmaction - INFO - Epoch [20][140/1074] lr: 3.500e-02, eta: 11:15:12, time: 1.266, data_time: 0.007, memory: 8951, top1_acc: 0.6134, top5_acc: 0.8317, loss_cls: 1.5845, loss: 1.5845, grad_norm: 2.8699 2020-07-24 05:09:17,261 - mmaction - INFO - Epoch [20][160/1074] lr: 3.500e-02, eta: 11:14:48, time: 1.247, data_time: 0.006, memory: 8951, top1_acc: 0.6112, top5_acc: 0.8484, loss_cls: 1.5612, loss: 1.5612, grad_norm: 2.9168 2020-07-24 05:09:41,738 - mmaction - INFO - Epoch [20][180/1074] lr: 3.500e-02, eta: 11:14:24, time: 1.222, data_time: 0.006, memory: 8951, top1_acc: 0.6063, top5_acc: 0.8292, loss_cls: 1.6199, loss: 1.6199, grad_norm: 2.8902 2020-07-24 05:10:05,973 - mmaction - INFO - Epoch [20][200/1074] lr: 3.500e-02, eta: 11:13:59, time: 1.214, data_time: 0.005, memory: 8951, top1_acc: 0.6118, top5_acc: 0.8373, loss_cls: 1.5473, loss: 1.5473, grad_norm: 2.8423 2020-07-24 05:10:31,584 - mmaction - INFO - Epoch [20][220/1074] lr: 3.500e-02, eta: 11:13:37, time: 1.280, data_time: 0.002, memory: 8951, top1_acc: 0.6150, top5_acc: 0.8413, loss_cls: 1.5662, loss: 1.5662, grad_norm: 2.8874 2020-07-24 05:10:55,603 - mmaction - INFO - Epoch [20][240/1074] lr: 3.500e-02, eta: 11:13:11, time: 1.201, data_time: 0.006, memory: 8951, top1_acc: 0.6221, top5_acc: 0.8480, loss_cls: 1.5367, loss: 1.5367, grad_norm: 2.8835 2020-07-24 05:11:21,272 - mmaction - INFO - Epoch [20][260/1074] lr: 3.500e-02, eta: 11:12:49, time: 1.284, data_time: 0.003, memory: 8951, top1_acc: 0.6275, top5_acc: 0.8388, loss_cls: 1.5499, loss: 1.5499, grad_norm: 2.8900 2020-07-24 05:11:43,906 - mmaction - INFO - Epoch [20][280/1074] lr: 3.500e-02, eta: 11:12:22, time: 1.126, data_time: 0.004, memory: 8951, top1_acc: 0.6292, top5_acc: 0.8395, loss_cls: 1.5373, loss: 1.5373, grad_norm: 2.8656 2020-07-24 05:12:09,688 - mmaction - INFO - Epoch [20][300/1074] lr: 3.500e-02, eta: 11:11:59, time: 1.292, data_time: 0.008, memory: 8951, top1_acc: 0.6016, top5_acc: 0.8346, loss_cls: 1.5997, loss: 1.5997, grad_norm: 2.8594 2020-07-24 05:12:32,795 - mmaction - INFO - Epoch [20][320/1074] lr: 3.500e-02, eta: 11:11:33, time: 1.154, data_time: 0.007, memory: 8951, top1_acc: 0.6196, top5_acc: 0.8431, loss_cls: 1.5275, loss: 1.5275, grad_norm: 2.8535 2020-07-24 05:12:57,909 - mmaction - INFO - Epoch [20][340/1074] lr: 3.500e-02, eta: 11:11:09, time: 1.259, data_time: 0.008, memory: 8951, top1_acc: 0.6281, top5_acc: 0.8500, loss_cls: 1.5054, loss: 1.5054, grad_norm: 2.8212 2020-07-24 05:13:23,166 - mmaction - INFO - Epoch [20][360/1074] lr: 3.500e-02, eta: 11:10:46, time: 1.263, data_time: 0.006, memory: 8951, top1_acc: 0.6145, top5_acc: 0.8422, loss_cls: 1.5475, loss: 1.5475, grad_norm: 2.9615 2020-07-24 05:13:46,578 - mmaction - INFO - Epoch [20][380/1074] lr: 3.500e-02, eta: 11:10:20, time: 1.168, data_time: 0.004, memory: 8951, top1_acc: 0.6087, top5_acc: 0.8371, loss_cls: 1.5828, loss: 1.5828, grad_norm: 2.9476 2020-07-24 05:14:12,007 - mmaction - INFO - Epoch [20][400/1074] lr: 3.500e-02, eta: 11:09:57, time: 1.275, data_time: 0.008, memory: 8951, top1_acc: 0.6118, top5_acc: 0.8319, loss_cls: 1.5765, loss: 1.5765, grad_norm: 2.9007 2020-07-24 05:14:34,662 - mmaction - INFO - Epoch [20][420/1074] lr: 3.500e-02, eta: 11:09:30, time: 1.127, data_time: 0.007, memory: 8951, top1_acc: 0.6161, top5_acc: 0.8286, loss_cls: 1.5645, loss: 1.5645, grad_norm: 2.8566 2020-07-24 05:14:59,401 - mmaction - INFO - Epoch [20][440/1074] lr: 3.500e-02, eta: 11:09:06, time: 1.241, data_time: 0.008, memory: 8951, top1_acc: 0.6040, top5_acc: 0.8382, loss_cls: 1.5650, loss: 1.5650, grad_norm: 2.9193 2020-07-24 05:15:24,756 - mmaction - INFO - Epoch [20][460/1074] lr: 3.500e-02, eta: 11:08:43, time: 1.268, data_time: 0.007, memory: 8951, top1_acc: 0.6165, top5_acc: 0.8355, loss_cls: 1.5543, loss: 1.5543, grad_norm: 2.8618 2020-07-24 05:15:49,352 - mmaction - INFO - Epoch [20][480/1074] lr: 3.500e-02, eta: 11:08:19, time: 1.230, data_time: 0.004, memory: 8951, top1_acc: 0.6228, top5_acc: 0.8424, loss_cls: 1.4987, loss: 1.4987, grad_norm: 2.8191 2020-07-24 05:16:13,502 - mmaction - INFO - Epoch [20][500/1074] lr: 3.500e-02, eta: 11:07:54, time: 1.208, data_time: 0.005, memory: 8951, top1_acc: 0.6051, top5_acc: 0.8203, loss_cls: 1.6573, loss: 1.6573, grad_norm: 2.9363 2020-07-24 05:16:37,693 - mmaction - INFO - Epoch [20][520/1074] lr: 3.500e-02, eta: 11:07:29, time: 1.208, data_time: 0.007, memory: 8951, top1_acc: 0.6063, top5_acc: 0.8292, loss_cls: 1.6151, loss: 1.6151, grad_norm: 2.8731 2020-07-24 05:17:02,124 - mmaction - INFO - Epoch [20][540/1074] lr: 3.500e-02, eta: 11:07:05, time: 1.223, data_time: 0.004, memory: 8951, top1_acc: 0.6078, top5_acc: 0.8208, loss_cls: 1.6403, loss: 1.6403, grad_norm: 2.8929 2020-07-24 05:17:26,323 - mmaction - INFO - Epoch [20][560/1074] lr: 3.500e-02, eta: 11:06:40, time: 1.210, data_time: 0.006, memory: 8951, top1_acc: 0.6248, top5_acc: 0.8442, loss_cls: 1.5132, loss: 1.5132, grad_norm: 2.7880 2020-07-24 05:17:49,962 - mmaction - INFO - Epoch [20][580/1074] lr: 3.500e-02, eta: 11:06:14, time: 1.181, data_time: 0.003, memory: 8951, top1_acc: 0.6266, top5_acc: 0.8424, loss_cls: 1.5320, loss: 1.5320, grad_norm: 2.8771 2020-07-24 05:18:13,692 - mmaction - INFO - Epoch [20][600/1074] lr: 3.500e-02, eta: 11:05:49, time: 1.185, data_time: 0.007, memory: 8951, top1_acc: 0.6275, top5_acc: 0.8473, loss_cls: 1.4945, loss: 1.4945, grad_norm: 2.8607 2020-07-24 05:18:37,840 - mmaction - INFO - Epoch [20][620/1074] lr: 3.500e-02, eta: 11:05:24, time: 1.210, data_time: 0.008, memory: 8951, top1_acc: 0.6125, top5_acc: 0.8339, loss_cls: 1.5827, loss: 1.5827, grad_norm: 2.8872 2020-07-24 05:19:01,096 - mmaction - INFO - Epoch [20][640/1074] lr: 3.500e-02, eta: 11:04:57, time: 1.161, data_time: 0.002, memory: 8951, top1_acc: 0.6185, top5_acc: 0.8375, loss_cls: 1.5643, loss: 1.5643, grad_norm: 2.8663 2020-07-24 05:19:25,972 - mmaction - INFO - Epoch [20][660/1074] lr: 3.500e-02, eta: 11:04:34, time: 1.243, data_time: 0.008, memory: 8951, top1_acc: 0.6089, top5_acc: 0.8283, loss_cls: 1.5813, loss: 1.5813, grad_norm: 2.8435 2020-07-24 05:19:50,243 - mmaction - INFO - Epoch [20][680/1074] lr: 3.500e-02, eta: 11:04:09, time: 1.215, data_time: 0.006, memory: 8951, top1_acc: 0.6161, top5_acc: 0.8362, loss_cls: 1.5591, loss: 1.5591, grad_norm: 2.8617 2020-07-24 05:20:15,840 - mmaction - INFO - Epoch [20][700/1074] lr: 3.500e-02, eta: 11:03:46, time: 1.276, data_time: 0.005, memory: 8951, top1_acc: 0.6281, top5_acc: 0.8433, loss_cls: 1.5222, loss: 1.5222, grad_norm: 2.8473 2020-07-24 05:20:40,171 - mmaction - INFO - Epoch [20][720/1074] lr: 3.500e-02, eta: 11:03:22, time: 1.219, data_time: 0.009, memory: 8951, top1_acc: 0.6027, top5_acc: 0.8310, loss_cls: 1.6223, loss: 1.6223, grad_norm: 2.9179 2020-07-24 05:21:03,429 - mmaction - INFO - Epoch [20][740/1074] lr: 3.500e-02, eta: 11:02:55, time: 1.161, data_time: 0.006, memory: 8951, top1_acc: 0.6136, top5_acc: 0.8346, loss_cls: 1.5734, loss: 1.5734, grad_norm: 2.9453 2020-07-24 05:21:27,237 - mmaction - INFO - Epoch [20][760/1074] lr: 3.500e-02, eta: 11:02:30, time: 1.193, data_time: 0.007, memory: 8951, top1_acc: 0.6063, top5_acc: 0.8301, loss_cls: 1.6104, loss: 1.6104, grad_norm: 2.8315 2020-07-24 05:21:51,520 - mmaction - INFO - Epoch [20][780/1074] lr: 3.500e-02, eta: 11:02:05, time: 1.210, data_time: 0.006, memory: 8951, top1_acc: 0.5984, top5_acc: 0.8288, loss_cls: 1.6189, loss: 1.6189, grad_norm: 2.8397 2020-07-24 05:22:15,075 - mmaction - INFO - Epoch [20][800/1074] lr: 3.500e-02, eta: 11:01:40, time: 1.182, data_time: 0.008, memory: 8951, top1_acc: 0.6065, top5_acc: 0.8348, loss_cls: 1.6418, loss: 1.6418, grad_norm: 2.8783 2020-07-24 05:22:40,868 - mmaction - INFO - Epoch [20][820/1074] lr: 3.500e-02, eta: 11:01:17, time: 1.285, data_time: 0.006, memory: 8951, top1_acc: 0.6239, top5_acc: 0.8426, loss_cls: 1.5415, loss: 1.5415, grad_norm: 2.8070 2020-07-24 05:23:04,038 - mmaction - INFO - Epoch [20][840/1074] lr: 3.500e-02, eta: 11:00:51, time: 1.159, data_time: 0.008, memory: 8951, top1_acc: 0.6087, top5_acc: 0.8350, loss_cls: 1.6000, loss: 1.6000, grad_norm: 2.8913 2020-07-24 05:23:28,033 - mmaction - INFO - Epoch [20][860/1074] lr: 3.500e-02, eta: 11:00:26, time: 1.202, data_time: 0.009, memory: 8951, top1_acc: 0.6051, top5_acc: 0.8342, loss_cls: 1.6185, loss: 1.6185, grad_norm: 2.8844 2020-07-24 05:23:52,109 - mmaction - INFO - Epoch [20][880/1074] lr: 3.500e-02, eta: 11:00:01, time: 1.203, data_time: 0.008, memory: 8951, top1_acc: 0.6103, top5_acc: 0.8259, loss_cls: 1.6244, loss: 1.6244, grad_norm: 2.8890 2020-07-24 05:24:16,574 - mmaction - INFO - Epoch [20][900/1074] lr: 3.500e-02, eta: 10:59:36, time: 1.225, data_time: 0.006, memory: 8951, top1_acc: 0.6203, top5_acc: 0.8315, loss_cls: 1.5808, loss: 1.5808, grad_norm: 2.8438 2020-07-24 05:24:40,378 - mmaction - INFO - Epoch [20][920/1074] lr: 3.500e-02, eta: 10:59:11, time: 1.188, data_time: 0.006, memory: 8951, top1_acc: 0.6051, top5_acc: 0.8324, loss_cls: 1.6030, loss: 1.6030, grad_norm: 2.8635 2020-07-24 05:25:04,832 - mmaction - INFO - Epoch [20][940/1074] lr: 3.500e-02, eta: 10:58:47, time: 1.224, data_time: 0.008, memory: 8951, top1_acc: 0.6078, top5_acc: 0.8402, loss_cls: 1.5671, loss: 1.5671, grad_norm: 2.8475 2020-07-24 05:25:29,542 - mmaction - INFO - Epoch [20][960/1074] lr: 3.500e-02, eta: 10:58:23, time: 1.236, data_time: 0.003, memory: 8951, top1_acc: 0.6083, top5_acc: 0.8384, loss_cls: 1.5755, loss: 1.5755, grad_norm: 2.8394 2020-07-24 05:25:53,440 - mmaction - INFO - Epoch [20][980/1074] lr: 3.500e-02, eta: 10:57:57, time: 1.194, data_time: 0.006, memory: 8951, top1_acc: 0.6163, top5_acc: 0.8379, loss_cls: 1.5540, loss: 1.5540, grad_norm: 2.8098 2020-07-24 05:26:19,217 - mmaction - INFO - Epoch [20][1000/1074] lr: 3.500e-02, eta: 10:57:35, time: 1.288, data_time: 0.007, memory: 8951, top1_acc: 0.6042, top5_acc: 0.8339, loss_cls: 1.5988, loss: 1.5988, grad_norm: 2.9172 2020-07-24 05:26:42,481 - mmaction - INFO - Epoch [20][1020/1074] lr: 3.500e-02, eta: 10:57:09, time: 1.165, data_time: 0.007, memory: 8951, top1_acc: 0.6031, top5_acc: 0.8330, loss_cls: 1.6190, loss: 1.6190, grad_norm: 2.8538 2020-07-24 05:27:08,453 - mmaction - INFO - Epoch [20][1040/1074] lr: 3.500e-02, eta: 10:56:47, time: 1.299, data_time: 0.005, memory: 8951, top1_acc: 0.5958, top5_acc: 0.8237, loss_cls: 1.6418, loss: 1.6418, grad_norm: 2.9049 2020-07-24 05:27:34,055 - mmaction - INFO - Epoch [20][1060/1074] lr: 3.500e-02, eta: 10:56:24, time: 1.280, data_time: 0.004, memory: 8951, top1_acc: 0.6100, top5_acc: 0.8402, loss_cls: 1.5974, loss: 1.5974, grad_norm: 2.8917 2020-07-24 05:27:49,639 - mmaction - INFO - Saving checkpoint at 20 epochs 2020-07-24 05:28:23,537 - mmaction - INFO - Epoch [21][20/1074] lr: 3.500e-03, eta: 10:55:30, time: 1.667, data_time: 0.493, memory: 8951, top1_acc: 0.6248, top5_acc: 0.8446, loss_cls: 1.5066, loss: 1.5066, grad_norm: 2.7403 2020-07-24 05:28:46,385 - mmaction - INFO - Epoch [21][40/1074] lr: 3.500e-03, eta: 10:55:03, time: 1.138, data_time: 0.005, memory: 8951, top1_acc: 0.6493, top5_acc: 0.8627, loss_cls: 1.3931, loss: 1.3931, grad_norm: 2.6543 2020-07-24 05:29:10,381 - mmaction - INFO - Epoch [21][60/1074] lr: 3.500e-03, eta: 10:54:38, time: 1.203, data_time: 0.008, memory: 8951, top1_acc: 0.6621, top5_acc: 0.8663, loss_cls: 1.3621, loss: 1.3621, grad_norm: 2.5959 2020-07-24 05:29:34,545 - mmaction - INFO - Epoch [21][80/1074] lr: 3.500e-03, eta: 10:54:14, time: 1.209, data_time: 0.008, memory: 8951, top1_acc: 0.6681, top5_acc: 0.8685, loss_cls: 1.3148, loss: 1.3148, grad_norm: 2.5477 2020-07-24 05:29:59,506 - mmaction - INFO - Epoch [21][100/1074] lr: 3.500e-03, eta: 10:53:50, time: 1.249, data_time: 0.004, memory: 8951, top1_acc: 0.6699, top5_acc: 0.8721, loss_cls: 1.3080, loss: 1.3080, grad_norm: 2.6045 2020-07-24 05:30:22,753 - mmaction - INFO - Epoch [21][120/1074] lr: 3.500e-03, eta: 10:53:24, time: 1.160, data_time: 0.006, memory: 8951, top1_acc: 0.6810, top5_acc: 0.8746, loss_cls: 1.2998, loss: 1.2998, grad_norm: 2.6222 2020-07-24 05:30:47,600 - mmaction - INFO - Epoch [21][140/1074] lr: 3.500e-03, eta: 10:53:00, time: 1.244, data_time: 0.007, memory: 8951, top1_acc: 0.6741, top5_acc: 0.8650, loss_cls: 1.3412, loss: 1.3412, grad_norm: 2.6535 2020-07-24 05:31:11,932 - mmaction - INFO - Epoch [21][160/1074] lr: 3.500e-03, eta: 10:52:35, time: 1.217, data_time: 0.007, memory: 8951, top1_acc: 0.6826, top5_acc: 0.8737, loss_cls: 1.2931, loss: 1.2931, grad_norm: 2.6337 2020-07-24 05:31:34,978 - mmaction - INFO - Epoch [21][180/1074] lr: 3.500e-03, eta: 10:52:09, time: 1.152, data_time: 0.005, memory: 8951, top1_acc: 0.6839, top5_acc: 0.8746, loss_cls: 1.2648, loss: 1.2648, grad_norm: 2.6260 2020-07-24 05:32:01,224 - mmaction - INFO - Epoch [21][200/1074] lr: 3.500e-03, eta: 10:51:47, time: 1.309, data_time: 0.007, memory: 8951, top1_acc: 0.6788, top5_acc: 0.8788, loss_cls: 1.2735, loss: 1.2735, grad_norm: 2.6174 2020-07-24 05:32:24,492 - mmaction - INFO - Epoch [21][220/1074] lr: 3.500e-03, eta: 10:51:21, time: 1.167, data_time: 0.007, memory: 8951, top1_acc: 0.6672, top5_acc: 0.8667, loss_cls: 1.3233, loss: 1.3233, grad_norm: 2.6762 2020-07-24 05:32:48,475 - mmaction - INFO - Epoch [21][240/1074] lr: 3.500e-03, eta: 10:50:56, time: 1.191, data_time: 0.006, memory: 8951, top1_acc: 0.6667, top5_acc: 0.8681, loss_cls: 1.3234, loss: 1.3234, grad_norm: 2.7006 2020-07-24 05:33:15,044 - mmaction - INFO - Epoch [21][260/1074] lr: 3.500e-03, eta: 10:50:35, time: 1.335, data_time: 0.011, memory: 8951, top1_acc: 0.6799, top5_acc: 0.8719, loss_cls: 1.2834, loss: 1.2834, grad_norm: 2.6506 2020-07-24 05:33:38,990 - mmaction - INFO - Epoch [21][280/1074] lr: 3.500e-03, eta: 10:50:09, time: 1.196, data_time: 0.008, memory: 8951, top1_acc: 0.6819, top5_acc: 0.8717, loss_cls: 1.2869, loss: 1.2869, grad_norm: 2.6814 2020-07-24 05:34:03,009 - mmaction - INFO - Epoch [21][300/1074] lr: 3.500e-03, eta: 10:49:44, time: 1.203, data_time: 0.008, memory: 8951, top1_acc: 0.6795, top5_acc: 0.8728, loss_cls: 1.2838, loss: 1.2838, grad_norm: 2.6245 2020-07-24 05:34:28,014 - mmaction - INFO - Epoch [21][320/1074] lr: 3.500e-03, eta: 10:49:21, time: 1.248, data_time: 0.008, memory: 8951, top1_acc: 0.7123, top5_acc: 0.8850, loss_cls: 1.1852, loss: 1.1852, grad_norm: 2.5560 2020-07-24 05:34:51,972 - mmaction - INFO - Epoch [21][340/1074] lr: 3.500e-03, eta: 10:48:56, time: 1.201, data_time: 0.008, memory: 8951, top1_acc: 0.6862, top5_acc: 0.8766, loss_cls: 1.2606, loss: 1.2606, grad_norm: 2.6763 2020-07-24 05:35:18,107 - mmaction - INFO - Epoch [21][360/1074] lr: 3.500e-03, eta: 10:48:34, time: 1.304, data_time: 0.007, memory: 8951, top1_acc: 0.6895, top5_acc: 0.8844, loss_cls: 1.2638, loss: 1.2638, grad_norm: 2.6719 2020-07-24 05:35:43,274 - mmaction - INFO - Epoch [21][380/1074] lr: 3.500e-03, eta: 10:48:11, time: 1.261, data_time: 0.006, memory: 8951, top1_acc: 0.6819, top5_acc: 0.8737, loss_cls: 1.2577, loss: 1.2577, grad_norm: 2.6812 2020-07-24 05:36:05,405 - mmaction - INFO - Epoch [21][400/1074] lr: 3.500e-03, eta: 10:47:43, time: 1.100, data_time: 0.005, memory: 8951, top1_acc: 0.6922, top5_acc: 0.8759, loss_cls: 1.2329, loss: 1.2329, grad_norm: 2.6003 2020-07-24 05:36:30,366 - mmaction - INFO - Epoch [21][420/1074] lr: 3.500e-03, eta: 10:47:19, time: 1.253, data_time: 0.009, memory: 8951, top1_acc: 0.6797, top5_acc: 0.8705, loss_cls: 1.2623, loss: 1.2623, grad_norm: 2.6558 2020-07-24 05:36:55,391 - mmaction - INFO - Epoch [21][440/1074] lr: 3.500e-03, eta: 10:46:55, time: 1.250, data_time: 0.007, memory: 8951, top1_acc: 0.6730, top5_acc: 0.8772, loss_cls: 1.2740, loss: 1.2740, grad_norm: 2.7027 2020-07-24 05:37:19,471 - mmaction - INFO - Epoch [21][460/1074] lr: 3.500e-03, eta: 10:46:31, time: 1.205, data_time: 0.008, memory: 8951, top1_acc: 0.6913, top5_acc: 0.8813, loss_cls: 1.2428, loss: 1.2428, grad_norm: 2.6981 2020-07-24 05:37:44,948 - mmaction - INFO - Epoch [21][480/1074] lr: 3.500e-03, eta: 10:46:08, time: 1.276, data_time: 0.008, memory: 8951, top1_acc: 0.7027, top5_acc: 0.8772, loss_cls: 1.2064, loss: 1.2064, grad_norm: 2.6124 2020-07-24 05:38:08,824 - mmaction - INFO - Epoch [21][500/1074] lr: 3.500e-03, eta: 10:45:42, time: 1.193, data_time: 0.004, memory: 8951, top1_acc: 0.6955, top5_acc: 0.8768, loss_cls: 1.2314, loss: 1.2314, grad_norm: 2.6764 2020-07-24 05:38:34,096 - mmaction - INFO - Epoch [21][520/1074] lr: 3.500e-03, eta: 10:45:19, time: 1.260, data_time: 0.007, memory: 8951, top1_acc: 0.6924, top5_acc: 0.8817, loss_cls: 1.2317, loss: 1.2317, grad_norm: 2.6888 2020-07-24 05:38:58,151 - mmaction - INFO - Epoch [21][540/1074] lr: 3.500e-03, eta: 10:44:54, time: 1.206, data_time: 0.008, memory: 8951, top1_acc: 0.6842, top5_acc: 0.8801, loss_cls: 1.2546, loss: 1.2546, grad_norm: 2.7416 2020-07-24 05:39:22,479 - mmaction - INFO - Epoch [21][560/1074] lr: 3.500e-03, eta: 10:44:30, time: 1.217, data_time: 0.007, memory: 8951, top1_acc: 0.6913, top5_acc: 0.8737, loss_cls: 1.2536, loss: 1.2536, grad_norm: 2.7219 2020-07-24 05:39:45,979 - mmaction - INFO - Epoch [21][580/1074] lr: 3.500e-03, eta: 10:44:04, time: 1.175, data_time: 0.004, memory: 8951, top1_acc: 0.6895, top5_acc: 0.8842, loss_cls: 1.2175, loss: 1.2175, grad_norm: 2.7531 2020-07-24 05:40:10,085 - mmaction - INFO - Epoch [21][600/1074] lr: 3.500e-03, eta: 10:43:39, time: 1.206, data_time: 0.006, memory: 8951, top1_acc: 0.6893, top5_acc: 0.8752, loss_cls: 1.2561, loss: 1.2561, grad_norm: 2.7130 2020-07-24 05:40:34,278 - mmaction - INFO - Epoch [21][620/1074] lr: 3.500e-03, eta: 10:43:14, time: 1.209, data_time: 0.002, memory: 8951, top1_acc: 0.6879, top5_acc: 0.8821, loss_cls: 1.2241, loss: 1.2241, grad_norm: 2.7363 2020-07-24 05:40:58,507 - mmaction - INFO - Epoch [21][640/1074] lr: 3.500e-03, eta: 10:42:50, time: 1.212, data_time: 0.007, memory: 8951, top1_acc: 0.6944, top5_acc: 0.8855, loss_cls: 1.2025, loss: 1.2025, grad_norm: 2.6937 2020-07-24 05:41:22,563 - mmaction - INFO - Epoch [21][660/1074] lr: 3.500e-03, eta: 10:42:25, time: 1.203, data_time: 0.007, memory: 8951, top1_acc: 0.6850, top5_acc: 0.8817, loss_cls: 1.2443, loss: 1.2443, grad_norm: 2.7395 2020-07-24 05:41:47,438 - mmaction - INFO - Epoch [21][680/1074] lr: 3.500e-03, eta: 10:42:01, time: 1.243, data_time: 0.006, memory: 8951, top1_acc: 0.6933, top5_acc: 0.8779, loss_cls: 1.2300, loss: 1.2300, grad_norm: 2.7073 2020-07-24 05:42:11,598 - mmaction - INFO - Epoch [21][700/1074] lr: 3.500e-03, eta: 10:41:36, time: 1.205, data_time: 0.004, memory: 8951, top1_acc: 0.6987, top5_acc: 0.8924, loss_cls: 1.1836, loss: 1.1836, grad_norm: 2.7254 2020-07-24 05:42:36,170 - mmaction - INFO - Epoch [21][720/1074] lr: 3.500e-03, eta: 10:41:12, time: 1.230, data_time: 0.007, memory: 8951, top1_acc: 0.7002, top5_acc: 0.8873, loss_cls: 1.1909, loss: 1.1909, grad_norm: 2.6971 2020-07-24 05:43:01,346 - mmaction - INFO - Epoch [21][740/1074] lr: 3.500e-03, eta: 10:40:48, time: 1.262, data_time: 0.009, memory: 8951, top1_acc: 0.7031, top5_acc: 0.8839, loss_cls: 1.1939, loss: 1.1939, grad_norm: 2.7004 2020-07-24 05:43:24,697 - mmaction - INFO - Epoch [21][760/1074] lr: 3.500e-03, eta: 10:40:22, time: 1.166, data_time: 0.005, memory: 8951, top1_acc: 0.6964, top5_acc: 0.8857, loss_cls: 1.1931, loss: 1.1931, grad_norm: 2.7312 2020-07-24 05:43:49,830 - mmaction - INFO - Epoch [21][780/1074] lr: 3.500e-03, eta: 10:39:59, time: 1.255, data_time: 0.008, memory: 8951, top1_acc: 0.6913, top5_acc: 0.8884, loss_cls: 1.2401, loss: 1.2401, grad_norm: 2.7860 2020-07-24 05:44:12,855 - mmaction - INFO - Epoch [21][800/1074] lr: 3.500e-03, eta: 10:39:33, time: 1.153, data_time: 0.008, memory: 8951, top1_acc: 0.7004, top5_acc: 0.8837, loss_cls: 1.2188, loss: 1.2188, grad_norm: 2.7020 2020-07-24 05:44:36,644 - mmaction - INFO - Epoch [21][820/1074] lr: 3.500e-03, eta: 10:39:07, time: 1.188, data_time: 0.007, memory: 8951, top1_acc: 0.6962, top5_acc: 0.8875, loss_cls: 1.1865, loss: 1.1865, grad_norm: 2.7232 2020-07-24 05:45:00,933 - mmaction - INFO - Epoch [21][840/1074] lr: 3.500e-03, eta: 10:38:43, time: 1.216, data_time: 0.007, memory: 8951, top1_acc: 0.6953, top5_acc: 0.8857, loss_cls: 1.2165, loss: 1.2165, grad_norm: 2.7694 2020-07-24 05:45:25,697 - mmaction - INFO - Epoch [21][860/1074] lr: 3.500e-03, eta: 10:38:19, time: 1.237, data_time: 0.007, memory: 8951, top1_acc: 0.7016, top5_acc: 0.8786, loss_cls: 1.1934, loss: 1.1934, grad_norm: 2.7019 2020-07-24 05:45:50,340 - mmaction - INFO - Epoch [21][880/1074] lr: 3.500e-03, eta: 10:37:55, time: 1.234, data_time: 0.007, memory: 8951, top1_acc: 0.6783, top5_acc: 0.8844, loss_cls: 1.2399, loss: 1.2399, grad_norm: 2.7776 2020-07-24 05:46:13,317 - mmaction - INFO - Epoch [21][900/1074] lr: 3.500e-03, eta: 10:37:28, time: 1.148, data_time: 0.006, memory: 8951, top1_acc: 0.6987, top5_acc: 0.8853, loss_cls: 1.1975, loss: 1.1975, grad_norm: 2.7484 2020-07-24 05:46:38,370 - mmaction - INFO - Epoch [21][920/1074] lr: 3.500e-03, eta: 10:37:05, time: 1.254, data_time: 0.005, memory: 8951, top1_acc: 0.6819, top5_acc: 0.8741, loss_cls: 1.2541, loss: 1.2541, grad_norm: 2.7988 2020-07-24 05:47:03,004 - mmaction - INFO - Epoch [21][940/1074] lr: 3.500e-03, eta: 10:36:40, time: 1.229, data_time: 0.006, memory: 8951, top1_acc: 0.7007, top5_acc: 0.8844, loss_cls: 1.1867, loss: 1.1867, grad_norm: 2.7526 2020-07-24 05:47:26,191 - mmaction - INFO - Epoch [21][960/1074] lr: 3.500e-03, eta: 10:36:14, time: 1.163, data_time: 0.008, memory: 8951, top1_acc: 0.7033, top5_acc: 0.8891, loss_cls: 1.1838, loss: 1.1838, grad_norm: 2.7412 2020-07-24 05:47:50,588 - mmaction - INFO - Epoch [21][980/1074] lr: 3.500e-03, eta: 10:35:50, time: 1.218, data_time: 0.007, memory: 8951, top1_acc: 0.7107, top5_acc: 0.8926, loss_cls: 1.1415, loss: 1.1415, grad_norm: 2.7241 2020-07-24 05:48:14,583 - mmaction - INFO - Epoch [21][1000/1074] lr: 3.500e-03, eta: 10:35:25, time: 1.199, data_time: 0.007, memory: 8951, top1_acc: 0.6946, top5_acc: 0.8828, loss_cls: 1.1984, loss: 1.1984, grad_norm: 2.7537 2020-07-24 05:48:38,696 - mmaction - INFO - Epoch [21][1020/1074] lr: 3.500e-03, eta: 10:35:00, time: 1.208, data_time: 0.009, memory: 8951, top1_acc: 0.6868, top5_acc: 0.8721, loss_cls: 1.2548, loss: 1.2548, grad_norm: 2.8286 2020-07-24 05:49:04,192 - mmaction - INFO - Epoch [21][1040/1074] lr: 3.500e-03, eta: 10:34:37, time: 1.275, data_time: 0.003, memory: 8951, top1_acc: 0.6982, top5_acc: 0.8813, loss_cls: 1.2250, loss: 1.2250, grad_norm: 2.7815 2020-07-24 05:49:28,168 - mmaction - INFO - Epoch [21][1060/1074] lr: 3.500e-03, eta: 10:34:12, time: 1.198, data_time: 0.005, memory: 8951, top1_acc: 0.7004, top5_acc: 0.8911, loss_cls: 1.1869, loss: 1.1869, grad_norm: 2.7907 2020-07-24 05:49:45,105 - mmaction - INFO - Saving checkpoint at 21 epochs 2020-07-24 05:50:19,622 - mmaction - INFO - Epoch [22][20/1074] lr: 3.500e-03, eta: 10:33:18, time: 1.630, data_time: 0.446, memory: 8951, top1_acc: 0.7129, top5_acc: 0.8958, loss_cls: 1.1518, loss: 1.1518, grad_norm: 2.7475 2020-07-24 05:50:42,457 - mmaction - INFO - Epoch [22][40/1074] lr: 3.500e-03, eta: 10:32:52, time: 1.145, data_time: 0.008, memory: 8951, top1_acc: 0.7205, top5_acc: 0.8924, loss_cls: 1.1291, loss: 1.1291, grad_norm: 2.6756 2020-07-24 05:51:06,762 - mmaction - INFO - Epoch [22][60/1074] lr: 3.500e-03, eta: 10:32:27, time: 1.213, data_time: 0.008, memory: 8951, top1_acc: 0.7114, top5_acc: 0.8938, loss_cls: 1.1341, loss: 1.1341, grad_norm: 2.6715 2020-07-24 05:51:32,515 - mmaction - INFO - Epoch [22][80/1074] lr: 3.500e-03, eta: 10:32:05, time: 1.289, data_time: 0.009, memory: 8951, top1_acc: 0.6991, top5_acc: 0.8888, loss_cls: 1.1707, loss: 1.1707, grad_norm: 2.7232 2020-07-24 05:51:55,752 - mmaction - INFO - Epoch [22][100/1074] lr: 3.500e-03, eta: 10:31:39, time: 1.163, data_time: 0.008, memory: 8951, top1_acc: 0.7038, top5_acc: 0.8868, loss_cls: 1.1753, loss: 1.1753, grad_norm: 2.7635 2020-07-24 05:52:21,206 - mmaction - INFO - Epoch [22][120/1074] lr: 3.500e-03, eta: 10:31:16, time: 1.271, data_time: 0.004, memory: 8951, top1_acc: 0.7036, top5_acc: 0.8871, loss_cls: 1.1830, loss: 1.1830, grad_norm: 2.7475 2020-07-24 05:52:44,403 - mmaction - INFO - Epoch [22][140/1074] lr: 3.500e-03, eta: 10:30:49, time: 1.160, data_time: 0.007, memory: 8951, top1_acc: 0.7009, top5_acc: 0.8846, loss_cls: 1.1931, loss: 1.1931, grad_norm: 2.7487 2020-07-24 05:53:08,427 - mmaction - INFO - Epoch [22][160/1074] lr: 3.500e-03, eta: 10:30:25, time: 1.203, data_time: 0.008, memory: 8951, top1_acc: 0.6893, top5_acc: 0.8835, loss_cls: 1.2137, loss: 1.2137, grad_norm: 2.7917 2020-07-24 05:53:32,824 - mmaction - INFO - Epoch [22][180/1074] lr: 3.500e-03, eta: 10:30:00, time: 1.221, data_time: 0.007, memory: 8951, top1_acc: 0.6982, top5_acc: 0.8893, loss_cls: 1.1658, loss: 1.1658, grad_norm: 2.7695 2020-07-24 05:53:57,380 - mmaction - INFO - Epoch [22][200/1074] lr: 3.500e-03, eta: 10:29:36, time: 1.228, data_time: 0.004, memory: 8951, top1_acc: 0.7163, top5_acc: 0.8996, loss_cls: 1.1189, loss: 1.1189, grad_norm: 2.7554 2020-07-24 05:54:21,696 - mmaction - INFO - Epoch [22][220/1074] lr: 3.500e-03, eta: 10:29:11, time: 1.213, data_time: 0.005, memory: 8951, top1_acc: 0.6973, top5_acc: 0.8842, loss_cls: 1.2129, loss: 1.2129, grad_norm: 2.8223 2020-07-24 05:54:46,951 - mmaction - INFO - Epoch [22][240/1074] lr: 3.500e-03, eta: 10:28:48, time: 1.267, data_time: 0.009, memory: 8951, top1_acc: 0.7121, top5_acc: 0.8926, loss_cls: 1.1514, loss: 1.1514, grad_norm: 2.7461 2020-07-24 05:55:11,782 - mmaction - INFO - Epoch [22][260/1074] lr: 3.500e-03, eta: 10:28:24, time: 1.237, data_time: 0.006, memory: 8951, top1_acc: 0.7060, top5_acc: 0.8938, loss_cls: 1.1385, loss: 1.1385, grad_norm: 2.7762 2020-07-24 05:55:36,285 - mmaction - INFO - Epoch [22][280/1074] lr: 3.500e-03, eta: 10:28:00, time: 1.229, data_time: 0.007, memory: 8951, top1_acc: 0.7045, top5_acc: 0.8864, loss_cls: 1.1966, loss: 1.1966, grad_norm: 2.8132 2020-07-24 05:56:01,071 - mmaction - INFO - Epoch [22][300/1074] lr: 3.500e-03, eta: 10:27:36, time: 1.239, data_time: 0.006, memory: 8951, top1_acc: 0.7092, top5_acc: 0.8859, loss_cls: 1.1668, loss: 1.1668, grad_norm: 2.7659 2020-07-24 05:56:26,884 - mmaction - INFO - Epoch [22][320/1074] lr: 3.500e-03, eta: 10:27:13, time: 1.292, data_time: 0.006, memory: 8951, top1_acc: 0.6942, top5_acc: 0.8810, loss_cls: 1.2100, loss: 1.2100, grad_norm: 2.7993 2020-07-24 05:56:49,309 - mmaction - INFO - Epoch [22][340/1074] lr: 3.500e-03, eta: 10:26:46, time: 1.117, data_time: 0.005, memory: 8951, top1_acc: 0.7004, top5_acc: 0.8875, loss_cls: 1.1916, loss: 1.1916, grad_norm: 2.8155 2020-07-24 05:57:14,595 - mmaction - INFO - Epoch [22][360/1074] lr: 3.500e-03, eta: 10:26:23, time: 1.269, data_time: 0.008, memory: 8951, top1_acc: 0.7123, top5_acc: 0.8879, loss_cls: 1.1677, loss: 1.1677, grad_norm: 2.7804 2020-07-24 05:57:38,956 - mmaction - INFO - Epoch [22][380/1074] lr: 3.500e-03, eta: 10:25:59, time: 1.216, data_time: 0.006, memory: 8951, top1_acc: 0.7025, top5_acc: 0.8904, loss_cls: 1.1849, loss: 1.1849, grad_norm: 2.7855 2020-07-24 05:58:02,608 - mmaction - INFO - Epoch [22][400/1074] lr: 3.500e-03, eta: 10:25:33, time: 1.183, data_time: 0.004, memory: 8951, top1_acc: 0.7116, top5_acc: 0.8884, loss_cls: 1.1494, loss: 1.1494, grad_norm: 2.7638 2020-07-24 05:58:25,828 - mmaction - INFO - Epoch [22][420/1074] lr: 3.500e-03, eta: 10:25:07, time: 1.158, data_time: 0.007, memory: 8951, top1_acc: 0.7042, top5_acc: 0.8844, loss_cls: 1.1814, loss: 1.1814, grad_norm: 2.7694 2020-07-24 05:58:50,646 - mmaction - INFO - Epoch [22][440/1074] lr: 3.500e-03, eta: 10:24:43, time: 1.241, data_time: 0.007, memory: 8951, top1_acc: 0.7089, top5_acc: 0.8864, loss_cls: 1.1658, loss: 1.1658, grad_norm: 2.7267 2020-07-24 05:59:13,805 - mmaction - INFO - Epoch [22][460/1074] lr: 3.500e-03, eta: 10:24:17, time: 1.160, data_time: 0.007, memory: 8951, top1_acc: 0.6993, top5_acc: 0.8886, loss_cls: 1.2099, loss: 1.2099, grad_norm: 2.7909 2020-07-24 05:59:38,755 - mmaction - INFO - Epoch [22][480/1074] lr: 3.500e-03, eta: 10:23:53, time: 1.246, data_time: 0.007, memory: 8951, top1_acc: 0.7098, top5_acc: 0.8866, loss_cls: 1.1568, loss: 1.1568, grad_norm: 2.7590 2020-07-24 06:00:04,057 - mmaction - INFO - Epoch [22][500/1074] lr: 3.500e-03, eta: 10:23:30, time: 1.248, data_time: 0.008, memory: 8951, top1_acc: 0.6877, top5_acc: 0.8855, loss_cls: 1.2024, loss: 1.2024, grad_norm: 2.8798 2020-07-24 06:00:28,649 - mmaction - INFO - Epoch [22][520/1074] lr: 3.500e-03, eta: 10:23:06, time: 1.243, data_time: 0.030, memory: 8951, top1_acc: 0.7042, top5_acc: 0.8853, loss_cls: 1.1777, loss: 1.1777, grad_norm: 2.7748 2020-07-24 06:00:52,641 - mmaction - INFO - Epoch [22][540/1074] lr: 3.500e-03, eta: 10:22:41, time: 1.206, data_time: 0.013, memory: 8951, top1_acc: 0.6908, top5_acc: 0.8830, loss_cls: 1.2033, loss: 1.2033, grad_norm: 2.8351 2020-07-24 06:01:16,878 - mmaction - INFO - Epoch [22][560/1074] lr: 3.500e-03, eta: 10:22:16, time: 1.213, data_time: 0.003, memory: 8951, top1_acc: 0.6993, top5_acc: 0.8893, loss_cls: 1.1834, loss: 1.1834, grad_norm: 2.8594 2020-07-24 06:01:41,762 - mmaction - INFO - Epoch [22][580/1074] lr: 3.500e-03, eta: 10:21:53, time: 1.243, data_time: 0.005, memory: 8951, top1_acc: 0.7190, top5_acc: 0.8969, loss_cls: 1.1163, loss: 1.1163, grad_norm: 2.7783 2020-07-24 06:02:05,903 - mmaction - INFO - Epoch [22][600/1074] lr: 3.500e-03, eta: 10:21:28, time: 1.206, data_time: 0.004, memory: 8951, top1_acc: 0.7038, top5_acc: 0.8844, loss_cls: 1.1560, loss: 1.1560, grad_norm: 2.7300 2020-07-24 06:02:29,742 - mmaction - INFO - Epoch [22][620/1074] lr: 3.500e-03, eta: 10:21:03, time: 1.193, data_time: 0.006, memory: 8951, top1_acc: 0.6938, top5_acc: 0.8797, loss_cls: 1.1946, loss: 1.1946, grad_norm: 2.8086 2020-07-24 06:02:56,160 - mmaction - INFO - Epoch [22][640/1074] lr: 3.500e-03, eta: 10:20:41, time: 1.319, data_time: 0.003, memory: 8951, top1_acc: 0.7118, top5_acc: 0.8873, loss_cls: 1.1648, loss: 1.1648, grad_norm: 2.8194 2020-07-24 06:03:20,662 - mmaction - INFO - Epoch [22][660/1074] lr: 3.500e-03, eta: 10:20:17, time: 1.227, data_time: 0.005, memory: 8951, top1_acc: 0.7033, top5_acc: 0.8891, loss_cls: 1.1627, loss: 1.1627, grad_norm: 2.8378 2020-07-24 06:03:44,298 - mmaction - INFO - Epoch [22][680/1074] lr: 3.500e-03, eta: 10:19:51, time: 1.177, data_time: 0.004, memory: 8951, top1_acc: 0.7022, top5_acc: 0.8786, loss_cls: 1.2045, loss: 1.2045, grad_norm: 2.8065 2020-07-24 06:04:08,865 - mmaction - INFO - Epoch [22][700/1074] lr: 3.500e-03, eta: 10:19:27, time: 1.232, data_time: 0.008, memory: 8951, top1_acc: 0.7089, top5_acc: 0.8964, loss_cls: 1.1305, loss: 1.1305, grad_norm: 2.7954 2020-07-24 06:04:33,713 - mmaction - INFO - Epoch [22][720/1074] lr: 3.500e-03, eta: 10:19:03, time: 1.240, data_time: 0.007, memory: 8951, top1_acc: 0.7125, top5_acc: 0.8908, loss_cls: 1.1333, loss: 1.1333, grad_norm: 2.7919 2020-07-24 06:04:58,797 - mmaction - INFO - Epoch [22][740/1074] lr: 3.500e-03, eta: 10:18:40, time: 1.256, data_time: 0.007, memory: 8951, top1_acc: 0.6964, top5_acc: 0.8810, loss_cls: 1.1965, loss: 1.1965, grad_norm: 2.8851 2020-07-24 06:05:21,955 - mmaction - INFO - Epoch [22][760/1074] lr: 3.500e-03, eta: 10:18:13, time: 1.156, data_time: 0.006, memory: 8951, top1_acc: 0.7051, top5_acc: 0.8877, loss_cls: 1.1607, loss: 1.1607, grad_norm: 2.8380 2020-07-24 06:05:46,331 - mmaction - INFO - Epoch [22][780/1074] lr: 3.500e-03, eta: 10:17:49, time: 1.219, data_time: 0.005, memory: 8951, top1_acc: 0.7067, top5_acc: 0.8917, loss_cls: 1.1557, loss: 1.1557, grad_norm: 2.8065 2020-07-24 06:06:10,765 - mmaction - INFO - Epoch [22][800/1074] lr: 3.500e-03, eta: 10:17:25, time: 1.223, data_time: 0.008, memory: 8951, top1_acc: 0.6998, top5_acc: 0.8824, loss_cls: 1.1939, loss: 1.1939, grad_norm: 2.8807 2020-07-24 06:06:37,643 - mmaction - INFO - Epoch [22][820/1074] lr: 3.500e-03, eta: 10:17:03, time: 1.342, data_time: 0.003, memory: 8951, top1_acc: 0.7058, top5_acc: 0.8864, loss_cls: 1.1850, loss: 1.1850, grad_norm: 2.8299 2020-07-24 06:07:00,819 - mmaction - INFO - Epoch [22][840/1074] lr: 3.500e-03, eta: 10:16:37, time: 1.156, data_time: 0.008, memory: 8951, top1_acc: 0.6942, top5_acc: 0.8790, loss_cls: 1.2167, loss: 1.2167, grad_norm: 2.8806 2020-07-24 06:07:26,916 - mmaction - INFO - Epoch [22][860/1074] lr: 3.500e-03, eta: 10:16:15, time: 1.311, data_time: 0.008, memory: 8951, top1_acc: 0.7123, top5_acc: 0.8893, loss_cls: 1.1495, loss: 1.1495, grad_norm: 2.8103 2020-07-24 06:07:50,841 - mmaction - INFO - Epoch [22][880/1074] lr: 3.500e-03, eta: 10:15:50, time: 1.193, data_time: 0.005, memory: 8951, top1_acc: 0.7078, top5_acc: 0.8915, loss_cls: 1.1511, loss: 1.1511, grad_norm: 2.8109 2020-07-24 06:08:15,565 - mmaction - INFO - Epoch [22][900/1074] lr: 3.500e-03, eta: 10:15:26, time: 1.237, data_time: 0.007, memory: 8951, top1_acc: 0.7076, top5_acc: 0.8929, loss_cls: 1.1326, loss: 1.1326, grad_norm: 2.8600 2020-07-24 06:08:40,235 - mmaction - INFO - Epoch [22][920/1074] lr: 3.500e-03, eta: 10:15:02, time: 1.235, data_time: 0.009, memory: 8951, top1_acc: 0.7036, top5_acc: 0.8788, loss_cls: 1.1839, loss: 1.1839, grad_norm: 2.8173 2020-07-24 06:09:03,188 - mmaction - INFO - Epoch [22][940/1074] lr: 3.500e-03, eta: 10:14:36, time: 1.147, data_time: 0.003, memory: 8951, top1_acc: 0.7009, top5_acc: 0.8913, loss_cls: 1.1666, loss: 1.1666, grad_norm: 2.8830 2020-07-24 06:09:27,591 - mmaction - INFO - Epoch [22][960/1074] lr: 3.500e-03, eta: 10:14:11, time: 1.220, data_time: 0.006, memory: 8951, top1_acc: 0.7065, top5_acc: 0.8844, loss_cls: 1.1561, loss: 1.1561, grad_norm: 2.7931 2020-07-24 06:09:51,730 - mmaction - INFO - Epoch [22][980/1074] lr: 3.500e-03, eta: 10:13:47, time: 1.207, data_time: 0.003, memory: 8951, top1_acc: 0.6987, top5_acc: 0.8904, loss_cls: 1.1699, loss: 1.1699, grad_norm: 2.8712 2020-07-24 06:10:16,679 - mmaction - INFO - Epoch [22][1000/1074] lr: 3.500e-03, eta: 10:13:23, time: 1.245, data_time: 0.006, memory: 8951, top1_acc: 0.7018, top5_acc: 0.8855, loss_cls: 1.1947, loss: 1.1947, grad_norm: 2.8540 2020-07-24 06:10:41,477 - mmaction - INFO - Epoch [22][1020/1074] lr: 3.500e-03, eta: 10:12:59, time: 1.242, data_time: 0.008, memory: 8951, top1_acc: 0.7105, top5_acc: 0.8908, loss_cls: 1.1657, loss: 1.1657, grad_norm: 2.8177 2020-07-24 06:11:04,729 - mmaction - INFO - Epoch [22][1040/1074] lr: 3.500e-03, eta: 10:12:33, time: 1.159, data_time: 0.006, memory: 8951, top1_acc: 0.7092, top5_acc: 0.8859, loss_cls: 1.1588, loss: 1.1588, grad_norm: 2.7670 2020-07-24 06:11:29,300 - mmaction - INFO - Epoch [22][1060/1074] lr: 3.500e-03, eta: 10:12:09, time: 1.230, data_time: 0.007, memory: 8951, top1_acc: 0.7181, top5_acc: 0.9004, loss_cls: 1.0899, loss: 1.0899, grad_norm: 2.7401 2020-07-24 06:11:46,073 - mmaction - INFO - Saving checkpoint at 22 epochs 2020-07-24 06:12:23,584 - mmaction - INFO - Epoch [23][20/1074] lr: 3.500e-03, eta: 10:11:21, time: 1.836, data_time: 0.602, memory: 8951, top1_acc: 0.7123, top5_acc: 0.8929, loss_cls: 1.1355, loss: 1.1355, grad_norm: 2.7684 2020-07-24 06:12:46,978 - mmaction - INFO - Epoch [23][40/1074] lr: 3.500e-03, eta: 10:10:55, time: 1.173, data_time: 0.008, memory: 8951, top1_acc: 0.7154, top5_acc: 0.8933, loss_cls: 1.1234, loss: 1.1234, grad_norm: 2.7430 2020-07-24 06:13:10,815 - mmaction - INFO - Epoch [23][60/1074] lr: 3.500e-03, eta: 10:10:30, time: 1.193, data_time: 0.008, memory: 8951, top1_acc: 0.7058, top5_acc: 0.8920, loss_cls: 1.1637, loss: 1.1637, grad_norm: 2.8699 2020-07-24 06:13:34,267 - mmaction - INFO - Epoch [23][80/1074] lr: 3.500e-03, eta: 10:10:05, time: 1.171, data_time: 0.004, memory: 8951, top1_acc: 0.7132, top5_acc: 0.8875, loss_cls: 1.1330, loss: 1.1330, grad_norm: 2.8176 2020-07-24 06:13:59,269 - mmaction - INFO - Epoch [23][100/1074] lr: 3.500e-03, eta: 10:09:41, time: 1.251, data_time: 0.007, memory: 8951, top1_acc: 0.7121, top5_acc: 0.8944, loss_cls: 1.1148, loss: 1.1148, grad_norm: 2.8326 2020-07-24 06:14:23,855 - mmaction - INFO - Epoch [23][120/1074] lr: 3.500e-03, eta: 10:09:17, time: 1.227, data_time: 0.004, memory: 8951, top1_acc: 0.7042, top5_acc: 0.8978, loss_cls: 1.1458, loss: 1.1458, grad_norm: 2.8395 2020-07-24 06:14:49,157 - mmaction - INFO - Epoch [23][140/1074] lr: 3.500e-03, eta: 10:08:54, time: 1.264, data_time: 0.007, memory: 8951, top1_acc: 0.7152, top5_acc: 0.8911, loss_cls: 1.1348, loss: 1.1348, grad_norm: 2.8014 2020-07-24 06:15:16,063 - mmaction - INFO - Epoch [23][160/1074] lr: 3.500e-03, eta: 10:08:32, time: 1.347, data_time: 0.008, memory: 8951, top1_acc: 0.7190, top5_acc: 0.8913, loss_cls: 1.1256, loss: 1.1256, grad_norm: 2.8213 2020-07-24 06:15:40,312 - mmaction - INFO - Epoch [23][180/1074] lr: 3.500e-03, eta: 10:08:08, time: 1.213, data_time: 0.005, memory: 8951, top1_acc: 0.7087, top5_acc: 0.8942, loss_cls: 1.1284, loss: 1.1284, grad_norm: 2.8493 2020-07-24 06:16:03,373 - mmaction - INFO - Epoch [23][200/1074] lr: 3.500e-03, eta: 10:07:41, time: 1.150, data_time: 0.005, memory: 8951, top1_acc: 0.7152, top5_acc: 0.8987, loss_cls: 1.1193, loss: 1.1193, grad_norm: 2.8399 2020-07-24 06:16:27,692 - mmaction - INFO - Epoch [23][220/1074] lr: 3.500e-03, eta: 10:07:17, time: 1.219, data_time: 0.007, memory: 8951, top1_acc: 0.6964, top5_acc: 0.8824, loss_cls: 1.1946, loss: 1.1946, grad_norm: 2.9123 2020-07-24 06:16:53,503 - mmaction - INFO - Epoch [23][240/1074] lr: 3.500e-03, eta: 10:06:54, time: 1.287, data_time: 0.007, memory: 8951, top1_acc: 0.6991, top5_acc: 0.8895, loss_cls: 1.1706, loss: 1.1706, grad_norm: 2.8689 2020-07-24 06:17:16,883 - mmaction - INFO - Epoch [23][260/1074] lr: 3.500e-03, eta: 10:06:29, time: 1.172, data_time: 0.008, memory: 8951, top1_acc: 0.6996, top5_acc: 0.8837, loss_cls: 1.1944, loss: 1.1944, grad_norm: 2.9043 2020-07-24 06:17:41,197 - mmaction - INFO - Epoch [23][280/1074] lr: 3.500e-03, eta: 10:06:04, time: 1.213, data_time: 0.007, memory: 8951, top1_acc: 0.7136, top5_acc: 0.8973, loss_cls: 1.1112, loss: 1.1112, grad_norm: 2.8373 2020-07-24 06:18:07,831 - mmaction - INFO - Epoch [23][300/1074] lr: 3.500e-03, eta: 10:05:43, time: 1.336, data_time: 0.008, memory: 8951, top1_acc: 0.7172, top5_acc: 0.8993, loss_cls: 1.0805, loss: 1.0805, grad_norm: 2.7562 2020-07-24 06:18:32,198 - mmaction - INFO - Epoch [23][320/1074] lr: 3.500e-03, eta: 10:05:18, time: 1.215, data_time: 0.005, memory: 8951, top1_acc: 0.7049, top5_acc: 0.8882, loss_cls: 1.1609, loss: 1.1609, grad_norm: 2.8788 2020-07-24 06:18:54,864 - mmaction - INFO - Epoch [23][340/1074] lr: 3.500e-03, eta: 10:04:51, time: 1.136, data_time: 0.008, memory: 8951, top1_acc: 0.7112, top5_acc: 0.8938, loss_cls: 1.1458, loss: 1.1458, grad_norm: 2.8231 2020-07-24 06:19:20,149 - mmaction - INFO - Epoch [23][360/1074] lr: 3.500e-03, eta: 10:04:28, time: 1.260, data_time: 0.007, memory: 8951, top1_acc: 0.7071, top5_acc: 0.8886, loss_cls: 1.1496, loss: 1.1496, grad_norm: 2.8580 2020-07-24 06:19:43,755 - mmaction - INFO - Epoch [23][380/1074] lr: 3.500e-03, eta: 10:04:03, time: 1.183, data_time: 0.009, memory: 8951, top1_acc: 0.7161, top5_acc: 0.8953, loss_cls: 1.1227, loss: 1.1227, grad_norm: 2.8183 2020-07-24 06:20:06,783 - mmaction - INFO - Epoch [23][400/1074] lr: 3.500e-03, eta: 10:03:37, time: 1.152, data_time: 0.008, memory: 8951, top1_acc: 0.7147, top5_acc: 0.8922, loss_cls: 1.1349, loss: 1.1349, grad_norm: 2.8187 2020-07-24 06:20:33,208 - mmaction - INFO - Epoch [23][420/1074] lr: 3.500e-03, eta: 10:03:15, time: 1.320, data_time: 0.003, memory: 8951, top1_acc: 0.7067, top5_acc: 0.8908, loss_cls: 1.1512, loss: 1.1512, grad_norm: 2.8388 2020-07-24 06:20:57,608 - mmaction - INFO - Epoch [23][440/1074] lr: 3.500e-03, eta: 10:02:50, time: 1.219, data_time: 0.009, memory: 8951, top1_acc: 0.7138, top5_acc: 0.8897, loss_cls: 1.1538, loss: 1.1538, grad_norm: 2.8692 2020-07-24 06:21:22,933 - mmaction - INFO - Epoch [23][460/1074] lr: 3.500e-03, eta: 10:02:27, time: 1.269, data_time: 0.007, memory: 8951, top1_acc: 0.7199, top5_acc: 0.8964, loss_cls: 1.1148, loss: 1.1148, grad_norm: 2.8146 2020-07-24 06:21:47,524 - mmaction - INFO - Epoch [23][480/1074] lr: 3.500e-03, eta: 10:02:03, time: 1.226, data_time: 0.005, memory: 8951, top1_acc: 0.7129, top5_acc: 0.8933, loss_cls: 1.1090, loss: 1.1090, grad_norm: 2.8555 2020-07-24 06:22:10,919 - mmaction - INFO - Epoch [23][500/1074] lr: 3.500e-03, eta: 10:01:37, time: 1.172, data_time: 0.008, memory: 8951, top1_acc: 0.7047, top5_acc: 0.8929, loss_cls: 1.1405, loss: 1.1405, grad_norm: 2.8708 2020-07-24 06:22:35,442 - mmaction - INFO - Epoch [23][520/1074] lr: 3.500e-03, eta: 10:01:13, time: 1.220, data_time: 0.006, memory: 8951, top1_acc: 0.7109, top5_acc: 0.8949, loss_cls: 1.1590, loss: 1.1590, grad_norm: 2.9263 2020-07-24 06:22:58,792 - mmaction - INFO - Epoch [23][540/1074] lr: 3.500e-03, eta: 10:00:47, time: 1.173, data_time: 0.009, memory: 8951, top1_acc: 0.7194, top5_acc: 0.8942, loss_cls: 1.1277, loss: 1.1277, grad_norm: 2.8404 2020-07-24 06:23:22,992 - mmaction - INFO - Epoch [23][560/1074] lr: 3.500e-03, eta: 10:00:22, time: 1.211, data_time: 0.009, memory: 8951, top1_acc: 0.7100, top5_acc: 0.8951, loss_cls: 1.1270, loss: 1.1270, grad_norm: 2.8556 2020-07-24 06:23:46,837 - mmaction - INFO - Epoch [23][580/1074] lr: 3.500e-03, eta: 9:59:57, time: 1.193, data_time: 0.003, memory: 8951, top1_acc: 0.7181, top5_acc: 0.8949, loss_cls: 1.1169, loss: 1.1169, grad_norm: 2.8492 2020-07-24 06:24:10,399 - mmaction - INFO - Epoch [23][600/1074] lr: 3.500e-03, eta: 9:59:32, time: 1.176, data_time: 0.004, memory: 8951, top1_acc: 0.7165, top5_acc: 0.8962, loss_cls: 1.1119, loss: 1.1119, grad_norm: 2.8550 2020-07-24 06:24:34,208 - mmaction - INFO - Epoch [23][620/1074] lr: 3.500e-03, eta: 9:59:07, time: 1.193, data_time: 0.007, memory: 8951, top1_acc: 0.7009, top5_acc: 0.8929, loss_cls: 1.1420, loss: 1.1420, grad_norm: 2.8479 2020-07-24 06:24:58,375 - mmaction - INFO - Epoch [23][640/1074] lr: 3.500e-03, eta: 9:58:42, time: 1.204, data_time: 0.005, memory: 8951, top1_acc: 0.7029, top5_acc: 0.8879, loss_cls: 1.1620, loss: 1.1620, grad_norm: 2.8417 2020-07-24 06:25:21,563 - mmaction - INFO - Epoch [23][660/1074] lr: 3.500e-03, eta: 9:58:16, time: 1.161, data_time: 0.007, memory: 8951, top1_acc: 0.7179, top5_acc: 0.8897, loss_cls: 1.1162, loss: 1.1162, grad_norm: 2.8098 2020-07-24 06:25:46,088 - mmaction - INFO - Epoch [23][680/1074] lr: 3.500e-03, eta: 9:57:52, time: 1.228, data_time: 0.008, memory: 8951, top1_acc: 0.7188, top5_acc: 0.8946, loss_cls: 1.1059, loss: 1.1059, grad_norm: 2.8098 2020-07-24 06:26:10,256 - mmaction - INFO - Epoch [23][700/1074] lr: 3.500e-03, eta: 9:57:27, time: 1.208, data_time: 0.002, memory: 8951, top1_acc: 0.7121, top5_acc: 0.8895, loss_cls: 1.1401, loss: 1.1401, grad_norm: 2.8817 2020-07-24 06:26:33,623 - mmaction - INFO - Epoch [23][720/1074] lr: 3.500e-03, eta: 9:57:01, time: 1.169, data_time: 0.006, memory: 8951, top1_acc: 0.7127, top5_acc: 0.8989, loss_cls: 1.1271, loss: 1.1271, grad_norm: 2.8916 2020-07-24 06:26:58,521 - mmaction - INFO - Epoch [23][740/1074] lr: 3.500e-03, eta: 9:56:38, time: 1.244, data_time: 0.005, memory: 8951, top1_acc: 0.7100, top5_acc: 0.8902, loss_cls: 1.1629, loss: 1.1629, grad_norm: 2.8781 2020-07-24 06:27:22,234 - mmaction - INFO - Epoch [23][760/1074] lr: 3.500e-03, eta: 9:56:12, time: 1.182, data_time: 0.007, memory: 8951, top1_acc: 0.7179, top5_acc: 0.8924, loss_cls: 1.1259, loss: 1.1259, grad_norm: 2.8367 2020-07-24 06:27:46,262 - mmaction - INFO - Epoch [23][780/1074] lr: 3.500e-03, eta: 9:55:48, time: 1.205, data_time: 0.009, memory: 8951, top1_acc: 0.7248, top5_acc: 0.8967, loss_cls: 1.1050, loss: 1.1050, grad_norm: 2.8076 2020-07-24 06:28:11,286 - mmaction - INFO - Epoch [23][800/1074] lr: 3.500e-03, eta: 9:55:24, time: 1.247, data_time: 0.006, memory: 8951, top1_acc: 0.7116, top5_acc: 0.8904, loss_cls: 1.1530, loss: 1.1530, grad_norm: 2.8198 2020-07-24 06:28:35,170 - mmaction - INFO - Epoch [23][820/1074] lr: 3.500e-03, eta: 9:54:59, time: 1.199, data_time: 0.008, memory: 8951, top1_acc: 0.7228, top5_acc: 0.8982, loss_cls: 1.0958, loss: 1.0958, grad_norm: 2.7488 2020-07-24 06:28:59,300 - mmaction - INFO - Epoch [23][840/1074] lr: 3.500e-03, eta: 9:54:34, time: 1.205, data_time: 0.007, memory: 8951, top1_acc: 0.7161, top5_acc: 0.8922, loss_cls: 1.1191, loss: 1.1191, grad_norm: 2.8162 2020-07-24 06:29:23,813 - mmaction - INFO - Epoch [23][860/1074] lr: 3.500e-03, eta: 9:54:10, time: 1.228, data_time: 0.006, memory: 8951, top1_acc: 0.7022, top5_acc: 0.8933, loss_cls: 1.1688, loss: 1.1688, grad_norm: 2.8923 2020-07-24 06:29:47,403 - mmaction - INFO - Epoch [23][880/1074] lr: 3.500e-03, eta: 9:53:44, time: 1.178, data_time: 0.006, memory: 8951, top1_acc: 0.7020, top5_acc: 0.8904, loss_cls: 1.1749, loss: 1.1749, grad_norm: 2.9207 2020-07-24 06:30:11,413 - mmaction - INFO - Epoch [23][900/1074] lr: 3.500e-03, eta: 9:53:20, time: 1.202, data_time: 0.005, memory: 8951, top1_acc: 0.7225, top5_acc: 0.8875, loss_cls: 1.1228, loss: 1.1228, grad_norm: 2.8188 2020-07-24 06:30:35,878 - mmaction - INFO - Epoch [23][920/1074] lr: 3.500e-03, eta: 9:52:55, time: 1.223, data_time: 0.003, memory: 8951, top1_acc: 0.7138, top5_acc: 0.8908, loss_cls: 1.1307, loss: 1.1307, grad_norm: 2.8498 2020-07-24 06:30:59,657 - mmaction - INFO - Epoch [23][940/1074] lr: 3.500e-03, eta: 9:52:30, time: 1.189, data_time: 0.007, memory: 8951, top1_acc: 0.7246, top5_acc: 0.8984, loss_cls: 1.1078, loss: 1.1078, grad_norm: 2.8245 2020-07-24 06:31:23,249 - mmaction - INFO - Epoch [23][960/1074] lr: 3.500e-03, eta: 9:52:05, time: 1.179, data_time: 0.003, memory: 8951, top1_acc: 0.7185, top5_acc: 0.8940, loss_cls: 1.1353, loss: 1.1353, grad_norm: 2.8599 2020-07-24 06:31:47,311 - mmaction - INFO - Epoch [23][980/1074] lr: 3.500e-03, eta: 9:51:40, time: 1.201, data_time: 0.007, memory: 8951, top1_acc: 0.7205, top5_acc: 0.9000, loss_cls: 1.0804, loss: 1.0804, grad_norm: 2.8097 2020-07-24 06:32:11,672 - mmaction - INFO - Epoch [23][1000/1074] lr: 3.500e-03, eta: 9:51:15, time: 1.219, data_time: 0.007, memory: 8951, top1_acc: 0.7145, top5_acc: 0.8987, loss_cls: 1.1450, loss: 1.1450, grad_norm: 2.9615 2020-07-24 06:32:35,413 - mmaction - INFO - Epoch [23][1020/1074] lr: 3.500e-03, eta: 9:50:50, time: 1.183, data_time: 0.008, memory: 8951, top1_acc: 0.7065, top5_acc: 0.8955, loss_cls: 1.1230, loss: 1.1230, grad_norm: 2.8687 2020-07-24 06:32:58,708 - mmaction - INFO - Epoch [23][1040/1074] lr: 3.500e-03, eta: 9:50:24, time: 1.169, data_time: 0.009, memory: 8951, top1_acc: 0.7163, top5_acc: 0.8922, loss_cls: 1.1268, loss: 1.1268, grad_norm: 2.8673 2020-07-24 06:33:22,802 - mmaction - INFO - Epoch [23][1060/1074] lr: 3.500e-03, eta: 9:50:00, time: 1.205, data_time: 0.007, memory: 8951, top1_acc: 0.7176, top5_acc: 0.8931, loss_cls: 1.1300, loss: 1.1300, grad_norm: 2.8693 2020-07-24 06:33:38,587 - mmaction - INFO - Saving checkpoint at 23 epochs 2020-07-24 06:34:12,040 - mmaction - INFO - Epoch [24][20/1074] lr: 3.500e-03, eta: 9:49:08, time: 1.629, data_time: 0.541, memory: 8951, top1_acc: 0.7371, top5_acc: 0.9000, loss_cls: 1.0756, loss: 1.0756, grad_norm: 2.7837 2020-07-24 06:34:35,254 - mmaction - INFO - Epoch [24][40/1074] lr: 3.500e-03, eta: 9:48:42, time: 1.162, data_time: 0.005, memory: 8951, top1_acc: 0.7225, top5_acc: 0.8962, loss_cls: 1.0986, loss: 1.0986, grad_norm: 2.8810 2020-07-24 06:34:58,799 - mmaction - INFO - Epoch [24][60/1074] lr: 3.500e-03, eta: 9:48:17, time: 1.174, data_time: 0.006, memory: 8951, top1_acc: 0.7181, top5_acc: 0.8969, loss_cls: 1.0971, loss: 1.0971, grad_norm: 2.8847 2020-07-24 06:35:22,754 - mmaction - INFO - Epoch [24][80/1074] lr: 3.500e-03, eta: 9:47:52, time: 1.201, data_time: 0.007, memory: 8951, top1_acc: 0.7094, top5_acc: 0.9000, loss_cls: 1.1131, loss: 1.1131, grad_norm: 2.9074 2020-07-24 06:35:48,105 - mmaction - INFO - Epoch [24][100/1074] lr: 3.500e-03, eta: 9:47:28, time: 1.266, data_time: 0.006, memory: 8951, top1_acc: 0.7208, top5_acc: 0.8908, loss_cls: 1.1323, loss: 1.1323, grad_norm: 2.9184 2020-07-24 06:36:10,185 - mmaction - INFO - Epoch [24][120/1074] lr: 3.500e-03, eta: 9:47:01, time: 1.104, data_time: 0.006, memory: 8951, top1_acc: 0.7112, top5_acc: 0.8949, loss_cls: 1.1203, loss: 1.1203, grad_norm: 2.9254 2020-07-24 06:36:35,860 - mmaction - INFO - Epoch [24][140/1074] lr: 3.500e-03, eta: 9:46:38, time: 1.283, data_time: 0.006, memory: 8951, top1_acc: 0.7040, top5_acc: 0.8926, loss_cls: 1.1340, loss: 1.1340, grad_norm: 2.9253 2020-07-24 06:37:00,431 - mmaction - INFO - Epoch [24][160/1074] lr: 3.500e-03, eta: 9:46:14, time: 1.230, data_time: 0.007, memory: 8951, top1_acc: 0.7304, top5_acc: 0.9031, loss_cls: 1.0630, loss: 1.0630, grad_norm: 2.8318 2020-07-24 06:37:25,044 - mmaction - INFO - Epoch [24][180/1074] lr: 3.500e-03, eta: 9:45:50, time: 1.228, data_time: 0.005, memory: 8951, top1_acc: 0.7165, top5_acc: 0.9009, loss_cls: 1.0908, loss: 1.0908, grad_norm: 2.8369 2020-07-24 06:37:48,954 - mmaction - INFO - Epoch [24][200/1074] lr: 3.500e-03, eta: 9:45:25, time: 1.198, data_time: 0.007, memory: 8951, top1_acc: 0.7248, top5_acc: 0.9000, loss_cls: 1.0841, loss: 1.0841, grad_norm: 2.8574 2020-07-24 06:38:13,008 - mmaction - INFO - Epoch [24][220/1074] lr: 3.500e-03, eta: 9:45:00, time: 1.200, data_time: 0.006, memory: 8951, top1_acc: 0.7105, top5_acc: 0.8917, loss_cls: 1.1189, loss: 1.1189, grad_norm: 2.9429 2020-07-24 06:38:38,341 - mmaction - INFO - Epoch [24][240/1074] lr: 3.500e-03, eta: 9:44:37, time: 1.269, data_time: 0.007, memory: 8951, top1_acc: 0.7141, top5_acc: 0.8935, loss_cls: 1.1244, loss: 1.1244, grad_norm: 2.9055 2020-07-24 06:39:02,473 - mmaction - INFO - Epoch [24][260/1074] lr: 3.500e-03, eta: 9:44:12, time: 1.207, data_time: 0.003, memory: 8951, top1_acc: 0.7150, top5_acc: 0.8960, loss_cls: 1.1176, loss: 1.1176, grad_norm: 2.9041 2020-07-24 06:39:26,296 - mmaction - INFO - Epoch [24][280/1074] lr: 3.500e-03, eta: 9:43:47, time: 1.191, data_time: 0.005, memory: 8951, top1_acc: 0.7172, top5_acc: 0.8924, loss_cls: 1.1319, loss: 1.1319, grad_norm: 2.9158 2020-07-24 06:39:50,604 - mmaction - INFO - Epoch [24][300/1074] lr: 3.500e-03, eta: 9:43:23, time: 1.215, data_time: 0.003, memory: 8951, top1_acc: 0.7127, top5_acc: 0.8933, loss_cls: 1.1093, loss: 1.1093, grad_norm: 2.8593 2020-07-24 06:40:16,153 - mmaction - INFO - Epoch [24][320/1074] lr: 3.500e-03, eta: 9:43:00, time: 1.278, data_time: 0.006, memory: 8951, top1_acc: 0.7179, top5_acc: 0.8926, loss_cls: 1.1166, loss: 1.1166, grad_norm: 2.8915 2020-07-24 06:40:41,255 - mmaction - INFO - Epoch [24][340/1074] lr: 3.500e-03, eta: 9:42:36, time: 1.255, data_time: 0.003, memory: 8951, top1_acc: 0.7210, top5_acc: 0.8922, loss_cls: 1.1339, loss: 1.1339, grad_norm: 2.9438 2020-07-24 06:41:05,056 - mmaction - INFO - Epoch [24][360/1074] lr: 3.500e-03, eta: 9:42:11, time: 1.188, data_time: 0.006, memory: 8951, top1_acc: 0.7317, top5_acc: 0.9000, loss_cls: 1.0513, loss: 1.0513, grad_norm: 2.8538 2020-07-24 06:41:29,661 - mmaction - INFO - Epoch [24][380/1074] lr: 3.500e-03, eta: 9:41:47, time: 1.232, data_time: 0.008, memory: 8951, top1_acc: 0.6958, top5_acc: 0.8906, loss_cls: 1.1714, loss: 1.1714, grad_norm: 2.9172 2020-07-24 06:41:54,464 - mmaction - INFO - Epoch [24][400/1074] lr: 3.500e-03, eta: 9:41:23, time: 1.239, data_time: 0.006, memory: 8951, top1_acc: 0.7136, top5_acc: 0.8978, loss_cls: 1.1062, loss: 1.1062, grad_norm: 2.8723 2020-07-24 06:42:17,466 - mmaction - INFO - Epoch [24][420/1074] lr: 3.500e-03, eta: 9:40:57, time: 1.152, data_time: 0.005, memory: 8951, top1_acc: 0.7292, top5_acc: 0.8971, loss_cls: 1.0854, loss: 1.0854, grad_norm: 2.8407 2020-07-24 06:42:43,214 - mmaction - INFO - Epoch [24][440/1074] lr: 3.500e-03, eta: 9:40:34, time: 1.286, data_time: 0.007, memory: 8951, top1_acc: 0.7049, top5_acc: 0.8944, loss_cls: 1.1372, loss: 1.1372, grad_norm: 2.9381 2020-07-24 06:43:07,355 - mmaction - INFO - Epoch [24][460/1074] lr: 3.500e-03, eta: 9:40:10, time: 1.208, data_time: 0.004, memory: 8951, top1_acc: 0.7192, top5_acc: 0.9049, loss_cls: 1.0794, loss: 1.0794, grad_norm: 2.8556 2020-07-24 06:43:31,407 - mmaction - INFO - Epoch [24][480/1074] lr: 3.500e-03, eta: 9:39:45, time: 1.200, data_time: 0.005, memory: 8951, top1_acc: 0.7217, top5_acc: 0.8969, loss_cls: 1.1067, loss: 1.1067, grad_norm: 2.8536 2020-07-24 06:43:55,741 - mmaction - INFO - Epoch [24][500/1074] lr: 3.500e-03, eta: 9:39:20, time: 1.219, data_time: 0.007, memory: 8951, top1_acc: 0.7040, top5_acc: 0.8906, loss_cls: 1.1456, loss: 1.1456, grad_norm: 2.9489 2020-07-24 06:44:20,378 - mmaction - INFO - Epoch [24][520/1074] lr: 3.500e-03, eta: 9:38:56, time: 1.230, data_time: 0.003, memory: 8951, top1_acc: 0.7241, top5_acc: 0.8964, loss_cls: 1.0985, loss: 1.0985, grad_norm: 2.8721 2020-07-24 06:44:44,509 - mmaction - INFO - Epoch [24][540/1074] lr: 3.500e-03, eta: 9:38:31, time: 1.205, data_time: 0.008, memory: 8951, top1_acc: 0.7237, top5_acc: 0.9007, loss_cls: 1.0929, loss: 1.0929, grad_norm: 2.8713 2020-07-24 06:45:10,196 - mmaction - INFO - Epoch [24][560/1074] lr: 3.500e-03, eta: 9:38:09, time: 1.288, data_time: 0.008, memory: 8951, top1_acc: 0.7136, top5_acc: 0.8938, loss_cls: 1.1209, loss: 1.1209, grad_norm: 2.9540 2020-07-24 06:45:34,428 - mmaction - INFO - Epoch [24][580/1074] lr: 3.500e-03, eta: 9:37:44, time: 1.210, data_time: 0.002, memory: 8951, top1_acc: 0.7109, top5_acc: 0.8911, loss_cls: 1.1368, loss: 1.1368, grad_norm: 2.9630 2020-07-24 06:45:57,866 - mmaction - INFO - Epoch [24][600/1074] lr: 3.500e-03, eta: 9:37:18, time: 1.170, data_time: 0.007, memory: 8951, top1_acc: 0.7279, top5_acc: 0.8996, loss_cls: 1.0906, loss: 1.0906, grad_norm: 2.8419 2020-07-24 06:46:21,629 - mmaction - INFO - Epoch [24][620/1074] lr: 3.500e-03, eta: 9:36:53, time: 1.191, data_time: 0.007, memory: 8951, top1_acc: 0.7194, top5_acc: 0.8982, loss_cls: 1.0969, loss: 1.0969, grad_norm: 2.8857 2020-07-24 06:46:45,366 - mmaction - INFO - Epoch [24][640/1074] lr: 3.500e-03, eta: 9:36:28, time: 1.183, data_time: 0.007, memory: 8951, top1_acc: 0.7129, top5_acc: 0.8958, loss_cls: 1.1234, loss: 1.1234, grad_norm: 2.9324 2020-07-24 06:47:09,129 - mmaction - INFO - Epoch [24][660/1074] lr: 3.500e-03, eta: 9:36:03, time: 1.191, data_time: 0.008, memory: 8951, top1_acc: 0.7060, top5_acc: 0.8982, loss_cls: 1.1353, loss: 1.1353, grad_norm: 2.9559 2020-07-24 06:47:33,532 - mmaction - INFO - Epoch [24][680/1074] lr: 3.500e-03, eta: 9:35:39, time: 1.222, data_time: 0.007, memory: 8951, top1_acc: 0.7292, top5_acc: 0.8980, loss_cls: 1.0740, loss: 1.0740, grad_norm: 2.8985 2020-07-24 06:47:58,652 - mmaction - INFO - Epoch [24][700/1074] lr: 3.500e-03, eta: 9:35:15, time: 1.254, data_time: 0.004, memory: 8951, top1_acc: 0.7074, top5_acc: 0.8888, loss_cls: 1.1519, loss: 1.1519, grad_norm: 2.9375 2020-07-24 06:48:22,858 - mmaction - INFO - Epoch [24][720/1074] lr: 3.500e-03, eta: 9:34:51, time: 1.212, data_time: 0.008, memory: 8951, top1_acc: 0.7194, top5_acc: 0.8946, loss_cls: 1.0920, loss: 1.0920, grad_norm: 2.8846 2020-07-24 06:48:45,693 - mmaction - INFO - Epoch [24][740/1074] lr: 3.500e-03, eta: 9:34:24, time: 1.140, data_time: 0.005, memory: 8951, top1_acc: 0.7074, top5_acc: 0.8906, loss_cls: 1.1751, loss: 1.1751, grad_norm: 3.0421 2020-07-24 06:49:10,369 - mmaction - INFO - Epoch [24][760/1074] lr: 3.500e-03, eta: 9:34:00, time: 1.234, data_time: 0.004, memory: 8951, top1_acc: 0.7263, top5_acc: 0.9007, loss_cls: 1.0623, loss: 1.0623, grad_norm: 2.8764 2020-07-24 06:49:34,373 - mmaction - INFO - Epoch [24][780/1074] lr: 3.500e-03, eta: 9:33:36, time: 1.202, data_time: 0.006, memory: 8951, top1_acc: 0.7172, top5_acc: 0.8964, loss_cls: 1.1301, loss: 1.1301, grad_norm: 2.9458 2020-07-24 06:49:58,258 - mmaction - INFO - Epoch [24][800/1074] lr: 3.500e-03, eta: 9:33:11, time: 1.194, data_time: 0.004, memory: 8951, top1_acc: 0.7223, top5_acc: 0.8924, loss_cls: 1.0948, loss: 1.0948, grad_norm: 2.8875 2020-07-24 06:50:23,197 - mmaction - INFO - Epoch [24][820/1074] lr: 3.500e-03, eta: 9:32:47, time: 1.245, data_time: 0.007, memory: 8951, top1_acc: 0.7176, top5_acc: 0.8973, loss_cls: 1.1074, loss: 1.1074, grad_norm: 2.9068 2020-07-24 06:50:46,884 - mmaction - INFO - Epoch [24][840/1074] lr: 3.500e-03, eta: 9:32:22, time: 1.186, data_time: 0.008, memory: 8951, top1_acc: 0.7268, top5_acc: 0.8973, loss_cls: 1.0732, loss: 1.0732, grad_norm: 2.8213 2020-07-24 06:51:11,764 - mmaction - INFO - Epoch [24][860/1074] lr: 3.500e-03, eta: 9:31:58, time: 1.240, data_time: 0.005, memory: 8951, top1_acc: 0.7100, top5_acc: 0.8951, loss_cls: 1.1354, loss: 1.1354, grad_norm: 2.9918 2020-07-24 06:51:35,212 - mmaction - INFO - Epoch [24][880/1074] lr: 3.500e-03, eta: 9:31:32, time: 1.175, data_time: 0.008, memory: 8951, top1_acc: 0.7154, top5_acc: 0.8942, loss_cls: 1.1372, loss: 1.1372, grad_norm: 2.9675 2020-07-24 06:52:01,182 - mmaction - INFO - Epoch [24][900/1074] lr: 3.500e-03, eta: 9:31:10, time: 1.300, data_time: 0.007, memory: 8951, top1_acc: 0.7125, top5_acc: 0.8884, loss_cls: 1.1522, loss: 1.1522, grad_norm: 2.9665 2020-07-24 06:52:24,992 - mmaction - INFO - Epoch [24][920/1074] lr: 3.500e-03, eta: 9:30:45, time: 1.191, data_time: 0.007, memory: 8951, top1_acc: 0.7118, top5_acc: 0.8922, loss_cls: 1.1249, loss: 1.1249, grad_norm: 2.9222 2020-07-24 06:52:49,955 - mmaction - INFO - Epoch [24][940/1074] lr: 3.500e-03, eta: 9:30:21, time: 1.247, data_time: 0.004, memory: 8951, top1_acc: 0.7192, top5_acc: 0.8998, loss_cls: 1.0854, loss: 1.0854, grad_norm: 2.8943 2020-07-24 06:53:13,077 - mmaction - INFO - Epoch [24][960/1074] lr: 3.500e-03, eta: 9:29:55, time: 1.158, data_time: 0.004, memory: 8951, top1_acc: 0.7192, top5_acc: 0.8978, loss_cls: 1.1152, loss: 1.1152, grad_norm: 2.9365 2020-07-24 06:53:38,735 - mmaction - INFO - Epoch [24][980/1074] lr: 3.500e-03, eta: 9:29:32, time: 1.279, data_time: 0.006, memory: 8951, top1_acc: 0.7281, top5_acc: 0.8991, loss_cls: 1.0887, loss: 1.0887, grad_norm: 2.8814 2020-07-24 06:54:01,215 - mmaction - INFO - Epoch [24][1000/1074] lr: 3.500e-03, eta: 9:29:06, time: 1.127, data_time: 0.007, memory: 8951, top1_acc: 0.7056, top5_acc: 0.8879, loss_cls: 1.1610, loss: 1.1610, grad_norm: 2.9849 2020-07-24 06:54:26,674 - mmaction - INFO - Epoch [24][1020/1074] lr: 3.500e-03, eta: 9:28:42, time: 1.271, data_time: 0.007, memory: 8951, top1_acc: 0.7094, top5_acc: 0.8862, loss_cls: 1.1638, loss: 1.1638, grad_norm: 2.9646 2020-07-24 06:54:50,254 - mmaction - INFO - Epoch [24][1040/1074] lr: 3.500e-03, eta: 9:28:17, time: 1.180, data_time: 0.007, memory: 8951, top1_acc: 0.7219, top5_acc: 0.8955, loss_cls: 1.0965, loss: 1.0965, grad_norm: 2.9542 2020-07-24 06:55:14,146 - mmaction - INFO - Epoch [24][1060/1074] lr: 3.500e-03, eta: 9:27:52, time: 1.192, data_time: 0.007, memory: 8951, top1_acc: 0.7127, top5_acc: 0.8922, loss_cls: 1.1213, loss: 1.1213, grad_norm: 2.9592 2020-07-24 06:55:29,996 - mmaction - INFO - Saving checkpoint at 24 epochs 2020-07-24 06:56:03,814 - mmaction - INFO - Epoch [25][20/1074] lr: 3.500e-03, eta: 9:27:02, time: 1.664, data_time: 0.547, memory: 8951, top1_acc: 0.7210, top5_acc: 0.9004, loss_cls: 1.1010, loss: 1.1010, grad_norm: 2.9157 2020-07-24 06:56:26,392 - mmaction - INFO - Epoch [25][40/1074] lr: 3.500e-03, eta: 9:26:35, time: 1.130, data_time: 0.005, memory: 8951, top1_acc: 0.7129, top5_acc: 0.8908, loss_cls: 1.1322, loss: 1.1322, grad_norm: 2.9487 2020-07-24 06:56:50,548 - mmaction - INFO - Epoch [25][60/1074] lr: 3.500e-03, eta: 9:26:11, time: 1.206, data_time: 0.005, memory: 8951, top1_acc: 0.7201, top5_acc: 0.8980, loss_cls: 1.1056, loss: 1.1056, grad_norm: 2.9017 2020-07-24 06:57:13,350 - mmaction - INFO - Epoch [25][80/1074] lr: 3.500e-03, eta: 9:25:45, time: 1.143, data_time: 0.006, memory: 8951, top1_acc: 0.7194, top5_acc: 0.9054, loss_cls: 1.0615, loss: 1.0615, grad_norm: 2.9037 2020-07-24 06:57:39,131 - mmaction - INFO - Epoch [25][100/1074] lr: 3.500e-03, eta: 9:25:22, time: 1.286, data_time: 0.006, memory: 8951, top1_acc: 0.7326, top5_acc: 0.8938, loss_cls: 1.0853, loss: 1.0853, grad_norm: 2.9310 2020-07-24 06:58:03,496 - mmaction - INFO - Epoch [25][120/1074] lr: 3.500e-03, eta: 9:24:57, time: 1.219, data_time: 0.006, memory: 8951, top1_acc: 0.7125, top5_acc: 0.8940, loss_cls: 1.1075, loss: 1.1075, grad_norm: 2.9939 2020-07-24 06:58:27,648 - mmaction - INFO - Epoch [25][140/1074] lr: 3.500e-03, eta: 9:24:33, time: 1.208, data_time: 0.007, memory: 8951, top1_acc: 0.7263, top5_acc: 0.8931, loss_cls: 1.0933, loss: 1.0933, grad_norm: 2.8859 2020-07-24 06:58:52,656 - mmaction - INFO - Epoch [25][160/1074] lr: 3.500e-03, eta: 9:24:09, time: 1.252, data_time: 0.004, memory: 8951, top1_acc: 0.7212, top5_acc: 0.8973, loss_cls: 1.0834, loss: 1.0834, grad_norm: 2.9175 2020-07-24 06:59:16,406 - mmaction - INFO - Epoch [25][180/1074] lr: 3.500e-03, eta: 9:23:44, time: 1.185, data_time: 0.006, memory: 8951, top1_acc: 0.7237, top5_acc: 0.9018, loss_cls: 1.0786, loss: 1.0786, grad_norm: 2.9445 2020-07-24 06:59:40,775 - mmaction - INFO - Epoch [25][200/1074] lr: 3.500e-03, eta: 9:23:20, time: 1.220, data_time: 0.007, memory: 8951, top1_acc: 0.7230, top5_acc: 0.8962, loss_cls: 1.1025, loss: 1.1025, grad_norm: 2.9208 2020-07-24 07:00:07,607 - mmaction - INFO - Epoch [25][220/1074] lr: 3.500e-03, eta: 9:22:58, time: 1.327, data_time: 0.007, memory: 8951, top1_acc: 0.7232, top5_acc: 0.8935, loss_cls: 1.1028, loss: 1.1028, grad_norm: 2.9052 2020-07-24 07:00:31,708 - mmaction - INFO - Epoch [25][240/1074] lr: 3.500e-03, eta: 9:22:33, time: 1.219, data_time: 0.025, memory: 8951, top1_acc: 0.7382, top5_acc: 0.8955, loss_cls: 1.0788, loss: 1.0788, grad_norm: 2.8970 2020-07-24 07:00:55,535 - mmaction - INFO - Epoch [25][260/1074] lr: 3.500e-03, eta: 9:22:08, time: 1.190, data_time: 0.009, memory: 8951, top1_acc: 0.7277, top5_acc: 0.9025, loss_cls: 1.0716, loss: 1.0716, grad_norm: 2.8857 2020-07-24 07:01:20,199 - mmaction - INFO - Epoch [25][280/1074] lr: 3.500e-03, eta: 9:21:44, time: 1.232, data_time: 0.007, memory: 8951, top1_acc: 0.7132, top5_acc: 0.8946, loss_cls: 1.1279, loss: 1.1279, grad_norm: 2.9639 2020-07-24 07:01:45,483 - mmaction - INFO - Epoch [25][300/1074] lr: 3.500e-03, eta: 9:21:21, time: 1.264, data_time: 0.010, memory: 8951, top1_acc: 0.7143, top5_acc: 0.8989, loss_cls: 1.0770, loss: 1.0770, grad_norm: 2.9074 2020-07-24 07:02:10,676 - mmaction - INFO - Epoch [25][320/1074] lr: 3.500e-03, eta: 9:20:57, time: 1.264, data_time: 0.009, memory: 8951, top1_acc: 0.7259, top5_acc: 0.8993, loss_cls: 1.0813, loss: 1.0813, grad_norm: 2.9550 2020-07-24 07:02:35,097 - mmaction - INFO - Epoch [25][340/1074] lr: 3.500e-03, eta: 9:20:33, time: 1.217, data_time: 0.006, memory: 8951, top1_acc: 0.7150, top5_acc: 0.8944, loss_cls: 1.1314, loss: 1.1314, grad_norm: 3.0031 2020-07-24 07:02:58,548 - mmaction - INFO - Epoch [25][360/1074] lr: 3.500e-03, eta: 9:20:07, time: 1.176, data_time: 0.008, memory: 8951, top1_acc: 0.7359, top5_acc: 0.9033, loss_cls: 1.0417, loss: 1.0417, grad_norm: 2.8736 2020-07-24 07:03:23,497 - mmaction - INFO - Epoch [25][380/1074] lr: 3.500e-03, eta: 9:19:44, time: 1.248, data_time: 0.007, memory: 8951, top1_acc: 0.7232, top5_acc: 0.8969, loss_cls: 1.0914, loss: 1.0914, grad_norm: 2.9511 2020-07-24 07:03:47,201 - mmaction - INFO - Epoch [25][400/1074] lr: 3.500e-03, eta: 9:19:19, time: 1.185, data_time: 0.004, memory: 8951, top1_acc: 0.7083, top5_acc: 0.8973, loss_cls: 1.1249, loss: 1.1249, grad_norm: 3.0328 2020-07-24 07:04:11,931 - mmaction - INFO - Epoch [25][420/1074] lr: 3.500e-03, eta: 9:18:54, time: 1.235, data_time: 0.006, memory: 8951, top1_acc: 0.7237, top5_acc: 0.8960, loss_cls: 1.0964, loss: 1.0964, grad_norm: 2.9570 2020-07-24 07:04:35,329 - mmaction - INFO - Epoch [25][440/1074] lr: 3.500e-03, eta: 9:18:29, time: 1.172, data_time: 0.006, memory: 8951, top1_acc: 0.7183, top5_acc: 0.8955, loss_cls: 1.1140, loss: 1.1140, grad_norm: 2.9434 2020-07-24 07:04:59,964 - mmaction - INFO - Epoch [25][460/1074] lr: 3.500e-03, eta: 9:18:05, time: 1.229, data_time: 0.006, memory: 8951, top1_acc: 0.7158, top5_acc: 0.9009, loss_cls: 1.1080, loss: 1.1080, grad_norm: 2.9472 2020-07-24 07:05:25,073 - mmaction - INFO - Epoch [25][480/1074] lr: 3.500e-03, eta: 9:17:41, time: 1.257, data_time: 0.008, memory: 8951, top1_acc: 0.7156, top5_acc: 0.8911, loss_cls: 1.1265, loss: 1.1265, grad_norm: 2.9218 2020-07-24 07:05:48,282 - mmaction - INFO - Epoch [25][500/1074] lr: 3.500e-03, eta: 9:17:16, time: 1.158, data_time: 0.005, memory: 8951, top1_acc: 0.7219, top5_acc: 0.9007, loss_cls: 1.0979, loss: 1.0979, grad_norm: 2.9505 2020-07-24 07:06:13,559 - mmaction - INFO - Epoch [25][520/1074] lr: 3.500e-03, eta: 9:16:52, time: 1.267, data_time: 0.008, memory: 8951, top1_acc: 0.7281, top5_acc: 0.8998, loss_cls: 1.0736, loss: 1.0736, grad_norm: 2.9269 2020-07-24 07:06:38,156 - mmaction - INFO - Epoch [25][540/1074] lr: 3.500e-03, eta: 9:16:28, time: 1.227, data_time: 0.006, memory: 8951, top1_acc: 0.7241, top5_acc: 0.8933, loss_cls: 1.0963, loss: 1.0963, grad_norm: 2.8904 2020-07-24 07:07:02,803 - mmaction - INFO - Epoch [25][560/1074] lr: 3.500e-03, eta: 9:16:04, time: 1.235, data_time: 0.007, memory: 8951, top1_acc: 0.7210, top5_acc: 0.8926, loss_cls: 1.0982, loss: 1.0982, grad_norm: 2.9329 2020-07-24 07:07:26,144 - mmaction - INFO - Epoch [25][580/1074] lr: 3.500e-03, eta: 9:15:38, time: 1.167, data_time: 0.006, memory: 8951, top1_acc: 0.7243, top5_acc: 0.8969, loss_cls: 1.0749, loss: 1.0749, grad_norm: 2.8998 2020-07-24 07:07:50,642 - mmaction - INFO - Epoch [25][600/1074] lr: 3.500e-03, eta: 9:15:14, time: 1.225, data_time: 0.006, memory: 8951, top1_acc: 0.7261, top5_acc: 0.8944, loss_cls: 1.1037, loss: 1.1037, grad_norm: 2.9643 2020-07-24 07:08:15,492 - mmaction - INFO - Epoch [25][620/1074] lr: 3.500e-03, eta: 9:14:50, time: 1.242, data_time: 0.004, memory: 8951, top1_acc: 0.7246, top5_acc: 0.9040, loss_cls: 1.0879, loss: 1.0879, grad_norm: 2.9343 2020-07-24 07:08:40,136 - mmaction - INFO - Epoch [25][640/1074] lr: 3.500e-03, eta: 9:14:26, time: 1.228, data_time: 0.006, memory: 8951, top1_acc: 0.7201, top5_acc: 0.9036, loss_cls: 1.0882, loss: 1.0882, grad_norm: 2.9662 2020-07-24 07:09:03,012 - mmaction - INFO - Epoch [25][660/1074] lr: 3.500e-03, eta: 9:14:00, time: 1.147, data_time: 0.011, memory: 8951, top1_acc: 0.7212, top5_acc: 0.9031, loss_cls: 1.0924, loss: 1.0924, grad_norm: 3.0015 2020-07-24 07:09:27,029 - mmaction - INFO - Epoch [25][680/1074] lr: 3.500e-03, eta: 9:13:35, time: 1.201, data_time: 0.007, memory: 8951, top1_acc: 0.7272, top5_acc: 0.9020, loss_cls: 1.0825, loss: 1.0825, grad_norm: 2.9684 2020-07-24 07:09:50,974 - mmaction - INFO - Epoch [25][700/1074] lr: 3.500e-03, eta: 9:13:11, time: 1.198, data_time: 0.006, memory: 8951, top1_acc: 0.7192, top5_acc: 0.8902, loss_cls: 1.1312, loss: 1.1312, grad_norm: 2.9861 2020-07-24 07:10:15,203 - mmaction - INFO - Epoch [25][720/1074] lr: 3.500e-03, eta: 9:12:46, time: 1.206, data_time: 0.006, memory: 8951, top1_acc: 0.7154, top5_acc: 0.8929, loss_cls: 1.1092, loss: 1.1092, grad_norm: 2.9679 2020-07-24 07:10:40,561 - mmaction - INFO - Epoch [25][740/1074] lr: 3.500e-03, eta: 9:12:23, time: 1.274, data_time: 0.011, memory: 8951, top1_acc: 0.7275, top5_acc: 0.8980, loss_cls: 1.0886, loss: 1.0886, grad_norm: 2.9271 2020-07-24 07:11:05,418 - mmaction - INFO - Epoch [25][760/1074] lr: 3.500e-03, eta: 9:11:59, time: 1.241, data_time: 0.004, memory: 8951, top1_acc: 0.7179, top5_acc: 0.9000, loss_cls: 1.1015, loss: 1.1015, grad_norm: 3.0101 2020-07-24 07:11:30,827 - mmaction - INFO - Epoch [25][780/1074] lr: 3.500e-03, eta: 9:11:35, time: 1.269, data_time: 0.004, memory: 8951, top1_acc: 0.7196, top5_acc: 0.8980, loss_cls: 1.0993, loss: 1.0993, grad_norm: 2.9398 2020-07-24 07:11:55,574 - mmaction - INFO - Epoch [25][800/1074] lr: 3.500e-03, eta: 9:11:11, time: 1.236, data_time: 0.008, memory: 8951, top1_acc: 0.7277, top5_acc: 0.8991, loss_cls: 1.0878, loss: 1.0878, grad_norm: 2.9101 2020-07-24 07:12:19,200 - mmaction - INFO - Epoch [25][820/1074] lr: 3.500e-03, eta: 9:10:46, time: 1.183, data_time: 0.007, memory: 8951, top1_acc: 0.7219, top5_acc: 0.8964, loss_cls: 1.0960, loss: 1.0960, grad_norm: 2.9452 2020-07-24 07:12:43,883 - mmaction - INFO - Epoch [25][840/1074] lr: 3.500e-03, eta: 9:10:22, time: 1.234, data_time: 0.005, memory: 8951, top1_acc: 0.7239, top5_acc: 0.9018, loss_cls: 1.0838, loss: 1.0838, grad_norm: 2.9056 2020-07-24 07:13:06,544 - mmaction - INFO - Epoch [25][860/1074] lr: 3.500e-03, eta: 9:09:56, time: 1.130, data_time: 0.007, memory: 8951, top1_acc: 0.7239, top5_acc: 0.9031, loss_cls: 1.0672, loss: 1.0672, grad_norm: 2.8848 2020-07-24 07:13:31,334 - mmaction - INFO - Epoch [25][880/1074] lr: 3.500e-03, eta: 9:09:32, time: 1.243, data_time: 0.008, memory: 8951, top1_acc: 0.7252, top5_acc: 0.9040, loss_cls: 1.0721, loss: 1.0721, grad_norm: 2.9500 2020-07-24 07:13:55,398 - mmaction - INFO - Epoch [25][900/1074] lr: 3.500e-03, eta: 9:09:07, time: 1.204, data_time: 0.007, memory: 8951, top1_acc: 0.7190, top5_acc: 0.9027, loss_cls: 1.0782, loss: 1.0782, grad_norm: 2.9627 2020-07-24 07:14:19,707 - mmaction - INFO - Epoch [25][920/1074] lr: 3.500e-03, eta: 9:08:43, time: 1.214, data_time: 0.003, memory: 8951, top1_acc: 0.7208, top5_acc: 0.9013, loss_cls: 1.0858, loss: 1.0858, grad_norm: 2.9645 2020-07-24 07:14:43,870 - mmaction - INFO - Epoch [25][940/1074] lr: 3.500e-03, eta: 9:08:18, time: 1.209, data_time: 0.008, memory: 8951, top1_acc: 0.7179, top5_acc: 0.8922, loss_cls: 1.1085, loss: 1.1085, grad_norm: 2.9535 2020-07-24 07:15:06,841 - mmaction - INFO - Epoch [25][960/1074] lr: 3.500e-03, eta: 9:07:52, time: 1.147, data_time: 0.005, memory: 8951, top1_acc: 0.7266, top5_acc: 0.9036, loss_cls: 1.0923, loss: 1.0923, grad_norm: 2.9387 2020-07-24 07:15:31,096 - mmaction - INFO - Epoch [25][980/1074] lr: 3.500e-03, eta: 9:07:28, time: 1.212, data_time: 0.005, memory: 8951, top1_acc: 0.7225, top5_acc: 0.9031, loss_cls: 1.0841, loss: 1.0841, grad_norm: 2.9658 2020-07-24 07:15:55,121 - mmaction - INFO - Epoch [25][1000/1074] lr: 3.500e-03, eta: 9:07:03, time: 1.200, data_time: 0.008, memory: 8951, top1_acc: 0.7163, top5_acc: 0.8942, loss_cls: 1.1000, loss: 1.1000, grad_norm: 2.9650 2020-07-24 07:16:19,648 - mmaction - INFO - Epoch [25][1020/1074] lr: 3.500e-03, eta: 9:06:39, time: 1.230, data_time: 0.007, memory: 8951, top1_acc: 0.7270, top5_acc: 0.9009, loss_cls: 1.0839, loss: 1.0839, grad_norm: 2.9911 2020-07-24 07:16:43,178 - mmaction - INFO - Epoch [25][1040/1074] lr: 3.500e-03, eta: 9:06:14, time: 1.172, data_time: 0.006, memory: 8951, top1_acc: 0.7105, top5_acc: 0.8949, loss_cls: 1.1329, loss: 1.1329, grad_norm: 3.0146 2020-07-24 07:17:08,467 - mmaction - INFO - Epoch [25][1060/1074] lr: 3.500e-03, eta: 9:05:50, time: 1.268, data_time: 0.009, memory: 8951, top1_acc: 0.7143, top5_acc: 0.9004, loss_cls: 1.1174, loss: 1.1174, grad_norm: 3.0176 2020-07-24 07:17:23,677 - mmaction - INFO - Saving checkpoint at 25 epochs 2020-07-24 07:18:00,759 - mmaction - INFO - Epoch [26][20/1074] lr: 3.500e-03, eta: 9:05:04, time: 1.817, data_time: 0.659, memory: 8951, top1_acc: 0.7243, top5_acc: 0.8989, loss_cls: 1.0738, loss: 1.0738, grad_norm: 2.9166 2020-07-24 07:18:23,271 - mmaction - INFO - Epoch [26][40/1074] lr: 3.500e-03, eta: 9:04:38, time: 1.128, data_time: 0.007, memory: 8951, top1_acc: 0.7223, top5_acc: 0.9002, loss_cls: 1.0977, loss: 1.0977, grad_norm: 2.9849 2020-07-24 07:18:47,768 - mmaction - INFO - Epoch [26][60/1074] lr: 3.500e-03, eta: 9:04:13, time: 1.224, data_time: 0.006, memory: 8951, top1_acc: 0.7205, top5_acc: 0.8922, loss_cls: 1.1095, loss: 1.1095, grad_norm: 2.9829 2020-07-24 07:19:10,685 - mmaction - INFO - Epoch [26][80/1074] lr: 3.500e-03, eta: 9:03:47, time: 1.145, data_time: 0.004, memory: 8951, top1_acc: 0.7156, top5_acc: 0.8969, loss_cls: 1.1101, loss: 1.1101, grad_norm: 2.9954 2020-07-24 07:19:37,885 - mmaction - INFO - Epoch [26][100/1074] lr: 3.500e-03, eta: 9:03:26, time: 1.361, data_time: 0.007, memory: 8951, top1_acc: 0.7310, top5_acc: 0.9020, loss_cls: 1.0520, loss: 1.0520, grad_norm: 2.9198 2020-07-24 07:20:00,031 - mmaction - INFO - Epoch [26][120/1074] lr: 3.500e-03, eta: 9:02:59, time: 1.104, data_time: 0.007, memory: 8951, top1_acc: 0.7290, top5_acc: 0.8971, loss_cls: 1.0624, loss: 1.0624, grad_norm: 2.8922 2020-07-24 07:20:24,812 - mmaction - INFO - Epoch [26][140/1074] lr: 3.500e-03, eta: 9:02:35, time: 1.242, data_time: 0.007, memory: 8951, top1_acc: 0.7219, top5_acc: 0.9027, loss_cls: 1.0868, loss: 1.0868, grad_norm: 2.9362 2020-07-24 07:20:48,242 - mmaction - INFO - Epoch [26][160/1074] lr: 3.500e-03, eta: 9:02:10, time: 1.171, data_time: 0.006, memory: 8951, top1_acc: 0.7301, top5_acc: 0.8998, loss_cls: 1.0768, loss: 1.0768, grad_norm: 2.9342 2020-07-24 07:21:12,252 - mmaction - INFO - Epoch [26][180/1074] lr: 3.500e-03, eta: 9:01:45, time: 1.201, data_time: 0.005, memory: 8951, top1_acc: 0.7237, top5_acc: 0.9042, loss_cls: 1.0669, loss: 1.0669, grad_norm: 2.9289 2020-07-24 07:21:36,790 - mmaction - INFO - Epoch [26][200/1074] lr: 3.500e-03, eta: 9:01:21, time: 1.226, data_time: 0.007, memory: 8951, top1_acc: 0.7257, top5_acc: 0.9049, loss_cls: 1.0503, loss: 1.0503, grad_norm: 2.9134 2020-07-24 07:22:01,134 - mmaction - INFO - Epoch [26][220/1074] lr: 3.500e-03, eta: 9:00:57, time: 1.216, data_time: 0.005, memory: 8951, top1_acc: 0.7313, top5_acc: 0.8989, loss_cls: 1.0450, loss: 1.0450, grad_norm: 2.9199 2020-07-24 07:22:24,785 - mmaction - INFO - Epoch [26][240/1074] lr: 3.500e-03, eta: 9:00:32, time: 1.182, data_time: 0.007, memory: 8951, top1_acc: 0.7288, top5_acc: 0.8980, loss_cls: 1.0834, loss: 1.0834, grad_norm: 3.0131 2020-07-24 07:22:48,678 - mmaction - INFO - Epoch [26][260/1074] lr: 3.500e-03, eta: 9:00:07, time: 1.196, data_time: 0.008, memory: 8951, top1_acc: 0.7330, top5_acc: 0.8996, loss_cls: 1.0605, loss: 1.0605, grad_norm: 2.9539 2020-07-24 07:23:12,520 - mmaction - INFO - Epoch [26][280/1074] lr: 3.500e-03, eta: 8:59:42, time: 1.187, data_time: 0.006, memory: 8951, top1_acc: 0.7221, top5_acc: 0.8978, loss_cls: 1.0898, loss: 1.0898, grad_norm: 3.0007 2020-07-24 07:23:35,978 - mmaction - INFO - Epoch [26][300/1074] lr: 3.500e-03, eta: 8:59:17, time: 1.177, data_time: 0.009, memory: 8951, top1_acc: 0.7310, top5_acc: 0.8975, loss_cls: 1.0816, loss: 1.0816, grad_norm: 2.9623 2020-07-24 07:23:59,975 - mmaction - INFO - Epoch [26][320/1074] lr: 3.500e-03, eta: 8:58:52, time: 1.199, data_time: 0.007, memory: 8951, top1_acc: 0.7272, top5_acc: 0.8984, loss_cls: 1.0633, loss: 1.0633, grad_norm: 2.9168 2020-07-24 07:24:24,898 - mmaction - INFO - Epoch [26][340/1074] lr: 3.500e-03, eta: 8:58:28, time: 1.248, data_time: 0.005, memory: 8951, top1_acc: 0.7185, top5_acc: 0.8908, loss_cls: 1.1063, loss: 1.1063, grad_norm: 2.9710 2020-07-24 07:24:48,115 - mmaction - INFO - Epoch [26][360/1074] lr: 3.500e-03, eta: 8:58:02, time: 1.158, data_time: 0.005, memory: 8951, top1_acc: 0.7228, top5_acc: 0.9033, loss_cls: 1.0751, loss: 1.0751, grad_norm: 2.9849 2020-07-24 07:25:13,206 - mmaction - INFO - Epoch [26][380/1074] lr: 3.500e-03, eta: 8:57:39, time: 1.253, data_time: 0.008, memory: 8951, top1_acc: 0.7281, top5_acc: 0.8973, loss_cls: 1.0854, loss: 1.0854, grad_norm: 2.9325 2020-07-24 07:25:37,675 - mmaction - INFO - Epoch [26][400/1074] lr: 3.500e-03, eta: 8:57:15, time: 1.228, data_time: 0.008, memory: 8951, top1_acc: 0.7060, top5_acc: 0.8922, loss_cls: 1.1267, loss: 1.1267, grad_norm: 3.0377 2020-07-24 07:26:01,667 - mmaction - INFO - Epoch [26][420/1074] lr: 3.500e-03, eta: 8:56:50, time: 1.195, data_time: 0.007, memory: 8951, top1_acc: 0.7250, top5_acc: 0.8969, loss_cls: 1.0806, loss: 1.0806, grad_norm: 2.9633 2020-07-24 07:26:24,634 - mmaction - INFO - Epoch [26][440/1074] lr: 3.500e-03, eta: 8:56:24, time: 1.152, data_time: 0.007, memory: 8951, top1_acc: 0.7210, top5_acc: 0.8973, loss_cls: 1.0846, loss: 1.0846, grad_norm: 3.0219 2020-07-24 07:26:50,258 - mmaction - INFO - Epoch [26][460/1074] lr: 3.500e-03, eta: 8:56:01, time: 1.279, data_time: 0.006, memory: 8951, top1_acc: 0.7241, top5_acc: 0.8989, loss_cls: 1.0907, loss: 1.0907, grad_norm: 3.0117 2020-07-24 07:27:14,457 - mmaction - INFO - Epoch [26][480/1074] lr: 3.500e-03, eta: 8:55:36, time: 1.212, data_time: 0.007, memory: 8951, top1_acc: 0.7210, top5_acc: 0.8969, loss_cls: 1.0798, loss: 1.0798, grad_norm: 3.0393 2020-07-24 07:27:39,009 - mmaction - INFO - Epoch [26][500/1074] lr: 3.500e-03, eta: 8:55:12, time: 1.222, data_time: 0.007, memory: 8951, top1_acc: 0.7225, top5_acc: 0.9051, loss_cls: 1.0629, loss: 1.0629, grad_norm: 3.0384 2020-07-24 07:28:03,655 - mmaction - INFO - Epoch [26][520/1074] lr: 3.500e-03, eta: 8:54:48, time: 1.239, data_time: 0.010, memory: 8951, top1_acc: 0.7252, top5_acc: 0.9069, loss_cls: 1.0632, loss: 1.0632, grad_norm: 2.9995 2020-07-24 07:28:25,967 - mmaction - INFO - Epoch [26][540/1074] lr: 3.500e-03, eta: 8:54:22, time: 1.112, data_time: 0.004, memory: 8951, top1_acc: 0.7250, top5_acc: 0.8953, loss_cls: 1.0982, loss: 1.0982, grad_norm: 3.0297 2020-07-24 07:28:49,259 - mmaction - INFO - Epoch [26][560/1074] lr: 3.500e-03, eta: 8:53:56, time: 1.163, data_time: 0.007, memory: 8951, top1_acc: 0.7373, top5_acc: 0.9054, loss_cls: 1.0450, loss: 1.0450, grad_norm: 2.9209 2020-07-24 07:29:13,682 - mmaction - INFO - Epoch [26][580/1074] lr: 3.500e-03, eta: 8:53:32, time: 1.224, data_time: 0.008, memory: 8951, top1_acc: 0.7404, top5_acc: 0.9060, loss_cls: 1.0389, loss: 1.0389, grad_norm: 2.9278 2020-07-24 07:29:37,873 - mmaction - INFO - Epoch [26][600/1074] lr: 3.500e-03, eta: 8:53:07, time: 1.205, data_time: 0.008, memory: 8951, top1_acc: 0.7109, top5_acc: 0.8949, loss_cls: 1.1231, loss: 1.1231, grad_norm: 2.9943 2020-07-24 07:30:01,592 - mmaction - INFO - Epoch [26][620/1074] lr: 3.500e-03, eta: 8:52:42, time: 1.188, data_time: 0.009, memory: 8951, top1_acc: 0.7283, top5_acc: 0.9011, loss_cls: 1.0801, loss: 1.0801, grad_norm: 2.9866 2020-07-24 07:30:26,253 - mmaction - INFO - Epoch [26][640/1074] lr: 3.500e-03, eta: 8:52:18, time: 1.237, data_time: 0.009, memory: 8951, top1_acc: 0.7232, top5_acc: 0.8940, loss_cls: 1.0758, loss: 1.0758, grad_norm: 2.9704 2020-07-24 07:30:50,888 - mmaction - INFO - Epoch [26][660/1074] lr: 3.500e-03, eta: 8:51:54, time: 1.230, data_time: 0.003, memory: 8951, top1_acc: 0.7192, top5_acc: 0.9011, loss_cls: 1.0898, loss: 1.0898, grad_norm: 3.0469 2020-07-24 07:31:14,704 - mmaction - INFO - Epoch [26][680/1074] lr: 3.500e-03, eta: 8:51:29, time: 1.189, data_time: 0.007, memory: 8951, top1_acc: 0.7277, top5_acc: 0.9016, loss_cls: 1.0660, loss: 1.0660, grad_norm: 3.0054 2020-07-24 07:31:40,079 - mmaction - INFO - Epoch [26][700/1074] lr: 3.500e-03, eta: 8:51:06, time: 1.272, data_time: 0.008, memory: 8951, top1_acc: 0.7297, top5_acc: 0.9011, loss_cls: 1.0545, loss: 1.0545, grad_norm: 3.0254 2020-07-24 07:32:03,408 - mmaction - INFO - Epoch [26][720/1074] lr: 3.500e-03, eta: 8:50:40, time: 1.161, data_time: 0.005, memory: 8951, top1_acc: 0.7219, top5_acc: 0.9016, loss_cls: 1.0977, loss: 1.0977, grad_norm: 2.9975 2020-07-24 07:32:29,605 - mmaction - INFO - Epoch [26][740/1074] lr: 3.500e-03, eta: 8:50:18, time: 1.314, data_time: 0.008, memory: 8951, top1_acc: 0.7304, top5_acc: 0.9018, loss_cls: 1.0593, loss: 1.0593, grad_norm: 2.9244 2020-07-24 07:32:54,498 - mmaction - INFO - Epoch [26][760/1074] lr: 3.500e-03, eta: 8:49:54, time: 1.246, data_time: 0.007, memory: 8951, top1_acc: 0.7219, top5_acc: 0.8875, loss_cls: 1.1160, loss: 1.1160, grad_norm: 3.0130 2020-07-24 07:33:19,344 - mmaction - INFO - Epoch [26][780/1074] lr: 3.500e-03, eta: 8:49:30, time: 1.236, data_time: 0.006, memory: 8951, top1_acc: 0.7214, top5_acc: 0.9020, loss_cls: 1.0762, loss: 1.0762, grad_norm: 3.0125 2020-07-24 07:33:42,356 - mmaction - INFO - Epoch [26][800/1074] lr: 3.500e-03, eta: 8:49:04, time: 1.155, data_time: 0.009, memory: 8951, top1_acc: 0.7176, top5_acc: 0.8975, loss_cls: 1.0764, loss: 1.0764, grad_norm: 3.0456 2020-07-24 07:34:06,784 - mmaction - INFO - Epoch [26][820/1074] lr: 3.500e-03, eta: 8:48:40, time: 1.222, data_time: 0.004, memory: 8951, top1_acc: 0.7219, top5_acc: 0.8996, loss_cls: 1.0862, loss: 1.0862, grad_norm: 3.0293 2020-07-24 07:34:31,828 - mmaction - INFO - Epoch [26][840/1074] lr: 3.500e-03, eta: 8:48:16, time: 1.253, data_time: 0.007, memory: 8951, top1_acc: 0.7208, top5_acc: 0.9025, loss_cls: 1.0729, loss: 1.0729, grad_norm: 3.0206 2020-07-24 07:34:55,017 - mmaction - INFO - Epoch [26][860/1074] lr: 3.500e-03, eta: 8:47:51, time: 1.159, data_time: 0.004, memory: 8951, top1_acc: 0.7145, top5_acc: 0.8960, loss_cls: 1.1145, loss: 1.1145, grad_norm: 3.1014 2020-07-24 07:35:19,922 - mmaction - INFO - Epoch [26][880/1074] lr: 3.500e-03, eta: 8:47:27, time: 1.242, data_time: 0.007, memory: 8951, top1_acc: 0.7165, top5_acc: 0.8944, loss_cls: 1.0999, loss: 1.0999, grad_norm: 3.0244 2020-07-24 07:35:45,621 - mmaction - INFO - Epoch [26][900/1074] lr: 3.500e-03, eta: 8:47:04, time: 1.290, data_time: 0.008, memory: 8951, top1_acc: 0.7232, top5_acc: 0.8998, loss_cls: 1.1031, loss: 1.1031, grad_norm: 3.0651 2020-07-24 07:36:08,177 - mmaction - INFO - Epoch [26][920/1074] lr: 3.500e-03, eta: 8:46:38, time: 1.126, data_time: 0.005, memory: 8951, top1_acc: 0.7219, top5_acc: 0.8991, loss_cls: 1.0942, loss: 1.0942, grad_norm: 3.0299 2020-07-24 07:36:34,718 - mmaction - INFO - Epoch [26][940/1074] lr: 3.500e-03, eta: 8:46:15, time: 1.329, data_time: 0.005, memory: 8951, top1_acc: 0.7176, top5_acc: 0.8987, loss_cls: 1.0972, loss: 1.0972, grad_norm: 3.0293 2020-07-24 07:36:58,319 - mmaction - INFO - Epoch [26][960/1074] lr: 3.500e-03, eta: 8:45:50, time: 1.179, data_time: 0.005, memory: 8951, top1_acc: 0.7194, top5_acc: 0.9004, loss_cls: 1.0999, loss: 1.0999, grad_norm: 3.0391 2020-07-24 07:37:21,731 - mmaction - INFO - Epoch [26][980/1074] lr: 3.500e-03, eta: 8:45:25, time: 1.171, data_time: 0.004, memory: 8951, top1_acc: 0.7297, top5_acc: 0.8987, loss_cls: 1.0794, loss: 1.0794, grad_norm: 2.9759 2020-07-24 07:37:45,724 - mmaction - INFO - Epoch [26][1000/1074] lr: 3.500e-03, eta: 8:45:00, time: 1.196, data_time: 0.007, memory: 8951, top1_acc: 0.7176, top5_acc: 0.8946, loss_cls: 1.1041, loss: 1.1041, grad_norm: 3.0923 2020-07-24 07:38:09,407 - mmaction - INFO - Epoch [26][1020/1074] lr: 3.500e-03, eta: 8:44:35, time: 1.187, data_time: 0.009, memory: 8951, top1_acc: 0.7232, top5_acc: 0.9011, loss_cls: 1.0585, loss: 1.0585, grad_norm: 3.0228 2020-07-24 07:38:35,099 - mmaction - INFO - Epoch [26][1040/1074] lr: 3.500e-03, eta: 8:44:12, time: 1.281, data_time: 0.005, memory: 8951, top1_acc: 0.7214, top5_acc: 0.8958, loss_cls: 1.1058, loss: 1.1058, grad_norm: 3.0056 2020-07-24 07:38:58,432 - mmaction - INFO - Epoch [26][1060/1074] lr: 3.500e-03, eta: 8:43:47, time: 1.171, data_time: 0.007, memory: 8951, top1_acc: 0.7301, top5_acc: 0.8964, loss_cls: 1.0643, loss: 1.0643, grad_norm: 3.0314 2020-07-24 07:39:14,309 - mmaction - INFO - Saving checkpoint at 26 epochs 2020-07-24 07:39:48,549 - mmaction - INFO - Epoch [27][20/1074] lr: 3.500e-03, eta: 8:42:58, time: 1.685, data_time: 0.537, memory: 8951, top1_acc: 0.7388, top5_acc: 0.9047, loss_cls: 1.0200, loss: 1.0200, grad_norm: 2.9322 2020-07-24 07:40:11,567 - mmaction - INFO - Epoch [27][40/1074] lr: 3.500e-03, eta: 8:42:33, time: 1.151, data_time: 0.005, memory: 8951, top1_acc: 0.7259, top5_acc: 0.9022, loss_cls: 1.0485, loss: 1.0485, grad_norm: 2.9930 2020-07-24 07:40:35,935 - mmaction - INFO - Epoch [27][60/1074] lr: 3.500e-03, eta: 8:42:08, time: 1.219, data_time: 0.006, memory: 8951, top1_acc: 0.7308, top5_acc: 0.8984, loss_cls: 1.0639, loss: 1.0639, grad_norm: 3.0396 2020-07-24 07:40:59,995 - mmaction - INFO - Epoch [27][80/1074] lr: 3.500e-03, eta: 8:41:44, time: 1.200, data_time: 0.007, memory: 8951, top1_acc: 0.7368, top5_acc: 0.9067, loss_cls: 1.0207, loss: 1.0207, grad_norm: 2.9554 2020-07-24 07:41:23,787 - mmaction - INFO - Epoch [27][100/1074] lr: 3.500e-03, eta: 8:41:19, time: 1.193, data_time: 0.008, memory: 8951, top1_acc: 0.7288, top5_acc: 0.9049, loss_cls: 1.0471, loss: 1.0471, grad_norm: 2.9601 2020-07-24 07:41:47,745 - mmaction - INFO - Epoch [27][120/1074] lr: 3.500e-03, eta: 8:40:54, time: 1.198, data_time: 0.004, memory: 8951, top1_acc: 0.7203, top5_acc: 0.9020, loss_cls: 1.0963, loss: 1.0963, grad_norm: 3.0727 2020-07-24 07:42:11,952 - mmaction - INFO - Epoch [27][140/1074] lr: 3.500e-03, eta: 8:40:29, time: 1.208, data_time: 0.007, memory: 8951, top1_acc: 0.7304, top5_acc: 0.9007, loss_cls: 1.0710, loss: 1.0710, grad_norm: 3.0545 2020-07-24 07:42:39,179 - mmaction - INFO - Epoch [27][160/1074] lr: 3.500e-03, eta: 8:40:08, time: 1.362, data_time: 0.007, memory: 8951, top1_acc: 0.7292, top5_acc: 0.9042, loss_cls: 1.0438, loss: 1.0438, grad_norm: 2.9896 2020-07-24 07:43:03,183 - mmaction - INFO - Epoch [27][180/1074] lr: 3.500e-03, eta: 8:39:43, time: 1.203, data_time: 0.009, memory: 8951, top1_acc: 0.7400, top5_acc: 0.9071, loss_cls: 1.0253, loss: 1.0253, grad_norm: 2.8927 2020-07-24 07:43:25,132 - mmaction - INFO - Epoch [27][200/1074] lr: 3.500e-03, eta: 8:39:17, time: 1.097, data_time: 0.004, memory: 8951, top1_acc: 0.7275, top5_acc: 0.8953, loss_cls: 1.0684, loss: 1.0684, grad_norm: 3.0293 2020-07-24 07:43:49,149 - mmaction - INFO - Epoch [27][220/1074] lr: 3.500e-03, eta: 8:38:52, time: 1.201, data_time: 0.007, memory: 8951, top1_acc: 0.7259, top5_acc: 0.8996, loss_cls: 1.0957, loss: 1.0957, grad_norm: 3.0247 2020-07-24 07:44:12,870 - mmaction - INFO - Epoch [27][240/1074] lr: 3.500e-03, eta: 8:38:27, time: 1.186, data_time: 0.004, memory: 8951, top1_acc: 0.7228, top5_acc: 0.8951, loss_cls: 1.0924, loss: 1.0924, grad_norm: 2.9831 2020-07-24 07:44:36,644 - mmaction - INFO - Epoch [27][260/1074] lr: 3.500e-03, eta: 8:38:02, time: 1.184, data_time: 0.006, memory: 8951, top1_acc: 0.7357, top5_acc: 0.9038, loss_cls: 1.0420, loss: 1.0420, grad_norm: 2.9697 2020-07-24 07:44:59,938 - mmaction - INFO - Epoch [27][280/1074] lr: 3.500e-03, eta: 8:37:37, time: 1.168, data_time: 0.008, memory: 8951, top1_acc: 0.7257, top5_acc: 0.9054, loss_cls: 1.0748, loss: 1.0748, grad_norm: 3.0907 2020-07-24 07:45:23,563 - mmaction - INFO - Epoch [27][300/1074] lr: 3.500e-03, eta: 8:37:12, time: 1.179, data_time: 0.007, memory: 8951, top1_acc: 0.7397, top5_acc: 0.9007, loss_cls: 1.0506, loss: 1.0506, grad_norm: 2.9909 2020-07-24 07:45:47,483 - mmaction - INFO - Epoch [27][320/1074] lr: 3.500e-03, eta: 8:36:47, time: 1.197, data_time: 0.007, memory: 8951, top1_acc: 0.7319, top5_acc: 0.9029, loss_cls: 1.0456, loss: 1.0456, grad_norm: 3.0049 2020-07-24 07:46:12,115 - mmaction - INFO - Epoch [27][340/1074] lr: 3.500e-03, eta: 8:36:23, time: 1.229, data_time: 0.008, memory: 8951, top1_acc: 0.7243, top5_acc: 0.9054, loss_cls: 1.0533, loss: 1.0533, grad_norm: 3.0272 2020-07-24 07:46:36,862 - mmaction - INFO - Epoch [27][360/1074] lr: 3.500e-03, eta: 8:35:59, time: 1.242, data_time: 0.008, memory: 8951, top1_acc: 0.7319, top5_acc: 0.8978, loss_cls: 1.0640, loss: 1.0640, grad_norm: 2.9476 2020-07-24 07:47:00,466 - mmaction - INFO - Epoch [27][380/1074] lr: 3.500e-03, eta: 8:35:34, time: 1.174, data_time: 0.005, memory: 8951, top1_acc: 0.7375, top5_acc: 0.9074, loss_cls: 1.0355, loss: 1.0355, grad_norm: 2.9613 2020-07-24 07:47:23,962 - mmaction - INFO - Epoch [27][400/1074] lr: 3.500e-03, eta: 8:35:09, time: 1.181, data_time: 0.009, memory: 8951, top1_acc: 0.7210, top5_acc: 0.8897, loss_cls: 1.1094, loss: 1.1094, grad_norm: 3.0134 2020-07-24 07:47:47,558 - mmaction - INFO - Epoch [27][420/1074] lr: 3.500e-03, eta: 8:34:43, time: 1.177, data_time: 0.006, memory: 8951, top1_acc: 0.7210, top5_acc: 0.8998, loss_cls: 1.0719, loss: 1.0719, grad_norm: 2.9934 2020-07-24 07:48:12,010 - mmaction - INFO - Epoch [27][440/1074] lr: 3.500e-03, eta: 8:34:19, time: 1.224, data_time: 0.006, memory: 8951, top1_acc: 0.7422, top5_acc: 0.9087, loss_cls: 1.0277, loss: 1.0277, grad_norm: 2.9819 2020-07-24 07:48:35,718 - mmaction - INFO - Epoch [27][460/1074] lr: 3.500e-03, eta: 8:33:54, time: 1.183, data_time: 0.006, memory: 8951, top1_acc: 0.7281, top5_acc: 0.9022, loss_cls: 1.0510, loss: 1.0510, grad_norm: 3.0503 2020-07-24 07:48:59,796 - mmaction - INFO - Epoch [27][480/1074] lr: 3.500e-03, eta: 8:33:30, time: 1.206, data_time: 0.008, memory: 8951, top1_acc: 0.7261, top5_acc: 0.8949, loss_cls: 1.0846, loss: 1.0846, grad_norm: 3.0259 2020-07-24 07:49:24,869 - mmaction - INFO - Epoch [27][500/1074] lr: 3.500e-03, eta: 8:33:06, time: 1.254, data_time: 0.006, memory: 8951, top1_acc: 0.7306, top5_acc: 0.9036, loss_cls: 1.0454, loss: 1.0454, grad_norm: 2.9832 2020-07-24 07:49:48,091 - mmaction - INFO - Epoch [27][520/1074] lr: 3.500e-03, eta: 8:32:41, time: 1.159, data_time: 0.004, memory: 8951, top1_acc: 0.7344, top5_acc: 0.9051, loss_cls: 1.0377, loss: 1.0377, grad_norm: 2.9303 2020-07-24 07:50:12,719 - mmaction - INFO - Epoch [27][540/1074] lr: 3.500e-03, eta: 8:32:16, time: 1.230, data_time: 0.008, memory: 8951, top1_acc: 0.7326, top5_acc: 0.9063, loss_cls: 1.0324, loss: 1.0324, grad_norm: 3.0144 2020-07-24 07:50:36,698 - mmaction - INFO - Epoch [27][560/1074] lr: 3.500e-03, eta: 8:31:52, time: 1.201, data_time: 0.008, memory: 8951, top1_acc: 0.7455, top5_acc: 0.9103, loss_cls: 0.9944, loss: 0.9944, grad_norm: 2.9164 2020-07-24 07:51:00,485 - mmaction - INFO - Epoch [27][580/1074] lr: 3.500e-03, eta: 8:31:27, time: 1.187, data_time: 0.008, memory: 8951, top1_acc: 0.7248, top5_acc: 0.8975, loss_cls: 1.0646, loss: 1.0646, grad_norm: 3.0471 2020-07-24 07:51:24,916 - mmaction - INFO - Epoch [27][600/1074] lr: 3.500e-03, eta: 8:31:03, time: 1.223, data_time: 0.007, memory: 8951, top1_acc: 0.7192, top5_acc: 0.9018, loss_cls: 1.0691, loss: 1.0691, grad_norm: 3.0223 2020-07-24 07:51:50,543 - mmaction - INFO - Epoch [27][620/1074] lr: 3.500e-03, eta: 8:30:39, time: 1.279, data_time: 0.007, memory: 8951, top1_acc: 0.7172, top5_acc: 0.9009, loss_cls: 1.1009, loss: 1.1009, grad_norm: 3.0703 2020-07-24 07:52:13,735 - mmaction - INFO - Epoch [27][640/1074] lr: 3.500e-03, eta: 8:30:14, time: 1.162, data_time: 0.007, memory: 8951, top1_acc: 0.7299, top5_acc: 0.9016, loss_cls: 1.0762, loss: 1.0762, grad_norm: 3.0825 2020-07-24 07:52:37,984 - mmaction - INFO - Epoch [27][660/1074] lr: 3.500e-03, eta: 8:29:50, time: 1.212, data_time: 0.007, memory: 8951, top1_acc: 0.7172, top5_acc: 0.8900, loss_cls: 1.1050, loss: 1.1050, grad_norm: 3.0899 2020-07-24 07:53:01,942 - mmaction - INFO - Epoch [27][680/1074] lr: 3.500e-03, eta: 8:29:25, time: 1.199, data_time: 0.005, memory: 8951, top1_acc: 0.7190, top5_acc: 0.8980, loss_cls: 1.0984, loss: 1.0984, grad_norm: 3.0995 2020-07-24 07:53:24,985 - mmaction - INFO - Epoch [27][700/1074] lr: 3.500e-03, eta: 8:28:59, time: 1.147, data_time: 0.006, memory: 8951, top1_acc: 0.7292, top5_acc: 0.9054, loss_cls: 1.0627, loss: 1.0627, grad_norm: 3.0666 2020-07-24 07:53:50,017 - mmaction - INFO - Epoch [27][720/1074] lr: 3.500e-03, eta: 8:28:35, time: 1.248, data_time: 0.009, memory: 8951, top1_acc: 0.7313, top5_acc: 0.9051, loss_cls: 1.0433, loss: 1.0433, grad_norm: 3.0645 2020-07-24 07:54:15,861 - mmaction - INFO - Epoch [27][740/1074] lr: 3.500e-03, eta: 8:28:12, time: 1.297, data_time: 0.014, memory: 8951, top1_acc: 0.7167, top5_acc: 0.9047, loss_cls: 1.0731, loss: 1.0731, grad_norm: 3.1225 2020-07-24 07:54:38,676 - mmaction - INFO - Epoch [27][760/1074] lr: 3.500e-03, eta: 8:27:47, time: 1.144, data_time: 0.007, memory: 8951, top1_acc: 0.7210, top5_acc: 0.8998, loss_cls: 1.0809, loss: 1.0809, grad_norm: 3.0852 2020-07-24 07:55:02,732 - mmaction - INFO - Epoch [27][780/1074] lr: 3.500e-03, eta: 8:27:22, time: 1.203, data_time: 0.006, memory: 8951, top1_acc: 0.7250, top5_acc: 0.9002, loss_cls: 1.0718, loss: 1.0718, grad_norm: 3.0321 2020-07-24 07:55:27,718 - mmaction - INFO - Epoch [27][800/1074] lr: 3.500e-03, eta: 8:26:58, time: 1.247, data_time: 0.003, memory: 8951, top1_acc: 0.7268, top5_acc: 0.9058, loss_cls: 1.0678, loss: 1.0678, grad_norm: 3.0553 2020-07-24 07:55:53,176 - mmaction - INFO - Epoch [27][820/1074] lr: 3.500e-03, eta: 8:26:35, time: 1.271, data_time: 0.010, memory: 8951, top1_acc: 0.7279, top5_acc: 0.8989, loss_cls: 1.0904, loss: 1.0904, grad_norm: 3.0797 2020-07-24 07:56:15,868 - mmaction - INFO - Epoch [27][840/1074] lr: 3.500e-03, eta: 8:26:09, time: 1.137, data_time: 0.007, memory: 8951, top1_acc: 0.7279, top5_acc: 0.9004, loss_cls: 1.0768, loss: 1.0768, grad_norm: 3.0712 2020-07-24 07:56:39,846 - mmaction - INFO - Epoch [27][860/1074] lr: 3.500e-03, eta: 8:25:44, time: 1.196, data_time: 0.007, memory: 8951, top1_acc: 0.7219, top5_acc: 0.9013, loss_cls: 1.0951, loss: 1.0951, grad_norm: 3.0565 2020-07-24 07:57:04,141 - mmaction - INFO - Epoch [27][880/1074] lr: 3.500e-03, eta: 8:25:20, time: 1.218, data_time: 0.009, memory: 8951, top1_acc: 0.7259, top5_acc: 0.9025, loss_cls: 1.0596, loss: 1.0596, grad_norm: 3.0194 2020-07-24 07:57:29,190 - mmaction - INFO - Epoch [27][900/1074] lr: 3.500e-03, eta: 8:24:56, time: 1.253, data_time: 0.007, memory: 8951, top1_acc: 0.7266, top5_acc: 0.8993, loss_cls: 1.0676, loss: 1.0676, grad_norm: 3.0889 2020-07-24 07:57:52,563 - mmaction - INFO - Epoch [27][920/1074] lr: 3.500e-03, eta: 8:24:31, time: 1.168, data_time: 0.004, memory: 8951, top1_acc: 0.7283, top5_acc: 0.9018, loss_cls: 1.0794, loss: 1.0794, grad_norm: 3.0679 2020-07-24 07:58:17,066 - mmaction - INFO - Epoch [27][940/1074] lr: 3.500e-03, eta: 8:24:07, time: 1.223, data_time: 0.007, memory: 8951, top1_acc: 0.7344, top5_acc: 0.9074, loss_cls: 1.0335, loss: 1.0335, grad_norm: 3.0130 2020-07-24 07:58:40,952 - mmaction - INFO - Epoch [27][960/1074] lr: 3.500e-03, eta: 8:23:42, time: 1.197, data_time: 0.007, memory: 8951, top1_acc: 0.7321, top5_acc: 0.9025, loss_cls: 1.0482, loss: 1.0482, grad_norm: 3.0172 2020-07-24 07:59:05,208 - mmaction - INFO - Epoch [27][980/1074] lr: 3.500e-03, eta: 8:23:18, time: 1.212, data_time: 0.003, memory: 8951, top1_acc: 0.7243, top5_acc: 0.8973, loss_cls: 1.0999, loss: 1.0999, grad_norm: 3.0956 2020-07-24 07:59:28,593 - mmaction - INFO - Epoch [27][1000/1074] lr: 3.500e-03, eta: 8:22:52, time: 1.167, data_time: 0.008, memory: 8951, top1_acc: 0.7275, top5_acc: 0.8991, loss_cls: 1.0762, loss: 1.0762, grad_norm: 3.0170 2020-07-24 07:59:53,544 - mmaction - INFO - Epoch [27][1020/1074] lr: 3.500e-03, eta: 8:22:29, time: 1.251, data_time: 0.008, memory: 8951, top1_acc: 0.7270, top5_acc: 0.9018, loss_cls: 1.0735, loss: 1.0735, grad_norm: 3.0502 2020-07-24 08:00:20,517 - mmaction - INFO - Epoch [27][1040/1074] lr: 3.500e-03, eta: 8:22:06, time: 1.339, data_time: 0.005, memory: 8951, top1_acc: 0.7199, top5_acc: 0.8969, loss_cls: 1.0970, loss: 1.0970, grad_norm: 3.0595 2020-07-24 08:00:44,816 - mmaction - INFO - Epoch [27][1060/1074] lr: 3.500e-03, eta: 8:21:42, time: 1.224, data_time: 0.020, memory: 8951, top1_acc: 0.7243, top5_acc: 0.9054, loss_cls: 1.0452, loss: 1.0452, grad_norm: 3.0707 2020-07-24 08:01:00,549 - mmaction - INFO - Saving checkpoint at 27 epochs 2020-07-24 08:01:37,241 - mmaction - INFO - Epoch [28][20/1074] lr: 3.500e-03, eta: 8:20:56, time: 1.796, data_time: 0.604, memory: 8951, top1_acc: 0.7221, top5_acc: 0.8917, loss_cls: 1.1090, loss: 1.1090, grad_norm: 3.1051 2020-07-24 08:02:01,132 - mmaction - INFO - Epoch [28][40/1074] lr: 3.500e-03, eta: 8:20:31, time: 1.197, data_time: 0.009, memory: 8951, top1_acc: 0.7413, top5_acc: 0.9083, loss_cls: 1.0306, loss: 1.0306, grad_norm: 3.0634 2020-07-24 08:02:25,327 - mmaction - INFO - Epoch [28][60/1074] lr: 3.500e-03, eta: 8:20:07, time: 1.210, data_time: 0.009, memory: 8951, top1_acc: 0.7257, top5_acc: 0.9069, loss_cls: 1.0585, loss: 1.0585, grad_norm: 3.1283 2020-07-24 08:02:48,837 - mmaction - INFO - Epoch [28][80/1074] lr: 3.500e-03, eta: 8:19:42, time: 1.178, data_time: 0.006, memory: 8951, top1_acc: 0.7324, top5_acc: 0.9042, loss_cls: 1.0447, loss: 1.0447, grad_norm: 3.0640 2020-07-24 08:03:12,914 - mmaction - INFO - Epoch [28][100/1074] lr: 3.500e-03, eta: 8:19:17, time: 1.202, data_time: 0.008, memory: 8951, top1_acc: 0.7324, top5_acc: 0.9056, loss_cls: 1.0428, loss: 1.0428, grad_norm: 3.0695 2020-07-24 08:03:35,942 - mmaction - INFO - Epoch [28][120/1074] lr: 3.500e-03, eta: 8:18:52, time: 1.152, data_time: 0.006, memory: 8951, top1_acc: 0.7395, top5_acc: 0.9060, loss_cls: 1.0414, loss: 1.0414, grad_norm: 3.0343 2020-07-24 08:04:01,266 - mmaction - INFO - Epoch [28][140/1074] lr: 3.500e-03, eta: 8:18:28, time: 1.267, data_time: 0.008, memory: 8951, top1_acc: 0.7350, top5_acc: 0.9094, loss_cls: 1.0276, loss: 1.0276, grad_norm: 3.0218 2020-07-24 08:04:26,060 - mmaction - INFO - Epoch [28][160/1074] lr: 3.500e-03, eta: 8:18:04, time: 1.241, data_time: 0.004, memory: 8951, top1_acc: 0.7357, top5_acc: 0.9022, loss_cls: 1.0350, loss: 1.0350, grad_norm: 3.0004 2020-07-24 08:04:49,701 - mmaction - INFO - Epoch [28][180/1074] lr: 3.500e-03, eta: 8:17:39, time: 1.177, data_time: 0.004, memory: 8951, top1_acc: 0.7333, top5_acc: 0.9033, loss_cls: 1.0439, loss: 1.0439, grad_norm: 3.0557 2020-07-24 08:05:14,020 - mmaction - INFO - Epoch [28][200/1074] lr: 3.500e-03, eta: 8:17:15, time: 1.217, data_time: 0.008, memory: 8951, top1_acc: 0.7313, top5_acc: 0.9020, loss_cls: 1.0637, loss: 1.0637, grad_norm: 3.0072 2020-07-24 08:05:37,225 - mmaction - INFO - Epoch [28][220/1074] lr: 3.500e-03, eta: 8:16:49, time: 1.164, data_time: 0.007, memory: 8951, top1_acc: 0.7203, top5_acc: 0.8893, loss_cls: 1.1085, loss: 1.1085, grad_norm: 3.0627 2020-07-24 08:06:02,893 - mmaction - INFO - Epoch [28][240/1074] lr: 3.500e-03, eta: 8:16:26, time: 1.284, data_time: 0.006, memory: 8951, top1_acc: 0.7228, top5_acc: 0.9049, loss_cls: 1.0691, loss: 1.0691, grad_norm: 3.0698 2020-07-24 08:06:27,607 - mmaction - INFO - Epoch [28][260/1074] lr: 3.500e-03, eta: 8:16:02, time: 1.235, data_time: 0.004, memory: 8951, top1_acc: 0.7375, top5_acc: 0.9045, loss_cls: 1.0209, loss: 1.0209, grad_norm: 2.9637 2020-07-24 08:06:51,401 - mmaction - INFO - Epoch [28][280/1074] lr: 3.500e-03, eta: 8:15:37, time: 1.189, data_time: 0.007, memory: 8951, top1_acc: 0.7348, top5_acc: 0.9000, loss_cls: 1.0544, loss: 1.0544, grad_norm: 3.1092 2020-07-24 08:07:14,784 - mmaction - INFO - Epoch [28][300/1074] lr: 3.500e-03, eta: 8:15:12, time: 1.170, data_time: 0.004, memory: 8951, top1_acc: 0.7342, top5_acc: 0.9018, loss_cls: 1.0773, loss: 1.0773, grad_norm: 3.1172 2020-07-24 08:07:38,561 - mmaction - INFO - Epoch [28][320/1074] lr: 3.500e-03, eta: 8:14:47, time: 1.187, data_time: 0.005, memory: 8951, top1_acc: 0.7364, top5_acc: 0.9076, loss_cls: 1.0302, loss: 1.0302, grad_norm: 3.0312 2020-07-24 08:08:03,252 - mmaction - INFO - Epoch [28][340/1074] lr: 3.500e-03, eta: 8:14:23, time: 1.236, data_time: 0.007, memory: 8951, top1_acc: 0.7201, top5_acc: 0.8984, loss_cls: 1.0761, loss: 1.0761, grad_norm: 3.0798 2020-07-24 08:08:27,213 - mmaction - INFO - Epoch [28][360/1074] lr: 3.500e-03, eta: 8:13:59, time: 1.194, data_time: 0.007, memory: 8951, top1_acc: 0.7404, top5_acc: 0.9063, loss_cls: 1.0274, loss: 1.0274, grad_norm: 3.0693 2020-07-24 08:08:51,904 - mmaction - INFO - Epoch [28][380/1074] lr: 3.500e-03, eta: 8:13:35, time: 1.238, data_time: 0.008, memory: 8951, top1_acc: 0.7467, top5_acc: 0.9080, loss_cls: 0.9910, loss: 0.9910, grad_norm: 2.9796 2020-07-24 08:09:16,453 - mmaction - INFO - Epoch [28][400/1074] lr: 3.500e-03, eta: 8:13:10, time: 1.225, data_time: 0.007, memory: 8951, top1_acc: 0.7308, top5_acc: 0.9025, loss_cls: 1.0578, loss: 1.0578, grad_norm: 3.0625 2020-07-24 08:09:40,852 - mmaction - INFO - Epoch [28][420/1074] lr: 3.500e-03, eta: 8:12:46, time: 1.224, data_time: 0.007, memory: 8951, top1_acc: 0.7281, top5_acc: 0.9074, loss_cls: 1.0413, loss: 1.0413, grad_norm: 3.0316 2020-07-24 08:10:03,584 - mmaction - INFO - Epoch [28][440/1074] lr: 3.500e-03, eta: 8:12:20, time: 1.135, data_time: 0.004, memory: 8951, top1_acc: 0.7254, top5_acc: 0.9036, loss_cls: 1.0567, loss: 1.0567, grad_norm: 3.0495 2020-07-24 08:10:28,855 - mmaction - INFO - Epoch [28][460/1074] lr: 3.500e-03, eta: 8:11:57, time: 1.264, data_time: 0.003, memory: 8951, top1_acc: 0.7364, top5_acc: 0.9029, loss_cls: 1.0389, loss: 1.0389, grad_norm: 3.0447 2020-07-24 08:10:54,277 - mmaction - INFO - Epoch [28][480/1074] lr: 3.500e-03, eta: 8:11:33, time: 1.267, data_time: 0.006, memory: 8951, top1_acc: 0.7319, top5_acc: 0.9054, loss_cls: 1.0498, loss: 1.0498, grad_norm: 3.0763 2020-07-24 08:11:19,208 - mmaction - INFO - Epoch [28][500/1074] lr: 3.500e-03, eta: 8:11:09, time: 1.248, data_time: 0.008, memory: 8951, top1_acc: 0.7384, top5_acc: 0.9038, loss_cls: 1.0225, loss: 1.0225, grad_norm: 3.0214 2020-07-24 08:11:44,292 - mmaction - INFO - Epoch [28][520/1074] lr: 3.500e-03, eta: 8:10:46, time: 1.255, data_time: 0.007, memory: 8951, top1_acc: 0.7281, top5_acc: 0.8998, loss_cls: 1.0681, loss: 1.0681, grad_norm: 3.1062 2020-07-24 08:12:09,351 - mmaction - INFO - Epoch [28][540/1074] lr: 3.500e-03, eta: 8:10:22, time: 1.253, data_time: 0.006, memory: 8951, top1_acc: 0.7317, top5_acc: 0.9022, loss_cls: 1.0626, loss: 1.0626, grad_norm: 3.0736 2020-07-24 08:12:32,350 - mmaction - INFO - Epoch [28][560/1074] lr: 3.500e-03, eta: 8:09:56, time: 1.147, data_time: 0.007, memory: 8951, top1_acc: 0.7426, top5_acc: 0.9074, loss_cls: 0.9934, loss: 0.9934, grad_norm: 3.0165 2020-07-24 08:12:57,173 - mmaction - INFO - Epoch [28][580/1074] lr: 3.500e-03, eta: 8:09:32, time: 1.244, data_time: 0.007, memory: 8951, top1_acc: 0.7219, top5_acc: 0.9056, loss_cls: 1.0637, loss: 1.0637, grad_norm: 3.0796 2020-07-24 08:13:22,838 - mmaction - INFO - Epoch [28][600/1074] lr: 3.500e-03, eta: 8:09:09, time: 1.281, data_time: 0.006, memory: 8951, top1_acc: 0.7319, top5_acc: 0.9067, loss_cls: 1.0486, loss: 1.0486, grad_norm: 3.1123 2020-07-24 08:13:47,274 - mmaction - INFO - Epoch [28][620/1074] lr: 3.500e-03, eta: 8:08:45, time: 1.224, data_time: 0.007, memory: 8951, top1_acc: 0.7266, top5_acc: 0.9000, loss_cls: 1.0773, loss: 1.0773, grad_norm: 3.1137 2020-07-24 08:14:10,980 - mmaction - INFO - Epoch [28][640/1074] lr: 3.500e-03, eta: 8:08:20, time: 1.181, data_time: 0.007, memory: 8951, top1_acc: 0.7324, top5_acc: 0.9045, loss_cls: 1.0450, loss: 1.0450, grad_norm: 3.0939 2020-07-24 08:14:35,560 - mmaction - INFO - Epoch [28][660/1074] lr: 3.500e-03, eta: 8:07:56, time: 1.234, data_time: 0.008, memory: 8951, top1_acc: 0.7404, top5_acc: 0.9056, loss_cls: 1.0482, loss: 1.0482, grad_norm: 3.0807 2020-07-24 08:15:01,720 - mmaction - INFO - Epoch [28][680/1074] lr: 3.500e-03, eta: 8:07:33, time: 1.304, data_time: 0.008, memory: 8951, top1_acc: 0.7252, top5_acc: 0.8987, loss_cls: 1.0789, loss: 1.0789, grad_norm: 3.1273 2020-07-24 08:15:26,218 - mmaction - INFO - Epoch [28][700/1074] lr: 3.500e-03, eta: 8:07:09, time: 1.226, data_time: 0.007, memory: 8951, top1_acc: 0.7214, top5_acc: 0.9007, loss_cls: 1.0702, loss: 1.0702, grad_norm: 3.1553 2020-07-24 08:15:50,135 - mmaction - INFO - Epoch [28][720/1074] lr: 3.500e-03, eta: 8:06:44, time: 1.199, data_time: 0.008, memory: 8951, top1_acc: 0.7263, top5_acc: 0.9016, loss_cls: 1.0627, loss: 1.0627, grad_norm: 3.1194 2020-07-24 08:16:14,956 - mmaction - INFO - Epoch [28][740/1074] lr: 3.500e-03, eta: 8:06:20, time: 1.241, data_time: 0.004, memory: 8951, top1_acc: 0.7362, top5_acc: 0.9040, loss_cls: 1.0543, loss: 1.0543, grad_norm: 3.0771 2020-07-24 08:16:38,423 - mmaction - INFO - Epoch [28][760/1074] lr: 3.500e-03, eta: 8:05:55, time: 1.172, data_time: 0.005, memory: 8951, top1_acc: 0.7132, top5_acc: 0.9038, loss_cls: 1.0814, loss: 1.0814, grad_norm: 3.1325 2020-07-24 08:17:03,126 - mmaction - INFO - Epoch [28][780/1074] lr: 3.500e-03, eta: 8:05:31, time: 1.236, data_time: 0.004, memory: 8951, top1_acc: 0.7232, top5_acc: 0.8984, loss_cls: 1.0652, loss: 1.0652, grad_norm: 3.0941 2020-07-24 08:17:29,345 - mmaction - INFO - Epoch [28][800/1074] lr: 3.500e-03, eta: 8:05:08, time: 1.306, data_time: 0.006, memory: 8951, top1_acc: 0.7295, top5_acc: 0.9027, loss_cls: 1.0713, loss: 1.0713, grad_norm: 3.0975 2020-07-24 08:17:53,231 - mmaction - INFO - Epoch [28][820/1074] lr: 3.500e-03, eta: 8:04:43, time: 1.199, data_time: 0.008, memory: 8951, top1_acc: 0.7315, top5_acc: 0.9040, loss_cls: 1.0463, loss: 1.0463, grad_norm: 3.0941 2020-07-24 08:18:18,948 - mmaction - INFO - Epoch [28][840/1074] lr: 3.500e-03, eta: 8:04:20, time: 1.283, data_time: 0.007, memory: 8951, top1_acc: 0.7250, top5_acc: 0.9007, loss_cls: 1.0544, loss: 1.0544, grad_norm: 3.1282 2020-07-24 08:18:43,541 - mmaction - INFO - Epoch [28][860/1074] lr: 3.500e-03, eta: 8:03:56, time: 1.228, data_time: 0.008, memory: 8951, top1_acc: 0.7290, top5_acc: 0.9058, loss_cls: 1.0515, loss: 1.0515, grad_norm: 3.0948 2020-07-24 08:19:08,021 - mmaction - INFO - Epoch [28][880/1074] lr: 3.500e-03, eta: 8:03:32, time: 1.228, data_time: 0.008, memory: 8951, top1_acc: 0.7219, top5_acc: 0.9049, loss_cls: 1.0606, loss: 1.0606, grad_norm: 3.1232 2020-07-24 08:19:32,331 - mmaction - INFO - Epoch [28][900/1074] lr: 3.500e-03, eta: 8:03:07, time: 1.215, data_time: 0.007, memory: 8951, top1_acc: 0.7342, top5_acc: 0.9047, loss_cls: 1.0378, loss: 1.0378, grad_norm: 3.0684 2020-07-24 08:19:57,467 - mmaction - INFO - Epoch [28][920/1074] lr: 3.500e-03, eta: 8:02:43, time: 1.256, data_time: 0.009, memory: 8951, top1_acc: 0.7377, top5_acc: 0.9040, loss_cls: 1.0531, loss: 1.0531, grad_norm: 3.0815 2020-07-24 08:20:22,686 - mmaction - INFO - Epoch [28][940/1074] lr: 3.500e-03, eta: 8:02:20, time: 1.261, data_time: 0.008, memory: 8951, top1_acc: 0.7315, top5_acc: 0.9013, loss_cls: 1.0626, loss: 1.0626, grad_norm: 3.1091 2020-07-24 08:20:47,017 - mmaction - INFO - Epoch [28][960/1074] lr: 3.500e-03, eta: 8:01:55, time: 1.218, data_time: 0.007, memory: 8951, top1_acc: 0.7324, top5_acc: 0.9083, loss_cls: 1.0245, loss: 1.0245, grad_norm: 3.0913 2020-07-24 08:21:11,767 - mmaction - INFO - Epoch [28][980/1074] lr: 3.500e-03, eta: 8:01:31, time: 1.236, data_time: 0.003, memory: 8951, top1_acc: 0.7335, top5_acc: 0.8980, loss_cls: 1.0656, loss: 1.0656, grad_norm: 3.1676 2020-07-24 08:21:36,144 - mmaction - INFO - Epoch [28][1000/1074] lr: 3.500e-03, eta: 8:01:07, time: 1.218, data_time: 0.009, memory: 8951, top1_acc: 0.7317, top5_acc: 0.9020, loss_cls: 1.0601, loss: 1.0601, grad_norm: 3.1308 2020-07-24 08:22:01,234 - mmaction - INFO - Epoch [28][1020/1074] lr: 3.500e-03, eta: 8:00:43, time: 1.256, data_time: 0.007, memory: 8951, top1_acc: 0.7317, top5_acc: 0.9087, loss_cls: 1.0323, loss: 1.0323, grad_norm: 3.0291 2020-07-24 08:22:25,118 - mmaction - INFO - Epoch [28][1040/1074] lr: 3.500e-03, eta: 8:00:18, time: 1.194, data_time: 0.008, memory: 8951, top1_acc: 0.7281, top5_acc: 0.9054, loss_cls: 1.0647, loss: 1.0647, grad_norm: 3.1105 2020-07-24 08:22:51,847 - mmaction - INFO - Epoch [28][1060/1074] lr: 3.500e-03, eta: 7:59:56, time: 1.337, data_time: 0.005, memory: 8951, top1_acc: 0.7321, top5_acc: 0.9056, loss_cls: 1.0490, loss: 1.0490, grad_norm: 3.1143 2020-07-24 08:23:07,177 - mmaction - INFO - Saving checkpoint at 28 epochs 2020-07-24 08:23:41,772 - mmaction - INFO - Epoch [29][20/1074] lr: 3.500e-03, eta: 7:59:09, time: 1.702, data_time: 0.436, memory: 8951, top1_acc: 0.7395, top5_acc: 0.9129, loss_cls: 1.0067, loss: 1.0067, grad_norm: 3.0018 2020-07-24 08:24:05,218 - mmaction - INFO - Epoch [29][40/1074] lr: 3.500e-03, eta: 7:58:44, time: 1.174, data_time: 0.005, memory: 8951, top1_acc: 0.7453, top5_acc: 0.9089, loss_cls: 1.0068, loss: 1.0068, grad_norm: 3.0314 2020-07-24 08:24:27,868 - mmaction - INFO - Epoch [29][60/1074] lr: 3.500e-03, eta: 7:58:18, time: 1.130, data_time: 0.007, memory: 8951, top1_acc: 0.7319, top5_acc: 0.9107, loss_cls: 1.0071, loss: 1.0071, grad_norm: 3.0719 2020-07-24 08:24:52,085 - mmaction - INFO - Epoch [29][80/1074] lr: 3.500e-03, eta: 7:57:54, time: 1.214, data_time: 0.007, memory: 8951, top1_acc: 0.7397, top5_acc: 0.9094, loss_cls: 1.0323, loss: 1.0323, grad_norm: 3.0784 2020-07-24 08:25:16,024 - mmaction - INFO - Epoch [29][100/1074] lr: 3.500e-03, eta: 7:57:29, time: 1.194, data_time: 0.006, memory: 8951, top1_acc: 0.7306, top5_acc: 0.9020, loss_cls: 1.0402, loss: 1.0402, grad_norm: 3.1515 2020-07-24 08:25:40,545 - mmaction - INFO - Epoch [29][120/1074] lr: 3.500e-03, eta: 7:57:05, time: 1.229, data_time: 0.008, memory: 8951, top1_acc: 0.7239, top5_acc: 0.8964, loss_cls: 1.0779, loss: 1.0779, grad_norm: 3.1028 2020-07-24 08:26:04,084 - mmaction - INFO - Epoch [29][140/1074] lr: 3.500e-03, eta: 7:56:40, time: 1.175, data_time: 0.007, memory: 8951, top1_acc: 0.7442, top5_acc: 0.9141, loss_cls: 0.9991, loss: 0.9991, grad_norm: 3.0274 2020-07-24 08:26:30,021 - mmaction - INFO - Epoch [29][160/1074] lr: 3.500e-03, eta: 7:56:17, time: 1.300, data_time: 0.008, memory: 8951, top1_acc: 0.7328, top5_acc: 0.9054, loss_cls: 1.0538, loss: 1.0538, grad_norm: 3.1002 2020-07-24 08:26:54,191 - mmaction - INFO - Epoch [29][180/1074] lr: 3.500e-03, eta: 7:55:52, time: 1.207, data_time: 0.005, memory: 8951, top1_acc: 0.7288, top5_acc: 0.9027, loss_cls: 1.0609, loss: 1.0609, grad_norm: 3.0962 2020-07-24 08:27:16,332 - mmaction - INFO - Epoch [29][200/1074] lr: 3.500e-03, eta: 7:55:26, time: 1.107, data_time: 0.005, memory: 8951, top1_acc: 0.7484, top5_acc: 0.9098, loss_cls: 1.0057, loss: 1.0057, grad_norm: 3.0182 2020-07-24 08:27:41,207 - mmaction - INFO - Epoch [29][220/1074] lr: 3.500e-03, eta: 7:55:02, time: 1.239, data_time: 0.006, memory: 8951, top1_acc: 0.7272, top5_acc: 0.9013, loss_cls: 1.0677, loss: 1.0677, grad_norm: 3.0881 2020-07-24 08:28:04,777 - mmaction - INFO - Epoch [29][240/1074] lr: 3.500e-03, eta: 7:54:37, time: 1.184, data_time: 0.009, memory: 8951, top1_acc: 0.7438, top5_acc: 0.9089, loss_cls: 1.0168, loss: 1.0168, grad_norm: 3.0759 2020-07-24 08:28:28,842 - mmaction - INFO - Epoch [29][260/1074] lr: 3.500e-03, eta: 7:54:12, time: 1.199, data_time: 0.005, memory: 8951, top1_acc: 0.7469, top5_acc: 0.9132, loss_cls: 1.0202, loss: 1.0202, grad_norm: 3.1053 2020-07-24 08:28:53,148 - mmaction - INFO - Epoch [29][280/1074] lr: 3.500e-03, eta: 7:53:48, time: 1.220, data_time: 0.008, memory: 8951, top1_acc: 0.7306, top5_acc: 0.9002, loss_cls: 1.0693, loss: 1.0693, grad_norm: 3.1082 2020-07-24 08:29:18,054 - mmaction - INFO - Epoch [29][300/1074] lr: 3.500e-03, eta: 7:53:24, time: 1.244, data_time: 0.005, memory: 8951, top1_acc: 0.7326, top5_acc: 0.9065, loss_cls: 1.0593, loss: 1.0593, grad_norm: 3.0998 2020-07-24 08:29:41,721 - mmaction - INFO - Epoch [29][320/1074] lr: 3.500e-03, eta: 7:52:59, time: 1.182, data_time: 0.004, memory: 8951, top1_acc: 0.7346, top5_acc: 0.9123, loss_cls: 1.0317, loss: 1.0317, grad_norm: 3.1413 2020-07-24 08:30:07,328 - mmaction - INFO - Epoch [29][340/1074] lr: 3.500e-03, eta: 7:52:36, time: 1.280, data_time: 0.007, memory: 8951, top1_acc: 0.7346, top5_acc: 0.8960, loss_cls: 1.0675, loss: 1.0675, grad_norm: 3.1291 2020-07-24 08:30:30,927 - mmaction - INFO - Epoch [29][360/1074] lr: 3.500e-03, eta: 7:52:11, time: 1.181, data_time: 0.005, memory: 8951, top1_acc: 0.7386, top5_acc: 0.9134, loss_cls: 0.9985, loss: 0.9985, grad_norm: 3.0782 2020-07-24 08:30:54,649 - mmaction - INFO - Epoch [29][380/1074] lr: 3.500e-03, eta: 7:51:46, time: 1.182, data_time: 0.007, memory: 8951, top1_acc: 0.7304, top5_acc: 0.9096, loss_cls: 1.0202, loss: 1.0202, grad_norm: 3.0900 2020-07-24 08:31:17,665 - mmaction - INFO - Epoch [29][400/1074] lr: 3.500e-03, eta: 7:51:21, time: 1.155, data_time: 0.007, memory: 8951, top1_acc: 0.7404, top5_acc: 0.9071, loss_cls: 1.0254, loss: 1.0254, grad_norm: 3.0977 2020-07-24 08:31:42,000 - mmaction - INFO - Epoch [29][420/1074] lr: 3.500e-03, eta: 7:50:56, time: 1.217, data_time: 0.006, memory: 8951, top1_acc: 0.7290, top5_acc: 0.9038, loss_cls: 1.0666, loss: 1.0666, grad_norm: 3.2010 2020-07-24 08:32:05,860 - mmaction - INFO - Epoch [29][440/1074] lr: 3.500e-03, eta: 7:50:32, time: 1.192, data_time: 0.003, memory: 8951, top1_acc: 0.7333, top5_acc: 0.9045, loss_cls: 1.0504, loss: 1.0504, grad_norm: 3.1460 2020-07-24 08:32:30,403 - mmaction - INFO - Epoch [29][460/1074] lr: 3.500e-03, eta: 7:50:07, time: 1.226, data_time: 0.007, memory: 8951, top1_acc: 0.7344, top5_acc: 0.9092, loss_cls: 1.0232, loss: 1.0232, grad_norm: 3.0598 2020-07-24 08:32:53,977 - mmaction - INFO - Epoch [29][480/1074] lr: 3.500e-03, eta: 7:49:43, time: 1.180, data_time: 0.007, memory: 8951, top1_acc: 0.7321, top5_acc: 0.9011, loss_cls: 1.0504, loss: 1.0504, grad_norm: 3.0796 2020-07-24 08:33:17,556 - mmaction - INFO - Epoch [29][500/1074] lr: 3.500e-03, eta: 7:49:18, time: 1.179, data_time: 0.006, memory: 8951, top1_acc: 0.7190, top5_acc: 0.9025, loss_cls: 1.0612, loss: 1.0612, grad_norm: 3.1165 2020-07-24 08:33:41,343 - mmaction - INFO - Epoch [29][520/1074] lr: 3.500e-03, eta: 7:48:53, time: 1.191, data_time: 0.004, memory: 8951, top1_acc: 0.7460, top5_acc: 0.9071, loss_cls: 1.0261, loss: 1.0261, grad_norm: 3.1214 2020-07-24 08:34:04,704 - mmaction - INFO - Epoch [29][540/1074] lr: 3.500e-03, eta: 7:48:28, time: 1.167, data_time: 0.005, memory: 8951, top1_acc: 0.7330, top5_acc: 0.8987, loss_cls: 1.0554, loss: 1.0554, grad_norm: 3.1029 2020-07-24 08:34:29,511 - mmaction - INFO - Epoch [29][560/1074] lr: 3.500e-03, eta: 7:48:04, time: 1.239, data_time: 0.005, memory: 8951, top1_acc: 0.7453, top5_acc: 0.9076, loss_cls: 0.9973, loss: 0.9973, grad_norm: 3.0892 2020-07-24 08:34:52,309 - mmaction - INFO - Epoch [29][580/1074] lr: 3.500e-03, eta: 7:47:38, time: 1.138, data_time: 0.004, memory: 8951, top1_acc: 0.7324, top5_acc: 0.9087, loss_cls: 1.0279, loss: 1.0279, grad_norm: 3.1520 2020-07-24 08:35:16,430 - mmaction - INFO - Epoch [29][600/1074] lr: 3.500e-03, eta: 7:47:14, time: 1.207, data_time: 0.006, memory: 8951, top1_acc: 0.7313, top5_acc: 0.9054, loss_cls: 1.0466, loss: 1.0466, grad_norm: 3.1195 2020-07-24 08:35:42,431 - mmaction - INFO - Epoch [29][620/1074] lr: 3.500e-03, eta: 7:46:51, time: 1.301, data_time: 0.007, memory: 8951, top1_acc: 0.7297, top5_acc: 0.9042, loss_cls: 1.0529, loss: 1.0529, grad_norm: 3.1241 2020-07-24 08:36:07,013 - mmaction - INFO - Epoch [29][640/1074] lr: 3.500e-03, eta: 7:46:26, time: 1.228, data_time: 0.007, memory: 8951, top1_acc: 0.7375, top5_acc: 0.9089, loss_cls: 1.0386, loss: 1.0386, grad_norm: 3.1325 2020-07-24 08:36:31,764 - mmaction - INFO - Epoch [29][660/1074] lr: 3.500e-03, eta: 7:46:02, time: 1.240, data_time: 0.008, memory: 8951, top1_acc: 0.7346, top5_acc: 0.9029, loss_cls: 1.0407, loss: 1.0407, grad_norm: 3.1370 2020-07-24 08:36:55,449 - mmaction - INFO - Epoch [29][680/1074] lr: 3.500e-03, eta: 7:45:38, time: 1.182, data_time: 0.006, memory: 8951, top1_acc: 0.7275, top5_acc: 0.9002, loss_cls: 1.0427, loss: 1.0427, grad_norm: 3.1412 2020-07-24 08:37:19,371 - mmaction - INFO - Epoch [29][700/1074] lr: 3.500e-03, eta: 7:45:13, time: 1.198, data_time: 0.005, memory: 8951, top1_acc: 0.7384, top5_acc: 0.9080, loss_cls: 1.0186, loss: 1.0186, grad_norm: 3.0698 2020-07-24 08:37:44,464 - mmaction - INFO - Epoch [29][720/1074] lr: 3.500e-03, eta: 7:44:49, time: 1.254, data_time: 0.006, memory: 8951, top1_acc: 0.7290, top5_acc: 0.9100, loss_cls: 1.0346, loss: 1.0346, grad_norm: 3.1550 2020-07-24 08:38:07,688 - mmaction - INFO - Epoch [29][740/1074] lr: 3.500e-03, eta: 7:44:24, time: 1.157, data_time: 0.006, memory: 8951, top1_acc: 0.7328, top5_acc: 0.9071, loss_cls: 1.0544, loss: 1.0544, grad_norm: 3.1235 2020-07-24 08:38:30,687 - mmaction - INFO - Epoch [29][760/1074] lr: 3.500e-03, eta: 7:43:59, time: 1.155, data_time: 0.008, memory: 8951, top1_acc: 0.7272, top5_acc: 0.8993, loss_cls: 1.0590, loss: 1.0590, grad_norm: 3.1620 2020-07-24 08:38:54,282 - mmaction - INFO - Epoch [29][780/1074] lr: 3.500e-03, eta: 7:43:34, time: 1.177, data_time: 0.005, memory: 8951, top1_acc: 0.7295, top5_acc: 0.9011, loss_cls: 1.0756, loss: 1.0756, grad_norm: 3.1494 2020-07-24 08:39:19,871 - mmaction - INFO - Epoch [29][800/1074] lr: 3.500e-03, eta: 7:43:10, time: 1.281, data_time: 0.008, memory: 8951, top1_acc: 0.7261, top5_acc: 0.9016, loss_cls: 1.0690, loss: 1.0690, grad_norm: 3.1518 2020-07-24 08:39:42,786 - mmaction - INFO - Epoch [29][820/1074] lr: 3.500e-03, eta: 7:42:45, time: 1.144, data_time: 0.007, memory: 8951, top1_acc: 0.7373, top5_acc: 0.9116, loss_cls: 1.0163, loss: 1.0163, grad_norm: 3.0972 2020-07-24 08:40:06,321 - mmaction - INFO - Epoch [29][840/1074] lr: 3.500e-03, eta: 7:42:20, time: 1.178, data_time: 0.006, memory: 8951, top1_acc: 0.7379, top5_acc: 0.9069, loss_cls: 1.0498, loss: 1.0498, grad_norm: 3.0932 2020-07-24 08:40:29,997 - mmaction - INFO - Epoch [29][860/1074] lr: 3.500e-03, eta: 7:41:55, time: 1.185, data_time: 0.003, memory: 8951, top1_acc: 0.7290, top5_acc: 0.9033, loss_cls: 1.0427, loss: 1.0427, grad_norm: 3.1274 2020-07-24 08:40:53,771 - mmaction - INFO - Epoch [29][880/1074] lr: 3.500e-03, eta: 7:41:30, time: 1.188, data_time: 0.006, memory: 8951, top1_acc: 0.7395, top5_acc: 0.9067, loss_cls: 1.0343, loss: 1.0343, grad_norm: 3.0835 2020-07-24 08:41:19,350 - mmaction - INFO - Epoch [29][900/1074] lr: 3.500e-03, eta: 7:41:07, time: 1.279, data_time: 0.003, memory: 8951, top1_acc: 0.7357, top5_acc: 0.9051, loss_cls: 1.0332, loss: 1.0332, grad_norm: 3.0817 2020-07-24 08:41:42,669 - mmaction - INFO - Epoch [29][920/1074] lr: 3.500e-03, eta: 7:40:42, time: 1.163, data_time: 0.006, memory: 8951, top1_acc: 0.7315, top5_acc: 0.9007, loss_cls: 1.0659, loss: 1.0659, grad_norm: 3.1131 2020-07-24 08:42:08,963 - mmaction - INFO - Epoch [29][940/1074] lr: 3.500e-03, eta: 7:40:19, time: 1.315, data_time: 0.009, memory: 8951, top1_acc: 0.7252, top5_acc: 0.9060, loss_cls: 1.0502, loss: 1.0502, grad_norm: 3.0995 2020-07-24 08:42:32,383 - mmaction - INFO - Epoch [29][960/1074] lr: 3.500e-03, eta: 7:39:54, time: 1.169, data_time: 0.007, memory: 8951, top1_acc: 0.7288, top5_acc: 0.9060, loss_cls: 1.0397, loss: 1.0397, grad_norm: 3.1039 2020-07-24 08:42:57,087 - mmaction - INFO - Epoch [29][980/1074] lr: 3.500e-03, eta: 7:39:30, time: 1.238, data_time: 0.007, memory: 8951, top1_acc: 0.7333, top5_acc: 0.9058, loss_cls: 1.0216, loss: 1.0216, grad_norm: 3.1383 2020-07-24 08:43:21,312 - mmaction - INFO - Epoch [29][1000/1074] lr: 3.500e-03, eta: 7:39:05, time: 1.210, data_time: 0.007, memory: 8951, top1_acc: 0.7333, top5_acc: 0.9013, loss_cls: 1.0648, loss: 1.0648, grad_norm: 3.1726 2020-07-24 08:43:45,692 - mmaction - INFO - Epoch [29][1020/1074] lr: 3.500e-03, eta: 7:38:41, time: 1.220, data_time: 0.007, memory: 8951, top1_acc: 0.7404, top5_acc: 0.8978, loss_cls: 1.0600, loss: 1.0600, grad_norm: 3.1365 2020-07-24 08:44:10,245 - mmaction - INFO - Epoch [29][1040/1074] lr: 3.500e-03, eta: 7:38:17, time: 1.225, data_time: 0.008, memory: 8951, top1_acc: 0.7281, top5_acc: 0.8980, loss_cls: 1.0647, loss: 1.0647, grad_norm: 3.1460 2020-07-24 08:44:33,638 - mmaction - INFO - Epoch [29][1060/1074] lr: 3.500e-03, eta: 7:37:52, time: 1.174, data_time: 0.008, memory: 8951, top1_acc: 0.7400, top5_acc: 0.9058, loss_cls: 1.0369, loss: 1.0369, grad_norm: 3.0935 2020-07-24 08:44:49,952 - mmaction - INFO - Saving checkpoint at 29 epochs 2020-07-24 08:45:24,315 - mmaction - INFO - Epoch [30][20/1074] lr: 3.500e-03, eta: 7:37:05, time: 1.692, data_time: 0.530, memory: 8951, top1_acc: 0.7317, top5_acc: 0.9027, loss_cls: 1.0556, loss: 1.0556, grad_norm: 3.1302 2020-07-24 08:45:47,568 - mmaction - INFO - Epoch [30][40/1074] lr: 3.500e-03, eta: 7:36:40, time: 1.162, data_time: 0.004, memory: 8951, top1_acc: 0.7317, top5_acc: 0.8991, loss_cls: 1.0777, loss: 1.0777, grad_norm: 3.2140 2020-07-24 08:46:09,743 - mmaction - INFO - Epoch [30][60/1074] lr: 3.500e-03, eta: 7:36:14, time: 1.109, data_time: 0.006, memory: 8951, top1_acc: 0.7424, top5_acc: 0.9063, loss_cls: 1.0233, loss: 1.0233, grad_norm: 3.0562 2020-07-24 08:46:36,294 - mmaction - INFO - Epoch [30][80/1074] lr: 3.500e-03, eta: 7:35:51, time: 1.328, data_time: 0.004, memory: 8951, top1_acc: 0.7382, top5_acc: 0.9134, loss_cls: 1.0136, loss: 1.0136, grad_norm: 3.1045 2020-07-24 08:46:59,847 - mmaction - INFO - Epoch [30][100/1074] lr: 3.500e-03, eta: 7:35:26, time: 1.177, data_time: 0.004, memory: 8951, top1_acc: 0.7404, top5_acc: 0.9027, loss_cls: 1.0262, loss: 1.0262, grad_norm: 3.1483 2020-07-24 08:47:23,803 - mmaction - INFO - Epoch [30][120/1074] lr: 3.500e-03, eta: 7:35:02, time: 1.196, data_time: 0.003, memory: 8951, top1_acc: 0.7424, top5_acc: 0.9089, loss_cls: 1.0105, loss: 1.0105, grad_norm: 3.0480 2020-07-24 08:47:48,710 - mmaction - INFO - Epoch [30][140/1074] lr: 3.500e-03, eta: 7:34:38, time: 1.246, data_time: 0.006, memory: 8951, top1_acc: 0.7328, top5_acc: 0.8962, loss_cls: 1.0529, loss: 1.0529, grad_norm: 3.1156 2020-07-24 08:48:13,557 - mmaction - INFO - Epoch [30][160/1074] lr: 3.500e-03, eta: 7:34:14, time: 1.242, data_time: 0.004, memory: 8951, top1_acc: 0.7469, top5_acc: 0.9092, loss_cls: 1.0180, loss: 1.0180, grad_norm: 3.0790 2020-07-24 08:48:37,897 - mmaction - INFO - Epoch [30][180/1074] lr: 3.500e-03, eta: 7:33:49, time: 1.218, data_time: 0.007, memory: 8951, top1_acc: 0.7478, top5_acc: 0.9158, loss_cls: 0.9943, loss: 0.9943, grad_norm: 3.0802 2020-07-24 08:49:03,055 - mmaction - INFO - Epoch [30][200/1074] lr: 3.500e-03, eta: 7:33:26, time: 1.256, data_time: 0.002, memory: 8951, top1_acc: 0.7395, top5_acc: 0.9118, loss_cls: 1.0026, loss: 1.0026, grad_norm: 3.0819 2020-07-24 08:49:26,676 - mmaction - INFO - Epoch [30][220/1074] lr: 3.500e-03, eta: 7:33:01, time: 1.181, data_time: 0.008, memory: 8951, top1_acc: 0.7455, top5_acc: 0.9071, loss_cls: 0.9967, loss: 0.9967, grad_norm: 3.0912 2020-07-24 08:49:52,400 - mmaction - INFO - Epoch [30][240/1074] lr: 3.500e-03, eta: 7:32:37, time: 1.288, data_time: 0.008, memory: 8951, top1_acc: 0.7408, top5_acc: 0.9123, loss_cls: 0.9870, loss: 0.9870, grad_norm: 3.1070 2020-07-24 08:50:16,390 - mmaction - INFO - Epoch [30][260/1074] lr: 3.500e-03, eta: 7:32:13, time: 1.195, data_time: 0.004, memory: 8951, top1_acc: 0.7310, top5_acc: 0.9020, loss_cls: 1.0574, loss: 1.0574, grad_norm: 3.1923 2020-07-24 08:50:41,467 - mmaction - INFO - Epoch [30][280/1074] lr: 3.500e-03, eta: 7:31:49, time: 1.254, data_time: 0.010, memory: 8951, top1_acc: 0.7319, top5_acc: 0.9007, loss_cls: 1.0656, loss: 1.0656, grad_norm: 3.1837 2020-07-24 08:51:05,666 - mmaction - INFO - Epoch [30][300/1074] lr: 3.500e-03, eta: 7:31:24, time: 1.212, data_time: 0.007, memory: 8951, top1_acc: 0.7549, top5_acc: 0.9134, loss_cls: 0.9662, loss: 0.9662, grad_norm: 3.0130 2020-07-24 08:51:31,132 - mmaction - INFO - Epoch [30][320/1074] lr: 3.500e-03, eta: 7:31:01, time: 1.274, data_time: 0.008, memory: 8951, top1_acc: 0.7471, top5_acc: 0.9109, loss_cls: 0.9906, loss: 0.9906, grad_norm: 3.0993 2020-07-24 08:51:54,929 - mmaction - INFO - Epoch [30][340/1074] lr: 3.500e-03, eta: 7:30:36, time: 1.189, data_time: 0.004, memory: 8951, top1_acc: 0.7393, top5_acc: 0.9045, loss_cls: 1.0454, loss: 1.0454, grad_norm: 3.1135 2020-07-24 08:52:19,509 - mmaction - INFO - Epoch [30][360/1074] lr: 3.500e-03, eta: 7:30:12, time: 1.231, data_time: 0.009, memory: 8951, top1_acc: 0.7438, top5_acc: 0.9094, loss_cls: 1.0134, loss: 1.0134, grad_norm: 3.1412 2020-07-24 08:52:44,612 - mmaction - INFO - Epoch [30][380/1074] lr: 3.500e-03, eta: 7:29:48, time: 1.254, data_time: 0.004, memory: 8951, top1_acc: 0.7371, top5_acc: 0.9085, loss_cls: 1.0110, loss: 1.0110, grad_norm: 3.0856 2020-07-24 08:53:10,421 - mmaction - INFO - Epoch [30][400/1074] lr: 3.500e-03, eta: 7:29:25, time: 1.292, data_time: 0.004, memory: 8951, top1_acc: 0.7388, top5_acc: 0.9121, loss_cls: 1.0023, loss: 1.0023, grad_norm: 3.1206 2020-07-24 08:53:35,083 - mmaction - INFO - Epoch [30][420/1074] lr: 3.500e-03, eta: 7:29:01, time: 1.231, data_time: 0.005, memory: 8951, top1_acc: 0.7359, top5_acc: 0.9087, loss_cls: 1.0117, loss: 1.0117, grad_norm: 3.1166 2020-07-24 08:53:59,372 - mmaction - INFO - Epoch [30][440/1074] lr: 3.500e-03, eta: 7:28:36, time: 1.216, data_time: 0.006, memory: 8951, top1_acc: 0.7290, top5_acc: 0.8973, loss_cls: 1.0684, loss: 1.0684, grad_norm: 3.1553 2020-07-24 08:54:21,976 - mmaction - INFO - Epoch [30][460/1074] lr: 3.500e-03, eta: 7:28:11, time: 1.126, data_time: 0.005, memory: 8951, top1_acc: 0.7368, top5_acc: 0.9100, loss_cls: 1.0229, loss: 1.0229, grad_norm: 3.1909 2020-07-24 08:54:45,669 - mmaction - INFO - Epoch [30][480/1074] lr: 3.500e-03, eta: 7:27:46, time: 1.189, data_time: 0.008, memory: 8951, top1_acc: 0.7353, top5_acc: 0.9031, loss_cls: 1.0348, loss: 1.0348, grad_norm: 3.1123 2020-07-24 08:55:09,024 - mmaction - INFO - Epoch [30][500/1074] lr: 3.500e-03, eta: 7:27:21, time: 1.168, data_time: 0.006, memory: 8951, top1_acc: 0.7438, top5_acc: 0.9083, loss_cls: 0.9917, loss: 0.9917, grad_norm: 3.1112 2020-07-24 08:55:33,164 - mmaction - INFO - Epoch [30][520/1074] lr: 3.500e-03, eta: 7:26:56, time: 1.205, data_time: 0.003, memory: 8951, top1_acc: 0.7330, top5_acc: 0.9114, loss_cls: 1.0193, loss: 1.0193, grad_norm: 3.1863 2020-07-24 08:55:56,339 - mmaction - INFO - Epoch [30][540/1074] lr: 3.500e-03, eta: 7:26:31, time: 1.157, data_time: 0.008, memory: 8951, top1_acc: 0.7315, top5_acc: 0.9020, loss_cls: 1.0453, loss: 1.0453, grad_norm: 3.1215 2020-07-24 08:56:21,173 - mmaction - INFO - Epoch [30][560/1074] lr: 3.500e-03, eta: 7:26:07, time: 1.245, data_time: 0.008, memory: 8951, top1_acc: 0.7328, top5_acc: 0.9083, loss_cls: 1.0382, loss: 1.0382, grad_norm: 3.1768 2020-07-24 08:56:45,832 - mmaction - INFO - Epoch [30][580/1074] lr: 3.500e-03, eta: 7:25:43, time: 1.232, data_time: 0.008, memory: 8951, top1_acc: 0.7286, top5_acc: 0.9078, loss_cls: 1.0465, loss: 1.0465, grad_norm: 3.1696 2020-07-24 08:57:09,602 - mmaction - INFO - Epoch [30][600/1074] lr: 3.500e-03, eta: 7:25:19, time: 1.190, data_time: 0.005, memory: 8951, top1_acc: 0.7386, top5_acc: 0.9092, loss_cls: 1.0206, loss: 1.0206, grad_norm: 3.1435 2020-07-24 08:57:35,399 - mmaction - INFO - Epoch [30][620/1074] lr: 3.500e-03, eta: 7:24:55, time: 1.290, data_time: 0.008, memory: 8951, top1_acc: 0.7342, top5_acc: 0.9109, loss_cls: 1.0131, loss: 1.0131, grad_norm: 3.1102 2020-07-24 08:57:57,795 - mmaction - INFO - Epoch [30][640/1074] lr: 3.500e-03, eta: 7:24:29, time: 1.119, data_time: 0.006, memory: 8951, top1_acc: 0.7292, top5_acc: 0.9011, loss_cls: 1.0659, loss: 1.0659, grad_norm: 3.1548 2020-07-24 08:58:22,088 - mmaction - INFO - Epoch [30][660/1074] lr: 3.500e-03, eta: 7:24:05, time: 1.217, data_time: 0.009, memory: 8951, top1_acc: 0.7438, top5_acc: 0.9065, loss_cls: 1.0367, loss: 1.0367, grad_norm: 3.1419 2020-07-24 08:58:45,707 - mmaction - INFO - Epoch [30][680/1074] lr: 3.500e-03, eta: 7:23:40, time: 1.180, data_time: 0.006, memory: 8951, top1_acc: 0.7270, top5_acc: 0.9009, loss_cls: 1.0510, loss: 1.0510, grad_norm: 3.2464 2020-07-24 08:59:09,154 - mmaction - INFO - Epoch [30][700/1074] lr: 3.500e-03, eta: 7:23:15, time: 1.171, data_time: 0.003, memory: 8951, top1_acc: 0.7308, top5_acc: 0.9051, loss_cls: 1.0445, loss: 1.0445, grad_norm: 3.1534 2020-07-24 08:59:33,206 - mmaction - INFO - Epoch [30][720/1074] lr: 3.500e-03, eta: 7:22:51, time: 1.202, data_time: 0.007, memory: 8951, top1_acc: 0.7496, top5_acc: 0.9065, loss_cls: 1.0010, loss: 1.0010, grad_norm: 3.0856 2020-07-24 09:00:00,644 - mmaction - INFO - Epoch [30][740/1074] lr: 3.500e-03, eta: 7:22:29, time: 1.374, data_time: 0.008, memory: 8951, top1_acc: 0.7286, top5_acc: 0.9007, loss_cls: 1.0711, loss: 1.0711, grad_norm: 3.1923 2020-07-24 09:00:25,197 - mmaction - INFO - Epoch [30][760/1074] lr: 3.500e-03, eta: 7:22:04, time: 1.213, data_time: 0.006, memory: 8951, top1_acc: 0.7344, top5_acc: 0.8978, loss_cls: 1.0475, loss: 1.0475, grad_norm: 3.1510 2020-07-24 09:00:49,169 - mmaction - INFO - Epoch [30][780/1074] lr: 3.500e-03, eta: 7:21:40, time: 1.213, data_time: 0.030, memory: 8951, top1_acc: 0.7179, top5_acc: 0.8949, loss_cls: 1.0984, loss: 1.0984, grad_norm: 3.2327 2020-07-24 09:01:12,324 - mmaction - INFO - Epoch [30][800/1074] lr: 3.500e-03, eta: 7:21:15, time: 1.157, data_time: 0.003, memory: 8951, top1_acc: 0.7382, top5_acc: 0.9040, loss_cls: 1.0247, loss: 1.0247, grad_norm: 3.1573 2020-07-24 09:01:37,734 - mmaction - INFO - Epoch [30][820/1074] lr: 3.500e-03, eta: 7:20:51, time: 1.267, data_time: 0.007, memory: 8951, top1_acc: 0.7442, top5_acc: 0.9132, loss_cls: 0.9827, loss: 0.9827, grad_norm: 3.1511 2020-07-24 09:02:02,577 - mmaction - INFO - Epoch [30][840/1074] lr: 3.500e-03, eta: 7:20:27, time: 1.246, data_time: 0.007, memory: 8951, top1_acc: 0.7415, top5_acc: 0.9069, loss_cls: 1.0218, loss: 1.0218, grad_norm: 3.1756 2020-07-24 09:02:26,276 - mmaction - INFO - Epoch [30][860/1074] lr: 3.500e-03, eta: 7:20:02, time: 1.182, data_time: 0.006, memory: 8951, top1_acc: 0.7252, top5_acc: 0.9074, loss_cls: 1.0406, loss: 1.0406, grad_norm: 3.1562 2020-07-24 09:02:52,299 - mmaction - INFO - Epoch [30][880/1074] lr: 3.500e-03, eta: 7:19:39, time: 1.304, data_time: 0.008, memory: 8951, top1_acc: 0.7353, top5_acc: 0.9071, loss_cls: 1.0228, loss: 1.0228, grad_norm: 3.1578 2020-07-24 09:03:14,806 - mmaction - INFO - Epoch [30][900/1074] lr: 3.500e-03, eta: 7:19:13, time: 1.121, data_time: 0.005, memory: 8951, top1_acc: 0.7288, top5_acc: 0.9051, loss_cls: 1.0536, loss: 1.0536, grad_norm: 3.2448 2020-07-24 09:03:38,720 - mmaction - INFO - Epoch [30][920/1074] lr: 3.500e-03, eta: 7:18:49, time: 1.199, data_time: 0.007, memory: 8951, top1_acc: 0.7301, top5_acc: 0.8978, loss_cls: 1.0546, loss: 1.0546, grad_norm: 3.1941 2020-07-24 09:04:02,552 - mmaction - INFO - Epoch [30][940/1074] lr: 3.500e-03, eta: 7:18:24, time: 1.190, data_time: 0.007, memory: 8951, top1_acc: 0.7319, top5_acc: 0.9033, loss_cls: 1.0666, loss: 1.0666, grad_norm: 3.2423 2020-07-24 09:04:26,627 - mmaction - INFO - Epoch [30][960/1074] lr: 3.500e-03, eta: 7:18:00, time: 1.207, data_time: 0.006, memory: 8951, top1_acc: 0.7328, top5_acc: 0.9038, loss_cls: 1.0496, loss: 1.0496, grad_norm: 3.2124 2020-07-24 09:04:50,551 - mmaction - INFO - Epoch [30][980/1074] lr: 3.500e-03, eta: 7:17:35, time: 1.193, data_time: 0.005, memory: 8951, top1_acc: 0.7386, top5_acc: 0.9096, loss_cls: 1.0169, loss: 1.0169, grad_norm: 3.1958 2020-07-24 09:05:14,652 - mmaction - INFO - Epoch [30][1000/1074] lr: 3.500e-03, eta: 7:17:11, time: 1.207, data_time: 0.008, memory: 8951, top1_acc: 0.7384, top5_acc: 0.9025, loss_cls: 1.0387, loss: 1.0387, grad_norm: 3.1734 2020-07-24 09:05:38,909 - mmaction - INFO - Epoch [30][1020/1074] lr: 3.500e-03, eta: 7:16:46, time: 1.213, data_time: 0.004, memory: 8951, top1_acc: 0.7275, top5_acc: 0.9054, loss_cls: 1.0452, loss: 1.0452, grad_norm: 3.2466 2020-07-24 09:06:02,606 - mmaction - INFO - Epoch [30][1040/1074] lr: 3.500e-03, eta: 7:16:21, time: 1.180, data_time: 0.004, memory: 8951, top1_acc: 0.7241, top5_acc: 0.9045, loss_cls: 1.0458, loss: 1.0458, grad_norm: 3.2152 2020-07-24 09:06:27,917 - mmaction - INFO - Epoch [30][1060/1074] lr: 3.500e-03, eta: 7:15:58, time: 1.269, data_time: 0.008, memory: 8951, top1_acc: 0.7179, top5_acc: 0.9045, loss_cls: 1.0700, loss: 1.0700, grad_norm: 3.2300 2020-07-24 09:06:43,858 - mmaction - INFO - Saving checkpoint at 30 epochs 2020-07-24 09:07:19,405 - mmaction - INFO - Epoch [31][20/1074] lr: 3.500e-03, eta: 7:15:12, time: 1.745, data_time: 0.685, memory: 8951, top1_acc: 0.7308, top5_acc: 0.9047, loss_cls: 1.0474, loss: 1.0474, grad_norm: 3.1484 2020-07-24 09:07:43,639 - mmaction - INFO - Epoch [31][40/1074] lr: 3.500e-03, eta: 7:14:48, time: 1.211, data_time: 0.003, memory: 8951, top1_acc: 0.7288, top5_acc: 0.9004, loss_cls: 1.0587, loss: 1.0587, grad_norm: 3.2079 2020-07-24 09:08:07,035 - mmaction - INFO - Epoch [31][60/1074] lr: 3.500e-03, eta: 7:14:23, time: 1.168, data_time: 0.007, memory: 8951, top1_acc: 0.7364, top5_acc: 0.9056, loss_cls: 1.0341, loss: 1.0341, grad_norm: 3.1185 2020-07-24 09:08:31,961 - mmaction - INFO - Epoch [31][80/1074] lr: 3.500e-03, eta: 7:13:59, time: 1.250, data_time: 0.009, memory: 8951, top1_acc: 0.7339, top5_acc: 0.9009, loss_cls: 1.0606, loss: 1.0606, grad_norm: 3.2310 2020-07-24 09:08:55,143 - mmaction - INFO - Epoch [31][100/1074] lr: 3.500e-03, eta: 7:13:33, time: 1.153, data_time: 0.005, memory: 8951, top1_acc: 0.7545, top5_acc: 0.9134, loss_cls: 0.9862, loss: 0.9862, grad_norm: 3.1017 2020-07-24 09:09:18,947 - mmaction - INFO - Epoch [31][120/1074] lr: 3.500e-03, eta: 7:13:09, time: 1.195, data_time: 0.011, memory: 8951, top1_acc: 0.7386, top5_acc: 0.9058, loss_cls: 1.0402, loss: 1.0402, grad_norm: 3.1791 2020-07-24 09:09:43,809 - mmaction - INFO - Epoch [31][140/1074] lr: 3.500e-03, eta: 7:12:45, time: 1.239, data_time: 0.007, memory: 8951, top1_acc: 0.7315, top5_acc: 0.9094, loss_cls: 1.0235, loss: 1.0235, grad_norm: 3.1680 2020-07-24 09:10:07,575 - mmaction - INFO - Epoch [31][160/1074] lr: 3.500e-03, eta: 7:12:20, time: 1.192, data_time: 0.009, memory: 8951, top1_acc: 0.7346, top5_acc: 0.9125, loss_cls: 1.0123, loss: 1.0123, grad_norm: 3.1073 2020-07-24 09:10:30,777 - mmaction - INFO - Epoch [31][180/1074] lr: 3.500e-03, eta: 7:11:55, time: 1.160, data_time: 0.003, memory: 8951, top1_acc: 0.7395, top5_acc: 0.9056, loss_cls: 1.0110, loss: 1.0110, grad_norm: 3.1342 2020-07-24 09:10:54,557 - mmaction - INFO - Epoch [31][200/1074] lr: 3.500e-03, eta: 7:11:30, time: 1.186, data_time: 0.007, memory: 8951, top1_acc: 0.7435, top5_acc: 0.9112, loss_cls: 0.9910, loss: 0.9910, grad_norm: 3.1627 2020-07-24 09:11:18,659 - mmaction - INFO - Epoch [31][220/1074] lr: 3.500e-03, eta: 7:11:06, time: 1.207, data_time: 0.008, memory: 8951, top1_acc: 0.7507, top5_acc: 0.9154, loss_cls: 0.9758, loss: 0.9758, grad_norm: 3.1113 2020-07-24 09:11:43,383 - mmaction - INFO - Epoch [31][240/1074] lr: 3.500e-03, eta: 7:10:42, time: 1.233, data_time: 0.006, memory: 8951, top1_acc: 0.7357, top5_acc: 0.9092, loss_cls: 1.0227, loss: 1.0227, grad_norm: 3.2587 2020-07-24 09:12:07,326 - mmaction - INFO - Epoch [31][260/1074] lr: 3.500e-03, eta: 7:10:17, time: 1.200, data_time: 0.007, memory: 8951, top1_acc: 0.7371, top5_acc: 0.9067, loss_cls: 1.0244, loss: 1.0244, grad_norm: 3.1937 2020-07-24 09:12:31,265 - mmaction - INFO - Epoch [31][280/1074] lr: 3.500e-03, eta: 7:09:53, time: 1.197, data_time: 0.003, memory: 8951, top1_acc: 0.7357, top5_acc: 0.9051, loss_cls: 1.0237, loss: 1.0237, grad_norm: 3.1335 2020-07-24 09:12:54,706 - mmaction - INFO - Epoch [31][300/1074] lr: 3.500e-03, eta: 7:09:28, time: 1.171, data_time: 0.005, memory: 8951, top1_acc: 0.7397, top5_acc: 0.9132, loss_cls: 1.0032, loss: 1.0032, grad_norm: 3.2113 2020-07-24 09:13:19,712 - mmaction - INFO - Epoch [31][320/1074] lr: 3.500e-03, eta: 7:09:04, time: 1.251, data_time: 0.004, memory: 8951, top1_acc: 0.7261, top5_acc: 0.9083, loss_cls: 1.0494, loss: 1.0494, grad_norm: 3.2319 2020-07-24 09:13:42,507 - mmaction - INFO - Epoch [31][340/1074] lr: 3.500e-03, eta: 7:08:38, time: 1.139, data_time: 0.005, memory: 8951, top1_acc: 0.7442, top5_acc: 0.9085, loss_cls: 1.0239, loss: 1.0239, grad_norm: 3.1566 2020-07-24 09:14:07,148 - mmaction - INFO - Epoch [31][360/1074] lr: 3.500e-03, eta: 7:08:14, time: 1.232, data_time: 0.004, memory: 8951, top1_acc: 0.7522, top5_acc: 0.9118, loss_cls: 0.9912, loss: 0.9912, grad_norm: 3.2027 2020-07-24 09:14:31,433 - mmaction - INFO - Epoch [31][380/1074] lr: 3.500e-03, eta: 7:07:50, time: 1.213, data_time: 0.008, memory: 8951, top1_acc: 0.7533, top5_acc: 0.9145, loss_cls: 0.9599, loss: 0.9599, grad_norm: 3.0793 2020-07-24 09:14:55,978 - mmaction - INFO - Epoch [31][400/1074] lr: 3.500e-03, eta: 7:07:26, time: 1.231, data_time: 0.008, memory: 8951, top1_acc: 0.7350, top5_acc: 0.9009, loss_cls: 1.0565, loss: 1.0565, grad_norm: 3.2216 2020-07-24 09:15:20,796 - mmaction - INFO - Epoch [31][420/1074] lr: 3.500e-03, eta: 7:07:02, time: 1.236, data_time: 0.007, memory: 8951, top1_acc: 0.7328, top5_acc: 0.9018, loss_cls: 1.0452, loss: 1.0452, grad_norm: 3.2090 2020-07-24 09:15:43,989 - mmaction - INFO - Epoch [31][440/1074] lr: 3.500e-03, eta: 7:06:37, time: 1.164, data_time: 0.008, memory: 8951, top1_acc: 0.7371, top5_acc: 0.9107, loss_cls: 1.0121, loss: 1.0121, grad_norm: 3.1951 2020-07-24 09:16:08,704 - mmaction - INFO - Epoch [31][460/1074] lr: 3.500e-03, eta: 7:06:13, time: 1.233, data_time: 0.007, memory: 8951, top1_acc: 0.7328, top5_acc: 0.8998, loss_cls: 1.0553, loss: 1.0553, grad_norm: 3.1753 2020-07-24 09:16:32,672 - mmaction - INFO - Epoch [31][480/1074] lr: 3.500e-03, eta: 7:05:48, time: 1.201, data_time: 0.006, memory: 8951, top1_acc: 0.7540, top5_acc: 0.9123, loss_cls: 0.9777, loss: 0.9777, grad_norm: 3.1034 2020-07-24 09:16:58,326 - mmaction - INFO - Epoch [31][500/1074] lr: 3.500e-03, eta: 7:05:25, time: 1.280, data_time: 0.007, memory: 8951, top1_acc: 0.7261, top5_acc: 0.8978, loss_cls: 1.0781, loss: 1.0781, grad_norm: 3.2229 2020-07-24 09:17:21,189 - mmaction - INFO - Epoch [31][520/1074] lr: 3.500e-03, eta: 7:04:59, time: 1.146, data_time: 0.008, memory: 8951, top1_acc: 0.7493, top5_acc: 0.9109, loss_cls: 0.9873, loss: 0.9873, grad_norm: 3.1070 2020-07-24 09:17:44,997 - mmaction - INFO - Epoch [31][540/1074] lr: 3.500e-03, eta: 7:04:35, time: 1.190, data_time: 0.006, memory: 8951, top1_acc: 0.7487, top5_acc: 0.9071, loss_cls: 1.0038, loss: 1.0038, grad_norm: 3.2071 2020-07-24 09:18:10,324 - mmaction - INFO - Epoch [31][560/1074] lr: 3.500e-03, eta: 7:04:11, time: 1.267, data_time: 0.005, memory: 8951, top1_acc: 0.7413, top5_acc: 0.9125, loss_cls: 1.0030, loss: 1.0030, grad_norm: 3.1771 2020-07-24 09:18:33,930 - mmaction - INFO - Epoch [31][580/1074] lr: 3.500e-03, eta: 7:03:46, time: 1.180, data_time: 0.004, memory: 8951, top1_acc: 0.7424, top5_acc: 0.9109, loss_cls: 0.9864, loss: 0.9864, grad_norm: 3.1482 2020-07-24 09:18:58,054 - mmaction - INFO - Epoch [31][600/1074] lr: 3.500e-03, eta: 7:03:22, time: 1.202, data_time: 0.005, memory: 8951, top1_acc: 0.7397, top5_acc: 0.9029, loss_cls: 1.0161, loss: 1.0161, grad_norm: 3.2682 2020-07-24 09:19:22,666 - mmaction - INFO - Epoch [31][620/1074] lr: 3.500e-03, eta: 7:02:58, time: 1.233, data_time: 0.008, memory: 8951, top1_acc: 0.7377, top5_acc: 0.9074, loss_cls: 1.0260, loss: 1.0260, grad_norm: 3.1832 2020-07-24 09:19:45,994 - mmaction - INFO - Epoch [31][640/1074] lr: 3.500e-03, eta: 7:02:32, time: 1.163, data_time: 0.007, memory: 8951, top1_acc: 0.7371, top5_acc: 0.9045, loss_cls: 1.0403, loss: 1.0403, grad_norm: 3.2374 2020-07-24 09:20:10,345 - mmaction - INFO - Epoch [31][660/1074] lr: 3.500e-03, eta: 7:02:08, time: 1.220, data_time: 0.008, memory: 8951, top1_acc: 0.7411, top5_acc: 0.9060, loss_cls: 1.0154, loss: 1.0154, grad_norm: 3.1039 2020-07-24 09:20:34,667 - mmaction - INFO - Epoch [31][680/1074] lr: 3.500e-03, eta: 7:01:44, time: 1.217, data_time: 0.005, memory: 8951, top1_acc: 0.7402, top5_acc: 0.9078, loss_cls: 1.0129, loss: 1.0129, grad_norm: 3.1845 2020-07-24 09:20:58,834 - mmaction - INFO - Epoch [31][700/1074] lr: 3.500e-03, eta: 7:01:19, time: 1.209, data_time: 0.007, memory: 8951, top1_acc: 0.7444, top5_acc: 0.9047, loss_cls: 1.0333, loss: 1.0333, grad_norm: 3.1874 2020-07-24 09:21:23,735 - mmaction - INFO - Epoch [31][720/1074] lr: 3.500e-03, eta: 7:00:55, time: 1.245, data_time: 0.004, memory: 8951, top1_acc: 0.7353, top5_acc: 0.9060, loss_cls: 1.0287, loss: 1.0287, grad_norm: 3.2066 2020-07-24 09:21:47,001 - mmaction - INFO - Epoch [31][740/1074] lr: 3.500e-03, eta: 7:00:30, time: 1.160, data_time: 0.005, memory: 8951, top1_acc: 0.7301, top5_acc: 0.9078, loss_cls: 1.0516, loss: 1.0516, grad_norm: 3.2344 2020-07-24 09:22:12,526 - mmaction - INFO - Epoch [31][760/1074] lr: 3.500e-03, eta: 7:00:07, time: 1.279, data_time: 0.007, memory: 8951, top1_acc: 0.7420, top5_acc: 0.9058, loss_cls: 1.0071, loss: 1.0071, grad_norm: 3.1347 2020-07-24 09:22:35,516 - mmaction - INFO - Epoch [31][780/1074] lr: 3.500e-03, eta: 6:59:42, time: 1.147, data_time: 0.008, memory: 8951, top1_acc: 0.7250, top5_acc: 0.8978, loss_cls: 1.0365, loss: 1.0365, grad_norm: 3.1775 2020-07-24 09:23:01,538 - mmaction - INFO - Epoch [31][800/1074] lr: 3.500e-03, eta: 6:59:18, time: 1.304, data_time: 0.008, memory: 8951, top1_acc: 0.7487, top5_acc: 0.9154, loss_cls: 0.9888, loss: 0.9888, grad_norm: 3.2326 2020-07-24 09:23:25,214 - mmaction - INFO - Epoch [31][820/1074] lr: 3.500e-03, eta: 6:58:54, time: 1.179, data_time: 0.005, memory: 8951, top1_acc: 0.7355, top5_acc: 0.9092, loss_cls: 1.0311, loss: 1.0311, grad_norm: 3.1973 2020-07-24 09:23:50,190 - mmaction - INFO - Epoch [31][840/1074] lr: 3.500e-03, eta: 6:58:30, time: 1.253, data_time: 0.008, memory: 8951, top1_acc: 0.7386, top5_acc: 0.9047, loss_cls: 1.0245, loss: 1.0245, grad_norm: 3.2604 2020-07-24 09:24:12,989 - mmaction - INFO - Epoch [31][860/1074] lr: 3.500e-03, eta: 6:58:04, time: 1.135, data_time: 0.007, memory: 8951, top1_acc: 0.7482, top5_acc: 0.9127, loss_cls: 0.9895, loss: 0.9895, grad_norm: 3.1416 2020-07-24 09:24:37,427 - mmaction - INFO - Epoch [31][880/1074] lr: 3.500e-03, eta: 6:57:40, time: 1.226, data_time: 0.009, memory: 8951, top1_acc: 0.7190, top5_acc: 0.9016, loss_cls: 1.0726, loss: 1.0726, grad_norm: 3.2728 2020-07-24 09:25:01,467 - mmaction - INFO - Epoch [31][900/1074] lr: 3.500e-03, eta: 6:57:16, time: 1.197, data_time: 0.008, memory: 8951, top1_acc: 0.7306, top5_acc: 0.9013, loss_cls: 1.0414, loss: 1.0414, grad_norm: 3.1968 2020-07-24 09:25:25,274 - mmaction - INFO - Epoch [31][920/1074] lr: 3.500e-03, eta: 6:56:51, time: 1.193, data_time: 0.010, memory: 8951, top1_acc: 0.7400, top5_acc: 0.9076, loss_cls: 1.0199, loss: 1.0199, grad_norm: 3.2239 2020-07-24 09:25:49,441 - mmaction - INFO - Epoch [31][940/1074] lr: 3.500e-03, eta: 6:56:27, time: 1.207, data_time: 0.009, memory: 8951, top1_acc: 0.7442, top5_acc: 0.9013, loss_cls: 1.0291, loss: 1.0291, grad_norm: 3.1627 2020-07-24 09:26:14,331 - mmaction - INFO - Epoch [31][960/1074] lr: 3.500e-03, eta: 6:56:03, time: 1.248, data_time: 0.007, memory: 8951, top1_acc: 0.7402, top5_acc: 0.9094, loss_cls: 1.0156, loss: 1.0156, grad_norm: 3.2234 2020-07-24 09:26:39,772 - mmaction - INFO - Epoch [31][980/1074] lr: 3.500e-03, eta: 6:55:39, time: 1.273, data_time: 0.006, memory: 8951, top1_acc: 0.7337, top5_acc: 0.9022, loss_cls: 1.0629, loss: 1.0629, grad_norm: 3.2428 2020-07-24 09:27:03,056 - mmaction - INFO - Epoch [31][1000/1074] lr: 3.500e-03, eta: 6:55:14, time: 1.160, data_time: 0.003, memory: 8951, top1_acc: 0.7364, top5_acc: 0.9078, loss_cls: 1.0109, loss: 1.0109, grad_norm: 3.2660 2020-07-24 09:27:27,232 - mmaction - INFO - Epoch [31][1020/1074] lr: 3.500e-03, eta: 6:54:50, time: 1.213, data_time: 0.008, memory: 8951, top1_acc: 0.7433, top5_acc: 0.9096, loss_cls: 1.0097, loss: 1.0097, grad_norm: 3.2010 2020-07-24 09:27:52,305 - mmaction - INFO - Epoch [31][1040/1074] lr: 3.500e-03, eta: 6:54:26, time: 1.250, data_time: 0.008, memory: 8951, top1_acc: 0.7379, top5_acc: 0.9076, loss_cls: 1.0366, loss: 1.0366, grad_norm: 3.1894 2020-07-24 09:28:16,560 - mmaction - INFO - Epoch [31][1060/1074] lr: 3.500e-03, eta: 6:54:01, time: 1.213, data_time: 0.008, memory: 8951, top1_acc: 0.7286, top5_acc: 0.9083, loss_cls: 1.0274, loss: 1.0274, grad_norm: 3.2805 2020-07-24 09:28:32,225 - mmaction - INFO - Saving checkpoint at 31 epochs 2020-07-24 09:29:06,068 - mmaction - INFO - Epoch [32][20/1074] lr: 3.500e-03, eta: 6:53:15, time: 1.663, data_time: 0.534, memory: 8951, top1_acc: 0.7364, top5_acc: 0.9092, loss_cls: 1.0077, loss: 1.0077, grad_norm: 3.2388 2020-07-24 09:29:28,979 - mmaction - INFO - Epoch [32][40/1074] lr: 3.500e-03, eta: 6:52:50, time: 1.147, data_time: 0.005, memory: 8951, top1_acc: 0.7346, top5_acc: 0.9033, loss_cls: 1.0402, loss: 1.0402, grad_norm: 3.2005 2020-07-24 09:29:52,878 - mmaction - INFO - Epoch [32][60/1074] lr: 3.500e-03, eta: 6:52:25, time: 1.195, data_time: 0.007, memory: 8951, top1_acc: 0.7469, top5_acc: 0.9156, loss_cls: 0.9943, loss: 0.9943, grad_norm: 3.1940 2020-07-24 09:30:16,772 - mmaction - INFO - Epoch [32][80/1074] lr: 3.500e-03, eta: 6:52:01, time: 1.196, data_time: 0.008, memory: 8951, top1_acc: 0.7301, top5_acc: 0.9109, loss_cls: 1.0280, loss: 1.0280, grad_norm: 3.2364 2020-07-24 09:30:41,280 - mmaction - INFO - Epoch [32][100/1074] lr: 3.500e-03, eta: 6:51:36, time: 1.226, data_time: 0.003, memory: 8951, top1_acc: 0.7321, top5_acc: 0.9038, loss_cls: 1.0298, loss: 1.0298, grad_norm: 3.1848 2020-07-24 09:31:05,200 - mmaction - INFO - Epoch [32][120/1074] lr: 3.500e-03, eta: 6:51:12, time: 1.193, data_time: 0.005, memory: 8951, top1_acc: 0.7446, top5_acc: 0.9123, loss_cls: 0.9934, loss: 0.9934, grad_norm: 3.1931 2020-07-24 09:31:29,440 - mmaction - INFO - Epoch [32][140/1074] lr: 3.500e-03, eta: 6:50:48, time: 1.214, data_time: 0.007, memory: 8951, top1_acc: 0.7417, top5_acc: 0.9112, loss_cls: 0.9882, loss: 0.9882, grad_norm: 3.1803 2020-07-24 09:31:53,502 - mmaction - INFO - Epoch [32][160/1074] lr: 3.500e-03, eta: 6:50:23, time: 1.200, data_time: 0.006, memory: 8951, top1_acc: 0.7290, top5_acc: 0.9038, loss_cls: 1.0405, loss: 1.0405, grad_norm: 3.2609 2020-07-24 09:32:16,859 - mmaction - INFO - Epoch [32][180/1074] lr: 3.500e-03, eta: 6:49:58, time: 1.171, data_time: 0.007, memory: 8951, top1_acc: 0.7404, top5_acc: 0.9087, loss_cls: 1.0184, loss: 1.0184, grad_norm: 3.2411 2020-07-24 09:32:41,334 - mmaction - INFO - Epoch [32][200/1074] lr: 3.500e-03, eta: 6:49:34, time: 1.223, data_time: 0.007, memory: 8951, top1_acc: 0.7469, top5_acc: 0.9154, loss_cls: 0.9855, loss: 0.9855, grad_norm: 3.1801 2020-07-24 09:33:04,820 - mmaction - INFO - Epoch [32][220/1074] lr: 3.500e-03, eta: 6:49:09, time: 1.174, data_time: 0.004, memory: 8951, top1_acc: 0.7540, top5_acc: 0.9150, loss_cls: 0.9691, loss: 0.9691, grad_norm: 3.1478 2020-07-24 09:33:29,040 - mmaction - INFO - Epoch [32][240/1074] lr: 3.500e-03, eta: 6:48:45, time: 1.211, data_time: 0.008, memory: 8951, top1_acc: 0.7373, top5_acc: 0.9083, loss_cls: 1.0133, loss: 1.0133, grad_norm: 3.2027 2020-07-24 09:33:54,440 - mmaction - INFO - Epoch [32][260/1074] lr: 3.500e-03, eta: 6:48:21, time: 1.272, data_time: 0.005, memory: 8951, top1_acc: 0.7440, top5_acc: 0.9150, loss_cls: 0.9764, loss: 0.9764, grad_norm: 3.1647 2020-07-24 09:34:18,605 - mmaction - INFO - Epoch [32][280/1074] lr: 3.500e-03, eta: 6:47:57, time: 1.206, data_time: 0.003, memory: 8951, top1_acc: 0.7357, top5_acc: 0.9060, loss_cls: 1.0341, loss: 1.0341, grad_norm: 3.2607 2020-07-24 09:34:42,994 - mmaction - INFO - Epoch [32][300/1074] lr: 3.500e-03, eta: 6:47:32, time: 1.218, data_time: 0.007, memory: 8951, top1_acc: 0.7440, top5_acc: 0.9107, loss_cls: 0.9923, loss: 0.9923, grad_norm: 3.2101 2020-07-24 09:35:08,486 - mmaction - INFO - Epoch [32][320/1074] lr: 3.500e-03, eta: 6:47:09, time: 1.277, data_time: 0.008, memory: 8951, top1_acc: 0.7395, top5_acc: 0.9109, loss_cls: 1.0131, loss: 1.0131, grad_norm: 3.2014 2020-07-24 09:35:32,191 - mmaction - INFO - Epoch [32][340/1074] lr: 3.500e-03, eta: 6:46:44, time: 1.185, data_time: 0.003, memory: 8951, top1_acc: 0.7375, top5_acc: 0.9049, loss_cls: 1.0276, loss: 1.0276, grad_norm: 3.2392 2020-07-24 09:35:57,257 - mmaction - INFO - Epoch [32][360/1074] lr: 3.500e-03, eta: 6:46:20, time: 1.249, data_time: 0.007, memory: 8951, top1_acc: 0.7433, top5_acc: 0.9127, loss_cls: 0.9810, loss: 0.9810, grad_norm: 3.1676 2020-07-24 09:36:22,152 - mmaction - INFO - Epoch [32][380/1074] lr: 3.500e-03, eta: 6:45:56, time: 1.249, data_time: 0.009, memory: 8951, top1_acc: 0.7406, top5_acc: 0.9114, loss_cls: 1.0049, loss: 1.0049, grad_norm: 3.1826 2020-07-24 09:36:48,093 - mmaction - INFO - Epoch [32][400/1074] lr: 3.500e-03, eta: 6:45:33, time: 1.292, data_time: 0.007, memory: 8951, top1_acc: 0.7297, top5_acc: 0.9056, loss_cls: 1.0396, loss: 1.0396, grad_norm: 3.2455 2020-07-24 09:37:13,697 - mmaction - INFO - Epoch [32][420/1074] lr: 3.500e-03, eta: 6:45:09, time: 1.285, data_time: 0.008, memory: 8951, top1_acc: 0.7511, top5_acc: 0.9092, loss_cls: 0.9900, loss: 0.9900, grad_norm: 3.1820 2020-07-24 09:37:37,614 - mmaction - INFO - Epoch [32][440/1074] lr: 3.500e-03, eta: 6:44:45, time: 1.194, data_time: 0.006, memory: 8951, top1_acc: 0.7400, top5_acc: 0.9116, loss_cls: 0.9957, loss: 0.9957, grad_norm: 3.1859 2020-07-24 09:38:02,027 - mmaction - INFO - Epoch [32][460/1074] lr: 3.500e-03, eta: 6:44:20, time: 1.221, data_time: 0.007, memory: 8951, top1_acc: 0.7507, top5_acc: 0.9121, loss_cls: 0.9882, loss: 0.9882, grad_norm: 3.1924 2020-07-24 09:38:26,381 - mmaction - INFO - Epoch [32][480/1074] lr: 3.500e-03, eta: 6:43:56, time: 1.217, data_time: 0.006, memory: 8951, top1_acc: 0.7482, top5_acc: 0.9087, loss_cls: 0.9794, loss: 0.9794, grad_norm: 3.1139 2020-07-24 09:38:51,920 - mmaction - INFO - Epoch [32][500/1074] lr: 3.500e-03, eta: 6:43:32, time: 1.277, data_time: 0.008, memory: 8951, top1_acc: 0.7375, top5_acc: 0.9007, loss_cls: 1.0463, loss: 1.0463, grad_norm: 3.2881 2020-07-24 09:39:16,851 - mmaction - INFO - Epoch [32][520/1074] lr: 3.500e-03, eta: 6:43:08, time: 1.247, data_time: 0.007, memory: 8951, top1_acc: 0.7319, top5_acc: 0.8975, loss_cls: 1.0553, loss: 1.0553, grad_norm: 3.3477 2020-07-24 09:39:41,764 - mmaction - INFO - Epoch [32][540/1074] lr: 3.500e-03, eta: 6:42:44, time: 1.246, data_time: 0.006, memory: 8951, top1_acc: 0.7433, top5_acc: 0.9051, loss_cls: 0.9955, loss: 0.9955, grad_norm: 3.2012 2020-07-24 09:40:06,620 - mmaction - INFO - Epoch [32][560/1074] lr: 3.500e-03, eta: 6:42:20, time: 1.243, data_time: 0.008, memory: 8951, top1_acc: 0.7536, top5_acc: 0.9156, loss_cls: 0.9737, loss: 0.9737, grad_norm: 3.1371 2020-07-24 09:40:31,513 - mmaction - INFO - Epoch [32][580/1074] lr: 3.500e-03, eta: 6:41:56, time: 1.244, data_time: 0.003, memory: 8951, top1_acc: 0.7368, top5_acc: 0.9060, loss_cls: 1.0373, loss: 1.0373, grad_norm: 3.2703 2020-07-24 09:40:57,030 - mmaction - INFO - Epoch [32][600/1074] lr: 3.500e-03, eta: 6:41:33, time: 1.276, data_time: 0.007, memory: 8951, top1_acc: 0.7451, top5_acc: 0.9109, loss_cls: 1.0036, loss: 1.0036, grad_norm: 3.2059 2020-07-24 09:41:21,443 - mmaction - INFO - Epoch [32][620/1074] lr: 3.500e-03, eta: 6:41:08, time: 1.220, data_time: 0.004, memory: 8951, top1_acc: 0.7353, top5_acc: 0.9016, loss_cls: 1.0424, loss: 1.0424, grad_norm: 3.2410 2020-07-24 09:41:47,124 - mmaction - INFO - Epoch [32][640/1074] lr: 3.500e-03, eta: 6:40:45, time: 1.285, data_time: 0.007, memory: 8951, top1_acc: 0.7525, top5_acc: 0.9174, loss_cls: 0.9733, loss: 0.9733, grad_norm: 3.1853 2020-07-24 09:42:12,222 - mmaction - INFO - Epoch [32][660/1074] lr: 3.500e-03, eta: 6:40:21, time: 1.254, data_time: 0.003, memory: 8951, top1_acc: 0.7364, top5_acc: 0.9060, loss_cls: 1.0165, loss: 1.0165, grad_norm: 3.2204 2020-07-24 09:42:35,806 - mmaction - INFO - Epoch [32][680/1074] lr: 3.500e-03, eta: 6:39:56, time: 1.175, data_time: 0.006, memory: 8951, top1_acc: 0.7254, top5_acc: 0.8971, loss_cls: 1.0701, loss: 1.0701, grad_norm: 3.3541 2020-07-24 09:43:00,784 - mmaction - INFO - Epoch [32][700/1074] lr: 3.500e-03, eta: 6:39:32, time: 1.254, data_time: 0.008, memory: 8951, top1_acc: 0.7388, top5_acc: 0.9047, loss_cls: 0.9910, loss: 0.9910, grad_norm: 3.1960 2020-07-24 09:43:25,290 - mmaction - INFO - Epoch [32][720/1074] lr: 3.500e-03, eta: 6:39:08, time: 1.223, data_time: 0.006, memory: 8951, top1_acc: 0.7484, top5_acc: 0.9078, loss_cls: 0.9964, loss: 0.9964, grad_norm: 3.1681 2020-07-24 09:43:49,225 - mmaction - INFO - Epoch [32][740/1074] lr: 3.500e-03, eta: 6:38:44, time: 1.198, data_time: 0.007, memory: 8951, top1_acc: 0.7444, top5_acc: 0.9054, loss_cls: 1.0022, loss: 1.0022, grad_norm: 3.2001 2020-07-24 09:44:13,173 - mmaction - INFO - Epoch [32][760/1074] lr: 3.500e-03, eta: 6:38:19, time: 1.194, data_time: 0.006, memory: 8951, top1_acc: 0.7415, top5_acc: 0.9161, loss_cls: 0.9757, loss: 0.9757, grad_norm: 3.2219 2020-07-24 09:44:36,948 - mmaction - INFO - Epoch [32][780/1074] lr: 3.500e-03, eta: 6:37:54, time: 1.192, data_time: 0.008, memory: 8951, top1_acc: 0.7379, top5_acc: 0.9067, loss_cls: 1.0230, loss: 1.0230, grad_norm: 3.2833 2020-07-24 09:45:01,707 - mmaction - INFO - Epoch [32][800/1074] lr: 3.500e-03, eta: 6:37:30, time: 1.236, data_time: 0.007, memory: 8951, top1_acc: 0.7502, top5_acc: 0.9094, loss_cls: 0.9891, loss: 0.9891, grad_norm: 3.2063 2020-07-24 09:45:25,813 - mmaction - INFO - Epoch [32][820/1074] lr: 3.500e-03, eta: 6:37:06, time: 1.209, data_time: 0.008, memory: 8951, top1_acc: 0.7328, top5_acc: 0.8987, loss_cls: 1.0691, loss: 1.0691, grad_norm: 3.3280 2020-07-24 09:45:52,072 - mmaction - INFO - Epoch [32][840/1074] lr: 3.500e-03, eta: 6:36:43, time: 1.308, data_time: 0.005, memory: 8951, top1_acc: 0.7391, top5_acc: 0.9089, loss_cls: 0.9972, loss: 0.9972, grad_norm: 3.2685 2020-07-24 09:46:15,572 - mmaction - INFO - Epoch [32][860/1074] lr: 3.500e-03, eta: 6:36:18, time: 1.180, data_time: 0.011, memory: 8951, top1_acc: 0.7306, top5_acc: 0.9025, loss_cls: 1.0506, loss: 1.0506, grad_norm: 3.2603 2020-07-24 09:46:39,632 - mmaction - INFO - Epoch [32][880/1074] lr: 3.500e-03, eta: 6:35:53, time: 1.198, data_time: 0.006, memory: 8951, top1_acc: 0.7520, top5_acc: 0.9116, loss_cls: 0.9977, loss: 0.9977, grad_norm: 3.2189 2020-07-24 09:47:04,377 - mmaction - INFO - Epoch [32][900/1074] lr: 3.500e-03, eta: 6:35:29, time: 1.242, data_time: 0.009, memory: 8951, top1_acc: 0.7415, top5_acc: 0.9114, loss_cls: 1.0038, loss: 1.0038, grad_norm: 3.2721 2020-07-24 09:47:29,429 - mmaction - INFO - Epoch [32][920/1074] lr: 3.500e-03, eta: 6:35:05, time: 1.251, data_time: 0.007, memory: 8951, top1_acc: 0.7342, top5_acc: 0.9040, loss_cls: 1.0330, loss: 1.0330, grad_norm: 3.3135 2020-07-24 09:47:54,866 - mmaction - INFO - Epoch [32][940/1074] lr: 3.500e-03, eta: 6:34:42, time: 1.270, data_time: 0.006, memory: 8951, top1_acc: 0.7408, top5_acc: 0.9150, loss_cls: 0.9932, loss: 0.9932, grad_norm: 3.2804 2020-07-24 09:48:19,167 - mmaction - INFO - Epoch [32][960/1074] lr: 3.500e-03, eta: 6:34:17, time: 1.212, data_time: 0.007, memory: 8951, top1_acc: 0.7344, top5_acc: 0.9065, loss_cls: 1.0324, loss: 1.0324, grad_norm: 3.3146 2020-07-24 09:48:43,558 - mmaction - INFO - Epoch [32][980/1074] lr: 3.500e-03, eta: 6:33:53, time: 1.222, data_time: 0.008, memory: 8951, top1_acc: 0.7324, top5_acc: 0.9022, loss_cls: 1.0442, loss: 1.0442, grad_norm: 3.2449 2020-07-24 09:49:07,591 - mmaction - INFO - Epoch [32][1000/1074] lr: 3.500e-03, eta: 6:33:28, time: 1.205, data_time: 0.006, memory: 8951, top1_acc: 0.7404, top5_acc: 0.9016, loss_cls: 1.0225, loss: 1.0225, grad_norm: 3.2516 2020-07-24 09:49:31,750 - mmaction - INFO - Epoch [32][1020/1074] lr: 3.500e-03, eta: 6:33:04, time: 1.206, data_time: 0.006, memory: 8951, top1_acc: 0.7431, top5_acc: 0.9029, loss_cls: 1.0367, loss: 1.0367, grad_norm: 3.2691 2020-07-24 09:49:56,030 - mmaction - INFO - Epoch [32][1040/1074] lr: 3.500e-03, eta: 6:32:40, time: 1.212, data_time: 0.008, memory: 8951, top1_acc: 0.7313, top5_acc: 0.9060, loss_cls: 1.0487, loss: 1.0487, grad_norm: 3.2945 2020-07-24 09:50:20,439 - mmaction - INFO - Epoch [32][1060/1074] lr: 3.500e-03, eta: 6:32:15, time: 1.219, data_time: 0.007, memory: 8951, top1_acc: 0.7458, top5_acc: 0.9147, loss_cls: 0.9824, loss: 0.9824, grad_norm: 3.2234 2020-07-24 09:50:38,297 - mmaction - INFO - Saving checkpoint at 32 epochs 2020-07-24 09:51:13,595 - mmaction - INFO - Epoch [33][20/1074] lr: 3.500e-03, eta: 6:31:30, time: 1.735, data_time: 0.545, memory: 8951, top1_acc: 0.7391, top5_acc: 0.9069, loss_cls: 0.9951, loss: 0.9951, grad_norm: 3.2045 2020-07-24 09:51:37,347 - mmaction - INFO - Epoch [33][40/1074] lr: 3.500e-03, eta: 6:31:06, time: 1.191, data_time: 0.007, memory: 8951, top1_acc: 0.7489, top5_acc: 0.9078, loss_cls: 1.0010, loss: 1.0010, grad_norm: 3.1898 2020-07-24 09:52:01,871 - mmaction - INFO - Epoch [33][60/1074] lr: 3.500e-03, eta: 6:30:41, time: 1.223, data_time: 0.004, memory: 8951, top1_acc: 0.7567, top5_acc: 0.9194, loss_cls: 0.9271, loss: 0.9271, grad_norm: 3.1085 2020-07-24 09:52:25,248 - mmaction - INFO - Epoch [33][80/1074] lr: 3.500e-03, eta: 6:30:17, time: 1.171, data_time: 0.008, memory: 8951, top1_acc: 0.7433, top5_acc: 0.9094, loss_cls: 1.0024, loss: 1.0024, grad_norm: 3.2851 2020-07-24 09:52:50,843 - mmaction - INFO - Epoch [33][100/1074] lr: 3.500e-03, eta: 6:29:53, time: 1.275, data_time: 0.006, memory: 8951, top1_acc: 0.7440, top5_acc: 0.9141, loss_cls: 0.9819, loss: 0.9819, grad_norm: 3.2748 2020-07-24 09:53:14,745 - mmaction - INFO - Epoch [33][120/1074] lr: 3.500e-03, eta: 6:29:28, time: 1.200, data_time: 0.008, memory: 8951, top1_acc: 0.7475, top5_acc: 0.9161, loss_cls: 0.9697, loss: 0.9697, grad_norm: 3.2695 2020-07-24 09:53:39,478 - mmaction - INFO - Epoch [33][140/1074] lr: 3.500e-03, eta: 6:29:04, time: 1.234, data_time: 0.007, memory: 8951, top1_acc: 0.7531, top5_acc: 0.9098, loss_cls: 0.9975, loss: 0.9975, grad_norm: 3.2046 2020-07-24 09:54:02,765 - mmaction - INFO - Epoch [33][160/1074] lr: 3.500e-03, eta: 6:28:39, time: 1.167, data_time: 0.007, memory: 8951, top1_acc: 0.7426, top5_acc: 0.9100, loss_cls: 0.9962, loss: 0.9962, grad_norm: 3.2594 2020-07-24 09:54:27,635 - mmaction - INFO - Epoch [33][180/1074] lr: 3.500e-03, eta: 6:28:15, time: 1.244, data_time: 0.007, memory: 8951, top1_acc: 0.7424, top5_acc: 0.9069, loss_cls: 0.9986, loss: 0.9986, grad_norm: 3.2479 2020-07-24 09:54:52,599 - mmaction - INFO - Epoch [33][200/1074] lr: 3.500e-03, eta: 6:27:51, time: 1.248, data_time: 0.005, memory: 8951, top1_acc: 0.7442, top5_acc: 0.9083, loss_cls: 1.0065, loss: 1.0065, grad_norm: 3.2900 2020-07-24 09:55:17,347 - mmaction - INFO - Epoch [33][220/1074] lr: 3.500e-03, eta: 6:27:27, time: 1.234, data_time: 0.006, memory: 8951, top1_acc: 0.7388, top5_acc: 0.9105, loss_cls: 0.9943, loss: 0.9943, grad_norm: 3.2201 2020-07-24 09:55:40,475 - mmaction - INFO - Epoch [33][240/1074] lr: 3.500e-03, eta: 6:27:02, time: 1.159, data_time: 0.008, memory: 8951, top1_acc: 0.7426, top5_acc: 0.9100, loss_cls: 0.9836, loss: 0.9836, grad_norm: 3.2032 2020-07-24 09:56:07,449 - mmaction - INFO - Epoch [33][260/1074] lr: 3.500e-03, eta: 6:26:39, time: 1.346, data_time: 0.009, memory: 8951, top1_acc: 0.7400, top5_acc: 0.9085, loss_cls: 1.0029, loss: 1.0029, grad_norm: 3.2846 2020-07-24 09:56:31,914 - mmaction - INFO - Epoch [33][280/1074] lr: 3.500e-03, eta: 6:26:15, time: 1.227, data_time: 0.008, memory: 8951, top1_acc: 0.7587, top5_acc: 0.9047, loss_cls: 0.9906, loss: 0.9906, grad_norm: 3.2224 2020-07-24 09:56:56,069 - mmaction - INFO - Epoch [33][300/1074] lr: 3.500e-03, eta: 6:25:51, time: 1.208, data_time: 0.008, memory: 8951, top1_acc: 0.7435, top5_acc: 0.9092, loss_cls: 0.9838, loss: 0.9838, grad_norm: 3.1957 2020-07-24 09:57:21,053 - mmaction - INFO - Epoch [33][320/1074] lr: 3.500e-03, eta: 6:25:27, time: 1.249, data_time: 0.004, memory: 8951, top1_acc: 0.7364, top5_acc: 0.9118, loss_cls: 1.0141, loss: 1.0141, grad_norm: 3.3192 2020-07-24 09:57:44,819 - mmaction - INFO - Epoch [33][340/1074] lr: 3.500e-03, eta: 6:25:02, time: 1.189, data_time: 0.007, memory: 8951, top1_acc: 0.7366, top5_acc: 0.9085, loss_cls: 1.0251, loss: 1.0251, grad_norm: 3.2797 2020-07-24 09:58:07,902 - mmaction - INFO - Epoch [33][360/1074] lr: 3.500e-03, eta: 6:24:37, time: 1.153, data_time: 0.002, memory: 8951, top1_acc: 0.7435, top5_acc: 0.9152, loss_cls: 0.9993, loss: 0.9993, grad_norm: 3.2327 2020-07-24 09:58:33,422 - mmaction - INFO - Epoch [33][380/1074] lr: 3.500e-03, eta: 6:24:13, time: 1.275, data_time: 0.007, memory: 8951, top1_acc: 0.7433, top5_acc: 0.9080, loss_cls: 1.0160, loss: 1.0160, grad_norm: 3.3368 2020-07-24 09:58:58,135 - mmaction - INFO - Epoch [33][400/1074] lr: 3.500e-03, eta: 6:23:49, time: 1.233, data_time: 0.008, memory: 8951, top1_acc: 0.7328, top5_acc: 0.9098, loss_cls: 1.0282, loss: 1.0282, grad_norm: 3.2847 2020-07-24 09:59:22,719 - mmaction - INFO - Epoch [33][420/1074] lr: 3.500e-03, eta: 6:23:25, time: 1.232, data_time: 0.009, memory: 8951, top1_acc: 0.7507, top5_acc: 0.9100, loss_cls: 0.9776, loss: 0.9776, grad_norm: 3.1707 2020-07-24 09:59:47,178 - mmaction - INFO - Epoch [33][440/1074] lr: 3.500e-03, eta: 6:23:01, time: 1.225, data_time: 0.007, memory: 8951, top1_acc: 0.7393, top5_acc: 0.8987, loss_cls: 1.0464, loss: 1.0464, grad_norm: 3.2697 2020-07-24 10:00:14,561 - mmaction - INFO - Epoch [33][460/1074] lr: 3.500e-03, eta: 6:22:38, time: 1.358, data_time: 0.002, memory: 8951, top1_acc: 0.7246, top5_acc: 0.8984, loss_cls: 1.0607, loss: 1.0607, grad_norm: 3.3448 2020-07-24 10:00:37,763 - mmaction - INFO - Epoch [33][480/1074] lr: 3.500e-03, eta: 6:22:13, time: 1.170, data_time: 0.019, memory: 8951, top1_acc: 0.7426, top5_acc: 0.9085, loss_cls: 0.9985, loss: 0.9985, grad_norm: 3.2624 2020-07-24 10:01:01,497 - mmaction - INFO - Epoch [33][500/1074] lr: 3.500e-03, eta: 6:21:49, time: 1.182, data_time: 0.007, memory: 8951, top1_acc: 0.7337, top5_acc: 0.9085, loss_cls: 1.0279, loss: 1.0279, grad_norm: 3.3470 2020-07-24 10:01:25,698 - mmaction - INFO - Epoch [33][520/1074] lr: 3.500e-03, eta: 6:21:24, time: 1.216, data_time: 0.009, memory: 8951, top1_acc: 0.7339, top5_acc: 0.9121, loss_cls: 0.9962, loss: 0.9962, grad_norm: 3.2508 2020-07-24 10:01:49,402 - mmaction - INFO - Epoch [33][540/1074] lr: 3.500e-03, eta: 6:20:59, time: 1.184, data_time: 0.005, memory: 8951, top1_acc: 0.7413, top5_acc: 0.9067, loss_cls: 0.9983, loss: 0.9983, grad_norm: 3.2688 2020-07-24 10:02:14,291 - mmaction - INFO - Epoch [33][560/1074] lr: 3.500e-03, eta: 6:20:35, time: 1.244, data_time: 0.004, memory: 8951, top1_acc: 0.7511, top5_acc: 0.9154, loss_cls: 0.9691, loss: 0.9691, grad_norm: 3.2454 2020-07-24 10:02:37,973 - mmaction - INFO - Epoch [33][580/1074] lr: 3.500e-03, eta: 6:20:11, time: 1.185, data_time: 0.005, memory: 8951, top1_acc: 0.7422, top5_acc: 0.9132, loss_cls: 0.9800, loss: 0.9800, grad_norm: 3.2891 2020-07-24 10:03:01,317 - mmaction - INFO - Epoch [33][600/1074] lr: 3.500e-03, eta: 6:19:46, time: 1.166, data_time: 0.008, memory: 8951, top1_acc: 0.7509, top5_acc: 0.9096, loss_cls: 0.9824, loss: 0.9824, grad_norm: 3.2366 2020-07-24 10:03:24,825 - mmaction - INFO - Epoch [33][620/1074] lr: 3.500e-03, eta: 6:19:21, time: 1.177, data_time: 0.008, memory: 8951, top1_acc: 0.7429, top5_acc: 0.9136, loss_cls: 1.0089, loss: 1.0089, grad_norm: 3.2797 2020-07-24 10:03:48,796 - mmaction - INFO - Epoch [33][640/1074] lr: 3.500e-03, eta: 6:18:57, time: 1.199, data_time: 0.008, memory: 8951, top1_acc: 0.7449, top5_acc: 0.9040, loss_cls: 1.0234, loss: 1.0234, grad_norm: 3.2494 2020-07-24 10:04:13,901 - mmaction - INFO - Epoch [33][660/1074] lr: 3.500e-03, eta: 6:18:33, time: 1.256, data_time: 0.003, memory: 8951, top1_acc: 0.7458, top5_acc: 0.9127, loss_cls: 0.9843, loss: 0.9843, grad_norm: 3.2495 2020-07-24 10:04:38,655 - mmaction - INFO - Epoch [33][680/1074] lr: 3.500e-03, eta: 6:18:09, time: 1.235, data_time: 0.005, memory: 8951, top1_acc: 0.7400, top5_acc: 0.9136, loss_cls: 0.9996, loss: 0.9996, grad_norm: 3.3461 2020-07-24 10:05:02,177 - mmaction - INFO - Epoch [33][700/1074] lr: 3.500e-03, eta: 6:17:44, time: 1.177, data_time: 0.007, memory: 8951, top1_acc: 0.7462, top5_acc: 0.9154, loss_cls: 0.9926, loss: 0.9926, grad_norm: 3.2733 2020-07-24 10:05:25,960 - mmaction - INFO - Epoch [33][720/1074] lr: 3.500e-03, eta: 6:17:19, time: 1.189, data_time: 0.007, memory: 8951, top1_acc: 0.7429, top5_acc: 0.9080, loss_cls: 1.0145, loss: 1.0145, grad_norm: 3.2660 2020-07-24 10:05:51,503 - mmaction - INFO - Epoch [33][740/1074] lr: 3.500e-03, eta: 6:16:56, time: 1.273, data_time: 0.007, memory: 8951, top1_acc: 0.7475, top5_acc: 0.9167, loss_cls: 0.9506, loss: 0.9506, grad_norm: 3.1740 2020-07-24 10:06:16,888 - mmaction - INFO - Epoch [33][760/1074] lr: 3.500e-03, eta: 6:16:32, time: 1.275, data_time: 0.009, memory: 8951, top1_acc: 0.7386, top5_acc: 0.9063, loss_cls: 1.0146, loss: 1.0146, grad_norm: 3.3361 2020-07-24 10:06:39,874 - mmaction - INFO - Epoch [33][780/1074] lr: 3.500e-03, eta: 6:16:07, time: 1.148, data_time: 0.005, memory: 8951, top1_acc: 0.7350, top5_acc: 0.9051, loss_cls: 1.0297, loss: 1.0297, grad_norm: 3.2786 2020-07-24 10:07:04,905 - mmaction - INFO - Epoch [33][800/1074] lr: 3.500e-03, eta: 6:15:43, time: 1.253, data_time: 0.005, memory: 8951, top1_acc: 0.7408, top5_acc: 0.9047, loss_cls: 1.0390, loss: 1.0390, grad_norm: 3.2814 2020-07-24 10:09:38,457 - mmaction - INFO - Epoch [33][820/1074] lr: 3.500e-03, eta: 6:16:26, time: 7.676, data_time: 6.489, memory: 8951, top1_acc: 0.7623, top5_acc: 0.9179, loss_cls: 0.9361, loss: 0.9361, grad_norm: 3.1780 2020-07-24 10:09:57,928 - mmaction - INFO - Epoch [33][840/1074] lr: 3.500e-03, eta: 6:15:59, time: 0.974, data_time: 0.005, memory: 8951, top1_acc: 0.7446, top5_acc: 0.9074, loss_cls: 0.9983, loss: 0.9983, grad_norm: 3.3192 2020-07-24 10:10:18,236 - mmaction - INFO - Epoch [33][860/1074] lr: 3.500e-03, eta: 6:15:33, time: 1.010, data_time: 0.007, memory: 8951, top1_acc: 0.7469, top5_acc: 0.9123, loss_cls: 0.9923, loss: 0.9923, grad_norm: 3.2471 2020-07-24 10:10:39,755 - mmaction - INFO - Epoch [33][880/1074] lr: 3.500e-03, eta: 6:15:07, time: 1.081, data_time: 0.010, memory: 8951, top1_acc: 0.7484, top5_acc: 0.9007, loss_cls: 1.0103, loss: 1.0103, grad_norm: 3.2949 2020-07-24 10:11:00,742 - mmaction - INFO - Epoch [33][900/1074] lr: 3.500e-03, eta: 6:14:41, time: 1.048, data_time: 0.008, memory: 8951, top1_acc: 0.7397, top5_acc: 0.9016, loss_cls: 1.0309, loss: 1.0309, grad_norm: 3.2840 2020-07-24 10:11:22,927 - mmaction - INFO - Epoch [33][920/1074] lr: 3.500e-03, eta: 6:14:15, time: 1.111, data_time: 0.009, memory: 8951, top1_acc: 0.7357, top5_acc: 0.9132, loss_cls: 1.0227, loss: 1.0227, grad_norm: 3.3635 2020-07-24 10:11:44,967 - mmaction - INFO - Epoch [33][940/1074] lr: 3.500e-03, eta: 6:13:50, time: 1.099, data_time: 0.008, memory: 8951, top1_acc: 0.7473, top5_acc: 0.9085, loss_cls: 0.9802, loss: 0.9802, grad_norm: 3.2261 2020-07-24 10:12:07,292 - mmaction - INFO - Epoch [33][960/1074] lr: 3.500e-03, eta: 6:13:24, time: 1.120, data_time: 0.008, memory: 8951, top1_acc: 0.7364, top5_acc: 0.9098, loss_cls: 1.0320, loss: 1.0320, grad_norm: 3.3812 2020-07-24 10:12:31,452 - mmaction - INFO - Epoch [33][980/1074] lr: 3.500e-03, eta: 6:13:00, time: 1.205, data_time: 0.008, memory: 8951, top1_acc: 0.7440, top5_acc: 0.9056, loss_cls: 1.0088, loss: 1.0088, grad_norm: 3.3448 2020-07-24 10:12:55,538 - mmaction - INFO - Epoch [33][1000/1074] lr: 3.500e-03, eta: 6:12:35, time: 1.207, data_time: 0.007, memory: 8951, top1_acc: 0.7429, top5_acc: 0.9105, loss_cls: 0.9986, loss: 0.9986, grad_norm: 3.3274 2020-07-24 10:13:18,042 - mmaction - INFO - Epoch [33][1020/1074] lr: 3.500e-03, eta: 6:12:10, time: 1.127, data_time: 0.009, memory: 8951, top1_acc: 0.7426, top5_acc: 0.9083, loss_cls: 1.0207, loss: 1.0207, grad_norm: 3.2824 2020-07-24 10:13:42,931 - mmaction - INFO - Epoch [33][1040/1074] lr: 3.500e-03, eta: 6:11:46, time: 1.243, data_time: 0.004, memory: 8951, top1_acc: 0.7395, top5_acc: 0.9134, loss_cls: 1.0086, loss: 1.0086, grad_norm: 3.3674 2020-07-24 10:14:06,617 - mmaction - INFO - Epoch [33][1060/1074] lr: 3.500e-03, eta: 6:11:21, time: 1.183, data_time: 0.008, memory: 8951, top1_acc: 0.7319, top5_acc: 0.9054, loss_cls: 1.0309, loss: 1.0309, grad_norm: 3.3345 2020-07-24 10:14:21,833 - mmaction - INFO - Saving checkpoint at 33 epochs 2020-07-24 10:14:57,818 - mmaction - INFO - Epoch [34][20/1074] lr: 3.500e-03, eta: 6:10:36, time: 1.767, data_time: 0.641, memory: 8951, top1_acc: 0.7377, top5_acc: 0.9020, loss_cls: 1.0395, loss: 1.0395, grad_norm: 3.2864 2020-07-24 10:15:21,871 - mmaction - INFO - Epoch [34][40/1074] lr: 3.500e-03, eta: 6:10:12, time: 1.203, data_time: 0.004, memory: 8951, top1_acc: 0.7529, top5_acc: 0.9123, loss_cls: 0.9818, loss: 0.9818, grad_norm: 3.2227 2020-07-24 10:15:45,499 - mmaction - INFO - Epoch [34][60/1074] lr: 3.500e-03, eta: 6:09:47, time: 1.179, data_time: 0.006, memory: 8951, top1_acc: 0.7500, top5_acc: 0.9203, loss_cls: 0.9511, loss: 0.9511, grad_norm: 3.3706 2020-07-24 10:16:08,658 - mmaction - INFO - Epoch [34][80/1074] lr: 3.500e-03, eta: 6:09:22, time: 1.160, data_time: 0.007, memory: 8951, top1_acc: 0.7473, top5_acc: 0.9112, loss_cls: 0.9968, loss: 0.9968, grad_norm: 3.3257 2020-07-24 10:16:32,879 - mmaction - INFO - Epoch [34][100/1074] lr: 3.500e-03, eta: 6:08:57, time: 1.208, data_time: 0.008, memory: 8951, top1_acc: 0.7462, top5_acc: 0.9118, loss_cls: 0.9818, loss: 0.9818, grad_norm: 3.3058 2020-07-24 10:16:56,201 - mmaction - INFO - Epoch [34][120/1074] lr: 3.500e-03, eta: 6:08:33, time: 1.171, data_time: 0.009, memory: 8951, top1_acc: 0.7496, top5_acc: 0.9123, loss_cls: 0.9582, loss: 0.9582, grad_norm: 3.1940 2020-07-24 10:17:21,524 - mmaction - INFO - Epoch [34][140/1074] lr: 3.500e-03, eta: 6:08:09, time: 1.266, data_time: 0.007, memory: 8951, top1_acc: 0.7451, top5_acc: 0.9141, loss_cls: 0.9754, loss: 0.9754, grad_norm: 3.2667 2020-07-24 10:17:44,047 - mmaction - INFO - Epoch [34][160/1074] lr: 3.500e-03, eta: 6:07:43, time: 1.126, data_time: 0.004, memory: 8951, top1_acc: 0.7368, top5_acc: 0.9096, loss_cls: 1.0197, loss: 1.0197, grad_norm: 3.3858 2020-07-24 10:18:09,747 - mmaction - INFO - Epoch [34][180/1074] lr: 3.500e-03, eta: 6:07:20, time: 1.283, data_time: 0.006, memory: 8951, top1_acc: 0.7518, top5_acc: 0.9212, loss_cls: 0.9412, loss: 0.9412, grad_norm: 3.2552 2020-07-24 10:18:32,934 - mmaction - INFO - Epoch [34][200/1074] lr: 3.500e-03, eta: 6:06:55, time: 1.162, data_time: 0.006, memory: 8951, top1_acc: 0.7368, top5_acc: 0.9112, loss_cls: 0.9895, loss: 0.9895, grad_norm: 3.3642 2020-07-24 10:19:00,104 - mmaction - INFO - Epoch [34][220/1074] lr: 3.500e-03, eta: 6:06:31, time: 1.266, data_time: 0.006, memory: 8951, top1_acc: 0.7484, top5_acc: 0.9069, loss_cls: 0.9850, loss: 0.9850, grad_norm: 3.2365 2020-07-24 10:19:21,745 - mmaction - INFO - Epoch [34][240/1074] lr: 3.500e-03, eta: 6:06:06, time: 1.173, data_time: 0.095, memory: 8951, top1_acc: 0.7478, top5_acc: 0.9127, loss_cls: 0.9885, loss: 0.9885, grad_norm: 3.2945 2020-07-24 10:19:46,192 - mmaction - INFO - Epoch [34][260/1074] lr: 3.500e-03, eta: 6:05:41, time: 1.220, data_time: 0.006, memory: 8951, top1_acc: 0.7607, top5_acc: 0.9210, loss_cls: 0.9372, loss: 0.9372, grad_norm: 3.2368 2020-07-24 10:20:09,743 - mmaction - INFO - Epoch [34][280/1074] lr: 3.500e-03, eta: 6:05:17, time: 1.179, data_time: 0.006, memory: 8951, top1_acc: 0.7415, top5_acc: 0.9147, loss_cls: 0.9921, loss: 0.9921, grad_norm: 3.3479 2020-07-24 10:20:32,794 - mmaction - INFO - Epoch [34][300/1074] lr: 3.500e-03, eta: 6:04:52, time: 1.153, data_time: 0.005, memory: 8951, top1_acc: 0.7614, top5_acc: 0.9150, loss_cls: 0.9575, loss: 0.9575, grad_norm: 3.2507 2020-07-24 10:20:57,377 - mmaction - INFO - Epoch [34][320/1074] lr: 3.500e-03, eta: 6:04:27, time: 1.230, data_time: 0.008, memory: 8951, top1_acc: 0.7487, top5_acc: 0.9087, loss_cls: 0.9780, loss: 0.9780, grad_norm: 3.3344 2020-07-24 10:21:20,455 - mmaction - INFO - Epoch [34][340/1074] lr: 3.500e-03, eta: 6:04:02, time: 1.155, data_time: 0.003, memory: 8951, top1_acc: 0.7357, top5_acc: 0.9065, loss_cls: 1.0340, loss: 1.0340, grad_norm: 3.3980 2020-07-24 10:21:44,436 - mmaction - INFO - Epoch [34][360/1074] lr: 3.500e-03, eta: 6:03:38, time: 1.196, data_time: 0.005, memory: 8951, top1_acc: 0.7567, top5_acc: 0.9096, loss_cls: 0.9675, loss: 0.9675, grad_norm: 3.2844 2020-07-24 10:22:07,897 - mmaction - INFO - Epoch [34][380/1074] lr: 3.500e-03, eta: 6:03:13, time: 1.170, data_time: 0.006, memory: 8951, top1_acc: 0.7362, top5_acc: 0.9100, loss_cls: 1.0078, loss: 1.0078, grad_norm: 3.3222 2020-07-24 10:22:32,807 - mmaction - INFO - Epoch [34][400/1074] lr: 3.500e-03, eta: 6:02:49, time: 1.250, data_time: 0.008, memory: 8951, top1_acc: 0.7549, top5_acc: 0.9179, loss_cls: 0.9518, loss: 0.9518, grad_norm: 3.2525 2020-07-24 10:22:56,020 - mmaction - INFO - Epoch [34][420/1074] lr: 3.500e-03, eta: 6:02:24, time: 1.159, data_time: 0.008, memory: 8951, top1_acc: 0.7507, top5_acc: 0.9143, loss_cls: 0.9737, loss: 0.9737, grad_norm: 3.2737 2020-07-24 10:23:20,923 - mmaction - INFO - Epoch [34][440/1074] lr: 3.500e-03, eta: 6:02:00, time: 1.248, data_time: 0.009, memory: 8951, top1_acc: 0.7511, top5_acc: 0.9121, loss_cls: 0.9707, loss: 0.9707, grad_norm: 3.2922 2020-07-24 10:23:44,123 - mmaction - INFO - Epoch [34][460/1074] lr: 3.500e-03, eta: 6:01:35, time: 1.158, data_time: 0.005, memory: 8951, top1_acc: 0.7440, top5_acc: 0.9107, loss_cls: 0.9965, loss: 0.9965, grad_norm: 3.3297 2020-07-24 10:24:08,083 - mmaction - INFO - Epoch [34][480/1074] lr: 3.500e-03, eta: 6:01:10, time: 1.201, data_time: 0.008, memory: 8951, top1_acc: 0.7442, top5_acc: 0.9065, loss_cls: 1.0099, loss: 1.0099, grad_norm: 3.3638 2020-07-24 10:24:32,125 - mmaction - INFO - Epoch [34][500/1074] lr: 3.500e-03, eta: 6:00:46, time: 1.199, data_time: 0.006, memory: 8951, top1_acc: 0.7429, top5_acc: 0.9087, loss_cls: 1.0069, loss: 1.0069, grad_norm: 3.3574 2020-07-24 10:24:55,698 - mmaction - INFO - Epoch [34][520/1074] lr: 3.500e-03, eta: 6:00:21, time: 1.182, data_time: 0.008, memory: 8951, top1_acc: 0.7397, top5_acc: 0.9112, loss_cls: 0.9944, loss: 0.9944, grad_norm: 3.3126 2020-07-24 10:25:20,721 - mmaction - INFO - Epoch [34][540/1074] lr: 3.500e-03, eta: 5:59:57, time: 1.247, data_time: 0.007, memory: 8951, top1_acc: 0.7424, top5_acc: 0.9098, loss_cls: 1.0137, loss: 1.0137, grad_norm: 3.3973 2020-07-24 10:25:45,838 - mmaction - INFO - Epoch [34][560/1074] lr: 3.500e-03, eta: 5:59:33, time: 1.261, data_time: 0.009, memory: 8951, top1_acc: 0.7391, top5_acc: 0.9071, loss_cls: 1.0351, loss: 1.0351, grad_norm: 3.4628 2020-07-24 10:26:08,754 - mmaction - INFO - Epoch [34][580/1074] lr: 3.500e-03, eta: 5:59:08, time: 1.143, data_time: 0.005, memory: 8951, top1_acc: 0.7440, top5_acc: 0.9094, loss_cls: 1.0066, loss: 1.0066, grad_norm: 3.3544 2020-07-24 10:26:33,531 - mmaction - INFO - Epoch [34][600/1074] lr: 3.500e-03, eta: 5:58:43, time: 1.241, data_time: 0.007, memory: 8951, top1_acc: 0.7371, top5_acc: 0.9132, loss_cls: 1.0026, loss: 1.0026, grad_norm: 3.3451 2020-07-24 10:26:56,847 - mmaction - INFO - Epoch [34][620/1074] lr: 3.500e-03, eta: 5:58:19, time: 1.161, data_time: 0.006, memory: 8951, top1_acc: 0.7321, top5_acc: 0.9116, loss_cls: 1.0276, loss: 1.0276, grad_norm: 3.3590 2020-07-24 10:27:21,124 - mmaction - INFO - Epoch [34][640/1074] lr: 3.500e-03, eta: 5:57:54, time: 1.218, data_time: 0.009, memory: 8951, top1_acc: 0.7444, top5_acc: 0.9098, loss_cls: 1.0050, loss: 1.0050, grad_norm: 3.3417 2020-07-24 10:27:45,271 - mmaction - INFO - Epoch [34][660/1074] lr: 3.500e-03, eta: 5:57:30, time: 1.203, data_time: 0.005, memory: 8951, top1_acc: 0.7297, top5_acc: 0.9045, loss_cls: 1.0430, loss: 1.0430, grad_norm: 3.4202 2020-07-24 10:28:08,394 - mmaction - INFO - Epoch [34][680/1074] lr: 3.500e-03, eta: 5:57:05, time: 1.160, data_time: 0.007, memory: 8951, top1_acc: 0.7475, top5_acc: 0.9107, loss_cls: 0.9879, loss: 0.9879, grad_norm: 3.2951 2020-07-24 10:28:32,544 - mmaction - INFO - Epoch [34][700/1074] lr: 3.500e-03, eta: 5:56:40, time: 1.208, data_time: 0.005, memory: 8951, top1_acc: 0.7442, top5_acc: 0.9029, loss_cls: 1.0134, loss: 1.0134, grad_norm: 3.3389 2020-07-24 10:28:55,563 - mmaction - INFO - Epoch [34][720/1074] lr: 3.500e-03, eta: 5:56:15, time: 1.150, data_time: 0.004, memory: 8951, top1_acc: 0.7453, top5_acc: 0.9094, loss_cls: 0.9883, loss: 0.9883, grad_norm: 3.3393 2020-07-24 10:29:18,958 - mmaction - INFO - Epoch [34][740/1074] lr: 3.500e-03, eta: 5:55:50, time: 1.168, data_time: 0.006, memory: 8951, top1_acc: 0.7487, top5_acc: 0.9103, loss_cls: 0.9787, loss: 0.9787, grad_norm: 3.2851 2020-07-24 10:29:43,431 - mmaction - INFO - Epoch [34][760/1074] lr: 3.500e-03, eta: 5:55:26, time: 1.227, data_time: 0.008, memory: 8951, top1_acc: 0.7563, top5_acc: 0.9161, loss_cls: 0.9657, loss: 0.9657, grad_norm: 3.3426 2020-07-24 10:30:08,258 - mmaction - INFO - Epoch [34][780/1074] lr: 3.500e-03, eta: 5:55:02, time: 1.241, data_time: 0.007, memory: 8951, top1_acc: 0.7516, top5_acc: 0.9080, loss_cls: 0.9963, loss: 0.9963, grad_norm: 3.3087 2020-07-24 10:30:32,476 - mmaction - INFO - Epoch [34][800/1074] lr: 3.500e-03, eta: 5:54:37, time: 1.211, data_time: 0.005, memory: 8951, top1_acc: 0.7330, top5_acc: 0.9074, loss_cls: 1.0302, loss: 1.0302, grad_norm: 3.4354 2020-07-24 10:30:56,675 - mmaction - INFO - Epoch [34][820/1074] lr: 3.500e-03, eta: 5:54:13, time: 1.208, data_time: 0.006, memory: 8951, top1_acc: 0.7504, top5_acc: 0.9071, loss_cls: 0.9805, loss: 0.9805, grad_norm: 3.3244 2020-07-24 10:31:19,531 - mmaction - INFO - Epoch [34][840/1074] lr: 3.500e-03, eta: 5:53:48, time: 1.144, data_time: 0.008, memory: 8951, top1_acc: 0.7366, top5_acc: 0.9107, loss_cls: 1.0002, loss: 1.0002, grad_norm: 3.3732 2020-07-24 10:31:43,249 - mmaction - INFO - Epoch [34][860/1074] lr: 3.500e-03, eta: 5:53:23, time: 1.185, data_time: 0.004, memory: 8951, top1_acc: 0.7527, top5_acc: 0.9112, loss_cls: 0.9808, loss: 0.9808, grad_norm: 3.3315 2020-07-24 10:32:07,525 - mmaction - INFO - Epoch [34][880/1074] lr: 3.500e-03, eta: 5:52:59, time: 1.213, data_time: 0.007, memory: 8951, top1_acc: 0.7493, top5_acc: 0.9163, loss_cls: 0.9961, loss: 0.9961, grad_norm: 3.3325 2020-07-24 10:32:31,908 - mmaction - INFO - Epoch [34][900/1074] lr: 3.500e-03, eta: 5:52:34, time: 1.222, data_time: 0.008, memory: 8951, top1_acc: 0.7375, top5_acc: 0.9031, loss_cls: 1.0398, loss: 1.0398, grad_norm: 3.3842 2020-07-24 10:32:56,139 - mmaction - INFO - Epoch [34][920/1074] lr: 3.500e-03, eta: 5:52:10, time: 1.208, data_time: 0.003, memory: 8951, top1_acc: 0.7266, top5_acc: 0.9011, loss_cls: 1.0804, loss: 1.0804, grad_norm: 3.4459 2020-07-24 10:33:18,940 - mmaction - INFO - Epoch [34][940/1074] lr: 3.500e-03, eta: 5:51:45, time: 1.137, data_time: 0.008, memory: 8951, top1_acc: 0.7429, top5_acc: 0.9074, loss_cls: 0.9972, loss: 0.9972, grad_norm: 3.3271 2020-07-24 10:33:44,787 - mmaction - INFO - Epoch [34][960/1074] lr: 3.500e-03, eta: 5:51:21, time: 1.297, data_time: 0.009, memory: 8951, top1_acc: 0.7516, top5_acc: 0.9181, loss_cls: 0.9328, loss: 0.9328, grad_norm: 3.2203 2020-07-24 10:34:08,426 - mmaction - INFO - Epoch [34][980/1074] lr: 3.500e-03, eta: 5:50:56, time: 1.176, data_time: 0.007, memory: 8951, top1_acc: 0.7413, top5_acc: 0.9069, loss_cls: 1.0162, loss: 1.0162, grad_norm: 3.3472 2020-07-24 10:34:31,625 - mmaction - INFO - Epoch [34][1000/1074] lr: 3.500e-03, eta: 5:50:31, time: 1.165, data_time: 0.010, memory: 8951, top1_acc: 0.7469, top5_acc: 0.9085, loss_cls: 0.9943, loss: 0.9943, grad_norm: 3.3126 2020-07-24 10:34:55,175 - mmaction - INFO - Epoch [34][1020/1074] lr: 3.500e-03, eta: 5:50:07, time: 1.177, data_time: 0.008, memory: 8951, top1_acc: 0.7261, top5_acc: 0.9107, loss_cls: 1.0512, loss: 1.0512, grad_norm: 3.4466 2020-07-24 10:35:19,506 - mmaction - INFO - Epoch [34][1040/1074] lr: 3.500e-03, eta: 5:49:42, time: 1.219, data_time: 0.007, memory: 8951, top1_acc: 0.7444, top5_acc: 0.9096, loss_cls: 1.0002, loss: 1.0002, grad_norm: 3.3568 2020-07-24 10:35:42,696 - mmaction - INFO - Epoch [34][1060/1074] lr: 3.500e-03, eta: 5:49:17, time: 1.157, data_time: 0.007, memory: 8951, top1_acc: 0.7382, top5_acc: 0.9134, loss_cls: 1.0000, loss: 1.0000, grad_norm: 3.3564 2020-07-24 10:35:58,817 - mmaction - INFO - Saving checkpoint at 34 epochs 2020-07-24 10:36:32,414 - mmaction - INFO - Epoch [35][20/1074] lr: 3.500e-03, eta: 5:48:32, time: 1.651, data_time: 0.642, memory: 8951, top1_acc: 0.7518, top5_acc: 0.9196, loss_cls: 0.9538, loss: 0.9538, grad_norm: 3.1989 2020-07-24 10:36:56,310 - mmaction - INFO - Epoch [35][40/1074] lr: 3.500e-03, eta: 5:48:07, time: 1.198, data_time: 0.006, memory: 8951, top1_acc: 0.7426, top5_acc: 0.9069, loss_cls: 1.0136, loss: 1.0136, grad_norm: 3.3543 2020-07-24 10:37:19,259 - mmaction - INFO - Epoch [35][60/1074] lr: 3.500e-03, eta: 5:47:42, time: 1.145, data_time: 0.003, memory: 8951, top1_acc: 0.7583, top5_acc: 0.9156, loss_cls: 0.9499, loss: 0.9499, grad_norm: 3.2643 2020-07-24 10:37:43,685 - mmaction - INFO - Epoch [35][80/1074] lr: 3.500e-03, eta: 5:47:18, time: 1.223, data_time: 0.008, memory: 8951, top1_acc: 0.7464, top5_acc: 0.9103, loss_cls: 0.9964, loss: 0.9964, grad_norm: 3.3279 2020-07-24 10:38:07,168 - mmaction - INFO - Epoch [35][100/1074] lr: 3.500e-03, eta: 5:46:53, time: 1.173, data_time: 0.004, memory: 8951, top1_acc: 0.7518, top5_acc: 0.9103, loss_cls: 0.9725, loss: 0.9725, grad_norm: 3.3194 2020-07-24 10:38:33,166 - mmaction - INFO - Epoch [35][120/1074] lr: 3.500e-03, eta: 5:46:30, time: 1.302, data_time: 0.005, memory: 8951, top1_acc: 0.7413, top5_acc: 0.9143, loss_cls: 0.9988, loss: 0.9988, grad_norm: 3.3393 2020-07-24 10:38:57,108 - mmaction - INFO - Epoch [35][140/1074] lr: 3.500e-03, eta: 5:46:05, time: 1.196, data_time: 0.005, memory: 8951, top1_acc: 0.7455, top5_acc: 0.9116, loss_cls: 0.9967, loss: 0.9967, grad_norm: 3.2678 2020-07-24 10:39:21,000 - mmaction - INFO - Epoch [35][160/1074] lr: 3.500e-03, eta: 5:45:40, time: 1.195, data_time: 0.004, memory: 8951, top1_acc: 0.7621, top5_acc: 0.9156, loss_cls: 0.9337, loss: 0.9337, grad_norm: 3.2778 2020-07-24 10:39:44,734 - mmaction - INFO - Epoch [35][180/1074] lr: 3.500e-03, eta: 5:45:16, time: 1.187, data_time: 0.007, memory: 8951, top1_acc: 0.7556, top5_acc: 0.9174, loss_cls: 0.9487, loss: 0.9487, grad_norm: 3.2906 2020-07-24 10:40:08,040 - mmaction - INFO - Epoch [35][200/1074] lr: 3.500e-03, eta: 5:44:51, time: 1.165, data_time: 0.004, memory: 8951, top1_acc: 0.7442, top5_acc: 0.9065, loss_cls: 0.9989, loss: 0.9989, grad_norm: 3.3135 2020-07-24 10:40:31,029 - mmaction - INFO - Epoch [35][220/1074] lr: 3.500e-03, eta: 5:44:26, time: 1.150, data_time: 0.003, memory: 8951, top1_acc: 0.7406, top5_acc: 0.9150, loss_cls: 0.9713, loss: 0.9713, grad_norm: 3.3161 2020-07-24 10:40:54,974 - mmaction - INFO - Epoch [35][240/1074] lr: 3.500e-03, eta: 5:44:01, time: 1.197, data_time: 0.006, memory: 8951, top1_acc: 0.7502, top5_acc: 0.9083, loss_cls: 0.9730, loss: 0.9730, grad_norm: 3.3005 2020-07-24 10:41:19,105 - mmaction - INFO - Epoch [35][260/1074] lr: 3.500e-03, eta: 5:43:37, time: 1.206, data_time: 0.007, memory: 8951, top1_acc: 0.7435, top5_acc: 0.9127, loss_cls: 0.9982, loss: 0.9982, grad_norm: 3.3793 2020-07-24 10:41:43,507 - mmaction - INFO - Epoch [35][280/1074] lr: 3.500e-03, eta: 5:43:13, time: 1.219, data_time: 0.008, memory: 8951, top1_acc: 0.7480, top5_acc: 0.9134, loss_cls: 0.9856, loss: 0.9856, grad_norm: 3.3161 2020-07-24 10:42:07,379 - mmaction - INFO - Epoch [35][300/1074] lr: 3.500e-03, eta: 5:42:48, time: 1.193, data_time: 0.005, memory: 8951, top1_acc: 0.7455, top5_acc: 0.9054, loss_cls: 0.9950, loss: 0.9950, grad_norm: 3.3519 2020-07-24 10:42:32,014 - mmaction - INFO - Epoch [35][320/1074] lr: 3.500e-03, eta: 5:42:24, time: 1.228, data_time: 0.009, memory: 8951, top1_acc: 0.7487, top5_acc: 0.9100, loss_cls: 0.9728, loss: 0.9728, grad_norm: 3.3269 2020-07-24 10:42:56,871 - mmaction - INFO - Epoch [35][340/1074] lr: 3.500e-03, eta: 5:42:00, time: 1.248, data_time: 0.008, memory: 8951, top1_acc: 0.7444, top5_acc: 0.9156, loss_cls: 0.9855, loss: 0.9855, grad_norm: 3.3423 2020-07-24 10:43:20,972 - mmaction - INFO - Epoch [35][360/1074] lr: 3.500e-03, eta: 5:41:35, time: 1.205, data_time: 0.007, memory: 8951, top1_acc: 0.7509, top5_acc: 0.9174, loss_cls: 0.9489, loss: 0.9489, grad_norm: 3.3019 2020-07-24 10:43:45,617 - mmaction - INFO - Epoch [35][380/1074] lr: 3.500e-03, eta: 5:41:11, time: 1.230, data_time: 0.005, memory: 8951, top1_acc: 0.7491, top5_acc: 0.9107, loss_cls: 0.9666, loss: 0.9666, grad_norm: 3.2911 2020-07-24 10:44:09,400 - mmaction - INFO - Epoch [35][400/1074] lr: 3.500e-03, eta: 5:40:46, time: 1.188, data_time: 0.009, memory: 8951, top1_acc: 0.7551, top5_acc: 0.9134, loss_cls: 0.9503, loss: 0.9503, grad_norm: 3.2588 2020-07-24 10:44:33,998 - mmaction - INFO - Epoch [35][420/1074] lr: 3.500e-03, eta: 5:40:22, time: 1.233, data_time: 0.007, memory: 8951, top1_acc: 0.7493, top5_acc: 0.9203, loss_cls: 0.9596, loss: 0.9596, grad_norm: 3.3591 2020-07-24 10:44:57,160 - mmaction - INFO - Epoch [35][440/1074] lr: 3.500e-03, eta: 5:39:57, time: 1.158, data_time: 0.006, memory: 8951, top1_acc: 0.7473, top5_acc: 0.9071, loss_cls: 1.0209, loss: 1.0209, grad_norm: 3.3481 2020-07-24 10:45:20,274 - mmaction - INFO - Epoch [35][460/1074] lr: 3.500e-03, eta: 5:39:32, time: 1.155, data_time: 0.004, memory: 8951, top1_acc: 0.7496, top5_acc: 0.9129, loss_cls: 0.9857, loss: 0.9857, grad_norm: 3.3517 2020-07-24 10:45:44,689 - mmaction - INFO - Epoch [35][480/1074] lr: 3.500e-03, eta: 5:39:08, time: 1.220, data_time: 0.007, memory: 8951, top1_acc: 0.7462, top5_acc: 0.9134, loss_cls: 0.9887, loss: 0.9887, grad_norm: 3.3712 2020-07-24 10:46:09,202 - mmaction - INFO - Epoch [35][500/1074] lr: 3.500e-03, eta: 5:38:43, time: 1.226, data_time: 0.005, memory: 8951, top1_acc: 0.7491, top5_acc: 0.9141, loss_cls: 0.9941, loss: 0.9941, grad_norm: 3.3936 2020-07-24 10:46:33,206 - mmaction - INFO - Epoch [35][520/1074] lr: 3.500e-03, eta: 5:38:19, time: 1.199, data_time: 0.007, memory: 8951, top1_acc: 0.7531, top5_acc: 0.9196, loss_cls: 0.9650, loss: 0.9650, grad_norm: 3.3142 2020-07-24 10:46:56,074 - mmaction - INFO - Epoch [35][540/1074] lr: 3.500e-03, eta: 5:37:54, time: 1.146, data_time: 0.008, memory: 8951, top1_acc: 0.7498, top5_acc: 0.9143, loss_cls: 0.9880, loss: 0.9880, grad_norm: 3.3885 2020-07-24 10:47:21,066 - mmaction - INFO - Epoch [35][560/1074] lr: 3.500e-03, eta: 5:37:30, time: 1.247, data_time: 0.007, memory: 8951, top1_acc: 0.7408, top5_acc: 0.9049, loss_cls: 1.0157, loss: 1.0157, grad_norm: 3.3618 2020-07-24 10:47:45,733 - mmaction - INFO - Epoch [35][580/1074] lr: 3.500e-03, eta: 5:37:06, time: 1.234, data_time: 0.005, memory: 8951, top1_acc: 0.7467, top5_acc: 0.9156, loss_cls: 0.9604, loss: 0.9604, grad_norm: 3.3263 2020-07-24 10:48:08,818 - mmaction - INFO - Epoch [35][600/1074] lr: 3.500e-03, eta: 5:36:41, time: 1.154, data_time: 0.007, memory: 8951, top1_acc: 0.7451, top5_acc: 0.9100, loss_cls: 0.9924, loss: 0.9924, grad_norm: 3.3600 2020-07-24 10:48:32,883 - mmaction - INFO - Epoch [35][620/1074] lr: 3.500e-03, eta: 5:36:16, time: 1.201, data_time: 0.008, memory: 8951, top1_acc: 0.7462, top5_acc: 0.9132, loss_cls: 0.9883, loss: 0.9883, grad_norm: 3.4073 2020-07-24 10:48:57,211 - mmaction - INFO - Epoch [35][640/1074] lr: 3.500e-03, eta: 5:35:52, time: 1.218, data_time: 0.008, memory: 8951, top1_acc: 0.7462, top5_acc: 0.9100, loss_cls: 0.9807, loss: 0.9807, grad_norm: 3.3817 2020-07-24 10:49:21,066 - mmaction - INFO - Epoch [35][660/1074] lr: 3.500e-03, eta: 5:35:27, time: 1.194, data_time: 0.007, memory: 8951, top1_acc: 0.7435, top5_acc: 0.9069, loss_cls: 0.9851, loss: 0.9851, grad_norm: 3.3589 2020-07-24 10:49:45,108 - mmaction - INFO - Epoch [35][680/1074] lr: 3.500e-03, eta: 5:35:03, time: 1.203, data_time: 0.008, memory: 8951, top1_acc: 0.7422, top5_acc: 0.9121, loss_cls: 1.0051, loss: 1.0051, grad_norm: 3.4361 2020-07-24 10:50:09,516 - mmaction - INFO - Epoch [35][700/1074] lr: 3.500e-03, eta: 5:34:38, time: 1.220, data_time: 0.005, memory: 8951, top1_acc: 0.7536, top5_acc: 0.9085, loss_cls: 0.9866, loss: 0.9866, grad_norm: 3.3148 2020-07-24 10:50:33,970 - mmaction - INFO - Epoch [35][720/1074] lr: 3.500e-03, eta: 5:34:14, time: 1.220, data_time: 0.003, memory: 8951, top1_acc: 0.7542, top5_acc: 0.9219, loss_cls: 0.9481, loss: 0.9481, grad_norm: 3.3106 2020-07-24 10:50:58,028 - mmaction - INFO - Epoch [35][740/1074] lr: 3.500e-03, eta: 5:33:50, time: 1.206, data_time: 0.009, memory: 8951, top1_acc: 0.7471, top5_acc: 0.9094, loss_cls: 0.9805, loss: 0.9805, grad_norm: 3.3506 2020-07-24 10:51:22,303 - mmaction - INFO - Epoch [35][760/1074] lr: 3.500e-03, eta: 5:33:25, time: 1.213, data_time: 0.004, memory: 8951, top1_acc: 0.7449, top5_acc: 0.9087, loss_cls: 0.9996, loss: 0.9996, grad_norm: 3.4046 2020-07-24 10:51:46,934 - mmaction - INFO - Epoch [35][780/1074] lr: 3.500e-03, eta: 5:33:01, time: 1.230, data_time: 0.004, memory: 8951, top1_acc: 0.7433, top5_acc: 0.9085, loss_cls: 0.9770, loss: 0.9770, grad_norm: 3.3761 2020-07-24 10:52:10,942 - mmaction - INFO - Epoch [35][800/1074] lr: 3.500e-03, eta: 5:32:36, time: 1.201, data_time: 0.007, memory: 8951, top1_acc: 0.7438, top5_acc: 0.9047, loss_cls: 1.0045, loss: 1.0045, grad_norm: 3.3911 2020-07-24 10:52:35,442 - mmaction - INFO - Epoch [35][820/1074] lr: 3.500e-03, eta: 5:32:12, time: 1.226, data_time: 0.006, memory: 8951, top1_acc: 0.7469, top5_acc: 0.9163, loss_cls: 0.9782, loss: 0.9782, grad_norm: 3.4083 2020-07-24 10:52:59,769 - mmaction - INFO - Epoch [35][840/1074] lr: 3.500e-03, eta: 5:31:48, time: 1.215, data_time: 0.003, memory: 8951, top1_acc: 0.7462, top5_acc: 0.9134, loss_cls: 0.9688, loss: 0.9688, grad_norm: 3.3787 2020-07-24 10:53:23,990 - mmaction - INFO - Epoch [35][860/1074] lr: 3.500e-03, eta: 5:31:23, time: 1.210, data_time: 0.004, memory: 8951, top1_acc: 0.7413, top5_acc: 0.9045, loss_cls: 0.9985, loss: 0.9985, grad_norm: 3.3570 2020-07-24 10:53:47,249 - mmaction - INFO - Epoch [35][880/1074] lr: 3.500e-03, eta: 5:30:58, time: 1.162, data_time: 0.009, memory: 8951, top1_acc: 0.7504, top5_acc: 0.9089, loss_cls: 0.9885, loss: 0.9885, grad_norm: 3.3632 2020-07-24 10:54:12,447 - mmaction - INFO - Epoch [35][900/1074] lr: 3.500e-03, eta: 5:30:34, time: 1.262, data_time: 0.008, memory: 8951, top1_acc: 0.7529, top5_acc: 0.9141, loss_cls: 0.9586, loss: 0.9586, grad_norm: 3.3487 2020-07-24 10:54:37,021 - mmaction - INFO - Epoch [35][920/1074] lr: 3.500e-03, eta: 5:30:10, time: 1.223, data_time: 0.007, memory: 8951, top1_acc: 0.7433, top5_acc: 0.9125, loss_cls: 0.9838, loss: 0.9838, grad_norm: 3.3992 2020-07-24 10:55:00,882 - mmaction - INFO - Epoch [35][940/1074] lr: 3.500e-03, eta: 5:29:46, time: 1.199, data_time: 0.009, memory: 8951, top1_acc: 0.7478, top5_acc: 0.9114, loss_cls: 0.9937, loss: 0.9937, grad_norm: 3.3434 2020-07-24 10:55:25,099 - mmaction - INFO - Epoch [35][960/1074] lr: 3.500e-03, eta: 5:29:21, time: 1.212, data_time: 0.006, memory: 8951, top1_acc: 0.7471, top5_acc: 0.9134, loss_cls: 0.9835, loss: 0.9835, grad_norm: 3.3471 2020-07-24 10:55:50,239 - mmaction - INFO - Epoch [35][980/1074] lr: 3.500e-03, eta: 5:28:57, time: 1.257, data_time: 0.003, memory: 8951, top1_acc: 0.7536, top5_acc: 0.9112, loss_cls: 0.9685, loss: 0.9685, grad_norm: 3.2653 2020-07-24 10:56:13,528 - mmaction - INFO - Epoch [35][1000/1074] lr: 3.500e-03, eta: 5:28:32, time: 1.164, data_time: 0.005, memory: 8951, top1_acc: 0.7357, top5_acc: 0.9092, loss_cls: 1.0163, loss: 1.0163, grad_norm: 3.4338 2020-07-24 10:56:37,763 - mmaction - INFO - Epoch [35][1020/1074] lr: 3.500e-03, eta: 5:28:08, time: 1.212, data_time: 0.005, memory: 8951, top1_acc: 0.7422, top5_acc: 0.9065, loss_cls: 1.0071, loss: 1.0071, grad_norm: 3.4139 2020-07-24 10:57:02,196 - mmaction - INFO - Epoch [35][1040/1074] lr: 3.500e-03, eta: 5:27:44, time: 1.221, data_time: 0.005, memory: 8951, top1_acc: 0.7580, top5_acc: 0.9136, loss_cls: 0.9619, loss: 0.9619, grad_norm: 3.2855 2020-07-24 10:57:25,626 - mmaction - INFO - Epoch [35][1060/1074] lr: 3.500e-03, eta: 5:27:19, time: 1.168, data_time: 0.005, memory: 8951, top1_acc: 0.7440, top5_acc: 0.9107, loss_cls: 0.9926, loss: 0.9926, grad_norm: 3.3541 2020-07-24 10:57:41,730 - mmaction - INFO - Saving checkpoint at 35 epochs 2020-07-24 10:58:17,791 - mmaction - INFO - Epoch [36][20/1074] lr: 3.500e-03, eta: 5:26:35, time: 1.774, data_time: 0.517, memory: 8951, top1_acc: 0.7540, top5_acc: 0.9107, loss_cls: 0.9888, loss: 0.9888, grad_norm: 3.3637 2020-07-24 10:58:40,510 - mmaction - INFO - Epoch [36][40/1074] lr: 3.500e-03, eta: 5:26:10, time: 1.134, data_time: 0.008, memory: 8951, top1_acc: 0.7527, top5_acc: 0.9167, loss_cls: 0.9631, loss: 0.9631, grad_norm: 3.3082 2020-07-24 10:59:06,123 - mmaction - INFO - Epoch [36][60/1074] lr: 3.500e-03, eta: 5:25:46, time: 1.284, data_time: 0.008, memory: 8951, top1_acc: 0.7587, top5_acc: 0.9132, loss_cls: 0.9455, loss: 0.9455, grad_norm: 3.3238 2020-07-24 10:59:28,448 - mmaction - INFO - Epoch [36][80/1074] lr: 3.500e-03, eta: 5:25:21, time: 1.115, data_time: 0.007, memory: 8951, top1_acc: 0.7518, top5_acc: 0.9214, loss_cls: 0.9349, loss: 0.9349, grad_norm: 3.3498 2020-07-24 10:59:54,024 - mmaction - INFO - Epoch [36][100/1074] lr: 3.500e-03, eta: 5:24:57, time: 1.279, data_time: 0.006, memory: 8951, top1_acc: 0.7618, top5_acc: 0.9203, loss_cls: 0.9271, loss: 0.9271, grad_norm: 3.3167 2020-07-24 11:00:21,162 - mmaction - INFO - Epoch [36][120/1074] lr: 3.500e-03, eta: 5:24:34, time: 1.348, data_time: 0.009, memory: 8951, top1_acc: 0.7422, top5_acc: 0.9116, loss_cls: 0.9786, loss: 0.9786, grad_norm: 3.3757 2020-07-24 11:00:43,157 - mmaction - INFO - Epoch [36][140/1074] lr: 3.500e-03, eta: 5:24:08, time: 1.107, data_time: 0.029, memory: 8951, top1_acc: 0.7538, top5_acc: 0.9183, loss_cls: 0.9583, loss: 0.9583, grad_norm: 3.3849 2020-07-24 11:01:06,671 - mmaction - INFO - Epoch [36][160/1074] lr: 3.500e-03, eta: 5:23:44, time: 1.180, data_time: 0.008, memory: 8951, top1_acc: 0.7482, top5_acc: 0.9172, loss_cls: 0.9770, loss: 0.9770, grad_norm: 3.4263 2020-07-24 11:01:30,328 - mmaction - INFO - Epoch [36][180/1074] lr: 3.500e-03, eta: 5:23:19, time: 1.182, data_time: 0.002, memory: 8951, top1_acc: 0.7462, top5_acc: 0.9121, loss_cls: 0.9872, loss: 0.9872, grad_norm: 3.4375 2020-07-24 11:01:53,887 - mmaction - INFO - Epoch [36][200/1074] lr: 3.500e-03, eta: 5:22:54, time: 1.177, data_time: 0.008, memory: 8951, top1_acc: 0.7489, top5_acc: 0.9127, loss_cls: 0.9846, loss: 0.9846, grad_norm: 3.3562 2020-07-24 11:02:17,945 - mmaction - INFO - Epoch [36][220/1074] lr: 3.500e-03, eta: 5:22:30, time: 1.203, data_time: 0.003, memory: 8951, top1_acc: 0.7558, top5_acc: 0.9143, loss_cls: 0.9627, loss: 0.9627, grad_norm: 3.3322 2020-07-24 11:02:41,587 - mmaction - INFO - Epoch [36][240/1074] lr: 3.500e-03, eta: 5:22:05, time: 1.183, data_time: 0.005, memory: 8951, top1_acc: 0.7520, top5_acc: 0.9154, loss_cls: 0.9566, loss: 0.9566, grad_norm: 3.3403 2020-07-24 11:03:05,532 - mmaction - INFO - Epoch [36][260/1074] lr: 3.500e-03, eta: 5:21:41, time: 1.196, data_time: 0.004, memory: 8951, top1_acc: 0.7504, top5_acc: 0.9181, loss_cls: 0.9616, loss: 0.9616, grad_norm: 3.3210 2020-07-24 11:03:29,037 - mmaction - INFO - Epoch [36][280/1074] lr: 3.500e-03, eta: 5:21:16, time: 1.174, data_time: 0.003, memory: 8951, top1_acc: 0.7391, top5_acc: 0.9071, loss_cls: 1.0008, loss: 1.0008, grad_norm: 3.4099 2020-07-24 11:03:54,225 - mmaction - INFO - Epoch [36][300/1074] lr: 3.500e-03, eta: 5:20:52, time: 1.259, data_time: 0.004, memory: 8951, top1_acc: 0.7496, top5_acc: 0.9138, loss_cls: 0.9827, loss: 0.9827, grad_norm: 3.4005 2020-07-24 11:04:19,253 - mmaction - INFO - Epoch [36][320/1074] lr: 3.500e-03, eta: 5:20:28, time: 1.252, data_time: 0.008, memory: 8951, top1_acc: 0.7621, top5_acc: 0.9205, loss_cls: 0.9234, loss: 0.9234, grad_norm: 3.2671 2020-07-24 11:04:43,133 - mmaction - INFO - Epoch [36][340/1074] lr: 3.500e-03, eta: 5:20:03, time: 1.196, data_time: 0.005, memory: 8951, top1_acc: 0.7475, top5_acc: 0.9165, loss_cls: 0.9600, loss: 0.9600, grad_norm: 3.3488 2020-07-24 11:05:07,286 - mmaction - INFO - Epoch [36][360/1074] lr: 3.500e-03, eta: 5:19:39, time: 1.207, data_time: 0.005, memory: 8951, top1_acc: 0.7493, top5_acc: 0.9152, loss_cls: 0.9651, loss: 0.9651, grad_norm: 3.3757 2020-07-24 11:05:32,390 - mmaction - INFO - Epoch [36][380/1074] lr: 3.500e-03, eta: 5:19:15, time: 1.250, data_time: 0.003, memory: 8951, top1_acc: 0.7442, top5_acc: 0.9147, loss_cls: 0.9786, loss: 0.9786, grad_norm: 3.4171 2020-07-24 11:05:57,099 - mmaction - INFO - Epoch [36][400/1074] lr: 3.500e-03, eta: 5:18:51, time: 1.241, data_time: 0.008, memory: 8951, top1_acc: 0.7533, top5_acc: 0.9225, loss_cls: 0.9294, loss: 0.9294, grad_norm: 3.3506 2020-07-24 11:06:21,248 - mmaction - INFO - Epoch [36][420/1074] lr: 3.500e-03, eta: 5:18:26, time: 1.208, data_time: 0.005, memory: 8951, top1_acc: 0.7402, top5_acc: 0.9085, loss_cls: 1.0095, loss: 1.0095, grad_norm: 3.4954 2020-07-24 11:06:44,728 - mmaction - INFO - Epoch [36][440/1074] lr: 3.500e-03, eta: 5:18:02, time: 1.174, data_time: 0.005, memory: 8951, top1_acc: 0.7533, top5_acc: 0.9203, loss_cls: 0.9569, loss: 0.9569, grad_norm: 3.3765 2020-07-24 11:07:09,876 - mmaction - INFO - Epoch [36][460/1074] lr: 3.500e-03, eta: 5:17:37, time: 1.254, data_time: 0.006, memory: 8951, top1_acc: 0.7627, top5_acc: 0.9158, loss_cls: 0.9420, loss: 0.9420, grad_norm: 3.3028 2020-07-24 11:07:34,061 - mmaction - INFO - Epoch [36][480/1074] lr: 3.500e-03, eta: 5:17:13, time: 1.212, data_time: 0.008, memory: 8951, top1_acc: 0.7549, top5_acc: 0.9172, loss_cls: 0.9486, loss: 0.9486, grad_norm: 3.3740 2020-07-24 11:08:00,507 - mmaction - INFO - Epoch [36][500/1074] lr: 3.500e-03, eta: 5:16:50, time: 1.320, data_time: 0.008, memory: 8951, top1_acc: 0.7489, top5_acc: 0.9109, loss_cls: 0.9811, loss: 0.9811, grad_norm: 3.3435 2020-07-24 11:08:24,826 - mmaction - INFO - Epoch [36][520/1074] lr: 3.500e-03, eta: 5:16:25, time: 1.216, data_time: 0.007, memory: 8951, top1_acc: 0.7565, top5_acc: 0.9125, loss_cls: 0.9501, loss: 0.9501, grad_norm: 3.3586 2020-07-24 11:08:47,737 - mmaction - INFO - Epoch [36][540/1074] lr: 3.500e-03, eta: 5:16:00, time: 1.146, data_time: 0.007, memory: 8951, top1_acc: 0.7542, top5_acc: 0.9174, loss_cls: 0.9327, loss: 0.9327, grad_norm: 3.3930 2020-07-24 11:09:11,106 - mmaction - INFO - Epoch [36][560/1074] lr: 3.500e-03, eta: 5:15:35, time: 1.170, data_time: 0.006, memory: 8951, top1_acc: 0.7623, top5_acc: 0.9190, loss_cls: 0.9309, loss: 0.9309, grad_norm: 3.3631 2020-07-24 11:09:34,971 - mmaction - INFO - Epoch [36][580/1074] lr: 3.500e-03, eta: 5:15:11, time: 1.191, data_time: 0.007, memory: 8951, top1_acc: 0.7545, top5_acc: 0.9185, loss_cls: 0.9526, loss: 0.9526, grad_norm: 3.3427 2020-07-24 11:09:59,603 - mmaction - INFO - Epoch [36][600/1074] lr: 3.500e-03, eta: 5:14:47, time: 1.231, data_time: 0.007, memory: 8951, top1_acc: 0.7496, top5_acc: 0.9116, loss_cls: 0.9842, loss: 0.9842, grad_norm: 3.4622 2020-07-24 11:10:24,565 - mmaction - INFO - Epoch [36][620/1074] lr: 3.500e-03, eta: 5:14:23, time: 1.250, data_time: 0.010, memory: 8951, top1_acc: 0.7404, top5_acc: 0.9098, loss_cls: 0.9934, loss: 0.9934, grad_norm: 3.4778 2020-07-24 11:10:48,291 - mmaction - INFO - Epoch [36][640/1074] lr: 3.500e-03, eta: 5:13:58, time: 1.188, data_time: 0.005, memory: 8951, top1_acc: 0.7502, top5_acc: 0.9098, loss_cls: 0.9919, loss: 0.9919, grad_norm: 3.4179 2020-07-24 11:11:11,510 - mmaction - INFO - Epoch [36][660/1074] lr: 3.500e-03, eta: 5:13:33, time: 1.160, data_time: 0.006, memory: 8951, top1_acc: 0.7585, top5_acc: 0.9141, loss_cls: 0.9640, loss: 0.9640, grad_norm: 3.3967 2020-07-24 11:11:36,907 - mmaction - INFO - Epoch [36][680/1074] lr: 3.500e-03, eta: 5:13:09, time: 1.270, data_time: 0.005, memory: 8951, top1_acc: 0.7435, top5_acc: 0.9047, loss_cls: 1.0104, loss: 1.0104, grad_norm: 3.4228 2020-07-24 11:12:00,262 - mmaction - INFO - Epoch [36][700/1074] lr: 3.500e-03, eta: 5:12:44, time: 1.165, data_time: 0.005, memory: 8951, top1_acc: 0.7478, top5_acc: 0.9107, loss_cls: 0.9819, loss: 0.9819, grad_norm: 3.4587 2020-07-24 11:12:24,973 - mmaction - INFO - Epoch [36][720/1074] lr: 3.500e-03, eta: 5:12:20, time: 1.238, data_time: 0.008, memory: 8951, top1_acc: 0.7496, top5_acc: 0.9127, loss_cls: 0.9911, loss: 0.9911, grad_norm: 3.4599 2020-07-24 11:12:48,995 - mmaction - INFO - Epoch [36][740/1074] lr: 3.500e-03, eta: 5:11:56, time: 1.201, data_time: 0.003, memory: 8951, top1_acc: 0.7458, top5_acc: 0.9161, loss_cls: 0.9622, loss: 0.9622, grad_norm: 3.3629 2020-07-24 11:13:13,172 - mmaction - INFO - Epoch [36][760/1074] lr: 3.500e-03, eta: 5:11:31, time: 1.210, data_time: 0.007, memory: 8951, top1_acc: 0.7513, top5_acc: 0.9092, loss_cls: 0.9985, loss: 0.9985, grad_norm: 3.4381 2020-07-24 11:13:36,491 - mmaction - INFO - Epoch [36][780/1074] lr: 3.500e-03, eta: 5:11:07, time: 1.165, data_time: 0.004, memory: 8951, top1_acc: 0.7469, top5_acc: 0.9141, loss_cls: 0.9887, loss: 0.9887, grad_norm: 3.4500 2020-07-24 11:14:00,931 - mmaction - INFO - Epoch [36][800/1074] lr: 3.500e-03, eta: 5:10:42, time: 1.222, data_time: 0.006, memory: 8951, top1_acc: 0.7522, top5_acc: 0.9152, loss_cls: 0.9550, loss: 0.9550, grad_norm: 3.3521 2020-07-24 11:14:23,365 - mmaction - INFO - Epoch [36][820/1074] lr: 3.500e-03, eta: 5:10:17, time: 1.122, data_time: 0.004, memory: 8951, top1_acc: 0.7480, top5_acc: 0.9116, loss_cls: 0.9638, loss: 0.9638, grad_norm: 3.4300 2020-07-24 11:14:48,659 - mmaction - INFO - Epoch [36][840/1074] lr: 3.500e-03, eta: 5:09:53, time: 1.265, data_time: 0.007, memory: 8951, top1_acc: 0.7500, top5_acc: 0.9205, loss_cls: 0.9484, loss: 0.9484, grad_norm: 3.3587 2020-07-24 11:15:12,526 - mmaction - INFO - Epoch [36][860/1074] lr: 3.500e-03, eta: 5:09:29, time: 1.190, data_time: 0.007, memory: 8951, top1_acc: 0.7511, top5_acc: 0.9127, loss_cls: 0.9717, loss: 0.9717, grad_norm: 3.3859 2020-07-24 11:15:36,065 - mmaction - INFO - Epoch [36][880/1074] lr: 3.500e-03, eta: 5:09:04, time: 1.179, data_time: 0.009, memory: 8951, top1_acc: 0.7290, top5_acc: 0.9071, loss_cls: 1.0369, loss: 1.0369, grad_norm: 3.4882 2020-07-24 11:16:00,609 - mmaction - INFO - Epoch [36][900/1074] lr: 3.500e-03, eta: 5:08:40, time: 1.227, data_time: 0.007, memory: 8951, top1_acc: 0.7375, top5_acc: 0.9152, loss_cls: 1.0108, loss: 1.0108, grad_norm: 3.4456 2020-07-24 11:16:24,466 - mmaction - INFO - Epoch [36][920/1074] lr: 3.500e-03, eta: 5:08:15, time: 1.189, data_time: 0.006, memory: 8951, top1_acc: 0.7406, top5_acc: 0.9134, loss_cls: 1.0020, loss: 1.0020, grad_norm: 3.4348 2020-07-24 11:16:49,995 - mmaction - INFO - Epoch [36][940/1074] lr: 3.500e-03, eta: 5:07:51, time: 1.281, data_time: 0.008, memory: 8951, top1_acc: 0.7426, top5_acc: 0.9103, loss_cls: 1.0091, loss: 1.0091, grad_norm: 3.4318 2020-07-24 11:17:13,941 - mmaction - INFO - Epoch [36][960/1074] lr: 3.500e-03, eta: 5:07:27, time: 1.198, data_time: 0.007, memory: 8951, top1_acc: 0.7578, top5_acc: 0.9208, loss_cls: 0.9370, loss: 0.9370, grad_norm: 3.2889 2020-07-24 11:17:36,942 - mmaction - INFO - Epoch [36][980/1074] lr: 3.500e-03, eta: 5:07:02, time: 1.148, data_time: 0.003, memory: 8951, top1_acc: 0.7426, top5_acc: 0.9087, loss_cls: 1.0170, loss: 1.0170, grad_norm: 3.4613 2020-07-24 11:18:01,163 - mmaction - INFO - Epoch [36][1000/1074] lr: 3.500e-03, eta: 5:06:37, time: 1.210, data_time: 0.008, memory: 8951, top1_acc: 0.7313, top5_acc: 0.9098, loss_cls: 1.0174, loss: 1.0174, grad_norm: 3.5126 2020-07-24 11:18:25,046 - mmaction - INFO - Epoch [36][1020/1074] lr: 3.500e-03, eta: 5:06:13, time: 1.197, data_time: 0.007, memory: 8951, top1_acc: 0.7496, top5_acc: 0.9118, loss_cls: 0.9728, loss: 0.9728, grad_norm: 3.4279 2020-07-24 11:18:48,543 - mmaction - INFO - Epoch [36][1040/1074] lr: 3.500e-03, eta: 5:05:48, time: 1.173, data_time: 0.006, memory: 8951, top1_acc: 0.7438, top5_acc: 0.9134, loss_cls: 0.9972, loss: 0.9972, grad_norm: 3.5274 2020-07-24 11:19:11,740 - mmaction - INFO - Epoch [36][1060/1074] lr: 3.500e-03, eta: 5:05:23, time: 1.161, data_time: 0.007, memory: 8951, top1_acc: 0.7522, top5_acc: 0.9132, loss_cls: 0.9619, loss: 0.9619, grad_norm: 3.4161 2020-07-24 11:19:28,058 - mmaction - INFO - Saving checkpoint at 36 epochs 2020-07-24 11:20:04,310 - mmaction - INFO - Epoch [37][20/1074] lr: 3.500e-03, eta: 5:04:40, time: 1.779, data_time: 0.624, memory: 8951, top1_acc: 0.7473, top5_acc: 0.9118, loss_cls: 0.9807, loss: 0.9807, grad_norm: 3.4235 2020-07-24 11:20:27,211 - mmaction - INFO - Epoch [37][40/1074] lr: 3.500e-03, eta: 5:04:15, time: 1.145, data_time: 0.004, memory: 8951, top1_acc: 0.7625, top5_acc: 0.9152, loss_cls: 0.9272, loss: 0.9272, grad_norm: 3.3484 2020-07-24 11:20:51,054 - mmaction - INFO - Epoch [37][60/1074] lr: 3.500e-03, eta: 5:03:50, time: 1.191, data_time: 0.007, memory: 8951, top1_acc: 0.7536, top5_acc: 0.9174, loss_cls: 0.9634, loss: 0.9634, grad_norm: 3.3899 2020-07-24 11:21:14,533 - mmaction - INFO - Epoch [37][80/1074] lr: 3.500e-03, eta: 5:03:26, time: 1.174, data_time: 0.004, memory: 8951, top1_acc: 0.7647, top5_acc: 0.9232, loss_cls: 0.9268, loss: 0.9268, grad_norm: 3.3918 2020-07-24 11:21:38,870 - mmaction - INFO - Epoch [37][100/1074] lr: 3.500e-03, eta: 5:03:01, time: 1.213, data_time: 0.008, memory: 8951, top1_acc: 0.7406, top5_acc: 0.9123, loss_cls: 0.9892, loss: 0.9892, grad_norm: 3.5377 2020-07-24 11:22:03,139 - mmaction - INFO - Epoch [37][120/1074] lr: 3.500e-03, eta: 5:02:37, time: 1.218, data_time: 0.008, memory: 8951, top1_acc: 0.7554, top5_acc: 0.9167, loss_cls: 0.9574, loss: 0.9574, grad_norm: 3.4357 2020-07-24 11:22:27,898 - mmaction - INFO - Epoch [37][140/1074] lr: 3.500e-03, eta: 5:02:13, time: 1.238, data_time: 0.004, memory: 8951, top1_acc: 0.7507, top5_acc: 0.9123, loss_cls: 0.9648, loss: 0.9648, grad_norm: 3.4025 2020-07-24 11:22:52,093 - mmaction - INFO - Epoch [37][160/1074] lr: 3.500e-03, eta: 5:01:48, time: 1.209, data_time: 0.006, memory: 8951, top1_acc: 0.7513, top5_acc: 0.9163, loss_cls: 0.9481, loss: 0.9481, grad_norm: 3.4071 2020-07-24 11:23:18,189 - mmaction - INFO - Epoch [37][180/1074] lr: 3.500e-03, eta: 5:01:25, time: 1.306, data_time: 0.008, memory: 8951, top1_acc: 0.7511, top5_acc: 0.9127, loss_cls: 0.9702, loss: 0.9702, grad_norm: 3.4150 2020-07-24 11:23:41,679 - mmaction - INFO - Epoch [37][200/1074] lr: 3.500e-03, eta: 5:01:00, time: 1.173, data_time: 0.005, memory: 8951, top1_acc: 0.7444, top5_acc: 0.9141, loss_cls: 0.9675, loss: 0.9675, grad_norm: 3.4216 2020-07-24 11:24:06,228 - mmaction - INFO - Epoch [37][220/1074] lr: 3.500e-03, eta: 5:00:36, time: 1.225, data_time: 0.008, memory: 8951, top1_acc: 0.7531, top5_acc: 0.9136, loss_cls: 0.9667, loss: 0.9667, grad_norm: 3.4146 2020-07-24 11:24:30,833 - mmaction - INFO - Epoch [37][240/1074] lr: 3.500e-03, eta: 5:00:11, time: 1.233, data_time: 0.007, memory: 8951, top1_acc: 0.7451, top5_acc: 0.9098, loss_cls: 0.9869, loss: 0.9869, grad_norm: 3.4237 2020-07-24 11:24:54,461 - mmaction - INFO - Epoch [37][260/1074] lr: 3.500e-03, eta: 4:59:47, time: 1.181, data_time: 0.008, memory: 8951, top1_acc: 0.7475, top5_acc: 0.9201, loss_cls: 0.9517, loss: 0.9517, grad_norm: 3.4146 2020-07-24 11:25:19,384 - mmaction - INFO - Epoch [37][280/1074] lr: 3.500e-03, eta: 4:59:23, time: 1.249, data_time: 0.008, memory: 8951, top1_acc: 0.7603, top5_acc: 0.9154, loss_cls: 0.9570, loss: 0.9570, grad_norm: 3.3278 2020-07-24 11:25:43,612 - mmaction - INFO - Epoch [37][300/1074] lr: 3.500e-03, eta: 4:58:58, time: 1.207, data_time: 0.006, memory: 8951, top1_acc: 0.7513, top5_acc: 0.9150, loss_cls: 0.9540, loss: 0.9540, grad_norm: 3.4157 2020-07-24 11:26:07,203 - mmaction - INFO - Epoch [37][320/1074] lr: 3.500e-03, eta: 4:58:34, time: 1.183, data_time: 0.007, memory: 8951, top1_acc: 0.7583, top5_acc: 0.9170, loss_cls: 0.9515, loss: 0.9515, grad_norm: 3.3781 2020-07-24 11:26:31,586 - mmaction - INFO - Epoch [37][340/1074] lr: 3.500e-03, eta: 4:58:09, time: 1.216, data_time: 0.006, memory: 8951, top1_acc: 0.7507, top5_acc: 0.9063, loss_cls: 0.9950, loss: 0.9950, grad_norm: 3.4543 2020-07-24 11:26:56,937 - mmaction - INFO - Epoch [37][360/1074] lr: 3.500e-03, eta: 4:57:45, time: 1.271, data_time: 0.008, memory: 8951, top1_acc: 0.7569, top5_acc: 0.9219, loss_cls: 0.9147, loss: 0.9147, grad_norm: 3.3748 2020-07-24 11:27:23,009 - mmaction - INFO - Epoch [37][380/1074] lr: 3.500e-03, eta: 4:57:22, time: 1.301, data_time: 0.005, memory: 8951, top1_acc: 0.7529, top5_acc: 0.9185, loss_cls: 0.9476, loss: 0.9476, grad_norm: 3.3804 2020-07-24 11:27:45,438 - mmaction - INFO - Epoch [37][400/1074] lr: 3.500e-03, eta: 4:56:57, time: 1.123, data_time: 0.006, memory: 8951, top1_acc: 0.7484, top5_acc: 0.9121, loss_cls: 0.9778, loss: 0.9778, grad_norm: 3.4282 2020-07-24 11:28:08,794 - mmaction - INFO - Epoch [37][420/1074] lr: 3.500e-03, eta: 4:56:32, time: 1.165, data_time: 0.006, memory: 8951, top1_acc: 0.7554, top5_acc: 0.9185, loss_cls: 0.9553, loss: 0.9553, grad_norm: 3.4411 2020-07-24 11:28:33,131 - mmaction - INFO - Epoch [37][440/1074] lr: 3.500e-03, eta: 4:56:08, time: 1.220, data_time: 0.007, memory: 8951, top1_acc: 0.7554, top5_acc: 0.9210, loss_cls: 0.9388, loss: 0.9388, grad_norm: 3.3913 2020-07-24 11:28:57,722 - mmaction - INFO - Epoch [37][460/1074] lr: 3.500e-03, eta: 4:55:43, time: 1.229, data_time: 0.003, memory: 8951, top1_acc: 0.7565, top5_acc: 0.9167, loss_cls: 0.9455, loss: 0.9455, grad_norm: 3.3477 2020-07-24 11:29:22,657 - mmaction - INFO - Epoch [37][480/1074] lr: 3.500e-03, eta: 4:55:19, time: 1.248, data_time: 0.007, memory: 8951, top1_acc: 0.7464, top5_acc: 0.9158, loss_cls: 0.9496, loss: 0.9496, grad_norm: 3.4753 2020-07-24 11:29:46,430 - mmaction - INFO - Epoch [37][500/1074] lr: 3.500e-03, eta: 4:54:55, time: 1.188, data_time: 0.004, memory: 8951, top1_acc: 0.7540, top5_acc: 0.9163, loss_cls: 0.9443, loss: 0.9443, grad_norm: 3.4686 2020-07-24 11:30:10,381 - mmaction - INFO - Epoch [37][520/1074] lr: 3.500e-03, eta: 4:54:30, time: 1.198, data_time: 0.005, memory: 8951, top1_acc: 0.7475, top5_acc: 0.9156, loss_cls: 0.9807, loss: 0.9807, grad_norm: 3.5128 2020-07-24 11:30:34,784 - mmaction - INFO - Epoch [37][540/1074] lr: 3.500e-03, eta: 4:54:06, time: 1.219, data_time: 0.003, memory: 8951, top1_acc: 0.7484, top5_acc: 0.9147, loss_cls: 0.9595, loss: 0.9595, grad_norm: 3.4479 2020-07-24 11:30:57,841 - mmaction - INFO - Epoch [37][560/1074] lr: 3.500e-03, eta: 4:53:41, time: 1.154, data_time: 0.004, memory: 8951, top1_acc: 0.7522, top5_acc: 0.9123, loss_cls: 0.9796, loss: 0.9796, grad_norm: 3.4734 2020-07-24 11:31:22,817 - mmaction - INFO - Epoch [37][580/1074] lr: 3.500e-03, eta: 4:53:17, time: 1.247, data_time: 0.007, memory: 8951, top1_acc: 0.7426, top5_acc: 0.9154, loss_cls: 0.9840, loss: 0.9840, grad_norm: 3.4893 2020-07-24 11:31:45,964 - mmaction - INFO - Epoch [37][600/1074] lr: 3.500e-03, eta: 4:52:52, time: 1.159, data_time: 0.008, memory: 8951, top1_acc: 0.7551, top5_acc: 0.9138, loss_cls: 0.9499, loss: 0.9499, grad_norm: 3.4366 2020-07-24 11:32:12,252 - mmaction - INFO - Epoch [37][620/1074] lr: 3.500e-03, eta: 4:52:28, time: 1.315, data_time: 0.003, memory: 8951, top1_acc: 0.7386, top5_acc: 0.9067, loss_cls: 1.0290, loss: 1.0290, grad_norm: 3.5323 2020-07-24 11:32:35,371 - mmaction - INFO - Epoch [37][640/1074] lr: 3.500e-03, eta: 4:52:04, time: 1.155, data_time: 0.005, memory: 8951, top1_acc: 0.7504, top5_acc: 0.9170, loss_cls: 0.9731, loss: 0.9731, grad_norm: 3.4444 2020-07-24 11:32:59,091 - mmaction - INFO - Epoch [37][660/1074] lr: 3.500e-03, eta: 4:51:39, time: 1.186, data_time: 0.004, memory: 8951, top1_acc: 0.7592, top5_acc: 0.9170, loss_cls: 0.9402, loss: 0.9402, grad_norm: 3.4244 2020-07-24 11:33:22,807 - mmaction - INFO - Epoch [37][680/1074] lr: 3.500e-03, eta: 4:51:14, time: 1.182, data_time: 0.007, memory: 8951, top1_acc: 0.7371, top5_acc: 0.9058, loss_cls: 1.0342, loss: 1.0342, grad_norm: 3.5431 2020-07-24 11:33:48,180 - mmaction - INFO - Epoch [37][700/1074] lr: 3.500e-03, eta: 4:50:50, time: 1.274, data_time: 0.008, memory: 8951, top1_acc: 0.7489, top5_acc: 0.9100, loss_cls: 0.9685, loss: 0.9685, grad_norm: 3.3851 2020-07-24 11:34:11,410 - mmaction - INFO - Epoch [37][720/1074] lr: 3.500e-03, eta: 4:50:26, time: 1.157, data_time: 0.006, memory: 8951, top1_acc: 0.7542, top5_acc: 0.9134, loss_cls: 0.9651, loss: 0.9651, grad_norm: 3.3943 2020-07-24 11:34:35,970 - mmaction - INFO - Epoch [37][740/1074] lr: 3.500e-03, eta: 4:50:01, time: 1.232, data_time: 0.009, memory: 8951, top1_acc: 0.7527, top5_acc: 0.9129, loss_cls: 0.9794, loss: 0.9794, grad_norm: 3.5203 2020-07-24 11:35:01,213 - mmaction - INFO - Epoch [37][760/1074] lr: 3.500e-03, eta: 4:49:37, time: 1.261, data_time: 0.006, memory: 8951, top1_acc: 0.7440, top5_acc: 0.9109, loss_cls: 1.0064, loss: 1.0064, grad_norm: 3.5395 2020-07-24 11:35:23,793 - mmaction - INFO - Epoch [37][780/1074] lr: 3.500e-03, eta: 4:49:12, time: 1.129, data_time: 0.004, memory: 8951, top1_acc: 0.7375, top5_acc: 0.9094, loss_cls: 1.0277, loss: 1.0277, grad_norm: 3.5373 2020-07-24 11:35:48,228 - mmaction - INFO - Epoch [37][800/1074] lr: 3.500e-03, eta: 4:48:48, time: 1.222, data_time: 0.007, memory: 8951, top1_acc: 0.7560, top5_acc: 0.9194, loss_cls: 0.9221, loss: 0.9221, grad_norm: 3.4285 2020-07-24 11:36:13,986 - mmaction - INFO - Epoch [37][820/1074] lr: 3.500e-03, eta: 4:48:24, time: 1.287, data_time: 0.003, memory: 8951, top1_acc: 0.7558, top5_acc: 0.9221, loss_cls: 0.9240, loss: 0.9240, grad_norm: 3.4075 2020-07-24 11:36:38,458 - mmaction - INFO - Epoch [37][840/1074] lr: 3.500e-03, eta: 4:48:00, time: 1.223, data_time: 0.006, memory: 8951, top1_acc: 0.7460, top5_acc: 0.9179, loss_cls: 0.9644, loss: 0.9644, grad_norm: 3.4625 2020-07-24 11:37:02,905 - mmaction - INFO - Epoch [37][860/1074] lr: 3.500e-03, eta: 4:47:36, time: 1.224, data_time: 0.008, memory: 8951, top1_acc: 0.7482, top5_acc: 0.9129, loss_cls: 0.9794, loss: 0.9794, grad_norm: 3.4236 2020-07-24 11:37:26,031 - mmaction - INFO - Epoch [37][880/1074] lr: 3.500e-03, eta: 4:47:11, time: 1.156, data_time: 0.003, memory: 8951, top1_acc: 0.7533, top5_acc: 0.9138, loss_cls: 0.9496, loss: 0.9496, grad_norm: 3.3447 2020-07-24 11:37:50,701 - mmaction - INFO - Epoch [37][900/1074] lr: 3.500e-03, eta: 4:46:47, time: 1.235, data_time: 0.007, memory: 8951, top1_acc: 0.7569, top5_acc: 0.9163, loss_cls: 0.9611, loss: 0.9611, grad_norm: 3.4243 2020-07-24 11:38:16,377 - mmaction - INFO - Epoch [37][920/1074] lr: 3.500e-03, eta: 4:46:23, time: 1.280, data_time: 0.004, memory: 8951, top1_acc: 0.7493, top5_acc: 0.9094, loss_cls: 0.9935, loss: 0.9935, grad_norm: 3.4613 2020-07-24 11:38:40,156 - mmaction - INFO - Epoch [37][940/1074] lr: 3.500e-03, eta: 4:45:58, time: 1.193, data_time: 0.010, memory: 8951, top1_acc: 0.7480, top5_acc: 0.9129, loss_cls: 0.9943, loss: 0.9943, grad_norm: 3.4568 2020-07-24 11:39:03,942 - mmaction - INFO - Epoch [37][960/1074] lr: 3.500e-03, eta: 4:45:34, time: 1.190, data_time: 0.002, memory: 8951, top1_acc: 0.7556, top5_acc: 0.9089, loss_cls: 0.9821, loss: 0.9821, grad_norm: 3.4590 2020-07-24 11:39:27,496 - mmaction - INFO - Epoch [37][980/1074] lr: 3.500e-03, eta: 4:45:09, time: 1.177, data_time: 0.006, memory: 8951, top1_acc: 0.7464, top5_acc: 0.9065, loss_cls: 1.0002, loss: 1.0002, grad_norm: 3.4816 2020-07-24 11:39:52,239 - mmaction - INFO - Epoch [37][1000/1074] lr: 3.500e-03, eta: 4:44:45, time: 1.237, data_time: 0.004, memory: 8951, top1_acc: 0.7574, top5_acc: 0.9163, loss_cls: 0.9484, loss: 0.9484, grad_norm: 3.4343 2020-07-24 11:40:15,487 - mmaction - INFO - Epoch [37][1020/1074] lr: 3.500e-03, eta: 4:44:20, time: 1.158, data_time: 0.005, memory: 8951, top1_acc: 0.7482, top5_acc: 0.9116, loss_cls: 0.9913, loss: 0.9913, grad_norm: 3.4651 2020-07-24 11:40:39,432 - mmaction - INFO - Epoch [37][1040/1074] lr: 3.500e-03, eta: 4:43:56, time: 1.200, data_time: 0.007, memory: 8951, top1_acc: 0.7469, top5_acc: 0.9078, loss_cls: 0.9963, loss: 0.9963, grad_norm: 3.5030 2020-07-24 11:41:03,664 - mmaction - INFO - Epoch [37][1060/1074] lr: 3.500e-03, eta: 4:43:31, time: 1.209, data_time: 0.006, memory: 8951, top1_acc: 0.7471, top5_acc: 0.9129, loss_cls: 0.9739, loss: 0.9739, grad_norm: 3.4395 2020-07-24 11:41:20,212 - mmaction - INFO - Saving checkpoint at 37 epochs 2020-07-24 11:41:53,703 - mmaction - INFO - Epoch [38][20/1074] lr: 3.500e-03, eta: 4:42:47, time: 1.643, data_time: 0.527, memory: 8951, top1_acc: 0.7507, top5_acc: 0.9132, loss_cls: 0.9611, loss: 0.9611, grad_norm: 3.4531 2020-07-24 11:42:17,871 - mmaction - INFO - Epoch [38][40/1074] lr: 3.500e-03, eta: 4:42:22, time: 1.212, data_time: 0.010, memory: 8951, top1_acc: 0.7578, top5_acc: 0.9109, loss_cls: 0.9436, loss: 0.9436, grad_norm: 3.4387 2020-07-24 11:42:40,752 - mmaction - INFO - Epoch [38][60/1074] lr: 3.500e-03, eta: 4:41:58, time: 1.143, data_time: 0.009, memory: 8951, top1_acc: 0.7554, top5_acc: 0.9201, loss_cls: 0.9407, loss: 0.9407, grad_norm: 3.4581 2020-07-24 11:43:03,933 - mmaction - INFO - Epoch [38][80/1074] lr: 3.500e-03, eta: 4:41:33, time: 1.161, data_time: 0.007, memory: 8951, top1_acc: 0.7587, top5_acc: 0.9123, loss_cls: 0.9424, loss: 0.9424, grad_norm: 3.3578 2020-07-24 11:43:27,682 - mmaction - INFO - Epoch [38][100/1074] lr: 3.500e-03, eta: 4:41:08, time: 1.186, data_time: 0.008, memory: 8951, top1_acc: 0.7478, top5_acc: 0.9163, loss_cls: 0.9713, loss: 0.9713, grad_norm: 3.5014 2020-07-24 11:43:51,947 - mmaction - INFO - Epoch [38][120/1074] lr: 3.500e-03, eta: 4:40:44, time: 1.216, data_time: 0.007, memory: 8951, top1_acc: 0.7578, top5_acc: 0.9185, loss_cls: 0.9533, loss: 0.9533, grad_norm: 3.4841 2020-07-24 11:44:15,810 - mmaction - INFO - Epoch [38][140/1074] lr: 3.500e-03, eta: 4:40:19, time: 1.189, data_time: 0.005, memory: 8951, top1_acc: 0.7489, top5_acc: 0.9194, loss_cls: 0.9586, loss: 0.9586, grad_norm: 3.4902 2020-07-24 11:44:40,157 - mmaction - INFO - Epoch [38][160/1074] lr: 3.500e-03, eta: 4:39:55, time: 1.222, data_time: 0.009, memory: 8951, top1_acc: 0.7569, top5_acc: 0.9179, loss_cls: 0.9524, loss: 0.9524, grad_norm: 3.4593 2020-07-24 11:45:04,243 - mmaction - INFO - Epoch [38][180/1074] lr: 3.500e-03, eta: 4:39:31, time: 1.203, data_time: 0.005, memory: 8951, top1_acc: 0.7636, top5_acc: 0.9185, loss_cls: 0.9311, loss: 0.9311, grad_norm: 3.4466 2020-07-24 11:45:28,898 - mmaction - INFO - Epoch [38][200/1074] lr: 3.500e-03, eta: 4:39:07, time: 1.233, data_time: 0.003, memory: 8951, top1_acc: 0.7529, top5_acc: 0.9103, loss_cls: 0.9878, loss: 0.9878, grad_norm: 3.4801 2020-07-24 11:45:52,109 - mmaction - INFO - Epoch [38][220/1074] lr: 3.500e-03, eta: 4:38:42, time: 1.158, data_time: 0.005, memory: 8951, top1_acc: 0.7480, top5_acc: 0.9107, loss_cls: 0.9845, loss: 0.9845, grad_norm: 3.5195 2020-07-24 11:46:16,511 - mmaction - INFO - Epoch [38][240/1074] lr: 3.500e-03, eta: 4:38:17, time: 1.219, data_time: 0.011, memory: 8951, top1_acc: 0.7670, top5_acc: 0.9179, loss_cls: 0.9113, loss: 0.9113, grad_norm: 3.3462 2020-07-24 11:46:41,605 - mmaction - INFO - Epoch [38][260/1074] lr: 3.500e-03, eta: 4:37:53, time: 1.257, data_time: 0.007, memory: 8951, top1_acc: 0.7560, top5_acc: 0.9185, loss_cls: 0.9476, loss: 0.9476, grad_norm: 3.4521 2020-07-24 11:47:05,568 - mmaction - INFO - Epoch [38][280/1074] lr: 3.500e-03, eta: 4:37:29, time: 1.195, data_time: 0.008, memory: 8951, top1_acc: 0.7645, top5_acc: 0.9181, loss_cls: 0.9264, loss: 0.9264, grad_norm: 3.4550 2020-07-24 11:47:29,817 - mmaction - INFO - Epoch [38][300/1074] lr: 3.500e-03, eta: 4:37:05, time: 1.217, data_time: 0.008, memory: 8951, top1_acc: 0.7565, top5_acc: 0.9161, loss_cls: 0.9250, loss: 0.9250, grad_norm: 3.4224 2020-07-24 11:47:53,952 - mmaction - INFO - Epoch [38][320/1074] lr: 3.500e-03, eta: 4:36:40, time: 1.206, data_time: 0.005, memory: 8951, top1_acc: 0.7674, top5_acc: 0.9252, loss_cls: 0.9049, loss: 0.9049, grad_norm: 3.3990 2020-07-24 11:48:17,643 - mmaction - INFO - Epoch [38][340/1074] lr: 3.500e-03, eta: 4:36:16, time: 1.185, data_time: 0.004, memory: 8951, top1_acc: 0.7574, top5_acc: 0.9127, loss_cls: 0.9604, loss: 0.9604, grad_norm: 3.4720 2020-07-24 11:48:43,449 - mmaction - INFO - Epoch [38][360/1074] lr: 3.500e-03, eta: 4:35:52, time: 1.290, data_time: 0.005, memory: 8951, top1_acc: 0.7547, top5_acc: 0.9183, loss_cls: 0.9537, loss: 0.9537, grad_norm: 3.4690 2020-07-24 11:49:07,225 - mmaction - INFO - Epoch [38][380/1074] lr: 3.500e-03, eta: 4:35:27, time: 1.189, data_time: 0.004, memory: 8951, top1_acc: 0.7567, top5_acc: 0.9109, loss_cls: 0.9641, loss: 0.9641, grad_norm: 3.5293 2020-07-24 11:49:31,035 - mmaction - INFO - Epoch [38][400/1074] lr: 3.500e-03, eta: 4:35:03, time: 1.186, data_time: 0.006, memory: 8951, top1_acc: 0.7533, top5_acc: 0.9194, loss_cls: 0.9371, loss: 0.9371, grad_norm: 3.5283 2020-07-24 11:49:55,409 - mmaction - INFO - Epoch [38][420/1074] lr: 3.500e-03, eta: 4:34:38, time: 1.221, data_time: 0.008, memory: 8951, top1_acc: 0.7404, top5_acc: 0.9100, loss_cls: 0.9974, loss: 0.9974, grad_norm: 3.6294 2020-07-24 11:50:18,968 - mmaction - INFO - Epoch [38][440/1074] lr: 3.500e-03, eta: 4:34:14, time: 1.178, data_time: 0.007, memory: 8951, top1_acc: 0.7473, top5_acc: 0.9174, loss_cls: 0.9615, loss: 0.9615, grad_norm: 3.5351 2020-07-24 11:50:43,018 - mmaction - INFO - Epoch [38][460/1074] lr: 3.500e-03, eta: 4:33:49, time: 1.204, data_time: 0.005, memory: 8951, top1_acc: 0.7545, top5_acc: 0.9212, loss_cls: 0.9429, loss: 0.9429, grad_norm: 3.4830 2020-07-24 11:51:08,568 - mmaction - INFO - Epoch [38][480/1074] lr: 3.500e-03, eta: 4:33:25, time: 1.276, data_time: 0.007, memory: 8951, top1_acc: 0.7487, top5_acc: 0.9127, loss_cls: 0.9819, loss: 0.9819, grad_norm: 3.5020 2020-07-24 11:51:31,531 - mmaction - INFO - Epoch [38][500/1074] lr: 3.500e-03, eta: 4:33:01, time: 1.148, data_time: 0.005, memory: 8951, top1_acc: 0.7478, top5_acc: 0.9109, loss_cls: 1.0036, loss: 1.0036, grad_norm: 3.5240 2020-07-24 11:51:55,489 - mmaction - INFO - Epoch [38][520/1074] lr: 3.500e-03, eta: 4:32:36, time: 1.195, data_time: 0.007, memory: 8951, top1_acc: 0.7518, top5_acc: 0.9134, loss_cls: 0.9699, loss: 0.9699, grad_norm: 3.5026 2020-07-24 11:52:20,241 - mmaction - INFO - Epoch [38][540/1074] lr: 3.500e-03, eta: 4:32:12, time: 1.243, data_time: 0.010, memory: 8951, top1_acc: 0.7576, top5_acc: 0.9188, loss_cls: 0.9385, loss: 0.9385, grad_norm: 3.4632 2020-07-24 11:52:45,139 - mmaction - INFO - Epoch [38][560/1074] lr: 3.500e-03, eta: 4:31:48, time: 1.240, data_time: 0.005, memory: 8951, top1_acc: 0.7480, top5_acc: 0.9145, loss_cls: 0.9811, loss: 0.9811, grad_norm: 3.5015 2020-07-24 11:53:08,036 - mmaction - INFO - Epoch [38][580/1074] lr: 3.500e-03, eta: 4:31:23, time: 1.148, data_time: 0.007, memory: 8951, top1_acc: 0.7605, top5_acc: 0.9174, loss_cls: 0.9503, loss: 0.9503, grad_norm: 3.4171 2020-07-24 11:53:32,718 - mmaction - INFO - Epoch [38][600/1074] lr: 3.500e-03, eta: 4:30:59, time: 1.233, data_time: 0.006, memory: 8951, top1_acc: 0.7542, top5_acc: 0.9161, loss_cls: 0.9471, loss: 0.9471, grad_norm: 3.4746 2020-07-24 11:53:57,193 - mmaction - INFO - Epoch [38][620/1074] lr: 3.500e-03, eta: 4:30:34, time: 1.224, data_time: 0.007, memory: 8951, top1_acc: 0.7413, top5_acc: 0.9065, loss_cls: 1.0088, loss: 1.0088, grad_norm: 3.5826 2020-07-24 11:54:20,758 - mmaction - INFO - Epoch [38][640/1074] lr: 3.500e-03, eta: 4:30:10, time: 1.178, data_time: 0.008, memory: 8951, top1_acc: 0.7522, top5_acc: 0.9196, loss_cls: 0.9497, loss: 0.9497, grad_norm: 3.4861 2020-07-24 11:54:45,653 - mmaction - INFO - Epoch [38][660/1074] lr: 3.500e-03, eta: 4:29:46, time: 1.246, data_time: 0.006, memory: 8951, top1_acc: 0.7538, top5_acc: 0.9188, loss_cls: 0.9567, loss: 0.9567, grad_norm: 3.4937 2020-07-24 11:55:10,381 - mmaction - INFO - Epoch [38][680/1074] lr: 3.500e-03, eta: 4:29:22, time: 1.236, data_time: 0.006, memory: 8951, top1_acc: 0.7560, top5_acc: 0.9129, loss_cls: 0.9587, loss: 0.9587, grad_norm: 3.4899 2020-07-24 11:55:33,365 - mmaction - INFO - Epoch [38][700/1074] lr: 3.500e-03, eta: 4:28:57, time: 1.149, data_time: 0.003, memory: 8951, top1_acc: 0.7607, top5_acc: 0.9118, loss_cls: 0.9584, loss: 0.9584, grad_norm: 3.4565 2020-07-24 11:55:57,814 - mmaction - INFO - Epoch [38][720/1074] lr: 3.500e-03, eta: 4:28:32, time: 1.222, data_time: 0.007, memory: 8951, top1_acc: 0.7475, top5_acc: 0.9098, loss_cls: 0.9745, loss: 0.9745, grad_norm: 3.4720 2020-07-24 11:56:22,052 - mmaction - INFO - Epoch [38][740/1074] lr: 3.500e-03, eta: 4:28:08, time: 1.214, data_time: 0.005, memory: 8951, top1_acc: 0.7554, top5_acc: 0.9185, loss_cls: 0.9557, loss: 0.9557, grad_norm: 3.5088 2020-07-24 11:56:44,895 - mmaction - INFO - Epoch [38][760/1074] lr: 3.500e-03, eta: 4:27:43, time: 1.142, data_time: 0.004, memory: 8951, top1_acc: 0.7475, top5_acc: 0.9134, loss_cls: 0.9856, loss: 0.9856, grad_norm: 3.4703 2020-07-24 11:57:09,283 - mmaction - INFO - Epoch [38][780/1074] lr: 3.500e-03, eta: 4:27:19, time: 1.219, data_time: 0.005, memory: 8951, top1_acc: 0.7589, top5_acc: 0.9138, loss_cls: 0.9358, loss: 0.9358, grad_norm: 3.3981 2020-07-24 11:57:33,494 - mmaction - INFO - Epoch [38][800/1074] lr: 3.500e-03, eta: 4:26:55, time: 1.208, data_time: 0.007, memory: 8951, top1_acc: 0.7464, top5_acc: 0.9188, loss_cls: 0.9741, loss: 0.9741, grad_norm: 3.5192 2020-07-24 11:57:57,099 - mmaction - INFO - Epoch [38][820/1074] lr: 3.500e-03, eta: 4:26:30, time: 1.182, data_time: 0.007, memory: 8951, top1_acc: 0.7536, top5_acc: 0.9147, loss_cls: 0.9720, loss: 0.9720, grad_norm: 3.5163 2020-07-24 11:58:21,097 - mmaction - INFO - Epoch [38][840/1074] lr: 3.500e-03, eta: 4:26:06, time: 1.201, data_time: 0.008, memory: 8951, top1_acc: 0.7629, top5_acc: 0.9237, loss_cls: 0.9111, loss: 0.9111, grad_norm: 3.5209 2020-07-24 11:58:45,886 - mmaction - INFO - Epoch [38][860/1074] lr: 3.500e-03, eta: 4:25:41, time: 1.238, data_time: 0.005, memory: 8951, top1_acc: 0.7478, top5_acc: 0.9176, loss_cls: 0.9701, loss: 0.9701, grad_norm: 3.5738 2020-07-24 11:59:10,629 - mmaction - INFO - Epoch [38][880/1074] lr: 3.500e-03, eta: 4:25:17, time: 1.239, data_time: 0.005, memory: 8951, top1_acc: 0.7460, top5_acc: 0.9132, loss_cls: 0.9721, loss: 0.9721, grad_norm: 3.5663 2020-07-24 11:59:34,680 - mmaction - INFO - Epoch [38][900/1074] lr: 3.500e-03, eta: 4:24:53, time: 1.200, data_time: 0.005, memory: 8951, top1_acc: 0.7556, top5_acc: 0.9150, loss_cls: 0.9608, loss: 0.9608, grad_norm: 3.5069 2020-07-24 11:59:58,522 - mmaction - INFO - Epoch [38][920/1074] lr: 3.500e-03, eta: 4:24:28, time: 1.194, data_time: 0.006, memory: 8951, top1_acc: 0.7507, top5_acc: 0.9176, loss_cls: 0.9647, loss: 0.9647, grad_norm: 3.5271 2020-07-24 12:00:23,458 - mmaction - INFO - Epoch [38][940/1074] lr: 3.500e-03, eta: 4:24:04, time: 1.234, data_time: 0.005, memory: 8951, top1_acc: 0.7467, top5_acc: 0.9136, loss_cls: 0.9560, loss: 0.9560, grad_norm: 3.5637 2020-07-24 12:00:47,389 - mmaction - INFO - Epoch [38][960/1074] lr: 3.500e-03, eta: 4:23:40, time: 1.209, data_time: 0.024, memory: 8951, top1_acc: 0.7542, top5_acc: 0.9138, loss_cls: 0.9459, loss: 0.9459, grad_norm: 3.4604 2020-07-24 12:01:12,417 - mmaction - INFO - Epoch [38][980/1074] lr: 3.500e-03, eta: 4:23:16, time: 1.251, data_time: 0.002, memory: 8951, top1_acc: 0.7397, top5_acc: 0.9089, loss_cls: 1.0022, loss: 1.0022, grad_norm: 3.5407 2020-07-24 12:01:38,391 - mmaction - INFO - Epoch [38][1000/1074] lr: 3.500e-03, eta: 4:22:52, time: 1.299, data_time: 0.005, memory: 8951, top1_acc: 0.7480, top5_acc: 0.9103, loss_cls: 0.9880, loss: 0.9880, grad_norm: 3.5015 2020-07-24 12:02:01,618 - mmaction - INFO - Epoch [38][1020/1074] lr: 3.500e-03, eta: 4:22:27, time: 1.160, data_time: 0.003, memory: 8951, top1_acc: 0.7518, top5_acc: 0.9156, loss_cls: 0.9739, loss: 0.9739, grad_norm: 3.5225 2020-07-24 12:02:27,169 - mmaction - INFO - Epoch [38][1040/1074] lr: 3.500e-03, eta: 4:22:03, time: 1.278, data_time: 0.003, memory: 8951, top1_acc: 0.7444, top5_acc: 0.9078, loss_cls: 1.0020, loss: 1.0020, grad_norm: 3.5520 2020-07-24 12:02:50,947 - mmaction - INFO - Epoch [38][1060/1074] lr: 3.500e-03, eta: 4:21:39, time: 1.187, data_time: 0.004, memory: 8951, top1_acc: 0.7484, top5_acc: 0.9179, loss_cls: 0.9399, loss: 0.9399, grad_norm: 3.4777 2020-07-24 12:03:07,729 - mmaction - INFO - Saving checkpoint at 38 epochs 2020-07-24 12:03:44,503 - mmaction - INFO - Epoch [39][20/1074] lr: 3.500e-03, eta: 4:20:56, time: 1.803, data_time: 0.765, memory: 8951, top1_acc: 0.7455, top5_acc: 0.9127, loss_cls: 0.9910, loss: 0.9910, grad_norm: 3.5229 2020-07-24 12:04:06,374 - mmaction - INFO - Epoch [39][40/1074] lr: 3.500e-03, eta: 4:20:30, time: 1.094, data_time: 0.008, memory: 8951, top1_acc: 0.7603, top5_acc: 0.9170, loss_cls: 0.9351, loss: 0.9351, grad_norm: 3.4733 2020-07-24 12:04:30,660 - mmaction - INFO - Epoch [39][60/1074] lr: 3.500e-03, eta: 4:20:06, time: 1.212, data_time: 0.008, memory: 8951, top1_acc: 0.7500, top5_acc: 0.9150, loss_cls: 0.9366, loss: 0.9366, grad_norm: 3.4193 2020-07-24 12:04:53,811 - mmaction - INFO - Epoch [39][80/1074] lr: 3.500e-03, eta: 4:19:41, time: 1.161, data_time: 0.008, memory: 8951, top1_acc: 0.7558, top5_acc: 0.9205, loss_cls: 0.9317, loss: 0.9317, grad_norm: 3.4676 2020-07-24 12:05:17,861 - mmaction - INFO - Epoch [39][100/1074] lr: 3.500e-03, eta: 4:19:17, time: 1.199, data_time: 0.007, memory: 8951, top1_acc: 0.7507, top5_acc: 0.9163, loss_cls: 0.9755, loss: 0.9755, grad_norm: 3.5512 2020-07-24 12:05:42,860 - mmaction - INFO - Epoch [39][120/1074] lr: 3.500e-03, eta: 4:18:53, time: 1.252, data_time: 0.008, memory: 8951, top1_acc: 0.7536, top5_acc: 0.9185, loss_cls: 0.9395, loss: 0.9395, grad_norm: 3.4625 2020-07-24 12:06:05,715 - mmaction - INFO - Epoch [39][140/1074] lr: 3.500e-03, eta: 4:18:28, time: 1.143, data_time: 0.006, memory: 8951, top1_acc: 0.7592, top5_acc: 0.9147, loss_cls: 0.9249, loss: 0.9249, grad_norm: 3.4702 2020-07-24 12:06:29,604 - mmaction - INFO - Epoch [39][160/1074] lr: 3.500e-03, eta: 4:18:04, time: 1.195, data_time: 0.005, memory: 8951, top1_acc: 0.7616, top5_acc: 0.9165, loss_cls: 0.9461, loss: 0.9461, grad_norm: 3.5047 2020-07-24 12:06:53,382 - mmaction - INFO - Epoch [39][180/1074] lr: 3.500e-03, eta: 4:17:39, time: 1.188, data_time: 0.006, memory: 8951, top1_acc: 0.7516, top5_acc: 0.9167, loss_cls: 0.9421, loss: 0.9421, grad_norm: 3.5737 2020-07-24 12:07:18,124 - mmaction - INFO - Epoch [39][200/1074] lr: 3.500e-03, eta: 4:17:15, time: 1.239, data_time: 0.006, memory: 8951, top1_acc: 0.7621, top5_acc: 0.9277, loss_cls: 0.8923, loss: 0.8923, grad_norm: 3.4288 2020-07-24 12:07:42,104 - mmaction - INFO - Epoch [39][220/1074] lr: 3.500e-03, eta: 4:16:50, time: 1.198, data_time: 0.005, memory: 8951, top1_acc: 0.7462, top5_acc: 0.9107, loss_cls: 0.9895, loss: 0.9895, grad_norm: 3.5968 2020-07-24 12:08:07,633 - mmaction - INFO - Epoch [39][240/1074] lr: 3.500e-03, eta: 4:16:26, time: 1.273, data_time: 0.008, memory: 8951, top1_acc: 0.7536, top5_acc: 0.9150, loss_cls: 0.9475, loss: 0.9475, grad_norm: 3.5900 2020-07-24 12:08:32,189 - mmaction - INFO - Epoch [39][260/1074] lr: 3.500e-03, eta: 4:16:02, time: 1.232, data_time: 0.007, memory: 8951, top1_acc: 0.7621, top5_acc: 0.9163, loss_cls: 0.9470, loss: 0.9470, grad_norm: 3.4836 2020-07-24 12:08:56,367 - mmaction - INFO - Epoch [39][280/1074] lr: 3.500e-03, eta: 4:15:38, time: 1.209, data_time: 0.005, memory: 8951, top1_acc: 0.7598, top5_acc: 0.9167, loss_cls: 0.9327, loss: 0.9327, grad_norm: 3.4447 2020-07-24 12:09:21,779 - mmaction - INFO - Epoch [39][300/1074] lr: 3.500e-03, eta: 4:15:14, time: 1.268, data_time: 0.007, memory: 8951, top1_acc: 0.7627, top5_acc: 0.9228, loss_cls: 0.9114, loss: 0.9114, grad_norm: 3.4536 2020-07-24 12:09:44,972 - mmaction - INFO - Epoch [39][320/1074] lr: 3.500e-03, eta: 4:14:49, time: 1.160, data_time: 0.005, memory: 8951, top1_acc: 0.7518, top5_acc: 0.9223, loss_cls: 0.9294, loss: 0.9294, grad_norm: 3.4838 2020-07-24 12:10:09,571 - mmaction - INFO - Epoch [39][340/1074] lr: 3.500e-03, eta: 4:14:25, time: 1.229, data_time: 0.004, memory: 8951, top1_acc: 0.7565, top5_acc: 0.9143, loss_cls: 0.9606, loss: 0.9606, grad_norm: 3.5507 2020-07-24 12:10:33,430 - mmaction - INFO - Epoch [39][360/1074] lr: 3.500e-03, eta: 4:14:00, time: 1.194, data_time: 0.005, memory: 8951, top1_acc: 0.7589, top5_acc: 0.9147, loss_cls: 0.9545, loss: 0.9545, grad_norm: 3.4898 2020-07-24 12:10:58,565 - mmaction - INFO - Epoch [39][380/1074] lr: 3.500e-03, eta: 4:13:36, time: 1.257, data_time: 0.006, memory: 8951, top1_acc: 0.7442, top5_acc: 0.9192, loss_cls: 0.9389, loss: 0.9389, grad_norm: 3.5471 2020-07-24 12:11:22,715 - mmaction - INFO - Epoch [39][400/1074] lr: 3.500e-03, eta: 4:13:12, time: 1.209, data_time: 0.005, memory: 8951, top1_acc: 0.7496, top5_acc: 0.9196, loss_cls: 0.9434, loss: 0.9434, grad_norm: 3.5925 2020-07-24 12:11:47,456 - mmaction - INFO - Epoch [39][420/1074] lr: 3.500e-03, eta: 4:12:48, time: 1.233, data_time: 0.006, memory: 8951, top1_acc: 0.7598, top5_acc: 0.9223, loss_cls: 0.9169, loss: 0.9169, grad_norm: 3.4830 2020-07-24 12:12:10,387 - mmaction - INFO - Epoch [39][440/1074] lr: 3.500e-03, eta: 4:12:23, time: 1.150, data_time: 0.007, memory: 8951, top1_acc: 0.7554, top5_acc: 0.9150, loss_cls: 0.9709, loss: 0.9709, grad_norm: 3.5750 2020-07-24 12:12:35,053 - mmaction - INFO - Epoch [39][460/1074] lr: 3.500e-03, eta: 4:11:59, time: 1.233, data_time: 0.006, memory: 8951, top1_acc: 0.7516, top5_acc: 0.9212, loss_cls: 0.9534, loss: 0.9534, grad_norm: 3.6163 2020-07-24 12:12:59,333 - mmaction - INFO - Epoch [39][480/1074] lr: 3.500e-03, eta: 4:11:34, time: 1.213, data_time: 0.005, memory: 8951, top1_acc: 0.7547, top5_acc: 0.9219, loss_cls: 0.9363, loss: 0.9363, grad_norm: 3.5239 2020-07-24 12:13:22,889 - mmaction - INFO - Epoch [39][500/1074] lr: 3.500e-03, eta: 4:11:10, time: 1.178, data_time: 0.004, memory: 8951, top1_acc: 0.7554, top5_acc: 0.9098, loss_cls: 0.9803, loss: 0.9803, grad_norm: 3.5613 2020-07-24 12:13:46,276 - mmaction - INFO - Epoch [39][520/1074] lr: 3.500e-03, eta: 4:10:45, time: 1.168, data_time: 0.007, memory: 8951, top1_acc: 0.7509, top5_acc: 0.9085, loss_cls: 0.9756, loss: 0.9756, grad_norm: 3.5549 2020-07-24 12:14:10,458 - mmaction - INFO - Epoch [39][540/1074] lr: 3.500e-03, eta: 4:10:21, time: 1.212, data_time: 0.008, memory: 8951, top1_acc: 0.7438, top5_acc: 0.9138, loss_cls: 0.9836, loss: 0.9836, grad_norm: 3.5608 2020-07-24 12:14:35,341 - mmaction - INFO - Epoch [39][560/1074] lr: 3.500e-03, eta: 4:09:57, time: 1.239, data_time: 0.006, memory: 8951, top1_acc: 0.7554, top5_acc: 0.9080, loss_cls: 0.9683, loss: 0.9683, grad_norm: 3.5374 2020-07-24 12:14:59,020 - mmaction - INFO - Epoch [39][580/1074] lr: 3.500e-03, eta: 4:09:32, time: 1.187, data_time: 0.008, memory: 8951, top1_acc: 0.7511, top5_acc: 0.9170, loss_cls: 0.9591, loss: 0.9591, grad_norm: 3.5076 2020-07-24 12:15:22,787 - mmaction - INFO - Epoch [39][600/1074] lr: 3.500e-03, eta: 4:09:08, time: 1.190, data_time: 0.009, memory: 8951, top1_acc: 0.7408, top5_acc: 0.9132, loss_cls: 0.9759, loss: 0.9759, grad_norm: 3.5805 2020-07-24 12:15:46,284 - mmaction - INFO - Epoch [39][620/1074] lr: 3.500e-03, eta: 4:08:43, time: 1.175, data_time: 0.004, memory: 8951, top1_acc: 0.7531, top5_acc: 0.9196, loss_cls: 0.9580, loss: 0.9580, grad_norm: 3.5465 2020-07-24 12:16:10,080 - mmaction - INFO - Epoch [39][640/1074] lr: 3.500e-03, eta: 4:08:19, time: 1.186, data_time: 0.006, memory: 8951, top1_acc: 0.7667, top5_acc: 0.9243, loss_cls: 0.9090, loss: 0.9090, grad_norm: 3.5072 2020-07-24 12:16:33,746 - mmaction - INFO - Epoch [39][660/1074] lr: 3.500e-03, eta: 4:07:54, time: 1.187, data_time: 0.009, memory: 8951, top1_acc: 0.7567, top5_acc: 0.9208, loss_cls: 0.9513, loss: 0.9513, grad_norm: 3.5236 2020-07-24 12:16:57,995 - mmaction - INFO - Epoch [39][680/1074] lr: 3.500e-03, eta: 4:07:30, time: 1.210, data_time: 0.006, memory: 8951, top1_acc: 0.7464, top5_acc: 0.9143, loss_cls: 0.9749, loss: 0.9749, grad_norm: 3.5790 2020-07-24 12:17:22,401 - mmaction - INFO - Epoch [39][700/1074] lr: 3.500e-03, eta: 4:07:05, time: 1.221, data_time: 0.008, memory: 8951, top1_acc: 0.7511, top5_acc: 0.9174, loss_cls: 0.9415, loss: 0.9415, grad_norm: 3.5216 2020-07-24 12:17:48,018 - mmaction - INFO - Epoch [39][720/1074] lr: 3.500e-03, eta: 4:06:41, time: 1.282, data_time: 0.008, memory: 8951, top1_acc: 0.7598, top5_acc: 0.9192, loss_cls: 0.9151, loss: 0.9151, grad_norm: 3.5185 2020-07-24 12:18:10,615 - mmaction - INFO - Epoch [39][740/1074] lr: 3.500e-03, eta: 4:06:17, time: 1.125, data_time: 0.004, memory: 8951, top1_acc: 0.7654, top5_acc: 0.9192, loss_cls: 0.9154, loss: 0.9154, grad_norm: 3.4925 2020-07-24 12:18:34,070 - mmaction - INFO - Epoch [39][760/1074] lr: 3.500e-03, eta: 4:05:52, time: 1.174, data_time: 0.010, memory: 8951, top1_acc: 0.7607, top5_acc: 0.9210, loss_cls: 0.9236, loss: 0.9236, grad_norm: 3.5088 2020-07-24 12:18:59,015 - mmaction - INFO - Epoch [39][780/1074] lr: 3.500e-03, eta: 4:05:28, time: 1.250, data_time: 0.008, memory: 8951, top1_acc: 0.7672, top5_acc: 0.9203, loss_cls: 0.9305, loss: 0.9305, grad_norm: 3.5308 2020-07-24 12:19:22,491 - mmaction - INFO - Epoch [39][800/1074] lr: 3.500e-03, eta: 4:05:03, time: 1.173, data_time: 0.003, memory: 8951, top1_acc: 0.7569, top5_acc: 0.9100, loss_cls: 0.9654, loss: 0.9654, grad_norm: 3.5763 2020-07-24 12:19:47,187 - mmaction - INFO - Epoch [39][820/1074] lr: 3.500e-03, eta: 4:04:39, time: 1.231, data_time: 0.008, memory: 8951, top1_acc: 0.7674, top5_acc: 0.9210, loss_cls: 0.9080, loss: 0.9080, grad_norm: 3.4558 2020-07-24 12:20:11,762 - mmaction - INFO - Epoch [39][840/1074] lr: 3.500e-03, eta: 4:04:15, time: 1.232, data_time: 0.008, memory: 8951, top1_acc: 0.7554, top5_acc: 0.9152, loss_cls: 0.9618, loss: 0.9618, grad_norm: 3.5248 2020-07-24 12:20:37,002 - mmaction - INFO - Epoch [39][860/1074] lr: 3.500e-03, eta: 4:03:51, time: 1.261, data_time: 0.004, memory: 8951, top1_acc: 0.7453, top5_acc: 0.9228, loss_cls: 0.9518, loss: 0.9518, grad_norm: 3.6163 2020-07-24 12:21:00,053 - mmaction - INFO - Epoch [39][880/1074] lr: 3.500e-03, eta: 4:03:26, time: 1.152, data_time: 0.007, memory: 8951, top1_acc: 0.7426, top5_acc: 0.9143, loss_cls: 0.9771, loss: 0.9771, grad_norm: 3.6073 2020-07-24 12:21:24,064 - mmaction - INFO - Epoch [39][900/1074] lr: 3.500e-03, eta: 4:03:02, time: 1.202, data_time: 0.006, memory: 8951, top1_acc: 0.7482, top5_acc: 0.9138, loss_cls: 0.9634, loss: 0.9634, grad_norm: 3.5993 2020-07-24 12:21:48,867 - mmaction - INFO - Epoch [39][920/1074] lr: 3.500e-03, eta: 4:02:37, time: 1.239, data_time: 0.006, memory: 8951, top1_acc: 0.7460, top5_acc: 0.9221, loss_cls: 0.9681, loss: 0.9681, grad_norm: 3.6220 2020-07-24 12:22:12,807 - mmaction - INFO - Epoch [39][940/1074] lr: 3.500e-03, eta: 4:02:13, time: 1.199, data_time: 0.008, memory: 8951, top1_acc: 0.7516, top5_acc: 0.9145, loss_cls: 0.9611, loss: 0.9611, grad_norm: 3.5998 2020-07-24 12:22:37,155 - mmaction - INFO - Epoch [39][960/1074] lr: 3.500e-03, eta: 4:01:49, time: 1.217, data_time: 0.003, memory: 8951, top1_acc: 0.7462, top5_acc: 0.9063, loss_cls: 1.0000, loss: 1.0000, grad_norm: 3.6349 2020-07-24 12:23:01,181 - mmaction - INFO - Epoch [39][980/1074] lr: 3.500e-03, eta: 4:01:24, time: 1.202, data_time: 0.003, memory: 8951, top1_acc: 0.7491, top5_acc: 0.9116, loss_cls: 0.9667, loss: 0.9667, grad_norm: 3.5315 2020-07-24 12:23:25,294 - mmaction - INFO - Epoch [39][1000/1074] lr: 3.500e-03, eta: 4:01:00, time: 1.205, data_time: 0.005, memory: 8951, top1_acc: 0.7438, top5_acc: 0.9123, loss_cls: 0.9696, loss: 0.9696, grad_norm: 3.5529 2020-07-24 12:23:49,617 - mmaction - INFO - Epoch [39][1020/1074] lr: 3.500e-03, eta: 4:00:36, time: 1.215, data_time: 0.004, memory: 8951, top1_acc: 0.7471, top5_acc: 0.9109, loss_cls: 0.9881, loss: 0.9881, grad_norm: 3.5959 2020-07-24 12:24:15,515 - mmaction - INFO - Epoch [39][1040/1074] lr: 3.500e-03, eta: 4:00:12, time: 1.294, data_time: 0.009, memory: 8951, top1_acc: 0.7444, top5_acc: 0.9109, loss_cls: 0.9909, loss: 0.9909, grad_norm: 3.6767 2020-07-24 12:24:39,489 - mmaction - INFO - Epoch [39][1060/1074] lr: 3.500e-03, eta: 3:59:47, time: 1.202, data_time: 0.008, memory: 8951, top1_acc: 0.7623, top5_acc: 0.9221, loss_cls: 0.9321, loss: 0.9321, grad_norm: 3.5802 2020-07-24 12:24:56,023 - mmaction - INFO - Saving checkpoint at 39 epochs 2020-07-24 12:25:29,837 - mmaction - INFO - Epoch [40][20/1074] lr: 3.500e-03, eta: 3:59:04, time: 1.663, data_time: 0.530, memory: 8951, top1_acc: 0.7589, top5_acc: 0.9199, loss_cls: 0.9341, loss: 0.9341, grad_norm: 3.5220 2020-07-24 12:25:52,343 - mmaction - INFO - Epoch [40][40/1074] lr: 3.500e-03, eta: 3:58:39, time: 1.123, data_time: 0.004, memory: 8951, top1_acc: 0.7618, top5_acc: 0.9174, loss_cls: 0.9294, loss: 0.9294, grad_norm: 3.5338 2020-07-24 12:26:18,333 - mmaction - INFO - Epoch [40][60/1074] lr: 3.500e-03, eta: 3:58:15, time: 1.303, data_time: 0.011, memory: 8951, top1_acc: 0.7654, top5_acc: 0.9221, loss_cls: 0.9055, loss: 0.9055, grad_norm: 3.4851 2020-07-24 12:26:40,695 - mmaction - INFO - Epoch [40][80/1074] lr: 3.500e-03, eta: 3:57:50, time: 1.116, data_time: 0.005, memory: 8951, top1_acc: 0.7692, top5_acc: 0.9261, loss_cls: 0.8869, loss: 0.8869, grad_norm: 3.4476 2020-07-24 12:27:04,667 - mmaction - INFO - Epoch [40][100/1074] lr: 3.500e-03, eta: 3:57:26, time: 1.199, data_time: 0.008, memory: 8951, top1_acc: 0.7612, top5_acc: 0.9179, loss_cls: 0.9292, loss: 0.9292, grad_norm: 3.5438 2020-07-24 12:27:28,237 - mmaction - INFO - Epoch [40][120/1074] lr: 3.500e-03, eta: 3:57:01, time: 1.176, data_time: 0.006, memory: 8951, top1_acc: 0.7627, top5_acc: 0.9167, loss_cls: 0.9413, loss: 0.9413, grad_norm: 3.5273 2020-07-24 12:27:52,722 - mmaction - INFO - Epoch [40][140/1074] lr: 3.500e-03, eta: 3:56:37, time: 1.225, data_time: 0.008, memory: 8951, top1_acc: 0.7603, top5_acc: 0.9143, loss_cls: 0.9517, loss: 0.9517, grad_norm: 3.5817 2020-07-24 12:28:16,214 - mmaction - INFO - Epoch [40][160/1074] lr: 3.500e-03, eta: 3:56:12, time: 1.175, data_time: 0.008, memory: 8951, top1_acc: 0.7542, top5_acc: 0.9252, loss_cls: 0.9200, loss: 0.9200, grad_norm: 3.5717 2020-07-24 12:28:42,057 - mmaction - INFO - Epoch [40][180/1074] lr: 3.500e-03, eta: 3:55:48, time: 1.294, data_time: 0.008, memory: 8951, top1_acc: 0.7576, top5_acc: 0.9192, loss_cls: 0.9300, loss: 0.9300, grad_norm: 3.5950 2020-07-24 12:29:05,614 - mmaction - INFO - Epoch [40][200/1074] lr: 3.500e-03, eta: 3:55:24, time: 1.177, data_time: 0.002, memory: 8951, top1_acc: 0.7636, top5_acc: 0.9304, loss_cls: 0.9008, loss: 0.9008, grad_norm: 3.4918 2020-07-24 12:29:29,793 - mmaction - INFO - Epoch [40][220/1074] lr: 3.500e-03, eta: 3:54:59, time: 1.206, data_time: 0.006, memory: 8951, top1_acc: 0.7580, top5_acc: 0.9179, loss_cls: 0.9310, loss: 0.9310, grad_norm: 3.5708 2020-07-24 12:29:54,068 - mmaction - INFO - Epoch [40][240/1074] lr: 3.500e-03, eta: 3:54:35, time: 1.215, data_time: 0.007, memory: 8951, top1_acc: 0.7656, top5_acc: 0.9181, loss_cls: 0.9186, loss: 0.9186, grad_norm: 3.4883 2020-07-24 12:30:19,567 - mmaction - INFO - Epoch [40][260/1074] lr: 3.500e-03, eta: 3:54:11, time: 1.273, data_time: 0.008, memory: 8951, top1_acc: 0.7578, top5_acc: 0.9194, loss_cls: 0.9347, loss: 0.9347, grad_norm: 3.5499 2020-07-24 12:30:44,319 - mmaction - INFO - Epoch [40][280/1074] lr: 3.500e-03, eta: 3:53:47, time: 1.240, data_time: 0.008, memory: 8951, top1_acc: 0.7531, top5_acc: 0.9123, loss_cls: 0.9556, loss: 0.9556, grad_norm: 3.5622 2020-07-24 12:31:08,325 - mmaction - INFO - Epoch [40][300/1074] lr: 3.500e-03, eta: 3:53:23, time: 1.198, data_time: 0.007, memory: 8951, top1_acc: 0.7556, top5_acc: 0.9123, loss_cls: 0.9586, loss: 0.9586, grad_norm: 3.5051 2020-07-24 12:31:32,887 - mmaction - INFO - Epoch [40][320/1074] lr: 3.500e-03, eta: 3:52:58, time: 1.232, data_time: 0.007, memory: 8951, top1_acc: 0.7652, top5_acc: 0.9221, loss_cls: 0.9270, loss: 0.9270, grad_norm: 3.5182 2020-07-24 12:31:57,247 - mmaction - INFO - Epoch [40][340/1074] lr: 3.500e-03, eta: 3:52:34, time: 1.218, data_time: 0.006, memory: 8951, top1_acc: 0.7487, top5_acc: 0.9098, loss_cls: 0.9813, loss: 0.9813, grad_norm: 3.6035 2020-07-24 12:32:21,486 - mmaction - INFO - Epoch [40][360/1074] lr: 3.500e-03, eta: 3:52:10, time: 1.212, data_time: 0.004, memory: 8951, top1_acc: 0.7587, top5_acc: 0.9181, loss_cls: 0.9391, loss: 0.9391, grad_norm: 3.5452 2020-07-24 12:32:46,500 - mmaction - INFO - Epoch [40][380/1074] lr: 3.500e-03, eta: 3:51:45, time: 1.251, data_time: 0.006, memory: 8951, top1_acc: 0.7540, top5_acc: 0.9107, loss_cls: 0.9723, loss: 0.9723, grad_norm: 3.5582 2020-07-24 12:33:09,941 - mmaction - INFO - Epoch [40][400/1074] lr: 3.500e-03, eta: 3:51:21, time: 1.171, data_time: 0.004, memory: 8951, top1_acc: 0.7667, top5_acc: 0.9283, loss_cls: 0.8837, loss: 0.8837, grad_norm: 3.4836 2020-07-24 12:33:34,549 - mmaction - INFO - Epoch [40][420/1074] lr: 3.500e-03, eta: 3:50:57, time: 1.229, data_time: 0.006, memory: 8951, top1_acc: 0.7540, top5_acc: 0.9114, loss_cls: 0.9675, loss: 0.9675, grad_norm: 3.6066 2020-07-24 12:33:59,149 - mmaction - INFO - Epoch [40][440/1074] lr: 3.500e-03, eta: 3:50:32, time: 1.229, data_time: 0.006, memory: 8951, top1_acc: 0.7509, top5_acc: 0.9103, loss_cls: 0.9912, loss: 0.9912, grad_norm: 3.6199 2020-07-24 12:34:23,518 - mmaction - INFO - Epoch [40][460/1074] lr: 3.500e-03, eta: 3:50:08, time: 1.220, data_time: 0.010, memory: 8951, top1_acc: 0.7522, top5_acc: 0.9185, loss_cls: 0.9470, loss: 0.9470, grad_norm: 3.5949 2020-07-24 12:34:46,639 - mmaction - INFO - Epoch [40][480/1074] lr: 3.500e-03, eta: 3:49:43, time: 1.157, data_time: 0.006, memory: 8951, top1_acc: 0.7547, top5_acc: 0.9188, loss_cls: 0.9155, loss: 0.9155, grad_norm: 3.4973 2020-07-24 12:35:12,689 - mmaction - INFO - Epoch [40][500/1074] lr: 3.500e-03, eta: 3:49:20, time: 1.299, data_time: 0.003, memory: 8951, top1_acc: 0.7458, top5_acc: 0.9103, loss_cls: 0.9840, loss: 0.9840, grad_norm: 3.6839 2020-07-24 12:35:37,362 - mmaction - INFO - Epoch [40][520/1074] lr: 3.500e-03, eta: 3:48:55, time: 1.235, data_time: 0.008, memory: 8951, top1_acc: 0.7636, top5_acc: 0.9183, loss_cls: 0.9343, loss: 0.9343, grad_norm: 3.5389 2020-07-24 12:36:00,516 - mmaction - INFO - Epoch [40][540/1074] lr: 3.500e-03, eta: 3:48:31, time: 1.155, data_time: 0.007, memory: 8951, top1_acc: 0.7576, top5_acc: 0.9158, loss_cls: 0.9593, loss: 0.9593, grad_norm: 3.5859 2020-07-24 12:36:26,908 - mmaction - INFO - Epoch [40][560/1074] lr: 3.500e-03, eta: 3:48:07, time: 1.323, data_time: 0.008, memory: 8951, top1_acc: 0.7507, top5_acc: 0.9192, loss_cls: 0.9417, loss: 0.9417, grad_norm: 3.6308 2020-07-24 12:36:51,404 - mmaction - INFO - Epoch [40][580/1074] lr: 3.500e-03, eta: 3:47:43, time: 1.221, data_time: 0.007, memory: 8951, top1_acc: 0.7598, top5_acc: 0.9172, loss_cls: 0.9424, loss: 0.9424, grad_norm: 3.5842 2020-07-24 12:37:16,397 - mmaction - INFO - Epoch [40][600/1074] lr: 3.500e-03, eta: 3:47:19, time: 1.253, data_time: 0.008, memory: 8951, top1_acc: 0.7560, top5_acc: 0.9181, loss_cls: 0.9468, loss: 0.9468, grad_norm: 3.5823 2020-07-24 12:37:40,824 - mmaction - INFO - Epoch [40][620/1074] lr: 3.500e-03, eta: 3:46:54, time: 1.222, data_time: 0.006, memory: 8951, top1_acc: 0.7556, top5_acc: 0.9174, loss_cls: 0.9437, loss: 0.9437, grad_norm: 3.5811 2020-07-24 12:38:05,696 - mmaction - INFO - Epoch [40][640/1074] lr: 3.500e-03, eta: 3:46:30, time: 1.243, data_time: 0.004, memory: 8951, top1_acc: 0.7576, top5_acc: 0.9201, loss_cls: 0.9328, loss: 0.9328, grad_norm: 3.5861 2020-07-24 12:38:30,837 - mmaction - INFO - Epoch [40][660/1074] lr: 3.500e-03, eta: 3:46:06, time: 1.254, data_time: 0.007, memory: 8951, top1_acc: 0.7616, top5_acc: 0.9181, loss_cls: 0.9178, loss: 0.9178, grad_norm: 3.5042 2020-07-24 12:38:54,146 - mmaction - INFO - Epoch [40][680/1074] lr: 3.500e-03, eta: 3:45:41, time: 1.169, data_time: 0.009, memory: 8951, top1_acc: 0.7522, top5_acc: 0.9076, loss_cls: 0.9816, loss: 0.9816, grad_norm: 3.6077 2020-07-24 12:39:19,938 - mmaction - INFO - Epoch [40][700/1074] lr: 3.500e-03, eta: 3:45:17, time: 1.286, data_time: 0.006, memory: 8951, top1_acc: 0.7513, top5_acc: 0.9134, loss_cls: 0.9747, loss: 0.9747, grad_norm: 3.6026 2020-07-24 12:39:44,486 - mmaction - INFO - Epoch [40][720/1074] lr: 3.500e-03, eta: 3:44:53, time: 1.227, data_time: 0.008, memory: 8951, top1_acc: 0.7507, top5_acc: 0.9212, loss_cls: 0.9559, loss: 0.9559, grad_norm: 3.6706 2020-07-24 12:40:09,657 - mmaction - INFO - Epoch [40][740/1074] lr: 3.500e-03, eta: 3:44:29, time: 1.262, data_time: 0.010, memory: 8951, top1_acc: 0.7596, top5_acc: 0.9134, loss_cls: 0.9241, loss: 0.9241, grad_norm: 3.4866 2020-07-24 12:40:33,415 - mmaction - INFO - Epoch [40][760/1074] lr: 3.500e-03, eta: 3:44:05, time: 1.188, data_time: 0.003, memory: 8951, top1_acc: 0.7600, top5_acc: 0.9154, loss_cls: 0.9433, loss: 0.9433, grad_norm: 3.5644 2020-07-24 12:40:59,718 - mmaction - INFO - Epoch [40][780/1074] lr: 3.500e-03, eta: 3:43:41, time: 1.313, data_time: 0.007, memory: 8951, top1_acc: 0.7471, top5_acc: 0.9071, loss_cls: 0.9749, loss: 0.9749, grad_norm: 3.5840 2020-07-24 12:41:25,795 - mmaction - INFO - Epoch [40][800/1074] lr: 3.500e-03, eta: 3:43:17, time: 1.308, data_time: 0.007, memory: 8951, top1_acc: 0.7551, top5_acc: 0.9170, loss_cls: 0.9587, loss: 0.9587, grad_norm: 3.6119 2020-07-24 12:41:48,694 - mmaction - INFO - Epoch [40][820/1074] lr: 3.500e-03, eta: 3:42:52, time: 1.141, data_time: 0.004, memory: 8951, top1_acc: 0.7460, top5_acc: 0.9125, loss_cls: 0.9570, loss: 0.9570, grad_norm: 3.6088 2020-07-24 12:42:13,422 - mmaction - INFO - Epoch [40][840/1074] lr: 3.500e-03, eta: 3:42:28, time: 1.238, data_time: 0.006, memory: 8951, top1_acc: 0.7690, top5_acc: 0.9248, loss_cls: 0.9043, loss: 0.9043, grad_norm: 3.5078 2020-07-24 12:42:36,767 - mmaction - INFO - Epoch [40][860/1074] lr: 3.500e-03, eta: 3:42:03, time: 1.169, data_time: 0.008, memory: 8951, top1_acc: 0.7429, top5_acc: 0.9172, loss_cls: 0.9807, loss: 0.9807, grad_norm: 3.6511 2020-07-24 12:43:01,310 - mmaction - INFO - Epoch [40][880/1074] lr: 3.500e-03, eta: 3:41:39, time: 1.226, data_time: 0.003, memory: 8951, top1_acc: 0.7540, top5_acc: 0.9150, loss_cls: 0.9531, loss: 0.9531, grad_norm: 3.6164 2020-07-24 12:43:25,430 - mmaction - INFO - Epoch [40][900/1074] lr: 3.500e-03, eta: 3:41:15, time: 1.206, data_time: 0.004, memory: 8951, top1_acc: 0.7540, top5_acc: 0.9176, loss_cls: 0.9199, loss: 0.9199, grad_norm: 3.5324 2020-07-24 12:43:49,773 - mmaction - INFO - Epoch [40][920/1074] lr: 3.500e-03, eta: 3:40:50, time: 1.215, data_time: 0.006, memory: 8951, top1_acc: 0.7576, top5_acc: 0.9185, loss_cls: 0.9376, loss: 0.9376, grad_norm: 3.5498 2020-07-24 12:44:14,875 - mmaction - INFO - Epoch [40][940/1074] lr: 3.500e-03, eta: 3:40:26, time: 1.257, data_time: 0.006, memory: 8951, top1_acc: 0.7596, top5_acc: 0.9223, loss_cls: 0.9160, loss: 0.9160, grad_norm: 3.5479 2020-07-24 12:44:39,338 - mmaction - INFO - Epoch [40][960/1074] lr: 3.500e-03, eta: 3:40:02, time: 1.220, data_time: 0.007, memory: 8951, top1_acc: 0.7458, top5_acc: 0.9143, loss_cls: 0.9740, loss: 0.9740, grad_norm: 3.6629 2020-07-24 12:45:04,078 - mmaction - INFO - Epoch [40][980/1074] lr: 3.500e-03, eta: 3:39:38, time: 1.242, data_time: 0.008, memory: 8951, top1_acc: 0.7469, top5_acc: 0.9145, loss_cls: 0.9674, loss: 0.9674, grad_norm: 3.6096 2020-07-24 12:45:27,875 - mmaction - INFO - Epoch [40][1000/1074] lr: 3.500e-03, eta: 3:39:13, time: 1.189, data_time: 0.002, memory: 8951, top1_acc: 0.7442, top5_acc: 0.9071, loss_cls: 0.9846, loss: 0.9846, grad_norm: 3.6834 2020-07-24 12:45:52,256 - mmaction - INFO - Epoch [40][1020/1074] lr: 3.500e-03, eta: 3:38:49, time: 1.215, data_time: 0.006, memory: 8951, top1_acc: 0.7609, top5_acc: 0.9190, loss_cls: 0.9236, loss: 0.9236, grad_norm: 3.5731 2020-07-24 12:46:17,296 - mmaction - INFO - Epoch [40][1040/1074] lr: 3.500e-03, eta: 3:38:25, time: 1.256, data_time: 0.008, memory: 8951, top1_acc: 0.7661, top5_acc: 0.9179, loss_cls: 0.9347, loss: 0.9347, grad_norm: 3.5310 2020-07-24 12:46:42,486 - mmaction - INFO - Epoch [40][1060/1074] lr: 3.500e-03, eta: 3:38:01, time: 1.256, data_time: 0.006, memory: 8951, top1_acc: 0.7583, top5_acc: 0.9176, loss_cls: 0.9583, loss: 0.9583, grad_norm: 3.5876 2020-07-24 12:46:58,542 - mmaction - INFO - Saving checkpoint at 40 epochs 2020-07-24 12:47:32,397 - mmaction - INFO - Epoch [41][20/1074] lr: 3.500e-04, eta: 3:37:17, time: 1.658, data_time: 0.612, memory: 8951, top1_acc: 0.7714, top5_acc: 0.9223, loss_cls: 0.9032, loss: 0.9032, grad_norm: 3.5024 2020-07-24 12:47:55,514 - mmaction - INFO - Epoch [41][40/1074] lr: 3.500e-04, eta: 3:36:53, time: 1.158, data_time: 0.007, memory: 8951, top1_acc: 0.7650, top5_acc: 0.9188, loss_cls: 0.9226, loss: 0.9226, grad_norm: 3.5026 2020-07-24 12:48:19,585 - mmaction - INFO - Epoch [41][60/1074] lr: 3.500e-04, eta: 3:36:28, time: 1.198, data_time: 0.007, memory: 8951, top1_acc: 0.7574, top5_acc: 0.9241, loss_cls: 0.9123, loss: 0.9123, grad_norm: 3.5590 2020-07-24 12:48:44,362 - mmaction - INFO - Epoch [41][80/1074] lr: 3.500e-04, eta: 3:36:04, time: 1.242, data_time: 0.009, memory: 8951, top1_acc: 0.7525, top5_acc: 0.9230, loss_cls: 0.9108, loss: 0.9108, grad_norm: 3.5422 2020-07-24 12:49:09,096 - mmaction - INFO - Epoch [41][100/1074] lr: 3.500e-04, eta: 3:35:40, time: 1.239, data_time: 0.005, memory: 8951, top1_acc: 0.7679, top5_acc: 0.9138, loss_cls: 0.9309, loss: 0.9309, grad_norm: 3.5011 2020-07-24 12:49:34,168 - mmaction - INFO - Epoch [41][120/1074] lr: 3.500e-04, eta: 3:35:16, time: 1.254, data_time: 0.006, memory: 8951, top1_acc: 0.7672, top5_acc: 0.9275, loss_cls: 0.8818, loss: 0.8818, grad_norm: 3.4214 2020-07-24 12:49:58,523 - mmaction - INFO - Epoch [41][140/1074] lr: 3.500e-04, eta: 3:34:51, time: 1.213, data_time: 0.006, memory: 8951, top1_acc: 0.7723, top5_acc: 0.9263, loss_cls: 0.8786, loss: 0.8786, grad_norm: 3.5003 2020-07-24 12:50:23,293 - mmaction - INFO - Epoch [41][160/1074] lr: 3.500e-04, eta: 3:34:27, time: 1.238, data_time: 0.008, memory: 8951, top1_acc: 0.7596, top5_acc: 0.9176, loss_cls: 0.9462, loss: 0.9462, grad_norm: 3.5290 2020-07-24 12:50:47,054 - mmaction - INFO - Epoch [41][180/1074] lr: 3.500e-04, eta: 3:34:03, time: 1.192, data_time: 0.011, memory: 8951, top1_acc: 0.7656, top5_acc: 0.9203, loss_cls: 0.9182, loss: 0.9182, grad_norm: 3.5011 2020-07-24 12:51:11,662 - mmaction - INFO - Epoch [41][200/1074] lr: 3.500e-04, eta: 3:33:38, time: 1.231, data_time: 0.004, memory: 8951, top1_acc: 0.7699, top5_acc: 0.9246, loss_cls: 0.8948, loss: 0.8948, grad_norm: 3.5014 2020-07-24 12:51:38,010 - mmaction - INFO - Epoch [41][220/1074] lr: 3.500e-04, eta: 3:33:15, time: 1.312, data_time: 0.007, memory: 8951, top1_acc: 0.7621, top5_acc: 0.9185, loss_cls: 0.9328, loss: 0.9328, grad_norm: 3.5433 2020-07-24 12:52:02,622 - mmaction - INFO - Epoch [41][240/1074] lr: 3.500e-04, eta: 3:32:50, time: 1.237, data_time: 0.009, memory: 8951, top1_acc: 0.7616, top5_acc: 0.9208, loss_cls: 0.9179, loss: 0.9179, grad_norm: 3.5493 2020-07-24 12:52:26,171 - mmaction - INFO - Epoch [41][260/1074] lr: 3.500e-04, eta: 3:32:26, time: 1.177, data_time: 0.006, memory: 8951, top1_acc: 0.7739, top5_acc: 0.9297, loss_cls: 0.8720, loss: 0.8720, grad_norm: 3.5061 2020-07-24 12:52:50,739 - mmaction - INFO - Epoch [41][280/1074] lr: 3.500e-04, eta: 3:32:02, time: 1.225, data_time: 0.003, memory: 8951, top1_acc: 0.7746, top5_acc: 0.9266, loss_cls: 0.8769, loss: 0.8769, grad_norm: 3.4211 2020-07-24 12:53:14,652 - mmaction - INFO - Epoch [41][300/1074] lr: 3.500e-04, eta: 3:31:37, time: 1.194, data_time: 0.010, memory: 8951, top1_acc: 0.7728, top5_acc: 0.9250, loss_cls: 0.8633, loss: 0.8633, grad_norm: 3.4053 2020-07-24 12:53:41,298 - mmaction - INFO - Epoch [41][320/1074] lr: 3.500e-04, eta: 3:31:13, time: 1.336, data_time: 0.008, memory: 8951, top1_acc: 0.7616, top5_acc: 0.9228, loss_cls: 0.9286, loss: 0.9286, grad_norm: 3.5851 2020-07-24 12:54:05,637 - mmaction - INFO - Epoch [41][340/1074] lr: 3.500e-04, eta: 3:30:49, time: 1.215, data_time: 0.007, memory: 8951, top1_acc: 0.7616, top5_acc: 0.9241, loss_cls: 0.9019, loss: 0.9019, grad_norm: 3.5572 2020-07-24 12:54:30,247 - mmaction - INFO - Epoch [41][360/1074] lr: 3.500e-04, eta: 3:30:25, time: 1.234, data_time: 0.007, memory: 8951, top1_acc: 0.7806, top5_acc: 0.9275, loss_cls: 0.8475, loss: 0.8475, grad_norm: 3.4248 2020-07-24 12:54:54,021 - mmaction - INFO - Epoch [41][380/1074] lr: 3.500e-04, eta: 3:30:00, time: 1.186, data_time: 0.005, memory: 8951, top1_acc: 0.7719, top5_acc: 0.9259, loss_cls: 0.8930, loss: 0.8930, grad_norm: 3.4680 2020-07-24 12:55:19,928 - mmaction - INFO - Epoch [41][400/1074] lr: 3.500e-04, eta: 3:29:36, time: 1.298, data_time: 0.008, memory: 8951, top1_acc: 0.7658, top5_acc: 0.9250, loss_cls: 0.8920, loss: 0.8920, grad_norm: 3.4858 2020-07-24 12:55:42,780 - mmaction - INFO - Epoch [41][420/1074] lr: 3.500e-04, eta: 3:29:12, time: 1.137, data_time: 0.005, memory: 8951, top1_acc: 0.7674, top5_acc: 0.9208, loss_cls: 0.9052, loss: 0.9052, grad_norm: 3.4547 2020-07-24 12:56:08,113 - mmaction - INFO - Epoch [41][440/1074] lr: 3.500e-04, eta: 3:28:48, time: 1.272, data_time: 0.009, memory: 8951, top1_acc: 0.7679, top5_acc: 0.9190, loss_cls: 0.8959, loss: 0.8959, grad_norm: 3.4889 2020-07-24 12:56:32,418 - mmaction - INFO - Epoch [41][460/1074] lr: 3.500e-04, eta: 3:28:23, time: 1.210, data_time: 0.007, memory: 8951, top1_acc: 0.7658, top5_acc: 0.9196, loss_cls: 0.8986, loss: 0.8986, grad_norm: 3.5208 2020-07-24 12:56:57,404 - mmaction - INFO - Epoch [41][480/1074] lr: 3.500e-04, eta: 3:27:59, time: 1.255, data_time: 0.008, memory: 8951, top1_acc: 0.7656, top5_acc: 0.9203, loss_cls: 0.8998, loss: 0.8998, grad_norm: 3.4597 2020-07-24 12:57:21,353 - mmaction - INFO - Epoch [41][500/1074] lr: 3.500e-04, eta: 3:27:35, time: 1.195, data_time: 0.006, memory: 8951, top1_acc: 0.7696, top5_acc: 0.9243, loss_cls: 0.8723, loss: 0.8723, grad_norm: 3.4675 2020-07-24 12:57:46,041 - mmaction - INFO - Epoch [41][520/1074] lr: 3.500e-04, eta: 3:27:10, time: 1.236, data_time: 0.008, memory: 8951, top1_acc: 0.7636, top5_acc: 0.9194, loss_cls: 0.9079, loss: 0.9079, grad_norm: 3.5471 2020-07-24 12:58:11,820 - mmaction - INFO - Epoch [41][540/1074] lr: 3.500e-04, eta: 3:26:46, time: 1.286, data_time: 0.006, memory: 8951, top1_acc: 0.7681, top5_acc: 0.9208, loss_cls: 0.9069, loss: 0.9069, grad_norm: 3.4913 2020-07-24 12:58:35,363 - mmaction - INFO - Epoch [41][560/1074] lr: 3.500e-04, eta: 3:26:22, time: 1.180, data_time: 0.008, memory: 8951, top1_acc: 0.7614, top5_acc: 0.9132, loss_cls: 0.9502, loss: 0.9502, grad_norm: 3.5357 2020-07-24 12:59:00,034 - mmaction - INFO - Epoch [41][580/1074] lr: 3.500e-04, eta: 3:25:58, time: 1.233, data_time: 0.008, memory: 8951, top1_acc: 0.7750, top5_acc: 0.9210, loss_cls: 0.8864, loss: 0.8864, grad_norm: 3.4864 2020-07-24 12:59:24,362 - mmaction - INFO - Epoch [41][600/1074] lr: 3.500e-04, eta: 3:25:33, time: 1.218, data_time: 0.007, memory: 8951, top1_acc: 0.7594, top5_acc: 0.9205, loss_cls: 0.9154, loss: 0.9154, grad_norm: 3.5402 2020-07-24 12:59:47,868 - mmaction - INFO - Epoch [41][620/1074] lr: 3.500e-04, eta: 3:25:09, time: 1.174, data_time: 0.008, memory: 8951, top1_acc: 0.7779, top5_acc: 0.9279, loss_cls: 0.8635, loss: 0.8635, grad_norm: 3.4502 2020-07-24 13:00:13,698 - mmaction - INFO - Epoch [41][640/1074] lr: 3.500e-04, eta: 3:24:45, time: 1.285, data_time: 0.006, memory: 8951, top1_acc: 0.7703, top5_acc: 0.9208, loss_cls: 0.9098, loss: 0.9098, grad_norm: 3.5241 2020-07-24 13:00:37,061 - mmaction - INFO - Epoch [41][660/1074] lr: 3.500e-04, eta: 3:24:20, time: 1.175, data_time: 0.023, memory: 8951, top1_acc: 0.7596, top5_acc: 0.9203, loss_cls: 0.9206, loss: 0.9206, grad_norm: 3.5124 2020-07-24 13:01:01,776 - mmaction - INFO - Epoch [41][680/1074] lr: 3.500e-04, eta: 3:23:56, time: 1.234, data_time: 0.008, memory: 8951, top1_acc: 0.7741, top5_acc: 0.9248, loss_cls: 0.8748, loss: 0.8748, grad_norm: 3.4291 2020-07-24 13:01:26,411 - mmaction - INFO - Epoch [41][700/1074] lr: 3.500e-04, eta: 3:23:32, time: 1.235, data_time: 0.008, memory: 8951, top1_acc: 0.7714, top5_acc: 0.9192, loss_cls: 0.9007, loss: 0.9007, grad_norm: 3.4682 2020-07-24 13:01:50,917 - mmaction - INFO - Epoch [41][720/1074] lr: 3.500e-04, eta: 3:23:08, time: 1.225, data_time: 0.006, memory: 8951, top1_acc: 0.7574, top5_acc: 0.9212, loss_cls: 0.9267, loss: 0.9267, grad_norm: 3.5811 2020-07-24 13:02:14,621 - mmaction - INFO - Epoch [41][740/1074] lr: 3.500e-04, eta: 3:22:43, time: 1.184, data_time: 0.003, memory: 8951, top1_acc: 0.7746, top5_acc: 0.9212, loss_cls: 0.8880, loss: 0.8880, grad_norm: 3.4724 2020-07-24 13:02:39,660 - mmaction - INFO - Epoch [41][760/1074] lr: 3.500e-04, eta: 3:22:19, time: 1.251, data_time: 0.007, memory: 8951, top1_acc: 0.7629, top5_acc: 0.9183, loss_cls: 0.9143, loss: 0.9143, grad_norm: 3.6075 2020-07-24 13:03:02,731 - mmaction - INFO - Epoch [41][780/1074] lr: 3.500e-04, eta: 3:21:54, time: 1.156, data_time: 0.006, memory: 8951, top1_acc: 0.7714, top5_acc: 0.9208, loss_cls: 0.8909, loss: 0.8909, grad_norm: 3.5191 2020-07-24 13:03:27,207 - mmaction - INFO - Epoch [41][800/1074] lr: 3.500e-04, eta: 3:21:30, time: 1.222, data_time: 0.005, memory: 8951, top1_acc: 0.7828, top5_acc: 0.9250, loss_cls: 0.8670, loss: 0.8670, grad_norm: 3.4224 2020-07-24 13:03:52,166 - mmaction - INFO - Epoch [41][820/1074] lr: 3.500e-04, eta: 3:21:06, time: 1.249, data_time: 0.006, memory: 8951, top1_acc: 0.7768, top5_acc: 0.9275, loss_cls: 0.8571, loss: 0.8571, grad_norm: 3.4511 2020-07-24 13:04:16,843 - mmaction - INFO - Epoch [41][840/1074] lr: 3.500e-04, eta: 3:20:42, time: 1.231, data_time: 0.007, memory: 8951, top1_acc: 0.7667, top5_acc: 0.9181, loss_cls: 0.9155, loss: 0.9155, grad_norm: 3.5039 2020-07-24 13:04:41,594 - mmaction - INFO - Epoch [41][860/1074] lr: 3.500e-04, eta: 3:20:17, time: 1.241, data_time: 0.008, memory: 8951, top1_acc: 0.7629, top5_acc: 0.9250, loss_cls: 0.8896, loss: 0.8896, grad_norm: 3.5640 2020-07-24 13:05:06,410 - mmaction - INFO - Epoch [41][880/1074] lr: 3.500e-04, eta: 3:19:53, time: 1.240, data_time: 0.005, memory: 8951, top1_acc: 0.7732, top5_acc: 0.9246, loss_cls: 0.8748, loss: 0.8748, grad_norm: 3.5341 2020-07-24 13:05:30,223 - mmaction - INFO - Epoch [41][900/1074] lr: 3.500e-04, eta: 3:19:29, time: 1.192, data_time: 0.004, memory: 8951, top1_acc: 0.7638, top5_acc: 0.9210, loss_cls: 0.8986, loss: 0.8986, grad_norm: 3.5039 2020-07-24 13:05:55,314 - mmaction - INFO - Epoch [41][920/1074] lr: 3.500e-04, eta: 3:19:05, time: 1.254, data_time: 0.005, memory: 8951, top1_acc: 0.7692, top5_acc: 0.9248, loss_cls: 0.8933, loss: 0.8933, grad_norm: 3.5446 2020-07-24 13:06:19,450 - mmaction - INFO - Epoch [41][940/1074] lr: 3.500e-04, eta: 3:18:40, time: 1.204, data_time: 0.007, memory: 8951, top1_acc: 0.7734, top5_acc: 0.9250, loss_cls: 0.8945, loss: 0.8945, grad_norm: 3.5164 2020-07-24 13:06:43,398 - mmaction - INFO - Epoch [41][960/1074] lr: 3.500e-04, eta: 3:18:16, time: 1.200, data_time: 0.007, memory: 8951, top1_acc: 0.7656, top5_acc: 0.9165, loss_cls: 0.9253, loss: 0.9253, grad_norm: 3.5550 2020-07-24 13:07:09,838 - mmaction - INFO - Epoch [41][980/1074] lr: 3.500e-04, eta: 3:17:52, time: 1.319, data_time: 0.006, memory: 8951, top1_acc: 0.7605, top5_acc: 0.9167, loss_cls: 0.9054, loss: 0.9054, grad_norm: 3.5112 2020-07-24 13:07:33,266 - mmaction - INFO - Epoch [41][1000/1074] lr: 3.500e-04, eta: 3:17:27, time: 1.175, data_time: 0.007, memory: 8951, top1_acc: 0.7676, top5_acc: 0.9199, loss_cls: 0.8989, loss: 0.8989, grad_norm: 3.4642 2020-07-24 13:07:58,324 - mmaction - INFO - Epoch [41][1020/1074] lr: 3.500e-04, eta: 3:17:03, time: 1.252, data_time: 0.005, memory: 8951, top1_acc: 0.7647, top5_acc: 0.9292, loss_cls: 0.8880, loss: 0.8880, grad_norm: 3.5362 2020-07-24 13:08:23,049 - mmaction - INFO - Epoch [41][1040/1074] lr: 3.500e-04, eta: 3:16:39, time: 1.235, data_time: 0.004, memory: 8951, top1_acc: 0.7824, top5_acc: 0.9277, loss_cls: 0.8448, loss: 0.8448, grad_norm: 3.4518 2020-07-24 13:08:48,154 - mmaction - INFO - Epoch [41][1060/1074] lr: 3.500e-04, eta: 3:16:15, time: 1.253, data_time: 0.007, memory: 8951, top1_acc: 0.7788, top5_acc: 0.9241, loss_cls: 0.8531, loss: 0.8531, grad_norm: 3.4535 2020-07-24 13:09:05,368 - mmaction - INFO - Saving checkpoint at 41 epochs 2020-07-24 13:09:42,511 - mmaction - INFO - Epoch [42][20/1074] lr: 3.500e-04, eta: 3:15:32, time: 1.816, data_time: 0.775, memory: 8951, top1_acc: 0.7813, top5_acc: 0.9234, loss_cls: 0.8719, loss: 0.8719, grad_norm: 3.4720 2020-07-24 13:10:06,387 - mmaction - INFO - Epoch [42][40/1074] lr: 3.500e-04, eta: 3:15:08, time: 1.198, data_time: 0.009, memory: 8951, top1_acc: 0.7848, top5_acc: 0.9313, loss_cls: 0.8524, loss: 0.8524, grad_norm: 3.4646 2020-07-24 13:10:31,436 - mmaction - INFO - Epoch [42][60/1074] lr: 3.500e-04, eta: 3:14:44, time: 1.253, data_time: 0.004, memory: 8951, top1_acc: 0.7781, top5_acc: 0.9257, loss_cls: 0.8692, loss: 0.8692, grad_norm: 3.4683 2020-07-24 13:10:54,409 - mmaction - INFO - Epoch [42][80/1074] lr: 3.500e-04, eta: 3:14:19, time: 1.147, data_time: 0.003, memory: 8951, top1_acc: 0.7828, top5_acc: 0.9261, loss_cls: 0.8642, loss: 0.8642, grad_norm: 3.4458 2020-07-24 13:11:19,575 - mmaction - INFO - Epoch [42][100/1074] lr: 3.500e-04, eta: 3:13:55, time: 1.255, data_time: 0.007, memory: 8951, top1_acc: 0.7616, top5_acc: 0.9268, loss_cls: 0.8943, loss: 0.8943, grad_norm: 3.5065 2020-07-24 13:11:44,373 - mmaction - INFO - Epoch [42][120/1074] lr: 3.500e-04, eta: 3:13:31, time: 1.243, data_time: 0.008, memory: 8951, top1_acc: 0.7636, top5_acc: 0.9192, loss_cls: 0.9230, loss: 0.9230, grad_norm: 3.5431 2020-07-24 13:12:10,889 - mmaction - INFO - Epoch [42][140/1074] lr: 3.500e-04, eta: 3:13:07, time: 1.327, data_time: 0.007, memory: 8951, top1_acc: 0.7625, top5_acc: 0.9228, loss_cls: 0.9043, loss: 0.9043, grad_norm: 3.5187 2020-07-24 13:12:33,965 - mmaction - INFO - Epoch [42][160/1074] lr: 3.500e-04, eta: 3:12:42, time: 1.154, data_time: 0.003, memory: 8951, top1_acc: 0.7708, top5_acc: 0.9194, loss_cls: 0.9211, loss: 0.9211, grad_norm: 3.5505 2020-07-24 13:12:57,418 - mmaction - INFO - Epoch [42][180/1074] lr: 3.500e-04, eta: 3:12:18, time: 1.170, data_time: 0.005, memory: 8951, top1_acc: 0.7656, top5_acc: 0.9183, loss_cls: 0.9124, loss: 0.9124, grad_norm: 3.5152 2020-07-24 13:13:22,534 - mmaction - INFO - Epoch [42][200/1074] lr: 3.500e-04, eta: 3:11:54, time: 1.257, data_time: 0.008, memory: 8951, top1_acc: 0.7804, top5_acc: 0.9252, loss_cls: 0.8797, loss: 0.8797, grad_norm: 3.4570 2020-07-24 13:13:49,168 - mmaction - INFO - Epoch [42][220/1074] lr: 3.500e-04, eta: 3:11:30, time: 1.330, data_time: 0.007, memory: 8951, top1_acc: 0.7790, top5_acc: 0.9306, loss_cls: 0.8617, loss: 0.8617, grad_norm: 3.5043 2020-07-24 13:14:14,534 - mmaction - INFO - Epoch [42][240/1074] lr: 3.500e-04, eta: 3:11:06, time: 1.271, data_time: 0.007, memory: 8951, top1_acc: 0.7647, top5_acc: 0.9239, loss_cls: 0.8851, loss: 0.8851, grad_norm: 3.5004 2020-07-24 13:14:39,332 - mmaction - INFO - Epoch [42][260/1074] lr: 3.500e-04, eta: 3:10:41, time: 1.237, data_time: 0.006, memory: 8951, top1_acc: 0.7656, top5_acc: 0.9185, loss_cls: 0.9016, loss: 0.9016, grad_norm: 3.5682 2020-07-24 13:15:03,632 - mmaction - INFO - Epoch [42][280/1074] lr: 3.500e-04, eta: 3:10:17, time: 1.218, data_time: 0.008, memory: 8951, top1_acc: 0.7672, top5_acc: 0.9219, loss_cls: 0.9138, loss: 0.9138, grad_norm: 3.5543 2020-07-24 13:15:27,759 - mmaction - INFO - Epoch [42][300/1074] lr: 3.500e-04, eta: 3:09:53, time: 1.205, data_time: 0.003, memory: 8951, top1_acc: 0.7569, top5_acc: 0.9257, loss_cls: 0.9027, loss: 0.9027, grad_norm: 3.5675 2020-07-24 13:15:52,497 - mmaction - INFO - Epoch [42][320/1074] lr: 3.500e-04, eta: 3:09:29, time: 1.234, data_time: 0.009, memory: 8951, top1_acc: 0.7757, top5_acc: 0.9266, loss_cls: 0.8776, loss: 0.8776, grad_norm: 3.4519 2020-07-24 13:16:16,545 - mmaction - INFO - Epoch [42][340/1074] lr: 3.500e-04, eta: 3:09:04, time: 1.206, data_time: 0.008, memory: 8951, top1_acc: 0.7710, top5_acc: 0.9212, loss_cls: 0.8843, loss: 0.8843, grad_norm: 3.5017 2020-07-24 13:16:40,467 - mmaction - INFO - Epoch [42][360/1074] lr: 3.500e-04, eta: 3:08:40, time: 1.194, data_time: 0.007, memory: 8951, top1_acc: 0.7757, top5_acc: 0.9237, loss_cls: 0.8834, loss: 0.8834, grad_norm: 3.4775 2020-07-24 13:17:05,147 - mmaction - INFO - Epoch [42][380/1074] lr: 3.500e-04, eta: 3:08:15, time: 1.236, data_time: 0.007, memory: 8951, top1_acc: 0.7712, top5_acc: 0.9275, loss_cls: 0.8762, loss: 0.8762, grad_norm: 3.4893 2020-07-24 13:17:29,965 - mmaction - INFO - Epoch [42][400/1074] lr: 3.500e-04, eta: 3:07:51, time: 1.240, data_time: 0.008, memory: 8951, top1_acc: 0.7795, top5_acc: 0.9270, loss_cls: 0.8660, loss: 0.8660, grad_norm: 3.4320 2020-07-24 13:17:55,606 - mmaction - INFO - Epoch [42][420/1074] lr: 3.500e-04, eta: 3:07:27, time: 1.284, data_time: 0.006, memory: 8951, top1_acc: 0.7797, top5_acc: 0.9268, loss_cls: 0.8529, loss: 0.8529, grad_norm: 3.4545 2020-07-24 13:18:20,441 - mmaction - INFO - Epoch [42][440/1074] lr: 3.500e-04, eta: 3:07:03, time: 1.240, data_time: 0.008, memory: 8951, top1_acc: 0.7661, top5_acc: 0.9250, loss_cls: 0.8911, loss: 0.8911, grad_norm: 3.5475 2020-07-24 13:18:45,617 - mmaction - INFO - Epoch [42][460/1074] lr: 3.500e-04, eta: 3:06:39, time: 1.261, data_time: 0.006, memory: 8951, top1_acc: 0.7759, top5_acc: 0.9308, loss_cls: 0.8530, loss: 0.8530, grad_norm: 3.5085 2020-07-24 13:19:10,289 - mmaction - INFO - Epoch [42][480/1074] lr: 3.500e-04, eta: 3:06:15, time: 1.232, data_time: 0.002, memory: 8951, top1_acc: 0.7663, top5_acc: 0.9205, loss_cls: 0.8931, loss: 0.8931, grad_norm: 3.5114 2020-07-24 13:19:34,762 - mmaction - INFO - Epoch [42][500/1074] lr: 3.500e-04, eta: 3:05:50, time: 1.222, data_time: 0.007, memory: 8951, top1_acc: 0.7725, top5_acc: 0.9272, loss_cls: 0.8850, loss: 0.8850, grad_norm: 3.5280 2020-07-24 13:19:59,283 - mmaction - INFO - Epoch [42][520/1074] lr: 3.500e-04, eta: 3:05:26, time: 1.229, data_time: 0.008, memory: 8951, top1_acc: 0.7797, top5_acc: 0.9241, loss_cls: 0.8789, loss: 0.8789, grad_norm: 3.5209 2020-07-24 13:20:22,694 - mmaction - INFO - Epoch [42][540/1074] lr: 3.500e-04, eta: 3:05:01, time: 1.170, data_time: 0.005, memory: 8951, top1_acc: 0.7690, top5_acc: 0.9165, loss_cls: 0.9123, loss: 0.9123, grad_norm: 3.5113 2020-07-24 13:20:47,226 - mmaction - INFO - Epoch [42][560/1074] lr: 3.500e-04, eta: 3:04:37, time: 1.226, data_time: 0.003, memory: 8951, top1_acc: 0.7772, top5_acc: 0.9252, loss_cls: 0.8699, loss: 0.8699, grad_norm: 3.4897 2020-07-24 13:21:11,090 - mmaction - INFO - Epoch [42][580/1074] lr: 3.500e-04, eta: 3:04:13, time: 1.191, data_time: 0.006, memory: 8951, top1_acc: 0.7766, top5_acc: 0.9270, loss_cls: 0.8686, loss: 0.8686, grad_norm: 3.5004 2020-07-24 13:21:36,161 - mmaction - INFO - Epoch [42][600/1074] lr: 3.500e-04, eta: 3:03:49, time: 1.256, data_time: 0.007, memory: 8951, top1_acc: 0.7533, top5_acc: 0.9232, loss_cls: 0.9278, loss: 0.9278, grad_norm: 3.6653 2020-07-24 13:22:00,671 - mmaction - INFO - Epoch [42][620/1074] lr: 3.500e-04, eta: 3:03:24, time: 1.225, data_time: 0.007, memory: 8951, top1_acc: 0.7723, top5_acc: 0.9319, loss_cls: 0.8728, loss: 0.8728, grad_norm: 3.5386 2020-07-24 13:22:25,360 - mmaction - INFO - Epoch [42][640/1074] lr: 3.500e-04, eta: 3:03:00, time: 1.235, data_time: 0.004, memory: 8951, top1_acc: 0.7679, top5_acc: 0.9234, loss_cls: 0.9032, loss: 0.9032, grad_norm: 3.6016 2020-07-24 13:22:49,807 - mmaction - INFO - Epoch [42][660/1074] lr: 3.500e-04, eta: 3:02:36, time: 1.220, data_time: 0.007, memory: 8951, top1_acc: 0.7645, top5_acc: 0.9183, loss_cls: 0.9044, loss: 0.9044, grad_norm: 3.5524 2020-07-24 13:23:15,275 - mmaction - INFO - Epoch [42][680/1074] lr: 3.500e-04, eta: 3:02:12, time: 1.276, data_time: 0.008, memory: 8951, top1_acc: 0.7701, top5_acc: 0.9275, loss_cls: 0.8555, loss: 0.8555, grad_norm: 3.4682 2020-07-24 13:23:38,914 - mmaction - INFO - Epoch [42][700/1074] lr: 3.500e-04, eta: 3:01:47, time: 1.179, data_time: 0.006, memory: 8951, top1_acc: 0.7781, top5_acc: 0.9321, loss_cls: 0.8414, loss: 0.8414, grad_norm: 3.4440 2020-07-24 13:24:02,886 - mmaction - INFO - Epoch [42][720/1074] lr: 3.500e-04, eta: 3:01:23, time: 1.197, data_time: 0.008, memory: 8951, top1_acc: 0.7732, top5_acc: 0.9217, loss_cls: 0.8826, loss: 0.8826, grad_norm: 3.5593 2020-07-24 13:24:28,253 - mmaction - INFO - Epoch [42][740/1074] lr: 3.500e-04, eta: 3:00:59, time: 1.270, data_time: 0.009, memory: 8951, top1_acc: 0.7658, top5_acc: 0.9188, loss_cls: 0.8819, loss: 0.8819, grad_norm: 3.4754 2020-07-24 13:24:52,037 - mmaction - INFO - Epoch [42][760/1074] lr: 3.500e-04, eta: 3:00:34, time: 1.190, data_time: 0.006, memory: 8951, top1_acc: 0.7750, top5_acc: 0.9275, loss_cls: 0.8565, loss: 0.8565, grad_norm: 3.5291 2020-07-24 13:25:16,340 - mmaction - INFO - Epoch [42][780/1074] lr: 3.500e-04, eta: 3:00:10, time: 1.213, data_time: 0.006, memory: 8951, top1_acc: 0.7759, top5_acc: 0.9281, loss_cls: 0.8670, loss: 0.8670, grad_norm: 3.5113 2020-07-24 13:25:40,462 - mmaction - INFO - Epoch [42][800/1074] lr: 3.500e-04, eta: 2:59:45, time: 1.209, data_time: 0.007, memory: 8951, top1_acc: 0.7759, top5_acc: 0.9277, loss_cls: 0.8853, loss: 0.8853, grad_norm: 3.5303 2020-07-24 13:26:04,224 - mmaction - INFO - Epoch [42][820/1074] lr: 3.500e-04, eta: 2:59:21, time: 1.186, data_time: 0.006, memory: 8951, top1_acc: 0.7598, top5_acc: 0.9194, loss_cls: 0.9143, loss: 0.9143, grad_norm: 3.5370 2020-07-24 13:26:28,239 - mmaction - INFO - Epoch [42][840/1074] lr: 3.500e-04, eta: 2:58:57, time: 1.202, data_time: 0.007, memory: 8951, top1_acc: 0.7656, top5_acc: 0.9190, loss_cls: 0.8957, loss: 0.8957, grad_norm: 3.5077 2020-07-24 13:26:53,786 - mmaction - INFO - Epoch [42][860/1074] lr: 3.500e-04, eta: 2:58:32, time: 1.272, data_time: 0.006, memory: 8951, top1_acc: 0.7781, top5_acc: 0.9263, loss_cls: 0.8671, loss: 0.8671, grad_norm: 3.5218 2020-07-24 13:27:18,559 - mmaction - INFO - Epoch [42][880/1074] lr: 3.500e-04, eta: 2:58:08, time: 1.242, data_time: 0.009, memory: 8951, top1_acc: 0.7721, top5_acc: 0.9223, loss_cls: 0.8985, loss: 0.8985, grad_norm: 3.5708 2020-07-24 13:27:43,707 - mmaction - INFO - Epoch [42][900/1074] lr: 3.500e-04, eta: 2:57:44, time: 1.258, data_time: 0.008, memory: 8951, top1_acc: 0.7739, top5_acc: 0.9310, loss_cls: 0.8814, loss: 0.8814, grad_norm: 3.5558 2020-07-24 13:28:07,489 - mmaction - INFO - Epoch [42][920/1074] lr: 3.500e-04, eta: 2:57:20, time: 1.187, data_time: 0.007, memory: 8951, top1_acc: 0.7629, top5_acc: 0.9194, loss_cls: 0.9179, loss: 0.9179, grad_norm: 3.5333 2020-07-24 13:28:32,447 - mmaction - INFO - Epoch [42][940/1074] lr: 3.500e-04, eta: 2:56:55, time: 1.250, data_time: 0.007, memory: 8951, top1_acc: 0.7828, top5_acc: 0.9299, loss_cls: 0.8526, loss: 0.8526, grad_norm: 3.4850 2020-07-24 13:28:58,012 - mmaction - INFO - Epoch [42][960/1074] lr: 3.500e-04, eta: 2:56:31, time: 1.276, data_time: 0.008, memory: 8951, top1_acc: 0.7652, top5_acc: 0.9234, loss_cls: 0.8975, loss: 0.8975, grad_norm: 3.5883 2020-07-24 13:29:20,995 - mmaction - INFO - Epoch [42][980/1074] lr: 3.500e-04, eta: 2:56:07, time: 1.153, data_time: 0.007, memory: 8951, top1_acc: 0.7701, top5_acc: 0.9348, loss_cls: 0.8466, loss: 0.8466, grad_norm: 3.4271 2020-07-24 13:29:45,511 - mmaction - INFO - Epoch [42][1000/1074] lr: 3.500e-04, eta: 2:55:42, time: 1.226, data_time: 0.006, memory: 8951, top1_acc: 0.7763, top5_acc: 0.9286, loss_cls: 0.8567, loss: 0.8567, grad_norm: 3.5092 2020-07-24 13:30:10,780 - mmaction - INFO - Epoch [42][1020/1074] lr: 3.500e-04, eta: 2:55:18, time: 1.264, data_time: 0.005, memory: 8951, top1_acc: 0.7721, top5_acc: 0.9221, loss_cls: 0.8721, loss: 0.8721, grad_norm: 3.5294 2020-07-24 13:30:36,638 - mmaction - INFO - Epoch [42][1040/1074] lr: 3.500e-04, eta: 2:54:54, time: 1.292, data_time: 0.003, memory: 8951, top1_acc: 0.7661, top5_acc: 0.9183, loss_cls: 0.8959, loss: 0.8959, grad_norm: 3.5277 2020-07-24 13:30:59,902 - mmaction - INFO - Epoch [42][1060/1074] lr: 3.500e-04, eta: 2:54:30, time: 1.161, data_time: 0.007, memory: 8951, top1_acc: 0.7763, top5_acc: 0.9330, loss_cls: 0.8453, loss: 0.8453, grad_norm: 3.5670 2020-07-24 13:31:16,833 - mmaction - INFO - Saving checkpoint at 42 epochs 2020-07-24 13:31:50,299 - mmaction - INFO - Epoch [43][20/1074] lr: 3.500e-04, eta: 2:53:47, time: 1.645, data_time: 0.495, memory: 8951, top1_acc: 0.7656, top5_acc: 0.9266, loss_cls: 0.8850, loss: 0.8850, grad_norm: 3.6034 2020-07-24 13:32:14,784 - mmaction - INFO - Epoch [43][40/1074] lr: 3.500e-04, eta: 2:53:22, time: 1.225, data_time: 0.005, memory: 8951, top1_acc: 0.7643, top5_acc: 0.9277, loss_cls: 0.8843, loss: 0.8843, grad_norm: 3.4514 2020-07-24 13:32:38,087 - mmaction - INFO - Epoch [43][60/1074] lr: 3.500e-04, eta: 2:52:58, time: 1.166, data_time: 0.005, memory: 8951, top1_acc: 0.7790, top5_acc: 0.9170, loss_cls: 0.8653, loss: 0.8653, grad_norm: 3.4204 2020-07-24 13:33:03,735 - mmaction - INFO - Epoch [43][80/1074] lr: 3.500e-04, eta: 2:52:34, time: 1.282, data_time: 0.003, memory: 8951, top1_acc: 0.7658, top5_acc: 0.9241, loss_cls: 0.8824, loss: 0.8824, grad_norm: 3.4928 2020-07-24 13:33:28,127 - mmaction - INFO - Epoch [43][100/1074] lr: 3.500e-04, eta: 2:52:10, time: 1.219, data_time: 0.006, memory: 8951, top1_acc: 0.7750, top5_acc: 0.9259, loss_cls: 0.8674, loss: 0.8674, grad_norm: 3.6231 2020-07-24 13:33:53,245 - mmaction - INFO - Epoch [43][120/1074] lr: 3.500e-04, eta: 2:51:45, time: 1.258, data_time: 0.005, memory: 8951, top1_acc: 0.7676, top5_acc: 0.9263, loss_cls: 0.8813, loss: 0.8813, grad_norm: 3.5816 2020-07-24 13:34:16,390 - mmaction - INFO - Epoch [43][140/1074] lr: 3.500e-04, eta: 2:51:21, time: 1.158, data_time: 0.003, memory: 8951, top1_acc: 0.7692, top5_acc: 0.9214, loss_cls: 0.8796, loss: 0.8796, grad_norm: 3.4996 2020-07-24 13:34:40,761 - mmaction - INFO - Epoch [43][160/1074] lr: 3.500e-04, eta: 2:50:56, time: 1.218, data_time: 0.004, memory: 8951, top1_acc: 0.7603, top5_acc: 0.9246, loss_cls: 0.8824, loss: 0.8824, grad_norm: 3.5367 2020-07-24 13:35:04,586 - mmaction - INFO - Epoch [43][180/1074] lr: 3.500e-04, eta: 2:50:32, time: 1.191, data_time: 0.004, memory: 8951, top1_acc: 0.7781, top5_acc: 0.9301, loss_cls: 0.8521, loss: 0.8521, grad_norm: 3.5393 2020-07-24 13:35:29,360 - mmaction - INFO - Epoch [43][200/1074] lr: 3.500e-04, eta: 2:50:08, time: 1.239, data_time: 0.003, memory: 8951, top1_acc: 0.7795, top5_acc: 0.9306, loss_cls: 0.8439, loss: 0.8439, grad_norm: 3.4292 2020-07-24 13:35:54,000 - mmaction - INFO - Epoch [43][220/1074] lr: 3.500e-04, eta: 2:49:44, time: 1.233, data_time: 0.003, memory: 8951, top1_acc: 0.7708, top5_acc: 0.9230, loss_cls: 0.9041, loss: 0.9041, grad_norm: 3.5496 2020-07-24 13:36:20,651 - mmaction - INFO - Epoch [43][240/1074] lr: 3.500e-04, eta: 2:49:20, time: 1.329, data_time: 0.006, memory: 8951, top1_acc: 0.7705, top5_acc: 0.9230, loss_cls: 0.8883, loss: 0.8883, grad_norm: 3.5176 2020-07-24 13:36:45,352 - mmaction - INFO - Epoch [43][260/1074] lr: 3.500e-04, eta: 2:48:55, time: 1.238, data_time: 0.007, memory: 8951, top1_acc: 0.7663, top5_acc: 0.9254, loss_cls: 0.8937, loss: 0.8937, grad_norm: 3.5518 2020-07-24 13:37:10,618 - mmaction - INFO - Epoch [43][280/1074] lr: 3.500e-04, eta: 2:48:31, time: 1.264, data_time: 0.005, memory: 8951, top1_acc: 0.7692, top5_acc: 0.9237, loss_cls: 0.8696, loss: 0.8696, grad_norm: 3.4846 2020-07-24 13:37:35,221 - mmaction - INFO - Epoch [43][300/1074] lr: 3.500e-04, eta: 2:48:07, time: 1.228, data_time: 0.003, memory: 8951, top1_acc: 0.7824, top5_acc: 0.9299, loss_cls: 0.8399, loss: 0.8399, grad_norm: 3.4967 2020-07-24 13:37:59,358 - mmaction - INFO - Epoch [43][320/1074] lr: 3.500e-04, eta: 2:47:43, time: 1.204, data_time: 0.007, memory: 8951, top1_acc: 0.7817, top5_acc: 0.9288, loss_cls: 0.8436, loss: 0.8436, grad_norm: 3.5034 2020-07-24 13:38:24,350 - mmaction - INFO - Epoch [43][340/1074] lr: 3.500e-04, eta: 2:47:18, time: 1.250, data_time: 0.008, memory: 8951, top1_acc: 0.7585, top5_acc: 0.9170, loss_cls: 0.9249, loss: 0.9249, grad_norm: 3.5562 2020-07-24 13:38:48,491 - mmaction - INFO - Epoch [43][360/1074] lr: 3.500e-04, eta: 2:46:54, time: 1.206, data_time: 0.006, memory: 8951, top1_acc: 0.7679, top5_acc: 0.9225, loss_cls: 0.8858, loss: 0.8858, grad_norm: 3.5398 2020-07-24 13:39:14,195 - mmaction - INFO - Epoch [43][380/1074] lr: 3.500e-04, eta: 2:46:30, time: 1.289, data_time: 0.007, memory: 8951, top1_acc: 0.7672, top5_acc: 0.9304, loss_cls: 0.8843, loss: 0.8843, grad_norm: 3.6082 2020-07-24 13:39:38,780 - mmaction - INFO - Epoch [43][400/1074] lr: 3.500e-04, eta: 2:46:06, time: 1.229, data_time: 0.005, memory: 8951, top1_acc: 0.7712, top5_acc: 0.9183, loss_cls: 0.8979, loss: 0.8979, grad_norm: 3.5825 2020-07-24 13:40:02,110 - mmaction - INFO - Epoch [43][420/1074] lr: 3.500e-04, eta: 2:45:41, time: 1.165, data_time: 0.004, memory: 8951, top1_acc: 0.7656, top5_acc: 0.9246, loss_cls: 0.8933, loss: 0.8933, grad_norm: 3.5652 2020-07-24 13:40:27,978 - mmaction - INFO - Epoch [43][440/1074] lr: 3.500e-04, eta: 2:45:17, time: 1.292, data_time: 0.004, memory: 8951, top1_acc: 0.7712, top5_acc: 0.9268, loss_cls: 0.8913, loss: 0.8913, grad_norm: 3.5697 2020-07-24 13:40:53,284 - mmaction - INFO - Epoch [43][460/1074] lr: 3.500e-04, eta: 2:44:53, time: 1.267, data_time: 0.008, memory: 8951, top1_acc: 0.7748, top5_acc: 0.9248, loss_cls: 0.8647, loss: 0.8647, grad_norm: 3.5477 2020-07-24 13:41:17,066 - mmaction - INFO - Epoch [43][480/1074] lr: 3.500e-04, eta: 2:44:28, time: 1.190, data_time: 0.008, memory: 8951, top1_acc: 0.7683, top5_acc: 0.9232, loss_cls: 0.8790, loss: 0.8790, grad_norm: 3.5383 2020-07-24 13:41:42,130 - mmaction - INFO - Epoch [43][500/1074] lr: 3.500e-04, eta: 2:44:04, time: 1.252, data_time: 0.003, memory: 8951, top1_acc: 0.7652, top5_acc: 0.9232, loss_cls: 0.8991, loss: 0.8991, grad_norm: 3.5744 2020-07-24 13:42:05,942 - mmaction - INFO - Epoch [43][520/1074] lr: 3.500e-04, eta: 2:43:40, time: 1.191, data_time: 0.007, memory: 8951, top1_acc: 0.7638, top5_acc: 0.9185, loss_cls: 0.9052, loss: 0.9052, grad_norm: 3.5324 2020-07-24 13:42:32,340 - mmaction - INFO - Epoch [43][540/1074] lr: 3.500e-04, eta: 2:43:16, time: 1.321, data_time: 0.006, memory: 8951, top1_acc: 0.7632, top5_acc: 0.9183, loss_cls: 0.9154, loss: 0.9154, grad_norm: 3.5794 2020-07-24 13:42:56,498 - mmaction - INFO - Epoch [43][560/1074] lr: 3.500e-04, eta: 2:42:52, time: 1.206, data_time: 0.005, memory: 8951, top1_acc: 0.7592, top5_acc: 0.9219, loss_cls: 0.9024, loss: 0.9024, grad_norm: 3.6217 2020-07-24 13:43:20,441 - mmaction - INFO - Epoch [43][580/1074] lr: 3.500e-04, eta: 2:42:27, time: 1.199, data_time: 0.008, memory: 8951, top1_acc: 0.7728, top5_acc: 0.9208, loss_cls: 0.9011, loss: 0.9011, grad_norm: 3.5961 2020-07-24 13:43:45,428 - mmaction - INFO - Epoch [43][600/1074] lr: 3.500e-04, eta: 2:42:03, time: 1.248, data_time: 0.003, memory: 8951, top1_acc: 0.7754, top5_acc: 0.9263, loss_cls: 0.8493, loss: 0.8493, grad_norm: 3.4718 2020-07-24 13:44:10,264 - mmaction - INFO - Epoch [43][620/1074] lr: 3.500e-04, eta: 2:41:39, time: 1.243, data_time: 0.007, memory: 8951, top1_acc: 0.7672, top5_acc: 0.9181, loss_cls: 0.9051, loss: 0.9051, grad_norm: 3.5894 2020-07-24 13:44:34,488 - mmaction - INFO - Epoch [43][640/1074] lr: 3.500e-04, eta: 2:41:14, time: 1.211, data_time: 0.003, memory: 8951, top1_acc: 0.7725, top5_acc: 0.9254, loss_cls: 0.8869, loss: 0.8869, grad_norm: 3.5582 2020-07-24 13:45:00,663 - mmaction - INFO - Epoch [43][660/1074] lr: 3.500e-04, eta: 2:40:50, time: 1.305, data_time: 0.006, memory: 8951, top1_acc: 0.7688, top5_acc: 0.9223, loss_cls: 0.8955, loss: 0.8955, grad_norm: 3.5267 2020-07-24 13:45:24,724 - mmaction - INFO - Epoch [43][680/1074] lr: 3.500e-04, eta: 2:40:26, time: 1.204, data_time: 0.006, memory: 8951, top1_acc: 0.7614, top5_acc: 0.9188, loss_cls: 0.8967, loss: 0.8967, grad_norm: 3.5797 2020-07-24 13:45:48,774 - mmaction - INFO - Epoch [43][700/1074] lr: 3.500e-04, eta: 2:40:02, time: 1.206, data_time: 0.009, memory: 8951, top1_acc: 0.7799, top5_acc: 0.9234, loss_cls: 0.8462, loss: 0.8462, grad_norm: 3.4422 2020-07-24 13:46:14,617 - mmaction - INFO - Epoch [43][720/1074] lr: 3.500e-04, eta: 2:39:37, time: 1.292, data_time: 0.004, memory: 8951, top1_acc: 0.7667, top5_acc: 0.9223, loss_cls: 0.9071, loss: 0.9071, grad_norm: 3.5531 2020-07-24 13:46:38,746 - mmaction - INFO - Epoch [43][740/1074] lr: 3.500e-04, eta: 2:39:13, time: 1.206, data_time: 0.003, memory: 8951, top1_acc: 0.7761, top5_acc: 0.9268, loss_cls: 0.8756, loss: 0.8756, grad_norm: 3.5110 2020-07-24 13:47:03,471 - mmaction - INFO - Epoch [43][760/1074] lr: 3.500e-04, eta: 2:38:49, time: 1.234, data_time: 0.007, memory: 8951, top1_acc: 0.7692, top5_acc: 0.9190, loss_cls: 0.8941, loss: 0.8941, grad_norm: 3.5269 2020-07-24 13:47:27,484 - mmaction - INFO - Epoch [43][780/1074] lr: 3.500e-04, eta: 2:38:24, time: 1.198, data_time: 0.005, memory: 8951, top1_acc: 0.7839, top5_acc: 0.9263, loss_cls: 0.8510, loss: 0.8510, grad_norm: 3.4570 2020-07-24 13:47:52,624 - mmaction - INFO - Epoch [43][800/1074] lr: 3.500e-04, eta: 2:38:00, time: 1.256, data_time: 0.008, memory: 8951, top1_acc: 0.7842, top5_acc: 0.9239, loss_cls: 0.8349, loss: 0.8349, grad_norm: 3.4542 2020-07-24 13:48:16,854 - mmaction - INFO - Epoch [43][820/1074] lr: 3.500e-04, eta: 2:37:36, time: 1.217, data_time: 0.009, memory: 8951, top1_acc: 0.7708, top5_acc: 0.9259, loss_cls: 0.8769, loss: 0.8769, grad_norm: 3.5567 2020-07-24 13:48:43,634 - mmaction - INFO - Epoch [43][840/1074] lr: 3.500e-04, eta: 2:37:12, time: 1.335, data_time: 0.006, memory: 8951, top1_acc: 0.7815, top5_acc: 0.9304, loss_cls: 0.8411, loss: 0.8411, grad_norm: 3.4397 2020-07-24 13:49:07,825 - mmaction - INFO - Epoch [43][860/1074] lr: 3.500e-04, eta: 2:36:48, time: 1.211, data_time: 0.007, memory: 8951, top1_acc: 0.7779, top5_acc: 0.9248, loss_cls: 0.8685, loss: 0.8685, grad_norm: 3.5177 2020-07-24 13:49:31,901 - mmaction - INFO - Epoch [43][880/1074] lr: 3.500e-04, eta: 2:36:23, time: 1.204, data_time: 0.009, memory: 8951, top1_acc: 0.7694, top5_acc: 0.9196, loss_cls: 0.9033, loss: 0.9033, grad_norm: 3.5913 2020-07-24 13:49:55,976 - mmaction - INFO - Epoch [43][900/1074] lr: 3.500e-04, eta: 2:35:59, time: 1.206, data_time: 0.008, memory: 8951, top1_acc: 0.7775, top5_acc: 0.9261, loss_cls: 0.8374, loss: 0.8374, grad_norm: 3.4382 2020-07-24 13:50:22,105 - mmaction - INFO - Epoch [43][920/1074] lr: 3.500e-04, eta: 2:35:35, time: 1.303, data_time: 0.003, memory: 8951, top1_acc: 0.7808, top5_acc: 0.9295, loss_cls: 0.8540, loss: 0.8540, grad_norm: 3.5394 2020-07-24 13:50:46,341 - mmaction - INFO - Epoch [43][940/1074] lr: 3.500e-04, eta: 2:35:10, time: 1.212, data_time: 0.010, memory: 8951, top1_acc: 0.7810, top5_acc: 0.9259, loss_cls: 0.8593, loss: 0.8593, grad_norm: 3.4768 2020-07-24 13:51:11,455 - mmaction - INFO - Epoch [43][960/1074] lr: 3.500e-04, eta: 2:34:46, time: 1.258, data_time: 0.009, memory: 8951, top1_acc: 0.7705, top5_acc: 0.9237, loss_cls: 0.8728, loss: 0.8728, grad_norm: 3.5023 2020-07-24 13:51:34,658 - mmaction - INFO - Epoch [43][980/1074] lr: 3.500e-04, eta: 2:34:22, time: 1.160, data_time: 0.003, memory: 8951, top1_acc: 0.7721, top5_acc: 0.9266, loss_cls: 0.8866, loss: 0.8866, grad_norm: 3.5510 2020-07-24 13:51:59,112 - mmaction - INFO - Epoch [43][1000/1074] lr: 3.500e-04, eta: 2:33:57, time: 1.219, data_time: 0.008, memory: 8951, top1_acc: 0.7634, top5_acc: 0.9228, loss_cls: 0.8947, loss: 0.8947, grad_norm: 3.5878 2020-07-24 13:52:24,221 - mmaction - INFO - Epoch [43][1020/1074] lr: 3.500e-04, eta: 2:33:33, time: 1.259, data_time: 0.009, memory: 8951, top1_acc: 0.7748, top5_acc: 0.9167, loss_cls: 0.8935, loss: 0.8935, grad_norm: 3.4739 2020-07-24 13:52:49,173 - mmaction - INFO - Epoch [43][1040/1074] lr: 3.500e-04, eta: 2:33:09, time: 1.247, data_time: 0.007, memory: 8951, top1_acc: 0.7741, top5_acc: 0.9241, loss_cls: 0.8801, loss: 0.8801, grad_norm: 3.4877 2020-07-24 13:53:14,527 - mmaction - INFO - Epoch [43][1060/1074] lr: 3.500e-04, eta: 2:32:45, time: 1.270, data_time: 0.004, memory: 8951, top1_acc: 0.7658, top5_acc: 0.9281, loss_cls: 0.8698, loss: 0.8698, grad_norm: 3.5753 2020-07-24 13:53:30,051 - mmaction - INFO - Saving checkpoint at 43 epochs 2020-07-24 13:54:03,981 - mmaction - INFO - Epoch [44][20/1074] lr: 3.500e-04, eta: 2:32:02, time: 1.669, data_time: 0.556, memory: 8951, top1_acc: 0.7712, top5_acc: 0.9281, loss_cls: 0.8735, loss: 0.8735, grad_norm: 3.5704 2020-07-24 13:54:26,827 - mmaction - INFO - Epoch [44][40/1074] lr: 3.500e-04, eta: 2:31:38, time: 1.142, data_time: 0.005, memory: 8951, top1_acc: 0.7895, top5_acc: 0.9355, loss_cls: 0.8141, loss: 0.8141, grad_norm: 3.3863 2020-07-24 13:54:51,230 - mmaction - INFO - Epoch [44][60/1074] lr: 3.500e-04, eta: 2:31:13, time: 1.221, data_time: 0.007, memory: 8951, top1_acc: 0.7833, top5_acc: 0.9270, loss_cls: 0.8454, loss: 0.8454, grad_norm: 3.4693 2020-07-24 13:55:17,798 - mmaction - INFO - Epoch [44][80/1074] lr: 3.500e-04, eta: 2:30:49, time: 1.329, data_time: 0.003, memory: 8951, top1_acc: 0.7824, top5_acc: 0.9261, loss_cls: 0.8431, loss: 0.8431, grad_norm: 3.4078 2020-07-24 13:55:41,838 - mmaction - INFO - Epoch [44][100/1074] lr: 3.500e-04, eta: 2:30:25, time: 1.200, data_time: 0.004, memory: 8951, top1_acc: 0.7705, top5_acc: 0.9150, loss_cls: 0.9082, loss: 0.9082, grad_norm: 3.5182 2020-07-24 13:56:07,555 - mmaction - INFO - Epoch [44][120/1074] lr: 3.500e-04, eta: 2:30:01, time: 1.288, data_time: 0.004, memory: 8951, top1_acc: 0.7737, top5_acc: 0.9239, loss_cls: 0.8727, loss: 0.8727, grad_norm: 3.5370 2020-07-24 13:56:32,550 - mmaction - INFO - Epoch [44][140/1074] lr: 3.500e-04, eta: 2:29:37, time: 1.250, data_time: 0.002, memory: 8951, top1_acc: 0.7781, top5_acc: 0.9230, loss_cls: 0.8549, loss: 0.8549, grad_norm: 3.5103 2020-07-24 13:56:56,716 - mmaction - INFO - Epoch [44][160/1074] lr: 3.500e-04, eta: 2:29:12, time: 1.203, data_time: 0.005, memory: 8951, top1_acc: 0.7757, top5_acc: 0.9275, loss_cls: 0.8667, loss: 0.8667, grad_norm: 3.5384 2020-07-24 13:57:22,872 - mmaction - INFO - Epoch [44][180/1074] lr: 3.500e-04, eta: 2:28:48, time: 1.312, data_time: 0.009, memory: 8951, top1_acc: 0.7821, top5_acc: 0.9357, loss_cls: 0.8223, loss: 0.8223, grad_norm: 3.4763 2020-07-24 13:57:47,672 - mmaction - INFO - Epoch [44][200/1074] lr: 3.500e-04, eta: 2:28:24, time: 1.242, data_time: 0.007, memory: 8951, top1_acc: 0.7714, top5_acc: 0.9250, loss_cls: 0.8912, loss: 0.8912, grad_norm: 3.5668 2020-07-24 13:58:13,050 - mmaction - INFO - Epoch [44][220/1074] lr: 3.500e-04, eta: 2:28:00, time: 1.265, data_time: 0.003, memory: 8951, top1_acc: 0.7835, top5_acc: 0.9286, loss_cls: 0.8601, loss: 0.8601, grad_norm: 3.5083 2020-07-24 13:58:41,575 - mmaction - INFO - Epoch [44][240/1074] lr: 3.500e-04, eta: 2:27:36, time: 1.426, data_time: 0.009, memory: 8951, top1_acc: 0.7741, top5_acc: 0.9232, loss_cls: 0.8911, loss: 0.8911, grad_norm: 3.5831 2020-07-24 13:59:05,704 - mmaction - INFO - Epoch [44][260/1074] lr: 3.500e-04, eta: 2:27:12, time: 1.209, data_time: 0.006, memory: 8951, top1_acc: 0.7848, top5_acc: 0.9275, loss_cls: 0.8576, loss: 0.8576, grad_norm: 3.5414 2020-07-24 13:59:30,243 - mmaction - INFO - Epoch [44][280/1074] lr: 3.500e-04, eta: 2:26:47, time: 1.228, data_time: 0.008, memory: 8951, top1_acc: 0.7754, top5_acc: 0.9181, loss_cls: 0.8872, loss: 0.8872, grad_norm: 3.4887 2020-07-24 13:59:55,370 - mmaction - INFO - Epoch [44][300/1074] lr: 3.500e-04, eta: 2:26:23, time: 1.257, data_time: 0.003, memory: 8951, top1_acc: 0.7790, top5_acc: 0.9275, loss_cls: 0.8639, loss: 0.8639, grad_norm: 3.5306 2020-07-24 14:00:23,520 - mmaction - INFO - Epoch [44][320/1074] lr: 3.500e-04, eta: 2:25:59, time: 1.397, data_time: 0.007, memory: 8951, top1_acc: 0.7779, top5_acc: 0.9205, loss_cls: 0.8687, loss: 0.8687, grad_norm: 3.5443 2020-07-24 14:00:47,307 - mmaction - INFO - Epoch [44][340/1074] lr: 3.500e-04, eta: 2:25:35, time: 1.199, data_time: 0.022, memory: 8951, top1_acc: 0.7712, top5_acc: 0.9232, loss_cls: 0.8863, loss: 0.8863, grad_norm: 3.5966 2020-07-24 14:01:12,225 - mmaction - INFO - Epoch [44][360/1074] lr: 3.500e-04, eta: 2:25:11, time: 1.246, data_time: 0.006, memory: 8951, top1_acc: 0.7752, top5_acc: 0.9214, loss_cls: 0.8937, loss: 0.8937, grad_norm: 3.5930 2020-07-24 14:01:37,756 - mmaction - INFO - Epoch [44][380/1074] lr: 3.500e-04, eta: 2:24:47, time: 1.277, data_time: 0.007, memory: 8951, top1_acc: 0.7737, top5_acc: 0.9241, loss_cls: 0.8753, loss: 0.8753, grad_norm: 3.5540 2020-07-24 14:02:02,682 - mmaction - INFO - Epoch [44][400/1074] lr: 3.500e-04, eta: 2:24:22, time: 1.245, data_time: 0.003, memory: 8951, top1_acc: 0.7714, top5_acc: 0.9243, loss_cls: 0.8846, loss: 0.8846, grad_norm: 3.5315 2020-07-24 14:02:27,755 - mmaction - INFO - Epoch [44][420/1074] lr: 3.500e-04, eta: 2:23:58, time: 1.255, data_time: 0.004, memory: 8951, top1_acc: 0.7757, top5_acc: 0.9259, loss_cls: 0.8525, loss: 0.8525, grad_norm: 3.4969 2020-07-24 14:02:53,227 - mmaction - INFO - Epoch [44][440/1074] lr: 3.500e-04, eta: 2:23:34, time: 1.273, data_time: 0.006, memory: 8951, top1_acc: 0.7672, top5_acc: 0.9266, loss_cls: 0.8851, loss: 0.8851, grad_norm: 3.5666 2020-07-24 14:03:19,737 - mmaction - INFO - Epoch [44][460/1074] lr: 3.500e-04, eta: 2:23:10, time: 1.327, data_time: 0.005, memory: 8951, top1_acc: 0.7754, top5_acc: 0.9257, loss_cls: 0.8708, loss: 0.8708, grad_norm: 3.5542 2020-07-24 14:03:46,164 - mmaction - INFO - Epoch [44][480/1074] lr: 3.500e-04, eta: 2:22:46, time: 1.321, data_time: 0.004, memory: 8951, top1_acc: 0.7748, top5_acc: 0.9208, loss_cls: 0.8817, loss: 0.8817, grad_norm: 3.4676 2020-07-24 14:04:10,253 - mmaction - INFO - Epoch [44][500/1074] lr: 3.500e-04, eta: 2:22:21, time: 1.203, data_time: 0.002, memory: 8951, top1_acc: 0.7701, top5_acc: 0.9237, loss_cls: 0.8806, loss: 0.8806, grad_norm: 3.5270 2020-07-24 14:04:36,567 - mmaction - INFO - Epoch [44][520/1074] lr: 3.500e-04, eta: 2:21:57, time: 1.317, data_time: 0.003, memory: 8951, top1_acc: 0.7708, top5_acc: 0.9203, loss_cls: 0.9066, loss: 0.9066, grad_norm: 3.4725 2020-07-24 14:05:01,988 - mmaction - INFO - Epoch [44][540/1074] lr: 3.500e-04, eta: 2:21:33, time: 1.269, data_time: 0.004, memory: 8951, top1_acc: 0.7719, top5_acc: 0.9194, loss_cls: 0.9068, loss: 0.9068, grad_norm: 3.5884 2020-07-24 14:05:27,850 - mmaction - INFO - Epoch [44][560/1074] lr: 3.500e-04, eta: 2:21:09, time: 1.294, data_time: 0.004, memory: 8951, top1_acc: 0.7712, top5_acc: 0.9152, loss_cls: 0.8945, loss: 0.8945, grad_norm: 3.4687 2020-07-24 14:05:53,566 - mmaction - INFO - Epoch [44][580/1074] lr: 3.500e-04, eta: 2:20:45, time: 1.286, data_time: 0.006, memory: 8951, top1_acc: 0.7723, top5_acc: 0.9237, loss_cls: 0.8646, loss: 0.8646, grad_norm: 3.5110 2020-07-24 14:06:17,908 - mmaction - INFO - Epoch [44][600/1074] lr: 3.500e-04, eta: 2:20:21, time: 1.217, data_time: 0.004, memory: 8951, top1_acc: 0.7739, top5_acc: 0.9232, loss_cls: 0.8707, loss: 0.8707, grad_norm: 3.5117 2020-07-24 14:06:43,814 - mmaction - INFO - Epoch [44][620/1074] lr: 3.500e-04, eta: 2:19:57, time: 1.296, data_time: 0.004, memory: 8951, top1_acc: 0.7806, top5_acc: 0.9295, loss_cls: 0.8441, loss: 0.8441, grad_norm: 3.5085 2020-07-24 14:07:09,647 - mmaction - INFO - Epoch [44][640/1074] lr: 3.500e-04, eta: 2:19:32, time: 1.290, data_time: 0.005, memory: 8951, top1_acc: 0.7737, top5_acc: 0.9246, loss_cls: 0.8848, loss: 0.8848, grad_norm: 3.5866 2020-07-24 14:07:36,289 - mmaction - INFO - Epoch [44][660/1074] lr: 3.500e-04, eta: 2:19:08, time: 1.333, data_time: 0.006, memory: 8951, top1_acc: 0.7688, top5_acc: 0.9214, loss_cls: 0.8940, loss: 0.8940, grad_norm: 3.4811 2020-07-24 14:08:02,422 - mmaction - INFO - Epoch [44][680/1074] lr: 3.500e-04, eta: 2:18:44, time: 1.306, data_time: 0.005, memory: 8951, top1_acc: 0.7685, top5_acc: 0.9165, loss_cls: 0.8959, loss: 0.8959, grad_norm: 3.5246 2020-07-24 14:08:27,467 - mmaction - INFO - Epoch [44][700/1074] lr: 3.500e-04, eta: 2:18:20, time: 1.254, data_time: 0.005, memory: 8951, top1_acc: 0.7792, top5_acc: 0.9230, loss_cls: 0.8784, loss: 0.8784, grad_norm: 3.5013 2020-07-24 14:08:52,394 - mmaction - INFO - Epoch [44][720/1074] lr: 3.500e-04, eta: 2:17:56, time: 1.243, data_time: 0.004, memory: 8951, top1_acc: 0.7683, top5_acc: 0.9286, loss_cls: 0.8833, loss: 0.8833, grad_norm: 3.6130 2020-07-24 14:09:18,391 - mmaction - INFO - Epoch [44][740/1074] lr: 3.500e-04, eta: 2:17:32, time: 1.301, data_time: 0.007, memory: 8951, top1_acc: 0.7645, top5_acc: 0.9234, loss_cls: 0.8913, loss: 0.8913, grad_norm: 3.5418 2020-07-24 14:09:44,385 - mmaction - INFO - Epoch [44][760/1074] lr: 3.500e-04, eta: 2:17:08, time: 1.302, data_time: 0.005, memory: 8951, top1_acc: 0.7712, top5_acc: 0.9239, loss_cls: 0.8902, loss: 0.8902, grad_norm: 3.5539 2020-07-24 14:10:10,397 - mmaction - INFO - Epoch [44][780/1074] lr: 3.500e-04, eta: 2:16:43, time: 1.300, data_time: 0.005, memory: 8951, top1_acc: 0.7752, top5_acc: 0.9203, loss_cls: 0.8757, loss: 0.8757, grad_norm: 3.5304 2020-07-24 14:10:36,274 - mmaction - INFO - Epoch [44][800/1074] lr: 3.500e-04, eta: 2:16:19, time: 1.293, data_time: 0.003, memory: 8951, top1_acc: 0.7705, top5_acc: 0.9225, loss_cls: 0.8853, loss: 0.8853, grad_norm: 3.5563 2020-07-24 14:11:02,423 - mmaction - INFO - Epoch [44][820/1074] lr: 3.500e-04, eta: 2:15:55, time: 1.306, data_time: 0.006, memory: 8951, top1_acc: 0.7723, top5_acc: 0.9199, loss_cls: 0.9059, loss: 0.9059, grad_norm: 3.5632 2020-07-24 14:11:29,448 - mmaction - INFO - Epoch [44][840/1074] lr: 3.500e-04, eta: 2:15:31, time: 1.353, data_time: 0.006, memory: 8951, top1_acc: 0.7746, top5_acc: 0.9263, loss_cls: 0.8710, loss: 0.8710, grad_norm: 3.5596 2020-07-24 14:11:54,832 - mmaction - INFO - Epoch [44][860/1074] lr: 3.500e-04, eta: 2:15:07, time: 1.268, data_time: 0.005, memory: 8951, top1_acc: 0.7725, top5_acc: 0.9225, loss_cls: 0.8897, loss: 0.8897, grad_norm: 3.5908 2020-07-24 14:12:21,600 - mmaction - INFO - Epoch [44][880/1074] lr: 3.500e-04, eta: 2:14:43, time: 1.338, data_time: 0.004, memory: 8951, top1_acc: 0.7681, top5_acc: 0.9295, loss_cls: 0.8796, loss: 0.8796, grad_norm: 3.6834 2020-07-24 14:12:47,760 - mmaction - INFO - Epoch [44][900/1074] lr: 3.500e-04, eta: 2:14:19, time: 1.308, data_time: 0.006, memory: 8951, top1_acc: 0.7732, top5_acc: 0.9259, loss_cls: 0.8744, loss: 0.8744, grad_norm: 3.5540 2020-07-24 14:13:12,911 - mmaction - INFO - Epoch [44][920/1074] lr: 3.500e-04, eta: 2:13:55, time: 1.259, data_time: 0.004, memory: 8951, top1_acc: 0.7754, top5_acc: 0.9221, loss_cls: 0.8820, loss: 0.8820, grad_norm: 3.5258 2020-07-24 14:13:38,803 - mmaction - INFO - Epoch [44][940/1074] lr: 3.500e-04, eta: 2:13:31, time: 1.292, data_time: 0.005, memory: 8951, top1_acc: 0.7696, top5_acc: 0.9225, loss_cls: 0.8778, loss: 0.8778, grad_norm: 3.5195 2020-07-24 14:14:04,223 - mmaction - INFO - Epoch [44][960/1074] lr: 3.500e-04, eta: 2:13:06, time: 1.273, data_time: 0.009, memory: 8951, top1_acc: 0.7801, top5_acc: 0.9301, loss_cls: 0.8549, loss: 0.8549, grad_norm: 3.5760 2020-07-24 14:14:31,376 - mmaction - INFO - Epoch [44][980/1074] lr: 3.500e-04, eta: 2:12:42, time: 1.356, data_time: 0.005, memory: 8951, top1_acc: 0.7725, top5_acc: 0.9237, loss_cls: 0.8770, loss: 0.8770, grad_norm: 3.5732 2020-07-24 14:14:56,503 - mmaction - INFO - Epoch [44][1000/1074] lr: 3.500e-04, eta: 2:12:18, time: 1.259, data_time: 0.008, memory: 8951, top1_acc: 0.7703, top5_acc: 0.9248, loss_cls: 0.8944, loss: 0.8944, grad_norm: 3.6213 2020-07-24 14:15:22,660 - mmaction - INFO - Epoch [44][1020/1074] lr: 3.500e-04, eta: 2:11:54, time: 1.308, data_time: 0.006, memory: 8951, top1_acc: 0.7717, top5_acc: 0.9210, loss_cls: 0.8835, loss: 0.8835, grad_norm: 3.5971 2020-07-24 14:15:47,535 - mmaction - INFO - Epoch [44][1040/1074] lr: 3.500e-04, eta: 2:11:30, time: 1.243, data_time: 0.002, memory: 8951, top1_acc: 0.7875, top5_acc: 0.9261, loss_cls: 0.8482, loss: 0.8482, grad_norm: 3.4839 2020-07-24 14:16:13,703 - mmaction - INFO - Epoch [44][1060/1074] lr: 3.500e-04, eta: 2:11:06, time: 1.305, data_time: 0.005, memory: 8951, top1_acc: 0.7672, top5_acc: 0.9210, loss_cls: 0.8862, loss: 0.8862, grad_norm: 3.5533 2020-07-24 14:16:30,355 - mmaction - INFO - Saving checkpoint at 44 epochs 2020-07-24 14:17:06,544 - mmaction - INFO - Epoch [45][20/1074] lr: 3.500e-04, eta: 2:10:23, time: 1.765, data_time: 0.614, memory: 8951, top1_acc: 0.7625, top5_acc: 0.9223, loss_cls: 0.9060, loss: 0.9060, grad_norm: 3.6297 2020-07-24 14:17:30,216 - mmaction - INFO - Epoch [45][40/1074] lr: 3.500e-04, eta: 2:09:59, time: 1.189, data_time: 0.018, memory: 8951, top1_acc: 0.7743, top5_acc: 0.9290, loss_cls: 0.8692, loss: 0.8692, grad_norm: 3.5267 2020-07-24 14:17:55,770 - mmaction - INFO - Epoch [45][60/1074] lr: 3.500e-04, eta: 2:09:35, time: 1.276, data_time: 0.008, memory: 8951, top1_acc: 0.7730, top5_acc: 0.9286, loss_cls: 0.8626, loss: 0.8626, grad_norm: 3.5453 2020-07-24 14:18:19,671 - mmaction - INFO - Epoch [45][80/1074] lr: 3.500e-04, eta: 2:09:10, time: 1.196, data_time: 0.006, memory: 8951, top1_acc: 0.7732, top5_acc: 0.9225, loss_cls: 0.8873, loss: 0.8873, grad_norm: 3.5423 2020-07-24 14:18:44,455 - mmaction - INFO - Epoch [45][100/1074] lr: 3.500e-04, eta: 2:08:46, time: 1.242, data_time: 0.007, memory: 8951, top1_acc: 0.7703, top5_acc: 0.9241, loss_cls: 0.8809, loss: 0.8809, grad_norm: 3.5892 2020-07-24 14:19:09,682 - mmaction - INFO - Epoch [45][120/1074] lr: 3.500e-04, eta: 2:08:22, time: 1.261, data_time: 0.002, memory: 8951, top1_acc: 0.7772, top5_acc: 0.9223, loss_cls: 0.8728, loss: 0.8728, grad_norm: 3.5375 2020-07-24 14:19:36,049 - mmaction - INFO - Epoch [45][140/1074] lr: 3.500e-04, eta: 2:07:58, time: 1.319, data_time: 0.005, memory: 8951, top1_acc: 0.7632, top5_acc: 0.9170, loss_cls: 0.9086, loss: 0.9086, grad_norm: 3.6146 2020-07-24 14:19:59,612 - mmaction - INFO - Epoch [45][160/1074] lr: 3.500e-04, eta: 2:07:33, time: 1.177, data_time: 0.004, memory: 8951, top1_acc: 0.7674, top5_acc: 0.9165, loss_cls: 0.9115, loss: 0.9115, grad_norm: 3.5738 2020-07-24 14:20:25,018 - mmaction - INFO - Epoch [45][180/1074] lr: 3.500e-04, eta: 2:07:09, time: 1.270, data_time: 0.006, memory: 8951, top1_acc: 0.7578, top5_acc: 0.9234, loss_cls: 0.9020, loss: 0.9020, grad_norm: 3.6383 2020-07-24 14:20:50,798 - mmaction - INFO - Epoch [45][200/1074] lr: 3.500e-04, eta: 2:06:45, time: 1.289, data_time: 0.006, memory: 8951, top1_acc: 0.7786, top5_acc: 0.9214, loss_cls: 0.8739, loss: 0.8739, grad_norm: 3.5533 2020-07-24 14:21:15,778 - mmaction - INFO - Epoch [45][220/1074] lr: 3.500e-04, eta: 2:06:20, time: 1.248, data_time: 0.007, memory: 8951, top1_acc: 0.7754, top5_acc: 0.9286, loss_cls: 0.8648, loss: 0.8648, grad_norm: 3.5897 2020-07-24 14:21:40,860 - mmaction - INFO - Epoch [45][240/1074] lr: 3.500e-04, eta: 2:05:56, time: 1.257, data_time: 0.008, memory: 8951, top1_acc: 0.7708, top5_acc: 0.9228, loss_cls: 0.8822, loss: 0.8822, grad_norm: 3.5580 2020-07-24 14:22:05,180 - mmaction - INFO - Epoch [45][260/1074] lr: 3.500e-04, eta: 2:05:32, time: 1.215, data_time: 0.002, memory: 8951, top1_acc: 0.7828, top5_acc: 0.9297, loss_cls: 0.8513, loss: 0.8513, grad_norm: 3.4828 2020-07-24 14:22:30,299 - mmaction - INFO - Epoch [45][280/1074] lr: 3.500e-04, eta: 2:05:08, time: 1.254, data_time: 0.006, memory: 8951, top1_acc: 0.7712, top5_acc: 0.9254, loss_cls: 0.8832, loss: 0.8832, grad_norm: 3.6314 2020-07-24 14:22:54,816 - mmaction - INFO - Epoch [45][300/1074] lr: 3.500e-04, eta: 2:04:43, time: 1.228, data_time: 0.007, memory: 8951, top1_acc: 0.7781, top5_acc: 0.9230, loss_cls: 0.8760, loss: 0.8760, grad_norm: 3.5769 2020-07-24 14:23:19,778 - mmaction - INFO - Epoch [45][320/1074] lr: 3.500e-04, eta: 2:04:19, time: 1.247, data_time: 0.007, memory: 8951, top1_acc: 0.7799, top5_acc: 0.9243, loss_cls: 0.8624, loss: 0.8624, grad_norm: 3.5102 2020-07-24 14:23:45,192 - mmaction - INFO - Epoch [45][340/1074] lr: 3.500e-04, eta: 2:03:55, time: 1.270, data_time: 0.003, memory: 8951, top1_acc: 0.7663, top5_acc: 0.9277, loss_cls: 0.8806, loss: 0.8806, grad_norm: 3.6050 2020-07-24 14:24:10,067 - mmaction - INFO - Epoch [45][360/1074] lr: 3.500e-04, eta: 2:03:30, time: 1.243, data_time: 0.009, memory: 8951, top1_acc: 0.7752, top5_acc: 0.9228, loss_cls: 0.8714, loss: 0.8714, grad_norm: 3.5423 2020-07-24 14:24:35,083 - mmaction - INFO - Epoch [45][380/1074] lr: 3.500e-04, eta: 2:03:06, time: 1.253, data_time: 0.008, memory: 8951, top1_acc: 0.7772, top5_acc: 0.9288, loss_cls: 0.8460, loss: 0.8460, grad_norm: 3.5739 2020-07-24 14:25:01,028 - mmaction - INFO - Epoch [45][400/1074] lr: 3.500e-04, eta: 2:02:42, time: 1.296, data_time: 0.006, memory: 8951, top1_acc: 0.7725, top5_acc: 0.9306, loss_cls: 0.8503, loss: 0.8503, grad_norm: 3.5951 2020-07-24 14:25:26,053 - mmaction - INFO - Epoch [45][420/1074] lr: 3.500e-04, eta: 2:02:18, time: 1.251, data_time: 0.006, memory: 8951, top1_acc: 0.7692, top5_acc: 0.9154, loss_cls: 0.9138, loss: 0.9138, grad_norm: 3.5894 2020-07-24 14:25:50,600 - mmaction - INFO - Epoch [45][440/1074] lr: 3.500e-04, eta: 2:01:53, time: 1.226, data_time: 0.007, memory: 8951, top1_acc: 0.7641, top5_acc: 0.9279, loss_cls: 0.8724, loss: 0.8724, grad_norm: 3.6691 2020-07-24 14:26:15,503 - mmaction - INFO - Epoch [45][460/1074] lr: 3.500e-04, eta: 2:01:29, time: 1.247, data_time: 0.007, memory: 8951, top1_acc: 0.7752, top5_acc: 0.9250, loss_cls: 0.8692, loss: 0.8692, grad_norm: 3.5245 2020-07-24 14:26:39,521 - mmaction - INFO - Epoch [45][480/1074] lr: 3.500e-04, eta: 2:01:05, time: 1.202, data_time: 0.004, memory: 8951, top1_acc: 0.7717, top5_acc: 0.9252, loss_cls: 0.8862, loss: 0.8862, grad_norm: 3.6001 2020-07-24 14:27:05,015 - mmaction - INFO - Epoch [45][500/1074] lr: 3.500e-04, eta: 2:00:40, time: 1.274, data_time: 0.006, memory: 8951, top1_acc: 0.7734, top5_acc: 0.9281, loss_cls: 0.8789, loss: 0.8789, grad_norm: 3.5541 2020-07-24 14:27:30,523 - mmaction - INFO - Epoch [45][520/1074] lr: 3.500e-04, eta: 2:00:16, time: 1.273, data_time: 0.007, memory: 8951, top1_acc: 0.7694, top5_acc: 0.9241, loss_cls: 0.8797, loss: 0.8797, grad_norm: 3.5304 2020-07-24 14:27:55,224 - mmaction - INFO - Epoch [45][540/1074] lr: 3.500e-04, eta: 1:59:52, time: 1.238, data_time: 0.008, memory: 8951, top1_acc: 0.7754, top5_acc: 0.9237, loss_cls: 0.8671, loss: 0.8671, grad_norm: 3.5130 2020-07-24 14:28:19,831 - mmaction - INFO - Epoch [45][560/1074] lr: 3.500e-04, eta: 1:59:28, time: 1.230, data_time: 0.005, memory: 8951, top1_acc: 0.7763, top5_acc: 0.9279, loss_cls: 0.8501, loss: 0.8501, grad_norm: 3.5493 2020-07-24 14:28:45,238 - mmaction - INFO - Epoch [45][580/1074] lr: 3.500e-04, eta: 1:59:03, time: 1.271, data_time: 0.004, memory: 8951, top1_acc: 0.7710, top5_acc: 0.9188, loss_cls: 0.8948, loss: 0.8948, grad_norm: 3.6150 2020-07-24 14:29:09,006 - mmaction - INFO - Epoch [45][600/1074] lr: 3.500e-04, eta: 1:58:39, time: 1.187, data_time: 0.002, memory: 8951, top1_acc: 0.7696, top5_acc: 0.9243, loss_cls: 0.8877, loss: 0.8877, grad_norm: 3.5420 2020-07-24 14:29:33,357 - mmaction - INFO - Epoch [45][620/1074] lr: 3.500e-04, eta: 1:58:15, time: 1.216, data_time: 0.006, memory: 8951, top1_acc: 0.7652, top5_acc: 0.9279, loss_cls: 0.8705, loss: 0.8705, grad_norm: 3.6273 2020-07-24 14:29:59,130 - mmaction - INFO - Epoch [45][640/1074] lr: 3.500e-04, eta: 1:57:50, time: 1.290, data_time: 0.007, memory: 8951, top1_acc: 0.7815, top5_acc: 0.9304, loss_cls: 0.8234, loss: 0.8234, grad_norm: 3.5022 2020-07-24 14:30:22,998 - mmaction - INFO - Epoch [45][660/1074] lr: 3.500e-04, eta: 1:57:26, time: 1.193, data_time: 0.007, memory: 8951, top1_acc: 0.7681, top5_acc: 0.9246, loss_cls: 0.8715, loss: 0.8715, grad_norm: 3.6182 2020-07-24 14:30:47,429 - mmaction - INFO - Epoch [45][680/1074] lr: 3.500e-04, eta: 1:57:02, time: 1.224, data_time: 0.007, memory: 8951, top1_acc: 0.7701, top5_acc: 0.9234, loss_cls: 0.8843, loss: 0.8843, grad_norm: 3.6221 2020-07-24 14:31:12,086 - mmaction - INFO - Epoch [45][700/1074] lr: 3.500e-04, eta: 1:56:37, time: 1.231, data_time: 0.005, memory: 8951, top1_acc: 0.7734, top5_acc: 0.9217, loss_cls: 0.8771, loss: 0.8771, grad_norm: 3.5159 2020-07-24 14:31:37,183 - mmaction - INFO - Epoch [45][720/1074] lr: 3.500e-04, eta: 1:56:13, time: 1.254, data_time: 0.006, memory: 8951, top1_acc: 0.7792, top5_acc: 0.9223, loss_cls: 0.8480, loss: 0.8480, grad_norm: 3.5348 2020-07-24 14:32:01,295 - mmaction - INFO - Epoch [45][740/1074] lr: 3.500e-04, eta: 1:55:49, time: 1.206, data_time: 0.008, memory: 8951, top1_acc: 0.7835, top5_acc: 0.9317, loss_cls: 0.8214, loss: 0.8214, grad_norm: 3.4446 2020-07-24 14:32:25,903 - mmaction - INFO - Epoch [45][760/1074] lr: 3.500e-04, eta: 1:55:24, time: 1.233, data_time: 0.008, memory: 8951, top1_acc: 0.7833, top5_acc: 0.9295, loss_cls: 0.8393, loss: 0.8393, grad_norm: 3.5564 2020-07-24 14:32:49,805 - mmaction - INFO - Epoch [45][780/1074] lr: 3.500e-04, eta: 1:55:00, time: 1.192, data_time: 0.005, memory: 8951, top1_acc: 0.7692, top5_acc: 0.9196, loss_cls: 0.9072, loss: 0.9072, grad_norm: 3.5987 2020-07-24 14:33:14,930 - mmaction - INFO - Epoch [45][800/1074] lr: 3.500e-04, eta: 1:54:36, time: 1.258, data_time: 0.007, memory: 8951, top1_acc: 0.7828, top5_acc: 0.9375, loss_cls: 0.8232, loss: 0.8232, grad_norm: 3.5325 2020-07-24 14:33:38,973 - mmaction - INFO - Epoch [45][820/1074] lr: 3.500e-04, eta: 1:54:11, time: 1.202, data_time: 0.006, memory: 8951, top1_acc: 0.7746, top5_acc: 0.9241, loss_cls: 0.8614, loss: 0.8614, grad_norm: 3.5665 2020-07-24 14:34:03,277 - mmaction - INFO - Epoch [45][840/1074] lr: 3.500e-04, eta: 1:53:47, time: 1.216, data_time: 0.003, memory: 8951, top1_acc: 0.7746, top5_acc: 0.9241, loss_cls: 0.8906, loss: 0.8906, grad_norm: 3.5785 2020-07-24 14:34:27,623 - mmaction - INFO - Epoch [45][860/1074] lr: 3.500e-04, eta: 1:53:22, time: 1.216, data_time: 0.005, memory: 8951, top1_acc: 0.7743, top5_acc: 0.9288, loss_cls: 0.8543, loss: 0.8543, grad_norm: 3.5360 2020-07-24 14:34:53,509 - mmaction - INFO - Epoch [45][880/1074] lr: 3.500e-04, eta: 1:52:58, time: 1.295, data_time: 0.006, memory: 8951, top1_acc: 0.7862, top5_acc: 0.9214, loss_cls: 0.8507, loss: 0.8507, grad_norm: 3.4756 2020-07-24 14:35:17,011 - mmaction - INFO - Epoch [45][900/1074] lr: 3.500e-04, eta: 1:52:34, time: 1.173, data_time: 0.007, memory: 8951, top1_acc: 0.7667, top5_acc: 0.9188, loss_cls: 0.8968, loss: 0.8968, grad_norm: 3.6053 2020-07-24 14:35:42,063 - mmaction - INFO - Epoch [45][920/1074] lr: 3.500e-04, eta: 1:52:09, time: 1.254, data_time: 0.008, memory: 8951, top1_acc: 0.7748, top5_acc: 0.9239, loss_cls: 0.8714, loss: 0.8714, grad_norm: 3.5436 2020-07-24 14:36:05,835 - mmaction - INFO - Epoch [45][940/1074] lr: 3.500e-04, eta: 1:51:45, time: 1.187, data_time: 0.007, memory: 8951, top1_acc: 0.7734, top5_acc: 0.9246, loss_cls: 0.8808, loss: 0.8808, grad_norm: 3.5709 2020-07-24 14:36:30,603 - mmaction - INFO - Epoch [45][960/1074] lr: 3.500e-04, eta: 1:51:21, time: 1.241, data_time: 0.007, memory: 8951, top1_acc: 0.7712, top5_acc: 0.9259, loss_cls: 0.8831, loss: 0.8831, grad_norm: 3.6624 2020-07-24 14:36:56,241 - mmaction - INFO - Epoch [45][980/1074] lr: 3.500e-04, eta: 1:50:56, time: 1.282, data_time: 0.005, memory: 8951, top1_acc: 0.7725, top5_acc: 0.9239, loss_cls: 0.8777, loss: 0.8777, grad_norm: 3.5822 2020-07-24 14:37:19,321 - mmaction - INFO - Epoch [45][1000/1074] lr: 3.500e-04, eta: 1:50:32, time: 1.151, data_time: 0.003, memory: 8951, top1_acc: 0.7725, top5_acc: 0.9237, loss_cls: 0.8994, loss: 0.8994, grad_norm: 3.6452 2020-07-24 14:37:43,694 - mmaction - INFO - Epoch [45][1020/1074] lr: 3.500e-04, eta: 1:50:08, time: 1.220, data_time: 0.007, memory: 8951, top1_acc: 0.7844, top5_acc: 0.9308, loss_cls: 0.8496, loss: 0.8496, grad_norm: 3.5431 2020-07-24 14:38:08,279 - mmaction - INFO - Epoch [45][1040/1074] lr: 3.500e-04, eta: 1:49:43, time: 1.228, data_time: 0.007, memory: 8951, top1_acc: 0.7741, top5_acc: 0.9288, loss_cls: 0.8611, loss: 0.8611, grad_norm: 3.5929 2020-07-24 14:38:32,850 - mmaction - INFO - Epoch [45][1060/1074] lr: 3.500e-04, eta: 1:49:19, time: 1.231, data_time: 0.007, memory: 8951, top1_acc: 0.7772, top5_acc: 0.9279, loss_cls: 0.8449, loss: 0.8449, grad_norm: 3.5398 2020-07-24 14:38:49,356 - mmaction - INFO - Saving checkpoint at 45 epochs 2020-07-24 14:39:23,160 - mmaction - INFO - Epoch [46][20/1074] lr: 3.500e-04, eta: 1:48:37, time: 1.663, data_time: 0.523, memory: 8951, top1_acc: 0.7754, top5_acc: 0.9259, loss_cls: 0.8623, loss: 0.8623, grad_norm: 3.5620 2020-07-24 14:39:46,054 - mmaction - INFO - Epoch [46][40/1074] lr: 3.500e-04, eta: 1:48:12, time: 1.144, data_time: 0.004, memory: 8951, top1_acc: 0.7725, top5_acc: 0.9205, loss_cls: 0.8657, loss: 0.8657, grad_norm: 3.5814 2020-07-24 14:40:10,307 - mmaction - INFO - Epoch [46][60/1074] lr: 3.500e-04, eta: 1:47:48, time: 1.215, data_time: 0.006, memory: 8951, top1_acc: 0.7848, top5_acc: 0.9288, loss_cls: 0.8630, loss: 0.8630, grad_norm: 3.5308 2020-07-24 14:40:33,455 - mmaction - INFO - Epoch [46][80/1074] lr: 3.500e-04, eta: 1:47:23, time: 1.156, data_time: 0.002, memory: 8951, top1_acc: 0.7638, top5_acc: 0.9217, loss_cls: 0.8862, loss: 0.8862, grad_norm: 3.6184 2020-07-24 14:40:58,622 - mmaction - INFO - Epoch [46][100/1074] lr: 3.500e-04, eta: 1:46:59, time: 1.258, data_time: 0.003, memory: 8951, top1_acc: 0.7717, top5_acc: 0.9281, loss_cls: 0.8679, loss: 0.8679, grad_norm: 3.5786 2020-07-24 14:41:22,687 - mmaction - INFO - Epoch [46][120/1074] lr: 3.500e-04, eta: 1:46:35, time: 1.201, data_time: 0.007, memory: 8951, top1_acc: 0.7616, top5_acc: 0.9275, loss_cls: 0.8903, loss: 0.8903, grad_norm: 3.6818 2020-07-24 14:41:46,938 - mmaction - INFO - Epoch [46][140/1074] lr: 3.500e-04, eta: 1:46:10, time: 1.217, data_time: 0.007, memory: 8951, top1_acc: 0.7761, top5_acc: 0.9239, loss_cls: 0.8658, loss: 0.8658, grad_norm: 3.5576 2020-07-24 14:42:11,447 - mmaction - INFO - Epoch [46][160/1074] lr: 3.500e-04, eta: 1:45:46, time: 1.223, data_time: 0.005, memory: 8951, top1_acc: 0.7688, top5_acc: 0.9185, loss_cls: 0.9142, loss: 0.9142, grad_norm: 3.5953 2020-07-24 14:42:35,765 - mmaction - INFO - Epoch [46][180/1074] lr: 3.500e-04, eta: 1:45:21, time: 1.217, data_time: 0.006, memory: 8951, top1_acc: 0.7723, top5_acc: 0.9283, loss_cls: 0.8575, loss: 0.8575, grad_norm: 3.5918 2020-07-24 14:42:59,098 - mmaction - INFO - Epoch [46][200/1074] lr: 3.500e-04, eta: 1:44:57, time: 1.167, data_time: 0.004, memory: 8951, top1_acc: 0.7763, top5_acc: 0.9263, loss_cls: 0.8638, loss: 0.8638, grad_norm: 3.5824 2020-07-24 14:43:23,126 - mmaction - INFO - Epoch [46][220/1074] lr: 3.500e-04, eta: 1:44:33, time: 1.201, data_time: 0.006, memory: 8951, top1_acc: 0.7721, top5_acc: 0.9266, loss_cls: 0.8683, loss: 0.8683, grad_norm: 3.5971 2020-07-24 14:43:46,847 - mmaction - INFO - Epoch [46][240/1074] lr: 3.500e-04, eta: 1:44:08, time: 1.187, data_time: 0.006, memory: 8951, top1_acc: 0.7792, top5_acc: 0.9246, loss_cls: 0.8616, loss: 0.8616, grad_norm: 3.5477 2020-07-24 14:44:10,851 - mmaction - INFO - Epoch [46][260/1074] lr: 3.500e-04, eta: 1:43:44, time: 1.200, data_time: 0.005, memory: 8951, top1_acc: 0.7734, top5_acc: 0.9156, loss_cls: 0.9095, loss: 0.9095, grad_norm: 3.6595 2020-07-24 14:44:34,961 - mmaction - INFO - Epoch [46][280/1074] lr: 3.500e-04, eta: 1:43:19, time: 1.205, data_time: 0.004, memory: 8951, top1_acc: 0.7777, top5_acc: 0.9288, loss_cls: 0.8661, loss: 0.8661, grad_norm: 3.5916 2020-07-24 14:45:00,129 - mmaction - INFO - Epoch [46][300/1074] lr: 3.500e-04, eta: 1:42:55, time: 1.255, data_time: 0.007, memory: 8951, top1_acc: 0.7665, top5_acc: 0.9257, loss_cls: 0.8824, loss: 0.8824, grad_norm: 3.6153 2020-07-24 14:45:24,341 - mmaction - INFO - Epoch [46][320/1074] lr: 3.500e-04, eta: 1:42:31, time: 1.214, data_time: 0.007, memory: 8951, top1_acc: 0.7759, top5_acc: 0.9270, loss_cls: 0.8568, loss: 0.8568, grad_norm: 3.5809 2020-07-24 14:45:48,369 - mmaction - INFO - Epoch [46][340/1074] lr: 3.500e-04, eta: 1:42:06, time: 1.199, data_time: 0.007, memory: 8951, top1_acc: 0.7757, top5_acc: 0.9270, loss_cls: 0.8623, loss: 0.8623, grad_norm: 3.5472 2020-07-24 14:46:14,036 - mmaction - INFO - Epoch [46][360/1074] lr: 3.500e-04, eta: 1:41:42, time: 1.286, data_time: 0.007, memory: 8951, top1_acc: 0.7721, top5_acc: 0.9292, loss_cls: 0.8648, loss: 0.8648, grad_norm: 3.6204 2020-07-24 14:46:38,497 - mmaction - INFO - Epoch [46][380/1074] lr: 3.500e-04, eta: 1:41:18, time: 1.223, data_time: 0.006, memory: 8951, top1_acc: 0.7859, top5_acc: 0.9306, loss_cls: 0.8354, loss: 0.8354, grad_norm: 3.5322 2020-07-24 14:47:03,295 - mmaction - INFO - Epoch [46][400/1074] lr: 3.500e-04, eta: 1:40:53, time: 1.239, data_time: 0.003, memory: 8951, top1_acc: 0.7819, top5_acc: 0.9266, loss_cls: 0.8339, loss: 0.8339, grad_norm: 3.4660 2020-07-24 14:47:27,098 - mmaction - INFO - Epoch [46][420/1074] lr: 3.500e-04, eta: 1:40:29, time: 1.189, data_time: 0.007, memory: 8951, top1_acc: 0.7719, top5_acc: 0.9283, loss_cls: 0.8816, loss: 0.8816, grad_norm: 3.5932 2020-07-24 14:47:51,771 - mmaction - INFO - Epoch [46][440/1074] lr: 3.500e-04, eta: 1:40:05, time: 1.234, data_time: 0.007, memory: 8951, top1_acc: 0.7658, top5_acc: 0.9254, loss_cls: 0.8847, loss: 0.8847, grad_norm: 3.6396 2020-07-24 14:48:15,832 - mmaction - INFO - Epoch [46][460/1074] lr: 3.500e-04, eta: 1:39:40, time: 1.205, data_time: 0.007, memory: 8951, top1_acc: 0.7683, top5_acc: 0.9192, loss_cls: 0.9035, loss: 0.9035, grad_norm: 3.6659 2020-07-24 14:48:40,016 - mmaction - INFO - Epoch [46][480/1074] lr: 3.500e-04, eta: 1:39:16, time: 1.207, data_time: 0.006, memory: 8951, top1_acc: 0.7888, top5_acc: 0.9299, loss_cls: 0.8153, loss: 0.8153, grad_norm: 3.4463 2020-07-24 14:49:04,321 - mmaction - INFO - Epoch [46][500/1074] lr: 3.500e-04, eta: 1:38:52, time: 1.218, data_time: 0.005, memory: 8951, top1_acc: 0.7783, top5_acc: 0.9188, loss_cls: 0.8773, loss: 0.8773, grad_norm: 3.6017 2020-07-24 14:49:28,712 - mmaction - INFO - Epoch [46][520/1074] lr: 3.500e-04, eta: 1:38:27, time: 1.215, data_time: 0.005, memory: 8951, top1_acc: 0.7806, top5_acc: 0.9283, loss_cls: 0.8470, loss: 0.8470, grad_norm: 3.5600 2020-07-24 14:49:53,660 - mmaction - INFO - Epoch [46][540/1074] lr: 3.500e-04, eta: 1:38:03, time: 1.250, data_time: 0.007, memory: 8951, top1_acc: 0.7775, top5_acc: 0.9232, loss_cls: 0.8741, loss: 0.8741, grad_norm: 3.6254 2020-07-24 14:50:17,241 - mmaction - INFO - Epoch [46][560/1074] lr: 3.500e-04, eta: 1:37:38, time: 1.176, data_time: 0.007, memory: 8951, top1_acc: 0.7754, top5_acc: 0.9250, loss_cls: 0.8758, loss: 0.8758, grad_norm: 3.6449 2020-07-24 14:50:41,305 - mmaction - INFO - Epoch [46][580/1074] lr: 3.500e-04, eta: 1:37:14, time: 1.208, data_time: 0.007, memory: 8951, top1_acc: 0.7808, top5_acc: 0.9295, loss_cls: 0.8597, loss: 0.8597, grad_norm: 3.5787 2020-07-24 14:51:05,355 - mmaction - INFO - Epoch [46][600/1074] lr: 3.500e-04, eta: 1:36:50, time: 1.202, data_time: 0.002, memory: 8951, top1_acc: 0.7828, top5_acc: 0.9275, loss_cls: 0.8449, loss: 0.8449, grad_norm: 3.5476 2020-07-24 14:51:29,507 - mmaction - INFO - Epoch [46][620/1074] lr: 3.500e-04, eta: 1:36:25, time: 1.208, data_time: 0.007, memory: 8951, top1_acc: 0.7712, top5_acc: 0.9254, loss_cls: 0.8714, loss: 0.8714, grad_norm: 3.5366 2020-07-24 14:51:54,829 - mmaction - INFO - Epoch [46][640/1074] lr: 3.500e-04, eta: 1:36:01, time: 1.264, data_time: 0.007, memory: 8951, top1_acc: 0.7661, top5_acc: 0.9232, loss_cls: 0.8814, loss: 0.8814, grad_norm: 3.6174 2020-07-24 14:52:17,986 - mmaction - INFO - Epoch [46][660/1074] lr: 3.500e-04, eta: 1:35:37, time: 1.160, data_time: 0.008, memory: 8951, top1_acc: 0.7705, top5_acc: 0.9223, loss_cls: 0.8951, loss: 0.8951, grad_norm: 3.6687 2020-07-24 14:52:43,639 - mmaction - INFO - Epoch [46][680/1074] lr: 3.500e-04, eta: 1:35:12, time: 1.283, data_time: 0.006, memory: 8951, top1_acc: 0.7636, top5_acc: 0.9230, loss_cls: 0.8980, loss: 0.8980, grad_norm: 3.6449 2020-07-24 14:53:06,716 - mmaction - INFO - Epoch [46][700/1074] lr: 3.500e-04, eta: 1:34:48, time: 1.153, data_time: 0.004, memory: 8951, top1_acc: 0.7636, top5_acc: 0.9219, loss_cls: 0.8968, loss: 0.8968, grad_norm: 3.6357 2020-07-24 14:53:31,283 - mmaction - INFO - Epoch [46][720/1074] lr: 3.500e-04, eta: 1:34:23, time: 1.226, data_time: 0.007, memory: 8951, top1_acc: 0.7658, top5_acc: 0.9254, loss_cls: 0.8905, loss: 0.8905, grad_norm: 3.5600 2020-07-24 14:53:54,891 - mmaction - INFO - Epoch [46][740/1074] lr: 3.500e-04, eta: 1:33:59, time: 1.183, data_time: 0.008, memory: 8951, top1_acc: 0.7661, top5_acc: 0.9210, loss_cls: 0.8946, loss: 0.8946, grad_norm: 3.6233 2020-07-24 14:54:20,300 - mmaction - INFO - Epoch [46][760/1074] lr: 3.500e-04, eta: 1:33:35, time: 1.266, data_time: 0.006, memory: 8951, top1_acc: 0.7627, top5_acc: 0.9212, loss_cls: 0.8880, loss: 0.8880, grad_norm: 3.6044 2020-07-24 14:54:43,544 - mmaction - INFO - Epoch [46][780/1074] lr: 3.500e-04, eta: 1:33:10, time: 1.165, data_time: 0.007, memory: 8951, top1_acc: 0.7839, top5_acc: 0.9310, loss_cls: 0.8417, loss: 0.8417, grad_norm: 3.5107 2020-07-24 14:55:07,810 - mmaction - INFO - Epoch [46][800/1074] lr: 3.500e-04, eta: 1:32:46, time: 1.212, data_time: 0.007, memory: 8951, top1_acc: 0.7750, top5_acc: 0.9277, loss_cls: 0.8667, loss: 0.8667, grad_norm: 3.5214 2020-07-24 14:55:32,223 - mmaction - INFO - Epoch [46][820/1074] lr: 3.500e-04, eta: 1:32:22, time: 1.222, data_time: 0.006, memory: 8951, top1_acc: 0.7813, top5_acc: 0.9310, loss_cls: 0.8540, loss: 0.8540, grad_norm: 3.5166 2020-07-24 14:55:57,195 - mmaction - INFO - Epoch [46][840/1074] lr: 3.500e-04, eta: 1:31:57, time: 1.247, data_time: 0.007, memory: 8951, top1_acc: 0.7723, top5_acc: 0.9228, loss_cls: 0.8929, loss: 0.8929, grad_norm: 3.6113 2020-07-24 14:56:21,299 - mmaction - INFO - Epoch [46][860/1074] lr: 3.500e-04, eta: 1:31:33, time: 1.209, data_time: 0.009, memory: 8951, top1_acc: 0.7741, top5_acc: 0.9248, loss_cls: 0.8645, loss: 0.8645, grad_norm: 3.6310 2020-07-24 14:56:44,984 - mmaction - INFO - Epoch [46][880/1074] lr: 3.500e-04, eta: 1:31:08, time: 1.184, data_time: 0.002, memory: 8951, top1_acc: 0.7779, top5_acc: 0.9272, loss_cls: 0.8572, loss: 0.8572, grad_norm: 3.5591 2020-07-24 14:57:09,921 - mmaction - INFO - Epoch [46][900/1074] lr: 3.500e-04, eta: 1:30:44, time: 1.243, data_time: 0.005, memory: 8951, top1_acc: 0.7786, top5_acc: 0.9290, loss_cls: 0.8545, loss: 0.8545, grad_norm: 3.5632 2020-07-24 14:57:34,049 - mmaction - INFO - Epoch [46][920/1074] lr: 3.500e-04, eta: 1:30:20, time: 1.208, data_time: 0.008, memory: 8951, top1_acc: 0.7612, top5_acc: 0.9232, loss_cls: 0.8929, loss: 0.8929, grad_norm: 3.5958 2020-07-24 14:57:58,501 - mmaction - INFO - Epoch [46][940/1074] lr: 3.500e-04, eta: 1:29:55, time: 1.222, data_time: 0.006, memory: 8951, top1_acc: 0.7654, top5_acc: 0.9185, loss_cls: 0.9088, loss: 0.9088, grad_norm: 3.6477 2020-07-24 14:58:22,186 - mmaction - INFO - Epoch [46][960/1074] lr: 3.500e-04, eta: 1:29:31, time: 1.183, data_time: 0.009, memory: 8951, top1_acc: 0.7694, top5_acc: 0.9248, loss_cls: 0.8934, loss: 0.8934, grad_norm: 3.6065 2020-07-24 14:58:46,783 - mmaction - INFO - Epoch [46][980/1074] lr: 3.500e-04, eta: 1:29:07, time: 1.230, data_time: 0.006, memory: 8951, top1_acc: 0.7777, top5_acc: 0.9237, loss_cls: 0.8772, loss: 0.8772, grad_norm: 3.5509 2020-07-24 14:59:09,930 - mmaction - INFO - Epoch [46][1000/1074] lr: 3.500e-04, eta: 1:28:42, time: 1.161, data_time: 0.007, memory: 8951, top1_acc: 0.7746, top5_acc: 0.9259, loss_cls: 0.8574, loss: 0.8574, grad_norm: 3.5981 2020-07-24 14:59:34,231 - mmaction - INFO - Epoch [46][1020/1074] lr: 3.500e-04, eta: 1:28:18, time: 1.210, data_time: 0.006, memory: 8951, top1_acc: 0.7837, top5_acc: 0.9221, loss_cls: 0.8650, loss: 0.8650, grad_norm: 3.5517 2020-07-24 14:59:58,214 - mmaction - INFO - Epoch [46][1040/1074] lr: 3.500e-04, eta: 1:27:53, time: 1.203, data_time: 0.008, memory: 8951, top1_acc: 0.7708, top5_acc: 0.9288, loss_cls: 0.8777, loss: 0.8777, grad_norm: 3.6415 2020-07-24 15:00:24,055 - mmaction - INFO - Epoch [46][1060/1074] lr: 3.500e-04, eta: 1:27:29, time: 1.279, data_time: 0.007, memory: 8951, top1_acc: 0.7757, top5_acc: 0.9232, loss_cls: 0.9027, loss: 0.9027, grad_norm: 3.6555 2020-07-24 15:00:40,296 - mmaction - INFO - Saving checkpoint at 46 epochs 2020-07-24 15:01:18,620 - mmaction - INFO - Epoch [47][20/1074] lr: 3.500e-04, eta: 1:26:47, time: 1.881, data_time: 0.616, memory: 8951, top1_acc: 0.7652, top5_acc: 0.9196, loss_cls: 0.8909, loss: 0.8909, grad_norm: 3.6102 2020-07-24 15:01:41,269 - mmaction - INFO - Epoch [47][40/1074] lr: 3.500e-04, eta: 1:26:23, time: 1.133, data_time: 0.004, memory: 8951, top1_acc: 0.7761, top5_acc: 0.9257, loss_cls: 0.8743, loss: 0.8743, grad_norm: 3.6002 2020-07-24 15:02:05,625 - mmaction - INFO - Epoch [47][60/1074] lr: 3.500e-04, eta: 1:25:59, time: 1.214, data_time: 0.006, memory: 8951, top1_acc: 0.7721, top5_acc: 0.9257, loss_cls: 0.8640, loss: 0.8640, grad_norm: 3.5974 2020-07-24 15:02:28,983 - mmaction - INFO - Epoch [47][80/1074] lr: 3.500e-04, eta: 1:25:34, time: 1.171, data_time: 0.008, memory: 8951, top1_acc: 0.7641, top5_acc: 0.9230, loss_cls: 0.8858, loss: 0.8858, grad_norm: 3.6531 2020-07-24 15:02:54,571 - mmaction - INFO - Epoch [47][100/1074] lr: 3.500e-04, eta: 1:25:10, time: 1.280, data_time: 0.008, memory: 8951, top1_acc: 0.7917, top5_acc: 0.9263, loss_cls: 0.8370, loss: 0.8370, grad_norm: 3.5102 2020-07-24 15:03:18,016 - mmaction - INFO - Epoch [47][120/1074] lr: 3.500e-04, eta: 1:24:45, time: 1.171, data_time: 0.004, memory: 8951, top1_acc: 0.7708, top5_acc: 0.9221, loss_cls: 0.8816, loss: 0.8816, grad_norm: 3.5763 2020-07-24 15:03:41,975 - mmaction - INFO - Epoch [47][140/1074] lr: 3.500e-04, eta: 1:24:21, time: 1.195, data_time: 0.008, memory: 8951, top1_acc: 0.7730, top5_acc: 0.9214, loss_cls: 0.8897, loss: 0.8897, grad_norm: 3.5495 2020-07-24 15:04:06,276 - mmaction - INFO - Epoch [47][160/1074] lr: 3.500e-04, eta: 1:23:57, time: 1.220, data_time: 0.008, memory: 8951, top1_acc: 0.7783, top5_acc: 0.9223, loss_cls: 0.8768, loss: 0.8768, grad_norm: 3.5582 2020-07-24 15:04:30,416 - mmaction - INFO - Epoch [47][180/1074] lr: 3.500e-04, eta: 1:23:32, time: 1.204, data_time: 0.007, memory: 8951, top1_acc: 0.7777, top5_acc: 0.9299, loss_cls: 0.8542, loss: 0.8542, grad_norm: 3.5488 2020-07-24 15:04:56,076 - mmaction - INFO - Epoch [47][200/1074] lr: 3.500e-04, eta: 1:23:08, time: 1.285, data_time: 0.007, memory: 8951, top1_acc: 0.7770, top5_acc: 0.9239, loss_cls: 0.8629, loss: 0.8629, grad_norm: 3.5076 2020-07-24 15:05:19,310 - mmaction - INFO - Epoch [47][220/1074] lr: 3.500e-04, eta: 1:22:44, time: 1.162, data_time: 0.006, memory: 8951, top1_acc: 0.7768, top5_acc: 0.9292, loss_cls: 0.8614, loss: 0.8614, grad_norm: 3.5989 2020-07-24 15:05:44,875 - mmaction - INFO - Epoch [47][240/1074] lr: 3.500e-04, eta: 1:22:19, time: 1.280, data_time: 0.004, memory: 8951, top1_acc: 0.7775, top5_acc: 0.9279, loss_cls: 0.8740, loss: 0.8740, grad_norm: 3.6364 2020-07-24 15:06:09,376 - mmaction - INFO - Epoch [47][260/1074] lr: 3.500e-04, eta: 1:21:55, time: 1.225, data_time: 0.005, memory: 8951, top1_acc: 0.7739, top5_acc: 0.9230, loss_cls: 0.8885, loss: 0.8885, grad_norm: 3.6754 2020-07-24 15:06:35,515 - mmaction - INFO - Epoch [47][280/1074] lr: 3.500e-04, eta: 1:21:31, time: 1.306, data_time: 0.002, memory: 8951, top1_acc: 0.7786, top5_acc: 0.9315, loss_cls: 0.8390, loss: 0.8390, grad_norm: 3.5689 2020-07-24 15:06:58,904 - mmaction - INFO - Epoch [47][300/1074] lr: 3.500e-04, eta: 1:21:06, time: 1.170, data_time: 0.007, memory: 8951, top1_acc: 0.7618, top5_acc: 0.9263, loss_cls: 0.8961, loss: 0.8961, grad_norm: 3.6583 2020-07-24 15:07:23,260 - mmaction - INFO - Epoch [47][320/1074] lr: 3.500e-04, eta: 1:20:42, time: 1.216, data_time: 0.003, memory: 8951, top1_acc: 0.7772, top5_acc: 0.9268, loss_cls: 0.8795, loss: 0.8795, grad_norm: 3.5861 2020-07-24 15:07:47,700 - mmaction - INFO - Epoch [47][340/1074] lr: 3.500e-04, eta: 1:20:18, time: 1.219, data_time: 0.007, memory: 8951, top1_acc: 0.7866, top5_acc: 0.9310, loss_cls: 0.8225, loss: 0.8225, grad_norm: 3.4782 2020-07-24 15:08:11,967 - mmaction - INFO - Epoch [47][360/1074] lr: 3.500e-04, eta: 1:19:53, time: 1.213, data_time: 0.008, memory: 8951, top1_acc: 0.7824, top5_acc: 0.9277, loss_cls: 0.8455, loss: 0.8455, grad_norm: 3.5289 2020-07-24 15:08:37,827 - mmaction - INFO - Epoch [47][380/1074] lr: 3.500e-04, eta: 1:19:29, time: 1.298, data_time: 0.010, memory: 8951, top1_acc: 0.7786, top5_acc: 0.9299, loss_cls: 0.8583, loss: 0.8583, grad_norm: 3.5923 2020-07-24 15:09:01,163 - mmaction - INFO - Epoch [47][400/1074] lr: 3.500e-04, eta: 1:19:05, time: 1.163, data_time: 0.002, memory: 8951, top1_acc: 0.7683, top5_acc: 0.9170, loss_cls: 0.9140, loss: 0.9140, grad_norm: 3.6557 2020-07-24 15:09:25,268 - mmaction - INFO - Epoch [47][420/1074] lr: 3.500e-04, eta: 1:18:40, time: 1.205, data_time: 0.009, memory: 8951, top1_acc: 0.7694, top5_acc: 0.9259, loss_cls: 0.8696, loss: 0.8696, grad_norm: 3.5749 2020-07-24 15:09:49,626 - mmaction - INFO - Epoch [47][440/1074] lr: 3.500e-04, eta: 1:18:16, time: 1.221, data_time: 0.008, memory: 8951, top1_acc: 0.7728, top5_acc: 0.9174, loss_cls: 0.8878, loss: 0.8878, grad_norm: 3.6470 2020-07-24 15:10:13,895 - mmaction - INFO - Epoch [47][460/1074] lr: 3.500e-04, eta: 1:17:51, time: 1.210, data_time: 0.007, memory: 8951, top1_acc: 0.7670, top5_acc: 0.9272, loss_cls: 0.8785, loss: 0.8785, grad_norm: 3.6740 2020-07-24 15:10:37,597 - mmaction - INFO - Epoch [47][480/1074] lr: 3.500e-04, eta: 1:17:27, time: 1.188, data_time: 0.008, memory: 8951, top1_acc: 0.7824, top5_acc: 0.9217, loss_cls: 0.8716, loss: 0.8716, grad_norm: 3.6388 2020-07-24 15:11:01,592 - mmaction - INFO - Epoch [47][500/1074] lr: 3.500e-04, eta: 1:17:03, time: 1.194, data_time: 0.006, memory: 8951, top1_acc: 0.7766, top5_acc: 0.9263, loss_cls: 0.8693, loss: 0.8693, grad_norm: 3.5737 2020-07-24 15:11:27,605 - mmaction - INFO - Epoch [47][520/1074] lr: 3.500e-04, eta: 1:16:38, time: 1.303, data_time: 0.008, memory: 8951, top1_acc: 0.7708, top5_acc: 0.9261, loss_cls: 0.8707, loss: 0.8707, grad_norm: 3.5911 2020-07-24 15:11:50,848 - mmaction - INFO - Epoch [47][540/1074] lr: 3.500e-04, eta: 1:16:14, time: 1.163, data_time: 0.006, memory: 8951, top1_acc: 0.7806, top5_acc: 0.9241, loss_cls: 0.8659, loss: 0.8659, grad_norm: 3.5838 2020-07-24 15:12:16,102 - mmaction - INFO - Epoch [47][560/1074] lr: 3.500e-04, eta: 1:15:50, time: 1.265, data_time: 0.007, memory: 8951, top1_acc: 0.7703, top5_acc: 0.9205, loss_cls: 0.8975, loss: 0.8975, grad_norm: 3.6653 2020-07-24 15:12:41,106 - mmaction - INFO - Epoch [47][580/1074] lr: 3.500e-04, eta: 1:15:25, time: 1.250, data_time: 0.005, memory: 8951, top1_acc: 0.7708, top5_acc: 0.9219, loss_cls: 0.8964, loss: 0.8964, grad_norm: 3.6491 2020-07-24 15:13:04,912 - mmaction - INFO - Epoch [47][600/1074] lr: 3.500e-04, eta: 1:15:01, time: 1.191, data_time: 0.005, memory: 8951, top1_acc: 0.7790, top5_acc: 0.9310, loss_cls: 0.8581, loss: 0.8581, grad_norm: 3.5547 2020-07-24 15:13:29,684 - mmaction - INFO - Epoch [47][620/1074] lr: 3.500e-04, eta: 1:14:37, time: 1.239, data_time: 0.005, memory: 8951, top1_acc: 0.7690, top5_acc: 0.9277, loss_cls: 0.8785, loss: 0.8785, grad_norm: 3.6485 2020-07-24 15:13:55,054 - mmaction - INFO - Epoch [47][640/1074] lr: 3.500e-04, eta: 1:14:12, time: 1.267, data_time: 0.006, memory: 8951, top1_acc: 0.7688, top5_acc: 0.9281, loss_cls: 0.8793, loss: 0.8793, grad_norm: 3.6210 2020-07-24 15:14:19,080 - mmaction - INFO - Epoch [47][660/1074] lr: 3.500e-04, eta: 1:13:48, time: 1.202, data_time: 0.005, memory: 8951, top1_acc: 0.7734, top5_acc: 0.9308, loss_cls: 0.8511, loss: 0.8511, grad_norm: 3.5478 2020-07-24 15:14:44,368 - mmaction - INFO - Epoch [47][680/1074] lr: 3.500e-04, eta: 1:13:24, time: 1.261, data_time: 0.006, memory: 8951, top1_acc: 0.7710, top5_acc: 0.9288, loss_cls: 0.8560, loss: 0.8560, grad_norm: 3.5533 2020-07-24 15:15:08,362 - mmaction - INFO - Epoch [47][700/1074] lr: 3.500e-04, eta: 1:12:59, time: 1.203, data_time: 0.007, memory: 8951, top1_acc: 0.7670, top5_acc: 0.9225, loss_cls: 0.9005, loss: 0.9005, grad_norm: 3.6437 2020-07-24 15:15:32,294 - mmaction - INFO - Epoch [47][720/1074] lr: 3.500e-04, eta: 1:12:35, time: 1.197, data_time: 0.002, memory: 8951, top1_acc: 0.7739, top5_acc: 0.9277, loss_cls: 0.8535, loss: 0.8535, grad_norm: 3.6242 2020-07-24 15:15:56,161 - mmaction - INFO - Epoch [47][740/1074] lr: 3.500e-04, eta: 1:12:11, time: 1.188, data_time: 0.005, memory: 8951, top1_acc: 0.7634, top5_acc: 0.9275, loss_cls: 0.8816, loss: 0.8816, grad_norm: 3.6458 2020-07-24 15:16:20,426 - mmaction - INFO - Epoch [47][760/1074] lr: 3.500e-04, eta: 1:11:46, time: 1.218, data_time: 0.009, memory: 8951, top1_acc: 0.7790, top5_acc: 0.9279, loss_cls: 0.8559, loss: 0.8559, grad_norm: 3.6085 2020-07-24 15:16:44,373 - mmaction - INFO - Epoch [47][780/1074] lr: 3.500e-04, eta: 1:11:22, time: 1.196, data_time: 0.006, memory: 8951, top1_acc: 0.7781, top5_acc: 0.9315, loss_cls: 0.8431, loss: 0.8431, grad_norm: 3.5658 2020-07-24 15:17:09,066 - mmaction - INFO - Epoch [47][800/1074] lr: 3.500e-04, eta: 1:10:57, time: 1.235, data_time: 0.005, memory: 8951, top1_acc: 0.7853, top5_acc: 0.9319, loss_cls: 0.8400, loss: 0.8400, grad_norm: 3.5893 2020-07-24 15:17:33,707 - mmaction - INFO - Epoch [47][820/1074] lr: 3.500e-04, eta: 1:10:33, time: 1.231, data_time: 0.007, memory: 8951, top1_acc: 0.7705, top5_acc: 0.9221, loss_cls: 0.8759, loss: 0.8759, grad_norm: 3.6114 2020-07-24 15:17:59,489 - mmaction - INFO - Epoch [47][840/1074] lr: 3.500e-04, eta: 1:10:09, time: 1.292, data_time: 0.008, memory: 8951, top1_acc: 0.7643, top5_acc: 0.9237, loss_cls: 0.8955, loss: 0.8955, grad_norm: 3.7099 2020-07-24 15:18:25,600 - mmaction - INFO - Epoch [47][860/1074] lr: 3.500e-04, eta: 1:09:45, time: 1.301, data_time: 0.005, memory: 8951, top1_acc: 0.7835, top5_acc: 0.9288, loss_cls: 0.8666, loss: 0.8666, grad_norm: 3.5772 2020-07-24 15:18:49,977 - mmaction - INFO - Epoch [47][880/1074] lr: 3.500e-04, eta: 1:09:20, time: 1.223, data_time: 0.008, memory: 8951, top1_acc: 0.7781, top5_acc: 0.9252, loss_cls: 0.8643, loss: 0.8643, grad_norm: 3.5653 2020-07-24 15:19:14,575 - mmaction - INFO - Epoch [47][900/1074] lr: 3.500e-04, eta: 1:08:56, time: 1.230, data_time: 0.017, memory: 8951, top1_acc: 0.7712, top5_acc: 0.9277, loss_cls: 0.8714, loss: 0.8714, grad_norm: 3.6447 2020-07-24 15:19:39,286 - mmaction - INFO - Epoch [47][920/1074] lr: 3.500e-04, eta: 1:08:32, time: 1.231, data_time: 0.006, memory: 8951, top1_acc: 0.7645, top5_acc: 0.9185, loss_cls: 0.9124, loss: 0.9124, grad_norm: 3.6887 2020-07-24 15:20:03,760 - mmaction - INFO - Epoch [47][940/1074] lr: 3.500e-04, eta: 1:08:07, time: 1.229, data_time: 0.008, memory: 8951, top1_acc: 0.7801, top5_acc: 0.9266, loss_cls: 0.8611, loss: 0.8611, grad_norm: 3.5380 2020-07-24 15:20:27,869 - mmaction - INFO - Epoch [47][960/1074] lr: 3.500e-04, eta: 1:07:43, time: 1.206, data_time: 0.002, memory: 8951, top1_acc: 0.7694, top5_acc: 0.9223, loss_cls: 0.8932, loss: 0.8932, grad_norm: 3.6038 2020-07-24 15:20:52,780 - mmaction - INFO - Epoch [47][980/1074] lr: 3.500e-04, eta: 1:07:19, time: 1.246, data_time: 0.007, memory: 8951, top1_acc: 0.7712, top5_acc: 0.9270, loss_cls: 0.8705, loss: 0.8705, grad_norm: 3.6214 2020-07-24 15:21:17,646 - mmaction - INFO - Epoch [47][1000/1074] lr: 3.500e-04, eta: 1:06:54, time: 1.242, data_time: 0.005, memory: 8951, top1_acc: 0.7683, top5_acc: 0.9261, loss_cls: 0.8755, loss: 0.8755, grad_norm: 3.6720 2020-07-24 15:21:42,257 - mmaction - INFO - Epoch [47][1020/1074] lr: 3.500e-04, eta: 1:06:30, time: 1.228, data_time: 0.008, memory: 8951, top1_acc: 0.7717, top5_acc: 0.9272, loss_cls: 0.8632, loss: 0.8632, grad_norm: 3.6092 2020-07-24 15:22:06,604 - mmaction - INFO - Epoch [47][1040/1074] lr: 3.500e-04, eta: 1:06:05, time: 1.219, data_time: 0.007, memory: 8951, top1_acc: 0.7710, top5_acc: 0.9279, loss_cls: 0.8565, loss: 0.8565, grad_norm: 3.5634 2020-07-24 15:22:31,345 - mmaction - INFO - Epoch [47][1060/1074] lr: 3.500e-04, eta: 1:05:41, time: 1.236, data_time: 0.009, memory: 8951, top1_acc: 0.7775, top5_acc: 0.9270, loss_cls: 0.8712, loss: 0.8712, grad_norm: 3.5821 2020-07-24 15:22:48,382 - mmaction - INFO - Saving checkpoint at 47 epochs 2020-07-24 15:23:21,967 - mmaction - INFO - Epoch [48][20/1074] lr: 3.500e-04, eta: 1:04:59, time: 1.649, data_time: 0.555, memory: 8951, top1_acc: 0.7790, top5_acc: 0.9263, loss_cls: 0.8633, loss: 0.8633, grad_norm: 3.6261 2020-07-24 15:23:45,394 - mmaction - INFO - Epoch [48][40/1074] lr: 3.500e-04, eta: 1:04:35, time: 1.175, data_time: 0.008, memory: 8951, top1_acc: 0.7703, top5_acc: 0.9281, loss_cls: 0.8531, loss: 0.8531, grad_norm: 3.5451 2020-07-24 15:24:09,857 - mmaction - INFO - Epoch [48][60/1074] lr: 3.500e-04, eta: 1:04:10, time: 1.223, data_time: 0.003, memory: 8951, top1_acc: 0.7819, top5_acc: 0.9246, loss_cls: 0.8645, loss: 0.8645, grad_norm: 3.5793 2020-07-24 15:24:34,419 - mmaction - INFO - Epoch [48][80/1074] lr: 3.500e-04, eta: 1:03:46, time: 1.229, data_time: 0.006, memory: 8951, top1_acc: 0.7723, top5_acc: 0.9268, loss_cls: 0.8625, loss: 0.8625, grad_norm: 3.5612 2020-07-24 15:24:58,274 - mmaction - INFO - Epoch [48][100/1074] lr: 3.500e-04, eta: 1:03:22, time: 1.190, data_time: 0.006, memory: 8951, top1_acc: 0.7864, top5_acc: 0.9292, loss_cls: 0.8308, loss: 0.8308, grad_norm: 3.4916 2020-07-24 15:25:21,966 - mmaction - INFO - Epoch [48][120/1074] lr: 3.500e-04, eta: 1:02:57, time: 1.188, data_time: 0.008, memory: 8951, top1_acc: 0.7728, top5_acc: 0.9275, loss_cls: 0.8696, loss: 0.8696, grad_norm: 3.6712 2020-07-24 15:25:46,725 - mmaction - INFO - Epoch [48][140/1074] lr: 3.500e-04, eta: 1:02:33, time: 1.237, data_time: 0.006, memory: 8951, top1_acc: 0.7714, top5_acc: 0.9241, loss_cls: 0.8762, loss: 0.8762, grad_norm: 3.6995 2020-07-24 15:26:10,753 - mmaction - INFO - Epoch [48][160/1074] lr: 3.500e-04, eta: 1:02:09, time: 1.202, data_time: 0.005, memory: 8951, top1_acc: 0.7779, top5_acc: 0.9288, loss_cls: 0.8476, loss: 0.8476, grad_norm: 3.5785 2020-07-24 15:26:37,189 - mmaction - INFO - Epoch [48][180/1074] lr: 3.500e-04, eta: 1:01:44, time: 1.315, data_time: 0.005, memory: 8951, top1_acc: 0.7763, top5_acc: 0.9239, loss_cls: 0.8603, loss: 0.8603, grad_norm: 3.5210 2020-07-24 15:27:01,312 - mmaction - INFO - Epoch [48][200/1074] lr: 3.500e-04, eta: 1:01:20, time: 1.213, data_time: 0.010, memory: 8951, top1_acc: 0.7750, top5_acc: 0.9283, loss_cls: 0.8607, loss: 0.8607, grad_norm: 3.5411 2020-07-24 15:27:26,481 - mmaction - INFO - Epoch [48][220/1074] lr: 3.500e-04, eta: 1:00:56, time: 1.257, data_time: 0.005, memory: 8951, top1_acc: 0.7783, top5_acc: 0.9246, loss_cls: 0.8574, loss: 0.8574, grad_norm: 3.5925 2020-07-24 15:27:52,273 - mmaction - INFO - Epoch [48][240/1074] lr: 3.500e-04, eta: 1:00:31, time: 1.289, data_time: 0.004, memory: 8951, top1_acc: 0.7679, top5_acc: 0.9185, loss_cls: 0.8958, loss: 0.8958, grad_norm: 3.6548 2020-07-24 15:28:16,287 - mmaction - INFO - Epoch [48][260/1074] lr: 3.500e-04, eta: 1:00:07, time: 1.201, data_time: 0.006, memory: 8951, top1_acc: 0.7808, top5_acc: 0.9315, loss_cls: 0.8507, loss: 0.8507, grad_norm: 3.5851 2020-07-24 15:28:41,288 - mmaction - INFO - Epoch [48][280/1074] lr: 3.500e-04, eta: 0:59:43, time: 1.252, data_time: 0.007, memory: 8951, top1_acc: 0.7739, top5_acc: 0.9263, loss_cls: 0.8553, loss: 0.8553, grad_norm: 3.6380 2020-07-24 15:29:05,441 - mmaction - INFO - Epoch [48][300/1074] lr: 3.500e-04, eta: 0:59:18, time: 1.207, data_time: 0.002, memory: 8951, top1_acc: 0.7737, top5_acc: 0.9257, loss_cls: 0.8604, loss: 0.8604, grad_norm: 3.5680 2020-07-24 15:29:30,792 - mmaction - INFO - Epoch [48][320/1074] lr: 3.500e-04, eta: 0:58:54, time: 1.268, data_time: 0.004, memory: 8951, top1_acc: 0.7871, top5_acc: 0.9283, loss_cls: 0.8392, loss: 0.8392, grad_norm: 3.5563 2020-07-24 15:29:57,289 - mmaction - INFO - Epoch [48][340/1074] lr: 3.500e-04, eta: 0:58:30, time: 1.323, data_time: 0.008, memory: 8951, top1_acc: 0.7723, top5_acc: 0.9254, loss_cls: 0.8617, loss: 0.8617, grad_norm: 3.5642 2020-07-24 15:30:20,659 - mmaction - INFO - Epoch [48][360/1074] lr: 3.500e-04, eta: 0:58:05, time: 1.168, data_time: 0.006, memory: 8951, top1_acc: 0.8002, top5_acc: 0.9313, loss_cls: 0.8024, loss: 0.8024, grad_norm: 3.4681 2020-07-24 15:30:45,593 - mmaction - INFO - Epoch [48][380/1074] lr: 3.500e-04, eta: 0:57:41, time: 1.248, data_time: 0.007, memory: 8951, top1_acc: 0.7685, top5_acc: 0.9272, loss_cls: 0.8800, loss: 0.8800, grad_norm: 3.6175 2020-07-24 15:31:10,316 - mmaction - INFO - Epoch [48][400/1074] lr: 3.500e-04, eta: 0:57:17, time: 1.235, data_time: 0.003, memory: 8951, top1_acc: 0.7766, top5_acc: 0.9257, loss_cls: 0.8775, loss: 0.8775, grad_norm: 3.6521 2020-07-24 15:31:35,675 - mmaction - INFO - Epoch [48][420/1074] lr: 3.500e-04, eta: 0:56:52, time: 1.267, data_time: 0.007, memory: 8951, top1_acc: 0.7783, top5_acc: 0.9252, loss_cls: 0.8492, loss: 0.8492, grad_norm: 3.5949 2020-07-24 15:32:00,868 - mmaction - INFO - Epoch [48][440/1074] lr: 3.500e-04, eta: 0:56:28, time: 1.261, data_time: 0.006, memory: 8951, top1_acc: 0.7808, top5_acc: 0.9221, loss_cls: 0.8683, loss: 0.8683, grad_norm: 3.5767 2020-07-24 15:32:23,033 - mmaction - INFO - Epoch [48][460/1074] lr: 3.500e-04, eta: 0:56:04, time: 1.106, data_time: 0.006, memory: 8951, top1_acc: 0.7879, top5_acc: 0.9295, loss_cls: 0.8441, loss: 0.8441, grad_norm: 3.5343 2020-07-24 15:32:47,762 - mmaction - INFO - Epoch [48][480/1074] lr: 3.500e-04, eta: 0:55:39, time: 1.239, data_time: 0.007, memory: 8951, top1_acc: 0.7750, top5_acc: 0.9252, loss_cls: 0.8878, loss: 0.8878, grad_norm: 3.6692 2020-07-24 15:33:12,636 - mmaction - INFO - Epoch [48][500/1074] lr: 3.500e-04, eta: 0:55:15, time: 1.243, data_time: 0.006, memory: 8951, top1_acc: 0.7786, top5_acc: 0.9239, loss_cls: 0.8568, loss: 0.8568, grad_norm: 3.5651 2020-07-24 15:33:36,575 - mmaction - INFO - Epoch [48][520/1074] lr: 3.500e-04, eta: 0:54:51, time: 1.198, data_time: 0.005, memory: 8951, top1_acc: 0.7661, top5_acc: 0.9270, loss_cls: 0.8688, loss: 0.8688, grad_norm: 3.6308 2020-07-24 15:34:02,086 - mmaction - INFO - Epoch [48][540/1074] lr: 3.500e-04, eta: 0:54:26, time: 1.275, data_time: 0.005, memory: 8951, top1_acc: 0.7705, top5_acc: 0.9223, loss_cls: 0.8841, loss: 0.8841, grad_norm: 3.6523 2020-07-24 15:34:27,366 - mmaction - INFO - Epoch [48][560/1074] lr: 3.500e-04, eta: 0:54:02, time: 1.266, data_time: 0.005, memory: 8951, top1_acc: 0.7638, top5_acc: 0.9192, loss_cls: 0.9176, loss: 0.9176, grad_norm: 3.6674 2020-07-24 15:34:53,497 - mmaction - INFO - Epoch [48][580/1074] lr: 3.500e-04, eta: 0:53:38, time: 1.305, data_time: 0.005, memory: 8951, top1_acc: 0.7661, top5_acc: 0.9205, loss_cls: 0.8665, loss: 0.8665, grad_norm: 3.5938 2020-07-24 15:35:18,622 - mmaction - INFO - Epoch [48][600/1074] lr: 3.500e-04, eta: 0:53:13, time: 1.254, data_time: 0.005, memory: 8951, top1_acc: 0.7808, top5_acc: 0.9239, loss_cls: 0.8753, loss: 0.8753, grad_norm: 3.6045 2020-07-24 15:35:42,852 - mmaction - INFO - Epoch [48][620/1074] lr: 3.500e-04, eta: 0:52:49, time: 1.213, data_time: 0.009, memory: 8951, top1_acc: 0.7766, top5_acc: 0.9199, loss_cls: 0.8931, loss: 0.8931, grad_norm: 3.6275 2020-07-24 15:36:07,163 - mmaction - INFO - Epoch [48][640/1074] lr: 3.500e-04, eta: 0:52:25, time: 1.214, data_time: 0.007, memory: 8951, top1_acc: 0.7710, top5_acc: 0.9279, loss_cls: 0.8808, loss: 0.8808, grad_norm: 3.5969 2020-07-24 15:36:31,280 - mmaction - INFO - Epoch [48][660/1074] lr: 3.500e-04, eta: 0:52:00, time: 1.208, data_time: 0.007, memory: 8951, top1_acc: 0.7734, top5_acc: 0.9342, loss_cls: 0.8567, loss: 0.8567, grad_norm: 3.5192 2020-07-24 15:36:57,255 - mmaction - INFO - Epoch [48][680/1074] lr: 3.500e-04, eta: 0:51:36, time: 1.296, data_time: 0.007, memory: 8951, top1_acc: 0.7694, top5_acc: 0.9221, loss_cls: 0.8924, loss: 0.8924, grad_norm: 3.6244 2020-07-24 15:37:20,444 - mmaction - INFO - Epoch [48][700/1074] lr: 3.500e-04, eta: 0:51:12, time: 1.160, data_time: 0.009, memory: 8951, top1_acc: 0.7813, top5_acc: 0.9270, loss_cls: 0.8493, loss: 0.8493, grad_norm: 3.5837 2020-07-24 15:37:44,991 - mmaction - INFO - Epoch [48][720/1074] lr: 3.500e-04, eta: 0:50:47, time: 1.227, data_time: 0.010, memory: 8951, top1_acc: 0.7739, top5_acc: 0.9321, loss_cls: 0.8598, loss: 0.8598, grad_norm: 3.6271 2020-07-24 15:38:10,416 - mmaction - INFO - Epoch [48][740/1074] lr: 3.500e-04, eta: 0:50:23, time: 1.272, data_time: 0.007, memory: 8951, top1_acc: 0.7710, top5_acc: 0.9230, loss_cls: 0.8636, loss: 0.8636, grad_norm: 3.5852 2020-07-24 15:38:34,112 - mmaction - INFO - Epoch [48][760/1074] lr: 3.500e-04, eta: 0:49:58, time: 1.185, data_time: 0.005, memory: 8951, top1_acc: 0.7688, top5_acc: 0.9290, loss_cls: 0.8737, loss: 0.8737, grad_norm: 3.6885 2020-07-24 15:38:59,219 - mmaction - INFO - Epoch [48][780/1074] lr: 3.500e-04, eta: 0:49:34, time: 1.252, data_time: 0.006, memory: 8951, top1_acc: 0.7801, top5_acc: 0.9286, loss_cls: 0.8511, loss: 0.8511, grad_norm: 3.5862 2020-07-24 15:39:23,578 - mmaction - INFO - Epoch [48][800/1074] lr: 3.500e-04, eta: 0:49:10, time: 1.222, data_time: 0.010, memory: 8951, top1_acc: 0.7772, top5_acc: 0.9239, loss_cls: 0.8568, loss: 0.8568, grad_norm: 3.5601 2020-07-24 15:39:48,478 - mmaction - INFO - Epoch [48][820/1074] lr: 3.500e-04, eta: 0:48:45, time: 1.245, data_time: 0.006, memory: 8951, top1_acc: 0.7725, top5_acc: 0.9272, loss_cls: 0.8707, loss: 0.8707, grad_norm: 3.6192 2020-07-24 15:40:12,762 - mmaction - INFO - Epoch [48][840/1074] lr: 3.500e-04, eta: 0:48:21, time: 1.210, data_time: 0.009, memory: 8951, top1_acc: 0.7815, top5_acc: 0.9286, loss_cls: 0.8556, loss: 0.8556, grad_norm: 3.5500 2020-07-24 15:40:37,533 - mmaction - INFO - Epoch [48][860/1074] lr: 3.500e-04, eta: 0:47:57, time: 1.241, data_time: 0.008, memory: 8951, top1_acc: 0.7781, top5_acc: 0.9279, loss_cls: 0.8712, loss: 0.8712, grad_norm: 3.6402 2020-07-24 15:41:03,199 - mmaction - INFO - Epoch [48][880/1074] lr: 3.500e-04, eta: 0:47:32, time: 1.281, data_time: 0.007, memory: 8951, top1_acc: 0.7696, top5_acc: 0.9283, loss_cls: 0.8696, loss: 0.8696, grad_norm: 3.6295 2020-07-24 15:41:27,655 - mmaction - INFO - Epoch [48][900/1074] lr: 3.500e-04, eta: 0:47:08, time: 1.226, data_time: 0.009, memory: 8951, top1_acc: 0.7654, top5_acc: 0.9228, loss_cls: 0.8882, loss: 0.8882, grad_norm: 3.6759 2020-07-24 15:41:51,943 - mmaction - INFO - Epoch [48][920/1074] lr: 3.500e-04, eta: 0:46:44, time: 1.213, data_time: 0.003, memory: 8951, top1_acc: 0.7665, top5_acc: 0.9301, loss_cls: 0.8789, loss: 0.8789, grad_norm: 3.6432 2020-07-24 15:42:15,957 - mmaction - INFO - Epoch [48][940/1074] lr: 3.500e-04, eta: 0:46:19, time: 1.201, data_time: 0.009, memory: 8951, top1_acc: 0.7694, top5_acc: 0.9225, loss_cls: 0.8970, loss: 0.8970, grad_norm: 3.6964 2020-07-24 15:42:40,150 - mmaction - INFO - Epoch [48][960/1074] lr: 3.500e-04, eta: 0:45:55, time: 1.209, data_time: 0.004, memory: 8951, top1_acc: 0.7699, top5_acc: 0.9243, loss_cls: 0.8709, loss: 0.8709, grad_norm: 3.6223 2020-07-24 15:43:04,304 - mmaction - INFO - Epoch [48][980/1074] lr: 3.500e-04, eta: 0:45:31, time: 1.205, data_time: 0.007, memory: 8951, top1_acc: 0.7754, top5_acc: 0.9263, loss_cls: 0.8483, loss: 0.8483, grad_norm: 3.6084 2020-07-24 15:43:30,180 - mmaction - INFO - Epoch [48][1000/1074] lr: 3.500e-04, eta: 0:45:06, time: 1.298, data_time: 0.008, memory: 8951, top1_acc: 0.7775, top5_acc: 0.9234, loss_cls: 0.8604, loss: 0.8604, grad_norm: 3.6709 2020-07-24 15:43:53,773 - mmaction - INFO - Epoch [48][1020/1074] lr: 3.500e-04, eta: 0:44:42, time: 1.175, data_time: 0.006, memory: 8951, top1_acc: 0.7699, top5_acc: 0.9219, loss_cls: 0.8805, loss: 0.8805, grad_norm: 3.6792 2020-07-24 15:44:17,984 - mmaction - INFO - Epoch [48][1040/1074] lr: 3.500e-04, eta: 0:44:18, time: 1.215, data_time: 0.008, memory: 8951, top1_acc: 0.7815, top5_acc: 0.9288, loss_cls: 0.8495, loss: 0.8495, grad_norm: 3.6245 2020-07-24 15:44:43,294 - mmaction - INFO - Epoch [48][1060/1074] lr: 3.500e-04, eta: 0:43:53, time: 1.265, data_time: 0.004, memory: 8951, top1_acc: 0.7801, top5_acc: 0.9261, loss_cls: 0.8569, loss: 0.8569, grad_norm: 3.5373 2020-07-24 15:44:59,173 - mmaction - INFO - Saving checkpoint at 48 epochs 2020-07-24 15:45:32,563 - mmaction - INFO - Epoch [49][20/1074] lr: 3.500e-04, eta: 0:43:11, time: 1.642, data_time: 0.527, memory: 8951, top1_acc: 0.7757, top5_acc: 0.9223, loss_cls: 0.8609, loss: 0.8609, grad_norm: 3.5707 2020-07-24 15:45:55,746 - mmaction - INFO - Epoch [49][40/1074] lr: 3.500e-04, eta: 0:42:47, time: 1.161, data_time: 0.004, memory: 8951, top1_acc: 0.7761, top5_acc: 0.9176, loss_cls: 0.8790, loss: 0.8790, grad_norm: 3.5778 2020-07-24 15:46:20,480 - mmaction - INFO - Epoch [49][60/1074] lr: 3.500e-04, eta: 0:42:23, time: 1.236, data_time: 0.007, memory: 8951, top1_acc: 0.7933, top5_acc: 0.9366, loss_cls: 0.7836, loss: 0.7836, grad_norm: 3.5462 2020-07-24 15:46:46,119 - mmaction - INFO - Epoch [49][80/1074] lr: 3.500e-04, eta: 0:41:58, time: 1.281, data_time: 0.007, memory: 8951, top1_acc: 0.7826, top5_acc: 0.9275, loss_cls: 0.8401, loss: 0.8401, grad_norm: 3.5826 2020-07-24 15:47:10,790 - mmaction - INFO - Epoch [49][100/1074] lr: 3.500e-04, eta: 0:41:34, time: 1.234, data_time: 0.006, memory: 8951, top1_acc: 0.7717, top5_acc: 0.9239, loss_cls: 0.8858, loss: 0.8858, grad_norm: 3.5947 2020-07-24 15:47:34,889 - mmaction - INFO - Epoch [49][120/1074] lr: 3.500e-04, eta: 0:41:10, time: 1.202, data_time: 0.007, memory: 8951, top1_acc: 0.7750, top5_acc: 0.9301, loss_cls: 0.8601, loss: 0.8601, grad_norm: 3.5842 2020-07-24 15:47:59,620 - mmaction - INFO - Epoch [49][140/1074] lr: 3.500e-04, eta: 0:40:45, time: 1.242, data_time: 0.008, memory: 8951, top1_acc: 0.7603, top5_acc: 0.9205, loss_cls: 0.9230, loss: 0.9230, grad_norm: 3.7605 2020-07-24 15:48:23,548 - mmaction - INFO - Epoch [49][160/1074] lr: 3.500e-04, eta: 0:40:21, time: 1.194, data_time: 0.005, memory: 8951, top1_acc: 0.7748, top5_acc: 0.9306, loss_cls: 0.8685, loss: 0.8685, grad_norm: 3.6370 2020-07-24 15:48:49,210 - mmaction - INFO - Epoch [49][180/1074] lr: 3.500e-04, eta: 0:39:57, time: 1.282, data_time: 0.005, memory: 8951, top1_acc: 0.7739, top5_acc: 0.9237, loss_cls: 0.8611, loss: 0.8611, grad_norm: 3.6073 2020-07-24 15:49:15,541 - mmaction - INFO - Epoch [49][200/1074] lr: 3.500e-04, eta: 0:39:32, time: 1.318, data_time: 0.007, memory: 8951, top1_acc: 0.7783, top5_acc: 0.9223, loss_cls: 0.8766, loss: 0.8766, grad_norm: 3.5114 2020-07-24 15:49:38,698 - mmaction - INFO - Epoch [49][220/1074] lr: 3.500e-04, eta: 0:39:08, time: 1.153, data_time: 0.008, memory: 8951, top1_acc: 0.7795, top5_acc: 0.9299, loss_cls: 0.8586, loss: 0.8586, grad_norm: 3.5874 2020-07-24 15:50:03,739 - mmaction - INFO - Epoch [49][240/1074] lr: 3.500e-04, eta: 0:38:44, time: 1.259, data_time: 0.010, memory: 8951, top1_acc: 0.7674, top5_acc: 0.9250, loss_cls: 0.8953, loss: 0.8953, grad_norm: 3.6552 2020-07-24 15:50:28,423 - mmaction - INFO - Epoch [49][260/1074] lr: 3.500e-04, eta: 0:38:19, time: 1.229, data_time: 0.002, memory: 8951, top1_acc: 0.7757, top5_acc: 0.9279, loss_cls: 0.8571, loss: 0.8571, grad_norm: 3.5509 2020-07-24 15:50:52,100 - mmaction - INFO - Epoch [49][280/1074] lr: 3.500e-04, eta: 0:37:55, time: 1.187, data_time: 0.009, memory: 8951, top1_acc: 0.7813, top5_acc: 0.9315, loss_cls: 0.8355, loss: 0.8355, grad_norm: 3.5772 2020-07-24 15:51:18,022 - mmaction - INFO - Epoch [49][300/1074] lr: 3.500e-04, eta: 0:37:31, time: 1.298, data_time: 0.008, memory: 8951, top1_acc: 0.7797, top5_acc: 0.9286, loss_cls: 0.8665, loss: 0.8665, grad_norm: 3.5825 2020-07-24 15:51:42,935 - mmaction - INFO - Epoch [49][320/1074] lr: 3.500e-04, eta: 0:37:06, time: 1.244, data_time: 0.005, memory: 8951, top1_acc: 0.7768, top5_acc: 0.9241, loss_cls: 0.8632, loss: 0.8632, grad_norm: 3.6275 2020-07-24 15:52:09,266 - mmaction - INFO - Epoch [49][340/1074] lr: 3.500e-04, eta: 0:36:42, time: 1.314, data_time: 0.008, memory: 8951, top1_acc: 0.7685, top5_acc: 0.9221, loss_cls: 0.9032, loss: 0.9032, grad_norm: 3.7083 2020-07-24 15:52:33,106 - mmaction - INFO - Epoch [49][360/1074] lr: 3.500e-04, eta: 0:36:18, time: 1.198, data_time: 0.011, memory: 8951, top1_acc: 0.7710, top5_acc: 0.9266, loss_cls: 0.8710, loss: 0.8710, grad_norm: 3.6520 2020-07-24 15:52:58,929 - mmaction - INFO - Epoch [49][380/1074] lr: 3.500e-04, eta: 0:35:53, time: 1.286, data_time: 0.006, memory: 8951, top1_acc: 0.7837, top5_acc: 0.9281, loss_cls: 0.8511, loss: 0.8511, grad_norm: 3.6021 2020-07-24 15:53:24,630 - mmaction - INFO - Epoch [49][400/1074] lr: 3.500e-04, eta: 0:35:29, time: 1.290, data_time: 0.008, memory: 8951, top1_acc: 0.7699, top5_acc: 0.9203, loss_cls: 0.9038, loss: 0.9038, grad_norm: 3.6804 2020-07-24 15:53:49,157 - mmaction - INFO - Epoch [49][420/1074] lr: 3.500e-04, eta: 0:35:05, time: 1.222, data_time: 0.006, memory: 8951, top1_acc: 0.7690, top5_acc: 0.9219, loss_cls: 0.8765, loss: 0.8765, grad_norm: 3.5954 2020-07-24 15:54:14,088 - mmaction - INFO - Epoch [49][440/1074] lr: 3.500e-04, eta: 0:34:40, time: 1.251, data_time: 0.008, memory: 8951, top1_acc: 0.7759, top5_acc: 0.9228, loss_cls: 0.8841, loss: 0.8841, grad_norm: 3.6574 2020-07-24 15:54:37,729 - mmaction - INFO - Epoch [49][460/1074] lr: 3.500e-04, eta: 0:34:16, time: 1.182, data_time: 0.006, memory: 8951, top1_acc: 0.7763, top5_acc: 0.9324, loss_cls: 0.8579, loss: 0.8579, grad_norm: 3.6290 2020-07-24 15:55:02,898 - mmaction - INFO - Epoch [49][480/1074] lr: 3.500e-04, eta: 0:33:51, time: 1.257, data_time: 0.003, memory: 8951, top1_acc: 0.7679, top5_acc: 0.9225, loss_cls: 0.8755, loss: 0.8755, grad_norm: 3.6083 2020-07-24 15:55:27,952 - mmaction - INFO - Epoch [49][500/1074] lr: 3.500e-04, eta: 0:33:27, time: 1.253, data_time: 0.004, memory: 8951, top1_acc: 0.7690, top5_acc: 0.9268, loss_cls: 0.8691, loss: 0.8691, grad_norm: 3.6518 2020-07-24 15:55:51,909 - mmaction - INFO - Epoch [49][520/1074] lr: 3.500e-04, eta: 0:33:03, time: 1.198, data_time: 0.006, memory: 8951, top1_acc: 0.7815, top5_acc: 0.9292, loss_cls: 0.8229, loss: 0.8229, grad_norm: 3.5737 2020-07-24 15:56:15,748 - mmaction - INFO - Epoch [49][540/1074] lr: 3.500e-04, eta: 0:32:38, time: 1.192, data_time: 0.003, memory: 8951, top1_acc: 0.7839, top5_acc: 0.9239, loss_cls: 0.8582, loss: 0.8582, grad_norm: 3.6061 2020-07-24 15:56:41,359 - mmaction - INFO - Epoch [49][560/1074] lr: 3.500e-04, eta: 0:32:14, time: 1.280, data_time: 0.008, memory: 8951, top1_acc: 0.7634, top5_acc: 0.9237, loss_cls: 0.8987, loss: 0.8987, grad_norm: 3.7463 2020-07-24 15:57:05,364 - mmaction - INFO - Epoch [49][580/1074] lr: 3.500e-04, eta: 0:31:50, time: 1.200, data_time: 0.006, memory: 8951, top1_acc: 0.7658, top5_acc: 0.9174, loss_cls: 0.9097, loss: 0.9097, grad_norm: 3.7140 2020-07-24 15:57:30,706 - mmaction - INFO - Epoch [49][600/1074] lr: 3.500e-04, eta: 0:31:25, time: 1.269, data_time: 0.008, memory: 8951, top1_acc: 0.7770, top5_acc: 0.9239, loss_cls: 0.8638, loss: 0.8638, grad_norm: 3.6190 2020-07-24 15:57:56,687 - mmaction - INFO - Epoch [49][620/1074] lr: 3.500e-04, eta: 0:31:01, time: 1.299, data_time: 0.004, memory: 8951, top1_acc: 0.7783, top5_acc: 0.9254, loss_cls: 0.8579, loss: 0.8579, grad_norm: 3.7011 2020-07-24 15:58:19,965 - mmaction - INFO - Epoch [49][640/1074] lr: 3.500e-04, eta: 0:30:37, time: 1.164, data_time: 0.006, memory: 8951, top1_acc: 0.7643, top5_acc: 0.9268, loss_cls: 0.8830, loss: 0.8830, grad_norm: 3.6700 2020-07-24 15:58:45,422 - mmaction - INFO - Epoch [49][660/1074] lr: 3.500e-04, eta: 0:30:12, time: 1.270, data_time: 0.003, memory: 8951, top1_acc: 0.7792, top5_acc: 0.9223, loss_cls: 0.8782, loss: 0.8782, grad_norm: 3.6318 2020-07-24 15:59:09,721 - mmaction - INFO - Epoch [49][680/1074] lr: 3.500e-04, eta: 0:29:48, time: 1.214, data_time: 0.006, memory: 8951, top1_acc: 0.7734, top5_acc: 0.9205, loss_cls: 0.8883, loss: 0.8883, grad_norm: 3.6287 2020-07-24 15:59:33,110 - mmaction - INFO - Epoch [49][700/1074] lr: 3.500e-04, eta: 0:29:24, time: 1.173, data_time: 0.009, memory: 8951, top1_acc: 0.7712, top5_acc: 0.9261, loss_cls: 0.8623, loss: 0.8623, grad_norm: 3.6060 2020-07-24 15:59:57,495 - mmaction - INFO - Epoch [49][720/1074] lr: 3.500e-04, eta: 0:28:59, time: 1.215, data_time: 0.007, memory: 8951, top1_acc: 0.7730, top5_acc: 0.9232, loss_cls: 0.8712, loss: 0.8712, grad_norm: 3.6028 2020-07-24 16:00:23,896 - mmaction - INFO - Epoch [49][740/1074] lr: 3.500e-04, eta: 0:28:35, time: 1.315, data_time: 0.008, memory: 8951, top1_acc: 0.7781, top5_acc: 0.9266, loss_cls: 0.8594, loss: 0.8594, grad_norm: 3.5660 2020-07-24 16:00:47,970 - mmaction - INFO - Epoch [49][760/1074] lr: 3.500e-04, eta: 0:28:10, time: 1.210, data_time: 0.033, memory: 8951, top1_acc: 0.7750, top5_acc: 0.9228, loss_cls: 0.8744, loss: 0.8744, grad_norm: 3.6500 2020-07-24 16:01:10,847 - mmaction - INFO - Epoch [49][780/1074] lr: 3.500e-04, eta: 0:27:46, time: 1.147, data_time: 0.007, memory: 8951, top1_acc: 0.7819, top5_acc: 0.9192, loss_cls: 0.8640, loss: 0.8640, grad_norm: 3.6443 2020-07-24 16:01:36,044 - mmaction - INFO - Epoch [49][800/1074] lr: 3.500e-04, eta: 0:27:22, time: 1.258, data_time: 0.003, memory: 8951, top1_acc: 0.7725, top5_acc: 0.9237, loss_cls: 0.8883, loss: 0.8883, grad_norm: 3.6164 2020-07-24 16:02:00,729 - mmaction - INFO - Epoch [49][820/1074] lr: 3.500e-04, eta: 0:26:57, time: 1.230, data_time: 0.007, memory: 8951, top1_acc: 0.7739, top5_acc: 0.9286, loss_cls: 0.8762, loss: 0.8762, grad_norm: 3.6271 2020-07-24 16:02:25,001 - mmaction - INFO - Epoch [49][840/1074] lr: 3.500e-04, eta: 0:26:33, time: 1.220, data_time: 0.009, memory: 8951, top1_acc: 0.7770, top5_acc: 0.9266, loss_cls: 0.8623, loss: 0.8623, grad_norm: 3.6127 2020-07-24 16:02:50,448 - mmaction - INFO - Epoch [49][860/1074] lr: 3.500e-04, eta: 0:26:09, time: 1.272, data_time: 0.002, memory: 8951, top1_acc: 0.7766, top5_acc: 0.9230, loss_cls: 0.8653, loss: 0.8653, grad_norm: 3.6257 2020-07-24 16:03:13,578 - mmaction - INFO - Epoch [49][880/1074] lr: 3.500e-04, eta: 0:25:44, time: 1.154, data_time: 0.006, memory: 8951, top1_acc: 0.7717, top5_acc: 0.9181, loss_cls: 0.9128, loss: 0.9128, grad_norm: 3.6423 2020-07-24 16:03:38,480 - mmaction - INFO - Epoch [49][900/1074] lr: 3.500e-04, eta: 0:25:20, time: 1.247, data_time: 0.008, memory: 8951, top1_acc: 0.7848, top5_acc: 0.9250, loss_cls: 0.8562, loss: 0.8562, grad_norm: 3.5764 2020-07-24 16:04:04,131 - mmaction - INFO - Epoch [49][920/1074] lr: 3.500e-04, eta: 0:24:56, time: 1.280, data_time: 0.005, memory: 8951, top1_acc: 0.7783, top5_acc: 0.9268, loss_cls: 0.8540, loss: 0.8540, grad_norm: 3.6521 2020-07-24 16:04:28,697 - mmaction - INFO - Epoch [49][940/1074] lr: 3.500e-04, eta: 0:24:31, time: 1.231, data_time: 0.007, memory: 8951, top1_acc: 0.7685, top5_acc: 0.9190, loss_cls: 0.8917, loss: 0.8917, grad_norm: 3.6697 2020-07-24 16:04:51,631 - mmaction - INFO - Epoch [49][960/1074] lr: 3.500e-04, eta: 0:24:07, time: 1.145, data_time: 0.006, memory: 8951, top1_acc: 0.7770, top5_acc: 0.9272, loss_cls: 0.8498, loss: 0.8498, grad_norm: 3.6346 2020-07-24 16:05:15,586 - mmaction - INFO - Epoch [49][980/1074] lr: 3.500e-04, eta: 0:23:42, time: 1.200, data_time: 0.005, memory: 8951, top1_acc: 0.7783, top5_acc: 0.9266, loss_cls: 0.8538, loss: 0.8538, grad_norm: 3.5950 2020-07-24 16:05:39,938 - mmaction - INFO - Epoch [49][1000/1074] lr: 3.500e-04, eta: 0:23:18, time: 1.217, data_time: 0.005, memory: 8951, top1_acc: 0.7737, top5_acc: 0.9252, loss_cls: 0.8685, loss: 0.8685, grad_norm: 3.6216 2020-07-24 16:06:04,330 - mmaction - INFO - Epoch [49][1020/1074] lr: 3.500e-04, eta: 0:22:54, time: 1.220, data_time: 0.004, memory: 8951, top1_acc: 0.7853, top5_acc: 0.9254, loss_cls: 0.8513, loss: 0.8513, grad_norm: 3.6259 2020-07-24 16:06:29,122 - mmaction - INFO - Epoch [49][1040/1074] lr: 3.500e-04, eta: 0:22:29, time: 1.236, data_time: 0.006, memory: 8951, top1_acc: 0.7723, top5_acc: 0.9254, loss_cls: 0.8857, loss: 0.8857, grad_norm: 3.7149 2020-07-24 16:06:54,859 - mmaction - INFO - Epoch [49][1060/1074] lr: 3.500e-04, eta: 0:22:05, time: 1.290, data_time: 0.008, memory: 8951, top1_acc: 0.7759, top5_acc: 0.9183, loss_cls: 0.9026, loss: 0.9026, grad_norm: 3.6888 2020-07-24 16:07:11,887 - mmaction - INFO - Saving checkpoint at 49 epochs 2020-07-24 16:07:48,003 - mmaction - INFO - Epoch [50][20/1074] lr: 3.500e-04, eta: 0:21:23, time: 1.769, data_time: 0.649, memory: 8951, top1_acc: 0.7862, top5_acc: 0.9319, loss_cls: 0.8388, loss: 0.8388, grad_norm: 3.6447 2020-07-24 16:08:12,355 - mmaction - INFO - Epoch [50][40/1074] lr: 3.500e-04, eta: 0:20:59, time: 1.217, data_time: 0.005, memory: 8951, top1_acc: 0.7721, top5_acc: 0.9326, loss_cls: 0.8612, loss: 0.8612, grad_norm: 3.6265 2020-07-24 16:08:35,902 - mmaction - INFO - Epoch [50][60/1074] lr: 3.500e-04, eta: 0:20:35, time: 1.176, data_time: 0.004, memory: 8951, top1_acc: 0.7804, top5_acc: 0.9288, loss_cls: 0.8384, loss: 0.8384, grad_norm: 3.4900 2020-07-24 16:09:00,339 - mmaction - INFO - Epoch [50][80/1074] lr: 3.500e-04, eta: 0:20:10, time: 1.221, data_time: 0.008, memory: 8951, top1_acc: 0.7783, top5_acc: 0.9333, loss_cls: 0.8511, loss: 0.8511, grad_norm: 3.5914 2020-07-24 16:09:24,385 - mmaction - INFO - Epoch [50][100/1074] lr: 3.500e-04, eta: 0:19:46, time: 1.206, data_time: 0.007, memory: 8951, top1_acc: 0.7779, top5_acc: 0.9261, loss_cls: 0.8554, loss: 0.8554, grad_norm: 3.5863 2020-07-24 16:09:48,584 - mmaction - INFO - Epoch [50][120/1074] lr: 3.500e-04, eta: 0:19:22, time: 1.209, data_time: 0.005, memory: 8951, top1_acc: 0.7754, top5_acc: 0.9225, loss_cls: 0.8758, loss: 0.8758, grad_norm: 3.6239 2020-07-24 16:10:12,638 - mmaction - INFO - Epoch [50][140/1074] lr: 3.500e-04, eta: 0:18:57, time: 1.204, data_time: 0.003, memory: 8951, top1_acc: 0.7768, top5_acc: 0.9250, loss_cls: 0.8696, loss: 0.8696, grad_norm: 3.6415 2020-07-24 16:10:38,204 - mmaction - INFO - Epoch [50][160/1074] lr: 3.500e-04, eta: 0:18:33, time: 1.278, data_time: 0.003, memory: 8951, top1_acc: 0.7761, top5_acc: 0.9225, loss_cls: 0.8753, loss: 0.8753, grad_norm: 3.6179 2020-07-24 16:11:03,544 - mmaction - INFO - Epoch [50][180/1074] lr: 3.500e-04, eta: 0:18:09, time: 1.267, data_time: 0.003, memory: 8951, top1_acc: 0.7652, top5_acc: 0.9261, loss_cls: 0.8933, loss: 0.8933, grad_norm: 3.6940 2020-07-24 16:11:27,273 - mmaction - INFO - Epoch [50][200/1074] lr: 3.500e-04, eta: 0:17:44, time: 1.184, data_time: 0.004, memory: 8951, top1_acc: 0.7813, top5_acc: 0.9310, loss_cls: 0.8455, loss: 0.8455, grad_norm: 3.5828 2020-07-24 16:11:53,220 - mmaction - INFO - Epoch [50][220/1074] lr: 3.500e-04, eta: 0:17:20, time: 1.299, data_time: 0.007, memory: 8951, top1_acc: 0.7719, top5_acc: 0.9223, loss_cls: 0.9029, loss: 0.9029, grad_norm: 3.6963 2020-07-24 16:12:17,384 - mmaction - INFO - Epoch [50][240/1074] lr: 3.500e-04, eta: 0:16:55, time: 1.209, data_time: 0.003, memory: 8951, top1_acc: 0.7730, top5_acc: 0.9201, loss_cls: 0.8943, loss: 0.8943, grad_norm: 3.6863 2020-07-24 16:12:41,821 - mmaction - INFO - Epoch [50][260/1074] lr: 3.500e-04, eta: 0:16:31, time: 1.219, data_time: 0.006, memory: 8951, top1_acc: 0.7741, top5_acc: 0.9192, loss_cls: 0.8792, loss: 0.8792, grad_norm: 3.6383 2020-07-24 16:13:06,615 - mmaction - INFO - Epoch [50][280/1074] lr: 3.500e-04, eta: 0:16:07, time: 1.242, data_time: 0.008, memory: 8951, top1_acc: 0.7763, top5_acc: 0.9254, loss_cls: 0.8489, loss: 0.8489, grad_norm: 3.6658 2020-07-24 16:13:32,916 - mmaction - INFO - Epoch [50][300/1074] lr: 3.500e-04, eta: 0:15:42, time: 1.311, data_time: 0.006, memory: 8951, top1_acc: 0.7779, top5_acc: 0.9250, loss_cls: 0.8737, loss: 0.8737, grad_norm: 3.6282 2020-07-24 16:13:56,847 - mmaction - INFO - Epoch [50][320/1074] lr: 3.500e-04, eta: 0:15:18, time: 1.200, data_time: 0.008, memory: 8951, top1_acc: 0.7839, top5_acc: 0.9317, loss_cls: 0.8277, loss: 0.8277, grad_norm: 3.5466 2020-07-24 16:14:23,725 - mmaction - INFO - Epoch [50][340/1074] lr: 3.500e-04, eta: 0:14:54, time: 1.341, data_time: 0.007, memory: 8951, top1_acc: 0.7728, top5_acc: 0.9228, loss_cls: 0.8929, loss: 0.8929, grad_norm: 3.6777 2020-07-24 16:14:47,286 - mmaction - INFO - Epoch [50][360/1074] lr: 3.500e-04, eta: 0:14:29, time: 1.182, data_time: 0.007, memory: 8951, top1_acc: 0.7728, top5_acc: 0.9221, loss_cls: 0.8955, loss: 0.8955, grad_norm: 3.6602 2020-07-24 16:15:10,954 - mmaction - INFO - Epoch [50][380/1074] lr: 3.500e-04, eta: 0:14:05, time: 1.182, data_time: 0.005, memory: 8951, top1_acc: 0.7835, top5_acc: 0.9328, loss_cls: 0.8166, loss: 0.8166, grad_norm: 3.5483 2020-07-24 16:15:35,652 - mmaction - INFO - Epoch [50][400/1074] lr: 3.500e-04, eta: 0:13:41, time: 1.235, data_time: 0.005, memory: 8951, top1_acc: 0.7746, top5_acc: 0.9243, loss_cls: 0.8871, loss: 0.8871, grad_norm: 3.6484 2020-07-24 16:16:00,789 - mmaction - INFO - Epoch [50][420/1074] lr: 3.500e-04, eta: 0:13:16, time: 1.255, data_time: 0.008, memory: 8951, top1_acc: 0.7815, top5_acc: 0.9310, loss_cls: 0.8273, loss: 0.8273, grad_norm: 3.5650 2020-07-24 16:16:25,153 - mmaction - INFO - Epoch [50][440/1074] lr: 3.500e-04, eta: 0:12:52, time: 1.221, data_time: 0.007, memory: 8951, top1_acc: 0.7757, top5_acc: 0.9281, loss_cls: 0.8675, loss: 0.8675, grad_norm: 3.6751 2020-07-24 16:16:50,143 - mmaction - INFO - Epoch [50][460/1074] lr: 3.500e-04, eta: 0:12:28, time: 1.247, data_time: 0.006, memory: 8951, top1_acc: 0.7661, top5_acc: 0.9230, loss_cls: 0.8944, loss: 0.8944, grad_norm: 3.6775 2020-07-24 16:17:14,485 - mmaction - INFO - Epoch [50][480/1074] lr: 3.500e-04, eta: 0:12:03, time: 1.220, data_time: 0.006, memory: 8951, top1_acc: 0.7817, top5_acc: 0.9281, loss_cls: 0.8417, loss: 0.8417, grad_norm: 3.6334 2020-07-24 16:17:39,467 - mmaction - INFO - Epoch [50][500/1074] lr: 3.500e-04, eta: 0:11:39, time: 1.247, data_time: 0.007, memory: 8951, top1_acc: 0.7761, top5_acc: 0.9205, loss_cls: 0.8775, loss: 0.8775, grad_norm: 3.6161 2020-07-24 16:18:03,600 - mmaction - INFO - Epoch [50][520/1074] lr: 3.500e-04, eta: 0:11:14, time: 1.209, data_time: 0.007, memory: 8951, top1_acc: 0.7862, top5_acc: 0.9313, loss_cls: 0.8257, loss: 0.8257, grad_norm: 3.5505 2020-07-24 16:18:28,273 - mmaction - INFO - Epoch [50][540/1074] lr: 3.500e-04, eta: 0:10:50, time: 1.232, data_time: 0.003, memory: 8951, top1_acc: 0.7875, top5_acc: 0.9382, loss_cls: 0.8008, loss: 0.8008, grad_norm: 3.5117 2020-07-24 16:18:52,161 - mmaction - INFO - Epoch [50][560/1074] lr: 3.500e-04, eta: 0:10:26, time: 1.195, data_time: 0.007, memory: 8951, top1_acc: 0.7748, top5_acc: 0.9208, loss_cls: 0.8690, loss: 0.8690, grad_norm: 3.6323 2020-07-24 16:19:18,112 - mmaction - INFO - Epoch [50][580/1074] lr: 3.500e-04, eta: 0:10:01, time: 1.298, data_time: 0.003, memory: 8951, top1_acc: 0.7717, top5_acc: 0.9221, loss_cls: 0.8814, loss: 0.8814, grad_norm: 3.6352 2020-07-24 16:19:43,290 - mmaction - INFO - Epoch [50][600/1074] lr: 3.500e-04, eta: 0:09:37, time: 1.256, data_time: 0.006, memory: 8951, top1_acc: 0.7708, top5_acc: 0.9254, loss_cls: 0.8815, loss: 0.8815, grad_norm: 3.6553 2020-07-24 16:20:08,356 - mmaction - INFO - Epoch [50][620/1074] lr: 3.500e-04, eta: 0:09:13, time: 1.257, data_time: 0.007, memory: 8951, top1_acc: 0.7815, top5_acc: 0.9283, loss_cls: 0.8533, loss: 0.8533, grad_norm: 3.6045 2020-07-24 16:20:33,157 - mmaction - INFO - Epoch [50][640/1074] lr: 3.500e-04, eta: 0:08:48, time: 1.239, data_time: 0.002, memory: 8951, top1_acc: 0.7737, top5_acc: 0.9261, loss_cls: 0.8559, loss: 0.8559, grad_norm: 3.6334 2020-07-24 16:20:57,324 - mmaction - INFO - Epoch [50][660/1074] lr: 3.500e-04, eta: 0:08:24, time: 1.207, data_time: 0.007, memory: 8951, top1_acc: 0.7692, top5_acc: 0.9194, loss_cls: 0.8979, loss: 0.8979, grad_norm: 3.7074 2020-07-24 16:21:21,839 - mmaction - INFO - Epoch [50][680/1074] lr: 3.500e-04, eta: 0:08:00, time: 1.227, data_time: 0.006, memory: 8951, top1_acc: 0.7750, top5_acc: 0.9190, loss_cls: 0.8775, loss: 0.8775, grad_norm: 3.6465 2020-07-24 16:21:46,660 - mmaction - INFO - Epoch [50][700/1074] lr: 3.500e-04, eta: 0:07:35, time: 1.242, data_time: 0.007, memory: 8951, top1_acc: 0.7701, top5_acc: 0.9259, loss_cls: 0.8473, loss: 0.8473, grad_norm: 3.6243 2020-07-24 16:22:10,643 - mmaction - INFO - Epoch [50][720/1074] lr: 3.500e-04, eta: 0:07:11, time: 1.200, data_time: 0.004, memory: 8951, top1_acc: 0.7688, top5_acc: 0.9201, loss_cls: 0.8906, loss: 0.8906, grad_norm: 3.7083 2020-07-24 16:22:35,612 - mmaction - INFO - Epoch [50][740/1074] lr: 3.500e-04, eta: 0:06:46, time: 1.244, data_time: 0.007, memory: 8951, top1_acc: 0.7705, top5_acc: 0.9266, loss_cls: 0.9039, loss: 0.9039, grad_norm: 3.7441 2020-07-24 16:23:02,124 - mmaction - INFO - Epoch [50][760/1074] lr: 3.500e-04, eta: 0:06:22, time: 1.327, data_time: 0.008, memory: 8951, top1_acc: 0.7732, top5_acc: 0.9248, loss_cls: 0.8639, loss: 0.8639, grad_norm: 3.6466 2020-07-24 16:23:26,197 - mmaction - INFO - Epoch [50][780/1074] lr: 3.500e-04, eta: 0:05:58, time: 1.203, data_time: 0.009, memory: 8951, top1_acc: 0.7748, top5_acc: 0.9263, loss_cls: 0.8656, loss: 0.8656, grad_norm: 3.5920 2020-07-24 16:23:50,532 - mmaction - INFO - Epoch [50][800/1074] lr: 3.500e-04, eta: 0:05:33, time: 1.219, data_time: 0.008, memory: 8951, top1_acc: 0.7792, top5_acc: 0.9281, loss_cls: 0.8408, loss: 0.8408, grad_norm: 3.5639 2020-07-24 16:24:15,389 - mmaction - INFO - Epoch [50][820/1074] lr: 3.500e-04, eta: 0:05:09, time: 1.240, data_time: 0.005, memory: 8951, top1_acc: 0.7730, top5_acc: 0.9250, loss_cls: 0.8719, loss: 0.8719, grad_norm: 3.6653 2020-07-24 16:24:40,847 - mmaction - INFO - Epoch [50][840/1074] lr: 3.500e-04, eta: 0:04:45, time: 1.272, data_time: 0.007, memory: 8951, top1_acc: 0.7839, top5_acc: 0.9324, loss_cls: 0.8341, loss: 0.8341, grad_norm: 3.5552 2020-07-24 16:25:04,278 - mmaction - INFO - Epoch [50][860/1074] lr: 3.500e-04, eta: 0:04:20, time: 1.174, data_time: 0.009, memory: 8951, top1_acc: 0.7757, top5_acc: 0.9281, loss_cls: 0.8553, loss: 0.8553, grad_norm: 3.6556 2020-07-24 16:25:29,525 - mmaction - INFO - Epoch [50][880/1074] lr: 3.500e-04, eta: 0:03:56, time: 1.263, data_time: 0.004, memory: 8951, top1_acc: 0.7750, top5_acc: 0.9241, loss_cls: 0.8765, loss: 0.8765, grad_norm: 3.6535 2020-07-24 16:25:53,337 - mmaction - INFO - Epoch [50][900/1074] lr: 3.500e-04, eta: 0:03:32, time: 1.190, data_time: 0.007, memory: 8951, top1_acc: 0.7882, top5_acc: 0.9295, loss_cls: 0.8344, loss: 0.8344, grad_norm: 3.5659 2020-07-24 16:26:17,757 - mmaction - INFO - Epoch [50][920/1074] lr: 3.500e-04, eta: 0:03:07, time: 1.221, data_time: 0.004, memory: 8951, top1_acc: 0.7781, top5_acc: 0.9292, loss_cls: 0.8492, loss: 0.8492, grad_norm: 3.6186 2020-07-24 16:26:40,998 - mmaction - INFO - Epoch [50][940/1074] lr: 3.500e-04, eta: 0:02:43, time: 1.162, data_time: 0.008, memory: 8951, top1_acc: 0.7705, top5_acc: 0.9275, loss_cls: 0.8811, loss: 0.8811, grad_norm: 3.6423 2020-07-24 16:27:06,930 - mmaction - INFO - Epoch [50][960/1074] lr: 3.500e-04, eta: 0:02:18, time: 1.295, data_time: 0.003, memory: 8951, top1_acc: 0.7717, top5_acc: 0.9261, loss_cls: 0.8878, loss: 0.8878, grad_norm: 3.6943 2020-07-24 16:27:32,214 - mmaction - INFO - Epoch [50][980/1074] lr: 3.500e-04, eta: 0:01:54, time: 1.263, data_time: 0.008, memory: 8951, top1_acc: 0.7759, top5_acc: 0.9212, loss_cls: 0.8733, loss: 0.8733, grad_norm: 3.6591 2020-07-24 16:27:58,014 - mmaction - INFO - Epoch [50][1000/1074] lr: 3.500e-04, eta: 0:01:30, time: 1.293, data_time: 0.008, memory: 8951, top1_acc: 0.7866, top5_acc: 0.9319, loss_cls: 0.8177, loss: 0.8177, grad_norm: 3.6058 2020-07-24 16:28:21,819 - mmaction - INFO - Epoch [50][1020/1074] lr: 3.500e-04, eta: 0:01:05, time: 1.188, data_time: 0.007, memory: 8951, top1_acc: 0.7721, top5_acc: 0.9190, loss_cls: 0.8731, loss: 0.8731, grad_norm: 3.6481 2020-07-24 16:28:47,467 - mmaction - INFO - Epoch [50][1040/1074] lr: 3.500e-04, eta: 0:00:41, time: 1.281, data_time: 0.006, memory: 8951, top1_acc: 0.7732, top5_acc: 0.9259, loss_cls: 0.8502, loss: 0.8502, grad_norm: 3.6344 2020-07-24 16:29:13,443 - mmaction - INFO - Epoch [50][1060/1074] lr: 3.500e-04, eta: 0:00:17, time: 1.302, data_time: 0.008, memory: 8951, top1_acc: 0.7737, top5_acc: 0.9243, loss_cls: 0.8728, loss: 0.8728, grad_norm: 3.6713 2020-07-24 16:29:30,358 - mmaction - INFO - Saving checkpoint at 50 epochs