2020-08-09 14:24:47,991 - mmaction - INFO - Environment info: ------------------------------------------------------------ sys.platform: linux Python: 3.7.7 (default, May 7 2020, 21:25:33) [GCC 7.3.0] CUDA available: True CUDA_HOME: /usr/local/cuda NVCC: Cuda compilation tools, release 8.0, V8.0.61 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: 1.1.0 PyTorch compiling details: PyTorch built with: - GCC 4.9 - Intel(R) Math Kernel Library Version 2020.0.1 Product Build 20200208 for Intel(R) 64 architecture applications - Intel(R) MKL-DNN v0.18.1 (Git Hash 7de7e5d02bf687f971e7668963649728356e0c20) - OpenMP 201307 (a.k.a. OpenMP 4.0) - NNPACK is enabled - CUDA Runtime 9.0 - NVCC architecture flags: -gencode;arch=compute_35,code=sm_35;-gencode;arch=compute_50,code=sm_50;-gencode;arch=compute_60,code=sm_60;-gencode;arch=compute_70,code=sm_70;-gencode;arch=compute_50,code=compute_50 - CuDNN 7.5.1 - Magma 2.5.0 - Build settings: BLAS=MKL, BUILD_TYPE=Release, CXX_FLAGS= -Wno-deprecated -fvisibility-inlines-hidden -fopenmp -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=OFF, USE_NCCL=True, USE_NNPACK=True, USE_OPENMP=ON, TorchVision: 0.3.0 OpenCV: 4.2.0 MMCV: 1.0.4 MMAction2: 0.5.0+0ca8903 ------------------------------------------------------------ 2020-08-09 14:24:47,991 - mmaction - INFO - Distributed training: True 2020-08-09 14:24:47,991 - mmaction - INFO - Config: /mnt/lustre/linjintao/try/mmaction2_tin/slurm_configs/recognition/tin/tin_tsm_fintune_r50_1x1x8_50e_kinetics400_rgb.py # model settings model = dict( type='Recognizer2D', backbone=dict( type='ResNetTIN', pretrained='torchvision://resnet50', depth=50, norm_eval=False, shift_div=4), 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_256p' data_root_val = 'data/kinetics400/rawframes_val_256p' ann_file_train = 'data/kinetics400/kinetics_train_list_256p.txt' ann_file_val = 'data/kinetics400/kinetics_val_list_256p.txt' ann_file_test = 'data/kinetics400/kinetics_val_list_256p.txt' img_norm_cfg = dict( mean=[123.675, 116.28, 103.53], std=[58.395, 57.12, 57.375], to_bgr=False) mc_cfg = dict( server_list_cfg='/mnt/lustre/share/memcached_client/server_list.conf', client_cfg='/mnt/lustre/share/memcached_client/client.conf', sys_path='/mnt/lustre/share/pymc/py3') train_pipeline = [ dict(type='SampleFrames', clip_len=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), 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='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=6, workers_per_gpu=4, train=dict( type=dataset_type, ann_file=ann_file_train, data_prefix=data_root, pipeline=train_pipeline), val=dict( type=dataset_type, ann_file=ann_file_val, data_prefix=data_root_val, pipeline=val_pipeline), test=dict( type=dataset_type, ann_file=ann_file_test, data_prefix=data_root_val, pipeline=test_pipeline)) # optimizer optimizer = dict( type='SGD', constructor='TSMOptimizerConstructor', paramwise_cfg=dict(fc_lr5=True), lr=0.01 * 4, 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=5, metrics=['top_k_accuracy', 'mean_class_accuracy'], topk=(1, 5)) log_config = dict( interval=20, hooks=[ dict(type='TextLoggerHook'), # dict(type='TensorboardLoggerHook'), ]) # runtime settings dist_params = dict(backend='nccl') log_level = 'INFO' work_dir = './work_dirs/tin_rgb_1x1x8_r50_2d_kinetics400_35e_finetune/' load_from = 'modelzoo/tsm_r50_1x1x8_50e_kinetics400_rgb_20200607-af7fb746.pth' resume_from = None workflow = [('train', 1)] 2020-08-09 14:25:05,992 - mmaction - INFO - These parameters in pretrained checkpoint are not loaded: {'fc.bias', 'fc.weight'} 2020-08-09 14:25:07,893 - mmaction - INFO - load checkpoint from modelzoo/tsm_r50_1x1x8_50e_kinetics400_rgb_20200607-af7fb746.pth 2020-08-09 14:25:10,364 - mmaction - WARNING - The model and loaded state dict do not match exactly unexpected key in source state_dict: backbone.layer1.0.conv1.conv.net.weight, backbone.layer1.1.conv1.conv.net.weight, backbone.layer1.2.conv1.conv.net.weight, backbone.layer2.0.conv1.conv.net.weight, backbone.layer2.1.conv1.conv.net.weight, backbone.layer2.2.conv1.conv.net.weight, backbone.layer2.3.conv1.conv.net.weight, backbone.layer3.0.conv1.conv.net.weight, backbone.layer3.1.conv1.conv.net.weight, backbone.layer3.2.conv1.conv.net.weight, 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backbone.layer4.2.conv1.conv.net1.offset_net.fc2.weight, backbone.layer4.2.conv1.conv.net1.offset_net.fc2.bias, backbone.layer4.2.conv1.conv.net1.weight_net.conv.weight, backbone.layer4.2.conv1.conv.net1.weight_net.conv.bias, backbone.layer4.2.conv1.conv.net2.weight 2020-08-09 14:25:10,383 - mmaction - INFO - Start running, host: linjintao@SH-IDC1-10-5-30-54, work_dir: /mnt/lustre/linjintao/try/mmaction2_tin/workdir/tin_tsm_finetune 2020-08-09 14:25:10,383 - mmaction - INFO - workflow: [('train', 1)], max: 50 epochs 2020-08-09 14:30:39,387 - mmaction - INFO - Epoch [1][20/1253] lr: 4.000e-02, eta: 11 days, 22:04:16, time: 16.444, data_time: 14.566, memory: 6189, top1_acc: 0.3576, top5_acc: 0.6008, loss_cls: 2.9916, loss: 2.9916, grad_norm: 6.9990 2020-08-09 14:30:52,007 - mmaction - INFO - Epoch [1][40/1253] lr: 4.000e-02, eta: 6 days, 4:30:50, time: 0.635, data_time: 0.010, memory: 6189, top1_acc: 0.3096, top5_acc: 0.5685, loss_cls: 3.1814, loss: 3.1814, grad_norm: 4.8567 2020-08-09 14:31:04,694 - mmaction - INFO - Epoch [1][60/1253] lr: 4.000e-02, eta: 4 days, 6:39:12, time: 0.634, data_time: 0.006, memory: 6189, top1_acc: 0.3464, top5_acc: 0.6003, loss_cls: 2.9709, loss: 2.9709, grad_norm: 4.2513 2020-08-09 14:31:17,244 - mmaction - INFO - Epoch [1][80/1253] lr: 4.000e-02, eta: 3 days, 7:41:34, time: 0.628, data_time: 0.003, memory: 6189, top1_acc: 0.3724, top5_acc: 0.6240, loss_cls: 2.8662, loss: 2.8662, grad_norm: 4.5271 2020-08-09 14:31:29,963 - mmaction - INFO - Epoch [1][100/1253] lr: 4.000e-02, eta: 2 days, 17:56:25, time: 0.635, data_time: 0.005, memory: 6189, top1_acc: 0.3750, top5_acc: 0.6385, loss_cls: 2.7910, loss: 2.7910, grad_norm: 4.2983 2020-08-09 14:31:42,463 - mmaction - INFO - Epoch [1][120/1253] lr: 4.000e-02, eta: 2 days, 8:44:34, time: 0.625, data_time: 0.004, memory: 6189, top1_acc: 0.3766, top5_acc: 0.6320, loss_cls: 2.8423, loss: 2.8423, grad_norm: 4.1328 2020-08-09 14:31:55,047 - mmaction - INFO - Epoch [1][140/1253] lr: 4.000e-02, eta: 2 days, 2:10:36, time: 0.627, data_time: 0.006, memory: 6189, top1_acc: 0.3880, top5_acc: 0.6435, loss_cls: 2.7600, loss: 2.7600, grad_norm: 3.9947 2020-08-09 14:32:07,677 - mmaction - INFO - Epoch [1][160/1253] lr: 4.000e-02, eta: 1 day, 21:15:53, time: 0.633, data_time: 0.006, memory: 6189, top1_acc: 0.3995, top5_acc: 0.6776, loss_cls: 2.6059, loss: 2.6059, grad_norm: 3.9882 2020-08-09 14:32:20,426 - mmaction - INFO - Epoch [1][180/1253] lr: 4.000e-02, eta: 1 day, 17:26:56, time: 0.636, data_time: 0.006, memory: 6189, top1_acc: 0.3734, top5_acc: 0.6359, loss_cls: 2.7836, loss: 2.7836, grad_norm: 3.9455 2020-08-09 14:32:33,029 - mmaction - INFO - Epoch [1][200/1253] lr: 4.000e-02, eta: 1 day, 14:23:19, time: 0.632, data_time: 0.006, memory: 6189, top1_acc: 0.4198, top5_acc: 0.6586, loss_cls: 2.6191, loss: 2.6191, grad_norm: 3.7382 2020-08-09 14:32:45,749 - mmaction - INFO - Epoch [1][220/1253] lr: 4.000e-02, eta: 1 day, 11:53:07, time: 0.633, data_time: 0.005, memory: 6189, top1_acc: 0.4099, top5_acc: 0.6768, loss_cls: 2.6056, loss: 2.6056, grad_norm: 3.8123 2020-08-09 14:32:58,359 - mmaction - INFO - Epoch [1][240/1253] lr: 4.000e-02, eta: 1 day, 9:47:57, time: 0.633, data_time: 0.007, memory: 6189, top1_acc: 0.4240, top5_acc: 0.6841, loss_cls: 2.5129, loss: 2.5129, grad_norm: 3.8295 2020-08-09 14:33:11,194 - mmaction - INFO - Epoch [1][260/1253] lr: 4.000e-02, eta: 1 day, 8:02:36, time: 0.641, data_time: 0.007, memory: 6189, top1_acc: 0.4125, top5_acc: 0.6826, loss_cls: 2.5663, loss: 2.5663, grad_norm: 3.8776 2020-08-09 14:33:24,108 - mmaction - INFO - Epoch [1][280/1253] lr: 4.000e-02, eta: 1 day, 6:32:44, time: 0.647, data_time: 0.005, memory: 6189, top1_acc: 0.4229, top5_acc: 0.6904, loss_cls: 2.5052, loss: 2.5052, grad_norm: 3.7473 2020-08-09 14:33:37,155 - mmaction - INFO - Epoch [1][300/1253] lr: 4.000e-02, eta: 1 day, 5:15:04, time: 0.650, data_time: 0.005, memory: 6189, top1_acc: 0.4289, top5_acc: 0.6872, loss_cls: 2.5320, loss: 2.5320, grad_norm: 3.8504 2020-08-09 14:33:50,176 - mmaction - INFO - Epoch [1][320/1253] lr: 4.000e-02, eta: 1 day, 4:07:14, time: 0.653, data_time: 0.005, memory: 6189, top1_acc: 0.4276, top5_acc: 0.6885, loss_cls: 2.5108, loss: 2.5108, grad_norm: 3.7061 2020-08-09 14:34:02,980 - mmaction - INFO - Epoch [1][340/1253] lr: 4.000e-02, eta: 1 day, 3:06:24, time: 0.637, data_time: 0.006, memory: 6189, top1_acc: 0.4318, top5_acc: 0.6862, loss_cls: 2.5003, loss: 2.5003, grad_norm: 3.7628 2020-08-09 14:34:16,075 - mmaction - INFO - Epoch [1][360/1253] lr: 4.000e-02, eta: 1 day, 2:13:28, time: 0.657, data_time: 0.007, memory: 6189, top1_acc: 0.4224, top5_acc: 0.6852, loss_cls: 2.5412, loss: 2.5412, grad_norm: 3.7032 2020-08-09 14:34:29,640 - mmaction - INFO - Epoch [1][380/1253] lr: 4.000e-02, eta: 1 day, 1:27:09, time: 0.677, data_time: 0.006, memory: 6189, top1_acc: 0.4172, top5_acc: 0.6823, loss_cls: 2.5394, loss: 2.5394, grad_norm: 3.8089 2020-08-09 14:34:42,267 - mmaction - INFO - Epoch [1][400/1253] lr: 4.000e-02, eta: 1 day, 0:43:10, time: 0.633, data_time: 0.005, memory: 6189, top1_acc: 0.4102, top5_acc: 0.6859, loss_cls: 2.5231, loss: 2.5231, grad_norm: 3.6785 2020-08-09 14:34:56,173 - mmaction - INFO - Epoch [1][420/1253] lr: 4.000e-02, eta: 1 day, 0:06:20, time: 0.693, data_time: 0.005, memory: 6189, top1_acc: 0.4214, top5_acc: 0.6898, loss_cls: 2.5248, loss: 2.5248, grad_norm: 3.6659 2020-08-09 14:35:09,000 - mmaction - INFO - Epoch [1][440/1253] lr: 4.000e-02, eta: 23:30:26, time: 0.643, data_time: 0.005, memory: 6189, top1_acc: 0.4294, top5_acc: 0.6911, loss_cls: 2.5190, loss: 2.5190, grad_norm: 3.6508 2020-08-09 14:35:22,793 - mmaction - INFO - Epoch [1][460/1253] lr: 4.000e-02, eta: 22:59:43, time: 0.689, data_time: 0.007, memory: 6189, top1_acc: 0.4471, top5_acc: 0.6901, loss_cls: 2.4462, loss: 2.4462, grad_norm: 3.4939 2020-08-09 14:35:36,143 - mmaction - INFO - Epoch [1][480/1253] lr: 4.000e-02, eta: 22:30:40, time: 0.669, data_time: 0.005, memory: 6189, top1_acc: 0.4477, top5_acc: 0.7023, loss_cls: 2.4296, loss: 2.4296, grad_norm: 3.4540 2020-08-09 14:35:49,730 - mmaction - INFO - Epoch [1][500/1253] lr: 4.000e-02, eta: 22:04:16, time: 0.677, data_time: 0.005, memory: 6189, top1_acc: 0.4313, top5_acc: 0.6940, loss_cls: 2.4607, loss: 2.4607, grad_norm: 3.5390 2020-08-09 14:36:04,063 - mmaction - INFO - Epoch [1][520/1253] lr: 4.000e-02, eta: 21:41:34, time: 0.719, data_time: 0.006, memory: 6189, top1_acc: 0.4523, top5_acc: 0.7013, loss_cls: 2.4240, loss: 2.4240, grad_norm: 3.6048 2020-08-09 14:36:17,023 - mmaction - INFO - Epoch [1][540/1253] lr: 4.000e-02, eta: 21:17:40, time: 0.645, data_time: 0.005, memory: 6189, top1_acc: 0.4461, top5_acc: 0.6995, loss_cls: 2.4269, loss: 2.4269, grad_norm: 3.5898 2020-08-09 14:36:29,684 - mmaction - INFO - Epoch [1][560/1253] lr: 4.000e-02, eta: 20:55:10, time: 0.636, data_time: 0.007, memory: 6189, top1_acc: 0.4372, top5_acc: 0.6919, loss_cls: 2.4711, loss: 2.4711, grad_norm: 3.5059 2020-08-09 14:36:43,623 - mmaction - INFO - Epoch [1][580/1253] lr: 4.000e-02, eta: 20:36:18, time: 0.695, data_time: 0.005, memory: 6189, top1_acc: 0.4500, top5_acc: 0.7003, loss_cls: 2.4028, loss: 2.4028, grad_norm: 3.4909 2020-08-09 14:36:56,494 - mmaction - INFO - Epoch [1][600/1253] lr: 4.000e-02, eta: 20:16:56, time: 0.645, data_time: 0.006, memory: 6189, top1_acc: 0.4503, top5_acc: 0.7109, loss_cls: 2.3960, loss: 2.3960, grad_norm: 3.5894 2020-08-09 14:37:10,251 - mmaction - INFO - Epoch [1][620/1253] lr: 4.000e-02, eta: 20:00:12, time: 0.687, data_time: 0.007, memory: 6189, top1_acc: 0.4510, top5_acc: 0.7141, loss_cls: 2.3687, loss: 2.3687, grad_norm: 3.5070 2020-08-09 14:37:24,359 - mmaction - INFO - Epoch [1][640/1253] lr: 4.000e-02, eta: 19:45:09, time: 0.707, data_time: 0.005, memory: 6189, top1_acc: 0.4375, top5_acc: 0.7063, loss_cls: 2.4355, loss: 2.4355, grad_norm: 3.4549 2020-08-09 14:37:38,493 - mmaction - INFO - Epoch [1][660/1253] lr: 4.000e-02, eta: 19:31:00, time: 0.707, data_time: 0.005, memory: 6189, top1_acc: 0.4432, top5_acc: 0.6948, loss_cls: 2.4462, loss: 2.4462, grad_norm: 3.4959 2020-08-09 14:37:51,673 - mmaction - INFO - Epoch [1][680/1253] lr: 4.000e-02, eta: 19:16:10, time: 0.658, data_time: 0.004, memory: 6189, top1_acc: 0.4477, top5_acc: 0.7065, loss_cls: 2.4061, loss: 2.4061, grad_norm: 3.4048 2020-08-09 14:38:04,870 - mmaction - INFO - Epoch [1][700/1253] lr: 4.000e-02, eta: 19:02:11, time: 0.658, data_time: 0.007, memory: 6189, top1_acc: 0.4615, top5_acc: 0.7107, loss_cls: 2.3400, loss: 2.3400, grad_norm: 3.4450 2020-08-09 14:38:18,895 - mmaction - INFO - Epoch [1][720/1253] lr: 4.000e-02, eta: 18:50:16, time: 0.704, data_time: 0.006, memory: 6189, top1_acc: 0.4609, top5_acc: 0.7253, loss_cls: 2.3187, loss: 2.3187, grad_norm: 3.4996 2020-08-09 14:38:31,894 - mmaction - INFO - Epoch [1][740/1253] lr: 4.000e-02, eta: 18:37:28, time: 0.649, data_time: 0.007, memory: 6189, top1_acc: 0.4609, top5_acc: 0.7180, loss_cls: 2.3356, loss: 2.3356, grad_norm: 3.5198 2020-08-09 14:38:46,169 - mmaction - INFO - Epoch [1][760/1253] lr: 4.000e-02, eta: 18:27:07, time: 0.715, data_time: 0.005, memory: 6189, top1_acc: 0.4477, top5_acc: 0.7031, loss_cls: 2.3794, loss: 2.3794, grad_norm: 3.4505 2020-08-09 14:38:59,710 - mmaction - INFO - Epoch [1][780/1253] lr: 4.000e-02, eta: 18:16:14, time: 0.675, data_time: 0.005, memory: 6189, top1_acc: 0.4576, top5_acc: 0.6995, loss_cls: 2.3641, loss: 2.3641, grad_norm: 3.4380 2020-08-09 14:39:13,382 - mmaction - INFO - Epoch [1][800/1253] lr: 4.000e-02, eta: 18:06:09, time: 0.686, data_time: 0.006, memory: 6189, top1_acc: 0.4492, top5_acc: 0.7013, loss_cls: 2.4120, loss: 2.4120, grad_norm: 3.5135 2020-08-09 14:39:27,123 - mmaction - INFO - Epoch [1][820/1253] lr: 4.000e-02, eta: 17:56:33, time: 0.685, data_time: 0.005, memory: 6189, top1_acc: 0.4755, top5_acc: 0.7203, loss_cls: 2.2953, loss: 2.2953, grad_norm: 3.3199 2020-08-09 14:39:41,099 - mmaction - INFO - Epoch [1][840/1253] lr: 4.000e-02, eta: 17:47:44, time: 0.700, data_time: 0.005, memory: 6189, top1_acc: 0.4674, top5_acc: 0.7214, loss_cls: 2.3049, loss: 2.3049, grad_norm: 3.3652 2020-08-09 14:39:54,666 - mmaction - INFO - Epoch [1][860/1253] lr: 4.000e-02, eta: 17:38:50, time: 0.679, data_time: 0.006, memory: 6189, top1_acc: 0.4656, top5_acc: 0.7172, loss_cls: 2.3261, loss: 2.3261, grad_norm: 3.4381 2020-08-09 14:40:09,083 - mmaction - INFO - Epoch [1][880/1253] lr: 4.000e-02, eta: 17:31:17, time: 0.721, data_time: 0.004, memory: 6189, top1_acc: 0.4526, top5_acc: 0.7094, loss_cls: 2.3967, loss: 2.3967, grad_norm: 3.4197 2020-08-09 14:40:21,947 - mmaction - INFO - Epoch [1][900/1253] lr: 4.000e-02, eta: 17:22:16, time: 0.642, data_time: 0.006, memory: 6189, top1_acc: 0.4487, top5_acc: 0.7073, loss_cls: 2.3847, loss: 2.3847, grad_norm: 3.4105 2020-08-09 14:40:35,100 - mmaction - INFO - Epoch [1][920/1253] lr: 4.000e-02, eta: 17:14:02, time: 0.660, data_time: 0.005, memory: 6189, top1_acc: 0.4706, top5_acc: 0.7151, loss_cls: 2.3179, loss: 2.3179, grad_norm: 3.3454 2020-08-09 14:40:49,306 - mmaction - INFO - Epoch [1][940/1253] lr: 4.000e-02, eta: 17:07:13, time: 0.709, data_time: 0.005, memory: 6189, top1_acc: 0.4656, top5_acc: 0.7078, loss_cls: 2.3411, loss: 2.3411, grad_norm: 3.4435 2020-08-09 14:41:02,906 - mmaction - INFO - Epoch [1][960/1253] lr: 4.000e-02, eta: 17:00:05, time: 0.681, data_time: 0.005, memory: 6189, top1_acc: 0.4719, top5_acc: 0.7258, loss_cls: 2.2833, loss: 2.2833, grad_norm: 3.3508 2020-08-09 14:41:16,534 - mmaction - INFO - Epoch [1][980/1253] lr: 4.000e-02, eta: 16:53:10, time: 0.678, data_time: 0.005, memory: 6189, top1_acc: 0.4685, top5_acc: 0.7206, loss_cls: 2.2952, loss: 2.2952, grad_norm: 3.3403 2020-08-09 14:41:30,186 - mmaction - INFO - Epoch [1][1000/1253] lr: 4.000e-02, eta: 16:46:40, time: 0.685, data_time: 0.006, memory: 6189, top1_acc: 0.4620, top5_acc: 0.7016, loss_cls: 2.3720, loss: 2.3720, grad_norm: 3.3472 2020-08-09 14:41:44,480 - mmaction - INFO - Epoch [1][1020/1253] lr: 4.000e-02, eta: 16:41:00, time: 0.715, data_time: 0.006, memory: 6189, top1_acc: 0.4729, top5_acc: 0.7169, loss_cls: 2.3269, loss: 2.3269, grad_norm: 3.4169 2020-08-09 14:41:58,186 - mmaction - INFO - Epoch [1][1040/1253] lr: 4.000e-02, eta: 16:34:59, time: 0.686, data_time: 0.004, memory: 6189, top1_acc: 0.4510, top5_acc: 0.7167, loss_cls: 2.3565, loss: 2.3565, grad_norm: 3.4283 2020-08-09 14:42:11,955 - mmaction - INFO - Epoch [1][1060/1253] lr: 4.000e-02, eta: 16:29:08, time: 0.684, data_time: 0.005, memory: 6189, top1_acc: 0.4581, top5_acc: 0.7117, loss_cls: 2.3215, loss: 2.3215, grad_norm: 3.3806 2020-08-09 14:42:25,025 - mmaction - INFO - Epoch [1][1080/1253] lr: 4.000e-02, eta: 16:23:00, time: 0.658, data_time: 0.008, memory: 6189, top1_acc: 0.4654, top5_acc: 0.7349, loss_cls: 2.3177, loss: 2.3177, grad_norm: 3.3144 2020-08-09 14:42:39,600 - mmaction - INFO - Epoch [1][1100/1253] lr: 4.000e-02, eta: 16:18:20, time: 0.725, data_time: 0.005, memory: 6189, top1_acc: 0.4805, top5_acc: 0.7237, loss_cls: 2.2626, loss: 2.2626, grad_norm: 3.2956 2020-08-09 14:42:52,666 - mmaction - INFO - Epoch [1][1120/1253] lr: 4.000e-02, eta: 16:12:35, time: 0.656, data_time: 0.008, memory: 6189, top1_acc: 0.4740, top5_acc: 0.7286, loss_cls: 2.2845, loss: 2.2845, grad_norm: 3.3357 2020-08-09 14:43:06,826 - mmaction - INFO - Epoch [1][1140/1253] lr: 4.000e-02, eta: 16:07:57, time: 0.708, data_time: 0.007, memory: 6189, top1_acc: 0.4763, top5_acc: 0.7221, loss_cls: 2.2936, loss: 2.2936, grad_norm: 3.3234 2020-08-09 14:45:11,876 - mmaction - INFO - Epoch [1][1160/1253] lr: 4.000e-02, eta: 17:41:26, time: 6.253, data_time: 0.004, memory: 6189, top1_acc: 0.4896, top5_acc: 0.7240, loss_cls: 2.2763, loss: 2.2763, grad_norm: 3.3545 2020-08-09 14:45:24,641 - mmaction - INFO - Epoch [1][1180/1253] lr: 4.000e-02, eta: 17:34:10, time: 0.638, data_time: 0.002, memory: 6189, top1_acc: 0.4701, top5_acc: 0.7234, loss_cls: 2.2863, loss: 2.2863, grad_norm: 3.3368 2020-08-09 14:45:37,289 - mmaction - INFO - Epoch [1][1200/1253] lr: 4.000e-02, eta: 17:27:02, time: 0.631, data_time: 0.006, memory: 6189, top1_acc: 0.4771, top5_acc: 0.7307, loss_cls: 2.2275, loss: 2.2275, grad_norm: 3.3724 2020-08-09 14:45:50,083 - mmaction - INFO - Epoch [1][1220/1253] lr: 4.000e-02, eta: 17:20:17, time: 0.641, data_time: 0.006, memory: 6189, top1_acc: 0.4690, top5_acc: 0.7292, loss_cls: 2.2867, loss: 2.2867, grad_norm: 3.3756 2020-08-09 14:46:03,081 - mmaction - INFO - Epoch [1][1240/1253] lr: 4.000e-02, eta: 17:13:51, time: 0.647, data_time: 0.006, memory: 6189, top1_acc: 0.4719, top5_acc: 0.7227, loss_cls: 2.2720, loss: 2.2720, grad_norm: 3.3223 2020-08-09 14:46:18,449 - mmaction - INFO - Saving checkpoint at 1 epochs 2020-08-09 14:51:36,290 - mmaction - INFO - Epoch [2][20/1253] lr: 4.000e-02, eta: 21:00:46, time: 15.820, data_time: 15.048, memory: 6189, top1_acc: 0.4828, top5_acc: 0.7299, loss_cls: 2.2348, loss: 2.2348, grad_norm: 3.3634 2020-08-09 14:51:48,926 - mmaction - INFO - Epoch [2][40/1253] lr: 4.000e-02, eta: 20:50:58, time: 0.638, data_time: 0.011, memory: 6189, top1_acc: 0.4805, top5_acc: 0.7354, loss_cls: 2.2084, loss: 2.2084, grad_norm: 3.3327 2020-08-09 14:52:01,497 - mmaction - INFO - Epoch [2][60/1253] lr: 4.000e-02, eta: 20:41:16, time: 0.627, data_time: 0.007, memory: 6189, top1_acc: 0.5005, top5_acc: 0.7443, loss_cls: 2.1447, loss: 2.1447, grad_norm: 3.3319 2020-08-09 14:52:13,988 - mmaction - INFO - Epoch [2][80/1253] lr: 4.000e-02, eta: 20:31:51, time: 0.626, data_time: 0.006, memory: 6189, top1_acc: 0.4865, top5_acc: 0.7409, loss_cls: 2.2287, loss: 2.2287, grad_norm: 3.3714 2020-08-09 14:52:26,680 - mmaction - INFO - Epoch [2][100/1253] lr: 4.000e-02, eta: 20:22:49, time: 0.635, data_time: 0.006, memory: 6189, top1_acc: 0.4708, top5_acc: 0.7276, loss_cls: 2.2640, loss: 2.2640, grad_norm: 3.3450 2020-08-09 14:52:39,329 - mmaction - INFO - Epoch [2][120/1253] lr: 4.000e-02, eta: 20:14:02, time: 0.633, data_time: 0.004, memory: 6189, top1_acc: 0.4773, top5_acc: 0.7375, loss_cls: 2.2060, loss: 2.2060, grad_norm: 3.1956 2020-08-09 14:52:51,947 - mmaction - INFO - Epoch [2][140/1253] lr: 4.000e-02, eta: 20:05:27, time: 0.631, data_time: 0.005, memory: 6189, top1_acc: 0.4784, top5_acc: 0.7234, loss_cls: 2.2494, loss: 2.2494, grad_norm: 3.2806 2020-08-09 14:53:04,517 - mmaction - INFO - Epoch [2][160/1253] lr: 4.000e-02, eta: 19:57:05, time: 0.629, data_time: 0.004, memory: 6189, top1_acc: 0.4891, top5_acc: 0.7349, loss_cls: 2.1981, loss: 2.1981, grad_norm: 3.2312 2020-08-09 14:53:17,121 - mmaction - INFO - Epoch [2][180/1253] lr: 4.000e-02, eta: 19:48:57, time: 0.628, data_time: 0.005, memory: 6189, top1_acc: 0.4880, top5_acc: 0.7339, loss_cls: 2.2197, loss: 2.2197, grad_norm: 3.3238 2020-08-09 14:53:29,799 - mmaction - INFO - Epoch [2][200/1253] lr: 4.000e-02, eta: 19:41:07, time: 0.635, data_time: 0.005, memory: 6189, top1_acc: 0.4813, top5_acc: 0.7372, loss_cls: 2.1810, loss: 2.1810, grad_norm: 3.2032 2020-08-09 14:53:42,536 - mmaction - INFO - Epoch [2][220/1253] lr: 4.000e-02, eta: 19:33:29, time: 0.635, data_time: 0.006, memory: 6189, top1_acc: 0.4828, top5_acc: 0.7344, loss_cls: 2.2072, loss: 2.2072, grad_norm: 3.2589 2020-08-09 14:53:55,283 - mmaction - INFO - Epoch [2][240/1253] lr: 4.000e-02, eta: 19:26:07, time: 0.639, data_time: 0.006, memory: 6189, top1_acc: 0.4992, top5_acc: 0.7305, loss_cls: 2.2261, loss: 2.2261, grad_norm: 3.2989 2020-08-09 14:54:08,313 - mmaction - INFO - Epoch [2][260/1253] lr: 4.000e-02, eta: 19:19:05, time: 0.650, data_time: 0.006, memory: 6189, top1_acc: 0.4901, top5_acc: 0.7237, loss_cls: 2.2288, loss: 2.2288, grad_norm: 3.2242 2020-08-09 14:54:21,001 - mmaction - INFO - Epoch [2][280/1253] lr: 4.000e-02, eta: 19:12:02, time: 0.636, data_time: 0.005, memory: 6189, top1_acc: 0.4990, top5_acc: 0.7531, loss_cls: 2.1601, loss: 2.1601, grad_norm: 3.2274 2020-08-09 14:54:34,898 - mmaction - INFO - Epoch [2][300/1253] lr: 4.000e-02, eta: 19:05:57, time: 0.695, data_time: 0.006, memory: 6189, top1_acc: 0.4820, top5_acc: 0.7422, loss_cls: 2.1944, loss: 2.1944, grad_norm: 3.4036 2020-08-09 14:54:47,580 - mmaction - INFO - Epoch [2][320/1253] lr: 4.000e-02, eta: 18:59:12, time: 0.634, data_time: 0.003, memory: 6189, top1_acc: 0.4951, top5_acc: 0.7482, loss_cls: 2.1634, loss: 2.1634, grad_norm: 3.2087 2020-08-09 14:55:00,759 - mmaction - INFO - Epoch [2][340/1253] lr: 4.000e-02, eta: 18:52:56, time: 0.657, data_time: 0.005, memory: 6189, top1_acc: 0.4951, top5_acc: 0.7380, loss_cls: 2.2012, loss: 2.2012, grad_norm: 3.2987 2020-08-09 14:55:14,209 - mmaction - INFO - Epoch [2][360/1253] lr: 4.000e-02, eta: 18:47:01, time: 0.674, data_time: 0.005, memory: 6189, top1_acc: 0.4760, top5_acc: 0.7281, loss_cls: 2.2458, loss: 2.2458, grad_norm: 3.2988 2020-08-09 14:55:28,199 - mmaction - INFO - Epoch [2][380/1253] lr: 4.000e-02, eta: 18:41:33, time: 0.698, data_time: 0.005, memory: 6189, top1_acc: 0.4766, top5_acc: 0.7315, loss_cls: 2.2214, loss: 2.2214, grad_norm: 3.1967 2020-08-09 14:55:41,722 - mmaction - INFO - Epoch [2][400/1253] lr: 4.000e-02, eta: 18:35:57, time: 0.678, data_time: 0.005, memory: 6189, top1_acc: 0.4914, top5_acc: 0.7383, loss_cls: 2.1692, loss: 2.1692, grad_norm: 3.1926 2020-08-09 14:55:54,564 - mmaction - INFO - Epoch [2][420/1253] lr: 4.000e-02, eta: 18:30:02, time: 0.640, data_time: 0.005, memory: 6189, top1_acc: 0.4893, top5_acc: 0.7396, loss_cls: 2.1795, loss: 2.1795, grad_norm: 3.2396 2020-08-09 14:56:07,282 - mmaction - INFO - Epoch [2][440/1253] lr: 4.000e-02, eta: 18:24:13, time: 0.638, data_time: 0.005, memory: 6189, top1_acc: 0.4854, top5_acc: 0.7430, loss_cls: 2.1956, loss: 2.1956, grad_norm: 3.2087 2020-08-09 14:56:20,075 - mmaction - INFO - Epoch [2][460/1253] lr: 4.000e-02, eta: 18:18:33, time: 0.640, data_time: 0.005, memory: 6189, top1_acc: 0.4844, top5_acc: 0.7318, loss_cls: 2.1792, loss: 2.1792, grad_norm: 3.1728 2020-08-09 14:56:34,630 - mmaction - INFO - Epoch [2][480/1253] lr: 4.000e-02, eta: 18:14:02, time: 0.728, data_time: 0.003, memory: 6189, top1_acc: 0.4904, top5_acc: 0.7411, loss_cls: 2.2024, loss: 2.2024, grad_norm: 3.2547 2020-08-09 14:56:48,236 - mmaction - INFO - Epoch [2][500/1253] lr: 4.000e-02, eta: 18:09:02, time: 0.677, data_time: 0.007, memory: 6189, top1_acc: 0.4818, top5_acc: 0.7359, loss_cls: 2.2218, loss: 2.2218, grad_norm: 3.2449 2020-08-09 14:57:01,312 - mmaction - INFO - Epoch [2][520/1253] lr: 4.000e-02, eta: 18:03:56, time: 0.657, data_time: 0.007, memory: 6189, top1_acc: 0.5000, top5_acc: 0.7500, loss_cls: 2.1566, loss: 2.1566, grad_norm: 3.2321 2020-08-09 14:57:15,501 - mmaction - INFO - Epoch [2][540/1253] lr: 4.000e-02, eta: 17:59:30, time: 0.709, data_time: 0.005, memory: 6189, top1_acc: 0.4911, top5_acc: 0.7443, loss_cls: 2.1878, loss: 2.1878, grad_norm: 3.2137 2020-08-09 14:57:29,018 - mmaction - INFO - Epoch [2][560/1253] lr: 4.000e-02, eta: 17:54:48, time: 0.676, data_time: 0.004, memory: 6189, top1_acc: 0.4839, top5_acc: 0.7367, loss_cls: 2.2069, loss: 2.2069, grad_norm: 3.2083 2020-08-09 14:57:42,482 - mmaction - INFO - Epoch [2][580/1253] lr: 4.000e-02, eta: 17:50:06, time: 0.667, data_time: 0.007, memory: 6189, top1_acc: 0.5115, top5_acc: 0.7443, loss_cls: 2.1017, loss: 2.1017, grad_norm: 3.1421 2020-08-09 14:57:56,012 - mmaction - INFO - Epoch [2][600/1253] lr: 4.000e-02, eta: 17:45:40, time: 0.682, data_time: 0.009, memory: 6189, top1_acc: 0.4932, top5_acc: 0.7372, loss_cls: 2.2317, loss: 2.2317, grad_norm: 3.2256 2020-08-09 14:58:09,935 - mmaction - INFO - Epoch [2][620/1253] lr: 4.000e-02, eta: 17:41:28, time: 0.697, data_time: 0.003, memory: 6189, top1_acc: 0.5078, top5_acc: 0.7417, loss_cls: 2.1255, loss: 2.1255, grad_norm: 3.1798 2020-08-09 14:58:23,003 - mmaction - INFO - Epoch [2][640/1253] lr: 4.000e-02, eta: 17:36:52, time: 0.651, data_time: 0.006, memory: 6189, top1_acc: 0.4987, top5_acc: 0.7477, loss_cls: 2.1572, loss: 2.1572, grad_norm: 3.1411 2020-08-09 14:58:36,518 - mmaction - INFO - Epoch [2][660/1253] lr: 4.000e-02, eta: 17:32:40, time: 0.679, data_time: 0.006, memory: 6189, top1_acc: 0.4909, top5_acc: 0.7341, loss_cls: 2.2087, loss: 2.2087, grad_norm: 3.2187 2020-08-09 14:58:49,765 - mmaction - INFO - Epoch [2][680/1253] lr: 4.000e-02, eta: 17:28:20, time: 0.659, data_time: 0.005, memory: 6189, top1_acc: 0.4914, top5_acc: 0.7461, loss_cls: 2.1572, loss: 2.1572, grad_norm: 3.2172 2020-08-09 14:59:03,488 - mmaction - INFO - Epoch [2][700/1253] lr: 4.000e-02, eta: 17:24:23, time: 0.688, data_time: 0.007, memory: 6189, top1_acc: 0.4943, top5_acc: 0.7461, loss_cls: 2.1932, loss: 2.1932, grad_norm: 3.2279 2020-08-09 14:59:18,875 - mmaction - INFO - Epoch [2][720/1253] lr: 4.000e-02, eta: 17:21:21, time: 0.770, data_time: 0.006, memory: 6189, top1_acc: 0.4893, top5_acc: 0.7424, loss_cls: 2.1850, loss: 2.1850, grad_norm: 3.2029 2020-08-09 14:59:32,412 - mmaction - INFO - Epoch [2][740/1253] lr: 4.000e-02, eta: 17:17:25, time: 0.676, data_time: 0.004, memory: 6189, top1_acc: 0.4977, top5_acc: 0.7445, loss_cls: 2.1552, loss: 2.1552, grad_norm: 3.1739 2020-08-09 14:59:46,218 - mmaction - INFO - Epoch [2][760/1253] lr: 4.000e-02, eta: 17:13:42, time: 0.689, data_time: 0.006, memory: 6189, top1_acc: 0.4927, top5_acc: 0.7339, loss_cls: 2.2014, loss: 2.2014, grad_norm: 3.1807 2020-08-09 14:59:59,856 - mmaction - INFO - Epoch [2][780/1253] lr: 4.000e-02, eta: 17:09:59, time: 0.683, data_time: 0.006, memory: 6189, top1_acc: 0.4919, top5_acc: 0.7424, loss_cls: 2.1936, loss: 2.1936, grad_norm: 3.1776 2020-08-09 15:00:20,064 - mmaction - INFO - Epoch [2][800/1253] lr: 4.000e-02, eta: 17:09:24, time: 0.995, data_time: 0.006, memory: 6189, top1_acc: 0.4724, top5_acc: 0.7383, loss_cls: 2.2069, loss: 2.2069, grad_norm: 3.1558 2020-08-09 15:00:33,508 - mmaction - INFO - Epoch [2][820/1253] lr: 4.000e-02, eta: 17:05:50, time: 0.688, data_time: 0.026, memory: 6189, top1_acc: 0.4938, top5_acc: 0.7440, loss_cls: 2.1746, loss: 2.1746, grad_norm: 3.0998 2020-08-09 15:00:47,428 - mmaction - INFO - Epoch [2][840/1253] lr: 4.000e-02, eta: 17:02:23, time: 0.694, data_time: 0.006, memory: 6189, top1_acc: 0.4964, top5_acc: 0.7417, loss_cls: 2.1497, loss: 2.1497, grad_norm: 3.2013 2020-08-09 15:01:00,108 - mmaction - INFO - Epoch [2][860/1253] lr: 4.000e-02, eta: 16:58:27, time: 0.637, data_time: 0.006, memory: 6189, top1_acc: 0.4885, top5_acc: 0.7328, loss_cls: 2.2045, loss: 2.2045, grad_norm: 3.2027 2020-08-09 15:01:13,141 - mmaction - INFO - Epoch [2][880/1253] lr: 4.000e-02, eta: 16:54:44, time: 0.651, data_time: 0.005, memory: 6189, top1_acc: 0.4820, top5_acc: 0.7443, loss_cls: 2.2048, loss: 2.2048, grad_norm: 3.2697 2020-08-09 15:01:27,056 - mmaction - INFO - Epoch [2][900/1253] lr: 4.000e-02, eta: 16:51:29, time: 0.696, data_time: 0.004, memory: 6189, top1_acc: 0.4901, top5_acc: 0.7411, loss_cls: 2.1961, loss: 2.1961, grad_norm: 3.1443 2020-08-09 15:01:40,294 - mmaction - INFO - Epoch [2][920/1253] lr: 4.000e-02, eta: 16:47:58, time: 0.659, data_time: 0.005, memory: 6189, top1_acc: 0.4919, top5_acc: 0.7414, loss_cls: 2.2049, loss: 2.2049, grad_norm: 3.2060 2020-08-09 15:01:54,840 - mmaction - INFO - Epoch [2][940/1253] lr: 4.000e-02, eta: 16:45:09, time: 0.730, data_time: 0.006, memory: 6189, top1_acc: 0.5008, top5_acc: 0.7393, loss_cls: 2.1527, loss: 2.1527, grad_norm: 3.1517 2020-08-09 15:02:08,244 - mmaction - INFO - Epoch [2][960/1253] lr: 4.000e-02, eta: 16:41:48, time: 0.667, data_time: 0.006, memory: 6189, top1_acc: 0.4958, top5_acc: 0.7427, loss_cls: 2.1671, loss: 2.1671, grad_norm: 3.1578 2020-08-09 15:02:21,195 - mmaction - INFO - Epoch [2][980/1253] lr: 4.000e-02, eta: 16:38:22, time: 0.651, data_time: 0.007, memory: 6189, top1_acc: 0.4880, top5_acc: 0.7307, loss_cls: 2.2373, loss: 2.2373, grad_norm: 3.2163 2020-08-09 15:02:35,277 - mmaction - INFO - Epoch [2][1000/1253] lr: 4.000e-02, eta: 16:35:27, time: 0.702, data_time: 0.005, memory: 6189, top1_acc: 0.4930, top5_acc: 0.7385, loss_cls: 2.1614, loss: 2.1614, grad_norm: 3.1308 2020-08-09 15:02:49,042 - mmaction - INFO - Epoch [2][1020/1253] lr: 4.000e-02, eta: 16:32:29, time: 0.690, data_time: 0.006, memory: 6189, top1_acc: 0.5034, top5_acc: 0.7406, loss_cls: 2.1626, loss: 2.1626, grad_norm: 3.1524 2020-08-09 15:03:02,345 - mmaction - INFO - Epoch [2][1040/1253] lr: 4.000e-02, eta: 16:29:18, time: 0.661, data_time: 0.006, memory: 6189, top1_acc: 0.5047, top5_acc: 0.7503, loss_cls: 2.1165, loss: 2.1165, grad_norm: 3.2083 2020-08-09 15:03:16,887 - mmaction - INFO - Epoch [2][1060/1253] lr: 4.000e-02, eta: 16:26:46, time: 0.730, data_time: 0.007, memory: 6189, top1_acc: 0.4969, top5_acc: 0.7445, loss_cls: 2.1410, loss: 2.1410, grad_norm: 3.1683 2020-08-09 15:03:31,607 - mmaction - INFO - Epoch [2][1080/1253] lr: 4.000e-02, eta: 16:24:19, time: 0.733, data_time: 0.006, memory: 6189, top1_acc: 0.4901, top5_acc: 0.7375, loss_cls: 2.1923, loss: 2.1923, grad_norm: 3.1561 2020-08-09 15:03:44,269 - mmaction - INFO - Epoch [2][1100/1253] lr: 4.000e-02, eta: 16:21:03, time: 0.636, data_time: 0.007, memory: 6189, top1_acc: 0.4995, top5_acc: 0.7482, loss_cls: 2.1269, loss: 2.1269, grad_norm: 3.1365 2020-08-09 15:03:58,508 - mmaction - INFO - Epoch [2][1120/1253] lr: 4.000e-02, eta: 16:18:28, time: 0.709, data_time: 0.007, memory: 6189, top1_acc: 0.5057, top5_acc: 0.7484, loss_cls: 2.1435, loss: 2.1435, grad_norm: 3.1788 2020-08-09 15:04:12,523 - mmaction - INFO - Epoch [2][1140/1253] lr: 4.000e-02, eta: 16:15:52, time: 0.704, data_time: 0.006, memory: 6189, top1_acc: 0.4924, top5_acc: 0.7370, loss_cls: 2.1410, loss: 2.1410, grad_norm: 3.1395 2020-08-09 15:04:25,694 - mmaction - INFO - Epoch [2][1160/1253] lr: 4.000e-02, eta: 16:12:56, time: 0.657, data_time: 0.005, memory: 6189, top1_acc: 0.4898, top5_acc: 0.7417, loss_cls: 2.1936, loss: 2.1936, grad_norm: 3.1747 2020-08-09 15:04:39,756 - mmaction - INFO - Epoch [2][1180/1253] lr: 4.000e-02, eta: 16:10:26, time: 0.706, data_time: 0.005, memory: 6189, top1_acc: 0.5031, top5_acc: 0.7604, loss_cls: 2.1181, loss: 2.1181, grad_norm: 3.1199 2020-08-09 15:04:54,266 - mmaction - INFO - Epoch [2][1200/1253] lr: 4.000e-02, eta: 16:08:06, time: 0.722, data_time: 0.005, memory: 6189, top1_acc: 0.4979, top5_acc: 0.7513, loss_cls: 2.1327, loss: 2.1327, grad_norm: 3.1201 2020-08-09 15:05:07,406 - mmaction - INFO - Epoch [2][1220/1253] lr: 4.000e-02, eta: 16:05:19, time: 0.660, data_time: 0.007, memory: 6189, top1_acc: 0.5096, top5_acc: 0.7547, loss_cls: 2.1014, loss: 2.1014, grad_norm: 3.1064 2020-08-09 15:05:20,298 - mmaction - INFO - Epoch [2][1240/1253] lr: 4.000e-02, eta: 16:02:26, time: 0.644, data_time: 0.007, memory: 6189, top1_acc: 0.4906, top5_acc: 0.7326, loss_cls: 2.1930, loss: 2.1930, grad_norm: 3.1695 2020-08-09 15:05:39,977 - mmaction - INFO - Saving checkpoint at 2 epochs 2020-08-09 15:10:42,930 - mmaction - INFO - Epoch [3][20/1253] lr: 4.000e-02, eta: 17:48:47, time: 15.054, data_time: 14.324, memory: 6189, top1_acc: 0.4979, top5_acc: 0.7560, loss_cls: 2.1249, loss: 2.1249, grad_norm: 3.3298 2020-08-09 15:10:55,505 - mmaction - INFO - Epoch [3][40/1253] lr: 4.000e-02, eta: 17:45:00, time: 0.632, data_time: 0.008, memory: 6189, top1_acc: 0.4948, top5_acc: 0.7383, loss_cls: 2.1673, loss: 2.1673, grad_norm: 3.1766 2020-08-09 15:11:08,075 - mmaction - INFO - Epoch [3][60/1253] lr: 4.000e-02, eta: 17:41:14, time: 0.626, data_time: 0.005, memory: 6189, top1_acc: 0.5154, top5_acc: 0.7424, loss_cls: 2.1463, loss: 2.1463, grad_norm: 3.1572 2020-08-09 15:11:20,692 - mmaction - INFO - Epoch [3][80/1253] lr: 4.000e-02, eta: 17:37:35, time: 0.633, data_time: 0.005, memory: 6189, top1_acc: 0.5065, top5_acc: 0.7458, loss_cls: 2.1216, loss: 2.1216, grad_norm: 3.2072 2020-08-09 15:11:33,368 - mmaction - INFO - Epoch [3][100/1253] lr: 4.000e-02, eta: 17:33:57, time: 0.630, data_time: 0.006, memory: 6189, top1_acc: 0.5138, top5_acc: 0.7589, loss_cls: 2.0448, loss: 2.0448, grad_norm: 3.1651 2020-08-09 15:11:45,891 - mmaction - INFO - Epoch [3][120/1253] lr: 4.000e-02, eta: 17:30:23, time: 0.630, data_time: 0.007, memory: 6189, top1_acc: 0.5023, top5_acc: 0.7456, loss_cls: 2.1381, loss: 2.1381, grad_norm: 3.2220 2020-08-09 15:11:58,488 - mmaction - INFO - Epoch [3][140/1253] lr: 4.000e-02, eta: 17:26:50, time: 0.628, data_time: 0.006, memory: 6189, top1_acc: 0.5052, top5_acc: 0.7466, loss_cls: 2.1183, loss: 2.1183, grad_norm: 3.1177 2020-08-09 15:12:11,130 - mmaction - INFO - Epoch [3][160/1253] lr: 4.000e-02, eta: 17:23:24, time: 0.634, data_time: 0.006, memory: 6189, top1_acc: 0.5216, top5_acc: 0.7680, loss_cls: 2.0463, loss: 2.0463, grad_norm: 3.1479 2020-08-09 15:12:23,773 - mmaction - INFO - Epoch [3][180/1253] lr: 4.000e-02, eta: 17:19:59, time: 0.632, data_time: 0.002, memory: 6189, top1_acc: 0.5042, top5_acc: 0.7521, loss_cls: 2.1025, loss: 2.1025, grad_norm: 3.1354 2020-08-09 15:12:36,499 - mmaction - INFO - Epoch [3][200/1253] lr: 4.000e-02, eta: 17:16:37, time: 0.633, data_time: 0.005, memory: 6189, top1_acc: 0.5154, top5_acc: 0.7466, loss_cls: 2.0997, loss: 2.0997, grad_norm: 3.1294 2020-08-09 15:12:49,076 - mmaction - INFO - Epoch [3][220/1253] lr: 4.000e-02, eta: 17:13:19, time: 0.633, data_time: 0.007, memory: 6189, top1_acc: 0.5039, top5_acc: 0.7536, loss_cls: 2.0921, loss: 2.0921, grad_norm: 3.0667 2020-08-09 15:13:02,247 - mmaction - INFO - Epoch [3][240/1253] lr: 4.000e-02, eta: 17:10:13, time: 0.656, data_time: 0.005, memory: 6189, top1_acc: 0.5182, top5_acc: 0.7576, loss_cls: 2.0714, loss: 2.0714, grad_norm: 3.1025 2020-08-09 15:13:14,866 - mmaction - INFO - Epoch [3][260/1253] lr: 4.000e-02, eta: 17:07:00, time: 0.633, data_time: 0.005, memory: 6189, top1_acc: 0.5130, top5_acc: 0.7628, loss_cls: 2.0609, loss: 2.0609, grad_norm: 3.1094 2020-08-09 15:13:27,602 - mmaction - INFO - Epoch [3][280/1253] lr: 4.000e-02, eta: 17:03:50, time: 0.636, data_time: 0.005, memory: 6189, top1_acc: 0.5026, top5_acc: 0.7398, loss_cls: 2.1597, loss: 2.1597, grad_norm: 3.1097 2020-08-09 15:13:40,614 - mmaction - INFO - Epoch [3][300/1253] lr: 4.000e-02, eta: 17:00:49, time: 0.650, data_time: 0.004, memory: 6189, top1_acc: 0.5039, top5_acc: 0.7393, loss_cls: 2.1411, loss: 2.1411, grad_norm: 3.0292 2020-08-09 15:13:54,192 - mmaction - INFO - Epoch [3][320/1253] lr: 4.000e-02, eta: 16:58:03, time: 0.679, data_time: 0.006, memory: 6189, top1_acc: 0.5161, top5_acc: 0.7625, loss_cls: 2.0384, loss: 2.0384, grad_norm: 3.1334 2020-08-09 15:14:07,133 - mmaction - INFO - Epoch [3][340/1253] lr: 4.000e-02, eta: 16:55:06, time: 0.647, data_time: 0.003, memory: 6189, top1_acc: 0.5047, top5_acc: 0.7586, loss_cls: 2.0801, loss: 2.0801, grad_norm: 3.1417 2020-08-09 15:14:20,805 - mmaction - INFO - Epoch [3][360/1253] lr: 4.000e-02, eta: 16:52:26, time: 0.684, data_time: 0.006, memory: 6189, top1_acc: 0.5026, top5_acc: 0.7529, loss_cls: 2.0942, loss: 2.0942, grad_norm: 3.0405 2020-08-09 15:14:33,803 - mmaction - INFO - Epoch [3][380/1253] lr: 4.000e-02, eta: 16:49:33, time: 0.650, data_time: 0.003, memory: 6189, top1_acc: 0.4896, top5_acc: 0.7542, loss_cls: 2.1292, loss: 2.1292, grad_norm: 3.1290 2020-08-09 15:14:46,720 - mmaction - INFO - Epoch [3][400/1253] lr: 4.000e-02, eta: 16:46:42, time: 0.646, data_time: 0.006, memory: 6189, top1_acc: 0.5055, top5_acc: 0.7495, loss_cls: 2.1071, loss: 2.1071, grad_norm: 3.1005 2020-08-09 15:15:00,473 - mmaction - INFO - Epoch [3][420/1253] lr: 4.000e-02, eta: 16:44:10, time: 0.688, data_time: 0.003, memory: 6189, top1_acc: 0.5104, top5_acc: 0.7484, loss_cls: 2.1051, loss: 2.1051, grad_norm: 3.0735 2020-08-09 15:15:13,523 - mmaction - INFO - Epoch [3][440/1253] lr: 4.000e-02, eta: 16:41:24, time: 0.649, data_time: 0.006, memory: 6189, top1_acc: 0.4948, top5_acc: 0.7526, loss_cls: 2.1241, loss: 2.1241, grad_norm: 3.0899 2020-08-09 15:15:27,242 - mmaction - INFO - Epoch [3][460/1253] lr: 4.000e-02, eta: 16:38:56, time: 0.690, data_time: 0.007, memory: 6189, top1_acc: 0.5141, top5_acc: 0.7547, loss_cls: 2.0620, loss: 2.0620, grad_norm: 3.0702 2020-08-09 15:15:39,964 - mmaction - INFO - Epoch [3][480/1253] lr: 4.000e-02, eta: 16:36:07, time: 0.631, data_time: 0.004, memory: 6189, top1_acc: 0.5151, top5_acc: 0.7641, loss_cls: 2.0578, loss: 2.0578, grad_norm: 3.0736 2020-08-09 15:15:53,748 - mmaction - INFO - Epoch [3][500/1253] lr: 4.000e-02, eta: 16:33:45, time: 0.694, data_time: 0.008, memory: 6189, top1_acc: 0.5010, top5_acc: 0.7461, loss_cls: 2.1368, loss: 2.1368, grad_norm: 3.1248 2020-08-09 15:16:07,597 - mmaction - INFO - Epoch [3][520/1253] lr: 4.000e-02, eta: 16:31:22, time: 0.689, data_time: 0.005, memory: 6189, top1_acc: 0.5026, top5_acc: 0.7503, loss_cls: 2.1042, loss: 2.1042, grad_norm: 3.1480 2020-08-09 15:16:21,091 - mmaction - INFO - Epoch [3][540/1253] lr: 4.000e-02, eta: 16:28:58, time: 0.678, data_time: 0.007, memory: 6189, top1_acc: 0.5164, top5_acc: 0.7669, loss_cls: 2.0571, loss: 2.0571, grad_norm: 3.0511 2020-08-09 15:16:33,947 - mmaction - INFO - Epoch [3][560/1253] lr: 4.000e-02, eta: 16:26:20, time: 0.641, data_time: 0.005, memory: 6189, top1_acc: 0.5102, top5_acc: 0.7620, loss_cls: 2.0697, loss: 2.0697, grad_norm: 3.0639 2020-08-09 15:16:48,046 - mmaction - INFO - Epoch [3][580/1253] lr: 4.000e-02, eta: 16:24:09, time: 0.706, data_time: 0.005, memory: 6189, top1_acc: 0.5169, top5_acc: 0.7589, loss_cls: 2.0797, loss: 2.0797, grad_norm: 3.1027 2020-08-09 15:17:01,007 - mmaction - INFO - Epoch [3][600/1253] lr: 4.000e-02, eta: 16:21:37, time: 0.645, data_time: 0.005, memory: 6189, top1_acc: 0.5023, top5_acc: 0.7469, loss_cls: 2.1152, loss: 2.1152, grad_norm: 3.0747 2020-08-09 15:17:15,202 - mmaction - INFO - Epoch [3][620/1253] lr: 4.000e-02, eta: 16:19:32, time: 0.713, data_time: 0.007, memory: 6189, top1_acc: 0.5133, top5_acc: 0.7516, loss_cls: 2.0863, loss: 2.0863, grad_norm: 3.0849 2020-08-09 15:17:28,664 - mmaction - INFO - Epoch [3][640/1253] lr: 4.000e-02, eta: 16:17:11, time: 0.669, data_time: 0.006, memory: 6189, top1_acc: 0.5099, top5_acc: 0.7565, loss_cls: 2.0725, loss: 2.0725, grad_norm: 3.1492 2020-08-09 15:17:42,442 - mmaction - INFO - Epoch [3][660/1253] lr: 4.000e-02, eta: 16:15:02, time: 0.693, data_time: 0.008, memory: 6189, top1_acc: 0.5081, top5_acc: 0.7526, loss_cls: 2.0984, loss: 2.0984, grad_norm: 3.1078 2020-08-09 15:17:55,898 - mmaction - INFO - Epoch [3][680/1253] lr: 4.000e-02, eta: 16:12:46, time: 0.672, data_time: 0.006, memory: 6189, top1_acc: 0.4953, top5_acc: 0.7435, loss_cls: 2.1562, loss: 2.1562, grad_norm: 3.1153 2020-08-09 15:18:09,385 - mmaction - INFO - Epoch [3][700/1253] lr: 4.000e-02, eta: 16:10:33, time: 0.675, data_time: 0.003, memory: 6189, top1_acc: 0.5031, top5_acc: 0.7589, loss_cls: 2.1079, loss: 2.1079, grad_norm: 3.0033 2020-08-09 15:18:23,170 - mmaction - INFO - Epoch [3][720/1253] lr: 4.000e-02, eta: 16:08:25, time: 0.685, data_time: 0.005, memory: 6189, top1_acc: 0.5065, top5_acc: 0.7484, loss_cls: 2.1140, loss: 2.1140, grad_norm: 3.0931 2020-08-09 15:18:35,864 - mmaction - INFO - Epoch [3][740/1253] lr: 4.000e-02, eta: 16:06:01, time: 0.638, data_time: 0.007, memory: 6189, top1_acc: 0.5016, top5_acc: 0.7396, loss_cls: 2.1615, loss: 2.1615, grad_norm: 3.0955 2020-08-09 15:18:49,872 - mmaction - INFO - Epoch [3][760/1253] lr: 4.000e-02, eta: 16:04:00, time: 0.698, data_time: 0.006, memory: 6189, top1_acc: 0.4984, top5_acc: 0.7451, loss_cls: 2.1439, loss: 2.1439, grad_norm: 3.0427 2020-08-09 15:19:02,830 - mmaction - INFO - Epoch [3][780/1253] lr: 4.000e-02, eta: 16:01:44, time: 0.652, data_time: 0.007, memory: 6189, top1_acc: 0.5182, top5_acc: 0.7594, loss_cls: 2.0740, loss: 2.0740, grad_norm: 2.9853 2020-08-09 15:19:16,831 - mmaction - INFO - Epoch [3][800/1253] lr: 4.000e-02, eta: 15:59:46, time: 0.697, data_time: 0.006, memory: 6189, top1_acc: 0.5016, top5_acc: 0.7391, loss_cls: 2.1364, loss: 2.1364, grad_norm: 3.1448 2020-08-09 15:19:30,250 - mmaction - INFO - Epoch [3][820/1253] lr: 4.000e-02, eta: 15:57:41, time: 0.674, data_time: 0.007, memory: 6189, top1_acc: 0.5188, top5_acc: 0.7570, loss_cls: 2.0877, loss: 2.0877, grad_norm: 3.0338 2020-08-09 15:19:43,834 - mmaction - INFO - Epoch [3][840/1253] lr: 4.000e-02, eta: 15:55:38, time: 0.678, data_time: 0.005, memory: 6189, top1_acc: 0.4966, top5_acc: 0.7474, loss_cls: 2.1395, loss: 2.1395, grad_norm: 3.0674 2020-08-09 15:19:56,719 - mmaction - INFO - Epoch [3][860/1253] lr: 4.000e-02, eta: 15:53:26, time: 0.645, data_time: 0.005, memory: 6189, top1_acc: 0.5109, top5_acc: 0.7529, loss_cls: 2.0740, loss: 2.0740, grad_norm: 3.0521 2020-08-09 15:20:10,639 - mmaction - INFO - Epoch [3][880/1253] lr: 4.000e-02, eta: 15:51:31, time: 0.693, data_time: 0.006, memory: 6189, top1_acc: 0.5060, top5_acc: 0.7552, loss_cls: 2.0908, loss: 2.0908, grad_norm: 3.0954 2020-08-09 15:20:24,219 - mmaction - INFO - Epoch [3][900/1253] lr: 4.000e-02, eta: 15:49:34, time: 0.683, data_time: 0.007, memory: 6189, top1_acc: 0.5000, top5_acc: 0.7500, loss_cls: 2.1030, loss: 2.1030, grad_norm: 3.0622 2020-08-09 15:20:37,538 - mmaction - INFO - Epoch [3][920/1253] lr: 4.000e-02, eta: 15:47:32, time: 0.664, data_time: 0.005, memory: 6189, top1_acc: 0.5065, top5_acc: 0.7628, loss_cls: 2.0857, loss: 2.0857, grad_norm: 3.0675 2020-08-09 15:20:51,515 - mmaction - INFO - Epoch [3][940/1253] lr: 4.000e-02, eta: 15:45:44, time: 0.700, data_time: 0.005, memory: 6189, top1_acc: 0.5081, top5_acc: 0.7406, loss_cls: 2.1152, loss: 2.1152, grad_norm: 3.0437 2020-08-09 15:21:04,534 - mmaction - INFO - Epoch [3][960/1253] lr: 4.000e-02, eta: 15:43:38, time: 0.647, data_time: 0.006, memory: 6189, top1_acc: 0.5076, top5_acc: 0.7417, loss_cls: 2.1061, loss: 2.1061, grad_norm: 3.0563 2020-08-09 15:21:18,111 - mmaction - INFO - Epoch [3][980/1253] lr: 4.000e-02, eta: 15:41:46, time: 0.683, data_time: 0.007, memory: 6189, top1_acc: 0.5034, top5_acc: 0.7445, loss_cls: 2.1325, loss: 2.1325, grad_norm: 3.0761 2020-08-09 15:21:30,966 - mmaction - INFO - Epoch [3][1000/1253] lr: 4.000e-02, eta: 15:39:41, time: 0.642, data_time: 0.005, memory: 6189, top1_acc: 0.5148, top5_acc: 0.7503, loss_cls: 2.0707, loss: 2.0707, grad_norm: 3.0542 2020-08-09 15:21:45,265 - mmaction - INFO - Epoch [3][1020/1253] lr: 4.000e-02, eta: 15:38:02, time: 0.715, data_time: 0.004, memory: 6189, top1_acc: 0.5208, top5_acc: 0.7568, loss_cls: 2.0530, loss: 2.0530, grad_norm: 3.0087 2020-08-09 15:21:59,259 - mmaction - INFO - Epoch [3][1040/1253] lr: 4.000e-02, eta: 15:36:19, time: 0.700, data_time: 0.006, memory: 6189, top1_acc: 0.5203, top5_acc: 0.7482, loss_cls: 2.0606, loss: 2.0606, grad_norm: 3.0502 2020-08-09 15:22:12,846 - mmaction - INFO - Epoch [3][1060/1253] lr: 4.000e-02, eta: 15:34:31, time: 0.680, data_time: 0.003, memory: 6189, top1_acc: 0.4997, top5_acc: 0.7419, loss_cls: 2.1434, loss: 2.1434, grad_norm: 3.0820 2020-08-09 15:22:26,316 - mmaction - INFO - Epoch [3][1080/1253] lr: 4.000e-02, eta: 15:32:40, time: 0.671, data_time: 0.005, memory: 6189, top1_acc: 0.5057, top5_acc: 0.7542, loss_cls: 2.1170, loss: 2.1170, grad_norm: 3.0106 2020-08-09 15:22:39,124 - mmaction - INFO - Epoch [3][1100/1253] lr: 4.000e-02, eta: 15:30:41, time: 0.643, data_time: 0.007, memory: 6189, top1_acc: 0.5091, top5_acc: 0.7562, loss_cls: 2.0545, loss: 2.0545, grad_norm: 3.0552 2020-08-09 15:22:51,955 - mmaction - INFO - Epoch [3][1120/1253] lr: 4.000e-02, eta: 15:28:42, time: 0.638, data_time: 0.006, memory: 6189, top1_acc: 0.4820, top5_acc: 0.7388, loss_cls: 2.1975, loss: 2.1975, grad_norm: 3.1614 2020-08-09 15:23:05,112 - mmaction - INFO - Epoch [3][1140/1253] lr: 4.000e-02, eta: 15:26:52, time: 0.662, data_time: 0.007, memory: 6189, top1_acc: 0.4951, top5_acc: 0.7406, loss_cls: 2.1698, loss: 2.1698, grad_norm: 3.1020 2020-08-09 15:23:18,666 - mmaction - INFO - Epoch [3][1160/1253] lr: 4.000e-02, eta: 15:25:07, time: 0.676, data_time: 0.006, memory: 6189, top1_acc: 0.5055, top5_acc: 0.7510, loss_cls: 2.0713, loss: 2.0713, grad_norm: 3.0196 2020-08-09 15:23:32,525 - mmaction - INFO - Epoch [3][1180/1253] lr: 4.000e-02, eta: 15:23:30, time: 0.695, data_time: 0.006, memory: 6189, top1_acc: 0.5083, top5_acc: 0.7641, loss_cls: 2.0657, loss: 2.0657, grad_norm: 3.0059 2020-08-09 15:23:45,969 - mmaction - INFO - Epoch [3][1200/1253] lr: 4.000e-02, eta: 15:21:45, time: 0.669, data_time: 0.005, memory: 6189, top1_acc: 0.5125, top5_acc: 0.7630, loss_cls: 2.0448, loss: 2.0448, grad_norm: 3.0798 2020-08-09 15:23:59,944 - mmaction - INFO - Epoch [3][1220/1253] lr: 4.000e-02, eta: 15:20:11, time: 0.702, data_time: 0.007, memory: 6189, top1_acc: 0.5206, top5_acc: 0.7581, loss_cls: 2.0787, loss: 2.0787, grad_norm: 3.1068 2020-08-09 15:24:13,032 - mmaction - INFO - Epoch [3][1240/1253] lr: 4.000e-02, eta: 15:18:22, time: 0.650, data_time: 0.005, memory: 6189, top1_acc: 0.5216, top5_acc: 0.7565, loss_cls: 2.0409, loss: 2.0409, grad_norm: 3.0205 2020-08-09 15:24:29,458 - mmaction - INFO - Saving checkpoint at 3 epochs 2020-08-09 15:29:47,760 - mmaction - INFO - Epoch [4][20/1253] lr: 4.000e-02, eta: 16:31:56, time: 15.809, data_time: 14.948, memory: 6189, top1_acc: 0.5174, top5_acc: 0.7622, loss_cls: 2.0536, loss: 2.0536, grad_norm: 3.0135 2020-08-09 15:30:00,341 - mmaction - INFO - Epoch [4][40/1253] lr: 4.000e-02, eta: 16:29:38, time: 0.632, data_time: 0.012, memory: 6189, top1_acc: 0.5271, top5_acc: 0.7602, loss_cls: 2.0246, loss: 2.0246, grad_norm: 3.1091 2020-08-09 15:30:13,083 - mmaction - INFO - Epoch [4][60/1253] lr: 4.000e-02, eta: 16:27:24, time: 0.640, data_time: 0.007, memory: 6189, top1_acc: 0.5122, top5_acc: 0.7581, loss_cls: 2.0709, loss: 2.0709, grad_norm: 3.0950 2020-08-09 15:30:25,709 - mmaction - INFO - Epoch [4][80/1253] lr: 4.000e-02, eta: 16:25:08, time: 0.627, data_time: 0.005, memory: 6189, top1_acc: 0.5352, top5_acc: 0.7750, loss_cls: 1.9584, loss: 1.9584, grad_norm: 3.0257 2020-08-09 15:30:38,215 - mmaction - INFO - Epoch [4][100/1253] lr: 4.000e-02, eta: 16:22:53, time: 0.628, data_time: 0.007, memory: 6189, top1_acc: 0.5221, top5_acc: 0.7544, loss_cls: 2.0602, loss: 2.0602, grad_norm: 3.0547 2020-08-09 15:30:50,828 - mmaction - INFO - Epoch [4][120/1253] lr: 4.000e-02, eta: 16:20:40, time: 0.629, data_time: 0.005, memory: 6189, top1_acc: 0.5289, top5_acc: 0.7737, loss_cls: 1.9523, loss: 1.9523, grad_norm: 3.0099 2020-08-09 15:31:03,312 - mmaction - INFO - Epoch [4][140/1253] lr: 4.000e-02, eta: 16:18:27, time: 0.626, data_time: 0.006, memory: 6189, top1_acc: 0.5388, top5_acc: 0.7763, loss_cls: 1.9880, loss: 1.9880, grad_norm: 3.0338 2020-08-09 15:31:15,976 - mmaction - INFO - Epoch [4][160/1253] lr: 4.000e-02, eta: 16:16:16, time: 0.631, data_time: 0.005, memory: 6189, top1_acc: 0.5273, top5_acc: 0.7687, loss_cls: 2.0189, loss: 2.0189, grad_norm: 3.0380 2020-08-09 15:31:28,558 - mmaction - INFO - Epoch [4][180/1253] lr: 4.000e-02, eta: 16:14:07, time: 0.631, data_time: 0.005, memory: 6189, top1_acc: 0.5208, top5_acc: 0.7643, loss_cls: 2.0312, loss: 2.0312, grad_norm: 3.0374 2020-08-09 15:31:41,311 - mmaction - INFO - Epoch [4][200/1253] lr: 4.000e-02, eta: 16:12:01, time: 0.637, data_time: 0.006, memory: 6189, top1_acc: 0.5120, top5_acc: 0.7703, loss_cls: 2.0418, loss: 2.0418, grad_norm: 3.1028 2020-08-09 15:31:53,903 - mmaction - INFO - Epoch [4][220/1253] lr: 4.000e-02, eta: 16:09:54, time: 0.630, data_time: 0.004, memory: 6189, top1_acc: 0.5268, top5_acc: 0.7677, loss_cls: 2.0119, loss: 2.0119, grad_norm: 3.0090 2020-08-09 15:32:06,750 - mmaction - INFO - Epoch [4][240/1253] lr: 4.000e-02, eta: 16:07:51, time: 0.641, data_time: 0.006, memory: 6189, top1_acc: 0.5180, top5_acc: 0.7630, loss_cls: 2.0357, loss: 2.0357, grad_norm: 3.0096 2020-08-09 15:32:19,400 - mmaction - INFO - Epoch [4][260/1253] lr: 4.000e-02, eta: 16:05:47, time: 0.634, data_time: 0.006, memory: 6189, top1_acc: 0.5167, top5_acc: 0.7568, loss_cls: 2.0693, loss: 2.0693, grad_norm: 3.0535 2020-08-09 15:32:33,256 - mmaction - INFO - Epoch [4][280/1253] lr: 4.000e-02, eta: 16:04:01, time: 0.690, data_time: 0.005, memory: 6189, top1_acc: 0.5182, top5_acc: 0.7594, loss_cls: 2.0568, loss: 2.0568, grad_norm: 3.0461 2020-08-09 15:32:46,245 - mmaction - INFO - Epoch [4][300/1253] lr: 4.000e-02, eta: 16:02:05, time: 0.652, data_time: 0.006, memory: 6189, top1_acc: 0.5182, top5_acc: 0.7625, loss_cls: 2.0373, loss: 2.0373, grad_norm: 3.0203 2020-08-09 15:32:59,064 - mmaction - INFO - Epoch [4][320/1253] lr: 4.000e-02, eta: 16:00:05, time: 0.638, data_time: 0.005, memory: 6189, top1_acc: 0.5234, top5_acc: 0.7654, loss_cls: 2.0253, loss: 2.0253, grad_norm: 2.9668 2020-08-09 15:33:12,580 - mmaction - INFO - Epoch [4][340/1253] lr: 4.000e-02, eta: 15:58:19, time: 0.679, data_time: 0.007, memory: 6189, top1_acc: 0.5219, top5_acc: 0.7648, loss_cls: 2.0279, loss: 2.0279, grad_norm: 3.0705 2020-08-09 15:33:25,439 - mmaction - INFO - Epoch [4][360/1253] lr: 4.000e-02, eta: 15:56:22, time: 0.642, data_time: 0.007, memory: 6189, top1_acc: 0.5273, top5_acc: 0.7698, loss_cls: 2.0088, loss: 2.0088, grad_norm: 3.0048 2020-08-09 15:33:39,172 - mmaction - INFO - Epoch [4][380/1253] lr: 4.000e-02, eta: 15:54:40, time: 0.687, data_time: 0.005, memory: 6189, top1_acc: 0.5195, top5_acc: 0.7599, loss_cls: 2.0608, loss: 2.0608, grad_norm: 3.0176 2020-08-09 15:33:52,351 - mmaction - INFO - Epoch [4][400/1253] lr: 4.000e-02, eta: 15:52:50, time: 0.659, data_time: 0.003, memory: 6189, top1_acc: 0.5232, top5_acc: 0.7495, loss_cls: 2.0864, loss: 2.0864, grad_norm: 3.0267 2020-08-09 15:34:05,055 - mmaction - INFO - Epoch [4][420/1253] lr: 4.000e-02, eta: 15:50:54, time: 0.633, data_time: 0.006, memory: 6189, top1_acc: 0.5198, top5_acc: 0.7648, loss_cls: 2.0159, loss: 2.0159, grad_norm: 2.9591 2020-08-09 15:34:18,588 - mmaction - INFO - Epoch [4][440/1253] lr: 4.000e-02, eta: 15:49:12, time: 0.679, data_time: 0.006, memory: 6189, top1_acc: 0.5198, top5_acc: 0.7557, loss_cls: 2.0268, loss: 2.0268, grad_norm: 2.9451 2020-08-09 15:34:31,327 - mmaction - INFO - Epoch [4][460/1253] lr: 4.000e-02, eta: 15:47:19, time: 0.637, data_time: 0.005, memory: 6189, top1_acc: 0.5370, top5_acc: 0.7654, loss_cls: 1.9943, loss: 1.9943, grad_norm: 3.0019 2020-08-09 15:34:44,625 - mmaction - INFO - Epoch [4][480/1253] lr: 4.000e-02, eta: 15:45:35, time: 0.664, data_time: 0.004, memory: 6189, top1_acc: 0.5211, top5_acc: 0.7773, loss_cls: 1.9854, loss: 1.9854, grad_norm: 2.9767 2020-08-09 15:34:57,733 - mmaction - INFO - Epoch [4][500/1253] lr: 4.000e-02, eta: 15:43:48, time: 0.655, data_time: 0.007, memory: 6189, top1_acc: 0.5234, top5_acc: 0.7523, loss_cls: 2.0423, loss: 2.0423, grad_norm: 3.0242 2020-08-09 15:35:10,929 - mmaction - INFO - Epoch [4][520/1253] lr: 4.000e-02, eta: 15:42:05, time: 0.661, data_time: 0.005, memory: 6189, top1_acc: 0.5206, top5_acc: 0.7661, loss_cls: 2.0140, loss: 2.0140, grad_norm: 2.9733 2020-08-09 15:35:25,614 - mmaction - INFO - Epoch [4][540/1253] lr: 4.000e-02, eta: 15:40:42, time: 0.734, data_time: 0.005, memory: 6189, top1_acc: 0.5185, top5_acc: 0.7622, loss_cls: 2.0195, loss: 2.0195, grad_norm: 2.9848 2020-08-09 15:35:38,550 - mmaction - INFO - Epoch [4][560/1253] lr: 4.000e-02, eta: 15:38:56, time: 0.647, data_time: 0.004, memory: 6189, top1_acc: 0.5102, top5_acc: 0.7648, loss_cls: 2.0217, loss: 2.0217, grad_norm: 3.0484 2020-08-09 15:35:53,281 - mmaction - INFO - Epoch [4][580/1253] lr: 4.000e-02, eta: 15:37:34, time: 0.733, data_time: 0.005, memory: 6189, top1_acc: 0.5180, top5_acc: 0.7609, loss_cls: 2.0420, loss: 2.0420, grad_norm: 3.1070 2020-08-09 15:36:06,718 - mmaction - INFO - Epoch [4][600/1253] lr: 4.000e-02, eta: 15:35:58, time: 0.676, data_time: 0.007, memory: 6189, top1_acc: 0.5237, top5_acc: 0.7591, loss_cls: 2.0146, loss: 2.0146, grad_norm: 2.9826 2020-08-09 15:36:20,077 - mmaction - INFO - Epoch [4][620/1253] lr: 4.000e-02, eta: 15:34:19, time: 0.664, data_time: 0.005, memory: 6189, top1_acc: 0.5125, top5_acc: 0.7635, loss_cls: 2.0613, loss: 2.0613, grad_norm: 3.0450 2020-08-09 15:36:32,767 - mmaction - INFO - Epoch [4][640/1253] lr: 4.000e-02, eta: 15:32:33, time: 0.637, data_time: 0.008, memory: 6189, top1_acc: 0.5266, top5_acc: 0.7685, loss_cls: 2.0219, loss: 2.0219, grad_norm: 2.9818 2020-08-09 15:36:45,941 - mmaction - INFO - Epoch [4][660/1253] lr: 4.000e-02, eta: 15:30:54, time: 0.658, data_time: 0.007, memory: 6189, top1_acc: 0.5242, top5_acc: 0.7622, loss_cls: 2.0362, loss: 2.0362, grad_norm: 2.9599 2020-08-09 15:36:58,905 - mmaction - INFO - Epoch [4][680/1253] lr: 4.000e-02, eta: 15:29:14, time: 0.649, data_time: 0.005, memory: 6189, top1_acc: 0.5063, top5_acc: 0.7484, loss_cls: 2.1164, loss: 2.1164, grad_norm: 3.0026 2020-08-09 15:37:11,782 - mmaction - INFO - Epoch [4][700/1253] lr: 4.000e-02, eta: 15:27:32, time: 0.641, data_time: 0.006, memory: 6189, top1_acc: 0.5122, top5_acc: 0.7604, loss_cls: 2.0600, loss: 2.0600, grad_norm: 2.8891 2020-08-09 15:37:25,171 - mmaction - INFO - Epoch [4][720/1253] lr: 4.000e-02, eta: 15:25:59, time: 0.673, data_time: 0.007, memory: 6189, top1_acc: 0.5294, top5_acc: 0.7648, loss_cls: 2.0208, loss: 2.0208, grad_norm: 2.9780 2020-08-09 15:37:39,231 - mmaction - INFO - Epoch [4][740/1253] lr: 4.000e-02, eta: 15:24:35, time: 0.701, data_time: 0.006, memory: 6189, top1_acc: 0.5307, top5_acc: 0.7714, loss_cls: 1.9997, loss: 1.9997, grad_norm: 3.0546 2020-08-09 15:37:53,923 - mmaction - INFO - Epoch [4][760/1253] lr: 4.000e-02, eta: 15:23:19, time: 0.736, data_time: 0.006, memory: 6189, top1_acc: 0.5234, top5_acc: 0.7685, loss_cls: 2.0251, loss: 2.0251, grad_norm: 3.0462 2020-08-09 15:38:06,981 - mmaction - INFO - Epoch [4][780/1253] lr: 4.000e-02, eta: 15:21:43, time: 0.651, data_time: 0.006, memory: 6189, top1_acc: 0.5036, top5_acc: 0.7549, loss_cls: 2.1007, loss: 2.1007, grad_norm: 3.0121 2020-08-09 15:38:20,540 - mmaction - INFO - Epoch [4][800/1253] lr: 4.000e-02, eta: 15:20:15, time: 0.680, data_time: 0.006, memory: 6189, top1_acc: 0.5177, top5_acc: 0.7622, loss_cls: 2.0568, loss: 2.0568, grad_norm: 3.0208 2020-08-09 15:38:34,532 - mmaction - INFO - Epoch [4][820/1253] lr: 4.000e-02, eta: 15:18:52, time: 0.699, data_time: 0.006, memory: 6189, top1_acc: 0.5297, top5_acc: 0.7620, loss_cls: 2.0455, loss: 2.0455, grad_norm: 2.9802 2020-08-09 15:38:48,467 - mmaction - INFO - Epoch [4][840/1253] lr: 4.000e-02, eta: 15:17:29, time: 0.698, data_time: 0.005, memory: 6189, top1_acc: 0.5268, top5_acc: 0.7667, loss_cls: 2.0219, loss: 2.0219, grad_norm: 2.9735 2020-08-09 15:39:02,220 - mmaction - INFO - Epoch [4][860/1253] lr: 4.000e-02, eta: 15:16:04, time: 0.687, data_time: 0.006, memory: 6189, top1_acc: 0.5250, top5_acc: 0.7635, loss_cls: 2.0054, loss: 2.0054, grad_norm: 3.0284 2020-08-09 15:39:15,278 - mmaction - INFO - Epoch [4][880/1253] lr: 4.000e-02, eta: 15:14:32, time: 0.654, data_time: 0.006, memory: 6189, top1_acc: 0.5276, top5_acc: 0.7766, loss_cls: 1.9972, loss: 1.9972, grad_norm: 3.0189 2020-08-09 15:39:29,601 - mmaction - INFO - Epoch [4][900/1253] lr: 4.000e-02, eta: 15:13:16, time: 0.715, data_time: 0.006, memory: 6189, top1_acc: 0.5117, top5_acc: 0.7719, loss_cls: 2.0615, loss: 2.0615, grad_norm: 3.0098 2020-08-09 15:39:42,898 - mmaction - INFO - Epoch [4][920/1253] lr: 4.000e-02, eta: 15:11:48, time: 0.667, data_time: 0.005, memory: 6189, top1_acc: 0.5193, top5_acc: 0.7737, loss_cls: 2.0098, loss: 2.0098, grad_norm: 3.0028 2020-08-09 15:39:56,577 - mmaction - INFO - Epoch [4][940/1253] lr: 4.000e-02, eta: 15:10:24, time: 0.681, data_time: 0.006, memory: 6189, top1_acc: 0.5247, top5_acc: 0.7599, loss_cls: 2.0390, loss: 2.0390, grad_norm: 2.9421 2020-08-09 15:40:10,767 - mmaction - INFO - Epoch [4][960/1253] lr: 4.000e-02, eta: 15:09:09, time: 0.713, data_time: 0.007, memory: 6189, top1_acc: 0.5154, top5_acc: 0.7737, loss_cls: 1.9999, loss: 1.9999, grad_norm: 3.1710 2020-08-09 15:40:24,596 - mmaction - INFO - Epoch [4][980/1253] lr: 4.000e-02, eta: 15:07:48, time: 0.688, data_time: 0.006, memory: 6189, top1_acc: 0.5117, top5_acc: 0.7648, loss_cls: 2.0469, loss: 2.0469, grad_norm: 3.2001 2020-08-09 15:40:38,417 - mmaction - INFO - Epoch [4][1000/1253] lr: 4.000e-02, eta: 15:06:29, time: 0.693, data_time: 0.006, memory: 6189, top1_acc: 0.5138, top5_acc: 0.7523, loss_cls: 2.0962, loss: 2.0962, grad_norm: 3.1378 2020-08-09 15:40:52,591 - mmaction - INFO - Epoch [4][1020/1253] lr: 4.000e-02, eta: 15:05:15, time: 0.708, data_time: 0.006, memory: 6189, top1_acc: 0.5117, top5_acc: 0.7500, loss_cls: 2.0788, loss: 2.0788, grad_norm: 3.0913 2020-08-09 15:41:06,332 - mmaction - INFO - Epoch [4][1040/1253] lr: 4.000e-02, eta: 15:03:55, time: 0.688, data_time: 0.005, memory: 6189, top1_acc: 0.5237, top5_acc: 0.7630, loss_cls: 2.0362, loss: 2.0362, grad_norm: 3.1721 2020-08-09 15:41:20,316 - mmaction - INFO - Epoch [4][1060/1253] lr: 4.000e-02, eta: 15:02:39, time: 0.696, data_time: 0.005, memory: 6189, top1_acc: 0.5031, top5_acc: 0.7531, loss_cls: 2.1372, loss: 2.1372, grad_norm: 3.0830 2020-08-09 15:41:33,490 - mmaction - INFO - Epoch [4][1080/1253] lr: 4.000e-02, eta: 15:01:14, time: 0.662, data_time: 0.007, memory: 6189, top1_acc: 0.5091, top5_acc: 0.7578, loss_cls: 2.0914, loss: 2.0914, grad_norm: 3.0252 2020-08-09 15:41:46,189 - mmaction - INFO - Epoch [4][1100/1253] lr: 4.000e-02, eta: 14:59:44, time: 0.633, data_time: 0.005, memory: 6189, top1_acc: 0.5221, top5_acc: 0.7612, loss_cls: 2.0636, loss: 2.0636, grad_norm: 3.0313 2020-08-09 15:42:00,247 - mmaction - INFO - Epoch [4][1120/1253] lr: 4.000e-02, eta: 14:58:31, time: 0.705, data_time: 0.005, memory: 6189, top1_acc: 0.5010, top5_acc: 0.7516, loss_cls: 2.0990, loss: 2.0990, grad_norm: 3.1410 2020-08-09 15:42:13,778 - mmaction - INFO - Epoch [4][1140/1253] lr: 4.000e-02, eta: 14:57:11, time: 0.674, data_time: 0.005, memory: 6189, top1_acc: 0.5193, top5_acc: 0.7568, loss_cls: 2.0733, loss: 2.0733, grad_norm: 3.0476 2020-08-09 15:42:27,910 - mmaction - INFO - Epoch [4][1160/1253] lr: 4.000e-02, eta: 14:56:00, time: 0.710, data_time: 0.006, memory: 6189, top1_acc: 0.5133, top5_acc: 0.7518, loss_cls: 2.0926, loss: 2.0926, grad_norm: 2.9658 2020-08-09 15:42:41,452 - mmaction - INFO - Epoch [4][1180/1253] lr: 4.000e-02, eta: 14:54:41, time: 0.673, data_time: 0.006, memory: 6189, top1_acc: 0.5201, top5_acc: 0.7544, loss_cls: 2.0639, loss: 2.0639, grad_norm: 3.1063 2020-08-09 15:42:55,503 - mmaction - INFO - Epoch [4][1200/1253] lr: 4.000e-02, eta: 14:53:30, time: 0.706, data_time: 0.007, memory: 6189, top1_acc: 0.5031, top5_acc: 0.7586, loss_cls: 2.0750, loss: 2.0750, grad_norm: 3.0208 2020-08-09 15:43:09,278 - mmaction - INFO - Epoch [4][1220/1253] lr: 4.000e-02, eta: 14:52:16, time: 0.688, data_time: 0.005, memory: 6189, top1_acc: 0.5112, top5_acc: 0.7469, loss_cls: 2.1081, loss: 2.1081, grad_norm: 3.0594 2020-08-09 15:43:23,017 - mmaction - INFO - Epoch [4][1240/1253] lr: 4.000e-02, eta: 14:51:02, time: 0.688, data_time: 0.004, memory: 6189, top1_acc: 0.5234, top5_acc: 0.7617, loss_cls: 2.0510, loss: 2.0510, grad_norm: 3.0112 2020-08-09 15:43:40,044 - mmaction - INFO - Saving checkpoint at 4 epochs 2020-08-09 15:49:13,483 - mmaction - INFO - Epoch [5][20/1253] lr: 4.000e-02, eta: 15:47:56, time: 16.574, data_time: 15.810, memory: 6189, top1_acc: 0.5313, top5_acc: 0.7740, loss_cls: 1.9680, loss: 1.9680, grad_norm: 2.9663 2020-08-09 15:49:26,075 - mmaction - INFO - Epoch [5][40/1253] lr: 4.000e-02, eta: 15:46:16, time: 0.636, data_time: 0.015, memory: 6189, top1_acc: 0.5411, top5_acc: 0.7773, loss_cls: 1.9347, loss: 1.9347, grad_norm: 3.0311 2020-08-09 15:49:38,582 - mmaction - INFO - Epoch [5][60/1253] lr: 4.000e-02, eta: 15:44:35, time: 0.627, data_time: 0.007, memory: 6189, top1_acc: 0.5266, top5_acc: 0.7732, loss_cls: 1.9955, loss: 1.9955, grad_norm: 3.0918 2020-08-09 15:49:51,190 - mmaction - INFO - Epoch [5][80/1253] lr: 4.000e-02, eta: 15:42:55, time: 0.629, data_time: 0.005, memory: 6189, top1_acc: 0.5232, top5_acc: 0.7685, loss_cls: 2.0390, loss: 2.0390, grad_norm: 3.0812 2020-08-09 15:50:04,383 - mmaction - INFO - Epoch [5][100/1253] lr: 4.000e-02, eta: 15:41:23, time: 0.661, data_time: 0.006, memory: 6189, top1_acc: 0.5391, top5_acc: 0.7674, loss_cls: 2.0015, loss: 2.0015, grad_norm: 3.0655 2020-08-09 15:50:17,098 - mmaction - INFO - Epoch [5][120/1253] lr: 4.000e-02, eta: 15:39:46, time: 0.636, data_time: 0.003, memory: 6189, top1_acc: 0.5380, top5_acc: 0.7747, loss_cls: 1.9555, loss: 1.9555, grad_norm: 3.0965 2020-08-09 15:50:29,890 - mmaction - INFO - Epoch [5][140/1253] lr: 4.000e-02, eta: 15:38:10, time: 0.638, data_time: 0.006, memory: 6189, top1_acc: 0.5245, top5_acc: 0.7583, loss_cls: 2.0111, loss: 2.0111, grad_norm: 3.0507 2020-08-09 15:50:42,434 - mmaction - INFO - Epoch [5][160/1253] lr: 4.000e-02, eta: 15:36:33, time: 0.628, data_time: 0.005, memory: 6189, top1_acc: 0.5284, top5_acc: 0.7753, loss_cls: 1.9896, loss: 1.9896, grad_norm: 3.0462 2020-08-09 15:50:55,023 - mmaction - INFO - Epoch [5][180/1253] lr: 4.000e-02, eta: 15:34:56, time: 0.630, data_time: 0.006, memory: 6189, top1_acc: 0.5263, top5_acc: 0.7664, loss_cls: 2.0140, loss: 2.0140, grad_norm: 3.0775 2020-08-09 15:51:07,587 - mmaction - INFO - Epoch [5][200/1253] lr: 4.000e-02, eta: 15:33:20, time: 0.628, data_time: 0.004, memory: 6189, top1_acc: 0.5346, top5_acc: 0.7747, loss_cls: 1.9707, loss: 1.9707, grad_norm: 3.0926 2020-08-09 15:51:20,334 - mmaction - INFO - Epoch [5][220/1253] lr: 4.000e-02, eta: 15:31:46, time: 0.636, data_time: 0.006, memory: 6189, top1_acc: 0.5266, top5_acc: 0.7604, loss_cls: 2.0377, loss: 2.0377, grad_norm: 3.0589 2020-08-09 15:51:32,923 - mmaction - INFO - Epoch [5][240/1253] lr: 4.000e-02, eta: 15:30:11, time: 0.630, data_time: 0.004, memory: 6189, top1_acc: 0.5367, top5_acc: 0.7729, loss_cls: 1.9780, loss: 1.9780, grad_norm: 3.0303 2020-08-09 15:51:45,848 - mmaction - INFO - Epoch [5][260/1253] lr: 4.000e-02, eta: 15:28:41, time: 0.645, data_time: 0.006, memory: 6189, top1_acc: 0.5273, top5_acc: 0.7698, loss_cls: 1.9859, loss: 1.9859, grad_norm: 2.9931 2020-08-09 15:51:59,301 - mmaction - INFO - Epoch [5][280/1253] lr: 4.000e-02, eta: 15:27:17, time: 0.674, data_time: 0.006, memory: 6189, top1_acc: 0.5328, top5_acc: 0.7766, loss_cls: 1.9537, loss: 1.9537, grad_norm: 3.0185 2020-08-09 15:52:12,012 - mmaction - INFO - Epoch [5][300/1253] lr: 4.000e-02, eta: 15:25:45, time: 0.635, data_time: 0.006, memory: 6189, top1_acc: 0.5260, top5_acc: 0.7737, loss_cls: 2.0038, loss: 2.0038, grad_norm: 2.9925 2020-08-09 15:52:25,054 - mmaction - INFO - Epoch [5][320/1253] lr: 4.000e-02, eta: 15:24:18, time: 0.653, data_time: 0.005, memory: 6189, top1_acc: 0.5190, top5_acc: 0.7698, loss_cls: 1.9987, loss: 1.9987, grad_norm: 3.0197 2020-08-09 15:52:38,299 - mmaction - INFO - Epoch [5][340/1253] lr: 4.000e-02, eta: 15:22:52, time: 0.659, data_time: 0.005, memory: 6189, top1_acc: 0.5281, top5_acc: 0.7721, loss_cls: 2.0049, loss: 2.0049, grad_norm: 3.0617 2020-08-09 15:52:50,941 - mmaction - INFO - Epoch [5][360/1253] lr: 4.000e-02, eta: 15:21:23, time: 0.636, data_time: 0.007, memory: 6189, top1_acc: 0.5276, top5_acc: 0.7753, loss_cls: 1.9847, loss: 1.9847, grad_norm: 3.0503 2020-08-09 15:53:03,970 - mmaction - INFO - Epoch [5][380/1253] lr: 4.000e-02, eta: 15:19:56, time: 0.649, data_time: 0.005, memory: 6189, top1_acc: 0.5276, top5_acc: 0.7599, loss_cls: 2.0410, loss: 2.0410, grad_norm: 3.1036 2020-08-09 15:53:17,624 - mmaction - INFO - Epoch [5][400/1253] lr: 4.000e-02, eta: 15:18:38, time: 0.685, data_time: 0.007, memory: 6189, top1_acc: 0.5276, top5_acc: 0.7672, loss_cls: 1.9717, loss: 1.9717, grad_norm: 2.9743 2020-08-09 15:53:30,490 - mmaction - INFO - Epoch [5][420/1253] lr: 4.000e-02, eta: 15:17:11, time: 0.641, data_time: 0.005, memory: 6189, top1_acc: 0.5255, top5_acc: 0.7729, loss_cls: 1.9986, loss: 1.9986, grad_norm: 3.0381 2020-08-09 15:53:43,678 - mmaction - INFO - Epoch [5][440/1253] lr: 4.000e-02, eta: 15:15:48, time: 0.661, data_time: 0.006, memory: 6189, top1_acc: 0.5203, top5_acc: 0.7737, loss_cls: 1.9983, loss: 1.9983, grad_norm: 2.9975 2020-08-09 15:53:57,312 - mmaction - INFO - Epoch [5][460/1253] lr: 4.000e-02, eta: 15:14:31, time: 0.682, data_time: 0.006, memory: 6189, top1_acc: 0.5328, top5_acc: 0.7781, loss_cls: 1.9804, loss: 1.9804, grad_norm: 3.0184 2020-08-09 15:54:10,296 - mmaction - INFO - Epoch [5][480/1253] lr: 4.000e-02, eta: 15:13:07, time: 0.649, data_time: 0.004, memory: 6189, top1_acc: 0.5266, top5_acc: 0.7716, loss_cls: 2.0008, loss: 2.0008, grad_norm: 3.0527 2020-08-09 15:54:23,354 - mmaction - INFO - Epoch [5][500/1253] lr: 4.000e-02, eta: 15:11:44, time: 0.652, data_time: 0.006, memory: 6189, top1_acc: 0.5281, top5_acc: 0.7693, loss_cls: 2.0136, loss: 2.0136, grad_norm: 3.0539 2020-08-09 15:54:37,942 - mmaction - INFO - Epoch [5][520/1253] lr: 4.000e-02, eta: 15:10:38, time: 0.730, data_time: 0.005, memory: 6189, top1_acc: 0.5104, top5_acc: 0.7596, loss_cls: 2.0630, loss: 2.0630, grad_norm: 2.9986 2020-08-09 15:54:51,699 - mmaction - INFO - Epoch [5][540/1253] lr: 4.000e-02, eta: 15:09:24, time: 0.686, data_time: 0.007, memory: 6189, top1_acc: 0.5419, top5_acc: 0.7849, loss_cls: 1.9433, loss: 1.9433, grad_norm: 2.9754 2020-08-09 15:55:04,998 - mmaction - INFO - Epoch [5][560/1253] lr: 4.000e-02, eta: 15:08:05, time: 0.667, data_time: 0.005, memory: 6189, top1_acc: 0.5385, top5_acc: 0.7758, loss_cls: 1.9770, loss: 1.9770, grad_norm: 3.0629 2020-08-09 15:55:18,039 - mmaction - INFO - Epoch [5][580/1253] lr: 4.000e-02, eta: 15:06:44, time: 0.651, data_time: 0.002, memory: 6189, top1_acc: 0.5146, top5_acc: 0.7534, loss_cls: 2.0722, loss: 2.0722, grad_norm: 3.0503 2020-08-09 15:55:32,804 - mmaction - INFO - Epoch [5][600/1253] lr: 4.000e-02, eta: 15:05:41, time: 0.734, data_time: 0.007, memory: 6189, top1_acc: 0.5104, top5_acc: 0.7531, loss_cls: 2.0569, loss: 2.0569, grad_norm: 3.0239 2020-08-09 15:55:46,704 - mmaction - INFO - Epoch [5][620/1253] lr: 4.000e-02, eta: 15:04:30, time: 0.699, data_time: 0.008, memory: 6189, top1_acc: 0.5286, top5_acc: 0.7698, loss_cls: 1.9814, loss: 1.9814, grad_norm: 2.9814 2020-08-09 15:56:01,173 - mmaction - INFO - Epoch [5][640/1253] lr: 4.000e-02, eta: 15:03:24, time: 0.720, data_time: 0.005, memory: 6189, top1_acc: 0.5299, top5_acc: 0.7789, loss_cls: 1.9555, loss: 1.9555, grad_norm: 3.1045 2020-08-09 15:56:14,090 - mmaction - INFO - Epoch [5][660/1253] lr: 4.000e-02, eta: 15:02:05, time: 0.649, data_time: 0.007, memory: 6189, top1_acc: 0.5357, top5_acc: 0.7711, loss_cls: 1.9678, loss: 1.9678, grad_norm: 3.0070 2020-08-09 15:56:27,657 - mmaction - INFO - Epoch [5][680/1253] lr: 4.000e-02, eta: 15:00:51, time: 0.679, data_time: 0.006, memory: 6189, top1_acc: 0.5227, top5_acc: 0.7555, loss_cls: 2.0601, loss: 2.0601, grad_norm: 3.0330 2020-08-09 15:56:41,215 - mmaction - INFO - Epoch [5][700/1253] lr: 4.000e-02, eta: 14:59:39, time: 0.679, data_time: 0.005, memory: 6189, top1_acc: 0.5117, top5_acc: 0.7599, loss_cls: 2.0454, loss: 2.0454, grad_norm: 2.9949 2020-08-09 15:56:54,131 - mmaction - INFO - Epoch [5][720/1253] lr: 4.000e-02, eta: 14:58:20, time: 0.646, data_time: 0.005, memory: 6189, top1_acc: 0.5203, top5_acc: 0.7745, loss_cls: 1.9876, loss: 1.9876, grad_norm: 3.0947 2020-08-09 15:57:08,797 - mmaction - INFO - Epoch [5][740/1253] lr: 4.000e-02, eta: 14:57:18, time: 0.733, data_time: 0.003, memory: 6189, top1_acc: 0.5286, top5_acc: 0.7669, loss_cls: 1.9976, loss: 1.9976, grad_norm: 2.9656 2020-08-09 15:57:22,936 - mmaction - INFO - Epoch [5][760/1253] lr: 4.000e-02, eta: 14:56:12, time: 0.705, data_time: 0.005, memory: 6189, top1_acc: 0.5435, top5_acc: 0.7786, loss_cls: 1.9615, loss: 1.9615, grad_norm: 2.9425 2020-08-09 15:57:36,841 - mmaction - INFO - Epoch [5][780/1253] lr: 4.000e-02, eta: 14:55:04, time: 0.697, data_time: 0.005, memory: 6189, top1_acc: 0.5227, top5_acc: 0.7664, loss_cls: 2.0195, loss: 2.0195, grad_norm: 3.0084 2020-08-09 15:57:51,538 - mmaction - INFO - Epoch [5][800/1253] lr: 4.000e-02, eta: 14:54:04, time: 0.734, data_time: 0.006, memory: 6189, top1_acc: 0.5180, top5_acc: 0.7667, loss_cls: 2.0225, loss: 2.0225, grad_norm: 2.9684 2020-08-09 15:58:04,221 - mmaction - INFO - Epoch [5][820/1253] lr: 4.000e-02, eta: 14:52:45, time: 0.636, data_time: 0.005, memory: 6189, top1_acc: 0.5383, top5_acc: 0.7753, loss_cls: 1.9483, loss: 1.9483, grad_norm: 2.9689 2020-08-09 15:58:17,610 - mmaction - INFO - Epoch [5][840/1253] lr: 4.000e-02, eta: 14:51:33, time: 0.669, data_time: 0.005, memory: 6189, top1_acc: 0.5214, top5_acc: 0.7638, loss_cls: 2.0108, loss: 2.0108, grad_norm: 3.1392 2020-08-09 15:58:31,467 - mmaction - INFO - Epoch [5][860/1253] lr: 4.000e-02, eta: 14:50:26, time: 0.693, data_time: 0.003, memory: 6189, top1_acc: 0.5081, top5_acc: 0.7536, loss_cls: 2.0761, loss: 2.0761, grad_norm: 3.0709 2020-08-09 15:58:45,901 - mmaction - INFO - Epoch [5][880/1253] lr: 4.000e-02, eta: 14:49:24, time: 0.717, data_time: 0.005, memory: 6189, top1_acc: 0.5247, top5_acc: 0.7628, loss_cls: 2.0121, loss: 2.0121, grad_norm: 2.9199 2020-08-09 15:58:59,474 - mmaction - INFO - Epoch [5][900/1253] lr: 4.000e-02, eta: 14:48:16, time: 0.682, data_time: 0.008, memory: 6189, top1_acc: 0.5279, top5_acc: 0.7672, loss_cls: 1.9974, loss: 1.9974, grad_norm: 2.9985 2020-08-09 15:59:13,090 - mmaction - INFO - Epoch [5][920/1253] lr: 4.000e-02, eta: 14:47:08, time: 0.681, data_time: 0.005, memory: 6189, top1_acc: 0.5331, top5_acc: 0.7755, loss_cls: 1.9822, loss: 1.9822, grad_norm: 3.0030 2020-08-09 15:59:26,638 - mmaction - INFO - Epoch [5][940/1253] lr: 4.000e-02, eta: 14:45:59, time: 0.677, data_time: 0.004, memory: 6189, top1_acc: 0.5359, top5_acc: 0.7740, loss_cls: 1.9727, loss: 1.9727, grad_norm: 2.9748 2020-08-09 15:59:41,025 - mmaction - INFO - Epoch [5][960/1253] lr: 4.000e-02, eta: 14:44:59, time: 0.716, data_time: 0.005, memory: 6189, top1_acc: 0.5154, top5_acc: 0.7719, loss_cls: 2.0398, loss: 2.0398, grad_norm: 3.0724 2020-08-09 15:59:54,897 - mmaction - INFO - Epoch [5][980/1253] lr: 4.000e-02, eta: 14:43:54, time: 0.697, data_time: 0.007, memory: 6189, top1_acc: 0.5279, top5_acc: 0.7643, loss_cls: 2.0256, loss: 2.0256, grad_norm: 2.9920 2020-08-09 16:00:15,912 - mmaction - INFO - Epoch [5][1000/1253] lr: 4.000e-02, eta: 14:43:55, time: 1.039, data_time: 0.005, memory: 6189, top1_acc: 0.5143, top5_acc: 0.7586, loss_cls: 2.0836, loss: 2.0836, grad_norm: 2.9808 2020-08-09 16:00:28,604 - mmaction - INFO - Epoch [5][1020/1253] lr: 4.000e-02, eta: 14:42:42, time: 0.647, data_time: 0.022, memory: 6189, top1_acc: 0.5180, top5_acc: 0.7758, loss_cls: 1.9838, loss: 1.9838, grad_norm: 2.8578 2020-08-09 16:00:42,527 - mmaction - INFO - Epoch [5][1040/1253] lr: 4.000e-02, eta: 14:41:38, time: 0.692, data_time: 0.006, memory: 6189, top1_acc: 0.5305, top5_acc: 0.7771, loss_cls: 1.9605, loss: 1.9605, grad_norm: 2.9266 2020-08-09 16:00:55,135 - mmaction - INFO - Epoch [5][1060/1253] lr: 4.000e-02, eta: 14:40:23, time: 0.634, data_time: 0.007, memory: 6189, top1_acc: 0.5219, top5_acc: 0.7516, loss_cls: 2.0369, loss: 2.0369, grad_norm: 2.9857 2020-08-09 16:01:09,671 - mmaction - INFO - Epoch [5][1080/1253] lr: 4.000e-02, eta: 14:39:26, time: 0.725, data_time: 0.006, memory: 6189, top1_acc: 0.5232, top5_acc: 0.7628, loss_cls: 2.0194, loss: 2.0194, grad_norm: 2.9417 2020-08-09 16:01:23,630 - mmaction - INFO - Epoch [5][1100/1253] lr: 4.000e-02, eta: 14:38:24, time: 0.700, data_time: 0.005, memory: 6189, top1_acc: 0.5336, top5_acc: 0.7630, loss_cls: 1.9953, loss: 1.9953, grad_norm: 2.9576 2020-08-09 16:01:36,822 - mmaction - INFO - Epoch [5][1120/1253] lr: 4.000e-02, eta: 14:37:15, time: 0.659, data_time: 0.005, memory: 6189, top1_acc: 0.5167, top5_acc: 0.7656, loss_cls: 2.0402, loss: 2.0402, grad_norm: 2.9921 2020-08-09 16:01:49,971 - mmaction - INFO - Epoch [5][1140/1253] lr: 4.000e-02, eta: 14:36:06, time: 0.657, data_time: 0.005, memory: 6189, top1_acc: 0.5221, top5_acc: 0.7638, loss_cls: 2.0319, loss: 2.0319, grad_norm: 2.9099 2020-08-09 16:02:03,826 - mmaction - INFO - Epoch [5][1160/1253] lr: 4.000e-02, eta: 14:35:04, time: 0.693, data_time: 0.007, memory: 6189, top1_acc: 0.5510, top5_acc: 0.7904, loss_cls: 1.8942, loss: 1.8942, grad_norm: 2.9471 2020-08-09 16:02:18,945 - mmaction - INFO - Epoch [5][1180/1253] lr: 4.000e-02, eta: 14:34:14, time: 0.757, data_time: 0.005, memory: 6189, top1_acc: 0.5242, top5_acc: 0.7622, loss_cls: 2.0443, loss: 2.0443, grad_norm: 3.0861 2020-08-09 16:02:32,300 - mmaction - INFO - Epoch [5][1200/1253] lr: 4.000e-02, eta: 14:33:07, time: 0.665, data_time: 0.007, memory: 6189, top1_acc: 0.5245, top5_acc: 0.7646, loss_cls: 2.0190, loss: 2.0190, grad_norm: 2.9637 2020-08-09 16:02:46,144 - mmaction - INFO - Epoch [5][1220/1253] lr: 4.000e-02, eta: 14:32:06, time: 0.696, data_time: 0.007, memory: 6189, top1_acc: 0.5167, top5_acc: 0.7565, loss_cls: 2.0691, loss: 2.0691, grad_norm: 2.9836 2020-08-09 16:02:58,917 - mmaction - INFO - Epoch [5][1240/1253] lr: 4.000e-02, eta: 14:30:55, time: 0.636, data_time: 0.005, memory: 6189, top1_acc: 0.5299, top5_acc: 0.7693, loss_cls: 2.0059, loss: 2.0059, grad_norm: 3.0198 2020-08-09 16:03:21,787 - mmaction - INFO - Saving checkpoint at 5 epochs 2020-08-09 16:09:04,628 - mmaction - INFO - Epoch [6][20/1253] lr: 4.000e-02, eta: 15:16:42, time: 17.016, data_time: 16.233, memory: 6189, top1_acc: 0.5060, top5_acc: 0.7565, loss_cls: 2.0840, loss: 2.0840, grad_norm: 3.0813 2020-08-09 16:09:17,275 - mmaction - INFO - Epoch [6][40/1253] lr: 4.000e-02, eta: 15:15:22, time: 0.635, data_time: 0.012, memory: 6189, top1_acc: 0.5159, top5_acc: 0.7643, loss_cls: 2.0201, loss: 2.0201, grad_norm: 3.0450 2020-08-09 16:09:29,835 - mmaction - INFO - Epoch [6][60/1253] lr: 4.000e-02, eta: 15:14:01, time: 0.631, data_time: 0.006, memory: 6189, top1_acc: 0.5333, top5_acc: 0.7701, loss_cls: 1.9958, loss: 1.9958, grad_norm: 3.0731 2020-08-09 16:09:42,534 - mmaction - INFO - Epoch [6][80/1253] lr: 4.000e-02, eta: 15:12:41, time: 0.633, data_time: 0.005, memory: 6189, top1_acc: 0.5250, top5_acc: 0.7672, loss_cls: 1.9927, loss: 1.9927, grad_norm: 3.0693 2020-08-09 16:09:55,044 - mmaction - INFO - Epoch [6][100/1253] lr: 4.000e-02, eta: 15:11:21, time: 0.628, data_time: 0.005, memory: 6189, top1_acc: 0.5214, top5_acc: 0.7701, loss_cls: 2.0045, loss: 2.0045, grad_norm: 2.9886 2020-08-09 16:10:07,964 - mmaction - INFO - Epoch [6][120/1253] lr: 4.000e-02, eta: 15:10:03, time: 0.642, data_time: 0.005, memory: 6189, top1_acc: 0.5352, top5_acc: 0.7792, loss_cls: 1.9569, loss: 1.9569, grad_norm: 2.9385 2020-08-09 16:10:20,467 - mmaction - INFO - Epoch [6][140/1253] lr: 4.000e-02, eta: 15:08:44, time: 0.629, data_time: 0.006, memory: 6189, top1_acc: 0.5375, top5_acc: 0.7852, loss_cls: 1.9267, loss: 1.9267, grad_norm: 3.0085 2020-08-09 16:10:33,139 - mmaction - INFO - Epoch [6][160/1253] lr: 4.000e-02, eta: 15:07:25, time: 0.631, data_time: 0.005, memory: 6189, top1_acc: 0.5297, top5_acc: 0.7633, loss_cls: 2.0194, loss: 2.0194, grad_norm: 2.9621 2020-08-09 16:10:45,728 - mmaction - INFO - Epoch [6][180/1253] lr: 4.000e-02, eta: 15:06:07, time: 0.632, data_time: 0.006, memory: 6189, top1_acc: 0.5398, top5_acc: 0.7745, loss_cls: 1.9609, loss: 1.9609, grad_norm: 2.9394 2020-08-09 16:10:58,450 - mmaction - INFO - Epoch [6][200/1253] lr: 4.000e-02, eta: 15:04:50, time: 0.636, data_time: 0.005, memory: 6189, top1_acc: 0.5479, top5_acc: 0.7745, loss_cls: 1.9410, loss: 1.9410, grad_norm: 2.9421 2020-08-09 16:11:11,088 - mmaction - INFO - Epoch [6][220/1253] lr: 4.000e-02, eta: 15:03:33, time: 0.632, data_time: 0.003, memory: 6189, top1_acc: 0.5383, top5_acc: 0.7755, loss_cls: 1.9866, loss: 1.9866, grad_norm: 3.0488 2020-08-09 16:11:23,828 - mmaction - INFO - Epoch [6][240/1253] lr: 4.000e-02, eta: 15:02:16, time: 0.633, data_time: 0.005, memory: 6189, top1_acc: 0.5380, top5_acc: 0.7805, loss_cls: 1.9109, loss: 1.9109, grad_norm: 3.0047 2020-08-09 16:11:36,858 - mmaction - INFO - Epoch [6][260/1253] lr: 4.000e-02, eta: 15:01:04, time: 0.655, data_time: 0.008, memory: 6189, top1_acc: 0.5440, top5_acc: 0.7823, loss_cls: 1.9173, loss: 1.9173, grad_norm: 2.9219 2020-08-09 16:11:49,834 - mmaction - INFO - Epoch [6][280/1253] lr: 4.000e-02, eta: 14:59:50, time: 0.647, data_time: 0.007, memory: 6189, top1_acc: 0.5289, top5_acc: 0.7721, loss_cls: 1.9778, loss: 1.9778, grad_norm: 3.0186 2020-08-09 16:12:02,596 - mmaction - INFO - Epoch [6][300/1253] lr: 4.000e-02, eta: 14:58:36, time: 0.640, data_time: 0.006, memory: 6189, top1_acc: 0.5286, top5_acc: 0.7667, loss_cls: 1.9839, loss: 1.9839, grad_norm: 3.0122 2020-08-09 16:12:16,641 - mmaction - INFO - Epoch [6][320/1253] lr: 4.000e-02, eta: 14:57:32, time: 0.699, data_time: 0.006, memory: 6189, top1_acc: 0.5263, top5_acc: 0.7693, loss_cls: 1.9870, loss: 1.9870, grad_norm: 2.9745 2020-08-09 16:12:30,809 - mmaction - INFO - Epoch [6][340/1253] lr: 4.000e-02, eta: 14:56:31, time: 0.711, data_time: 0.007, memory: 6189, top1_acc: 0.5445, top5_acc: 0.7745, loss_cls: 1.9265, loss: 1.9265, grad_norm: 2.9354 2020-08-09 16:12:43,637 - mmaction - INFO - Epoch [6][360/1253] lr: 4.000e-02, eta: 14:55:17, time: 0.639, data_time: 0.006, memory: 6189, top1_acc: 0.5341, top5_acc: 0.7773, loss_cls: 1.9557, loss: 1.9557, grad_norm: 3.0491 2020-08-09 16:12:56,589 - mmaction - INFO - Epoch [6][380/1253] lr: 4.000e-02, eta: 14:54:06, time: 0.649, data_time: 0.006, memory: 6189, top1_acc: 0.5328, top5_acc: 0.7794, loss_cls: 1.9340, loss: 1.9340, grad_norm: 2.9004 2020-08-09 16:13:10,009 - mmaction - INFO - Epoch [6][400/1253] lr: 4.000e-02, eta: 14:52:58, time: 0.669, data_time: 0.006, memory: 6189, top1_acc: 0.5198, top5_acc: 0.7682, loss_cls: 2.0261, loss: 2.0261, grad_norm: 2.9567 2020-08-09 16:13:23,045 - mmaction - INFO - Epoch [6][420/1253] lr: 4.000e-02, eta: 14:51:48, time: 0.653, data_time: 0.005, memory: 6189, top1_acc: 0.5560, top5_acc: 0.7820, loss_cls: 1.9105, loss: 1.9105, grad_norm: 2.9048 2020-08-09 16:13:36,240 - mmaction - INFO - Epoch [6][440/1253] lr: 4.000e-02, eta: 14:50:39, time: 0.657, data_time: 0.006, memory: 6189, top1_acc: 0.5240, top5_acc: 0.7724, loss_cls: 2.0030, loss: 2.0030, grad_norm: 2.9894 2020-08-09 16:13:49,862 - mmaction - INFO - Epoch [6][460/1253] lr: 4.000e-02, eta: 14:49:35, time: 0.684, data_time: 0.007, memory: 6189, top1_acc: 0.5227, top5_acc: 0.7677, loss_cls: 2.0119, loss: 2.0119, grad_norm: 2.9463 2020-08-09 16:14:03,452 - mmaction - INFO - Epoch [6][480/1253] lr: 4.000e-02, eta: 14:48:30, time: 0.678, data_time: 0.006, memory: 6189, top1_acc: 0.5359, top5_acc: 0.7734, loss_cls: 1.9433, loss: 1.9433, grad_norm: 2.9269 2020-08-09 16:14:17,125 - mmaction - INFO - Epoch [6][500/1253] lr: 4.000e-02, eta: 14:47:24, time: 0.671, data_time: 0.006, memory: 6189, top1_acc: 0.5453, top5_acc: 0.7745, loss_cls: 1.9290, loss: 1.9290, grad_norm: 2.8917 2020-08-09 16:14:29,956 - mmaction - INFO - Epoch [6][520/1253] lr: 4.000e-02, eta: 14:46:16, time: 0.656, data_time: 0.017, memory: 6189, top1_acc: 0.5313, top5_acc: 0.7698, loss_cls: 1.9902, loss: 1.9902, grad_norm: 2.9531 2020-08-09 16:14:42,727 - mmaction - INFO - Epoch [6][540/1253] lr: 4.000e-02, eta: 14:45:06, time: 0.638, data_time: 0.007, memory: 6189, top1_acc: 0.5370, top5_acc: 0.7688, loss_cls: 1.9583, loss: 1.9583, grad_norm: 2.9177 2020-08-09 16:14:56,350 - mmaction - INFO - Epoch [6][560/1253] lr: 4.000e-02, eta: 14:44:03, time: 0.682, data_time: 0.005, memory: 6189, top1_acc: 0.5318, top5_acc: 0.7721, loss_cls: 1.9737, loss: 1.9737, grad_norm: 3.0108 2020-08-09 16:15:10,448 - mmaction - INFO - Epoch [6][580/1253] lr: 4.000e-02, eta: 14:43:04, time: 0.703, data_time: 0.006, memory: 6189, top1_acc: 0.5484, top5_acc: 0.7826, loss_cls: 1.9126, loss: 1.9126, grad_norm: 2.9574 2020-08-09 16:15:23,425 - mmaction - INFO - Epoch [6][600/1253] lr: 4.000e-02, eta: 14:41:56, time: 0.650, data_time: 0.005, memory: 6189, top1_acc: 0.5255, top5_acc: 0.7617, loss_cls: 2.0273, loss: 2.0273, grad_norm: 3.0213 2020-08-09 16:15:37,156 - mmaction - INFO - Epoch [6][620/1253] lr: 4.000e-02, eta: 14:40:54, time: 0.684, data_time: 0.006, memory: 6189, top1_acc: 0.5284, top5_acc: 0.7654, loss_cls: 1.9905, loss: 1.9905, grad_norm: 2.9148 2020-08-09 16:15:51,009 - mmaction - INFO - Epoch [6][640/1253] lr: 4.000e-02, eta: 14:39:55, time: 0.695, data_time: 0.007, memory: 6189, top1_acc: 0.5422, top5_acc: 0.7792, loss_cls: 1.9755, loss: 1.9755, grad_norm: 2.9256 2020-08-09 16:16:05,772 - mmaction - INFO - Epoch [6][660/1253] lr: 4.000e-02, eta: 14:39:02, time: 0.737, data_time: 0.006, memory: 6189, top1_acc: 0.5396, top5_acc: 0.7839, loss_cls: 1.9248, loss: 1.9248, grad_norm: 2.9804 2020-08-09 16:16:19,500 - mmaction - INFO - Epoch [6][680/1253] lr: 4.000e-02, eta: 14:38:01, time: 0.688, data_time: 0.005, memory: 6189, top1_acc: 0.5398, top5_acc: 0.7714, loss_cls: 1.9657, loss: 1.9657, grad_norm: 3.0772 2020-08-09 16:16:33,134 - mmaction - INFO - Epoch [6][700/1253] lr: 4.000e-02, eta: 14:37:00, time: 0.680, data_time: 0.005, memory: 6189, top1_acc: 0.5398, top5_acc: 0.7760, loss_cls: 1.9432, loss: 1.9432, grad_norm: 2.9307 2020-08-09 16:16:46,740 - mmaction - INFO - Epoch [6][720/1253] lr: 4.000e-02, eta: 14:35:59, time: 0.681, data_time: 0.006, memory: 6189, top1_acc: 0.5297, top5_acc: 0.7747, loss_cls: 1.9464, loss: 1.9464, grad_norm: 2.9829 2020-08-09 16:17:01,011 - mmaction - INFO - Epoch [6][740/1253] lr: 4.000e-02, eta: 14:35:03, time: 0.712, data_time: 0.006, memory: 6189, top1_acc: 0.5310, top5_acc: 0.7594, loss_cls: 2.0214, loss: 2.0214, grad_norm: 3.0114 2020-08-09 16:17:14,293 - mmaction - INFO - Epoch [6][760/1253] lr: 4.000e-02, eta: 14:34:00, time: 0.666, data_time: 0.006, memory: 6189, top1_acc: 0.5503, top5_acc: 0.7896, loss_cls: 1.8902, loss: 1.8902, grad_norm: 2.9287 2020-08-09 16:17:28,120 - mmaction - INFO - Epoch [6][780/1253] lr: 4.000e-02, eta: 14:33:02, time: 0.691, data_time: 0.005, memory: 6189, top1_acc: 0.5294, top5_acc: 0.7747, loss_cls: 1.9891, loss: 1.9891, grad_norm: 3.0324 2020-08-09 16:17:41,478 - mmaction - INFO - Epoch [6][800/1253] lr: 4.000e-02, eta: 14:32:00, time: 0.668, data_time: 0.004, memory: 6189, top1_acc: 0.5263, top5_acc: 0.7648, loss_cls: 2.0044, loss: 2.0044, grad_norm: 2.9999 2020-08-09 16:17:55,512 - mmaction - INFO - Epoch [6][820/1253] lr: 4.000e-02, eta: 14:31:03, time: 0.701, data_time: 0.005, memory: 6189, top1_acc: 0.5307, top5_acc: 0.7664, loss_cls: 1.9996, loss: 1.9996, grad_norm: 2.9397 2020-08-09 16:18:09,019 - mmaction - INFO - Epoch [6][840/1253] lr: 4.000e-02, eta: 14:30:03, time: 0.676, data_time: 0.003, memory: 6189, top1_acc: 0.5253, top5_acc: 0.7714, loss_cls: 1.9907, loss: 1.9907, grad_norm: 2.9197 2020-08-09 16:18:22,996 - mmaction - INFO - Epoch [6][860/1253] lr: 4.000e-02, eta: 14:29:07, time: 0.697, data_time: 0.006, memory: 6189, top1_acc: 0.5388, top5_acc: 0.7753, loss_cls: 1.9524, loss: 1.9524, grad_norm: 2.9674 2020-08-09 16:18:36,018 - mmaction - INFO - Epoch [6][880/1253] lr: 4.000e-02, eta: 14:28:03, time: 0.653, data_time: 0.006, memory: 6189, top1_acc: 0.5266, top5_acc: 0.7732, loss_cls: 1.9853, loss: 1.9853, grad_norm: 2.9582 2020-08-09 16:18:49,150 - mmaction - INFO - Epoch [6][900/1253] lr: 4.000e-02, eta: 14:27:01, time: 0.655, data_time: 0.005, memory: 6189, top1_acc: 0.5237, top5_acc: 0.7672, loss_cls: 1.9925, loss: 1.9925, grad_norm: 2.9733 2020-08-09 16:19:02,650 - mmaction - INFO - Epoch [6][920/1253] lr: 4.000e-02, eta: 14:26:02, time: 0.676, data_time: 0.005, memory: 6189, top1_acc: 0.5430, top5_acc: 0.7815, loss_cls: 1.9328, loss: 1.9328, grad_norm: 2.9081 2020-08-09 16:19:16,120 - mmaction - INFO - Epoch [6][940/1253] lr: 4.000e-02, eta: 14:25:02, time: 0.672, data_time: 0.006, memory: 6189, top1_acc: 0.5289, top5_acc: 0.7771, loss_cls: 1.9727, loss: 1.9727, grad_norm: 2.9181 2020-08-09 16:19:29,780 - mmaction - INFO - Epoch [6][960/1253] lr: 4.000e-02, eta: 14:24:05, time: 0.685, data_time: 0.006, memory: 6189, top1_acc: 0.5370, top5_acc: 0.7695, loss_cls: 1.9674, loss: 1.9674, grad_norm: 2.9252 2020-08-09 16:19:42,768 - mmaction - INFO - Epoch [6][980/1253] lr: 4.000e-02, eta: 14:23:02, time: 0.647, data_time: 0.005, memory: 6189, top1_acc: 0.5292, top5_acc: 0.7818, loss_cls: 1.9574, loss: 1.9574, grad_norm: 2.9751 2020-08-09 16:19:57,490 - mmaction - INFO - Epoch [6][1000/1253] lr: 4.000e-02, eta: 14:22:13, time: 0.739, data_time: 0.006, memory: 6189, top1_acc: 0.5258, top5_acc: 0.7620, loss_cls: 2.0376, loss: 2.0376, grad_norm: 2.9615 2020-08-09 16:20:11,300 - mmaction - INFO - Epoch [6][1020/1253] lr: 4.000e-02, eta: 14:21:17, time: 0.689, data_time: 0.006, memory: 6189, top1_acc: 0.5219, top5_acc: 0.7672, loss_cls: 2.0247, loss: 2.0247, grad_norm: 2.9111 2020-08-09 16:20:24,954 - mmaction - INFO - Epoch [6][1040/1253] lr: 4.000e-02, eta: 14:20:21, time: 0.684, data_time: 0.005, memory: 6189, top1_acc: 0.5312, top5_acc: 0.7729, loss_cls: 1.9755, loss: 1.9755, grad_norm: 2.9096 2020-08-09 16:20:37,901 - mmaction - INFO - Epoch [6][1060/1253] lr: 4.000e-02, eta: 14:19:19, time: 0.647, data_time: 0.006, memory: 6189, top1_acc: 0.5245, top5_acc: 0.7727, loss_cls: 2.0025, loss: 2.0025, grad_norm: 2.9539 2020-08-09 16:20:51,263 - mmaction - INFO - Epoch [6][1080/1253] lr: 4.000e-02, eta: 14:18:21, time: 0.670, data_time: 0.004, memory: 6189, top1_acc: 0.5333, top5_acc: 0.7654, loss_cls: 1.9969, loss: 1.9969, grad_norm: 2.9143 2020-08-09 16:21:05,840 - mmaction - INFO - Epoch [6][1100/1253] lr: 4.000e-02, eta: 14:17:32, time: 0.726, data_time: 0.005, memory: 6189, top1_acc: 0.5232, top5_acc: 0.7753, loss_cls: 1.9901, loss: 1.9901, grad_norm: 3.0071 2020-08-09 16:21:19,528 - mmaction - INFO - Epoch [6][1120/1253] lr: 4.000e-02, eta: 14:16:36, time: 0.686, data_time: 0.006, memory: 6189, top1_acc: 0.5297, top5_acc: 0.7737, loss_cls: 1.9888, loss: 1.9888, grad_norm: 2.9667 2020-08-09 16:21:32,620 - mmaction - INFO - Epoch [6][1140/1253] lr: 4.000e-02, eta: 14:15:36, time: 0.650, data_time: 0.005, memory: 6189, top1_acc: 0.5323, top5_acc: 0.7760, loss_cls: 1.9917, loss: 1.9917, grad_norm: 3.0666 2020-08-09 16:21:47,055 - mmaction - INFO - Epoch [6][1160/1253] lr: 4.000e-02, eta: 14:14:47, time: 0.726, data_time: 0.009, memory: 6189, top1_acc: 0.5318, top5_acc: 0.7763, loss_cls: 1.9813, loss: 1.9813, grad_norm: 3.0118 2020-08-09 16:22:00,008 - mmaction - INFO - Epoch [6][1180/1253] lr: 4.000e-02, eta: 14:13:47, time: 0.645, data_time: 0.006, memory: 6189, top1_acc: 0.5409, top5_acc: 0.7784, loss_cls: 1.9390, loss: 1.9390, grad_norm: 2.9413 2020-08-09 16:22:13,633 - mmaction - INFO - Epoch [6][1200/1253] lr: 4.000e-02, eta: 14:12:52, time: 0.684, data_time: 0.007, memory: 6189, top1_acc: 0.5297, top5_acc: 0.7661, loss_cls: 2.0128, loss: 2.0128, grad_norm: 3.0103 2020-08-09 16:22:26,760 - mmaction - INFO - Epoch [6][1220/1253] lr: 4.000e-02, eta: 14:11:53, time: 0.653, data_time: 0.005, memory: 6189, top1_acc: 0.5289, top5_acc: 0.7656, loss_cls: 1.9916, loss: 1.9916, grad_norm: 2.9881 2020-08-09 16:22:40,480 - mmaction - INFO - Epoch [6][1240/1253] lr: 4.000e-02, eta: 14:10:59, time: 0.689, data_time: 0.007, memory: 6189, top1_acc: 0.5247, top5_acc: 0.7594, loss_cls: 2.0321, loss: 2.0321, grad_norm: 2.9332 2020-08-09 16:23:00,742 - mmaction - INFO - Saving checkpoint at 6 epochs 2020-08-09 16:28:43,751 - mmaction - INFO - Epoch [7][20/1253] lr: 4.000e-02, eta: 14:48:18, time: 17.045, data_time: 16.244, memory: 6189, top1_acc: 0.5273, top5_acc: 0.7628, loss_cls: 1.9757, loss: 1.9757, grad_norm: 2.9066 2020-08-09 16:28:56,484 - mmaction - INFO - Epoch [7][40/1253] lr: 4.000e-02, eta: 14:47:12, time: 0.647, data_time: 0.019, memory: 6189, top1_acc: 0.5576, top5_acc: 0.7846, loss_cls: 1.9004, loss: 1.9004, grad_norm: 2.8843 2020-08-09 16:29:08,980 - mmaction - INFO - Epoch [7][60/1253] lr: 4.000e-02, eta: 14:46:03, time: 0.627, data_time: 0.006, memory: 6189, top1_acc: 0.5617, top5_acc: 0.7854, loss_cls: 1.8654, loss: 1.8654, grad_norm: 2.8653 2020-08-09 16:29:21,556 - mmaction - INFO - Epoch [7][80/1253] lr: 4.000e-02, eta: 14:44:55, time: 0.626, data_time: 0.005, memory: 6189, top1_acc: 0.5482, top5_acc: 0.7841, loss_cls: 1.9238, loss: 1.9238, grad_norm: 3.0139 2020-08-09 16:29:34,082 - mmaction - INFO - Epoch [7][100/1253] lr: 4.000e-02, eta: 14:43:47, time: 0.629, data_time: 0.007, memory: 6189, top1_acc: 0.5414, top5_acc: 0.7768, loss_cls: 1.9303, loss: 1.9303, grad_norm: 2.9212 2020-08-09 16:29:46,710 - mmaction - INFO - Epoch [7][120/1253] lr: 4.000e-02, eta: 14:42:39, time: 0.628, data_time: 0.006, memory: 6189, top1_acc: 0.5411, top5_acc: 0.7831, loss_cls: 1.9191, loss: 1.9191, grad_norm: 2.9417 2020-08-09 16:29:59,197 - mmaction - INFO - Epoch [7][140/1253] lr: 4.000e-02, eta: 14:41:32, time: 0.628, data_time: 0.007, memory: 6189, top1_acc: 0.5294, top5_acc: 0.7807, loss_cls: 1.9509, loss: 1.9509, grad_norm: 2.9889 2020-08-09 16:30:12,101 - mmaction - INFO - Epoch [7][160/1253] lr: 4.000e-02, eta: 14:40:27, time: 0.642, data_time: 0.006, memory: 6189, top1_acc: 0.5508, top5_acc: 0.7945, loss_cls: 1.8843, loss: 1.8843, grad_norm: 3.0040 2020-08-09 16:30:24,739 - mmaction - INFO - Epoch [7][180/1253] lr: 4.000e-02, eta: 14:39:21, time: 0.634, data_time: 0.008, memory: 6189, top1_acc: 0.5630, top5_acc: 0.7969, loss_cls: 1.8533, loss: 1.8533, grad_norm: 2.8737 2020-08-09 16:30:37,526 - mmaction - INFO - Epoch [7][200/1253] lr: 4.000e-02, eta: 14:38:16, time: 0.637, data_time: 0.007, memory: 6189, top1_acc: 0.5469, top5_acc: 0.7760, loss_cls: 1.9248, loss: 1.9248, grad_norm: 2.9570 2020-08-09 16:30:50,113 - mmaction - INFO - Epoch [7][220/1253] lr: 4.000e-02, eta: 14:37:10, time: 0.633, data_time: 0.007, memory: 6189, top1_acc: 0.5391, top5_acc: 0.7742, loss_cls: 1.9444, loss: 1.9444, grad_norm: 2.9487 2020-08-09 16:31:02,729 - mmaction - INFO - Epoch [7][240/1253] lr: 4.000e-02, eta: 14:36:05, time: 0.630, data_time: 0.006, memory: 6189, top1_acc: 0.5341, top5_acc: 0.7753, loss_cls: 1.9606, loss: 1.9606, grad_norm: 2.9477 2020-08-09 16:31:15,379 - mmaction - INFO - Epoch [7][260/1253] lr: 4.000e-02, eta: 14:35:00, time: 0.634, data_time: 0.004, memory: 6189, top1_acc: 0.5339, top5_acc: 0.7768, loss_cls: 1.9240, loss: 1.9240, grad_norm: 2.8635 2020-08-09 16:31:28,637 - mmaction - INFO - Epoch [7][280/1253] lr: 4.000e-02, eta: 14:33:59, time: 0.661, data_time: 0.005, memory: 6189, top1_acc: 0.5380, top5_acc: 0.7820, loss_cls: 1.9281, loss: 1.9281, grad_norm: 2.8948 2020-08-09 16:31:41,913 - mmaction - INFO - Epoch [7][300/1253] lr: 4.000e-02, eta: 14:32:59, time: 0.664, data_time: 0.004, memory: 6189, top1_acc: 0.5435, top5_acc: 0.7737, loss_cls: 1.9283, loss: 1.9283, grad_norm: 2.9053 2020-08-09 16:31:54,946 - mmaction - INFO - Epoch [7][320/1253] lr: 4.000e-02, eta: 14:31:57, time: 0.649, data_time: 0.007, memory: 6189, top1_acc: 0.5383, top5_acc: 0.7732, loss_cls: 1.9277, loss: 1.9277, grad_norm: 2.9523 2020-08-09 16:32:08,267 - mmaction - INFO - Epoch [7][340/1253] lr: 4.000e-02, eta: 14:30:58, time: 0.669, data_time: 0.007, memory: 6189, top1_acc: 0.5383, top5_acc: 0.7836, loss_cls: 1.9246, loss: 1.9246, grad_norm: 2.9066 2020-08-09 16:32:22,439 - mmaction - INFO - Epoch [7][360/1253] lr: 4.000e-02, eta: 14:30:05, time: 0.707, data_time: 0.006, memory: 6189, top1_acc: 0.5490, top5_acc: 0.7828, loss_cls: 1.9241, loss: 1.9241, grad_norm: 2.8865 2020-08-09 16:32:35,136 - mmaction - INFO - Epoch [7][380/1253] lr: 4.000e-02, eta: 14:29:02, time: 0.635, data_time: 0.006, memory: 6189, top1_acc: 0.5404, top5_acc: 0.7893, loss_cls: 1.9075, loss: 1.9075, grad_norm: 2.8860 2020-08-09 16:32:48,104 - mmaction - INFO - Epoch [7][400/1253] lr: 4.000e-02, eta: 14:28:00, time: 0.647, data_time: 0.008, memory: 6189, top1_acc: 0.5336, top5_acc: 0.7758, loss_cls: 1.9243, loss: 1.9243, grad_norm: 2.9584 2020-08-09 16:33:01,126 - mmaction - INFO - Epoch [7][420/1253] lr: 4.000e-02, eta: 14:27:00, time: 0.654, data_time: 0.007, memory: 6189, top1_acc: 0.5315, top5_acc: 0.7779, loss_cls: 1.9496, loss: 1.9496, grad_norm: 3.0162 2020-08-09 16:33:14,517 - mmaction - INFO - Epoch [7][440/1253] lr: 4.000e-02, eta: 14:26:02, time: 0.666, data_time: 0.006, memory: 6189, top1_acc: 0.5427, top5_acc: 0.7773, loss_cls: 1.9512, loss: 1.9512, grad_norm: 2.9269 2020-08-09 16:33:28,650 - mmaction - INFO - Epoch [7][460/1253] lr: 4.000e-02, eta: 14:25:10, time: 0.710, data_time: 0.007, memory: 6189, top1_acc: 0.5497, top5_acc: 0.7753, loss_cls: 1.9416, loss: 1.9416, grad_norm: 2.9427 2020-08-09 16:33:42,529 - mmaction - INFO - Epoch [7][480/1253] lr: 4.000e-02, eta: 14:24:16, time: 0.690, data_time: 0.005, memory: 6189, top1_acc: 0.5344, top5_acc: 0.7742, loss_cls: 1.9514, loss: 1.9514, grad_norm: 2.9944 2020-08-09 16:33:55,250 - mmaction - INFO - Epoch [7][500/1253] lr: 4.000e-02, eta: 14:23:15, time: 0.639, data_time: 0.007, memory: 6189, top1_acc: 0.5536, top5_acc: 0.7742, loss_cls: 1.9230, loss: 1.9230, grad_norm: 2.9432 2020-08-09 16:34:09,741 - mmaction - INFO - Epoch [7][520/1253] lr: 4.000e-02, eta: 14:22:25, time: 0.723, data_time: 0.006, memory: 6189, top1_acc: 0.5299, top5_acc: 0.7659, loss_cls: 1.9866, loss: 1.9866, grad_norm: 2.9716 2020-08-09 16:34:22,547 - mmaction - INFO - Epoch [7][540/1253] lr: 4.000e-02, eta: 14:21:25, time: 0.643, data_time: 0.006, memory: 6189, top1_acc: 0.5349, top5_acc: 0.7714, loss_cls: 1.9721, loss: 1.9721, grad_norm: 2.9146 2020-08-09 16:34:35,802 - mmaction - INFO - Epoch [7][560/1253] lr: 4.000e-02, eta: 14:20:27, time: 0.660, data_time: 0.005, memory: 6189, top1_acc: 0.5318, top5_acc: 0.7802, loss_cls: 1.9848, loss: 1.9848, grad_norm: 2.9571 2020-08-09 16:34:49,201 - mmaction - INFO - Epoch [7][580/1253] lr: 4.000e-02, eta: 14:19:31, time: 0.673, data_time: 0.007, memory: 6189, top1_acc: 0.5424, top5_acc: 0.7807, loss_cls: 1.9539, loss: 1.9539, grad_norm: 2.9782 2020-08-09 16:35:03,021 - mmaction - INFO - Epoch [7][600/1253] lr: 4.000e-02, eta: 14:18:38, time: 0.690, data_time: 0.005, memory: 6189, top1_acc: 0.5266, top5_acc: 0.7625, loss_cls: 2.0021, loss: 2.0021, grad_norm: 3.0440 2020-08-09 16:35:15,854 - mmaction - INFO - Epoch [7][620/1253] lr: 4.000e-02, eta: 14:17:39, time: 0.642, data_time: 0.002, memory: 6189, top1_acc: 0.5435, top5_acc: 0.7771, loss_cls: 1.9385, loss: 1.9385, grad_norm: 2.9333 2020-08-09 16:35:30,231 - mmaction - INFO - Epoch [7][640/1253] lr: 4.000e-02, eta: 14:16:50, time: 0.716, data_time: 0.006, memory: 6189, top1_acc: 0.5461, top5_acc: 0.7771, loss_cls: 1.9326, loss: 1.9326, grad_norm: 2.9512 2020-08-09 16:35:44,439 - mmaction - INFO - Epoch [7][660/1253] lr: 4.000e-02, eta: 14:16:00, time: 0.713, data_time: 0.007, memory: 6189, top1_acc: 0.5484, top5_acc: 0.7784, loss_cls: 1.9620, loss: 1.9620, grad_norm: 2.9487 2020-08-09 16:35:57,384 - mmaction - INFO - Epoch [7][680/1253] lr: 4.000e-02, eta: 14:15:02, time: 0.646, data_time: 0.005, memory: 6189, top1_acc: 0.5333, top5_acc: 0.7768, loss_cls: 1.9658, loss: 1.9658, grad_norm: 2.8926 2020-08-09 16:36:10,557 - mmaction - INFO - Epoch [7][700/1253] lr: 4.000e-02, eta: 14:14:05, time: 0.660, data_time: 0.006, memory: 6189, top1_acc: 0.5297, top5_acc: 0.7810, loss_cls: 1.9686, loss: 1.9686, grad_norm: 2.8920 2020-08-09 16:36:23,694 - mmaction - INFO - Epoch [7][720/1253] lr: 4.000e-02, eta: 14:13:09, time: 0.656, data_time: 0.005, memory: 6189, top1_acc: 0.5339, top5_acc: 0.7747, loss_cls: 1.9507, loss: 1.9507, grad_norm: 2.9764 2020-08-09 16:36:37,487 - mmaction - INFO - Epoch [7][740/1253] lr: 4.000e-02, eta: 14:12:17, time: 0.690, data_time: 0.005, memory: 6189, top1_acc: 0.5336, top5_acc: 0.7794, loss_cls: 1.9357, loss: 1.9357, grad_norm: 2.8884 2020-08-09 16:36:51,353 - mmaction - INFO - Epoch [7][760/1253] lr: 4.000e-02, eta: 14:11:25, time: 0.690, data_time: 0.006, memory: 6189, top1_acc: 0.5349, top5_acc: 0.7648, loss_cls: 1.9677, loss: 1.9677, grad_norm: 2.8836 2020-08-09 16:37:05,052 - mmaction - INFO - Epoch [7][780/1253] lr: 4.000e-02, eta: 14:10:34, time: 0.688, data_time: 0.007, memory: 6189, top1_acc: 0.5633, top5_acc: 0.7901, loss_cls: 1.8162, loss: 1.8162, grad_norm: 2.8136 2020-08-09 16:37:18,151 - mmaction - INFO - Epoch [7][800/1253] lr: 4.000e-02, eta: 14:09:37, time: 0.652, data_time: 0.006, memory: 6189, top1_acc: 0.5372, top5_acc: 0.7734, loss_cls: 1.9647, loss: 1.9647, grad_norm: 3.0182 2020-08-09 16:37:31,966 - mmaction - INFO - Epoch [7][820/1253] lr: 4.000e-02, eta: 14:08:47, time: 0.694, data_time: 0.007, memory: 6189, top1_acc: 0.5299, top5_acc: 0.7794, loss_cls: 1.9484, loss: 1.9484, grad_norm: 2.9016 2020-08-09 16:37:45,406 - mmaction - INFO - Epoch [7][840/1253] lr: 4.000e-02, eta: 14:07:53, time: 0.669, data_time: 0.005, memory: 6189, top1_acc: 0.5372, top5_acc: 0.7815, loss_cls: 1.9257, loss: 1.9257, grad_norm: 2.8751 2020-08-09 16:37:59,049 - mmaction - INFO - Epoch [7][860/1253] lr: 4.000e-02, eta: 14:07:02, time: 0.685, data_time: 0.007, memory: 6189, top1_acc: 0.5471, top5_acc: 0.7857, loss_cls: 1.8858, loss: 1.8858, grad_norm: 2.8891 2020-08-09 16:38:11,945 - mmaction - INFO - Epoch [7][880/1253] lr: 4.000e-02, eta: 14:06:05, time: 0.643, data_time: 0.007, memory: 6189, top1_acc: 0.5313, top5_acc: 0.7680, loss_cls: 1.9780, loss: 1.9780, grad_norm: 2.8933 2020-08-09 16:38:24,800 - mmaction - INFO - Epoch [7][900/1253] lr: 4.000e-02, eta: 14:05:09, time: 0.644, data_time: 0.006, memory: 6189, top1_acc: 0.5440, top5_acc: 0.7706, loss_cls: 1.9634, loss: 1.9634, grad_norm: 2.9255 2020-08-09 16:38:37,637 - mmaction - INFO - Epoch [7][920/1253] lr: 4.000e-02, eta: 14:04:12, time: 0.638, data_time: 0.006, memory: 6189, top1_acc: 0.5497, top5_acc: 0.7844, loss_cls: 1.8886, loss: 1.8886, grad_norm: 2.9121 2020-08-09 16:38:51,098 - mmaction - INFO - Epoch [7][940/1253] lr: 4.000e-02, eta: 14:03:20, time: 0.677, data_time: 0.007, memory: 6189, top1_acc: 0.5461, top5_acc: 0.7862, loss_cls: 1.9486, loss: 1.9486, grad_norm: 2.9052 2020-08-09 16:39:05,092 - mmaction - INFO - Epoch [7][960/1253] lr: 4.000e-02, eta: 14:02:31, time: 0.696, data_time: 0.005, memory: 6189, top1_acc: 0.5443, top5_acc: 0.7737, loss_cls: 1.9665, loss: 1.9665, grad_norm: 2.9898 2020-08-09 16:39:19,335 - mmaction - INFO - Epoch [7][980/1253] lr: 4.000e-02, eta: 14:01:45, time: 0.715, data_time: 0.007, memory: 6189, top1_acc: 0.5352, top5_acc: 0.7659, loss_cls: 1.9964, loss: 1.9964, grad_norm: 2.8967 2020-08-09 16:39:32,925 - mmaction - INFO - Epoch [7][1000/1253] lr: 4.000e-02, eta: 14:00:54, time: 0.678, data_time: 0.006, memory: 6189, top1_acc: 0.5430, top5_acc: 0.7766, loss_cls: 1.9445, loss: 1.9445, grad_norm: 2.9132 2020-08-09 16:39:46,656 - mmaction - INFO - Epoch [7][1020/1253] lr: 4.000e-02, eta: 14:00:04, time: 0.688, data_time: 0.005, memory: 6189, top1_acc: 0.5474, top5_acc: 0.7883, loss_cls: 1.9169, loss: 1.9169, grad_norm: 2.8833 2020-08-09 16:40:01,178 - mmaction - INFO - Epoch [7][1040/1253] lr: 4.000e-02, eta: 13:59:20, time: 0.725, data_time: 0.007, memory: 6189, top1_acc: 0.5297, top5_acc: 0.7786, loss_cls: 1.9567, loss: 1.9567, grad_norm: 2.9315 2020-08-09 16:40:14,380 - mmaction - INFO - Epoch [7][1060/1253] lr: 4.000e-02, eta: 13:58:27, time: 0.662, data_time: 0.005, memory: 6189, top1_acc: 0.5451, top5_acc: 0.7919, loss_cls: 1.8894, loss: 1.8894, grad_norm: 2.9067 2020-08-09 16:40:27,237 - mmaction - INFO - Epoch [7][1080/1253] lr: 4.000e-02, eta: 13:57:32, time: 0.641, data_time: 0.005, memory: 6189, top1_acc: 0.5445, top5_acc: 0.7768, loss_cls: 1.9356, loss: 1.9356, grad_norm: 2.8661 2020-08-09 16:40:41,079 - mmaction - INFO - Epoch [7][1100/1253] lr: 4.000e-02, eta: 13:56:44, time: 0.695, data_time: 0.006, memory: 6189, top1_acc: 0.5370, top5_acc: 0.7792, loss_cls: 1.9519, loss: 1.9519, grad_norm: 2.9703 2020-08-09 16:40:54,992 - mmaction - INFO - Epoch [7][1120/1253] lr: 4.000e-02, eta: 13:55:56, time: 0.691, data_time: 0.005, memory: 6189, top1_acc: 0.5477, top5_acc: 0.7792, loss_cls: 1.9120, loss: 1.9120, grad_norm: 2.8575 2020-08-09 16:41:08,232 - mmaction - INFO - Epoch [7][1140/1253] lr: 4.000e-02, eta: 13:55:04, time: 0.666, data_time: 0.007, memory: 6189, top1_acc: 0.5495, top5_acc: 0.7792, loss_cls: 1.9367, loss: 1.9367, grad_norm: 2.9824 2020-08-09 16:41:21,996 - mmaction - INFO - Epoch [7][1160/1253] lr: 4.000e-02, eta: 13:54:16, time: 0.686, data_time: 0.005, memory: 6189, top1_acc: 0.5542, top5_acc: 0.7844, loss_cls: 1.9139, loss: 1.9139, grad_norm: 2.9155 2020-08-09 16:41:36,594 - mmaction - INFO - Epoch [7][1180/1253] lr: 4.000e-02, eta: 13:53:33, time: 0.731, data_time: 0.005, memory: 6189, top1_acc: 0.5328, top5_acc: 0.7654, loss_cls: 2.0067, loss: 2.0067, grad_norm: 2.9416 2020-08-09 16:41:51,425 - mmaction - INFO - Epoch [7][1200/1253] lr: 4.000e-02, eta: 13:52:51, time: 0.742, data_time: 0.006, memory: 6189, top1_acc: 0.5240, top5_acc: 0.7708, loss_cls: 1.9814, loss: 1.9814, grad_norm: 2.9490 2020-08-09 16:42:05,572 - mmaction - INFO - Epoch [7][1220/1253] lr: 4.000e-02, eta: 13:52:06, time: 0.708, data_time: 0.002, memory: 6189, top1_acc: 0.5560, top5_acc: 0.7911, loss_cls: 1.8611, loss: 1.8611, grad_norm: 2.8608 2020-08-09 16:42:19,306 - mmaction - INFO - Epoch [7][1240/1253] lr: 4.000e-02, eta: 13:51:17, time: 0.685, data_time: 0.005, memory: 6189, top1_acc: 0.5354, top5_acc: 0.7732, loss_cls: 1.9663, loss: 1.9663, grad_norm: 2.9039 2020-08-09 16:42:38,978 - mmaction - INFO - Saving checkpoint at 7 epochs 2020-08-09 16:48:15,153 - mmaction - INFO - Epoch [8][20/1253] lr: 4.000e-02, eta: 14:21:49, time: 16.722, data_time: 15.977, memory: 6189, top1_acc: 0.5555, top5_acc: 0.7826, loss_cls: 1.9208, loss: 1.9208, grad_norm: 2.8793 2020-08-09 16:48:27,810 - mmaction - INFO - Epoch [8][40/1253] lr: 4.000e-02, eta: 14:20:51, time: 0.641, data_time: 0.016, memory: 6189, top1_acc: 0.5526, top5_acc: 0.7813, loss_cls: 1.8882, loss: 1.8882, grad_norm: 2.8756 2020-08-09 16:48:40,362 - mmaction - INFO - Epoch [8][60/1253] lr: 4.000e-02, eta: 14:19:51, time: 0.628, data_time: 0.004, memory: 6189, top1_acc: 0.5568, top5_acc: 0.7901, loss_cls: 1.8644, loss: 1.8644, grad_norm: 2.8670 2020-08-09 16:48:52,942 - mmaction - INFO - Epoch [8][80/1253] lr: 4.000e-02, eta: 14:18:51, time: 0.627, data_time: 0.006, memory: 6189, top1_acc: 0.5607, top5_acc: 0.7922, loss_cls: 1.8670, loss: 1.8670, grad_norm: 2.9378 2020-08-09 16:49:05,612 - mmaction - INFO - Epoch [8][100/1253] lr: 4.000e-02, eta: 14:17:53, time: 0.636, data_time: 0.006, memory: 6189, top1_acc: 0.5685, top5_acc: 0.7969, loss_cls: 1.8099, loss: 1.8099, grad_norm: 2.9394 2020-08-09 16:49:18,263 - mmaction - INFO - Epoch [8][120/1253] lr: 4.000e-02, eta: 14:16:55, time: 0.632, data_time: 0.005, memory: 6189, top1_acc: 0.5409, top5_acc: 0.7823, loss_cls: 1.9355, loss: 1.9355, grad_norm: 3.0770 2020-08-09 16:49:30,701 - mmaction - INFO - Epoch [8][140/1253] lr: 4.000e-02, eta: 14:15:55, time: 0.622, data_time: 0.004, memory: 6189, top1_acc: 0.5508, top5_acc: 0.7891, loss_cls: 1.8702, loss: 1.8702, grad_norm: 3.0061 2020-08-09 16:49:43,355 - mmaction - INFO - Epoch [8][160/1253] lr: 4.000e-02, eta: 14:14:57, time: 0.630, data_time: 0.006, memory: 6189, top1_acc: 0.5440, top5_acc: 0.7734, loss_cls: 1.9369, loss: 1.9369, grad_norm: 2.9050 2020-08-09 16:49:55,858 - mmaction - INFO - Epoch [8][180/1253] lr: 4.000e-02, eta: 14:13:59, time: 0.628, data_time: 0.007, memory: 6189, top1_acc: 0.5456, top5_acc: 0.7789, loss_cls: 1.9015, loss: 1.9015, grad_norm: 2.8271 2020-08-09 16:50:08,819 - mmaction - INFO - Epoch [8][200/1253] lr: 4.000e-02, eta: 14:13:03, time: 0.646, data_time: 0.005, memory: 6189, top1_acc: 0.5490, top5_acc: 0.7846, loss_cls: 1.9213, loss: 1.9213, grad_norm: 2.9643 2020-08-09 16:50:21,464 - mmaction - INFO - Epoch [8][220/1253] lr: 4.000e-02, eta: 14:12:06, time: 0.634, data_time: 0.006, memory: 6189, top1_acc: 0.5443, top5_acc: 0.7807, loss_cls: 1.9077, loss: 1.9077, grad_norm: 2.9873 2020-08-09 16:50:34,084 - mmaction - INFO - Epoch [8][240/1253] lr: 4.000e-02, eta: 14:11:08, time: 0.629, data_time: 0.006, memory: 6189, top1_acc: 0.5531, top5_acc: 0.7823, loss_cls: 1.8971, loss: 1.8971, grad_norm: 2.9468 2020-08-09 16:50:46,883 - mmaction - INFO - Epoch [8][260/1253] lr: 4.000e-02, eta: 14:10:12, time: 0.642, data_time: 0.007, memory: 6189, top1_acc: 0.5409, top5_acc: 0.7799, loss_cls: 1.9220, loss: 1.9220, grad_norm: 2.9754 2020-08-09 16:50:59,839 - mmaction - INFO - Epoch [8][280/1253] lr: 4.000e-02, eta: 14:09:17, time: 0.645, data_time: 0.005, memory: 6189, top1_acc: 0.5685, top5_acc: 0.8102, loss_cls: 1.7843, loss: 1.7843, grad_norm: 2.8742 2020-08-09 16:51:12,501 - mmaction - INFO - Epoch [8][300/1253] lr: 4.000e-02, eta: 14:08:21, time: 0.636, data_time: 0.007, memory: 6189, top1_acc: 0.5602, top5_acc: 0.7865, loss_cls: 1.8636, loss: 1.8636, grad_norm: 2.9636 2020-08-09 16:51:26,865 - mmaction - INFO - Epoch [8][320/1253] lr: 4.000e-02, eta: 14:07:34, time: 0.718, data_time: 0.005, memory: 6189, top1_acc: 0.5458, top5_acc: 0.7755, loss_cls: 1.9305, loss: 1.9305, grad_norm: 2.9916 2020-08-09 16:51:39,874 - mmaction - INFO - Epoch [8][340/1253] lr: 4.000e-02, eta: 14:06:40, time: 0.650, data_time: 0.004, memory: 6189, top1_acc: 0.5536, top5_acc: 0.7878, loss_cls: 1.8866, loss: 1.8866, grad_norm: 2.9359 2020-08-09 16:51:53,549 - mmaction - INFO - Epoch [8][360/1253] lr: 4.000e-02, eta: 14:05:50, time: 0.683, data_time: 0.006, memory: 6189, top1_acc: 0.5414, top5_acc: 0.7849, loss_cls: 1.9074, loss: 1.9074, grad_norm: 2.9418 2020-08-09 16:52:07,838 - mmaction - INFO - Epoch [8][380/1253] lr: 4.000e-02, eta: 14:05:04, time: 0.715, data_time: 0.004, memory: 6189, top1_acc: 0.5487, top5_acc: 0.7763, loss_cls: 1.9189, loss: 1.9189, grad_norm: 2.9225 2020-08-09 16:52:21,459 - mmaction - INFO - Epoch [8][400/1253] lr: 4.000e-02, eta: 14:04:13, time: 0.679, data_time: 0.006, memory: 6189, top1_acc: 0.5305, top5_acc: 0.7854, loss_cls: 1.9292, loss: 1.9292, grad_norm: 2.9546 2020-08-09 16:52:34,763 - mmaction - INFO - Epoch [8][420/1253] lr: 4.000e-02, eta: 14:03:22, time: 0.667, data_time: 0.007, memory: 6189, top1_acc: 0.5495, top5_acc: 0.7862, loss_cls: 1.8977, loss: 1.8977, grad_norm: 2.9319 2020-08-09 16:52:47,583 - mmaction - INFO - Epoch [8][440/1253] lr: 4.000e-02, eta: 14:02:27, time: 0.639, data_time: 0.005, memory: 6189, top1_acc: 0.5365, top5_acc: 0.7714, loss_cls: 1.9577, loss: 1.9577, grad_norm: 2.8698 2020-08-09 16:53:00,456 - mmaction - INFO - Epoch [8][460/1253] lr: 4.000e-02, eta: 14:01:34, time: 0.645, data_time: 0.005, memory: 6189, top1_acc: 0.5380, top5_acc: 0.7680, loss_cls: 1.9580, loss: 1.9580, grad_norm: 2.9047 2020-08-09 16:53:13,916 - mmaction - INFO - Epoch [8][480/1253] lr: 4.000e-02, eta: 14:00:43, time: 0.670, data_time: 0.006, memory: 6189, top1_acc: 0.5479, top5_acc: 0.7826, loss_cls: 1.9084, loss: 1.9084, grad_norm: 2.8762 2020-08-09 16:53:26,679 - mmaction - INFO - Epoch [8][500/1253] lr: 4.000e-02, eta: 13:59:49, time: 0.641, data_time: 0.007, memory: 6189, top1_acc: 0.5331, top5_acc: 0.7779, loss_cls: 1.9633, loss: 1.9633, grad_norm: 2.8866 2020-08-09 16:53:40,511 - mmaction - INFO - Epoch [8][520/1253] lr: 4.000e-02, eta: 13:59:01, time: 0.689, data_time: 0.005, memory: 6189, top1_acc: 0.5474, top5_acc: 0.7849, loss_cls: 1.8823, loss: 1.8823, grad_norm: 2.8988 2020-08-09 16:53:54,099 - mmaction - INFO - Epoch [8][540/1253] lr: 4.000e-02, eta: 13:58:12, time: 0.683, data_time: 0.007, memory: 6189, top1_acc: 0.5500, top5_acc: 0.7841, loss_cls: 1.8937, loss: 1.8937, grad_norm: 2.9337 2020-08-09 16:54:07,163 - mmaction - INFO - Epoch [8][560/1253] lr: 4.000e-02, eta: 13:57:20, time: 0.650, data_time: 0.005, memory: 6189, top1_acc: 0.5643, top5_acc: 0.7880, loss_cls: 1.8525, loss: 1.8525, grad_norm: 2.8480 2020-08-09 16:54:20,630 - mmaction - INFO - Epoch [8][580/1253] lr: 4.000e-02, eta: 13:56:31, time: 0.676, data_time: 0.007, memory: 6189, top1_acc: 0.5404, top5_acc: 0.7831, loss_cls: 1.9034, loss: 1.9034, grad_norm: 2.8696 2020-08-09 16:54:34,668 - mmaction - INFO - Epoch [8][600/1253] lr: 4.000e-02, eta: 13:55:44, time: 0.699, data_time: 0.005, memory: 6189, top1_acc: 0.5391, top5_acc: 0.7807, loss_cls: 1.9104, loss: 1.9104, grad_norm: 2.8945 2020-08-09 16:54:47,727 - mmaction - INFO - Epoch [8][620/1253] lr: 4.000e-02, eta: 13:54:53, time: 0.656, data_time: 0.007, memory: 6189, top1_acc: 0.5469, top5_acc: 0.7810, loss_cls: 1.9139, loss: 1.9139, grad_norm: 2.8894 2020-08-09 16:55:00,462 - mmaction - INFO - Epoch [8][640/1253] lr: 4.000e-02, eta: 13:54:00, time: 0.637, data_time: 0.005, memory: 6189, top1_acc: 0.5513, top5_acc: 0.7794, loss_cls: 1.8690, loss: 1.8690, grad_norm: 2.8549 2020-08-09 16:55:13,868 - mmaction - INFO - Epoch [8][660/1253] lr: 4.000e-02, eta: 13:53:11, time: 0.670, data_time: 0.003, memory: 6189, top1_acc: 0.5599, top5_acc: 0.7966, loss_cls: 1.8592, loss: 1.8592, grad_norm: 2.8801 2020-08-09 16:55:27,575 - mmaction - INFO - Epoch [8][680/1253] lr: 4.000e-02, eta: 13:52:23, time: 0.682, data_time: 0.005, memory: 6189, top1_acc: 0.5352, top5_acc: 0.7810, loss_cls: 1.9584, loss: 1.9584, grad_norm: 2.9665 2020-08-09 16:55:40,819 - mmaction - INFO - Epoch [8][700/1253] lr: 4.000e-02, eta: 13:51:33, time: 0.666, data_time: 0.007, memory: 6189, top1_acc: 0.5500, top5_acc: 0.7859, loss_cls: 1.8884, loss: 1.8884, grad_norm: 2.8157 2020-08-09 16:55:53,759 - mmaction - INFO - Epoch [8][720/1253] lr: 4.000e-02, eta: 13:50:42, time: 0.644, data_time: 0.007, memory: 6189, top1_acc: 0.5471, top5_acc: 0.8005, loss_cls: 1.8785, loss: 1.8785, grad_norm: 2.8593 2020-08-09 16:56:06,342 - mmaction - INFO - Epoch [8][740/1253] lr: 4.000e-02, eta: 13:49:49, time: 0.632, data_time: 0.007, memory: 6189, top1_acc: 0.5471, top5_acc: 0.7898, loss_cls: 1.8916, loss: 1.8916, grad_norm: 2.9247 2020-08-09 16:56:20,516 - mmaction - INFO - Epoch [8][760/1253] lr: 4.000e-02, eta: 13:49:04, time: 0.704, data_time: 0.005, memory: 6189, top1_acc: 0.5393, top5_acc: 0.7771, loss_cls: 1.9238, loss: 1.9238, grad_norm: 2.9328 2020-08-09 16:56:34,377 - mmaction - INFO - Epoch [8][780/1253] lr: 4.000e-02, eta: 13:48:19, time: 0.697, data_time: 0.008, memory: 6189, top1_acc: 0.5742, top5_acc: 0.7958, loss_cls: 1.8267, loss: 1.8267, grad_norm: 2.8801 2020-08-09 16:56:47,592 - mmaction - INFO - Epoch [8][800/1253] lr: 4.000e-02, eta: 13:47:29, time: 0.659, data_time: 0.006, memory: 6189, top1_acc: 0.5536, top5_acc: 0.7953, loss_cls: 1.8689, loss: 1.8689, grad_norm: 2.9114 2020-08-09 16:57:00,520 - mmaction - INFO - Epoch [8][820/1253] lr: 4.000e-02, eta: 13:46:39, time: 0.648, data_time: 0.006, memory: 6189, top1_acc: 0.5591, top5_acc: 0.7875, loss_cls: 1.8681, loss: 1.8681, grad_norm: 2.9027 2020-08-09 16:57:13,599 - mmaction - INFO - Epoch [8][840/1253] lr: 4.000e-02, eta: 13:45:49, time: 0.651, data_time: 0.007, memory: 6189, top1_acc: 0.5438, top5_acc: 0.7810, loss_cls: 1.9316, loss: 1.9316, grad_norm: 2.9230 2020-08-09 16:57:26,876 - mmaction - INFO - Epoch [8][860/1253] lr: 4.000e-02, eta: 13:45:01, time: 0.668, data_time: 0.008, memory: 6189, top1_acc: 0.5305, top5_acc: 0.7701, loss_cls: 1.9553, loss: 1.9553, grad_norm: 2.9186 2020-08-09 16:57:41,861 - mmaction - INFO - Epoch [8][880/1253] lr: 4.000e-02, eta: 13:44:22, time: 0.749, data_time: 0.002, memory: 6189, top1_acc: 0.5453, top5_acc: 0.7799, loss_cls: 1.9248, loss: 1.9248, grad_norm: 2.9239 2020-08-09 16:57:55,697 - mmaction - INFO - Epoch [8][900/1253] lr: 4.000e-02, eta: 13:43:37, time: 0.691, data_time: 0.005, memory: 6189, top1_acc: 0.5589, top5_acc: 0.7891, loss_cls: 1.8571, loss: 1.8571, grad_norm: 2.8971 2020-08-09 16:58:09,659 - mmaction - INFO - Epoch [8][920/1253] lr: 4.000e-02, eta: 13:42:52, time: 0.697, data_time: 0.002, memory: 6189, top1_acc: 0.5438, top5_acc: 0.7820, loss_cls: 1.9253, loss: 1.9253, grad_norm: 2.8867 2020-08-09 16:58:23,817 - mmaction - INFO - Epoch [8][940/1253] lr: 4.000e-02, eta: 13:42:09, time: 0.708, data_time: 0.007, memory: 6189, top1_acc: 0.5406, top5_acc: 0.7792, loss_cls: 1.9521, loss: 1.9521, grad_norm: 2.8298 2020-08-09 16:58:37,498 - mmaction - INFO - Epoch [8][960/1253] lr: 4.000e-02, eta: 13:41:24, time: 0.684, data_time: 0.004, memory: 6189, top1_acc: 0.5198, top5_acc: 0.7591, loss_cls: 2.0269, loss: 2.0269, grad_norm: 2.9287 2020-08-09 16:58:51,869 - mmaction - INFO - Epoch [8][980/1253] lr: 4.000e-02, eta: 13:40:42, time: 0.718, data_time: 0.006, memory: 6189, top1_acc: 0.5549, top5_acc: 0.7826, loss_cls: 1.8910, loss: 1.8910, grad_norm: 2.8269 2020-08-09 16:59:06,475 - mmaction - INFO - Epoch [8][1000/1253] lr: 4.000e-02, eta: 13:40:02, time: 0.732, data_time: 0.005, memory: 6189, top1_acc: 0.5435, top5_acc: 0.7932, loss_cls: 1.9096, loss: 1.9096, grad_norm: 2.8714 2020-08-09 16:59:20,795 - mmaction - INFO - Epoch [8][1020/1253] lr: 4.000e-02, eta: 13:39:20, time: 0.714, data_time: 0.005, memory: 6189, top1_acc: 0.5320, top5_acc: 0.7773, loss_cls: 1.9585, loss: 1.9585, grad_norm: 3.0137 2020-08-09 16:59:33,604 - mmaction - INFO - Epoch [8][1040/1253] lr: 4.000e-02, eta: 13:38:30, time: 0.642, data_time: 0.005, memory: 6189, top1_acc: 0.5469, top5_acc: 0.7812, loss_cls: 1.8955, loss: 1.8955, grad_norm: 2.8526 2020-08-09 16:59:47,653 - mmaction - INFO - Epoch [8][1060/1253] lr: 4.000e-02, eta: 13:37:47, time: 0.701, data_time: 0.005, memory: 6189, top1_acc: 0.5375, top5_acc: 0.7820, loss_cls: 1.9204, loss: 1.9204, grad_norm: 2.8595 2020-08-09 17:00:00,895 - mmaction - INFO - Epoch [8][1080/1253] lr: 4.000e-02, eta: 13:37:00, time: 0.663, data_time: 0.004, memory: 6189, top1_acc: 0.5424, top5_acc: 0.7815, loss_cls: 1.9151, loss: 1.9151, grad_norm: 2.9075 2020-08-09 17:00:24,043 - mmaction - INFO - Epoch [8][1100/1253] lr: 4.000e-02, eta: 13:37:05, time: 1.146, data_time: 0.005, memory: 6189, top1_acc: 0.5391, top5_acc: 0.7786, loss_cls: 1.9453, loss: 1.9453, grad_norm: 2.9288 2020-08-09 17:00:36,912 - mmaction - INFO - Epoch [8][1120/1253] lr: 4.000e-02, eta: 13:36:17, time: 0.654, data_time: 0.020, memory: 6189, top1_acc: 0.5589, top5_acc: 0.8005, loss_cls: 1.8195, loss: 1.8195, grad_norm: 2.7655 2020-08-09 17:00:49,699 - mmaction - INFO - Epoch [8][1140/1253] lr: 4.000e-02, eta: 13:35:27, time: 0.639, data_time: 0.006, memory: 6189, top1_acc: 0.5401, top5_acc: 0.7763, loss_cls: 1.9480, loss: 1.9480, grad_norm: 2.9438 2020-08-09 17:01:03,309 - mmaction - INFO - Epoch [8][1160/1253] lr: 4.000e-02, eta: 13:34:43, time: 0.681, data_time: 0.004, memory: 6189, top1_acc: 0.5609, top5_acc: 0.7891, loss_cls: 1.8557, loss: 1.8557, grad_norm: 2.8267 2020-08-09 17:01:16,605 - mmaction - INFO - Epoch [8][1180/1253] lr: 4.000e-02, eta: 13:33:56, time: 0.663, data_time: 0.006, memory: 6189, top1_acc: 0.5484, top5_acc: 0.7841, loss_cls: 1.8988, loss: 1.8988, grad_norm: 2.9023 2020-08-09 17:01:30,083 - mmaction - INFO - Epoch [8][1200/1253] lr: 4.000e-02, eta: 13:33:11, time: 0.676, data_time: 0.006, memory: 6189, top1_acc: 0.5430, top5_acc: 0.7867, loss_cls: 1.8801, loss: 1.8801, grad_norm: 2.8264 2020-08-09 17:01:44,128 - mmaction - INFO - Epoch [8][1220/1253] lr: 4.000e-02, eta: 13:32:29, time: 0.699, data_time: 0.006, memory: 6189, top1_acc: 0.5474, top5_acc: 0.7867, loss_cls: 1.9164, loss: 1.9164, grad_norm: 2.8812 2020-08-09 17:01:57,253 - mmaction - INFO - Epoch [8][1240/1253] lr: 4.000e-02, eta: 13:31:42, time: 0.659, data_time: 0.007, memory: 6189, top1_acc: 0.5508, top5_acc: 0.7919, loss_cls: 1.8723, loss: 1.8723, grad_norm: 2.9352 2020-08-09 17:02:19,131 - mmaction - INFO - Saving checkpoint at 8 epochs 2020-08-09 17:08:03,712 - mmaction - INFO - Epoch [9][20/1253] lr: 4.000e-02, eta: 13:58:29, time: 17.154, data_time: 16.307, memory: 6189, top1_acc: 0.5516, top5_acc: 0.7867, loss_cls: 1.8885, loss: 1.8885, grad_norm: 2.9425 2020-08-09 17:08:16,323 - mmaction - INFO - Epoch [9][40/1253] lr: 4.000e-02, eta: 13:57:36, time: 0.640, data_time: 0.016, memory: 6189, top1_acc: 0.5646, top5_acc: 0.7977, loss_cls: 1.8310, loss: 1.8310, grad_norm: 2.8710 2020-08-09 17:08:28,848 - mmaction - INFO - Epoch [9][60/1253] lr: 4.000e-02, eta: 13:56:43, time: 0.625, data_time: 0.006, memory: 6189, top1_acc: 0.5654, top5_acc: 0.7945, loss_cls: 1.8332, loss: 1.8332, grad_norm: 2.8793 2020-08-09 17:08:41,348 - mmaction - INFO - Epoch [9][80/1253] lr: 4.000e-02, eta: 13:55:50, time: 0.626, data_time: 0.005, memory: 6189, top1_acc: 0.5714, top5_acc: 0.8042, loss_cls: 1.8182, loss: 1.8182, grad_norm: 2.9008 2020-08-09 17:08:53,891 - mmaction - INFO - Epoch [9][100/1253] lr: 4.000e-02, eta: 13:54:56, time: 0.624, data_time: 0.006, memory: 6189, top1_acc: 0.5734, top5_acc: 0.8018, loss_cls: 1.7939, loss: 1.7939, grad_norm: 2.8512 2020-08-09 17:09:06,443 - mmaction - INFO - Epoch [9][120/1253] lr: 4.000e-02, eta: 13:54:04, time: 0.630, data_time: 0.007, memory: 6189, top1_acc: 0.5536, top5_acc: 0.7901, loss_cls: 1.8849, loss: 1.8849, grad_norm: 2.9769 2020-08-09 17:09:19,113 - mmaction - INFO - Epoch [9][140/1253] lr: 4.000e-02, eta: 13:53:11, time: 0.630, data_time: 0.006, memory: 6189, top1_acc: 0.5555, top5_acc: 0.7852, loss_cls: 1.8787, loss: 1.8787, grad_norm: 2.9295 2020-08-09 17:09:31,730 - mmaction - INFO - Epoch [9][160/1253] lr: 4.000e-02, eta: 13:52:19, time: 0.635, data_time: 0.008, memory: 6189, top1_acc: 0.5581, top5_acc: 0.7940, loss_cls: 1.8384, loss: 1.8384, grad_norm: 2.8624 2020-08-09 17:09:44,648 - mmaction - INFO - Epoch [9][180/1253] lr: 4.000e-02, eta: 13:51:28, time: 0.642, data_time: 0.006, memory: 6189, top1_acc: 0.5523, top5_acc: 0.7987, loss_cls: 1.8598, loss: 1.8598, grad_norm: 2.8997 2020-08-09 17:09:57,328 - mmaction - INFO - Epoch [9][200/1253] lr: 4.000e-02, eta: 13:50:37, time: 0.637, data_time: 0.007, memory: 6189, top1_acc: 0.5641, top5_acc: 0.7945, loss_cls: 1.8253, loss: 1.8253, grad_norm: 2.8511 2020-08-09 17:10:10,078 - mmaction - INFO - Epoch [9][220/1253] lr: 4.000e-02, eta: 13:49:46, time: 0.634, data_time: 0.005, memory: 6189, top1_acc: 0.5438, top5_acc: 0.7911, loss_cls: 1.8626, loss: 1.8626, grad_norm: 2.9361 2020-08-09 17:10:22,677 - mmaction - INFO - Epoch [9][240/1253] lr: 4.000e-02, eta: 13:48:55, time: 0.633, data_time: 0.006, memory: 6189, top1_acc: 0.5557, top5_acc: 0.7917, loss_cls: 1.8604, loss: 1.8604, grad_norm: 2.8884 2020-08-09 17:10:35,346 - mmaction - INFO - Epoch [9][260/1253] lr: 4.000e-02, eta: 13:48:03, time: 0.632, data_time: 0.006, memory: 6189, top1_acc: 0.5594, top5_acc: 0.7992, loss_cls: 1.8555, loss: 1.8555, grad_norm: 2.9579 2020-08-09 17:10:47,954 - mmaction - INFO - Epoch [9][280/1253] lr: 4.000e-02, eta: 13:47:12, time: 0.632, data_time: 0.006, memory: 6189, top1_acc: 0.5555, top5_acc: 0.7917, loss_cls: 1.8795, loss: 1.8795, grad_norm: 2.9852 2020-08-09 17:11:01,161 - mmaction - INFO - Epoch [9][300/1253] lr: 4.000e-02, eta: 13:46:24, time: 0.657, data_time: 0.006, memory: 6189, top1_acc: 0.5365, top5_acc: 0.7844, loss_cls: 1.9178, loss: 1.9178, grad_norm: 2.9392 2020-08-09 17:11:14,773 - mmaction - INFO - Epoch [9][320/1253] lr: 4.000e-02, eta: 13:45:38, time: 0.684, data_time: 0.007, memory: 6189, top1_acc: 0.5523, top5_acc: 0.7956, loss_cls: 1.8455, loss: 1.8455, grad_norm: 2.8491 2020-08-09 17:11:28,091 - mmaction - INFO - Epoch [9][340/1253] lr: 4.000e-02, eta: 13:44:51, time: 0.664, data_time: 0.005, memory: 6189, top1_acc: 0.5471, top5_acc: 0.7807, loss_cls: 1.9095, loss: 1.9095, grad_norm: 2.9511 2020-08-09 17:11:40,838 - mmaction - INFO - Epoch [9][360/1253] lr: 4.000e-02, eta: 13:44:01, time: 0.639, data_time: 0.006, memory: 6189, top1_acc: 0.5586, top5_acc: 0.7865, loss_cls: 1.8498, loss: 1.8498, grad_norm: 2.8659 2020-08-09 17:11:53,697 - mmaction - INFO - Epoch [9][380/1253] lr: 4.000e-02, eta: 13:43:11, time: 0.642, data_time: 0.005, memory: 6189, top1_acc: 0.5492, top5_acc: 0.7878, loss_cls: 1.8632, loss: 1.8632, grad_norm: 2.8970 2020-08-09 17:12:07,435 - mmaction - INFO - Epoch [9][400/1253] lr: 4.000e-02, eta: 13:42:26, time: 0.688, data_time: 0.005, memory: 6189, top1_acc: 0.5487, top5_acc: 0.7786, loss_cls: 1.8932, loss: 1.8932, grad_norm: 2.9034 2020-08-09 17:12:20,149 - mmaction - INFO - Epoch [9][420/1253] lr: 4.000e-02, eta: 13:41:36, time: 0.632, data_time: 0.007, memory: 6189, top1_acc: 0.5542, top5_acc: 0.7945, loss_cls: 1.8364, loss: 1.8364, grad_norm: 2.9201 2020-08-09 17:12:32,895 - mmaction - INFO - Epoch [9][440/1253] lr: 4.000e-02, eta: 13:40:47, time: 0.641, data_time: 0.007, memory: 6189, top1_acc: 0.5417, top5_acc: 0.7703, loss_cls: 1.9381, loss: 1.9381, grad_norm: 2.8935 2020-08-09 17:12:45,673 - mmaction - INFO - Epoch [9][460/1253] lr: 4.000e-02, eta: 13:39:58, time: 0.637, data_time: 0.006, memory: 6189, top1_acc: 0.5615, top5_acc: 0.7885, loss_cls: 1.8573, loss: 1.8573, grad_norm: 2.9473 2020-08-09 17:12:59,688 - mmaction - INFO - Epoch [9][480/1253] lr: 4.000e-02, eta: 13:39:15, time: 0.703, data_time: 0.006, memory: 6189, top1_acc: 0.5487, top5_acc: 0.7878, loss_cls: 1.8920, loss: 1.8920, grad_norm: 2.8478 2020-08-09 17:13:12,683 - mmaction - INFO - Epoch [9][500/1253] lr: 4.000e-02, eta: 13:38:27, time: 0.648, data_time: 0.005, memory: 6189, top1_acc: 0.5419, top5_acc: 0.7771, loss_cls: 1.9252, loss: 1.9252, grad_norm: 2.9580 2020-08-09 17:13:26,735 - mmaction - INFO - Epoch [9][520/1253] lr: 4.000e-02, eta: 13:37:45, time: 0.705, data_time: 0.006, memory: 6189, top1_acc: 0.5596, top5_acc: 0.7784, loss_cls: 1.8664, loss: 1.8664, grad_norm: 2.8781 2020-08-09 17:13:39,917 - mmaction - INFO - Epoch [9][540/1253] lr: 4.000e-02, eta: 13:36:58, time: 0.658, data_time: 0.004, memory: 6189, top1_acc: 0.5568, top5_acc: 0.7883, loss_cls: 1.8722, loss: 1.8722, grad_norm: 2.8694 2020-08-09 17:13:53,342 - mmaction - INFO - Epoch [9][560/1253] lr: 4.000e-02, eta: 13:36:13, time: 0.672, data_time: 0.004, memory: 6189, top1_acc: 0.5547, top5_acc: 0.7826, loss_cls: 1.8807, loss: 1.8807, grad_norm: 2.9202 2020-08-09 17:14:07,739 - mmaction - INFO - Epoch [9][580/1253] lr: 4.000e-02, eta: 13:35:32, time: 0.719, data_time: 0.006, memory: 6189, top1_acc: 0.5531, top5_acc: 0.7854, loss_cls: 1.8781, loss: 1.8781, grad_norm: 2.8829 2020-08-09 17:14:20,987 - mmaction - INFO - Epoch [9][600/1253] lr: 4.000e-02, eta: 13:34:46, time: 0.664, data_time: 0.004, memory: 6189, top1_acc: 0.5576, top5_acc: 0.7948, loss_cls: 1.8374, loss: 1.8374, grad_norm: 2.8255 2020-08-09 17:14:34,435 - mmaction - INFO - Epoch [9][620/1253] lr: 4.000e-02, eta: 13:34:01, time: 0.670, data_time: 0.005, memory: 6189, top1_acc: 0.5583, top5_acc: 0.7969, loss_cls: 1.8314, loss: 1.8314, grad_norm: 2.9256 2020-08-09 17:14:47,198 - mmaction - INFO - Epoch [9][640/1253] lr: 4.000e-02, eta: 13:33:13, time: 0.640, data_time: 0.005, memory: 6189, top1_acc: 0.5578, top5_acc: 0.7982, loss_cls: 1.8273, loss: 1.8273, grad_norm: 2.8613 2020-08-09 17:15:01,303 - mmaction - INFO - Epoch [9][660/1253] lr: 4.000e-02, eta: 13:32:31, time: 0.703, data_time: 0.006, memory: 6189, top1_acc: 0.5633, top5_acc: 0.7951, loss_cls: 1.8308, loss: 1.8308, grad_norm: 2.8431 2020-08-09 17:15:14,675 - mmaction - INFO - Epoch [9][680/1253] lr: 4.000e-02, eta: 13:31:47, time: 0.670, data_time: 0.006, memory: 6189, top1_acc: 0.5456, top5_acc: 0.7781, loss_cls: 1.9125, loss: 1.9125, grad_norm: 2.9443 2020-08-09 17:15:27,545 - mmaction - INFO - Epoch [9][700/1253] lr: 4.000e-02, eta: 13:30:59, time: 0.643, data_time: 0.006, memory: 6189, top1_acc: 0.5479, top5_acc: 0.7719, loss_cls: 1.9225, loss: 1.9225, grad_norm: 2.9062 2020-08-09 17:15:40,209 - mmaction - INFO - Epoch [9][720/1253] lr: 4.000e-02, eta: 13:30:11, time: 0.633, data_time: 0.004, memory: 6189, top1_acc: 0.5570, top5_acc: 0.7857, loss_cls: 1.8698, loss: 1.8698, grad_norm: 2.8684 2020-08-09 17:15:54,175 - mmaction - INFO - Epoch [9][740/1253] lr: 4.000e-02, eta: 13:29:29, time: 0.695, data_time: 0.006, memory: 6189, top1_acc: 0.5401, top5_acc: 0.7792, loss_cls: 1.9125, loss: 1.9125, grad_norm: 2.9250 2020-08-09 17:16:06,821 - mmaction - INFO - Epoch [9][760/1253] lr: 4.000e-02, eta: 13:28:42, time: 0.636, data_time: 0.007, memory: 6189, top1_acc: 0.5563, top5_acc: 0.7857, loss_cls: 1.8881, loss: 1.8881, grad_norm: 2.8843 2020-08-09 17:16:20,440 - mmaction - INFO - Epoch [9][780/1253] lr: 4.000e-02, eta: 13:27:58, time: 0.679, data_time: 0.005, memory: 6189, top1_acc: 0.5482, top5_acc: 0.7974, loss_cls: 1.8932, loss: 1.8932, grad_norm: 2.9848 2020-08-09 17:16:34,049 - mmaction - INFO - Epoch [9][800/1253] lr: 4.000e-02, eta: 13:27:15, time: 0.682, data_time: 0.006, memory: 6189, top1_acc: 0.5414, top5_acc: 0.7867, loss_cls: 1.9084, loss: 1.9084, grad_norm: 2.9348 2020-08-09 17:16:46,819 - mmaction - INFO - Epoch [9][820/1253] lr: 4.000e-02, eta: 13:26:28, time: 0.638, data_time: 0.005, memory: 6189, top1_acc: 0.5411, top5_acc: 0.7919, loss_cls: 1.9090, loss: 1.9090, grad_norm: 2.9120 2020-08-09 17:17:00,685 - mmaction - INFO - Epoch [9][840/1253] lr: 4.000e-02, eta: 13:25:47, time: 0.693, data_time: 0.004, memory: 6189, top1_acc: 0.5531, top5_acc: 0.7888, loss_cls: 1.8620, loss: 1.8620, grad_norm: 2.8330 2020-08-09 17:17:13,469 - mmaction - INFO - Epoch [9][860/1253] lr: 4.000e-02, eta: 13:25:00, time: 0.638, data_time: 0.006, memory: 6189, top1_acc: 0.5435, top5_acc: 0.7880, loss_cls: 1.8647, loss: 1.8647, grad_norm: 2.9005 2020-08-09 17:17:28,501 - mmaction - INFO - Epoch [9][880/1253] lr: 4.000e-02, eta: 13:24:24, time: 0.753, data_time: 0.006, memory: 6189, top1_acc: 0.5526, top5_acc: 0.7753, loss_cls: 1.9162, loss: 1.9162, grad_norm: 2.8698 2020-08-09 17:17:42,745 - mmaction - INFO - Epoch [9][900/1253] lr: 4.000e-02, eta: 13:23:44, time: 0.709, data_time: 0.006, memory: 6189, top1_acc: 0.5448, top5_acc: 0.7789, loss_cls: 1.9113, loss: 1.9113, grad_norm: 2.8321 2020-08-09 17:17:55,855 - mmaction - INFO - Epoch [9][920/1253] lr: 4.000e-02, eta: 13:23:00, time: 0.659, data_time: 0.006, memory: 6189, top1_acc: 0.5573, top5_acc: 0.7857, loss_cls: 1.8740, loss: 1.8740, grad_norm: 2.9381 2020-08-09 17:18:09,243 - mmaction - INFO - Epoch [9][940/1253] lr: 4.000e-02, eta: 13:22:16, time: 0.669, data_time: 0.002, memory: 6189, top1_acc: 0.5482, top5_acc: 0.7826, loss_cls: 1.9363, loss: 1.9363, grad_norm: 2.9323 2020-08-09 17:18:24,032 - mmaction - INFO - Epoch [9][960/1253] lr: 4.000e-02, eta: 13:21:40, time: 0.739, data_time: 0.006, memory: 6189, top1_acc: 0.5589, top5_acc: 0.7854, loss_cls: 1.8673, loss: 1.8673, grad_norm: 2.8244 2020-08-09 17:18:37,581 - mmaction - INFO - Epoch [9][980/1253] lr: 4.000e-02, eta: 13:20:57, time: 0.678, data_time: 0.005, memory: 6189, top1_acc: 0.5513, top5_acc: 0.7794, loss_cls: 1.8963, loss: 1.8963, grad_norm: 2.8429 2020-08-09 17:18:51,445 - mmaction - INFO - Epoch [9][1000/1253] lr: 4.000e-02, eta: 13:20:16, time: 0.692, data_time: 0.006, memory: 6189, top1_acc: 0.5456, top5_acc: 0.7844, loss_cls: 1.8968, loss: 1.8968, grad_norm: 2.8699 2020-08-09 17:19:04,601 - mmaction - INFO - Epoch [9][1020/1253] lr: 4.000e-02, eta: 13:19:32, time: 0.658, data_time: 0.005, memory: 6189, top1_acc: 0.5557, top5_acc: 0.7828, loss_cls: 1.8759, loss: 1.8759, grad_norm: 2.8839 2020-08-09 17:19:18,401 - mmaction - INFO - Epoch [9][1040/1253] lr: 4.000e-02, eta: 13:18:51, time: 0.688, data_time: 0.006, memory: 6189, top1_acc: 0.5641, top5_acc: 0.7883, loss_cls: 1.8477, loss: 1.8477, grad_norm: 2.9245 2020-08-09 17:19:31,747 - mmaction - INFO - Epoch [9][1060/1253] lr: 4.000e-02, eta: 13:18:09, time: 0.670, data_time: 0.007, memory: 6189, top1_acc: 0.5539, top5_acc: 0.7799, loss_cls: 1.9140, loss: 1.9140, grad_norm: 2.8554 2020-08-09 17:19:45,405 - mmaction - INFO - Epoch [9][1080/1253] lr: 4.000e-02, eta: 13:17:27, time: 0.681, data_time: 0.006, memory: 6189, top1_acc: 0.5635, top5_acc: 0.7930, loss_cls: 1.8387, loss: 1.8387, grad_norm: 2.8642 2020-08-09 17:20:00,102 - mmaction - INFO - Epoch [9][1100/1253] lr: 4.000e-02, eta: 13:16:51, time: 0.737, data_time: 0.006, memory: 6189, top1_acc: 0.5500, top5_acc: 0.7901, loss_cls: 1.8705, loss: 1.8705, grad_norm: 2.8681 2020-08-09 17:20:13,114 - mmaction - INFO - Epoch [9][1120/1253] lr: 4.000e-02, eta: 13:16:06, time: 0.649, data_time: 0.005, memory: 6189, top1_acc: 0.5354, top5_acc: 0.7854, loss_cls: 1.9330, loss: 1.9330, grad_norm: 2.9684 2020-08-09 17:20:26,466 - mmaction - INFO - Epoch [9][1140/1253] lr: 4.000e-02, eta: 13:15:24, time: 0.668, data_time: 0.006, memory: 6189, top1_acc: 0.5536, top5_acc: 0.7823, loss_cls: 1.9077, loss: 1.9077, grad_norm: 2.9596 2020-08-09 17:20:40,390 - mmaction - INFO - Epoch [9][1160/1253] lr: 4.000e-02, eta: 13:14:44, time: 0.697, data_time: 0.007, memory: 6189, top1_acc: 0.5380, top5_acc: 0.7768, loss_cls: 1.9405, loss: 1.9405, grad_norm: 2.8991 2020-08-09 17:20:54,091 - mmaction - INFO - Epoch [9][1180/1253] lr: 4.000e-02, eta: 13:14:04, time: 0.685, data_time: 0.004, memory: 6189, top1_acc: 0.5529, top5_acc: 0.7943, loss_cls: 1.8897, loss: 1.8897, grad_norm: 2.8956 2020-08-09 17:21:06,924 - mmaction - INFO - Epoch [9][1200/1253] lr: 4.000e-02, eta: 13:13:19, time: 0.638, data_time: 0.006, memory: 6189, top1_acc: 0.5451, top5_acc: 0.7776, loss_cls: 1.9347, loss: 1.9347, grad_norm: 2.9091 2020-08-09 17:21:21,618 - mmaction - INFO - Epoch [9][1220/1253] lr: 4.000e-02, eta: 13:12:43, time: 0.738, data_time: 0.007, memory: 6189, top1_acc: 0.5599, top5_acc: 0.7828, loss_cls: 1.8924, loss: 1.8924, grad_norm: 2.8008 2020-08-09 17:21:34,557 - mmaction - INFO - Epoch [9][1240/1253] lr: 4.000e-02, eta: 13:11:59, time: 0.645, data_time: 0.006, memory: 6189, top1_acc: 0.5573, top5_acc: 0.7859, loss_cls: 1.9061, loss: 1.9061, grad_norm: 2.8811 2020-08-09 17:21:55,069 - mmaction - INFO - Saving checkpoint at 9 epochs 2020-08-09 17:27:28,521 - mmaction - INFO - Epoch [10][20/1253] lr: 4.000e-02, eta: 13:34:09, time: 16.491, data_time: 15.559, memory: 6189, top1_acc: 0.5599, top5_acc: 0.7948, loss_cls: 1.8414, loss: 1.8414, grad_norm: 2.8902 2020-08-09 17:27:41,041 - mmaction - INFO - Epoch [10][40/1253] lr: 4.000e-02, eta: 13:33:21, time: 0.632, data_time: 0.016, memory: 6189, top1_acc: 0.5617, top5_acc: 0.8000, loss_cls: 1.8161, loss: 1.8161, grad_norm: 2.9123 2020-08-09 17:27:53,604 - mmaction - INFO - Epoch [10][60/1253] lr: 4.000e-02, eta: 13:32:33, time: 0.630, data_time: 0.005, memory: 6189, top1_acc: 0.5703, top5_acc: 0.8047, loss_cls: 1.7452, loss: 1.7452, grad_norm: 2.8490 2020-08-09 17:28:06,238 - mmaction - INFO - Epoch [10][80/1253] lr: 4.000e-02, eta: 13:31:45, time: 0.630, data_time: 0.006, memory: 6189, top1_acc: 0.5565, top5_acc: 0.7930, loss_cls: 1.8626, loss: 1.8626, grad_norm: 2.8734 2020-08-09 17:28:18,821 - mmaction - INFO - Epoch [10][100/1253] lr: 4.000e-02, eta: 13:30:57, time: 0.630, data_time: 0.005, memory: 6189, top1_acc: 0.5497, top5_acc: 0.7878, loss_cls: 1.8760, loss: 1.8760, grad_norm: 2.9192 2020-08-09 17:28:31,540 - mmaction - INFO - Epoch [10][120/1253] lr: 4.000e-02, eta: 13:30:10, time: 0.634, data_time: 0.006, memory: 6189, top1_acc: 0.5714, top5_acc: 0.8029, loss_cls: 1.7812, loss: 1.7812, grad_norm: 2.8811 2020-08-09 17:28:44,052 - mmaction - INFO - Epoch [10][140/1253] lr: 4.000e-02, eta: 13:29:22, time: 0.627, data_time: 0.005, memory: 6189, top1_acc: 0.5617, top5_acc: 0.7951, loss_cls: 1.8224, loss: 1.8224, grad_norm: 2.8705 2020-08-09 17:28:56,706 - mmaction - INFO - Epoch [10][160/1253] lr: 4.000e-02, eta: 13:28:35, time: 0.631, data_time: 0.006, memory: 6189, top1_acc: 0.5510, top5_acc: 0.7826, loss_cls: 1.8684, loss: 1.8684, grad_norm: 2.9863 2020-08-09 17:29:09,177 - mmaction - INFO - Epoch [10][180/1253] lr: 4.000e-02, eta: 13:27:47, time: 0.626, data_time: 0.005, memory: 6189, top1_acc: 0.5576, top5_acc: 0.7987, loss_cls: 1.8559, loss: 1.8559, grad_norm: 2.9135 2020-08-09 17:29:21,921 - mmaction - INFO - Epoch [10][200/1253] lr: 4.000e-02, eta: 13:27:00, time: 0.635, data_time: 0.005, memory: 6189, top1_acc: 0.5508, top5_acc: 0.7898, loss_cls: 1.8810, loss: 1.8810, grad_norm: 2.8653 2020-08-09 17:29:34,768 - mmaction - INFO - Epoch [10][220/1253] lr: 4.000e-02, eta: 13:26:15, time: 0.644, data_time: 0.005, memory: 6189, top1_acc: 0.5586, top5_acc: 0.7995, loss_cls: 1.8347, loss: 1.8347, grad_norm: 2.9322 2020-08-09 17:29:47,346 - mmaction - INFO - Epoch [10][240/1253] lr: 4.000e-02, eta: 13:25:28, time: 0.629, data_time: 0.003, memory: 6189, top1_acc: 0.5583, top5_acc: 0.7930, loss_cls: 1.8589, loss: 1.8589, grad_norm: 2.8888 2020-08-09 17:29:59,990 - mmaction - INFO - Epoch [10][260/1253] lr: 4.000e-02, eta: 13:24:41, time: 0.630, data_time: 0.007, memory: 6189, top1_acc: 0.5651, top5_acc: 0.7961, loss_cls: 1.8371, loss: 1.8371, grad_norm: 2.9291 2020-08-09 17:30:12,915 - mmaction - INFO - Epoch [10][280/1253] lr: 4.000e-02, eta: 13:23:56, time: 0.649, data_time: 0.006, memory: 6189, top1_acc: 0.5625, top5_acc: 0.8000, loss_cls: 1.8007, loss: 1.8007, grad_norm: 2.9008 2020-08-09 17:30:25,679 - mmaction - INFO - Epoch [10][300/1253] lr: 4.000e-02, eta: 13:23:09, time: 0.635, data_time: 0.006, memory: 6189, top1_acc: 0.5500, top5_acc: 0.7885, loss_cls: 1.8764, loss: 1.8764, grad_norm: 2.9673 2020-08-09 17:30:38,275 - mmaction - INFO - Epoch [10][320/1253] lr: 4.000e-02, eta: 13:22:23, time: 0.634, data_time: 0.007, memory: 6189, top1_acc: 0.5615, top5_acc: 0.7961, loss_cls: 1.8334, loss: 1.8334, grad_norm: 2.9204 2020-08-09 17:30:52,203 - mmaction - INFO - Epoch [10][340/1253] lr: 4.000e-02, eta: 13:21:43, time: 0.694, data_time: 0.005, memory: 6189, top1_acc: 0.5492, top5_acc: 0.7896, loss_cls: 1.8589, loss: 1.8589, grad_norm: 2.8744 2020-08-09 17:31:05,037 - mmaction - INFO - Epoch [10][360/1253] lr: 4.000e-02, eta: 13:20:58, time: 0.644, data_time: 0.006, memory: 6189, top1_acc: 0.5497, top5_acc: 0.7919, loss_cls: 1.8672, loss: 1.8672, grad_norm: 2.9494 2020-08-09 17:31:19,203 - mmaction - INFO - Epoch [10][380/1253] lr: 4.000e-02, eta: 13:20:18, time: 0.707, data_time: 0.006, memory: 6189, top1_acc: 0.5549, top5_acc: 0.7906, loss_cls: 1.8703, loss: 1.8703, grad_norm: 2.8480 2020-08-09 17:31:31,832 - mmaction - INFO - Epoch [10][400/1253] lr: 4.000e-02, eta: 13:19:32, time: 0.633, data_time: 0.005, memory: 6189, top1_acc: 0.5526, top5_acc: 0.7799, loss_cls: 1.9026, loss: 1.9026, grad_norm: 2.9055 2020-08-09 17:31:45,460 - mmaction - INFO - Epoch [10][420/1253] lr: 4.000e-02, eta: 13:18:51, time: 0.679, data_time: 0.005, memory: 6189, top1_acc: 0.5565, top5_acc: 0.7906, loss_cls: 1.8686, loss: 1.8686, grad_norm: 2.8884 2020-08-09 17:31:58,197 - mmaction - INFO - Epoch [10][440/1253] lr: 4.000e-02, eta: 13:18:06, time: 0.639, data_time: 0.006, memory: 6189, top1_acc: 0.5669, top5_acc: 0.7951, loss_cls: 1.8237, loss: 1.8237, grad_norm: 2.8672 2020-08-09 17:32:11,275 - mmaction - INFO - Epoch [10][460/1253] lr: 4.000e-02, eta: 13:17:22, time: 0.654, data_time: 0.002, memory: 6189, top1_acc: 0.5690, top5_acc: 0.7987, loss_cls: 1.8291, loss: 1.8291, grad_norm: 2.9174 2020-08-09 17:34:04,335 - mmaction - INFO - Epoch [10][480/1253] lr: 4.000e-02, eta: 13:23:51, time: 5.649, data_time: 0.005, memory: 6189, top1_acc: 0.5508, top5_acc: 0.7844, loss_cls: 1.8743, loss: 1.8743, grad_norm: 2.9052 2020-08-09 17:34:16,798 - mmaction - INFO - Epoch [10][500/1253] lr: 4.000e-02, eta: 13:23:04, time: 0.628, data_time: 0.008, memory: 6189, top1_acc: 0.5477, top5_acc: 0.7906, loss_cls: 1.8762, loss: 1.8762, grad_norm: 2.9024 2020-08-09 17:34:30,367 - mmaction - INFO - Epoch [10][520/1253] lr: 4.000e-02, eta: 13:22:22, time: 0.678, data_time: 0.002, memory: 6189, top1_acc: 0.5583, top5_acc: 0.7885, loss_cls: 1.8495, loss: 1.8495, grad_norm: 2.9369 2020-08-09 17:34:43,029 - mmaction - INFO - Epoch [10][540/1253] lr: 4.000e-02, eta: 13:21:36, time: 0.629, data_time: 0.007, memory: 6189, top1_acc: 0.5560, top5_acc: 0.7854, loss_cls: 1.8693, loss: 1.8693, grad_norm: 2.9394 2020-08-09 17:34:55,685 - mmaction - INFO - Epoch [10][560/1253] lr: 4.000e-02, eta: 13:20:50, time: 0.636, data_time: 0.007, memory: 6189, top1_acc: 0.5513, top5_acc: 0.7862, loss_cls: 1.8951, loss: 1.8951, grad_norm: 2.9725 2020-08-09 17:35:08,407 - mmaction - INFO - Epoch [10][580/1253] lr: 4.000e-02, eta: 13:20:05, time: 0.634, data_time: 0.005, memory: 6189, top1_acc: 0.5448, top5_acc: 0.7737, loss_cls: 1.9226, loss: 1.9226, grad_norm: 2.9118 2020-08-09 17:35:21,105 - mmaction - INFO - Epoch [10][600/1253] lr: 4.000e-02, eta: 13:19:20, time: 0.638, data_time: 0.006, memory: 6189, top1_acc: 0.5677, top5_acc: 0.7930, loss_cls: 1.8287, loss: 1.8287, grad_norm: 2.9045 2020-08-09 17:35:33,870 - mmaction - INFO - Epoch [10][620/1253] lr: 4.000e-02, eta: 13:18:34, time: 0.635, data_time: 0.005, memory: 6189, top1_acc: 0.5352, top5_acc: 0.7815, loss_cls: 1.9446, loss: 1.9446, grad_norm: 2.9712 2020-08-09 17:35:46,621 - mmaction - INFO - Epoch [10][640/1253] lr: 4.000e-02, eta: 13:17:50, time: 0.641, data_time: 0.007, memory: 6189, top1_acc: 0.5430, top5_acc: 0.7893, loss_cls: 1.8827, loss: 1.8827, grad_norm: 2.8798 2020-08-09 17:36:00,066 - mmaction - INFO - Epoch [10][660/1253] lr: 4.000e-02, eta: 13:17:08, time: 0.673, data_time: 0.005, memory: 6189, top1_acc: 0.5505, top5_acc: 0.7885, loss_cls: 1.8688, loss: 1.8688, grad_norm: 2.8820 2020-08-09 17:36:14,040 - mmaction - INFO - Epoch [10][680/1253] lr: 4.000e-02, eta: 13:16:28, time: 0.698, data_time: 0.003, memory: 6189, top1_acc: 0.5456, top5_acc: 0.7839, loss_cls: 1.9029, loss: 1.9029, grad_norm: 2.9538 2020-08-09 17:36:27,958 - mmaction - INFO - Epoch [10][700/1253] lr: 4.000e-02, eta: 13:15:48, time: 0.696, data_time: 0.008, memory: 6189, top1_acc: 0.5573, top5_acc: 0.7872, loss_cls: 1.8921, loss: 1.8921, grad_norm: 2.9005 2020-08-09 17:36:41,471 - mmaction - INFO - Epoch [10][720/1253] lr: 4.000e-02, eta: 13:15:07, time: 0.676, data_time: 0.003, memory: 6189, top1_acc: 0.5419, top5_acc: 0.7836, loss_cls: 1.8933, loss: 1.8933, grad_norm: 2.9563 2020-08-09 17:36:55,165 - mmaction - INFO - Epoch [10][740/1253] lr: 4.000e-02, eta: 13:14:26, time: 0.684, data_time: 0.007, memory: 6189, top1_acc: 0.5562, top5_acc: 0.7870, loss_cls: 1.8620, loss: 1.8620, grad_norm: 2.8714 2020-08-09 17:37:08,684 - mmaction - INFO - Epoch [10][760/1253] lr: 4.000e-02, eta: 13:13:45, time: 0.677, data_time: 0.005, memory: 6189, top1_acc: 0.5414, top5_acc: 0.7872, loss_cls: 1.9224, loss: 1.9224, grad_norm: 2.9736 2020-08-09 17:37:21,450 - mmaction - INFO - Epoch [10][780/1253] lr: 4.000e-02, eta: 13:13:01, time: 0.637, data_time: 0.005, memory: 6189, top1_acc: 0.5602, top5_acc: 0.7836, loss_cls: 1.8785, loss: 1.8785, grad_norm: 2.8981 2020-08-09 17:37:34,553 - mmaction - INFO - Epoch [10][800/1253] lr: 4.000e-02, eta: 13:12:18, time: 0.656, data_time: 0.005, memory: 6189, top1_acc: 0.5563, top5_acc: 0.7938, loss_cls: 1.8482, loss: 1.8482, grad_norm: 2.8198 2020-08-09 17:37:48,342 - mmaction - INFO - Epoch [10][820/1253] lr: 4.000e-02, eta: 13:11:38, time: 0.686, data_time: 0.006, memory: 6189, top1_acc: 0.5643, top5_acc: 0.8016, loss_cls: 1.8180, loss: 1.8180, grad_norm: 2.9018 2020-08-09 17:38:03,095 - mmaction - INFO - Epoch [10][840/1253] lr: 4.000e-02, eta: 13:11:03, time: 0.741, data_time: 0.007, memory: 6189, top1_acc: 0.5750, top5_acc: 0.7964, loss_cls: 1.8044, loss: 1.8044, grad_norm: 2.9222 2020-08-09 17:38:17,574 - mmaction - INFO - Epoch [10][860/1253] lr: 4.000e-02, eta: 13:10:26, time: 0.722, data_time: 0.006, memory: 6189, top1_acc: 0.5576, top5_acc: 0.7958, loss_cls: 1.8364, loss: 1.8364, grad_norm: 2.8460 2020-08-09 17:38:31,188 - mmaction - INFO - Epoch [10][880/1253] lr: 4.000e-02, eta: 13:09:46, time: 0.683, data_time: 0.006, memory: 6189, top1_acc: 0.5362, top5_acc: 0.7854, loss_cls: 1.9324, loss: 1.9324, grad_norm: 3.0212 2020-08-09 17:38:44,149 - mmaction - INFO - Epoch [10][900/1253] lr: 4.000e-02, eta: 13:09:03, time: 0.647, data_time: 0.006, memory: 6189, top1_acc: 0.5531, top5_acc: 0.7901, loss_cls: 1.8402, loss: 1.8402, grad_norm: 2.8921 2020-08-09 17:38:57,974 - mmaction - INFO - Epoch [10][920/1253] lr: 4.000e-02, eta: 13:08:24, time: 0.693, data_time: 0.005, memory: 6189, top1_acc: 0.5477, top5_acc: 0.7844, loss_cls: 1.8768, loss: 1.8768, grad_norm: 2.9762 2020-08-09 17:39:12,467 - mmaction - INFO - Epoch [10][940/1253] lr: 4.000e-02, eta: 13:07:47, time: 0.720, data_time: 0.005, memory: 6189, top1_acc: 0.5505, top5_acc: 0.7872, loss_cls: 1.8699, loss: 1.8699, grad_norm: 2.8989 2020-08-09 17:39:26,210 - mmaction - INFO - Epoch [10][960/1253] lr: 4.000e-02, eta: 13:07:08, time: 0.692, data_time: 0.008, memory: 6189, top1_acc: 0.5469, top5_acc: 0.7828, loss_cls: 1.9213, loss: 1.9213, grad_norm: 2.9768 2020-08-09 17:39:39,523 - mmaction - INFO - Epoch [10][980/1253] lr: 4.000e-02, eta: 13:06:27, time: 0.663, data_time: 0.005, memory: 6189, top1_acc: 0.5500, top5_acc: 0.7951, loss_cls: 1.8346, loss: 1.8346, grad_norm: 2.8929 2020-08-09 17:39:53,913 - mmaction - INFO - Epoch [10][1000/1253] lr: 4.000e-02, eta: 13:05:51, time: 0.722, data_time: 0.006, memory: 6189, top1_acc: 0.5638, top5_acc: 0.7891, loss_cls: 1.8479, loss: 1.8479, grad_norm: 2.9121 2020-08-09 17:40:07,181 - mmaction - INFO - Epoch [10][1020/1253] lr: 4.000e-02, eta: 13:05:10, time: 0.661, data_time: 0.005, memory: 6189, top1_acc: 0.5628, top5_acc: 0.7893, loss_cls: 1.8376, loss: 1.8376, grad_norm: 2.8483 2020-08-09 17:40:21,905 - mmaction - INFO - Epoch [10][1040/1253] lr: 4.000e-02, eta: 13:04:35, time: 0.738, data_time: 0.006, memory: 6189, top1_acc: 0.5536, top5_acc: 0.7839, loss_cls: 1.8890, loss: 1.8890, grad_norm: 2.8352 2020-08-09 17:40:35,695 - mmaction - INFO - Epoch [10][1060/1253] lr: 4.000e-02, eta: 13:03:56, time: 0.688, data_time: 0.005, memory: 6189, top1_acc: 0.5674, top5_acc: 0.7911, loss_cls: 1.8315, loss: 1.8315, grad_norm: 2.8606 2020-08-09 17:40:49,640 - mmaction - INFO - Epoch [10][1080/1253] lr: 4.000e-02, eta: 13:03:18, time: 0.699, data_time: 0.006, memory: 6189, top1_acc: 0.5487, top5_acc: 0.7896, loss_cls: 1.8705, loss: 1.8705, grad_norm: 2.8998 2020-08-09 17:41:03,186 - mmaction - INFO - Epoch [10][1100/1253] lr: 4.000e-02, eta: 13:02:38, time: 0.677, data_time: 0.003, memory: 6189, top1_acc: 0.5398, top5_acc: 0.7732, loss_cls: 1.9712, loss: 1.9712, grad_norm: 2.9141 2020-08-09 17:41:17,414 - mmaction - INFO - Epoch [10][1120/1253] lr: 4.000e-02, eta: 13:02:01, time: 0.710, data_time: 0.006, memory: 6189, top1_acc: 0.5568, top5_acc: 0.7880, loss_cls: 1.8551, loss: 1.8551, grad_norm: 2.8341 2020-08-09 17:41:31,412 - mmaction - INFO - Epoch [10][1140/1253] lr: 4.000e-02, eta: 13:01:24, time: 0.701, data_time: 0.006, memory: 6189, top1_acc: 0.5513, top5_acc: 0.7930, loss_cls: 1.8614, loss: 1.8614, grad_norm: 2.8694 2020-08-09 17:41:45,838 - mmaction - INFO - Epoch [10][1160/1253] lr: 4.000e-02, eta: 13:00:48, time: 0.720, data_time: 0.007, memory: 6189, top1_acc: 0.5570, top5_acc: 0.7888, loss_cls: 1.8635, loss: 1.8635, grad_norm: 2.8716 2020-08-09 17:41:59,304 - mmaction - INFO - Epoch [10][1180/1253] lr: 4.000e-02, eta: 13:00:09, time: 0.675, data_time: 0.006, memory: 6189, top1_acc: 0.5643, top5_acc: 0.7953, loss_cls: 1.8409, loss: 1.8409, grad_norm: 2.8560 2020-08-09 17:42:14,244 - mmaction - INFO - Epoch [10][1200/1253] lr: 4.000e-02, eta: 12:59:35, time: 0.746, data_time: 0.006, memory: 6189, top1_acc: 0.5581, top5_acc: 0.7951, loss_cls: 1.8520, loss: 1.8520, grad_norm: 2.8698 2020-08-09 17:42:28,278 - mmaction - INFO - Epoch [10][1220/1253] lr: 4.000e-02, eta: 12:58:58, time: 0.703, data_time: 0.006, memory: 6189, top1_acc: 0.5570, top5_acc: 0.7857, loss_cls: 1.8658, loss: 1.8658, grad_norm: 2.8809 2020-08-09 17:42:42,055 - mmaction - INFO - Epoch [10][1240/1253] lr: 4.000e-02, eta: 12:58:20, time: 0.687, data_time: 0.006, memory: 6189, top1_acc: 0.5414, top5_acc: 0.7826, loss_cls: 1.9185, loss: 1.9185, grad_norm: 2.9255 2020-08-09 17:43:00,967 - mmaction - INFO - Saving checkpoint at 10 epochs 2020-08-09 17:48:33,878 - mmaction - INFO - Epoch [11][20/1253] lr: 4.000e-02, eta: 13:17:49, time: 16.564, data_time: 15.788, memory: 6189, top1_acc: 0.5664, top5_acc: 0.7961, loss_cls: 1.8061, loss: 1.8061, grad_norm: 2.8466 2020-08-09 17:48:46,395 - mmaction - INFO - Epoch [11][40/1253] lr: 4.000e-02, eta: 13:17:03, time: 0.627, data_time: 0.010, memory: 6189, top1_acc: 0.5719, top5_acc: 0.7935, loss_cls: 1.8075, loss: 1.8075, grad_norm: 2.8349 2020-08-09 17:48:58,905 - mmaction - INFO - Epoch [11][60/1253] lr: 4.000e-02, eta: 13:16:18, time: 0.627, data_time: 0.005, memory: 6189, top1_acc: 0.5685, top5_acc: 0.8073, loss_cls: 1.7884, loss: 1.7884, grad_norm: 2.8817 2020-08-09 17:49:11,596 - mmaction - INFO - Epoch [11][80/1253] lr: 4.000e-02, eta: 13:15:34, time: 0.635, data_time: 0.006, memory: 6189, top1_acc: 0.5620, top5_acc: 0.7984, loss_cls: 1.8324, loss: 1.8324, grad_norm: 2.8908 2020-08-09 17:49:24,143 - mmaction - INFO - Epoch [11][100/1253] lr: 4.000e-02, eta: 13:14:49, time: 0.627, data_time: 0.004, memory: 6189, top1_acc: 0.5820, top5_acc: 0.8034, loss_cls: 1.7516, loss: 1.7516, grad_norm: 2.9104 2020-08-09 17:49:36,717 - mmaction - INFO - Epoch [11][120/1253] lr: 4.000e-02, eta: 13:14:04, time: 0.626, data_time: 0.005, memory: 6189, top1_acc: 0.5547, top5_acc: 0.7875, loss_cls: 1.8680, loss: 1.8680, grad_norm: 2.9480 2020-08-09 17:49:49,296 - mmaction - INFO - Epoch [11][140/1253] lr: 4.000e-02, eta: 13:13:19, time: 0.632, data_time: 0.007, memory: 6189, top1_acc: 0.5612, top5_acc: 0.8016, loss_cls: 1.7967, loss: 1.7967, grad_norm: 2.8931 2020-08-09 17:50:02,089 - mmaction - INFO - Epoch [11][160/1253] lr: 4.000e-02, eta: 13:12:36, time: 0.638, data_time: 0.008, memory: 6189, top1_acc: 0.5622, top5_acc: 0.7930, loss_cls: 1.8287, loss: 1.8287, grad_norm: 2.9184 2020-08-09 17:50:14,939 - mmaction - INFO - Epoch [11][180/1253] lr: 4.000e-02, eta: 13:11:52, time: 0.642, data_time: 0.006, memory: 6189, top1_acc: 0.5630, top5_acc: 0.7891, loss_cls: 1.8792, loss: 1.8792, grad_norm: 2.9146 2020-08-09 17:50:27,667 - mmaction - INFO - Epoch [11][200/1253] lr: 4.000e-02, eta: 13:11:08, time: 0.637, data_time: 0.008, memory: 6189, top1_acc: 0.5695, top5_acc: 0.8029, loss_cls: 1.7870, loss: 1.7870, grad_norm: 2.8827 2020-08-09 17:50:40,306 - mmaction - INFO - Epoch [11][220/1253] lr: 4.000e-02, eta: 13:10:25, time: 0.633, data_time: 0.006, memory: 6189, top1_acc: 0.5784, top5_acc: 0.8039, loss_cls: 1.7610, loss: 1.7610, grad_norm: 2.8400 2020-08-09 17:50:53,217 - mmaction - INFO - Epoch [11][240/1253] lr: 4.000e-02, eta: 13:09:42, time: 0.644, data_time: 0.006, memory: 6189, top1_acc: 0.5641, top5_acc: 0.8031, loss_cls: 1.7857, loss: 1.7857, grad_norm: 2.9621 2020-08-09 17:51:06,408 - mmaction - INFO - Epoch [11][260/1253] lr: 4.000e-02, eta: 13:09:00, time: 0.661, data_time: 0.005, memory: 6189, top1_acc: 0.5638, top5_acc: 0.7930, loss_cls: 1.8063, loss: 1.8063, grad_norm: 2.9499 2020-08-09 17:51:19,119 - mmaction - INFO - Epoch [11][280/1253] lr: 4.000e-02, eta: 13:08:17, time: 0.634, data_time: 0.006, memory: 6189, top1_acc: 0.5576, top5_acc: 0.8039, loss_cls: 1.8369, loss: 1.8369, grad_norm: 2.9443 2020-08-09 17:51:32,564 - mmaction - INFO - Epoch [11][300/1253] lr: 4.000e-02, eta: 13:07:36, time: 0.675, data_time: 0.006, memory: 6189, top1_acc: 0.5755, top5_acc: 0.7995, loss_cls: 1.7657, loss: 1.7657, grad_norm: 2.8645 2020-08-09 17:51:46,249 - mmaction - INFO - Epoch [11][320/1253] lr: 4.000e-02, eta: 13:06:57, time: 0.683, data_time: 0.002, memory: 6189, top1_acc: 0.5672, top5_acc: 0.7956, loss_cls: 1.8237, loss: 1.8237, grad_norm: 2.8731 2020-08-09 17:52:00,606 - mmaction - INFO - Epoch [11][340/1253] lr: 4.000e-02, eta: 13:06:20, time: 0.714, data_time: 0.006, memory: 6189, top1_acc: 0.5693, top5_acc: 0.8023, loss_cls: 1.8058, loss: 1.8058, grad_norm: 2.8716 2020-08-09 17:52:13,271 - mmaction - INFO - Epoch [11][360/1253] lr: 4.000e-02, eta: 13:05:37, time: 0.637, data_time: 0.008, memory: 6189, top1_acc: 0.5727, top5_acc: 0.7930, loss_cls: 1.8213, loss: 1.8213, grad_norm: 2.9165 2020-08-09 17:52:26,688 - mmaction - INFO - Epoch [11][380/1253] lr: 4.000e-02, eta: 13:04:56, time: 0.669, data_time: 0.007, memory: 6189, top1_acc: 0.5547, top5_acc: 0.7859, loss_cls: 1.8766, loss: 1.8766, grad_norm: 2.8758 2020-08-09 17:52:40,554 - mmaction - INFO - Epoch [11][400/1253] lr: 4.000e-02, eta: 13:04:18, time: 0.695, data_time: 0.007, memory: 6189, top1_acc: 0.5544, top5_acc: 0.7961, loss_cls: 1.8537, loss: 1.8537, grad_norm: 2.9033 2020-08-09 17:52:53,861 - mmaction - INFO - Epoch [11][420/1253] lr: 4.000e-02, eta: 13:03:37, time: 0.663, data_time: 0.006, memory: 6189, top1_acc: 0.5479, top5_acc: 0.7773, loss_cls: 1.9251, loss: 1.9251, grad_norm: 2.9066 2020-08-09 17:53:07,410 - mmaction - INFO - Epoch [11][440/1253] lr: 4.000e-02, eta: 13:02:58, time: 0.681, data_time: 0.007, memory: 6189, top1_acc: 0.5555, top5_acc: 0.7958, loss_cls: 1.8281, loss: 1.8281, grad_norm: 2.8485 2020-08-09 17:53:22,288 - mmaction - INFO - Epoch [11][460/1253] lr: 4.000e-02, eta: 13:02:24, time: 0.743, data_time: 0.006, memory: 6189, top1_acc: 0.5586, top5_acc: 0.7995, loss_cls: 1.8406, loss: 1.8406, grad_norm: 2.8763 2020-08-09 17:53:35,419 - mmaction - INFO - Epoch [11][480/1253] lr: 4.000e-02, eta: 13:01:43, time: 0.658, data_time: 0.005, memory: 6189, top1_acc: 0.5464, top5_acc: 0.7906, loss_cls: 1.8713, loss: 1.8713, grad_norm: 2.9900 2020-08-09 17:53:50,206 - mmaction - INFO - Epoch [11][500/1253] lr: 4.000e-02, eta: 13:01:08, time: 0.738, data_time: 0.006, memory: 6189, top1_acc: 0.5721, top5_acc: 0.8120, loss_cls: 1.7763, loss: 1.7763, grad_norm: 2.9057 2020-08-09 17:54:04,444 - mmaction - INFO - Epoch [11][520/1253] lr: 4.000e-02, eta: 13:00:32, time: 0.713, data_time: 0.006, memory: 6189, top1_acc: 0.5594, top5_acc: 0.7961, loss_cls: 1.8574, loss: 1.8574, grad_norm: 2.9677 2020-08-09 17:54:18,226 - mmaction - INFO - Epoch [11][540/1253] lr: 4.000e-02, eta: 12:59:53, time: 0.689, data_time: 0.005, memory: 6189, top1_acc: 0.5771, top5_acc: 0.7992, loss_cls: 1.7980, loss: 1.7980, grad_norm: 2.8815 2020-08-09 17:54:32,609 - mmaction - INFO - Epoch [11][560/1253] lr: 4.000e-02, eta: 12:59:18, time: 0.720, data_time: 0.004, memory: 6189, top1_acc: 0.5492, top5_acc: 0.7839, loss_cls: 1.8848, loss: 1.8848, grad_norm: 2.9711 2020-08-09 17:54:46,692 - mmaction - INFO - Epoch [11][580/1253] lr: 4.000e-02, eta: 12:58:40, time: 0.701, data_time: 0.005, memory: 6189, top1_acc: 0.5513, top5_acc: 0.7839, loss_cls: 1.9016, loss: 1.9016, grad_norm: 2.8758 2020-08-09 17:55:00,099 - mmaction - INFO - Epoch [11][600/1253] lr: 4.000e-02, eta: 12:58:01, time: 0.673, data_time: 0.006, memory: 6189, top1_acc: 0.5633, top5_acc: 0.7958, loss_cls: 1.8538, loss: 1.8538, grad_norm: 2.8782 2020-08-09 17:55:14,636 - mmaction - INFO - Epoch [11][620/1253] lr: 4.000e-02, eta: 12:57:26, time: 0.725, data_time: 0.005, memory: 6189, top1_acc: 0.5755, top5_acc: 0.7951, loss_cls: 1.8166, loss: 1.8166, grad_norm: 2.8214 2020-08-09 17:55:28,374 - mmaction - INFO - Epoch [11][640/1253] lr: 4.000e-02, eta: 12:56:48, time: 0.687, data_time: 0.004, memory: 6189, top1_acc: 0.5526, top5_acc: 0.7839, loss_cls: 1.8685, loss: 1.8685, grad_norm: 2.8794 2020-08-09 17:55:41,853 - mmaction - INFO - Epoch [11][660/1253] lr: 4.000e-02, eta: 12:56:09, time: 0.674, data_time: 0.002, memory: 6189, top1_acc: 0.5570, top5_acc: 0.7888, loss_cls: 1.8721, loss: 1.8721, grad_norm: 2.8692 2020-08-09 17:55:56,087 - mmaction - INFO - Epoch [11][680/1253] lr: 4.000e-02, eta: 12:55:33, time: 0.710, data_time: 0.006, memory: 6189, top1_acc: 0.5680, top5_acc: 0.7885, loss_cls: 1.8140, loss: 1.8140, grad_norm: 2.8185 2020-08-09 17:56:09,745 - mmaction - INFO - Epoch [11][700/1253] lr: 4.000e-02, eta: 12:54:55, time: 0.684, data_time: 0.006, memory: 6189, top1_acc: 0.5417, top5_acc: 0.7745, loss_cls: 1.9461, loss: 1.9461, grad_norm: 2.9031 2020-08-09 17:56:23,939 - mmaction - INFO - Epoch [11][720/1253] lr: 4.000e-02, eta: 12:54:19, time: 0.708, data_time: 0.006, memory: 6189, top1_acc: 0.5682, top5_acc: 0.7997, loss_cls: 1.8079, loss: 1.8079, grad_norm: 2.9087 2020-08-09 17:56:37,628 - mmaction - INFO - Epoch [11][740/1253] lr: 4.000e-02, eta: 12:53:41, time: 0.687, data_time: 0.007, memory: 6189, top1_acc: 0.5630, top5_acc: 0.7909, loss_cls: 1.8494, loss: 1.8494, grad_norm: 2.8673 2020-08-09 17:56:51,918 - mmaction - INFO - Epoch [11][760/1253] lr: 4.000e-02, eta: 12:53:05, time: 0.714, data_time: 0.006, memory: 6189, top1_acc: 0.5609, top5_acc: 0.7977, loss_cls: 1.8346, loss: 1.8346, grad_norm: 2.8831 2020-08-09 17:57:05,665 - mmaction - INFO - Epoch [11][780/1253] lr: 4.000e-02, eta: 12:52:28, time: 0.687, data_time: 0.004, memory: 6189, top1_acc: 0.5471, top5_acc: 0.7885, loss_cls: 1.8946, loss: 1.8946, grad_norm: 2.8856 2020-08-09 17:57:19,814 - mmaction - INFO - Epoch [11][800/1253] lr: 4.000e-02, eta: 12:51:52, time: 0.706, data_time: 0.006, memory: 6189, top1_acc: 0.5471, top5_acc: 0.7812, loss_cls: 1.8833, loss: 1.8833, grad_norm: 2.8871 2020-08-09 17:57:34,412 - mmaction - INFO - Epoch [11][820/1253] lr: 4.000e-02, eta: 12:51:18, time: 0.732, data_time: 0.006, memory: 6189, top1_acc: 0.5440, top5_acc: 0.7807, loss_cls: 1.9006, loss: 1.9006, grad_norm: 2.9047 2020-08-09 17:57:49,037 - mmaction - INFO - Epoch [11][840/1253] lr: 4.000e-02, eta: 12:50:44, time: 0.729, data_time: 0.005, memory: 6189, top1_acc: 0.5419, top5_acc: 0.7839, loss_cls: 1.8890, loss: 1.8890, grad_norm: 2.8330 2020-08-09 17:58:02,696 - mmaction - INFO - Epoch [11][860/1253] lr: 4.000e-02, eta: 12:50:06, time: 0.686, data_time: 0.007, memory: 6189, top1_acc: 0.5594, top5_acc: 0.7956, loss_cls: 1.8202, loss: 1.8202, grad_norm: 2.8975 2020-08-09 17:58:15,761 - mmaction - INFO - Epoch [11][880/1253] lr: 4.000e-02, eta: 12:49:26, time: 0.650, data_time: 0.005, memory: 6189, top1_acc: 0.5557, top5_acc: 0.7927, loss_cls: 1.8522, loss: 1.8522, grad_norm: 3.0311 2020-08-09 17:58:29,918 - mmaction - INFO - Epoch [11][900/1253] lr: 4.000e-02, eta: 12:48:51, time: 0.710, data_time: 0.007, memory: 6189, top1_acc: 0.5628, top5_acc: 0.7979, loss_cls: 1.8257, loss: 1.8257, grad_norm: 2.8935 2020-08-09 17:58:43,945 - mmaction - INFO - Epoch [11][920/1253] lr: 4.000e-02, eta: 12:48:15, time: 0.700, data_time: 0.007, memory: 6189, top1_acc: 0.5690, top5_acc: 0.8026, loss_cls: 1.8005, loss: 1.8005, grad_norm: 2.9060 2020-08-09 17:58:57,975 - mmaction - INFO - Epoch [11][940/1253] lr: 4.000e-02, eta: 12:47:39, time: 0.703, data_time: 0.005, memory: 6189, top1_acc: 0.5409, top5_acc: 0.7859, loss_cls: 1.9088, loss: 1.9088, grad_norm: 2.9797 2020-08-09 17:59:12,549 - mmaction - INFO - Epoch [11][960/1253] lr: 4.000e-02, eta: 12:47:05, time: 0.728, data_time: 0.006, memory: 6189, top1_acc: 0.5576, top5_acc: 0.7849, loss_cls: 1.8936, loss: 1.8936, grad_norm: 2.8194 2020-08-09 17:59:25,749 - mmaction - INFO - Epoch [11][980/1253] lr: 4.000e-02, eta: 12:46:26, time: 0.661, data_time: 0.005, memory: 6189, top1_acc: 0.5648, top5_acc: 0.7956, loss_cls: 1.8312, loss: 1.8312, grad_norm: 2.8575 2020-08-09 17:59:40,158 - mmaction - INFO - Epoch [11][1000/1253] lr: 4.000e-02, eta: 12:45:52, time: 0.719, data_time: 0.006, memory: 6189, top1_acc: 0.5484, top5_acc: 0.7945, loss_cls: 1.8711, loss: 1.8711, grad_norm: 2.9328 2020-08-09 17:59:54,050 - mmaction - INFO - Epoch [11][1020/1253] lr: 4.000e-02, eta: 12:45:16, time: 0.697, data_time: 0.006, memory: 6189, top1_acc: 0.5518, top5_acc: 0.7885, loss_cls: 1.8832, loss: 1.8832, grad_norm: 2.9481 2020-08-09 18:00:34,414 - mmaction - INFO - Epoch [11][1040/1253] lr: 4.000e-02, eta: 12:46:14, time: 2.000, data_time: 0.007, memory: 6189, top1_acc: 0.5583, top5_acc: 0.7815, loss_cls: 1.8699, loss: 1.8699, grad_norm: 2.9208 2020-08-09 18:00:47,034 - mmaction - INFO - Epoch [11][1060/1253] lr: 4.000e-02, eta: 12:45:35, time: 0.649, data_time: 0.026, memory: 6189, top1_acc: 0.5401, top5_acc: 0.7802, loss_cls: 1.9116, loss: 1.9116, grad_norm: 2.8671 2020-08-09 18:00:59,689 - mmaction - INFO - Epoch [11][1080/1253] lr: 4.000e-02, eta: 12:44:54, time: 0.630, data_time: 0.006, memory: 6189, top1_acc: 0.5659, top5_acc: 0.8026, loss_cls: 1.8324, loss: 1.8324, grad_norm: 2.8597 2020-08-09 18:01:12,334 - mmaction - INFO - Epoch [11][1100/1253] lr: 4.000e-02, eta: 12:44:13, time: 0.634, data_time: 0.005, memory: 6189, top1_acc: 0.5469, top5_acc: 0.7734, loss_cls: 1.9380, loss: 1.9380, grad_norm: 2.9004 2020-08-09 18:01:26,390 - mmaction - INFO - Epoch [11][1120/1253] lr: 4.000e-02, eta: 12:43:38, time: 0.701, data_time: 0.006, memory: 6189, top1_acc: 0.5596, top5_acc: 0.7940, loss_cls: 1.8379, loss: 1.8379, grad_norm: 2.8765 2020-08-09 18:01:40,500 - mmaction - INFO - Epoch [11][1140/1253] lr: 4.000e-02, eta: 12:43:03, time: 0.707, data_time: 0.006, memory: 6189, top1_acc: 0.5474, top5_acc: 0.7888, loss_cls: 1.8962, loss: 1.8962, grad_norm: 2.9685 2020-08-09 18:01:54,548 - mmaction - INFO - Epoch [11][1160/1253] lr: 4.000e-02, eta: 12:42:28, time: 0.703, data_time: 0.003, memory: 6189, top1_acc: 0.5651, top5_acc: 0.7875, loss_cls: 1.8323, loss: 1.8323, grad_norm: 2.8775 2020-08-09 18:02:07,440 - mmaction - INFO - Epoch [11][1180/1253] lr: 4.000e-02, eta: 12:41:48, time: 0.642, data_time: 0.005, memory: 6189, top1_acc: 0.5628, top5_acc: 0.7927, loss_cls: 1.8174, loss: 1.8174, grad_norm: 2.8896 2020-08-09 18:02:21,665 - mmaction - INFO - Epoch [11][1200/1253] lr: 4.000e-02, eta: 12:41:14, time: 0.712, data_time: 0.006, memory: 6189, top1_acc: 0.5484, top5_acc: 0.7844, loss_cls: 1.8977, loss: 1.8977, grad_norm: 2.9414 2020-08-09 18:02:35,765 - mmaction - INFO - Epoch [11][1220/1253] lr: 4.000e-02, eta: 12:40:39, time: 0.705, data_time: 0.003, memory: 6189, top1_acc: 0.5510, top5_acc: 0.7953, loss_cls: 1.8600, loss: 1.8600, grad_norm: 2.9096 2020-08-09 18:02:49,860 - mmaction - INFO - Epoch [11][1240/1253] lr: 4.000e-02, eta: 12:40:04, time: 0.703, data_time: 0.005, memory: 6189, top1_acc: 0.5576, top5_acc: 0.7867, loss_cls: 1.8487, loss: 1.8487, grad_norm: 2.8529 2020-08-09 18:03:12,611 - mmaction - INFO - Saving checkpoint at 11 epochs 2020-08-09 18:09:09,730 - mmaction - INFO - Epoch [12][20/1253] lr: 4.000e-02, eta: 12:58:42, time: 17.771, data_time: 16.903, memory: 6189, top1_acc: 0.5612, top5_acc: 0.7938, loss_cls: 1.8247, loss: 1.8247, grad_norm: 2.9108 2020-08-09 18:09:22,271 - mmaction - INFO - Epoch [12][40/1253] lr: 4.000e-02, eta: 12:57:59, time: 0.630, data_time: 0.012, memory: 6189, top1_acc: 0.5706, top5_acc: 0.7964, loss_cls: 1.8068, loss: 1.8068, grad_norm: 2.8814 2020-08-09 18:09:34,710 - mmaction - INFO - Epoch [12][60/1253] lr: 4.000e-02, eta: 12:57:17, time: 0.624, data_time: 0.006, memory: 6189, top1_acc: 0.5773, top5_acc: 0.7953, loss_cls: 1.8003, loss: 1.8003, grad_norm: 2.9090 2020-08-09 18:09:47,424 - mmaction - INFO - Epoch [12][80/1253] lr: 4.000e-02, eta: 12:56:35, time: 0.635, data_time: 0.005, memory: 6189, top1_acc: 0.5685, top5_acc: 0.7914, loss_cls: 1.8288, loss: 1.8288, grad_norm: 2.8973 2020-08-09 18:09:59,876 - mmaction - INFO - Epoch [12][100/1253] lr: 4.000e-02, eta: 12:55:53, time: 0.622, data_time: 0.003, memory: 6189, top1_acc: 0.5727, top5_acc: 0.8052, loss_cls: 1.7726, loss: 1.7726, grad_norm: 2.8603 2020-08-09 18:10:12,738 - mmaction - INFO - Epoch [12][120/1253] lr: 4.000e-02, eta: 12:55:12, time: 0.641, data_time: 0.006, memory: 6189, top1_acc: 0.5716, top5_acc: 0.8065, loss_cls: 1.7536, loss: 1.7536, grad_norm: 2.8780 2020-08-09 18:10:25,289 - mmaction - INFO - Epoch [12][140/1253] lr: 4.000e-02, eta: 12:54:30, time: 0.631, data_time: 0.006, memory: 6189, top1_acc: 0.5581, top5_acc: 0.7971, loss_cls: 1.8407, loss: 1.8407, grad_norm: 2.9030 2020-08-09 18:10:38,035 - mmaction - INFO - Epoch [12][160/1253] lr: 4.000e-02, eta: 12:53:49, time: 0.634, data_time: 0.005, memory: 6189, top1_acc: 0.5596, top5_acc: 0.7958, loss_cls: 1.8138, loss: 1.8138, grad_norm: 2.8689 2020-08-09 18:10:50,676 - mmaction - INFO - Epoch [12][180/1253] lr: 4.000e-02, eta: 12:53:07, time: 0.635, data_time: 0.008, memory: 6189, top1_acc: 0.5490, top5_acc: 0.7964, loss_cls: 1.8254, loss: 1.8254, grad_norm: 2.9707 2020-08-09 18:11:03,300 - mmaction - INFO - Epoch [12][200/1253] lr: 4.000e-02, eta: 12:52:26, time: 0.628, data_time: 0.005, memory: 6189, top1_acc: 0.5651, top5_acc: 0.7987, loss_cls: 1.8088, loss: 1.8088, grad_norm: 2.9096 2020-08-09 18:11:15,853 - mmaction - INFO - Epoch [12][220/1253] lr: 4.000e-02, eta: 12:51:44, time: 0.630, data_time: 0.007, memory: 6189, top1_acc: 0.5732, top5_acc: 0.7992, loss_cls: 1.8216, loss: 1.8216, grad_norm: 2.9287 2020-08-09 18:11:28,664 - mmaction - INFO - Epoch [12][240/1253] lr: 4.000e-02, eta: 12:51:04, time: 0.639, data_time: 0.006, memory: 6189, top1_acc: 0.5549, top5_acc: 0.7883, loss_cls: 1.8400, loss: 1.8400, grad_norm: 2.9360 2020-08-09 18:11:41,951 - mmaction - INFO - Epoch [12][260/1253] lr: 4.000e-02, eta: 12:50:25, time: 0.665, data_time: 0.005, memory: 6189, top1_acc: 0.5542, top5_acc: 0.7880, loss_cls: 1.8870, loss: 1.8870, grad_norm: 2.8903 2020-08-09 18:11:54,820 - mmaction - INFO - Epoch [12][280/1253] lr: 4.000e-02, eta: 12:49:44, time: 0.641, data_time: 0.007, memory: 6189, top1_acc: 0.5651, top5_acc: 0.7956, loss_cls: 1.8069, loss: 1.8069, grad_norm: 2.9230 2020-08-09 18:12:07,518 - mmaction - INFO - Epoch [12][300/1253] lr: 4.000e-02, eta: 12:49:04, time: 0.638, data_time: 0.007, memory: 6189, top1_acc: 0.5555, top5_acc: 0.7820, loss_cls: 1.8664, loss: 1.8664, grad_norm: 2.9277 2020-08-09 18:12:20,391 - mmaction - INFO - Epoch [12][320/1253] lr: 4.000e-02, eta: 12:48:24, time: 0.644, data_time: 0.005, memory: 6189, top1_acc: 0.5609, top5_acc: 0.7911, loss_cls: 1.8254, loss: 1.8254, grad_norm: 2.8838 2020-08-09 18:12:32,975 - mmaction - INFO - Epoch [12][340/1253] lr: 4.000e-02, eta: 12:47:43, time: 0.629, data_time: 0.004, memory: 6189, top1_acc: 0.5591, top5_acc: 0.7953, loss_cls: 1.8297, loss: 1.8297, grad_norm: 2.9495 2020-08-09 18:12:46,134 - mmaction - INFO - Epoch [12][360/1253] lr: 4.000e-02, eta: 12:47:04, time: 0.659, data_time: 0.006, memory: 6189, top1_acc: 0.5542, top5_acc: 0.7948, loss_cls: 1.8273, loss: 1.8273, grad_norm: 2.9080 2020-08-09 18:12:59,645 - mmaction - INFO - Epoch [12][380/1253] lr: 4.000e-02, eta: 12:46:26, time: 0.675, data_time: 0.003, memory: 6189, top1_acc: 0.5620, top5_acc: 0.7922, loss_cls: 1.8554, loss: 1.8554, grad_norm: 2.9163 2020-08-09 18:13:12,380 - mmaction - INFO - Epoch [12][400/1253] lr: 4.000e-02, eta: 12:45:45, time: 0.635, data_time: 0.005, memory: 6189, top1_acc: 0.5672, top5_acc: 0.8013, loss_cls: 1.8085, loss: 1.8085, grad_norm: 2.8788 2020-08-09 18:13:26,744 - mmaction - INFO - Epoch [12][420/1253] lr: 4.000e-02, eta: 12:45:11, time: 0.720, data_time: 0.005, memory: 6189, top1_acc: 0.5646, top5_acc: 0.8065, loss_cls: 1.7933, loss: 1.7933, grad_norm: 3.0190 2020-08-09 18:13:39,649 - mmaction - INFO - Epoch [12][440/1253] lr: 4.000e-02, eta: 12:44:31, time: 0.641, data_time: 0.005, memory: 6189, top1_acc: 0.5492, top5_acc: 0.7833, loss_cls: 1.8886, loss: 1.8886, grad_norm: 3.0533 2020-08-09 18:13:52,994 - mmaction - INFO - Epoch [12][460/1253] lr: 4.000e-02, eta: 12:43:53, time: 0.671, data_time: 0.008, memory: 6189, top1_acc: 0.5466, top5_acc: 0.7807, loss_cls: 1.9020, loss: 1.9020, grad_norm: 2.9176 2020-08-09 18:14:05,938 - mmaction - INFO - Epoch [12][480/1253] lr: 4.000e-02, eta: 12:43:14, time: 0.644, data_time: 0.005, memory: 6189, top1_acc: 0.5557, top5_acc: 0.7953, loss_cls: 1.8311, loss: 1.8311, grad_norm: 2.9818 2020-08-09 18:14:20,880 - mmaction - INFO - Epoch [12][500/1253] lr: 4.000e-02, eta: 12:42:42, time: 0.750, data_time: 0.007, memory: 6189, top1_acc: 0.5651, top5_acc: 0.7898, loss_cls: 1.8527, loss: 1.8527, grad_norm: 2.9711 2020-08-09 18:14:34,337 - mmaction - INFO - Epoch [12][520/1253] lr: 4.000e-02, eta: 12:42:04, time: 0.673, data_time: 0.005, memory: 6189, top1_acc: 0.5633, top5_acc: 0.7951, loss_cls: 1.8240, loss: 1.8240, grad_norm: 2.9295 2020-08-09 18:14:48,055 - mmaction - INFO - Epoch [12][540/1253] lr: 4.000e-02, eta: 12:41:28, time: 0.685, data_time: 0.003, memory: 6189, top1_acc: 0.5526, top5_acc: 0.7831, loss_cls: 1.8890, loss: 1.8890, grad_norm: 2.8891 2020-08-09 18:15:02,138 - mmaction - INFO - Epoch [12][560/1253] lr: 4.000e-02, eta: 12:40:53, time: 0.704, data_time: 0.005, memory: 6189, top1_acc: 0.5573, top5_acc: 0.7904, loss_cls: 1.8726, loss: 1.8726, grad_norm: 2.8902 2020-08-09 18:15:15,382 - mmaction - INFO - Epoch [12][580/1253] lr: 4.000e-02, eta: 12:40:15, time: 0.662, data_time: 0.004, memory: 6189, top1_acc: 0.5646, top5_acc: 0.7964, loss_cls: 1.8519, loss: 1.8519, grad_norm: 2.8700 2020-08-09 18:15:29,342 - mmaction - INFO - Epoch [12][600/1253] lr: 4.000e-02, eta: 12:39:39, time: 0.697, data_time: 0.007, memory: 6189, top1_acc: 0.5469, top5_acc: 0.7935, loss_cls: 1.8769, loss: 1.8769, grad_norm: 2.8974 2020-08-09 18:15:42,073 - mmaction - INFO - Epoch [12][620/1253] lr: 4.000e-02, eta: 12:39:00, time: 0.639, data_time: 0.006, memory: 6189, top1_acc: 0.5674, top5_acc: 0.8005, loss_cls: 1.8030, loss: 1.8030, grad_norm: 2.9220 2020-08-09 18:15:55,439 - mmaction - INFO - Epoch [12][640/1253] lr: 4.000e-02, eta: 12:38:22, time: 0.665, data_time: 0.005, memory: 6189, top1_acc: 0.5628, top5_acc: 0.7984, loss_cls: 1.8229, loss: 1.8229, grad_norm: 2.9049 2020-08-09 18:16:09,245 - mmaction - INFO - Epoch [12][660/1253] lr: 4.000e-02, eta: 12:37:47, time: 0.693, data_time: 0.007, memory: 6189, top1_acc: 0.5648, top5_acc: 0.7940, loss_cls: 1.8423, loss: 1.8423, grad_norm: 2.9287 2020-08-09 18:16:22,469 - mmaction - INFO - Epoch [12][680/1253] lr: 4.000e-02, eta: 12:37:09, time: 0.659, data_time: 0.006, memory: 6189, top1_acc: 0.5703, top5_acc: 0.7904, loss_cls: 1.7948, loss: 1.7948, grad_norm: 2.8273 2020-08-09 18:16:36,167 - mmaction - INFO - Epoch [12][700/1253] lr: 4.000e-02, eta: 12:36:33, time: 0.688, data_time: 0.006, memory: 6189, top1_acc: 0.5695, top5_acc: 0.7982, loss_cls: 1.8186, loss: 1.8186, grad_norm: 2.8465 2020-08-09 18:16:50,326 - mmaction - INFO - Epoch [12][720/1253] lr: 4.000e-02, eta: 12:35:59, time: 0.705, data_time: 0.004, memory: 6189, top1_acc: 0.5544, top5_acc: 0.7898, loss_cls: 1.8622, loss: 1.8622, grad_norm: 2.9592 2020-08-09 18:17:03,935 - mmaction - INFO - Epoch [12][740/1253] lr: 4.000e-02, eta: 12:35:23, time: 0.683, data_time: 0.007, memory: 6189, top1_acc: 0.5714, top5_acc: 0.8034, loss_cls: 1.7942, loss: 1.7942, grad_norm: 2.9452 2020-08-09 18:17:17,087 - mmaction - INFO - Epoch [12][760/1253] lr: 4.000e-02, eta: 12:34:45, time: 0.656, data_time: 0.005, memory: 6189, top1_acc: 0.5617, top5_acc: 0.7904, loss_cls: 1.8379, loss: 1.8379, grad_norm: 2.8822 2020-08-09 18:17:30,177 - mmaction - INFO - Epoch [12][780/1253] lr: 4.000e-02, eta: 12:34:07, time: 0.656, data_time: 0.005, memory: 6189, top1_acc: 0.5763, top5_acc: 0.8089, loss_cls: 1.7721, loss: 1.7721, grad_norm: 2.8519 2020-08-09 18:17:45,330 - mmaction - INFO - Epoch [12][800/1253] lr: 4.000e-02, eta: 12:33:36, time: 0.756, data_time: 0.005, memory: 6189, top1_acc: 0.5521, top5_acc: 0.7906, loss_cls: 1.8636, loss: 1.8636, grad_norm: 2.9811 2020-08-09 18:17:59,196 - mmaction - INFO - Epoch [12][820/1253] lr: 4.000e-02, eta: 12:33:01, time: 0.695, data_time: 0.006, memory: 6189, top1_acc: 0.5565, top5_acc: 0.8036, loss_cls: 1.8265, loss: 1.8265, grad_norm: 3.0159 2020-08-09 18:18:12,727 - mmaction - INFO - Epoch [12][840/1253] lr: 4.000e-02, eta: 12:32:25, time: 0.675, data_time: 0.005, memory: 6189, top1_acc: 0.5576, top5_acc: 0.7935, loss_cls: 1.8625, loss: 1.8625, grad_norm: 2.9433 2020-08-09 18:18:26,150 - mmaction - INFO - Epoch [12][860/1253] lr: 4.000e-02, eta: 12:31:49, time: 0.673, data_time: 0.006, memory: 6189, top1_acc: 0.5529, top5_acc: 0.7885, loss_cls: 1.8584, loss: 1.8584, grad_norm: 2.8790 2020-08-09 18:18:39,418 - mmaction - INFO - Epoch [12][880/1253] lr: 4.000e-02, eta: 12:31:12, time: 0.661, data_time: 0.005, memory: 6189, top1_acc: 0.5526, top5_acc: 0.7820, loss_cls: 1.8698, loss: 1.8698, grad_norm: 2.8636 2020-08-09 18:18:53,111 - mmaction - INFO - Epoch [12][900/1253] lr: 4.000e-02, eta: 12:30:36, time: 0.686, data_time: 0.007, memory: 6189, top1_acc: 0.5654, top5_acc: 0.7906, loss_cls: 1.8548, loss: 1.8548, grad_norm: 2.8471 2020-08-09 18:19:07,347 - mmaction - INFO - Epoch [12][920/1253] lr: 4.000e-02, eta: 12:30:03, time: 0.711, data_time: 0.007, memory: 6189, top1_acc: 0.5607, top5_acc: 0.7930, loss_cls: 1.8644, loss: 1.8644, grad_norm: 2.9123 2020-08-09 18:19:20,962 - mmaction - INFO - Epoch [12][940/1253] lr: 4.000e-02, eta: 12:29:27, time: 0.682, data_time: 0.004, memory: 6189, top1_acc: 0.5456, top5_acc: 0.7831, loss_cls: 1.9146, loss: 1.9146, grad_norm: 2.9496 2020-08-09 18:19:34,603 - mmaction - INFO - Epoch [12][960/1253] lr: 4.000e-02, eta: 12:28:52, time: 0.682, data_time: 0.006, memory: 6189, top1_acc: 0.5602, top5_acc: 0.7904, loss_cls: 1.8661, loss: 1.8661, grad_norm: 2.8443 2020-08-09 18:19:47,502 - mmaction - INFO - Epoch [12][980/1253] lr: 4.000e-02, eta: 12:28:14, time: 0.645, data_time: 0.004, memory: 6189, top1_acc: 0.5617, top5_acc: 0.7935, loss_cls: 1.8404, loss: 1.8404, grad_norm: 2.9327 2020-08-09 18:20:01,044 - mmaction - INFO - Epoch [12][1000/1253] lr: 4.000e-02, eta: 12:27:38, time: 0.674, data_time: 0.005, memory: 6189, top1_acc: 0.5531, top5_acc: 0.7831, loss_cls: 1.8834, loss: 1.8834, grad_norm: 2.9599 2020-08-09 18:20:14,996 - mmaction - INFO - Epoch [12][1020/1253] lr: 4.000e-02, eta: 12:27:04, time: 0.701, data_time: 0.007, memory: 6189, top1_acc: 0.5438, top5_acc: 0.7813, loss_cls: 1.9107, loss: 1.9107, grad_norm: 2.9420 2020-08-09 18:20:28,162 - mmaction - INFO - Epoch [12][1040/1253] lr: 4.000e-02, eta: 12:26:27, time: 0.658, data_time: 0.006, memory: 6189, top1_acc: 0.5552, top5_acc: 0.7878, loss_cls: 1.8798, loss: 1.8798, grad_norm: 2.8405 2020-08-09 18:20:41,984 - mmaction - INFO - Epoch [12][1060/1253] lr: 4.000e-02, eta: 12:25:53, time: 0.692, data_time: 0.004, memory: 6189, top1_acc: 0.5708, top5_acc: 0.7906, loss_cls: 1.8282, loss: 1.8282, grad_norm: 2.8835 2020-08-09 18:20:56,260 - mmaction - INFO - Epoch [12][1080/1253] lr: 4.000e-02, eta: 12:25:20, time: 0.714, data_time: 0.003, memory: 6189, top1_acc: 0.5630, top5_acc: 0.8078, loss_cls: 1.7916, loss: 1.7916, grad_norm: 2.9449 2020-08-09 18:21:09,002 - mmaction - INFO - Epoch [12][1100/1253] lr: 4.000e-02, eta: 12:24:42, time: 0.634, data_time: 0.005, memory: 6189, top1_acc: 0.5609, top5_acc: 0.8060, loss_cls: 1.8355, loss: 1.8355, grad_norm: 2.9414 2020-08-09 18:21:22,218 - mmaction - INFO - Epoch [12][1120/1253] lr: 4.000e-02, eta: 12:24:06, time: 0.664, data_time: 0.007, memory: 6189, top1_acc: 0.5557, top5_acc: 0.7909, loss_cls: 1.8709, loss: 1.8709, grad_norm: 2.8902 2020-08-09 18:21:35,877 - mmaction - INFO - Epoch [12][1140/1253] lr: 4.000e-02, eta: 12:23:31, time: 0.682, data_time: 0.005, memory: 6189, top1_acc: 0.5591, top5_acc: 0.7885, loss_cls: 1.8531, loss: 1.8531, grad_norm: 2.8484 2020-08-09 18:21:50,291 - mmaction - INFO - Epoch [12][1160/1253] lr: 4.000e-02, eta: 12:22:58, time: 0.722, data_time: 0.003, memory: 6189, top1_acc: 0.5617, top5_acc: 0.7956, loss_cls: 1.8416, loss: 1.8416, grad_norm: 2.9235 2020-08-09 18:22:03,974 - mmaction - INFO - Epoch [12][1180/1253] lr: 4.000e-02, eta: 12:22:24, time: 0.684, data_time: 0.002, memory: 6189, top1_acc: 0.5529, top5_acc: 0.7977, loss_cls: 1.8538, loss: 1.8538, grad_norm: 2.9201 2020-08-09 18:22:17,073 - mmaction - INFO - Epoch [12][1200/1253] lr: 4.000e-02, eta: 12:21:47, time: 0.655, data_time: 0.007, memory: 6189, top1_acc: 0.5581, top5_acc: 0.7859, loss_cls: 1.8989, loss: 1.8989, grad_norm: 2.9271 2020-08-09 18:22:31,651 - mmaction - INFO - Epoch [12][1220/1253] lr: 4.000e-02, eta: 12:21:16, time: 0.729, data_time: 0.002, memory: 6189, top1_acc: 0.5445, top5_acc: 0.7846, loss_cls: 1.8945, loss: 1.8945, grad_norm: 2.8973 2020-08-09 18:22:45,345 - mmaction - INFO - Epoch [12][1240/1253] lr: 4.000e-02, eta: 12:20:41, time: 0.685, data_time: 0.005, memory: 6189, top1_acc: 0.5747, top5_acc: 0.8047, loss_cls: 1.7845, loss: 1.7845, grad_norm: 2.8718 2020-08-09 18:23:05,534 - mmaction - INFO - Saving checkpoint at 12 epochs 2020-08-09 18:29:16,891 - mmaction - INFO - Epoch [13][20/1253] lr: 4.000e-02, eta: 12:37:59, time: 18.443, data_time: 16.774, memory: 6189, top1_acc: 0.5529, top5_acc: 0.7977, loss_cls: 1.7999, loss: 1.7999, grad_norm: 2.8963 2020-08-09 18:29:29,538 - mmaction - INFO - Epoch [13][40/1253] lr: 4.000e-02, eta: 12:37:20, time: 0.634, data_time: 0.012, memory: 6189, top1_acc: 0.5734, top5_acc: 0.8039, loss_cls: 1.7806, loss: 1.7806, grad_norm: 2.8616 2020-08-09 18:29:42,098 - mmaction - INFO - Epoch [13][60/1253] lr: 4.000e-02, eta: 12:36:40, time: 0.631, data_time: 0.007, memory: 6189, top1_acc: 0.5693, top5_acc: 0.7927, loss_cls: 1.8449, loss: 1.8449, grad_norm: 2.9132 2020-08-09 18:29:54,669 - mmaction - INFO - Epoch [13][80/1253] lr: 4.000e-02, eta: 12:36:00, time: 0.627, data_time: 0.005, memory: 6189, top1_acc: 0.5698, top5_acc: 0.7992, loss_cls: 1.7932, loss: 1.7932, grad_norm: 2.8622 2020-08-09 18:30:07,528 - mmaction - INFO - Epoch [13][100/1253] lr: 4.000e-02, eta: 12:35:22, time: 0.646, data_time: 0.006, memory: 6189, top1_acc: 0.5638, top5_acc: 0.7865, loss_cls: 1.8466, loss: 1.8466, grad_norm: 2.9629 2020-08-09 18:30:20,159 - mmaction - INFO - Epoch [13][120/1253] lr: 4.000e-02, eta: 12:34:43, time: 0.629, data_time: 0.006, memory: 6189, top1_acc: 0.5805, top5_acc: 0.8143, loss_cls: 1.7262, loss: 1.7262, grad_norm: 2.9326 2020-08-09 18:30:32,658 - mmaction - INFO - Epoch [13][140/1253] lr: 4.000e-02, eta: 12:34:03, time: 0.627, data_time: 0.006, memory: 6189, top1_acc: 0.5760, top5_acc: 0.8070, loss_cls: 1.7484, loss: 1.7484, grad_norm: 2.8309 2020-08-09 18:30:45,340 - mmaction - INFO - Epoch [13][160/1253] lr: 4.000e-02, eta: 12:33:24, time: 0.631, data_time: 0.005, memory: 6189, top1_acc: 0.5646, top5_acc: 0.7901, loss_cls: 1.8193, loss: 1.8193, grad_norm: 2.8830 2020-08-09 18:30:57,888 - mmaction - INFO - Epoch [13][180/1253] lr: 4.000e-02, eta: 12:32:45, time: 0.630, data_time: 0.006, memory: 6189, top1_acc: 0.5831, top5_acc: 0.8141, loss_cls: 1.7332, loss: 1.7332, grad_norm: 2.8969 2020-08-09 18:31:10,634 - mmaction - INFO - Epoch [13][200/1253] lr: 4.000e-02, eta: 12:32:06, time: 0.633, data_time: 0.005, memory: 6189, top1_acc: 0.5776, top5_acc: 0.8065, loss_cls: 1.7678, loss: 1.7678, grad_norm: 2.9114 2020-08-09 18:31:23,239 - mmaction - INFO - Epoch [13][220/1253] lr: 4.000e-02, eta: 12:31:27, time: 0.634, data_time: 0.008, memory: 6189, top1_acc: 0.5805, top5_acc: 0.8031, loss_cls: 1.7703, loss: 1.7703, grad_norm: 2.8796 2020-08-09 18:31:36,120 - mmaction - INFO - Epoch [13][240/1253] lr: 4.000e-02, eta: 12:30:49, time: 0.642, data_time: 0.006, memory: 6189, top1_acc: 0.5648, top5_acc: 0.7990, loss_cls: 1.8416, loss: 1.8416, grad_norm: 3.0460 2020-08-09 18:31:48,839 - mmaction - INFO - Epoch [13][260/1253] lr: 4.000e-02, eta: 12:30:10, time: 0.637, data_time: 0.004, memory: 6189, top1_acc: 0.5500, top5_acc: 0.8018, loss_cls: 1.8420, loss: 1.8420, grad_norm: 2.9596 2020-08-09 18:32:03,041 - mmaction - INFO - Epoch [13][280/1253] lr: 4.000e-02, eta: 12:29:37, time: 0.710, data_time: 0.008, memory: 6189, top1_acc: 0.5737, top5_acc: 0.7977, loss_cls: 1.8125, loss: 1.8125, grad_norm: 2.8327 2020-08-09 18:32:15,869 - mmaction - INFO - Epoch [13][300/1253] lr: 4.000e-02, eta: 12:28:59, time: 0.643, data_time: 0.005, memory: 6189, top1_acc: 0.5615, top5_acc: 0.7820, loss_cls: 1.8520, loss: 1.8520, grad_norm: 2.8722 2020-08-09 18:32:28,960 - mmaction - INFO - Epoch [13][320/1253] lr: 4.000e-02, eta: 12:28:21, time: 0.652, data_time: 0.007, memory: 6189, top1_acc: 0.5742, top5_acc: 0.8047, loss_cls: 1.8057, loss: 1.8057, grad_norm: 2.8885 2020-08-09 18:32:42,639 - mmaction - INFO - Epoch [13][340/1253] lr: 4.000e-02, eta: 12:27:46, time: 0.686, data_time: 0.005, memory: 6189, top1_acc: 0.5641, top5_acc: 0.7997, loss_cls: 1.7972, loss: 1.7972, grad_norm: 2.9389 2020-08-09 18:32:56,019 - mmaction - INFO - Epoch [13][360/1253] lr: 4.000e-02, eta: 12:27:10, time: 0.668, data_time: 0.006, memory: 6189, top1_acc: 0.5724, top5_acc: 0.8023, loss_cls: 1.7697, loss: 1.7697, grad_norm: 2.9000 2020-08-09 18:33:09,146 - mmaction - INFO - Epoch [13][380/1253] lr: 4.000e-02, eta: 12:26:33, time: 0.658, data_time: 0.005, memory: 6189, top1_acc: 0.5596, top5_acc: 0.7937, loss_cls: 1.8330, loss: 1.8330, grad_norm: 2.9539 2020-08-09 18:33:22,273 - mmaction - INFO - Epoch [13][400/1253] lr: 4.000e-02, eta: 12:25:56, time: 0.653, data_time: 0.005, memory: 6189, top1_acc: 0.5591, top5_acc: 0.7919, loss_cls: 1.8599, loss: 1.8599, grad_norm: 2.8980 2020-08-09 18:33:35,199 - mmaction - INFO - Epoch [13][420/1253] lr: 4.000e-02, eta: 12:25:19, time: 0.649, data_time: 0.007, memory: 6189, top1_acc: 0.5602, top5_acc: 0.7820, loss_cls: 1.8783, loss: 1.8783, grad_norm: 2.8748 2020-08-09 18:33:48,250 - mmaction - INFO - Epoch [13][440/1253] lr: 4.000e-02, eta: 12:24:42, time: 0.653, data_time: 0.005, memory: 6189, top1_acc: 0.5690, top5_acc: 0.7948, loss_cls: 1.8279, loss: 1.8279, grad_norm: 2.9618 2020-08-09 18:34:01,238 - mmaction - INFO - Epoch [13][460/1253] lr: 4.000e-02, eta: 12:24:05, time: 0.649, data_time: 0.003, memory: 6189, top1_acc: 0.5602, top5_acc: 0.7859, loss_cls: 1.8413, loss: 1.8413, grad_norm: 2.9622 2020-08-09 18:34:14,957 - mmaction - INFO - Epoch [13][480/1253] lr: 4.000e-02, eta: 12:23:30, time: 0.687, data_time: 0.006, memory: 6189, top1_acc: 0.5625, top5_acc: 0.7953, loss_cls: 1.8115, loss: 1.8115, grad_norm: 2.8716 2020-08-09 18:34:27,645 - mmaction - INFO - Epoch [13][500/1253] lr: 4.000e-02, eta: 12:22:52, time: 0.634, data_time: 0.003, memory: 6189, top1_acc: 0.5549, top5_acc: 0.7919, loss_cls: 1.8618, loss: 1.8618, grad_norm: 2.9335 2020-08-09 18:34:41,714 - mmaction - INFO - Epoch [13][520/1253] lr: 4.000e-02, eta: 12:22:18, time: 0.702, data_time: 0.005, memory: 6189, top1_acc: 0.5607, top5_acc: 0.8010, loss_cls: 1.7939, loss: 1.7939, grad_norm: 2.9231 2020-08-09 18:34:54,688 - mmaction - INFO - Epoch [13][540/1253] lr: 4.000e-02, eta: 12:21:42, time: 0.651, data_time: 0.006, memory: 6189, top1_acc: 0.5732, top5_acc: 0.8065, loss_cls: 1.7825, loss: 1.7825, grad_norm: 2.9289 2020-08-09 18:35:07,783 - mmaction - INFO - Epoch [13][560/1253] lr: 4.000e-02, eta: 12:21:05, time: 0.652, data_time: 0.005, memory: 6189, top1_acc: 0.5560, top5_acc: 0.7956, loss_cls: 1.8134, loss: 1.8134, grad_norm: 2.9352 2020-08-09 18:35:21,224 - mmaction - INFO - Epoch [13][580/1253] lr: 4.000e-02, eta: 12:20:30, time: 0.675, data_time: 0.006, memory: 6189, top1_acc: 0.5643, top5_acc: 0.7909, loss_cls: 1.8372, loss: 1.8372, grad_norm: 2.8974 2020-08-09 18:35:34,282 - mmaction - INFO - Epoch [13][600/1253] lr: 4.000e-02, eta: 12:19:53, time: 0.650, data_time: 0.005, memory: 6189, top1_acc: 0.5599, top5_acc: 0.8029, loss_cls: 1.8180, loss: 1.8180, grad_norm: 2.9299 2020-08-09 18:35:48,481 - mmaction - INFO - Epoch [13][620/1253] lr: 4.000e-02, eta: 12:19:20, time: 0.713, data_time: 0.007, memory: 6189, top1_acc: 0.5477, top5_acc: 0.7852, loss_cls: 1.8968, loss: 1.8968, grad_norm: 2.8927 2020-08-09 18:36:01,293 - mmaction - INFO - Epoch [13][640/1253] lr: 4.000e-02, eta: 12:18:43, time: 0.639, data_time: 0.006, memory: 6189, top1_acc: 0.5742, top5_acc: 0.7958, loss_cls: 1.8004, loss: 1.8004, grad_norm: 2.8445 2020-08-09 18:36:15,282 - mmaction - INFO - Epoch [13][660/1253] lr: 4.000e-02, eta: 12:18:10, time: 0.702, data_time: 0.006, memory: 6189, top1_acc: 0.5615, top5_acc: 0.7984, loss_cls: 1.8422, loss: 1.8422, grad_norm: 2.9548 2020-08-09 18:36:28,874 - mmaction - INFO - Epoch [13][680/1253] lr: 4.000e-02, eta: 12:17:35, time: 0.679, data_time: 0.005, memory: 6189, top1_acc: 0.5695, top5_acc: 0.7849, loss_cls: 1.8599, loss: 1.8599, grad_norm: 2.9267 2020-08-09 18:36:41,515 - mmaction - INFO - Epoch [13][700/1253] lr: 4.000e-02, eta: 12:16:58, time: 0.632, data_time: 0.004, memory: 6189, top1_acc: 0.5591, top5_acc: 0.7995, loss_cls: 1.8296, loss: 1.8296, grad_norm: 2.8676 2020-08-09 18:36:55,878 - mmaction - INFO - Epoch [13][720/1253] lr: 4.000e-02, eta: 12:16:26, time: 0.717, data_time: 0.005, memory: 6189, top1_acc: 0.5703, top5_acc: 0.8000, loss_cls: 1.7941, loss: 1.7941, grad_norm: 2.8302 2020-08-09 18:37:08,559 - mmaction - INFO - Epoch [13][740/1253] lr: 4.000e-02, eta: 12:15:49, time: 0.636, data_time: 0.005, memory: 6189, top1_acc: 0.5531, top5_acc: 0.7740, loss_cls: 1.8832, loss: 1.8832, grad_norm: 2.9226 2020-08-09 18:37:21,922 - mmaction - INFO - Epoch [13][760/1253] lr: 4.000e-02, eta: 12:15:13, time: 0.666, data_time: 0.005, memory: 6189, top1_acc: 0.5682, top5_acc: 0.7961, loss_cls: 1.8071, loss: 1.8071, grad_norm: 2.9303 2020-08-09 18:37:35,355 - mmaction - INFO - Epoch [13][780/1253] lr: 4.000e-02, eta: 12:14:39, time: 0.673, data_time: 0.005, memory: 6189, top1_acc: 0.5612, top5_acc: 0.7961, loss_cls: 1.8558, loss: 1.8558, grad_norm: 2.9677 2020-08-09 18:37:49,160 - mmaction - INFO - Epoch [13][800/1253] lr: 4.000e-02, eta: 12:14:05, time: 0.687, data_time: 0.006, memory: 6189, top1_acc: 0.5635, top5_acc: 0.7935, loss_cls: 1.8294, loss: 1.8294, grad_norm: 2.9027 2020-08-09 18:38:03,569 - mmaction - INFO - Epoch [13][820/1253] lr: 4.000e-02, eta: 12:13:33, time: 0.724, data_time: 0.007, memory: 6189, top1_acc: 0.5648, top5_acc: 0.7974, loss_cls: 1.8012, loss: 1.8012, grad_norm: 2.8567 2020-08-09 18:38:18,079 - mmaction - INFO - Epoch [13][840/1253] lr: 4.000e-02, eta: 12:13:01, time: 0.723, data_time: 0.006, memory: 6189, top1_acc: 0.5602, top5_acc: 0.8005, loss_cls: 1.7935, loss: 1.7935, grad_norm: 2.9331 2020-08-09 18:38:31,960 - mmaction - INFO - Epoch [13][860/1253] lr: 4.000e-02, eta: 12:12:28, time: 0.698, data_time: 0.007, memory: 6189, top1_acc: 0.5578, top5_acc: 0.7971, loss_cls: 1.8044, loss: 1.8044, grad_norm: 2.8551 2020-08-09 18:38:45,637 - mmaction - INFO - Epoch [13][880/1253] lr: 4.000e-02, eta: 12:11:54, time: 0.681, data_time: 0.005, memory: 6189, top1_acc: 0.5701, top5_acc: 0.7966, loss_cls: 1.8159, loss: 1.8159, grad_norm: 2.8133 2020-08-09 18:38:58,909 - mmaction - INFO - Epoch [13][900/1253] lr: 4.000e-02, eta: 12:11:20, time: 0.665, data_time: 0.006, memory: 6189, top1_acc: 0.5786, top5_acc: 0.8036, loss_cls: 1.7909, loss: 1.7909, grad_norm: 2.8443 2020-08-09 18:39:12,636 - mmaction - INFO - Epoch [13][920/1253] lr: 4.000e-02, eta: 12:10:46, time: 0.685, data_time: 0.006, memory: 6189, top1_acc: 0.5581, top5_acc: 0.7932, loss_cls: 1.8398, loss: 1.8398, grad_norm: 2.8465 2020-08-09 18:39:25,342 - mmaction - INFO - Epoch [13][940/1253] lr: 4.000e-02, eta: 12:10:09, time: 0.637, data_time: 0.006, memory: 6189, top1_acc: 0.5604, top5_acc: 0.7854, loss_cls: 1.8959, loss: 1.8959, grad_norm: 2.9775 2020-08-09 18:39:39,175 - mmaction - INFO - Epoch [13][960/1253] lr: 4.000e-02, eta: 12:09:36, time: 0.691, data_time: 0.005, memory: 6189, top1_acc: 0.5693, top5_acc: 0.8013, loss_cls: 1.8038, loss: 1.8038, grad_norm: 2.8768 2020-08-09 18:39:51,961 - mmaction - INFO - Epoch [13][980/1253] lr: 4.000e-02, eta: 12:09:00, time: 0.641, data_time: 0.005, memory: 6189, top1_acc: 0.5604, top5_acc: 0.8034, loss_cls: 1.8211, loss: 1.8211, grad_norm: 2.8768 2020-08-09 18:40:06,331 - mmaction - INFO - Epoch [13][1000/1253] lr: 4.000e-02, eta: 12:08:28, time: 0.717, data_time: 0.006, memory: 6189, top1_acc: 0.5544, top5_acc: 0.7979, loss_cls: 1.8348, loss: 1.8348, grad_norm: 2.8949 2020-08-09 18:40:19,545 - mmaction - INFO - Epoch [13][1020/1253] lr: 4.000e-02, eta: 12:07:54, time: 0.662, data_time: 0.006, memory: 6189, top1_acc: 0.5471, top5_acc: 0.7909, loss_cls: 1.8606, loss: 1.8606, grad_norm: 2.9158 2020-08-09 18:40:32,920 - mmaction - INFO - Epoch [13][1040/1253] lr: 4.000e-02, eta: 12:07:19, time: 0.667, data_time: 0.006, memory: 6189, top1_acc: 0.5529, top5_acc: 0.7935, loss_cls: 1.8465, loss: 1.8465, grad_norm: 2.9344 2020-08-09 18:40:46,420 - mmaction - INFO - Epoch [13][1060/1253] lr: 4.000e-02, eta: 12:06:46, time: 0.677, data_time: 0.005, memory: 6189, top1_acc: 0.5862, top5_acc: 0.8083, loss_cls: 1.7393, loss: 1.7393, grad_norm: 2.8933 2020-08-09 18:41:00,047 - mmaction - INFO - Epoch [13][1080/1253] lr: 4.000e-02, eta: 12:06:12, time: 0.678, data_time: 0.005, memory: 6189, top1_acc: 0.5578, top5_acc: 0.7922, loss_cls: 1.8428, loss: 1.8428, grad_norm: 2.9340 2020-08-09 18:41:13,648 - mmaction - INFO - Epoch [13][1100/1253] lr: 4.000e-02, eta: 12:05:39, time: 0.683, data_time: 0.007, memory: 6189, top1_acc: 0.5620, top5_acc: 0.7977, loss_cls: 1.7976, loss: 1.7976, grad_norm: 2.9297 2020-08-09 18:41:28,026 - mmaction - INFO - Epoch [13][1120/1253] lr: 4.000e-02, eta: 12:05:07, time: 0.718, data_time: 0.007, memory: 6189, top1_acc: 0.5461, top5_acc: 0.7911, loss_cls: 1.8837, loss: 1.8837, grad_norm: 2.8789 2020-08-09 18:41:41,785 - mmaction - INFO - Epoch [13][1140/1253] lr: 4.000e-02, eta: 12:04:34, time: 0.690, data_time: 0.005, memory: 6189, top1_acc: 0.5492, top5_acc: 0.7878, loss_cls: 1.8937, loss: 1.8937, grad_norm: 2.9641 2020-08-09 18:41:54,899 - mmaction - INFO - Epoch [13][1160/1253] lr: 4.000e-02, eta: 12:03:59, time: 0.653, data_time: 0.006, memory: 6189, top1_acc: 0.5648, top5_acc: 0.7930, loss_cls: 1.8582, loss: 1.8582, grad_norm: 2.9247 2020-08-09 18:42:09,259 - mmaction - INFO - Epoch [13][1180/1253] lr: 4.000e-02, eta: 12:03:28, time: 0.721, data_time: 0.006, memory: 6189, top1_acc: 0.5503, top5_acc: 0.7862, loss_cls: 1.8780, loss: 1.8780, grad_norm: 2.8912 2020-08-09 18:42:23,228 - mmaction - INFO - Epoch [13][1200/1253] lr: 4.000e-02, eta: 12:02:56, time: 0.696, data_time: 0.005, memory: 6189, top1_acc: 0.5622, top5_acc: 0.7932, loss_cls: 1.8204, loss: 1.8204, grad_norm: 2.9191 2020-08-09 18:42:35,924 - mmaction - INFO - Epoch [13][1220/1253] lr: 4.000e-02, eta: 12:02:20, time: 0.637, data_time: 0.006, memory: 6189, top1_acc: 0.5680, top5_acc: 0.7969, loss_cls: 1.8339, loss: 1.8339, grad_norm: 2.9427 2020-08-09 18:42:48,701 - mmaction - INFO - Epoch [13][1240/1253] lr: 4.000e-02, eta: 12:01:45, time: 0.639, data_time: 0.004, memory: 6189, top1_acc: 0.5630, top5_acc: 0.7935, loss_cls: 1.8684, loss: 1.8684, grad_norm: 2.8797 2020-08-09 18:43:09,283 - mmaction - INFO - Saving checkpoint at 13 epochs 2020-08-09 18:49:28,267 - mmaction - INFO - Epoch [14][20/1253] lr: 4.000e-02, eta: 12:17:41, time: 18.910, data_time: 17.954, memory: 6189, top1_acc: 0.5643, top5_acc: 0.7917, loss_cls: 1.8151, loss: 1.8151, grad_norm: 2.8619 2020-08-09 18:49:40,852 - mmaction - INFO - Epoch [14][40/1253] lr: 4.000e-02, eta: 12:17:04, time: 0.639, data_time: 0.016, memory: 6189, top1_acc: 0.5628, top5_acc: 0.7961, loss_cls: 1.8419, loss: 1.8419, grad_norm: 2.8509 2020-08-09 18:49:53,458 - mmaction - INFO - Epoch [14][60/1253] lr: 4.000e-02, eta: 12:16:27, time: 0.628, data_time: 0.006, memory: 6189, top1_acc: 0.5531, top5_acc: 0.8047, loss_cls: 1.8201, loss: 1.8201, grad_norm: 3.0008 2020-08-09 18:50:06,158 - mmaction - INFO - Epoch [14][80/1253] lr: 4.000e-02, eta: 12:15:50, time: 0.637, data_time: 0.006, memory: 6189, top1_acc: 0.5750, top5_acc: 0.8052, loss_cls: 1.7720, loss: 1.7720, grad_norm: 2.8841 2020-08-09 18:50:19,493 - mmaction - INFO - Epoch [14][100/1253] lr: 4.000e-02, eta: 12:15:14, time: 0.665, data_time: 0.041, memory: 6189, top1_acc: 0.5750, top5_acc: 0.7940, loss_cls: 1.7819, loss: 1.7819, grad_norm: 2.9314 2020-08-09 18:50:32,048 - mmaction - INFO - Epoch [14][120/1253] lr: 4.000e-02, eta: 12:14:37, time: 0.630, data_time: 0.006, memory: 6189, top1_acc: 0.5716, top5_acc: 0.8031, loss_cls: 1.7918, loss: 1.7918, grad_norm: 2.9431 2020-08-09 18:50:44,717 - mmaction - INFO - Epoch [14][140/1253] lr: 4.000e-02, eta: 12:14:00, time: 0.633, data_time: 0.005, memory: 6189, top1_acc: 0.5852, top5_acc: 0.8141, loss_cls: 1.7434, loss: 1.7434, grad_norm: 2.9562 2020-08-09 18:50:57,270 - mmaction - INFO - Epoch [14][160/1253] lr: 4.000e-02, eta: 12:13:22, time: 0.627, data_time: 0.004, memory: 6189, top1_acc: 0.5695, top5_acc: 0.7940, loss_cls: 1.7974, loss: 1.7974, grad_norm: 2.9251 2020-08-09 18:51:09,969 - mmaction - INFO - Epoch [14][180/1253] lr: 4.000e-02, eta: 12:12:45, time: 0.633, data_time: 0.006, memory: 6189, top1_acc: 0.5844, top5_acc: 0.8021, loss_cls: 1.7609, loss: 1.7609, grad_norm: 2.8365 2020-08-09 18:51:22,606 - mmaction - INFO - Epoch [14][200/1253] lr: 4.000e-02, eta: 12:12:09, time: 0.634, data_time: 0.007, memory: 6189, top1_acc: 0.5792, top5_acc: 0.8099, loss_cls: 1.7218, loss: 1.7218, grad_norm: 2.9362 2020-08-09 18:51:35,338 - mmaction - INFO - Epoch [14][220/1253] lr: 4.000e-02, eta: 12:11:32, time: 0.635, data_time: 0.006, memory: 6189, top1_acc: 0.5740, top5_acc: 0.8044, loss_cls: 1.7886, loss: 1.7886, grad_norm: 2.9001 2020-08-09 18:51:47,956 - mmaction - INFO - Epoch [14][240/1253] lr: 4.000e-02, eta: 12:10:55, time: 0.632, data_time: 0.005, memory: 6189, top1_acc: 0.5779, top5_acc: 0.7961, loss_cls: 1.7804, loss: 1.7804, grad_norm: 2.8831 2020-08-09 18:52:00,797 - mmaction - INFO - Epoch [14][260/1253] lr: 4.000e-02, eta: 12:10:19, time: 0.642, data_time: 0.006, memory: 6189, top1_acc: 0.5716, top5_acc: 0.8107, loss_cls: 1.7808, loss: 1.7808, grad_norm: 2.9287 2020-08-09 18:52:13,778 - mmaction - INFO - Epoch [14][280/1253] lr: 4.000e-02, eta: 12:09:43, time: 0.649, data_time: 0.004, memory: 6189, top1_acc: 0.5857, top5_acc: 0.8023, loss_cls: 1.7444, loss: 1.7444, grad_norm: 2.8483 2020-08-09 18:52:26,946 - mmaction - INFO - Epoch [14][300/1253] lr: 4.000e-02, eta: 12:09:08, time: 0.658, data_time: 0.002, memory: 6189, top1_acc: 0.5591, top5_acc: 0.7969, loss_cls: 1.8285, loss: 1.8285, grad_norm: 2.9109 2020-08-09 18:52:40,047 - mmaction - INFO - Epoch [14][320/1253] lr: 4.000e-02, eta: 12:08:32, time: 0.654, data_time: 0.007, memory: 6189, top1_acc: 0.5685, top5_acc: 0.8000, loss_cls: 1.8037, loss: 1.8037, grad_norm: 2.9163 2020-08-09 18:52:52,807 - mmaction - INFO - Epoch [14][340/1253] lr: 4.000e-02, eta: 12:07:56, time: 0.639, data_time: 0.005, memory: 6189, top1_acc: 0.5695, top5_acc: 0.7958, loss_cls: 1.8267, loss: 1.8267, grad_norm: 2.9636 2020-08-09 18:53:05,543 - mmaction - INFO - Epoch [14][360/1253] lr: 4.000e-02, eta: 12:07:20, time: 0.636, data_time: 0.006, memory: 6189, top1_acc: 0.5727, top5_acc: 0.8018, loss_cls: 1.7805, loss: 1.7805, grad_norm: 2.8470 2020-08-09 18:53:18,732 - mmaction - INFO - Epoch [14][380/1253] lr: 4.000e-02, eta: 12:06:45, time: 0.661, data_time: 0.005, memory: 6189, top1_acc: 0.5669, top5_acc: 0.7971, loss_cls: 1.8233, loss: 1.8233, grad_norm: 2.9184 2020-08-09 18:53:32,347 - mmaction - INFO - Epoch [14][400/1253] lr: 4.000e-02, eta: 12:06:11, time: 0.679, data_time: 0.005, memory: 6189, top1_acc: 0.5674, top5_acc: 0.7992, loss_cls: 1.7916, loss: 1.7916, grad_norm: 2.8554 2020-08-09 18:53:45,394 - mmaction - INFO - Epoch [14][420/1253] lr: 4.000e-02, eta: 12:05:36, time: 0.654, data_time: 0.005, memory: 6189, top1_acc: 0.5672, top5_acc: 0.7971, loss_cls: 1.8240, loss: 1.8240, grad_norm: 2.9609 2020-08-09 18:53:59,704 - mmaction - INFO - Epoch [14][440/1253] lr: 4.000e-02, eta: 12:05:04, time: 0.713, data_time: 0.005, memory: 6189, top1_acc: 0.5609, top5_acc: 0.7919, loss_cls: 1.8318, loss: 1.8318, grad_norm: 2.9561 2020-08-09 18:54:12,764 - mmaction - INFO - Epoch [14][460/1253] lr: 4.000e-02, eta: 12:04:29, time: 0.656, data_time: 0.007, memory: 6189, top1_acc: 0.5641, top5_acc: 0.8073, loss_cls: 1.7856, loss: 1.7856, grad_norm: 2.9237 2020-08-09 18:54:25,958 - mmaction - INFO - Epoch [14][480/1253] lr: 4.000e-02, eta: 12:03:55, time: 0.658, data_time: 0.005, memory: 6189, top1_acc: 0.5583, top5_acc: 0.7958, loss_cls: 1.8072, loss: 1.8072, grad_norm: 2.9638 2020-08-09 18:54:38,579 - mmaction - INFO - Epoch [14][500/1253] lr: 4.000e-02, eta: 12:03:19, time: 0.633, data_time: 0.005, memory: 6189, top1_acc: 0.5719, top5_acc: 0.7992, loss_cls: 1.7874, loss: 1.7874, grad_norm: 2.8763 2020-08-09 18:54:51,454 - mmaction - INFO - Epoch [14][520/1253] lr: 4.000e-02, eta: 12:02:43, time: 0.642, data_time: 0.006, memory: 6189, top1_acc: 0.5745, top5_acc: 0.8055, loss_cls: 1.7650, loss: 1.7650, grad_norm: 2.9053 2020-08-09 18:55:05,511 - mmaction - INFO - Epoch [14][540/1253] lr: 4.000e-02, eta: 12:02:11, time: 0.704, data_time: 0.006, memory: 6189, top1_acc: 0.5628, top5_acc: 0.7966, loss_cls: 1.7897, loss: 1.7897, grad_norm: 2.9318 2020-08-09 18:55:18,153 - mmaction - INFO - Epoch [14][560/1253] lr: 4.000e-02, eta: 12:01:35, time: 0.632, data_time: 0.003, memory: 6189, top1_acc: 0.5638, top5_acc: 0.7945, loss_cls: 1.8210, loss: 1.8210, grad_norm: 2.9890 2020-08-09 18:55:31,505 - mmaction - INFO - Epoch [14][580/1253] lr: 4.000e-02, eta: 12:01:01, time: 0.666, data_time: 0.005, memory: 6189, top1_acc: 0.5464, top5_acc: 0.7810, loss_cls: 1.8741, loss: 1.8741, grad_norm: 2.8862 2020-08-09 18:55:45,046 - mmaction - INFO - Epoch [14][600/1253] lr: 4.000e-02, eta: 12:00:28, time: 0.679, data_time: 0.006, memory: 6189, top1_acc: 0.5607, top5_acc: 0.7836, loss_cls: 1.8734, loss: 1.8734, grad_norm: 2.9456 2020-08-09 18:55:58,737 - mmaction - INFO - Epoch [14][620/1253] lr: 4.000e-02, eta: 11:59:55, time: 0.685, data_time: 0.006, memory: 6189, top1_acc: 0.5727, top5_acc: 0.7966, loss_cls: 1.8214, loss: 1.8214, grad_norm: 2.8966 2020-08-09 18:56:12,677 - mmaction - INFO - Epoch [14][640/1253] lr: 4.000e-02, eta: 11:59:22, time: 0.697, data_time: 0.004, memory: 6189, top1_acc: 0.5685, top5_acc: 0.7977, loss_cls: 1.7987, loss: 1.7987, grad_norm: 2.8621 2020-08-09 18:56:26,375 - mmaction - INFO - Epoch [14][660/1253] lr: 4.000e-02, eta: 11:58:49, time: 0.682, data_time: 0.005, memory: 6189, top1_acc: 0.5654, top5_acc: 0.7964, loss_cls: 1.7876, loss: 1.7876, grad_norm: 2.8441 2020-08-09 18:56:39,021 - mmaction - INFO - Epoch [14][680/1253] lr: 4.000e-02, eta: 11:58:14, time: 0.635, data_time: 0.006, memory: 6189, top1_acc: 0.5734, top5_acc: 0.7982, loss_cls: 1.7739, loss: 1.7739, grad_norm: 2.8484 2020-08-09 18:56:52,281 - mmaction - INFO - Epoch [14][700/1253] lr: 4.000e-02, eta: 11:57:40, time: 0.662, data_time: 0.005, memory: 6189, top1_acc: 0.5596, top5_acc: 0.7914, loss_cls: 1.8153, loss: 1.8153, grad_norm: 2.9395 2020-08-09 18:57:07,269 - mmaction - INFO - Epoch [14][720/1253] lr: 4.000e-02, eta: 11:57:11, time: 0.751, data_time: 0.005, memory: 6189, top1_acc: 0.5617, top5_acc: 0.7945, loss_cls: 1.8360, loss: 1.8360, grad_norm: 2.9083 2020-08-09 18:57:20,842 - mmaction - INFO - Epoch [14][740/1253] lr: 4.000e-02, eta: 11:56:38, time: 0.677, data_time: 0.005, memory: 6189, top1_acc: 0.5628, top5_acc: 0.7948, loss_cls: 1.8591, loss: 1.8591, grad_norm: 2.9842 2020-08-09 18:57:33,406 - mmaction - INFO - Epoch [14][760/1253] lr: 4.000e-02, eta: 11:56:02, time: 0.630, data_time: 0.005, memory: 6189, top1_acc: 0.5724, top5_acc: 0.7940, loss_cls: 1.8160, loss: 1.8160, grad_norm: 2.8742 2020-08-09 18:57:47,756 - mmaction - INFO - Epoch [14][780/1253] lr: 4.000e-02, eta: 11:55:31, time: 0.715, data_time: 0.005, memory: 6189, top1_acc: 0.5883, top5_acc: 0.8065, loss_cls: 1.7207, loss: 1.7207, grad_norm: 2.8547 2020-08-09 18:58:00,855 - mmaction - INFO - Epoch [14][800/1253] lr: 4.000e-02, eta: 11:54:57, time: 0.658, data_time: 0.007, memory: 6189, top1_acc: 0.5617, top5_acc: 0.8018, loss_cls: 1.7973, loss: 1.7973, grad_norm: 2.9890 2020-08-09 18:58:15,511 - mmaction - INFO - Epoch [14][820/1253] lr: 4.000e-02, eta: 11:54:27, time: 0.732, data_time: 0.006, memory: 6189, top1_acc: 0.5523, top5_acc: 0.7922, loss_cls: 1.8828, loss: 1.8828, grad_norm: 2.9273 2020-08-09 18:58:28,812 - mmaction - INFO - Epoch [14][840/1253] lr: 4.000e-02, eta: 11:53:53, time: 0.663, data_time: 0.004, memory: 6189, top1_acc: 0.5513, top5_acc: 0.7982, loss_cls: 1.8426, loss: 1.8426, grad_norm: 2.9366 2020-08-09 18:58:42,550 - mmaction - INFO - Epoch [14][860/1253] lr: 4.000e-02, eta: 11:53:21, time: 0.686, data_time: 0.008, memory: 6189, top1_acc: 0.5760, top5_acc: 0.7958, loss_cls: 1.7894, loss: 1.7894, grad_norm: 2.8299 2020-08-09 18:58:55,202 - mmaction - INFO - Epoch [14][880/1253] lr: 4.000e-02, eta: 11:52:46, time: 0.636, data_time: 0.007, memory: 6189, top1_acc: 0.5539, top5_acc: 0.7898, loss_cls: 1.8553, loss: 1.8553, grad_norm: 2.9604 2020-08-09 18:59:07,974 - mmaction - INFO - Epoch [14][900/1253] lr: 4.000e-02, eta: 11:52:11, time: 0.636, data_time: 0.006, memory: 6189, top1_acc: 0.5638, top5_acc: 0.8055, loss_cls: 1.8018, loss: 1.8018, grad_norm: 2.9232 2020-08-09 18:59:22,167 - mmaction - INFO - Epoch [14][920/1253] lr: 4.000e-02, eta: 11:51:40, time: 0.712, data_time: 0.007, memory: 6189, top1_acc: 0.5721, top5_acc: 0.7956, loss_cls: 1.8094, loss: 1.8094, grad_norm: 2.9023 2020-08-09 18:59:36,008 - mmaction - INFO - Epoch [14][940/1253] lr: 4.000e-02, eta: 11:51:08, time: 0.691, data_time: 0.006, memory: 6189, top1_acc: 0.5680, top5_acc: 0.7948, loss_cls: 1.8373, loss: 1.8373, grad_norm: 2.9101 2020-08-09 18:59:49,456 - mmaction - INFO - Epoch [14][960/1253] lr: 4.000e-02, eta: 11:50:36, time: 0.674, data_time: 0.006, memory: 6189, top1_acc: 0.5484, top5_acc: 0.7904, loss_cls: 1.8871, loss: 1.8871, grad_norm: 2.8819 2020-08-09 19:00:28,232 - mmaction - INFO - Epoch [14][980/1253] lr: 4.000e-02, eta: 11:51:07, time: 1.889, data_time: 0.006, memory: 6189, top1_acc: 0.5583, top5_acc: 0.7901, loss_cls: 1.8675, loss: 1.8675, grad_norm: 2.8590 2020-08-09 19:00:42,518 - mmaction - INFO - Epoch [14][1000/1253] lr: 4.000e-02, eta: 11:50:39, time: 0.765, data_time: 0.117, memory: 6189, top1_acc: 0.5531, top5_acc: 0.7922, loss_cls: 1.8559, loss: 1.8559, grad_norm: 2.8674 2020-08-09 19:00:55,269 - mmaction - INFO - Epoch [14][1020/1253] lr: 4.000e-02, eta: 11:50:04, time: 0.637, data_time: 0.005, memory: 6189, top1_acc: 0.5589, top5_acc: 0.7831, loss_cls: 1.8929, loss: 1.8929, grad_norm: 2.7983 2020-08-09 19:01:07,844 - mmaction - INFO - Epoch [14][1040/1253] lr: 4.000e-02, eta: 11:49:29, time: 0.629, data_time: 0.004, memory: 6189, top1_acc: 0.5760, top5_acc: 0.8036, loss_cls: 1.7679, loss: 1.7679, grad_norm: 2.8823 2020-08-09 19:01:20,627 - mmaction - INFO - Epoch [14][1060/1253] lr: 4.000e-02, eta: 11:48:55, time: 0.637, data_time: 0.005, memory: 6189, top1_acc: 0.5583, top5_acc: 0.7878, loss_cls: 1.8508, loss: 1.8508, grad_norm: 2.9265 2020-08-09 19:01:34,089 - mmaction - INFO - Epoch [14][1080/1253] lr: 4.000e-02, eta: 11:48:22, time: 0.675, data_time: 0.006, memory: 6189, top1_acc: 0.5529, top5_acc: 0.7924, loss_cls: 1.8877, loss: 1.8877, grad_norm: 3.0269 2020-08-09 19:01:47,435 - mmaction - INFO - Epoch [14][1100/1253] lr: 4.000e-02, eta: 11:47:49, time: 0.668, data_time: 0.007, memory: 6189, top1_acc: 0.5651, top5_acc: 0.7945, loss_cls: 1.8261, loss: 1.8261, grad_norm: 2.9107 2020-08-09 19:02:01,006 - mmaction - INFO - Epoch [14][1120/1253] lr: 4.000e-02, eta: 11:47:17, time: 0.679, data_time: 0.005, memory: 6189, top1_acc: 0.5701, top5_acc: 0.7984, loss_cls: 1.7932, loss: 1.7932, grad_norm: 2.8272 2020-08-09 19:02:14,088 - mmaction - INFO - Epoch [14][1140/1253] lr: 4.000e-02, eta: 11:46:43, time: 0.651, data_time: 0.006, memory: 6189, top1_acc: 0.5693, top5_acc: 0.7888, loss_cls: 1.8069, loss: 1.8069, grad_norm: 2.8837 2020-08-09 19:02:28,159 - mmaction - INFO - Epoch [14][1160/1253] lr: 4.000e-02, eta: 11:46:12, time: 0.705, data_time: 0.006, memory: 6189, top1_acc: 0.5622, top5_acc: 0.7964, loss_cls: 1.8472, loss: 1.8472, grad_norm: 3.0472 2020-08-09 19:02:40,948 - mmaction - INFO - Epoch [14][1180/1253] lr: 4.000e-02, eta: 11:45:38, time: 0.636, data_time: 0.005, memory: 6189, top1_acc: 0.5628, top5_acc: 0.7893, loss_cls: 1.8644, loss: 1.8644, grad_norm: 2.9106 2020-08-09 19:02:54,226 - mmaction - INFO - Epoch [14][1200/1253] lr: 4.000e-02, eta: 11:45:05, time: 0.667, data_time: 0.007, memory: 6189, top1_acc: 0.5599, top5_acc: 0.7966, loss_cls: 1.8464, loss: 1.8464, grad_norm: 2.8955 2020-08-09 19:03:08,117 - mmaction - INFO - Epoch [14][1220/1253] lr: 4.000e-02, eta: 11:44:34, time: 0.694, data_time: 0.003, memory: 6189, top1_acc: 0.5523, top5_acc: 0.7917, loss_cls: 1.8537, loss: 1.8537, grad_norm: 2.9591 2020-08-09 19:03:21,239 - mmaction - INFO - Epoch [14][1240/1253] lr: 4.000e-02, eta: 11:44:01, time: 0.653, data_time: 0.006, memory: 6189, top1_acc: 0.5492, top5_acc: 0.7865, loss_cls: 1.9051, loss: 1.9051, grad_norm: 2.8881 2020-08-09 19:03:46,055 - mmaction - INFO - Saving checkpoint at 14 epochs 2020-08-09 19:10:37,807 - mmaction - INFO - Epoch [15][20/1253] lr: 4.000e-02, eta: 11:59:35, time: 20.343, data_time: 17.477, memory: 6189, top1_acc: 0.5695, top5_acc: 0.7987, loss_cls: 1.7783, loss: 1.7783, grad_norm: 2.8722 2020-08-09 19:10:50,495 - mmaction - INFO - Epoch [15][40/1253] lr: 4.000e-02, eta: 11:59:00, time: 0.640, data_time: 0.012, memory: 6189, top1_acc: 0.5693, top5_acc: 0.8044, loss_cls: 1.7995, loss: 1.7995, grad_norm: 2.9471 2020-08-09 19:11:03,164 - mmaction - INFO - Epoch [15][60/1253] lr: 4.000e-02, eta: 11:58:24, time: 0.632, data_time: 0.005, memory: 6189, top1_acc: 0.5669, top5_acc: 0.7987, loss_cls: 1.7833, loss: 1.7833, grad_norm: 2.9305 2020-08-09 19:11:15,729 - mmaction - INFO - Epoch [15][80/1253] lr: 4.000e-02, eta: 11:57:48, time: 0.629, data_time: 0.005, memory: 6189, top1_acc: 0.5693, top5_acc: 0.8003, loss_cls: 1.7917, loss: 1.7917, grad_norm: 2.9045 2020-08-09 19:11:28,352 - mmaction - INFO - Epoch [15][100/1253] lr: 4.000e-02, eta: 11:57:12, time: 0.630, data_time: 0.006, memory: 6189, top1_acc: 0.5646, top5_acc: 0.7966, loss_cls: 1.8010, loss: 1.8010, grad_norm: 2.8466 2020-08-09 19:11:40,879 - mmaction - INFO - Epoch [15][120/1253] lr: 4.000e-02, eta: 11:56:36, time: 0.628, data_time: 0.006, memory: 6189, top1_acc: 0.5810, top5_acc: 0.8081, loss_cls: 1.7404, loss: 1.7404, grad_norm: 2.8065 2020-08-09 19:11:53,579 - mmaction - INFO - Epoch [15][140/1253] lr: 4.000e-02, eta: 11:56:01, time: 0.634, data_time: 0.006, memory: 6189, top1_acc: 0.5927, top5_acc: 0.8164, loss_cls: 1.7022, loss: 1.7022, grad_norm: 2.8754 2020-08-09 19:12:06,171 - mmaction - INFO - Epoch [15][160/1253] lr: 4.000e-02, eta: 11:55:25, time: 0.630, data_time: 0.004, memory: 6189, top1_acc: 0.5727, top5_acc: 0.8013, loss_cls: 1.7528, loss: 1.7528, grad_norm: 2.9798 2020-08-09 19:12:18,875 - mmaction - INFO - Epoch [15][180/1253] lr: 4.000e-02, eta: 11:54:50, time: 0.632, data_time: 0.007, memory: 6189, top1_acc: 0.5846, top5_acc: 0.8068, loss_cls: 1.7611, loss: 1.7611, grad_norm: 2.8698 2020-08-09 19:12:31,598 - mmaction - INFO - Epoch [15][200/1253] lr: 4.000e-02, eta: 11:54:15, time: 0.639, data_time: 0.007, memory: 6189, top1_acc: 0.5604, top5_acc: 0.7982, loss_cls: 1.8259, loss: 1.8259, grad_norm: 2.9483 2020-08-09 19:12:44,348 - mmaction - INFO - Epoch [15][220/1253] lr: 4.000e-02, eta: 11:53:40, time: 0.638, data_time: 0.006, memory: 6189, top1_acc: 0.5771, top5_acc: 0.8076, loss_cls: 1.7507, loss: 1.7507, grad_norm: 2.8842 2020-08-09 19:12:57,179 - mmaction - INFO - Epoch [15][240/1253] lr: 4.000e-02, eta: 11:53:05, time: 0.641, data_time: 0.004, memory: 6189, top1_acc: 0.5711, top5_acc: 0.8049, loss_cls: 1.7691, loss: 1.7691, grad_norm: 2.9349 2020-08-09 19:13:09,926 - mmaction - INFO - Epoch [15][260/1253] lr: 4.000e-02, eta: 11:52:30, time: 0.635, data_time: 0.006, memory: 6189, top1_acc: 0.5758, top5_acc: 0.7984, loss_cls: 1.7757, loss: 1.7757, grad_norm: 2.9664 2020-08-09 19:13:22,991 - mmaction - INFO - Epoch [15][280/1253] lr: 4.000e-02, eta: 11:51:56, time: 0.656, data_time: 0.006, memory: 6189, top1_acc: 0.5635, top5_acc: 0.7953, loss_cls: 1.8125, loss: 1.8125, grad_norm: 2.9491 2020-08-09 19:13:35,909 - mmaction - INFO - Epoch [15][300/1253] lr: 4.000e-02, eta: 11:51:21, time: 0.644, data_time: 0.005, memory: 6189, top1_acc: 0.5617, top5_acc: 0.8076, loss_cls: 1.7735, loss: 1.7735, grad_norm: 2.9389 2020-08-09 19:13:48,806 - mmaction - INFO - Epoch [15][320/1253] lr: 4.000e-02, eta: 11:50:47, time: 0.646, data_time: 0.005, memory: 6189, top1_acc: 0.5727, top5_acc: 0.8076, loss_cls: 1.7473, loss: 1.7473, grad_norm: 2.9324 2020-08-09 19:14:01,579 - mmaction - INFO - Epoch [15][340/1253] lr: 4.000e-02, eta: 11:50:12, time: 0.637, data_time: 0.005, memory: 6189, top1_acc: 0.5776, top5_acc: 0.7964, loss_cls: 1.7843, loss: 1.7843, grad_norm: 2.9243 2020-08-09 19:14:15,592 - mmaction - INFO - Epoch [15][360/1253] lr: 4.000e-02, eta: 11:49:40, time: 0.703, data_time: 0.006, memory: 6189, top1_acc: 0.5635, top5_acc: 0.8000, loss_cls: 1.8024, loss: 1.8024, grad_norm: 2.8459 2020-08-09 19:14:28,495 - mmaction - INFO - Epoch [15][380/1253] lr: 4.000e-02, eta: 11:49:06, time: 0.642, data_time: 0.005, memory: 6189, top1_acc: 0.5794, top5_acc: 0.8083, loss_cls: 1.7548, loss: 1.7548, grad_norm: 2.9204 2020-08-09 19:14:41,940 - mmaction - INFO - Epoch [15][400/1253] lr: 4.000e-02, eta: 11:48:33, time: 0.676, data_time: 0.008, memory: 6189, top1_acc: 0.5651, top5_acc: 0.8049, loss_cls: 1.7751, loss: 1.7751, grad_norm: 2.9489 2020-08-09 19:14:55,434 - mmaction - INFO - Epoch [15][420/1253] lr: 4.000e-02, eta: 11:48:00, time: 0.674, data_time: 0.005, memory: 6189, top1_acc: 0.5602, top5_acc: 0.7956, loss_cls: 1.8108, loss: 1.8108, grad_norm: 2.9133 2020-08-09 19:15:09,004 - mmaction - INFO - Epoch [15][440/1253] lr: 4.000e-02, eta: 11:47:28, time: 0.678, data_time: 0.004, memory: 6189, top1_acc: 0.5727, top5_acc: 0.8016, loss_cls: 1.7898, loss: 1.7898, grad_norm: 2.9302 2020-08-09 19:15:22,632 - mmaction - INFO - Epoch [15][460/1253] lr: 4.000e-02, eta: 11:46:55, time: 0.680, data_time: 0.007, memory: 6189, top1_acc: 0.5638, top5_acc: 0.7982, loss_cls: 1.8377, loss: 1.8377, grad_norm: 2.9097 2020-08-09 19:15:35,332 - mmaction - INFO - Epoch [15][480/1253] lr: 4.000e-02, eta: 11:46:21, time: 0.637, data_time: 0.006, memory: 6189, top1_acc: 0.5755, top5_acc: 0.8000, loss_cls: 1.7871, loss: 1.7871, grad_norm: 2.8535 2020-08-09 19:15:48,468 - mmaction - INFO - Epoch [15][500/1253] lr: 4.000e-02, eta: 11:45:47, time: 0.653, data_time: 0.005, memory: 6189, top1_acc: 0.5820, top5_acc: 0.8091, loss_cls: 1.7505, loss: 1.7505, grad_norm: 2.9308 2020-08-09 19:16:01,857 - mmaction - INFO - Epoch [15][520/1253] lr: 4.000e-02, eta: 11:45:15, time: 0.673, data_time: 0.007, memory: 6189, top1_acc: 0.5682, top5_acc: 0.8029, loss_cls: 1.7922, loss: 1.7922, grad_norm: 2.9793 2020-08-09 19:16:14,877 - mmaction - INFO - Epoch [15][540/1253] lr: 4.000e-02, eta: 11:44:41, time: 0.649, data_time: 0.005, memory: 6189, top1_acc: 0.5656, top5_acc: 0.7906, loss_cls: 1.8199, loss: 1.8199, grad_norm: 2.9720 2020-08-09 19:16:29,087 - mmaction - INFO - Epoch [15][560/1253] lr: 4.000e-02, eta: 11:44:10, time: 0.712, data_time: 0.006, memory: 6189, top1_acc: 0.5641, top5_acc: 0.7938, loss_cls: 1.8350, loss: 1.8350, grad_norm: 2.9189 2020-08-09 19:16:43,637 - mmaction - INFO - Epoch [15][580/1253] lr: 4.000e-02, eta: 11:43:40, time: 0.728, data_time: 0.006, memory: 6189, top1_acc: 0.5719, top5_acc: 0.8036, loss_cls: 1.7746, loss: 1.7746, grad_norm: 2.8926 2020-08-09 19:16:56,825 - mmaction - INFO - Epoch [15][600/1253] lr: 4.000e-02, eta: 11:43:07, time: 0.659, data_time: 0.004, memory: 6189, top1_acc: 0.5719, top5_acc: 0.8029, loss_cls: 1.7907, loss: 1.7907, grad_norm: 2.8838 2020-08-09 19:17:09,790 - mmaction - INFO - Epoch [15][620/1253] lr: 4.000e-02, eta: 11:42:33, time: 0.644, data_time: 0.006, memory: 6189, top1_acc: 0.5628, top5_acc: 0.7906, loss_cls: 1.8471, loss: 1.8471, grad_norm: 2.8982 2020-08-09 19:17:23,012 - mmaction - INFO - Epoch [15][640/1253] lr: 4.000e-02, eta: 11:42:01, time: 0.665, data_time: 0.008, memory: 6189, top1_acc: 0.5823, top5_acc: 0.8102, loss_cls: 1.7481, loss: 1.7481, grad_norm: 2.8820 2020-08-09 19:17:36,043 - mmaction - INFO - Epoch [15][660/1253] lr: 4.000e-02, eta: 11:41:27, time: 0.649, data_time: 0.005, memory: 6189, top1_acc: 0.5810, top5_acc: 0.8060, loss_cls: 1.7721, loss: 1.7721, grad_norm: 2.9580 2020-08-09 19:17:48,809 - mmaction - INFO - Epoch [15][680/1253] lr: 4.000e-02, eta: 11:40:53, time: 0.641, data_time: 0.007, memory: 6189, top1_acc: 0.5758, top5_acc: 0.8010, loss_cls: 1.7729, loss: 1.7729, grad_norm: 2.8991 2020-08-09 19:18:01,794 - mmaction - INFO - Epoch [15][700/1253] lr: 4.000e-02, eta: 11:40:20, time: 0.646, data_time: 0.006, memory: 6189, top1_acc: 0.5513, top5_acc: 0.7896, loss_cls: 1.8653, loss: 1.8653, grad_norm: 2.9629 2020-08-09 19:18:14,499 - mmaction - INFO - Epoch [15][720/1253] lr: 4.000e-02, eta: 11:39:46, time: 0.638, data_time: 0.006, memory: 6189, top1_acc: 0.5630, top5_acc: 0.7966, loss_cls: 1.8127, loss: 1.8127, grad_norm: 2.8734 2020-08-09 19:18:28,264 - mmaction - INFO - Epoch [15][740/1253] lr: 4.000e-02, eta: 11:39:14, time: 0.684, data_time: 0.006, memory: 6189, top1_acc: 0.5724, top5_acc: 0.8081, loss_cls: 1.7548, loss: 1.7548, grad_norm: 2.9129 2020-08-09 19:18:41,758 - mmaction - INFO - Epoch [15][760/1253] lr: 4.000e-02, eta: 11:38:42, time: 0.679, data_time: 0.008, memory: 6189, top1_acc: 0.5630, top5_acc: 0.7953, loss_cls: 1.8372, loss: 1.8372, grad_norm: 2.9656 2020-08-09 19:18:55,731 - mmaction - INFO - Epoch [15][780/1253] lr: 4.000e-02, eta: 11:38:11, time: 0.695, data_time: 0.005, memory: 6189, top1_acc: 0.5716, top5_acc: 0.7969, loss_cls: 1.7890, loss: 1.7890, grad_norm: 2.9213 2020-08-09 19:19:09,294 - mmaction - INFO - Epoch [15][800/1253] lr: 4.000e-02, eta: 11:37:40, time: 0.681, data_time: 0.007, memory: 6189, top1_acc: 0.5594, top5_acc: 0.7896, loss_cls: 1.8305, loss: 1.8305, grad_norm: 2.9950 2020-08-09 19:19:22,368 - mmaction - INFO - Epoch [15][820/1253] lr: 4.000e-02, eta: 11:37:07, time: 0.652, data_time: 0.005, memory: 6189, top1_acc: 0.5706, top5_acc: 0.8042, loss_cls: 1.7935, loss: 1.7935, grad_norm: 2.8691 2020-08-09 19:19:35,908 - mmaction - INFO - Epoch [15][840/1253] lr: 4.000e-02, eta: 11:36:35, time: 0.677, data_time: 0.006, memory: 6189, top1_acc: 0.5727, top5_acc: 0.8047, loss_cls: 1.7717, loss: 1.7717, grad_norm: 2.9526 2020-08-09 19:19:50,120 - mmaction - INFO - Epoch [15][860/1253] lr: 4.000e-02, eta: 11:36:05, time: 0.711, data_time: 0.009, memory: 6189, top1_acc: 0.5651, top5_acc: 0.8094, loss_cls: 1.8055, loss: 1.8055, grad_norm: 2.9753 2020-08-09 19:20:04,135 - mmaction - INFO - Epoch [15][880/1253] lr: 4.000e-02, eta: 11:35:34, time: 0.703, data_time: 0.006, memory: 6189, top1_acc: 0.5789, top5_acc: 0.8096, loss_cls: 1.7429, loss: 1.7429, grad_norm: 2.8951 2020-08-09 19:20:17,459 - mmaction - INFO - Epoch [15][900/1253] lr: 4.000e-02, eta: 11:35:02, time: 0.666, data_time: 0.002, memory: 6189, top1_acc: 0.5617, top5_acc: 0.7930, loss_cls: 1.8387, loss: 1.8387, grad_norm: 2.8812 2020-08-09 19:20:31,079 - mmaction - INFO - Epoch [15][920/1253] lr: 4.000e-02, eta: 11:34:31, time: 0.679, data_time: 0.007, memory: 6189, top1_acc: 0.5810, top5_acc: 0.8070, loss_cls: 1.7418, loss: 1.7418, grad_norm: 2.8285 2020-08-09 19:20:45,680 - mmaction - INFO - Epoch [15][940/1253] lr: 4.000e-02, eta: 11:34:02, time: 0.732, data_time: 0.005, memory: 6189, top1_acc: 0.5526, top5_acc: 0.7974, loss_cls: 1.8399, loss: 1.8399, grad_norm: 2.8761 2020-08-09 19:20:58,652 - mmaction - INFO - Epoch [15][960/1253] lr: 4.000e-02, eta: 11:33:29, time: 0.646, data_time: 0.005, memory: 6189, top1_acc: 0.5648, top5_acc: 0.7982, loss_cls: 1.8124, loss: 1.8124, grad_norm: 2.8896 2020-08-09 19:21:12,083 - mmaction - INFO - Epoch [15][980/1253] lr: 4.000e-02, eta: 11:32:57, time: 0.674, data_time: 0.005, memory: 6189, top1_acc: 0.5674, top5_acc: 0.8031, loss_cls: 1.7816, loss: 1.7816, grad_norm: 2.8599 2020-08-09 19:21:25,730 - mmaction - INFO - Epoch [15][1000/1253] lr: 4.000e-02, eta: 11:32:26, time: 0.683, data_time: 0.006, memory: 6189, top1_acc: 0.5503, top5_acc: 0.7997, loss_cls: 1.8421, loss: 1.8421, grad_norm: 2.9172 2020-08-09 19:21:39,125 - mmaction - INFO - Epoch [15][1020/1253] lr: 4.000e-02, eta: 11:31:54, time: 0.670, data_time: 0.003, memory: 6189, top1_acc: 0.5698, top5_acc: 0.7922, loss_cls: 1.8106, loss: 1.8106, grad_norm: 2.9219 2020-08-09 19:21:53,188 - mmaction - INFO - Epoch [15][1040/1253] lr: 4.000e-02, eta: 11:31:24, time: 0.701, data_time: 0.005, memory: 6189, top1_acc: 0.5565, top5_acc: 0.7818, loss_cls: 1.8731, loss: 1.8731, grad_norm: 2.9761 2020-08-09 19:22:07,584 - mmaction - INFO - Epoch [15][1060/1253] lr: 4.000e-02, eta: 11:30:55, time: 0.722, data_time: 0.006, memory: 6189, top1_acc: 0.5560, top5_acc: 0.7974, loss_cls: 1.8313, loss: 1.8313, grad_norm: 2.9852 2020-08-09 19:22:22,226 - mmaction - INFO - Epoch [15][1080/1253] lr: 4.000e-02, eta: 11:30:26, time: 0.732, data_time: 0.006, memory: 6189, top1_acc: 0.5719, top5_acc: 0.8016, loss_cls: 1.7899, loss: 1.7899, grad_norm: 2.9251 2020-08-09 19:22:35,655 - mmaction - INFO - Epoch [15][1100/1253] lr: 4.000e-02, eta: 11:29:54, time: 0.671, data_time: 0.003, memory: 6189, top1_acc: 0.5555, top5_acc: 0.7990, loss_cls: 1.8304, loss: 1.8304, grad_norm: 2.9633 2020-08-09 19:22:48,848 - mmaction - INFO - Epoch [15][1120/1253] lr: 4.000e-02, eta: 11:29:22, time: 0.658, data_time: 0.005, memory: 6189, top1_acc: 0.5479, top5_acc: 0.7833, loss_cls: 1.8909, loss: 1.8909, grad_norm: 2.9060 2020-08-09 19:23:02,517 - mmaction - INFO - Epoch [15][1140/1253] lr: 4.000e-02, eta: 11:28:51, time: 0.685, data_time: 0.006, memory: 6189, top1_acc: 0.5656, top5_acc: 0.7961, loss_cls: 1.8095, loss: 1.8095, grad_norm: 2.9216 2020-08-09 19:23:15,262 - mmaction - INFO - Epoch [15][1160/1253] lr: 4.000e-02, eta: 11:28:18, time: 0.636, data_time: 0.007, memory: 6189, top1_acc: 0.5820, top5_acc: 0.7977, loss_cls: 1.8159, loss: 1.8159, grad_norm: 2.8975 2020-08-09 19:23:28,539 - mmaction - INFO - Epoch [15][1180/1253] lr: 4.000e-02, eta: 11:27:47, time: 0.666, data_time: 0.006, memory: 6189, top1_acc: 0.5638, top5_acc: 0.7951, loss_cls: 1.8461, loss: 1.8461, grad_norm: 2.8931 2020-08-09 19:23:41,550 - mmaction - INFO - Epoch [15][1200/1253] lr: 4.000e-02, eta: 11:27:14, time: 0.649, data_time: 0.005, memory: 6189, top1_acc: 0.5549, top5_acc: 0.7969, loss_cls: 1.8156, loss: 1.8156, grad_norm: 2.8459 2020-08-09 19:23:54,263 - mmaction - INFO - Epoch [15][1220/1253] lr: 4.000e-02, eta: 11:26:41, time: 0.637, data_time: 0.005, memory: 6189, top1_acc: 0.5763, top5_acc: 0.8029, loss_cls: 1.8070, loss: 1.8070, grad_norm: 2.8620 2020-08-09 19:24:07,903 - mmaction - INFO - Epoch [15][1240/1253] lr: 4.000e-02, eta: 11:26:11, time: 0.682, data_time: 0.005, memory: 6189, top1_acc: 0.5641, top5_acc: 0.7906, loss_cls: 1.8217, loss: 1.8217, grad_norm: 2.9418 2020-08-09 19:24:27,995 - mmaction - INFO - Saving checkpoint at 15 epochs 2020-08-09 19:30:06,232 - mmaction - INFO - Epoch [16][20/1253] lr: 4.000e-02, eta: 11:37:31, time: 16.808, data_time: 16.033, memory: 6189, top1_acc: 0.5792, top5_acc: 0.8169, loss_cls: 1.7354, loss: 1.7354, grad_norm: 2.9317 2020-08-09 19:30:18,693 - mmaction - INFO - Epoch [16][40/1253] lr: 4.000e-02, eta: 11:36:57, time: 0.631, data_time: 0.014, memory: 6189, top1_acc: 0.5932, top5_acc: 0.8169, loss_cls: 1.7012, loss: 1.7012, grad_norm: 2.9234 2020-08-09 19:30:31,293 - mmaction - INFO - Epoch [16][60/1253] lr: 4.000e-02, eta: 11:36:22, time: 0.628, data_time: 0.005, memory: 6189, top1_acc: 0.5813, top5_acc: 0.8026, loss_cls: 1.7397, loss: 1.7397, grad_norm: 2.8920 2020-08-09 19:30:43,861 - mmaction - INFO - Epoch [16][80/1253] lr: 4.000e-02, eta: 11:35:48, time: 0.631, data_time: 0.006, memory: 6189, top1_acc: 0.5813, top5_acc: 0.8135, loss_cls: 1.7520, loss: 1.7520, grad_norm: 2.9487 2020-08-09 19:30:56,479 - mmaction - INFO - Epoch [16][100/1253] lr: 4.000e-02, eta: 11:35:14, time: 0.629, data_time: 0.005, memory: 6189, top1_acc: 0.5740, top5_acc: 0.7964, loss_cls: 1.7712, loss: 1.7712, grad_norm: 2.9181 2020-08-09 19:31:09,101 - mmaction - INFO - Epoch [16][120/1253] lr: 4.000e-02, eta: 11:34:40, time: 0.633, data_time: 0.006, memory: 6189, top1_acc: 0.5742, top5_acc: 0.8148, loss_cls: 1.7127, loss: 1.7127, grad_norm: 2.9048 2020-08-09 19:31:21,829 - mmaction - INFO - Epoch [16][140/1253] lr: 4.000e-02, eta: 11:34:06, time: 0.634, data_time: 0.005, memory: 6189, top1_acc: 0.5576, top5_acc: 0.8031, loss_cls: 1.8014, loss: 1.8014, grad_norm: 2.9645 2020-08-09 19:31:34,330 - mmaction - INFO - Epoch [16][160/1253] lr: 4.000e-02, eta: 11:33:32, time: 0.627, data_time: 0.006, memory: 6189, top1_acc: 0.5682, top5_acc: 0.7964, loss_cls: 1.7864, loss: 1.7864, grad_norm: 2.9292 2020-08-09 19:31:47,089 - mmaction - INFO - Epoch [16][180/1253] lr: 4.000e-02, eta: 11:32:59, time: 0.638, data_time: 0.005, memory: 6189, top1_acc: 0.5771, top5_acc: 0.8177, loss_cls: 1.6947, loss: 1.6947, grad_norm: 2.9021 2020-08-09 19:31:59,714 - mmaction - INFO - Epoch [16][200/1253] lr: 4.000e-02, eta: 11:32:25, time: 0.631, data_time: 0.004, memory: 6189, top1_acc: 0.5891, top5_acc: 0.8143, loss_cls: 1.7322, loss: 1.7322, grad_norm: 3.0179 2020-08-09 19:32:12,504 - mmaction - INFO - Epoch [16][220/1253] lr: 4.000e-02, eta: 11:31:52, time: 0.637, data_time: 0.007, memory: 6189, top1_acc: 0.5747, top5_acc: 0.8091, loss_cls: 1.7735, loss: 1.7735, grad_norm: 2.9265 2020-08-09 19:32:25,116 - mmaction - INFO - Epoch [16][240/1253] lr: 4.000e-02, eta: 11:31:18, time: 0.634, data_time: 0.007, memory: 6189, top1_acc: 0.5586, top5_acc: 0.7898, loss_cls: 1.8335, loss: 1.8335, grad_norm: 2.9842 2020-08-09 19:32:37,829 - mmaction - INFO - Epoch [16][260/1253] lr: 4.000e-02, eta: 11:30:44, time: 0.632, data_time: 0.006, memory: 6189, top1_acc: 0.5609, top5_acc: 0.7979, loss_cls: 1.8150, loss: 1.8150, grad_norm: 2.8682 2020-08-09 19:32:50,920 - mmaction - INFO - Epoch [16][280/1253] lr: 4.000e-02, eta: 11:30:12, time: 0.658, data_time: 0.007, memory: 6189, top1_acc: 0.5708, top5_acc: 0.8135, loss_cls: 1.7511, loss: 1.7511, grad_norm: 2.9254 2020-08-09 19:33:04,065 - mmaction - INFO - Epoch [16][300/1253] lr: 4.000e-02, eta: 11:29:39, time: 0.654, data_time: 0.006, memory: 6189, top1_acc: 0.5758, top5_acc: 0.8016, loss_cls: 1.7786, loss: 1.7786, grad_norm: 2.9227 2020-08-09 19:33:17,239 - mmaction - INFO - Epoch [16][320/1253] lr: 4.000e-02, eta: 11:29:07, time: 0.662, data_time: 0.007, memory: 6189, top1_acc: 0.5872, top5_acc: 0.8104, loss_cls: 1.7221, loss: 1.7221, grad_norm: 2.8534 2020-08-09 19:33:30,749 - mmaction - INFO - Epoch [16][340/1253] lr: 4.000e-02, eta: 11:28:36, time: 0.673, data_time: 0.005, memory: 6189, top1_acc: 0.5794, top5_acc: 0.8070, loss_cls: 1.7505, loss: 1.7505, grad_norm: 2.9334 2020-08-09 19:33:43,335 - mmaction - INFO - Epoch [16][360/1253] lr: 4.000e-02, eta: 11:28:02, time: 0.630, data_time: 0.005, memory: 6189, top1_acc: 0.5477, top5_acc: 0.7977, loss_cls: 1.8522, loss: 1.8522, grad_norm: 2.9619 2020-08-09 19:33:57,152 - mmaction - INFO - Epoch [16][380/1253] lr: 4.000e-02, eta: 11:27:32, time: 0.690, data_time: 0.006, memory: 6189, top1_acc: 0.5776, top5_acc: 0.8044, loss_cls: 1.7900, loss: 1.7900, grad_norm: 2.9019 2020-08-09 19:34:09,991 - mmaction - INFO - Epoch [16][400/1253] lr: 4.000e-02, eta: 11:26:59, time: 0.644, data_time: 0.006, memory: 6189, top1_acc: 0.5818, top5_acc: 0.8078, loss_cls: 1.7711, loss: 1.7711, grad_norm: 2.8945 2020-08-09 19:34:23,615 - mmaction - INFO - Epoch [16][420/1253] lr: 4.000e-02, eta: 11:26:28, time: 0.679, data_time: 0.005, memory: 6189, top1_acc: 0.5839, top5_acc: 0.8031, loss_cls: 1.7404, loss: 1.7404, grad_norm: 2.8845 2020-08-09 19:34:37,155 - mmaction - INFO - Epoch [16][440/1253] lr: 4.000e-02, eta: 11:25:56, time: 0.678, data_time: 0.006, memory: 6189, top1_acc: 0.5630, top5_acc: 0.7984, loss_cls: 1.7797, loss: 1.7797, grad_norm: 2.9584 2020-08-09 19:34:49,967 - mmaction - INFO - Epoch [16][460/1253] lr: 4.000e-02, eta: 11:25:24, time: 0.639, data_time: 0.008, memory: 6189, top1_acc: 0.5859, top5_acc: 0.8016, loss_cls: 1.7542, loss: 1.7542, grad_norm: 2.9177 2020-08-09 19:35:03,033 - mmaction - INFO - Epoch [16][480/1253] lr: 4.000e-02, eta: 11:24:51, time: 0.655, data_time: 0.006, memory: 6189, top1_acc: 0.5685, top5_acc: 0.8010, loss_cls: 1.8084, loss: 1.8084, grad_norm: 2.9188 2020-08-09 19:35:16,175 - mmaction - INFO - Epoch [16][500/1253] lr: 4.000e-02, eta: 11:24:19, time: 0.657, data_time: 0.003, memory: 6189, top1_acc: 0.5641, top5_acc: 0.7977, loss_cls: 1.8308, loss: 1.8308, grad_norm: 2.9084 2020-08-09 19:35:29,583 - mmaction - INFO - Epoch [16][520/1253] lr: 4.000e-02, eta: 11:23:48, time: 0.669, data_time: 0.006, memory: 6189, top1_acc: 0.5599, top5_acc: 0.7943, loss_cls: 1.8078, loss: 1.8078, grad_norm: 2.9335 2020-08-09 19:35:42,524 - mmaction - INFO - Epoch [16][540/1253] lr: 4.000e-02, eta: 11:23:16, time: 0.648, data_time: 0.005, memory: 6189, top1_acc: 0.5729, top5_acc: 0.7919, loss_cls: 1.8043, loss: 1.8043, grad_norm: 2.8121 2020-08-09 19:35:56,125 - mmaction - INFO - Epoch [16][560/1253] lr: 4.000e-02, eta: 11:22:45, time: 0.680, data_time: 0.003, memory: 6189, top1_acc: 0.5646, top5_acc: 0.8076, loss_cls: 1.7703, loss: 1.7703, grad_norm: 2.9618 2020-08-09 19:36:08,963 - mmaction - INFO - Epoch [16][580/1253] lr: 4.000e-02, eta: 11:22:12, time: 0.640, data_time: 0.005, memory: 6189, top1_acc: 0.5646, top5_acc: 0.8060, loss_cls: 1.7938, loss: 1.7938, grad_norm: 2.9938 2020-08-09 19:36:22,578 - mmaction - INFO - Epoch [16][600/1253] lr: 4.000e-02, eta: 11:21:42, time: 0.683, data_time: 0.005, memory: 6189, top1_acc: 0.5677, top5_acc: 0.8042, loss_cls: 1.7711, loss: 1.7711, grad_norm: 2.9536 2020-08-09 19:36:36,758 - mmaction - INFO - Epoch [16][620/1253] lr: 4.000e-02, eta: 11:21:12, time: 0.706, data_time: 0.006, memory: 6189, top1_acc: 0.5612, top5_acc: 0.8010, loss_cls: 1.8010, loss: 1.8010, grad_norm: 2.9209 2020-08-09 19:36:49,934 - mmaction - INFO - Epoch [16][640/1253] lr: 4.000e-02, eta: 11:20:41, time: 0.662, data_time: 0.007, memory: 6189, top1_acc: 0.5776, top5_acc: 0.8083, loss_cls: 1.7334, loss: 1.7334, grad_norm: 2.8497 2020-08-09 19:37:02,947 - mmaction - INFO - Epoch [16][660/1253] lr: 4.000e-02, eta: 11:20:08, time: 0.647, data_time: 0.006, memory: 6189, top1_acc: 0.5690, top5_acc: 0.8005, loss_cls: 1.7917, loss: 1.7917, grad_norm: 2.9099 2020-08-09 19:37:16,510 - mmaction - INFO - Epoch [16][680/1253] lr: 4.000e-02, eta: 11:19:38, time: 0.682, data_time: 0.007, memory: 6189, top1_acc: 0.5698, top5_acc: 0.8029, loss_cls: 1.8054, loss: 1.8054, grad_norm: 2.9531 2020-08-09 19:37:29,310 - mmaction - INFO - Epoch [16][700/1253] lr: 4.000e-02, eta: 11:19:05, time: 0.638, data_time: 0.005, memory: 6189, top1_acc: 0.5706, top5_acc: 0.7914, loss_cls: 1.8193, loss: 1.8193, grad_norm: 2.9568 2020-08-09 19:37:42,675 - mmaction - INFO - Epoch [16][720/1253] lr: 4.000e-02, eta: 11:18:34, time: 0.669, data_time: 0.006, memory: 6189, top1_acc: 0.5685, top5_acc: 0.8008, loss_cls: 1.8133, loss: 1.8133, grad_norm: 2.9371 2020-08-09 19:37:55,771 - mmaction - INFO - Epoch [16][740/1253] lr: 4.000e-02, eta: 11:18:03, time: 0.655, data_time: 0.006, memory: 6189, top1_acc: 0.5786, top5_acc: 0.8039, loss_cls: 1.8017, loss: 1.8017, grad_norm: 2.9486 2020-08-09 19:38:09,468 - mmaction - INFO - Epoch [16][760/1253] lr: 4.000e-02, eta: 11:17:32, time: 0.685, data_time: 0.002, memory: 6189, top1_acc: 0.5570, top5_acc: 0.7982, loss_cls: 1.8361, loss: 1.8361, grad_norm: 2.9658 2020-08-09 19:38:22,531 - mmaction - INFO - Epoch [16][780/1253] lr: 4.000e-02, eta: 11:17:01, time: 0.652, data_time: 0.006, memory: 6189, top1_acc: 0.5750, top5_acc: 0.8068, loss_cls: 1.7774, loss: 1.7774, grad_norm: 2.9290 2020-08-09 19:38:35,675 - mmaction - INFO - Epoch [16][800/1253] lr: 4.000e-02, eta: 11:16:29, time: 0.659, data_time: 0.006, memory: 6189, top1_acc: 0.5573, top5_acc: 0.7977, loss_cls: 1.8462, loss: 1.8462, grad_norm: 2.9092 2020-08-09 19:38:49,512 - mmaction - INFO - Epoch [16][820/1253] lr: 4.000e-02, eta: 11:15:59, time: 0.690, data_time: 0.006, memory: 6189, top1_acc: 0.5698, top5_acc: 0.7940, loss_cls: 1.8407, loss: 1.8407, grad_norm: 2.9002 2020-08-09 19:39:02,720 - mmaction - INFO - Epoch [16][840/1253] lr: 4.000e-02, eta: 11:15:28, time: 0.662, data_time: 0.006, memory: 6189, top1_acc: 0.5768, top5_acc: 0.8013, loss_cls: 1.7820, loss: 1.7820, grad_norm: 2.8509 2020-08-09 19:39:16,481 - mmaction - INFO - Epoch [16][860/1253] lr: 4.000e-02, eta: 11:14:58, time: 0.688, data_time: 0.006, memory: 6189, top1_acc: 0.5693, top5_acc: 0.8000, loss_cls: 1.8151, loss: 1.8151, grad_norm: 3.0223 2020-08-09 19:39:29,787 - mmaction - INFO - Epoch [16][880/1253] lr: 4.000e-02, eta: 11:14:27, time: 0.665, data_time: 0.004, memory: 6189, top1_acc: 0.5745, top5_acc: 0.8125, loss_cls: 1.7879, loss: 1.7879, grad_norm: 2.9427 2020-08-09 19:39:43,831 - mmaction - INFO - Epoch [16][900/1253] lr: 4.000e-02, eta: 11:13:58, time: 0.700, data_time: 0.005, memory: 6189, top1_acc: 0.5659, top5_acc: 0.7995, loss_cls: 1.7913, loss: 1.7913, grad_norm: 2.8928 2020-08-09 19:39:57,321 - mmaction - INFO - Epoch [16][920/1253] lr: 4.000e-02, eta: 11:13:28, time: 0.677, data_time: 0.006, memory: 6189, top1_acc: 0.5615, top5_acc: 0.7937, loss_cls: 1.8229, loss: 1.8229, grad_norm: 2.9508 2020-08-09 19:40:10,136 - mmaction - INFO - Epoch [16][940/1253] lr: 4.000e-02, eta: 11:12:56, time: 0.637, data_time: 0.005, memory: 6189, top1_acc: 0.5531, top5_acc: 0.7964, loss_cls: 1.8435, loss: 1.8435, grad_norm: 2.9590 2020-08-09 19:40:24,313 - mmaction - INFO - Epoch [16][960/1253] lr: 4.000e-02, eta: 11:12:27, time: 0.712, data_time: 0.007, memory: 6189, top1_acc: 0.5628, top5_acc: 0.7935, loss_cls: 1.8227, loss: 1.8227, grad_norm: 2.8859 2020-08-09 19:40:37,907 - mmaction - INFO - Epoch [16][980/1253] lr: 4.000e-02, eta: 11:11:57, time: 0.679, data_time: 0.006, memory: 6189, top1_acc: 0.5674, top5_acc: 0.8008, loss_cls: 1.8049, loss: 1.8049, grad_norm: 2.9489 2020-08-09 19:40:51,827 - mmaction - INFO - Epoch [16][1000/1253] lr: 4.000e-02, eta: 11:11:27, time: 0.697, data_time: 0.005, memory: 6189, top1_acc: 0.5607, top5_acc: 0.7935, loss_cls: 1.8559, loss: 1.8559, grad_norm: 2.8990 2020-08-09 19:41:04,539 - mmaction - INFO - Epoch [16][1020/1253] lr: 4.000e-02, eta: 11:10:55, time: 0.633, data_time: 0.006, memory: 6189, top1_acc: 0.5680, top5_acc: 0.8021, loss_cls: 1.8080, loss: 1.8080, grad_norm: 2.9242 2020-08-09 19:41:18,709 - mmaction - INFO - Epoch [16][1040/1253] lr: 4.000e-02, eta: 11:10:27, time: 0.711, data_time: 0.007, memory: 6189, top1_acc: 0.5672, top5_acc: 0.8034, loss_cls: 1.8034, loss: 1.8034, grad_norm: 2.9136 2020-08-09 19:41:32,286 - mmaction - INFO - Epoch [16][1060/1253] lr: 4.000e-02, eta: 11:09:56, time: 0.675, data_time: 0.006, memory: 6189, top1_acc: 0.5716, top5_acc: 0.8008, loss_cls: 1.7820, loss: 1.7820, grad_norm: 2.8880 2020-08-09 19:41:45,145 - mmaction - INFO - Epoch [16][1080/1253] lr: 4.000e-02, eta: 11:09:25, time: 0.646, data_time: 0.007, memory: 6189, top1_acc: 0.5708, top5_acc: 0.7992, loss_cls: 1.7937, loss: 1.7937, grad_norm: 2.9262 2020-08-09 19:41:58,948 - mmaction - INFO - Epoch [16][1100/1253] lr: 4.000e-02, eta: 11:08:55, time: 0.687, data_time: 0.006, memory: 6189, top1_acc: 0.5591, top5_acc: 0.7943, loss_cls: 1.8465, loss: 1.8465, grad_norm: 2.9343 2020-08-09 19:42:11,568 - mmaction - INFO - Epoch [16][1120/1253] lr: 4.000e-02, eta: 11:08:24, time: 0.635, data_time: 0.007, memory: 6189, top1_acc: 0.5633, top5_acc: 0.8008, loss_cls: 1.8127, loss: 1.8127, grad_norm: 2.9527 2020-08-09 19:42:25,460 - mmaction - INFO - Epoch [16][1140/1253] lr: 4.000e-02, eta: 11:07:54, time: 0.691, data_time: 0.004, memory: 6189, top1_acc: 0.5690, top5_acc: 0.8003, loss_cls: 1.8034, loss: 1.8034, grad_norm: 2.9030 2020-08-09 19:42:38,407 - mmaction - INFO - Epoch [16][1160/1253] lr: 4.000e-02, eta: 11:07:23, time: 0.650, data_time: 0.007, memory: 6189, top1_acc: 0.5661, top5_acc: 0.8018, loss_cls: 1.7787, loss: 1.7787, grad_norm: 2.8615 2020-08-09 19:42:51,381 - mmaction - INFO - Epoch [16][1180/1253] lr: 4.000e-02, eta: 11:06:52, time: 0.649, data_time: 0.003, memory: 6189, top1_acc: 0.5693, top5_acc: 0.7956, loss_cls: 1.8352, loss: 1.8352, grad_norm: 2.9066 2020-08-09 19:43:05,497 - mmaction - INFO - Epoch [16][1200/1253] lr: 4.000e-02, eta: 11:06:23, time: 0.706, data_time: 0.005, memory: 6189, top1_acc: 0.5664, top5_acc: 0.7948, loss_cls: 1.8257, loss: 1.8257, grad_norm: 2.8806 2020-08-09 19:43:18,197 - mmaction - INFO - Epoch [16][1220/1253] lr: 4.000e-02, eta: 11:05:52, time: 0.635, data_time: 0.004, memory: 6189, top1_acc: 0.5562, top5_acc: 0.7844, loss_cls: 1.8756, loss: 1.8756, grad_norm: 2.9067 2020-08-09 19:43:31,213 - mmaction - INFO - Epoch [16][1240/1253] lr: 4.000e-02, eta: 11:05:21, time: 0.649, data_time: 0.005, memory: 6189, top1_acc: 0.5682, top5_acc: 0.8076, loss_cls: 1.7758, loss: 1.7758, grad_norm: 2.9172 2020-08-09 19:43:51,828 - mmaction - INFO - Saving checkpoint at 16 epochs 2020-08-09 19:49:34,010 - mmaction - INFO - Epoch [17][20/1253] lr: 4.000e-02, eta: 11:15:46, time: 16.998, data_time: 16.184, memory: 6189, top1_acc: 0.5737, top5_acc: 0.8042, loss_cls: 1.7561, loss: 1.7561, grad_norm: 2.9679 2020-08-09 19:49:46,660 - mmaction - INFO - Epoch [17][40/1253] lr: 4.000e-02, eta: 11:15:13, time: 0.634, data_time: 0.013, memory: 6189, top1_acc: 0.5669, top5_acc: 0.8008, loss_cls: 1.7980, loss: 1.7980, grad_norm: 2.8886 2020-08-09 19:49:59,536 - mmaction - INFO - Epoch [17][60/1253] lr: 4.000e-02, eta: 11:14:41, time: 0.647, data_time: 0.008, memory: 6189, top1_acc: 0.5844, top5_acc: 0.8078, loss_cls: 1.7449, loss: 1.7449, grad_norm: 2.8865 2020-08-09 19:50:11,999 - mmaction - INFO - Epoch [17][80/1253] lr: 4.000e-02, eta: 11:14:08, time: 0.623, data_time: 0.003, memory: 6189, top1_acc: 0.5885, top5_acc: 0.8044, loss_cls: 1.7258, loss: 1.7258, grad_norm: 2.9167 2020-08-09 19:50:24,583 - mmaction - INFO - Epoch [17][100/1253] lr: 4.000e-02, eta: 11:13:36, time: 0.629, data_time: 0.005, memory: 6189, top1_acc: 0.5747, top5_acc: 0.8057, loss_cls: 1.7558, loss: 1.7558, grad_norm: 2.9173 2020-08-09 19:50:37,088 - mmaction - INFO - Epoch [17][120/1253] lr: 4.000e-02, eta: 11:13:03, time: 0.626, data_time: 0.004, memory: 6189, top1_acc: 0.5836, top5_acc: 0.8151, loss_cls: 1.7308, loss: 1.7308, grad_norm: 2.8697 2020-08-09 19:50:49,636 - mmaction - INFO - Epoch [17][140/1253] lr: 4.000e-02, eta: 11:12:30, time: 0.626, data_time: 0.006, memory: 6189, top1_acc: 0.5880, top5_acc: 0.8052, loss_cls: 1.7166, loss: 1.7166, grad_norm: 2.8622 2020-08-09 19:51:02,315 - mmaction - INFO - Epoch [17][160/1253] lr: 4.000e-02, eta: 11:11:58, time: 0.635, data_time: 0.006, memory: 6189, top1_acc: 0.5820, top5_acc: 0.8164, loss_cls: 1.7078, loss: 1.7078, grad_norm: 2.9823 2020-08-09 19:51:15,095 - mmaction - INFO - Epoch [17][180/1253] lr: 4.000e-02, eta: 11:11:26, time: 0.636, data_time: 0.006, memory: 6189, top1_acc: 0.5794, top5_acc: 0.8076, loss_cls: 1.7684, loss: 1.7684, grad_norm: 2.9854 2020-08-09 19:51:27,711 - mmaction - INFO - Epoch [17][200/1253] lr: 4.000e-02, eta: 11:10:54, time: 0.634, data_time: 0.007, memory: 6189, top1_acc: 0.5724, top5_acc: 0.8083, loss_cls: 1.7510, loss: 1.7510, grad_norm: 2.9368 2020-08-09 19:51:40,494 - mmaction - INFO - Epoch [17][220/1253] lr: 4.000e-02, eta: 11:10:22, time: 0.638, data_time: 0.005, memory: 6189, top1_acc: 0.5797, top5_acc: 0.8047, loss_cls: 1.7540, loss: 1.7540, grad_norm: 2.9267 2020-08-09 19:51:53,167 - mmaction - INFO - Epoch [17][240/1253] lr: 4.000e-02, eta: 11:09:50, time: 0.635, data_time: 0.005, memory: 6189, top1_acc: 0.5680, top5_acc: 0.8034, loss_cls: 1.7701, loss: 1.7701, grad_norm: 2.9072 2020-08-09 19:52:05,898 - mmaction - INFO - Epoch [17][260/1253] lr: 4.000e-02, eta: 11:09:18, time: 0.637, data_time: 0.005, memory: 6189, top1_acc: 0.5802, top5_acc: 0.8125, loss_cls: 1.7311, loss: 1.7311, grad_norm: 2.9166 2020-08-09 19:52:18,936 - mmaction - INFO - Epoch [17][280/1253] lr: 4.000e-02, eta: 11:08:46, time: 0.652, data_time: 0.003, memory: 6189, top1_acc: 0.6000, top5_acc: 0.8099, loss_cls: 1.7160, loss: 1.7160, grad_norm: 2.8671 2020-08-09 19:52:31,708 - mmaction - INFO - Epoch [17][300/1253] lr: 4.000e-02, eta: 11:08:14, time: 0.636, data_time: 0.007, memory: 6189, top1_acc: 0.5810, top5_acc: 0.8159, loss_cls: 1.7147, loss: 1.7147, grad_norm: 2.8898 2020-08-09 19:52:44,646 - mmaction - INFO - Epoch [17][320/1253] lr: 4.000e-02, eta: 11:07:43, time: 0.650, data_time: 0.007, memory: 6189, top1_acc: 0.5836, top5_acc: 0.8031, loss_cls: 1.7530, loss: 1.7530, grad_norm: 2.9309 2020-08-09 19:52:58,290 - mmaction - INFO - Epoch [17][340/1253] lr: 4.000e-02, eta: 11:07:13, time: 0.679, data_time: 0.005, memory: 6189, top1_acc: 0.5690, top5_acc: 0.7956, loss_cls: 1.8187, loss: 1.8187, grad_norm: 2.9396 2020-08-09 19:53:11,438 - mmaction - INFO - Epoch [17][360/1253] lr: 4.000e-02, eta: 11:06:42, time: 0.660, data_time: 0.007, memory: 6189, top1_acc: 0.5750, top5_acc: 0.8044, loss_cls: 1.7705, loss: 1.7705, grad_norm: 2.9093 2020-08-09 19:53:25,700 - mmaction - INFO - Epoch [17][380/1253] lr: 4.000e-02, eta: 11:06:13, time: 0.713, data_time: 0.005, memory: 6189, top1_acc: 0.5737, top5_acc: 0.7969, loss_cls: 1.7867, loss: 1.7867, grad_norm: 2.9331 2020-08-09 19:53:38,277 - mmaction - INFO - Epoch [17][400/1253] lr: 4.000e-02, eta: 11:05:41, time: 0.630, data_time: 0.004, memory: 6189, top1_acc: 0.5690, top5_acc: 0.8010, loss_cls: 1.8100, loss: 1.8100, grad_norm: 2.9717 2020-08-09 19:53:52,331 - mmaction - INFO - Epoch [17][420/1253] lr: 4.000e-02, eta: 11:05:12, time: 0.701, data_time: 0.005, memory: 6189, top1_acc: 0.5682, top5_acc: 0.7904, loss_cls: 1.7988, loss: 1.7988, grad_norm: 2.8523 2020-08-09 19:54:05,391 - mmaction - INFO - Epoch [17][440/1253] lr: 4.000e-02, eta: 11:04:41, time: 0.654, data_time: 0.005, memory: 6189, top1_acc: 0.5578, top5_acc: 0.8031, loss_cls: 1.8348, loss: 1.8348, grad_norm: 3.0091 2020-08-09 19:54:18,218 - mmaction - INFO - Epoch [17][460/1253] lr: 4.000e-02, eta: 11:04:10, time: 0.638, data_time: 0.005, memory: 6189, top1_acc: 0.5854, top5_acc: 0.8083, loss_cls: 1.7410, loss: 1.7410, grad_norm: 2.8920 2020-08-09 19:54:31,678 - mmaction - INFO - Epoch [17][480/1253] lr: 4.000e-02, eta: 11:03:40, time: 0.676, data_time: 0.007, memory: 6189, top1_acc: 0.5669, top5_acc: 0.7995, loss_cls: 1.8074, loss: 1.8074, grad_norm: 2.9671 2020-08-09 19:54:45,083 - mmaction - INFO - Epoch [17][500/1253] lr: 4.000e-02, eta: 11:03:10, time: 0.668, data_time: 0.005, memory: 6189, top1_acc: 0.5776, top5_acc: 0.8115, loss_cls: 1.7557, loss: 1.7557, grad_norm: 2.9243 2020-08-09 19:54:59,191 - mmaction - INFO - Epoch [17][520/1253] lr: 4.000e-02, eta: 11:02:41, time: 0.707, data_time: 0.006, memory: 6189, top1_acc: 0.5719, top5_acc: 0.8076, loss_cls: 1.7743, loss: 1.7743, grad_norm: 2.9147 2020-08-09 19:55:12,207 - mmaction - INFO - Epoch [17][540/1253] lr: 4.000e-02, eta: 11:02:10, time: 0.650, data_time: 0.006, memory: 6189, top1_acc: 0.5805, top5_acc: 0.8016, loss_cls: 1.7644, loss: 1.7644, grad_norm: 2.9255 2020-08-09 19:55:26,825 - mmaction - INFO - Epoch [17][560/1253] lr: 4.000e-02, eta: 11:01:42, time: 0.733, data_time: 0.006, memory: 6189, top1_acc: 0.5737, top5_acc: 0.8070, loss_cls: 1.7674, loss: 1.7674, grad_norm: 2.9362 2020-08-09 19:55:39,849 - mmaction - INFO - Epoch [17][580/1253] lr: 4.000e-02, eta: 11:01:12, time: 0.648, data_time: 0.005, memory: 6189, top1_acc: 0.5682, top5_acc: 0.7966, loss_cls: 1.8008, loss: 1.8008, grad_norm: 2.9306 2020-08-09 19:55:52,923 - mmaction - INFO - Epoch [17][600/1253] lr: 4.000e-02, eta: 11:00:41, time: 0.657, data_time: 0.006, memory: 6189, top1_acc: 0.5721, top5_acc: 0.7924, loss_cls: 1.8200, loss: 1.8200, grad_norm: 2.9216 2020-08-09 19:56:06,783 - mmaction - INFO - Epoch [17][620/1253] lr: 4.000e-02, eta: 11:00:12, time: 0.691, data_time: 0.006, memory: 6189, top1_acc: 0.5664, top5_acc: 0.8003, loss_cls: 1.7855, loss: 1.7855, grad_norm: 2.8937 2020-08-09 19:56:21,056 - mmaction - INFO - Epoch [17][640/1253] lr: 4.000e-02, eta: 10:59:44, time: 0.716, data_time: 0.005, memory: 6189, top1_acc: 0.5604, top5_acc: 0.7966, loss_cls: 1.8314, loss: 1.8314, grad_norm: 2.9359 2020-08-09 19:56:33,987 - mmaction - INFO - Epoch [17][660/1253] lr: 4.000e-02, eta: 10:59:13, time: 0.644, data_time: 0.005, memory: 6189, top1_acc: 0.5646, top5_acc: 0.8047, loss_cls: 1.7750, loss: 1.7750, grad_norm: 2.8919 2020-08-09 19:56:48,538 - mmaction - INFO - Epoch [17][680/1253] lr: 4.000e-02, eta: 10:58:45, time: 0.729, data_time: 0.005, memory: 6189, top1_acc: 0.5693, top5_acc: 0.8068, loss_cls: 1.7724, loss: 1.7724, grad_norm: 2.8141 2020-08-09 19:57:02,079 - mmaction - INFO - Epoch [17][700/1253] lr: 4.000e-02, eta: 10:58:16, time: 0.675, data_time: 0.006, memory: 6189, top1_acc: 0.5573, top5_acc: 0.7948, loss_cls: 1.8388, loss: 1.8388, grad_norm: 2.9944 2020-08-09 19:57:14,822 - mmaction - INFO - Epoch [17][720/1253] lr: 4.000e-02, eta: 10:57:44, time: 0.639, data_time: 0.006, memory: 6189, top1_acc: 0.5750, top5_acc: 0.7997, loss_cls: 1.7997, loss: 1.7997, grad_norm: 2.8390 2020-08-09 19:57:28,090 - mmaction - INFO - Epoch [17][740/1253] lr: 4.000e-02, eta: 10:57:14, time: 0.664, data_time: 0.005, memory: 6189, top1_acc: 0.5797, top5_acc: 0.8122, loss_cls: 1.7308, loss: 1.7308, grad_norm: 2.9093 2020-08-09 19:57:41,640 - mmaction - INFO - Epoch [17][760/1253] lr: 4.000e-02, eta: 10:56:45, time: 0.677, data_time: 0.001, memory: 6189, top1_acc: 0.5701, top5_acc: 0.8023, loss_cls: 1.7799, loss: 1.7799, grad_norm: 2.9778 2020-08-09 19:57:56,461 - mmaction - INFO - Epoch [17][780/1253] lr: 4.000e-02, eta: 10:56:18, time: 0.740, data_time: 0.005, memory: 6189, top1_acc: 0.5674, top5_acc: 0.8023, loss_cls: 1.7921, loss: 1.7921, grad_norm: 2.9324 2020-08-09 19:58:10,120 - mmaction - INFO - Epoch [17][800/1253] lr: 4.000e-02, eta: 10:55:49, time: 0.684, data_time: 0.003, memory: 6189, top1_acc: 0.5760, top5_acc: 0.8039, loss_cls: 1.7813, loss: 1.7813, grad_norm: 2.9588 2020-08-09 19:58:23,809 - mmaction - INFO - Epoch [17][820/1253] lr: 4.000e-02, eta: 10:55:20, time: 0.682, data_time: 0.005, memory: 6189, top1_acc: 0.5620, top5_acc: 0.7935, loss_cls: 1.8351, loss: 1.8351, grad_norm: 2.9406 2020-08-09 19:58:37,330 - mmaction - INFO - Epoch [17][840/1253] lr: 4.000e-02, eta: 10:54:50, time: 0.677, data_time: 0.006, memory: 6189, top1_acc: 0.5607, top5_acc: 0.7924, loss_cls: 1.8259, loss: 1.8259, grad_norm: 2.9530 2020-08-09 19:58:50,841 - mmaction - INFO - Epoch [17][860/1253] lr: 4.000e-02, eta: 10:54:21, time: 0.672, data_time: 0.005, memory: 6189, top1_acc: 0.5721, top5_acc: 0.8073, loss_cls: 1.7757, loss: 1.7757, grad_norm: 2.8092 2020-08-09 19:59:03,489 - mmaction - INFO - Epoch [17][880/1253] lr: 4.000e-02, eta: 10:53:50, time: 0.636, data_time: 0.008, memory: 6189, top1_acc: 0.5698, top5_acc: 0.7930, loss_cls: 1.8198, loss: 1.8198, grad_norm: 2.9010 2020-08-09 19:59:17,919 - mmaction - INFO - Epoch [17][900/1253] lr: 4.000e-02, eta: 10:53:22, time: 0.720, data_time: 0.005, memory: 6189, top1_acc: 0.5719, top5_acc: 0.8031, loss_cls: 1.7881, loss: 1.7881, grad_norm: 2.9930 2020-08-09 19:59:30,633 - mmaction - INFO - Epoch [17][920/1253] lr: 4.000e-02, eta: 10:52:51, time: 0.638, data_time: 0.006, memory: 6189, top1_acc: 0.5779, top5_acc: 0.8049, loss_cls: 1.7715, loss: 1.7715, grad_norm: 2.9310 2020-08-09 19:59:43,593 - mmaction - INFO - Epoch [17][940/1253] lr: 4.000e-02, eta: 10:52:21, time: 0.646, data_time: 0.006, memory: 6189, top1_acc: 0.5732, top5_acc: 0.8029, loss_cls: 1.8048, loss: 1.8048, grad_norm: 2.9447 2020-08-09 19:59:56,325 - mmaction - INFO - Epoch [17][960/1253] lr: 4.000e-02, eta: 10:51:50, time: 0.638, data_time: 0.006, memory: 6189, top1_acc: 0.5651, top5_acc: 0.7974, loss_cls: 1.8186, loss: 1.8186, grad_norm: 2.9311 2020-08-09 20:00:24,622 - mmaction - INFO - Epoch [17][980/1253] lr: 4.000e-02, eta: 10:51:50, time: 1.400, data_time: 0.005, memory: 6189, top1_acc: 0.5680, top5_acc: 0.8068, loss_cls: 1.7817, loss: 1.7817, grad_norm: 2.8962 2020-08-09 20:00:37,363 - mmaction - INFO - Epoch [17][1000/1253] lr: 4.000e-02, eta: 10:51:19, time: 0.652, data_time: 0.021, memory: 6189, top1_acc: 0.5664, top5_acc: 0.7987, loss_cls: 1.8107, loss: 1.8107, grad_norm: 2.8898 2020-08-09 20:00:50,392 - mmaction - INFO - Epoch [17][1020/1253] lr: 4.000e-02, eta: 10:50:49, time: 0.650, data_time: 0.005, memory: 6189, top1_acc: 0.5727, top5_acc: 0.7956, loss_cls: 1.8214, loss: 1.8214, grad_norm: 2.9324 2020-08-09 20:01:03,380 - mmaction - INFO - Epoch [17][1040/1253] lr: 4.000e-02, eta: 10:50:19, time: 0.651, data_time: 0.006, memory: 6189, top1_acc: 0.5612, top5_acc: 0.7938, loss_cls: 1.8413, loss: 1.8413, grad_norm: 2.9721 2020-08-09 20:01:17,538 - mmaction - INFO - Epoch [17][1060/1253] lr: 4.000e-02, eta: 10:49:51, time: 0.708, data_time: 0.005, memory: 6189, top1_acc: 0.5719, top5_acc: 0.7987, loss_cls: 1.8093, loss: 1.8093, grad_norm: 2.9234 2020-08-09 20:01:31,021 - mmaction - INFO - Epoch [17][1080/1253] lr: 4.000e-02, eta: 10:49:22, time: 0.674, data_time: 0.002, memory: 6189, top1_acc: 0.5760, top5_acc: 0.8010, loss_cls: 1.8092, loss: 1.8092, grad_norm: 2.8923 2020-08-09 20:01:43,831 - mmaction - INFO - Epoch [17][1100/1253] lr: 4.000e-02, eta: 10:48:52, time: 0.640, data_time: 0.005, memory: 6189, top1_acc: 0.5674, top5_acc: 0.7930, loss_cls: 1.8258, loss: 1.8258, grad_norm: 2.8969 2020-08-09 20:01:56,643 - mmaction - INFO - Epoch [17][1120/1253] lr: 4.000e-02, eta: 10:48:21, time: 0.640, data_time: 0.003, memory: 6189, top1_acc: 0.5604, top5_acc: 0.7911, loss_cls: 1.8257, loss: 1.8257, grad_norm: 2.9379 2020-08-09 20:02:10,949 - mmaction - INFO - Epoch [17][1140/1253] lr: 4.000e-02, eta: 10:47:54, time: 0.714, data_time: 0.006, memory: 6189, top1_acc: 0.5734, top5_acc: 0.8052, loss_cls: 1.7828, loss: 1.7828, grad_norm: 2.8929 2020-08-09 20:02:24,574 - mmaction - INFO - Epoch [17][1160/1253] lr: 4.000e-02, eta: 10:47:25, time: 0.682, data_time: 0.005, memory: 6189, top1_acc: 0.5896, top5_acc: 0.8010, loss_cls: 1.7600, loss: 1.7600, grad_norm: 2.9105 2020-08-09 20:02:37,811 - mmaction - INFO - Epoch [17][1180/1253] lr: 4.000e-02, eta: 10:46:55, time: 0.659, data_time: 0.006, memory: 6189, top1_acc: 0.5602, top5_acc: 0.8005, loss_cls: 1.7982, loss: 1.7982, grad_norm: 2.9629 2020-08-09 20:02:51,244 - mmaction - INFO - Epoch [17][1200/1253] lr: 4.000e-02, eta: 10:46:26, time: 0.675, data_time: 0.007, memory: 6189, top1_acc: 0.5659, top5_acc: 0.7958, loss_cls: 1.8094, loss: 1.8094, grad_norm: 2.9212 2020-08-09 20:03:04,479 - mmaction - INFO - Epoch [17][1220/1253] lr: 4.000e-02, eta: 10:45:57, time: 0.660, data_time: 0.006, memory: 6189, top1_acc: 0.5617, top5_acc: 0.7849, loss_cls: 1.8363, loss: 1.8363, grad_norm: 2.9585 2020-08-09 20:03:17,519 - mmaction - INFO - Epoch [17][1240/1253] lr: 4.000e-02, eta: 10:45:27, time: 0.654, data_time: 0.006, memory: 6189, top1_acc: 0.5482, top5_acc: 0.7826, loss_cls: 1.8971, loss: 1.8971, grad_norm: 2.9975 2020-08-09 20:03:40,156 - mmaction - INFO - Saving checkpoint at 17 epochs 2020-08-09 20:09:40,718 - mmaction - INFO - Epoch [18][20/1253] lr: 4.000e-02, eta: 10:55:30, time: 17.899, data_time: 17.074, memory: 6189, top1_acc: 0.5799, top5_acc: 0.8133, loss_cls: 1.6968, loss: 1.6968, grad_norm: 2.8804 2020-08-09 20:09:53,398 - mmaction - INFO - Epoch [18][40/1253] lr: 4.000e-02, eta: 10:54:59, time: 0.638, data_time: 0.014, memory: 6189, top1_acc: 0.5862, top5_acc: 0.8083, loss_cls: 1.7572, loss: 1.7572, grad_norm: 2.9149 2020-08-09 20:10:06,177 - mmaction - INFO - Epoch [18][60/1253] lr: 4.000e-02, eta: 10:54:28, time: 0.642, data_time: 0.007, memory: 6189, top1_acc: 0.5763, top5_acc: 0.8112, loss_cls: 1.7293, loss: 1.7293, grad_norm: 2.9058 2020-08-09 20:10:18,707 - mmaction - INFO - Epoch [18][80/1253] lr: 4.000e-02, eta: 10:53:56, time: 0.624, data_time: 0.005, memory: 6189, top1_acc: 0.5883, top5_acc: 0.8104, loss_cls: 1.6961, loss: 1.6961, grad_norm: 2.8711 2020-08-09 20:10:31,167 - mmaction - INFO - Epoch [18][100/1253] lr: 4.000e-02, eta: 10:53:25, time: 0.624, data_time: 0.006, memory: 6189, top1_acc: 0.5883, top5_acc: 0.8091, loss_cls: 1.6949, loss: 1.6949, grad_norm: 2.8474 2020-08-09 20:10:43,782 - mmaction - INFO - Epoch [18][120/1253] lr: 4.000e-02, eta: 10:52:54, time: 0.631, data_time: 0.005, memory: 6189, top1_acc: 0.5932, top5_acc: 0.8115, loss_cls: 1.7127, loss: 1.7127, grad_norm: 2.8808 2020-08-09 20:10:56,309 - mmaction - INFO - Epoch [18][140/1253] lr: 4.000e-02, eta: 10:52:22, time: 0.626, data_time: 0.004, memory: 6189, top1_acc: 0.5870, top5_acc: 0.8122, loss_cls: 1.7094, loss: 1.7094, grad_norm: 2.9015 2020-08-09 20:11:08,972 - mmaction - INFO - Epoch [18][160/1253] lr: 4.000e-02, eta: 10:51:51, time: 0.630, data_time: 0.006, memory: 6189, top1_acc: 0.5818, top5_acc: 0.8091, loss_cls: 1.7621, loss: 1.7621, grad_norm: 2.9400 2020-08-09 20:11:21,486 - mmaction - INFO - Epoch [18][180/1253] lr: 4.000e-02, eta: 10:51:20, time: 0.629, data_time: 0.007, memory: 6189, top1_acc: 0.5641, top5_acc: 0.8016, loss_cls: 1.8007, loss: 1.8007, grad_norm: 2.9967 2020-08-09 20:11:34,198 - mmaction - INFO - Epoch [18][200/1253] lr: 4.000e-02, eta: 10:50:48, time: 0.632, data_time: 0.005, memory: 6189, top1_acc: 0.5919, top5_acc: 0.8128, loss_cls: 1.7091, loss: 1.7091, grad_norm: 2.8444 2020-08-09 20:11:46,821 - mmaction - INFO - Epoch [18][220/1253] lr: 4.000e-02, eta: 10:50:17, time: 0.634, data_time: 0.006, memory: 6189, top1_acc: 0.5617, top5_acc: 0.8036, loss_cls: 1.7752, loss: 1.7752, grad_norm: 2.9139 2020-08-09 20:11:59,596 - mmaction - INFO - Epoch [18][240/1253] lr: 4.000e-02, eta: 10:49:47, time: 0.638, data_time: 0.005, memory: 6189, top1_acc: 0.5732, top5_acc: 0.8094, loss_cls: 1.7602, loss: 1.7602, grad_norm: 2.9080 2020-08-09 20:12:12,170 - mmaction - INFO - Epoch [18][260/1253] lr: 4.000e-02, eta: 10:49:15, time: 0.630, data_time: 0.005, memory: 6189, top1_acc: 0.5872, top5_acc: 0.8104, loss_cls: 1.7032, loss: 1.7032, grad_norm: 2.8714 2020-08-09 20:12:25,153 - mmaction - INFO - Epoch [18][280/1253] lr: 4.000e-02, eta: 10:48:45, time: 0.644, data_time: 0.005, memory: 6189, top1_acc: 0.5781, top5_acc: 0.8099, loss_cls: 1.7374, loss: 1.7374, grad_norm: 3.0090 2020-08-09 20:12:38,999 - mmaction - INFO - Epoch [18][300/1253] lr: 4.000e-02, eta: 10:48:16, time: 0.697, data_time: 0.008, memory: 6189, top1_acc: 0.5602, top5_acc: 0.7958, loss_cls: 1.8201, loss: 1.8201, grad_norm: 2.9578 2020-08-09 20:12:51,694 - mmaction - INFO - Epoch [18][320/1253] lr: 4.000e-02, eta: 10:47:46, time: 0.633, data_time: 0.007, memory: 6189, top1_acc: 0.5854, top5_acc: 0.8060, loss_cls: 1.7337, loss: 1.7337, grad_norm: 2.8545 2020-08-09 20:13:04,585 - mmaction - INFO - Epoch [18][340/1253] lr: 4.000e-02, eta: 10:47:15, time: 0.646, data_time: 0.005, memory: 6189, top1_acc: 0.5815, top5_acc: 0.8055, loss_cls: 1.7690, loss: 1.7690, grad_norm: 2.9308 2020-08-09 20:13:18,029 - mmaction - INFO - Epoch [18][360/1253] lr: 4.000e-02, eta: 10:46:46, time: 0.672, data_time: 0.006, memory: 6189, top1_acc: 0.5628, top5_acc: 0.7964, loss_cls: 1.8064, loss: 1.8064, grad_norm: 2.9030 2020-08-09 20:13:31,519 - mmaction - INFO - Epoch [18][380/1253] lr: 4.000e-02, eta: 10:46:17, time: 0.675, data_time: 0.004, memory: 6189, top1_acc: 0.5805, top5_acc: 0.8042, loss_cls: 1.7772, loss: 1.7772, grad_norm: 2.9186 2020-08-09 20:13:44,260 - mmaction - INFO - Epoch [18][400/1253] lr: 4.000e-02, eta: 10:45:46, time: 0.634, data_time: 0.007, memory: 6189, top1_acc: 0.5883, top5_acc: 0.8057, loss_cls: 1.7271, loss: 1.7271, grad_norm: 2.9135 2020-08-09 20:13:57,493 - mmaction - INFO - Epoch [18][420/1253] lr: 4.000e-02, eta: 10:45:16, time: 0.665, data_time: 0.007, memory: 6189, top1_acc: 0.5758, top5_acc: 0.8115, loss_cls: 1.7437, loss: 1.7437, grad_norm: 2.9714 2020-08-09 20:14:10,433 - mmaction - INFO - Epoch [18][440/1253] lr: 4.000e-02, eta: 10:44:46, time: 0.645, data_time: 0.005, memory: 6189, top1_acc: 0.5750, top5_acc: 0.8044, loss_cls: 1.7588, loss: 1.7588, grad_norm: 2.8766 2020-08-09 20:14:23,645 - mmaction - INFO - Epoch [18][460/1253] lr: 4.000e-02, eta: 10:44:17, time: 0.662, data_time: 0.006, memory: 6189, top1_acc: 0.5841, top5_acc: 0.8104, loss_cls: 1.7346, loss: 1.7346, grad_norm: 2.9358 2020-08-09 20:14:37,093 - mmaction - INFO - Epoch [18][480/1253] lr: 4.000e-02, eta: 10:43:47, time: 0.672, data_time: 0.005, memory: 6189, top1_acc: 0.5732, top5_acc: 0.8094, loss_cls: 1.7539, loss: 1.7539, grad_norm: 3.0156 2020-08-09 20:14:50,857 - mmaction - INFO - Epoch [18][500/1253] lr: 4.000e-02, eta: 10:43:19, time: 0.689, data_time: 0.005, memory: 6189, top1_acc: 0.5841, top5_acc: 0.8104, loss_cls: 1.7501, loss: 1.7501, grad_norm: 2.9534 2020-08-09 20:15:04,106 - mmaction - INFO - Epoch [18][520/1253] lr: 4.000e-02, eta: 10:42:49, time: 0.661, data_time: 0.006, memory: 6189, top1_acc: 0.5766, top5_acc: 0.8073, loss_cls: 1.7475, loss: 1.7475, grad_norm: 2.9412 2020-08-09 20:15:17,101 - mmaction - INFO - Epoch [18][540/1253] lr: 4.000e-02, eta: 10:42:20, time: 0.651, data_time: 0.003, memory: 6189, top1_acc: 0.5786, top5_acc: 0.8065, loss_cls: 1.7604, loss: 1.7604, grad_norm: 2.8932 2020-08-09 20:15:30,691 - mmaction - INFO - Epoch [18][560/1253] lr: 4.000e-02, eta: 10:41:51, time: 0.678, data_time: 0.006, memory: 6189, top1_acc: 0.5823, top5_acc: 0.8042, loss_cls: 1.7797, loss: 1.7797, grad_norm: 2.8789 2020-08-09 20:15:44,696 - mmaction - INFO - Epoch [18][580/1253] lr: 4.000e-02, eta: 10:41:23, time: 0.702, data_time: 0.006, memory: 6189, top1_acc: 0.5776, top5_acc: 0.8078, loss_cls: 1.7386, loss: 1.7386, grad_norm: 2.9457 2020-08-09 20:15:58,055 - mmaction - INFO - Epoch [18][600/1253] lr: 4.000e-02, eta: 10:40:54, time: 0.667, data_time: 0.005, memory: 6189, top1_acc: 0.5734, top5_acc: 0.7987, loss_cls: 1.7840, loss: 1.7840, grad_norm: 2.9913 2020-08-09 20:16:11,642 - mmaction - INFO - Epoch [18][620/1253] lr: 4.000e-02, eta: 10:40:25, time: 0.680, data_time: 0.005, memory: 6189, top1_acc: 0.5742, top5_acc: 0.8018, loss_cls: 1.7747, loss: 1.7747, grad_norm: 2.9585 2020-08-09 20:16:24,891 - mmaction - INFO - Epoch [18][640/1253] lr: 4.000e-02, eta: 10:39:56, time: 0.661, data_time: 0.005, memory: 6189, top1_acc: 0.5779, top5_acc: 0.7974, loss_cls: 1.7919, loss: 1.7919, grad_norm: 2.9486 2020-08-09 20:16:38,474 - mmaction - INFO - Epoch [18][660/1253] lr: 4.000e-02, eta: 10:39:27, time: 0.681, data_time: 0.005, memory: 6189, top1_acc: 0.5711, top5_acc: 0.7917, loss_cls: 1.8089, loss: 1.8089, grad_norm: 3.0138 2020-08-09 20:16:52,256 - mmaction - INFO - Epoch [18][680/1253] lr: 4.000e-02, eta: 10:38:59, time: 0.688, data_time: 0.005, memory: 6189, top1_acc: 0.5719, top5_acc: 0.7909, loss_cls: 1.8498, loss: 1.8498, grad_norm: 2.9219 2020-08-09 20:17:05,944 - mmaction - INFO - Epoch [18][700/1253] lr: 4.000e-02, eta: 10:38:30, time: 0.685, data_time: 0.004, memory: 6189, top1_acc: 0.5820, top5_acc: 0.8008, loss_cls: 1.7890, loss: 1.7890, grad_norm: 2.8389 2020-08-09 20:17:19,231 - mmaction - INFO - Epoch [18][720/1253] lr: 4.000e-02, eta: 10:38:01, time: 0.664, data_time: 0.005, memory: 6189, top1_acc: 0.5648, top5_acc: 0.8021, loss_cls: 1.8170, loss: 1.8170, grad_norm: 2.9271 2020-08-09 20:17:31,910 - mmaction - INFO - Epoch [18][740/1253] lr: 4.000e-02, eta: 10:37:31, time: 0.634, data_time: 0.005, memory: 6189, top1_acc: 0.5839, top5_acc: 0.8224, loss_cls: 1.7282, loss: 1.7282, grad_norm: 2.9410 2020-08-09 20:17:45,191 - mmaction - INFO - Epoch [18][760/1253] lr: 4.000e-02, eta: 10:37:02, time: 0.661, data_time: 0.006, memory: 6189, top1_acc: 0.5833, top5_acc: 0.8076, loss_cls: 1.7266, loss: 1.7266, grad_norm: 2.8590 2020-08-09 20:17:57,845 - mmaction - INFO - Epoch [18][780/1253] lr: 4.000e-02, eta: 10:36:32, time: 0.636, data_time: 0.007, memory: 6189, top1_acc: 0.5740, top5_acc: 0.8065, loss_cls: 1.7742, loss: 1.7742, grad_norm: 2.9391 2020-08-09 20:18:11,658 - mmaction - INFO - Epoch [18][800/1253] lr: 4.000e-02, eta: 10:36:04, time: 0.689, data_time: 0.007, memory: 6189, top1_acc: 0.5784, top5_acc: 0.7995, loss_cls: 1.7679, loss: 1.7679, grad_norm: 2.9257 2020-08-09 20:18:25,809 - mmaction - INFO - Epoch [18][820/1253] lr: 4.000e-02, eta: 10:35:36, time: 0.710, data_time: 0.006, memory: 6189, top1_acc: 0.5695, top5_acc: 0.7945, loss_cls: 1.8048, loss: 1.8048, grad_norm: 2.9125 2020-08-09 20:18:40,909 - mmaction - INFO - Epoch [18][840/1253] lr: 4.000e-02, eta: 10:35:11, time: 0.753, data_time: 0.006, memory: 6189, top1_acc: 0.5672, top5_acc: 0.8081, loss_cls: 1.7659, loss: 1.7659, grad_norm: 2.9294 2020-08-09 20:18:54,261 - mmaction - INFO - Epoch [18][860/1253] lr: 4.000e-02, eta: 10:34:42, time: 0.669, data_time: 0.006, memory: 6189, top1_acc: 0.5823, top5_acc: 0.8052, loss_cls: 1.7602, loss: 1.7602, grad_norm: 2.9194 2020-08-09 20:19:07,267 - mmaction - INFO - Epoch [18][880/1253] lr: 4.000e-02, eta: 10:34:13, time: 0.650, data_time: 0.005, memory: 6189, top1_acc: 0.5677, top5_acc: 0.8016, loss_cls: 1.7968, loss: 1.7968, grad_norm: 3.0200 2020-08-09 20:19:20,117 - mmaction - INFO - Epoch [18][900/1253] lr: 4.000e-02, eta: 10:33:43, time: 0.642, data_time: 0.004, memory: 6189, top1_acc: 0.5687, top5_acc: 0.8010, loss_cls: 1.8079, loss: 1.8079, grad_norm: 2.9643 2020-08-09 20:19:33,776 - mmaction - INFO - Epoch [18][920/1253] lr: 4.000e-02, eta: 10:33:15, time: 0.681, data_time: 0.005, memory: 6189, top1_acc: 0.5708, top5_acc: 0.7984, loss_cls: 1.7945, loss: 1.7945, grad_norm: 2.9281 2020-08-09 20:19:47,230 - mmaction - INFO - Epoch [18][940/1253] lr: 4.000e-02, eta: 10:32:46, time: 0.674, data_time: 0.005, memory: 6189, top1_acc: 0.5570, top5_acc: 0.7956, loss_cls: 1.8298, loss: 1.8298, grad_norm: 3.0211 2020-08-09 20:20:01,225 - mmaction - INFO - Epoch [18][960/1253] lr: 4.000e-02, eta: 10:32:19, time: 0.697, data_time: 0.006, memory: 6189, top1_acc: 0.5753, top5_acc: 0.8013, loss_cls: 1.7599, loss: 1.7599, grad_norm: 2.8903 2020-08-09 20:20:14,008 - mmaction - INFO - Epoch [18][980/1253] lr: 4.000e-02, eta: 10:31:49, time: 0.639, data_time: 0.007, memory: 6189, top1_acc: 0.5766, top5_acc: 0.8021, loss_cls: 1.7866, loss: 1.7866, grad_norm: 2.9560 2020-08-09 20:20:27,667 - mmaction - INFO - Epoch [18][1000/1253] lr: 4.000e-02, eta: 10:31:21, time: 0.684, data_time: 0.008, memory: 6189, top1_acc: 0.5609, top5_acc: 0.7909, loss_cls: 1.8444, loss: 1.8444, grad_norm: 3.0199 2020-08-09 20:20:40,378 - mmaction - INFO - Epoch [18][1020/1253] lr: 4.000e-02, eta: 10:30:51, time: 0.637, data_time: 0.006, memory: 6189, top1_acc: 0.5578, top5_acc: 0.8010, loss_cls: 1.8237, loss: 1.8237, grad_norm: 2.9784 2020-08-09 20:20:54,013 - mmaction - INFO - Epoch [18][1040/1253] lr: 4.000e-02, eta: 10:30:23, time: 0.680, data_time: 0.005, memory: 6189, top1_acc: 0.5695, top5_acc: 0.8036, loss_cls: 1.7965, loss: 1.7965, grad_norm: 2.9329 2020-08-09 20:21:08,222 - mmaction - INFO - Epoch [18][1060/1253] lr: 4.000e-02, eta: 10:29:56, time: 0.712, data_time: 0.006, memory: 6189, top1_acc: 0.5750, top5_acc: 0.8042, loss_cls: 1.7781, loss: 1.7781, grad_norm: 2.9367 2020-08-09 20:21:21,035 - mmaction - INFO - Epoch [18][1080/1253] lr: 4.000e-02, eta: 10:29:27, time: 0.638, data_time: 0.006, memory: 6189, top1_acc: 0.5617, top5_acc: 0.7987, loss_cls: 1.7856, loss: 1.7856, grad_norm: 2.8776 2020-08-09 20:21:35,005 - mmaction - INFO - Epoch [18][1100/1253] lr: 4.000e-02, eta: 10:28:59, time: 0.701, data_time: 0.006, memory: 6189, top1_acc: 0.5737, top5_acc: 0.8039, loss_cls: 1.7748, loss: 1.7748, grad_norm: 2.8848 2020-08-09 20:21:48,524 - mmaction - INFO - Epoch [18][1120/1253] lr: 4.000e-02, eta: 10:28:31, time: 0.676, data_time: 0.006, memory: 6189, top1_acc: 0.5688, top5_acc: 0.7956, loss_cls: 1.8247, loss: 1.8247, grad_norm: 2.8952 2020-08-09 20:22:01,988 - mmaction - INFO - Epoch [18][1140/1253] lr: 4.000e-02, eta: 10:28:03, time: 0.673, data_time: 0.004, memory: 6189, top1_acc: 0.5609, top5_acc: 0.7826, loss_cls: 1.8586, loss: 1.8586, grad_norm: 2.9224 2020-08-09 20:22:15,828 - mmaction - INFO - Epoch [18][1160/1253] lr: 4.000e-02, eta: 10:27:35, time: 0.690, data_time: 0.005, memory: 6189, top1_acc: 0.5573, top5_acc: 0.7924, loss_cls: 1.8612, loss: 1.8612, grad_norm: 2.9913 2020-08-09 20:22:29,991 - mmaction - INFO - Epoch [18][1180/1253] lr: 4.000e-02, eta: 10:27:09, time: 0.710, data_time: 0.006, memory: 6189, top1_acc: 0.5747, top5_acc: 0.8060, loss_cls: 1.7585, loss: 1.7585, grad_norm: 2.8313 2020-08-09 20:22:44,395 - mmaction - INFO - Epoch [18][1200/1253] lr: 4.000e-02, eta: 10:26:42, time: 0.718, data_time: 0.007, memory: 6189, top1_acc: 0.5719, top5_acc: 0.7964, loss_cls: 1.8036, loss: 1.8036, grad_norm: 2.9340 2020-08-09 20:22:57,363 - mmaction - INFO - Epoch [18][1220/1253] lr: 4.000e-02, eta: 10:26:13, time: 0.650, data_time: 0.006, memory: 6189, top1_acc: 0.5786, top5_acc: 0.8005, loss_cls: 1.7551, loss: 1.7551, grad_norm: 2.8425 2020-08-09 20:23:10,059 - mmaction - INFO - Epoch [18][1240/1253] lr: 4.000e-02, eta: 10:25:44, time: 0.633, data_time: 0.005, memory: 6189, top1_acc: 0.5617, top5_acc: 0.7951, loss_cls: 1.8243, loss: 1.8243, grad_norm: 2.9946 2020-08-09 20:23:30,571 - mmaction - INFO - Saving checkpoint at 18 epochs 2020-08-09 20:29:15,597 - mmaction - INFO - Epoch [19][20/1253] lr: 4.000e-02, eta: 10:34:27, time: 17.146, data_time: 16.372, memory: 6189, top1_acc: 0.5844, top5_acc: 0.8156, loss_cls: 1.7195, loss: 1.7195, grad_norm: 2.8872 2020-08-09 20:29:28,225 - mmaction - INFO - Epoch [19][40/1253] lr: 4.000e-02, eta: 10:33:57, time: 0.637, data_time: 0.017, memory: 6189, top1_acc: 0.5810, top5_acc: 0.8073, loss_cls: 1.7317, loss: 1.7317, grad_norm: 2.9101 2020-08-09 20:29:40,742 - mmaction - INFO - Epoch [19][60/1253] lr: 4.000e-02, eta: 10:33:26, time: 0.629, data_time: 0.007, memory: 6189, top1_acc: 0.5867, top5_acc: 0.8208, loss_cls: 1.6797, loss: 1.6797, grad_norm: 2.9289 2020-08-09 20:29:53,410 - mmaction - INFO - Epoch [19][80/1253] lr: 4.000e-02, eta: 10:32:56, time: 0.634, data_time: 0.005, memory: 6189, top1_acc: 0.5737, top5_acc: 0.8052, loss_cls: 1.8020, loss: 1.8020, grad_norm: 2.9620 2020-08-09 20:30:06,274 - mmaction - INFO - Epoch [19][100/1253] lr: 4.000e-02, eta: 10:32:26, time: 0.643, data_time: 0.004, memory: 6189, top1_acc: 0.5813, top5_acc: 0.8135, loss_cls: 1.7231, loss: 1.7231, grad_norm: 2.9069 2020-08-09 20:30:18,918 - mmaction - INFO - Epoch [19][120/1253] lr: 4.000e-02, eta: 10:31:56, time: 0.631, data_time: 0.007, memory: 6189, top1_acc: 0.5591, top5_acc: 0.8036, loss_cls: 1.7735, loss: 1.7735, grad_norm: 2.9515 2020-08-09 20:30:31,439 - mmaction - INFO - Epoch [19][140/1253] lr: 4.000e-02, eta: 10:31:26, time: 0.627, data_time: 0.006, memory: 6189, top1_acc: 0.5888, top5_acc: 0.8141, loss_cls: 1.7113, loss: 1.7113, grad_norm: 2.8773 2020-08-09 20:30:44,016 - mmaction - INFO - Epoch [19][160/1253] lr: 4.000e-02, eta: 10:30:56, time: 0.627, data_time: 0.006, memory: 6189, top1_acc: 0.5771, top5_acc: 0.8120, loss_cls: 1.7357, loss: 1.7357, grad_norm: 2.9476 2020-08-09 20:30:56,592 - mmaction - INFO - Epoch [19][180/1253] lr: 4.000e-02, eta: 10:30:25, time: 0.631, data_time: 0.007, memory: 6189, top1_acc: 0.5859, top5_acc: 0.8128, loss_cls: 1.7239, loss: 1.7239, grad_norm: 2.8618 2020-08-09 20:31:09,306 - mmaction - INFO - Epoch [19][200/1253] lr: 4.000e-02, eta: 10:29:56, time: 0.636, data_time: 0.005, memory: 6189, top1_acc: 0.5641, top5_acc: 0.7917, loss_cls: 1.8202, loss: 1.8202, grad_norm: 2.9790 2020-08-09 20:31:21,813 - mmaction - INFO - Epoch [19][220/1253] lr: 4.000e-02, eta: 10:29:25, time: 0.625, data_time: 0.004, memory: 6189, top1_acc: 0.5852, top5_acc: 0.8193, loss_cls: 1.7098, loss: 1.7098, grad_norm: 2.9081 2020-08-09 20:31:34,538 - mmaction - INFO - Epoch [19][240/1253] lr: 4.000e-02, eta: 10:28:56, time: 0.636, data_time: 0.005, memory: 6189, top1_acc: 0.5706, top5_acc: 0.8070, loss_cls: 1.7628, loss: 1.7628, grad_norm: 3.0025 2020-08-09 20:31:47,170 - mmaction - INFO - Epoch [19][260/1253] lr: 4.000e-02, eta: 10:28:26, time: 0.633, data_time: 0.005, memory: 6189, top1_acc: 0.5930, top5_acc: 0.8216, loss_cls: 1.7150, loss: 1.7150, grad_norm: 2.9726 2020-08-09 20:32:00,033 - mmaction - INFO - Epoch [19][280/1253] lr: 4.000e-02, eta: 10:27:56, time: 0.639, data_time: 0.005, memory: 6189, top1_acc: 0.5719, top5_acc: 0.8047, loss_cls: 1.7597, loss: 1.7597, grad_norm: 2.9486 2020-08-09 20:32:12,979 - mmaction - INFO - Epoch [19][300/1253] lr: 4.000e-02, eta: 10:27:27, time: 0.650, data_time: 0.007, memory: 6189, top1_acc: 0.5880, top5_acc: 0.8086, loss_cls: 1.7400, loss: 1.7400, grad_norm: 2.9632 2020-08-09 20:32:26,699 - mmaction - INFO - Epoch [19][320/1253] lr: 4.000e-02, eta: 10:26:59, time: 0.685, data_time: 0.007, memory: 6189, top1_acc: 0.5784, top5_acc: 0.8060, loss_cls: 1.7508, loss: 1.7508, grad_norm: 2.9184 2020-08-09 20:32:39,405 - mmaction - INFO - Epoch [19][340/1253] lr: 4.000e-02, eta: 10:26:29, time: 0.637, data_time: 0.006, memory: 6189, top1_acc: 0.5797, top5_acc: 0.8089, loss_cls: 1.7452, loss: 1.7452, grad_norm: 2.9046 2020-08-09 20:32:52,555 - mmaction - INFO - Epoch [19][360/1253] lr: 4.000e-02, eta: 10:26:00, time: 0.657, data_time: 0.005, memory: 6189, top1_acc: 0.5771, top5_acc: 0.8052, loss_cls: 1.7516, loss: 1.7516, grad_norm: 3.0029 2020-08-09 20:33:05,223 - mmaction - INFO - Epoch [19][380/1253] lr: 4.000e-02, eta: 10:25:30, time: 0.634, data_time: 0.004, memory: 6189, top1_acc: 0.5823, top5_acc: 0.8073, loss_cls: 1.7350, loss: 1.7350, grad_norm: 2.8870 2020-08-09 20:33:18,875 - mmaction - INFO - Epoch [19][400/1253] lr: 4.000e-02, eta: 10:25:02, time: 0.682, data_time: 0.005, memory: 6189, top1_acc: 0.5813, top5_acc: 0.8073, loss_cls: 1.7439, loss: 1.7439, grad_norm: 2.9125 2020-08-09 20:33:31,699 - mmaction - INFO - Epoch [19][420/1253] lr: 4.000e-02, eta: 10:24:33, time: 0.640, data_time: 0.004, memory: 6189, top1_acc: 0.5729, top5_acc: 0.8107, loss_cls: 1.7292, loss: 1.7292, grad_norm: 2.9142 2020-08-09 20:33:45,286 - mmaction - INFO - Epoch [19][440/1253] lr: 4.000e-02, eta: 10:24:05, time: 0.678, data_time: 0.007, memory: 6189, top1_acc: 0.5880, top5_acc: 0.8083, loss_cls: 1.7361, loss: 1.7361, grad_norm: 2.9480 2020-08-09 20:33:58,092 - mmaction - INFO - Epoch [19][460/1253] lr: 4.000e-02, eta: 10:23:36, time: 0.643, data_time: 0.007, memory: 6189, top1_acc: 0.5755, top5_acc: 0.8138, loss_cls: 1.7247, loss: 1.7247, grad_norm: 2.8689 2020-08-09 20:34:10,839 - mmaction - INFO - Epoch [19][480/1253] lr: 4.000e-02, eta: 10:23:06, time: 0.635, data_time: 0.006, memory: 6189, top1_acc: 0.5719, top5_acc: 0.7953, loss_cls: 1.7978, loss: 1.7978, grad_norm: 2.9750 2020-08-09 20:34:24,640 - mmaction - INFO - Epoch [19][500/1253] lr: 4.000e-02, eta: 10:22:39, time: 0.693, data_time: 0.007, memory: 6189, top1_acc: 0.5729, top5_acc: 0.8023, loss_cls: 1.7806, loss: 1.7806, grad_norm: 2.9717 2020-08-09 20:34:38,711 - mmaction - INFO - Epoch [19][520/1253] lr: 4.000e-02, eta: 10:22:12, time: 0.701, data_time: 0.005, memory: 6189, top1_acc: 0.5589, top5_acc: 0.7982, loss_cls: 1.8139, loss: 1.8139, grad_norm: 2.9447 2020-08-09 20:34:51,838 - mmaction - INFO - Epoch [19][540/1253] lr: 4.000e-02, eta: 10:21:43, time: 0.659, data_time: 0.006, memory: 6189, top1_acc: 0.5792, top5_acc: 0.8159, loss_cls: 1.7384, loss: 1.7384, grad_norm: 2.9376 2020-08-09 20:35:05,906 - mmaction - INFO - Epoch [19][560/1253] lr: 4.000e-02, eta: 10:21:16, time: 0.704, data_time: 0.005, memory: 6189, top1_acc: 0.5607, top5_acc: 0.8000, loss_cls: 1.7934, loss: 1.7934, grad_norm: 2.9003 2020-08-09 20:35:19,009 - mmaction - INFO - Epoch [19][580/1253] lr: 4.000e-02, eta: 10:20:47, time: 0.656, data_time: 0.002, memory: 6189, top1_acc: 0.5852, top5_acc: 0.8031, loss_cls: 1.7508, loss: 1.7508, grad_norm: 2.9123 2020-08-09 20:35:32,351 - mmaction - INFO - Epoch [19][600/1253] lr: 4.000e-02, eta: 10:20:19, time: 0.665, data_time: 0.005, memory: 6189, top1_acc: 0.5802, top5_acc: 0.7974, loss_cls: 1.7862, loss: 1.7862, grad_norm: 3.0164 2020-08-09 20:35:45,328 - mmaction - INFO - Epoch [19][620/1253] lr: 4.000e-02, eta: 10:19:50, time: 0.650, data_time: 0.006, memory: 6189, top1_acc: 0.5867, top5_acc: 0.8172, loss_cls: 1.7336, loss: 1.7336, grad_norm: 2.9708 2020-08-09 20:35:59,571 - mmaction - INFO - Epoch [19][640/1253] lr: 4.000e-02, eta: 10:19:23, time: 0.709, data_time: 0.007, memory: 6189, top1_acc: 0.5878, top5_acc: 0.8130, loss_cls: 1.7326, loss: 1.7326, grad_norm: 2.9453 2020-08-09 20:36:12,858 - mmaction - INFO - Epoch [19][660/1253] lr: 4.000e-02, eta: 10:18:55, time: 0.667, data_time: 0.007, memory: 6189, top1_acc: 0.5714, top5_acc: 0.8055, loss_cls: 1.7716, loss: 1.7716, grad_norm: 2.9459 2020-08-09 20:36:25,603 - mmaction - INFO - Epoch [19][680/1253] lr: 4.000e-02, eta: 10:18:26, time: 0.635, data_time: 0.005, memory: 6189, top1_acc: 0.5690, top5_acc: 0.8016, loss_cls: 1.7802, loss: 1.7802, grad_norm: 2.9617 2020-08-09 20:36:38,744 - mmaction - INFO - Epoch [19][700/1253] lr: 4.000e-02, eta: 10:17:57, time: 0.659, data_time: 0.006, memory: 6189, top1_acc: 0.5797, top5_acc: 0.8096, loss_cls: 1.7501, loss: 1.7501, grad_norm: 2.9289 2020-08-09 20:36:51,419 - mmaction - INFO - Epoch [19][720/1253] lr: 4.000e-02, eta: 10:17:28, time: 0.632, data_time: 0.006, memory: 6189, top1_acc: 0.6005, top5_acc: 0.8099, loss_cls: 1.6922, loss: 1.6922, grad_norm: 2.8706 2020-08-09 20:37:05,691 - mmaction - INFO - Epoch [19][740/1253] lr: 4.000e-02, eta: 10:17:02, time: 0.715, data_time: 0.006, memory: 6189, top1_acc: 0.5839, top5_acc: 0.8125, loss_cls: 1.7342, loss: 1.7342, grad_norm: 2.9022 2020-08-09 20:37:19,421 - mmaction - INFO - Epoch [19][760/1253] lr: 4.000e-02, eta: 10:16:34, time: 0.684, data_time: 0.005, memory: 6189, top1_acc: 0.5690, top5_acc: 0.8049, loss_cls: 1.7582, loss: 1.7582, grad_norm: 2.9909 2020-08-09 20:37:33,254 - mmaction - INFO - Epoch [19][780/1253] lr: 4.000e-02, eta: 10:16:07, time: 0.694, data_time: 0.006, memory: 6189, top1_acc: 0.5638, top5_acc: 0.8000, loss_cls: 1.8240, loss: 1.8240, grad_norm: 2.9357 2020-08-09 20:37:46,657 - mmaction - INFO - Epoch [19][800/1253] lr: 4.000e-02, eta: 10:15:39, time: 0.668, data_time: 0.005, memory: 6189, top1_acc: 0.5750, top5_acc: 0.8112, loss_cls: 1.7475, loss: 1.7475, grad_norm: 2.9018 2020-08-09 20:37:59,901 - mmaction - INFO - Epoch [19][820/1253] lr: 4.000e-02, eta: 10:15:11, time: 0.664, data_time: 0.006, memory: 6189, top1_acc: 0.5740, top5_acc: 0.8133, loss_cls: 1.7582, loss: 1.7582, grad_norm: 2.9267 2020-08-09 20:38:13,449 - mmaction - INFO - Epoch [19][840/1253] lr: 4.000e-02, eta: 10:14:44, time: 0.677, data_time: 0.007, memory: 6189, top1_acc: 0.5742, top5_acc: 0.8042, loss_cls: 1.7671, loss: 1.7671, grad_norm: 2.9090 2020-08-09 20:38:27,337 - mmaction - INFO - Epoch [19][860/1253] lr: 4.000e-02, eta: 10:14:17, time: 0.694, data_time: 0.004, memory: 6189, top1_acc: 0.5680, top5_acc: 0.7992, loss_cls: 1.7973, loss: 1.7973, grad_norm: 3.0169 2020-08-09 20:38:41,832 - mmaction - INFO - Epoch [19][880/1253] lr: 4.000e-02, eta: 10:13:51, time: 0.723, data_time: 0.005, memory: 6189, top1_acc: 0.5690, top5_acc: 0.7997, loss_cls: 1.7998, loss: 1.7998, grad_norm: 2.9829 2020-08-09 20:38:54,666 - mmaction - INFO - Epoch [19][900/1253] lr: 4.000e-02, eta: 10:13:22, time: 0.643, data_time: 0.006, memory: 6189, top1_acc: 0.5630, top5_acc: 0.7979, loss_cls: 1.8126, loss: 1.8126, grad_norm: 2.9793 2020-08-09 20:39:08,150 - mmaction - INFO - Epoch [19][920/1253] lr: 4.000e-02, eta: 10:12:54, time: 0.673, data_time: 0.006, memory: 6189, top1_acc: 0.5891, top5_acc: 0.8029, loss_cls: 1.7622, loss: 1.7622, grad_norm: 2.8923 2020-08-09 20:39:22,768 - mmaction - INFO - Epoch [19][940/1253] lr: 4.000e-02, eta: 10:12:29, time: 0.733, data_time: 0.006, memory: 6189, top1_acc: 0.5703, top5_acc: 0.8060, loss_cls: 1.7597, loss: 1.7597, grad_norm: 2.9853 2020-08-09 20:39:35,711 - mmaction - INFO - Epoch [19][960/1253] lr: 4.000e-02, eta: 10:12:00, time: 0.644, data_time: 0.006, memory: 6189, top1_acc: 0.5604, top5_acc: 0.7971, loss_cls: 1.8534, loss: 1.8534, grad_norm: 2.9028 2020-08-09 20:39:49,037 - mmaction - INFO - Epoch [19][980/1253] lr: 4.000e-02, eta: 10:11:32, time: 0.669, data_time: 0.006, memory: 6189, top1_acc: 0.5651, top5_acc: 0.7995, loss_cls: 1.8226, loss: 1.8226, grad_norm: 2.9172 2020-08-09 20:40:03,063 - mmaction - INFO - Epoch [19][1000/1253] lr: 4.000e-02, eta: 10:11:06, time: 0.700, data_time: 0.006, memory: 6189, top1_acc: 0.5674, top5_acc: 0.7961, loss_cls: 1.8019, loss: 1.8019, grad_norm: 2.9114 2020-08-09 20:40:16,212 - mmaction - INFO - Epoch [19][1020/1253] lr: 4.000e-02, eta: 10:10:38, time: 0.660, data_time: 0.004, memory: 6189, top1_acc: 0.5659, top5_acc: 0.8036, loss_cls: 1.8090, loss: 1.8090, grad_norm: 2.9687 2020-08-09 20:40:30,170 - mmaction - INFO - Epoch [19][1040/1253] lr: 4.000e-02, eta: 10:10:11, time: 0.695, data_time: 0.005, memory: 6189, top1_acc: 0.5794, top5_acc: 0.8068, loss_cls: 1.7512, loss: 1.7512, grad_norm: 2.9176 2020-08-09 20:40:44,427 - mmaction - INFO - Epoch [19][1060/1253] lr: 4.000e-02, eta: 10:09:45, time: 0.716, data_time: 0.007, memory: 6189, top1_acc: 0.5742, top5_acc: 0.8068, loss_cls: 1.7675, loss: 1.7675, grad_norm: 3.0056 2020-08-09 20:40:58,167 - mmaction - INFO - Epoch [19][1080/1253] lr: 4.000e-02, eta: 10:09:18, time: 0.685, data_time: 0.005, memory: 6189, top1_acc: 0.5711, top5_acc: 0.7995, loss_cls: 1.8265, loss: 1.8265, grad_norm: 3.0196 2020-08-09 20:41:10,864 - mmaction - INFO - Epoch [19][1100/1253] lr: 4.000e-02, eta: 10:08:49, time: 0.637, data_time: 0.005, memory: 6189, top1_acc: 0.5638, top5_acc: 0.7901, loss_cls: 1.8324, loss: 1.8324, grad_norm: 2.9194 2020-08-09 20:41:24,684 - mmaction - INFO - Epoch [19][1120/1253] lr: 4.000e-02, eta: 10:08:22, time: 0.689, data_time: 0.005, memory: 6189, top1_acc: 0.5716, top5_acc: 0.7995, loss_cls: 1.7742, loss: 1.7742, grad_norm: 2.9539 2020-08-09 20:41:38,295 - mmaction - INFO - Epoch [19][1140/1253] lr: 4.000e-02, eta: 10:07:55, time: 0.682, data_time: 0.006, memory: 6189, top1_acc: 0.5719, top5_acc: 0.8016, loss_cls: 1.7715, loss: 1.7715, grad_norm: 2.9651 2020-08-09 20:41:53,157 - mmaction - INFO - Epoch [19][1160/1253] lr: 4.000e-02, eta: 10:07:30, time: 0.741, data_time: 0.006, memory: 6189, top1_acc: 0.5568, top5_acc: 0.8047, loss_cls: 1.8087, loss: 1.8087, grad_norm: 3.0210 2020-08-09 20:42:06,468 - mmaction - INFO - Epoch [19][1180/1253] lr: 4.000e-02, eta: 10:07:02, time: 0.669, data_time: 0.007, memory: 6189, top1_acc: 0.5706, top5_acc: 0.8078, loss_cls: 1.7437, loss: 1.7437, grad_norm: 2.8666 2020-08-09 20:42:20,480 - mmaction - INFO - Epoch [19][1200/1253] lr: 4.000e-02, eta: 10:06:36, time: 0.699, data_time: 0.006, memory: 6189, top1_acc: 0.5719, top5_acc: 0.8047, loss_cls: 1.7751, loss: 1.7751, grad_norm: 2.9019 2020-08-09 20:42:33,423 - mmaction - INFO - Epoch [19][1220/1253] lr: 4.000e-02, eta: 10:06:08, time: 0.649, data_time: 0.005, memory: 6189, top1_acc: 0.5677, top5_acc: 0.8057, loss_cls: 1.7766, loss: 1.7766, grad_norm: 2.9371 2020-08-09 20:42:46,891 - mmaction - INFO - Epoch [19][1240/1253] lr: 4.000e-02, eta: 10:05:40, time: 0.671, data_time: 0.006, memory: 6189, top1_acc: 0.5773, top5_acc: 0.7995, loss_cls: 1.7860, loss: 1.7860, grad_norm: 2.9773 2020-08-09 20:43:07,325 - mmaction - INFO - Saving checkpoint at 19 epochs 2020-08-09 20:49:10,049 - mmaction - INFO - Epoch [20][20/1253] lr: 4.000e-02, eta: 10:14:09, time: 18.092, data_time: 17.288, memory: 6189, top1_acc: 0.5768, top5_acc: 0.7969, loss_cls: 1.7873, loss: 1.7873, grad_norm: 2.9809 2020-08-09 20:49:22,756 - mmaction - INFO - Epoch [20][40/1253] lr: 4.000e-02, eta: 10:13:40, time: 0.642, data_time: 0.016, memory: 6189, top1_acc: 0.5797, top5_acc: 0.8070, loss_cls: 1.7255, loss: 1.7255, grad_norm: 2.9897 2020-08-09 20:49:35,351 - mmaction - INFO - Epoch [20][60/1253] lr: 4.000e-02, eta: 10:13:11, time: 0.631, data_time: 0.005, memory: 6189, top1_acc: 0.5813, top5_acc: 0.8115, loss_cls: 1.7251, loss: 1.7251, grad_norm: 2.8797 2020-08-09 20:49:48,024 - mmaction - INFO - Epoch [20][80/1253] lr: 4.000e-02, eta: 10:12:41, time: 0.632, data_time: 0.005, memory: 6189, top1_acc: 0.5521, top5_acc: 0.8076, loss_cls: 1.8050, loss: 1.8050, grad_norm: 2.9952 2020-08-09 20:50:00,605 - mmaction - INFO - Epoch [20][100/1253] lr: 4.000e-02, eta: 10:12:12, time: 0.631, data_time: 0.006, memory: 6189, top1_acc: 0.5721, top5_acc: 0.8021, loss_cls: 1.7775, loss: 1.7775, grad_norm: 2.9428 2020-08-09 20:50:13,481 - mmaction - INFO - Epoch [20][120/1253] lr: 4.000e-02, eta: 10:11:43, time: 0.643, data_time: 0.005, memory: 6189, top1_acc: 0.5857, top5_acc: 0.8146, loss_cls: 1.7222, loss: 1.7222, grad_norm: 2.9275 2020-08-09 20:50:26,130 - mmaction - INFO - Epoch [20][140/1253] lr: 4.000e-02, eta: 10:11:14, time: 0.633, data_time: 0.005, memory: 6189, top1_acc: 0.5727, top5_acc: 0.8104, loss_cls: 1.7469, loss: 1.7469, grad_norm: 2.9335 2020-08-09 20:50:38,780 - mmaction - INFO - Epoch [20][160/1253] lr: 4.000e-02, eta: 10:10:45, time: 0.629, data_time: 0.006, memory: 6189, top1_acc: 0.5727, top5_acc: 0.8159, loss_cls: 1.7148, loss: 1.7148, grad_norm: 2.9026 2020-08-09 20:50:51,376 - mmaction - INFO - Epoch [20][180/1253] lr: 4.000e-02, eta: 10:10:16, time: 0.634, data_time: 0.008, memory: 6189, top1_acc: 0.5727, top5_acc: 0.8078, loss_cls: 1.7910, loss: 1.7910, grad_norm: 3.0310 2020-08-09 20:51:04,054 - mmaction - INFO - Epoch [20][200/1253] lr: 4.000e-02, eta: 10:09:47, time: 0.634, data_time: 0.006, memory: 6189, top1_acc: 0.5823, top5_acc: 0.8021, loss_cls: 1.7632, loss: 1.7632, grad_norm: 3.0235 2020-08-09 20:51:16,777 - mmaction - INFO - Epoch [20][220/1253] lr: 4.000e-02, eta: 10:09:18, time: 0.636, data_time: 0.003, memory: 6189, top1_acc: 0.5862, top5_acc: 0.8018, loss_cls: 1.7503, loss: 1.7503, grad_norm: 2.9032 2020-08-09 20:51:29,395 - mmaction - INFO - Epoch [20][240/1253] lr: 4.000e-02, eta: 10:08:49, time: 0.629, data_time: 0.005, memory: 6189, top1_acc: 0.5625, top5_acc: 0.7979, loss_cls: 1.7854, loss: 1.7854, grad_norm: 3.0014 2020-08-09 20:51:42,001 - mmaction - INFO - Epoch [20][260/1253] lr: 4.000e-02, eta: 10:08:20, time: 0.632, data_time: 0.006, memory: 6189, top1_acc: 0.5622, top5_acc: 0.8018, loss_cls: 1.8046, loss: 1.8046, grad_norm: 2.9936 2020-08-09 20:51:54,992 - mmaction - INFO - Epoch [20][280/1253] lr: 4.000e-02, eta: 10:07:51, time: 0.649, data_time: 0.005, memory: 6189, top1_acc: 0.5880, top5_acc: 0.8206, loss_cls: 1.7173, loss: 1.7173, grad_norm: 2.8957 2020-08-09 20:52:07,641 - mmaction - INFO - Epoch [20][300/1253] lr: 4.000e-02, eta: 10:07:22, time: 0.632, data_time: 0.004, memory: 6189, top1_acc: 0.5893, top5_acc: 0.8115, loss_cls: 1.7094, loss: 1.7094, grad_norm: 2.9542 2020-08-09 20:52:20,880 - mmaction - INFO - Epoch [20][320/1253] lr: 4.000e-02, eta: 10:06:54, time: 0.660, data_time: 0.005, memory: 6189, top1_acc: 0.5893, top5_acc: 0.8076, loss_cls: 1.7303, loss: 1.7303, grad_norm: 2.8945 2020-08-09 20:52:34,035 - mmaction - INFO - Epoch [20][340/1253] lr: 4.000e-02, eta: 10:06:26, time: 0.660, data_time: 0.007, memory: 6189, top1_acc: 0.5641, top5_acc: 0.7979, loss_cls: 1.8208, loss: 1.8208, grad_norm: 2.9925 2020-08-09 20:52:47,080 - mmaction - INFO - Epoch [20][360/1253] lr: 4.000e-02, eta: 10:05:58, time: 0.650, data_time: 0.006, memory: 6189, top1_acc: 0.5797, top5_acc: 0.8138, loss_cls: 1.7207, loss: 1.7207, grad_norm: 2.9355 2020-08-09 20:53:00,168 - mmaction - INFO - Epoch [20][380/1253] lr: 4.000e-02, eta: 10:05:30, time: 0.657, data_time: 0.007, memory: 6189, top1_acc: 0.5849, top5_acc: 0.8201, loss_cls: 1.6830, loss: 1.6830, grad_norm: 2.9306 2020-08-09 20:53:13,764 - mmaction - INFO - Epoch [20][400/1253] lr: 4.000e-02, eta: 10:05:03, time: 0.680, data_time: 0.005, memory: 6189, top1_acc: 0.5805, top5_acc: 0.8096, loss_cls: 1.7305, loss: 1.7305, grad_norm: 2.9261 2020-08-09 20:53:26,495 - mmaction - INFO - Epoch [20][420/1253] lr: 4.000e-02, eta: 10:04:34, time: 0.636, data_time: 0.004, memory: 6189, top1_acc: 0.5766, top5_acc: 0.8016, loss_cls: 1.7822, loss: 1.7822, grad_norm: 2.9364 2020-08-09 20:53:39,304 - mmaction - INFO - Epoch [20][440/1253] lr: 4.000e-02, eta: 10:04:05, time: 0.639, data_time: 0.005, memory: 6189, top1_acc: 0.5737, top5_acc: 0.8060, loss_cls: 1.7268, loss: 1.7268, grad_norm: 2.8794 2020-08-09 20:53:52,618 - mmaction - INFO - Epoch [20][460/1253] lr: 4.000e-02, eta: 10:03:38, time: 0.668, data_time: 0.006, memory: 6189, top1_acc: 0.5745, top5_acc: 0.8013, loss_cls: 1.8084, loss: 1.8084, grad_norm: 2.9666 2020-08-09 20:54:05,441 - mmaction - INFO - Epoch [20][480/1253] lr: 4.000e-02, eta: 10:03:09, time: 0.640, data_time: 0.006, memory: 6189, top1_acc: 0.5865, top5_acc: 0.8073, loss_cls: 1.7084, loss: 1.7084, grad_norm: 2.8528 2020-08-09 20:54:18,725 - mmaction - INFO - Epoch [20][500/1253] lr: 4.000e-02, eta: 10:02:42, time: 0.666, data_time: 0.005, memory: 6189, top1_acc: 0.5818, top5_acc: 0.8013, loss_cls: 1.7441, loss: 1.7441, grad_norm: 2.9492 2020-08-09 20:54:31,565 - mmaction - INFO - Epoch [20][520/1253] lr: 4.000e-02, eta: 10:02:13, time: 0.639, data_time: 0.006, memory: 6189, top1_acc: 0.5891, top5_acc: 0.8016, loss_cls: 1.7179, loss: 1.7179, grad_norm: 2.9108 2020-08-09 20:54:45,198 - mmaction - INFO - Epoch [20][540/1253] lr: 4.000e-02, eta: 10:01:46, time: 0.684, data_time: 0.006, memory: 6189, top1_acc: 0.5617, top5_acc: 0.7914, loss_cls: 1.7988, loss: 1.7988, grad_norm: 2.9148 2020-08-09 20:54:58,433 - mmaction - INFO - Epoch [20][560/1253] lr: 4.000e-02, eta: 10:01:19, time: 0.662, data_time: 0.005, memory: 6189, top1_acc: 0.5911, top5_acc: 0.8187, loss_cls: 1.6856, loss: 1.6856, grad_norm: 2.8959 2020-08-09 20:55:11,939 - mmaction - INFO - Epoch [20][580/1253] lr: 4.000e-02, eta: 10:00:51, time: 0.675, data_time: 0.004, memory: 6189, top1_acc: 0.5685, top5_acc: 0.8109, loss_cls: 1.7750, loss: 1.7750, grad_norm: 2.9463 2020-08-09 20:55:25,463 - mmaction - INFO - Epoch [20][600/1253] lr: 4.000e-02, eta: 10:00:24, time: 0.675, data_time: 0.006, memory: 6189, top1_acc: 0.5695, top5_acc: 0.8008, loss_cls: 1.7964, loss: 1.7964, grad_norm: 2.9748 2020-08-09 20:55:38,569 - mmaction - INFO - Epoch [20][620/1253] lr: 4.000e-02, eta: 9:59:56, time: 0.656, data_time: 0.005, memory: 6189, top1_acc: 0.5706, top5_acc: 0.8018, loss_cls: 1.7688, loss: 1.7688, grad_norm: 2.8928 2020-08-09 20:55:52,713 - mmaction - INFO - Epoch [20][640/1253] lr: 4.000e-02, eta: 9:59:30, time: 0.705, data_time: 0.006, memory: 6189, top1_acc: 0.5760, top5_acc: 0.8188, loss_cls: 1.7183, loss: 1.7183, grad_norm: 3.0150 2020-08-09 20:56:06,611 - mmaction - INFO - Epoch [20][660/1253] lr: 4.000e-02, eta: 9:59:04, time: 0.699, data_time: 0.007, memory: 6189, top1_acc: 0.5935, top5_acc: 0.8164, loss_cls: 1.7329, loss: 1.7329, grad_norm: 2.9743 2020-08-09 20:56:20,949 - mmaction - INFO - Epoch [20][680/1253] lr: 4.000e-02, eta: 9:58:38, time: 0.714, data_time: 0.005, memory: 6189, top1_acc: 0.5888, top5_acc: 0.8161, loss_cls: 1.7242, loss: 1.7242, grad_norm: 2.9655 2020-08-09 20:56:34,667 - mmaction - INFO - Epoch [20][700/1253] lr: 4.000e-02, eta: 9:58:11, time: 0.689, data_time: 0.007, memory: 6189, top1_acc: 0.5831, top5_acc: 0.8164, loss_cls: 1.6948, loss: 1.6948, grad_norm: 2.9472 2020-08-09 20:56:47,880 - mmaction - INFO - Epoch [20][720/1253] lr: 4.000e-02, eta: 9:57:43, time: 0.658, data_time: 0.007, memory: 6189, top1_acc: 0.5687, top5_acc: 0.8010, loss_cls: 1.7730, loss: 1.7730, grad_norm: 2.9996 2020-08-09 20:57:01,549 - mmaction - INFO - Epoch [20][740/1253] lr: 4.000e-02, eta: 9:57:17, time: 0.687, data_time: 0.007, memory: 6189, top1_acc: 0.5810, top5_acc: 0.8016, loss_cls: 1.7489, loss: 1.7489, grad_norm: 2.8847 2020-08-09 20:57:15,505 - mmaction - INFO - Epoch [20][760/1253] lr: 4.000e-02, eta: 9:56:50, time: 0.698, data_time: 0.005, memory: 6189, top1_acc: 0.5703, top5_acc: 0.7992, loss_cls: 1.7774, loss: 1.7774, grad_norm: 2.9183 2020-08-09 20:57:28,447 - mmaction - INFO - Epoch [20][780/1253] lr: 4.000e-02, eta: 9:56:23, time: 0.647, data_time: 0.003, memory: 6189, top1_acc: 0.5810, top5_acc: 0.8188, loss_cls: 1.7162, loss: 1.7162, grad_norm: 3.0197 2020-08-09 20:57:42,645 - mmaction - INFO - Epoch [20][800/1253] lr: 4.000e-02, eta: 9:55:57, time: 0.708, data_time: 0.006, memory: 6189, top1_acc: 0.5779, top5_acc: 0.8091, loss_cls: 1.7727, loss: 1.7727, grad_norm: 2.9190 2020-08-09 20:57:56,349 - mmaction - INFO - Epoch [20][820/1253] lr: 4.000e-02, eta: 9:55:30, time: 0.687, data_time: 0.005, memory: 6189, top1_acc: 0.5724, top5_acc: 0.8039, loss_cls: 1.7588, loss: 1.7588, grad_norm: 2.9143 2020-08-09 20:58:10,150 - mmaction - INFO - Epoch [20][840/1253] lr: 4.000e-02, eta: 9:55:03, time: 0.688, data_time: 0.002, memory: 6189, top1_acc: 0.5727, top5_acc: 0.7979, loss_cls: 1.7868, loss: 1.7868, grad_norm: 2.9582 2020-08-09 20:58:22,955 - mmaction - INFO - Epoch [20][860/1253] lr: 4.000e-02, eta: 9:54:35, time: 0.639, data_time: 0.008, memory: 6189, top1_acc: 0.5823, top5_acc: 0.8089, loss_cls: 1.7506, loss: 1.7506, grad_norm: 2.8970 2020-08-09 20:58:35,561 - mmaction - INFO - Epoch [20][880/1253] lr: 4.000e-02, eta: 9:54:07, time: 0.634, data_time: 0.007, memory: 6189, top1_acc: 0.5714, top5_acc: 0.8008, loss_cls: 1.7830, loss: 1.7830, grad_norm: 2.9321 2020-08-09 20:58:49,500 - mmaction - INFO - Epoch [20][900/1253] lr: 4.000e-02, eta: 9:53:41, time: 0.694, data_time: 0.004, memory: 6189, top1_acc: 0.5714, top5_acc: 0.7953, loss_cls: 1.7924, loss: 1.7924, grad_norm: 2.8570 2020-08-09 20:59:03,049 - mmaction - INFO - Epoch [20][920/1253] lr: 4.000e-02, eta: 9:53:14, time: 0.679, data_time: 0.006, memory: 6189, top1_acc: 0.5779, top5_acc: 0.7932, loss_cls: 1.7819, loss: 1.7819, grad_norm: 2.9139 2020-08-09 20:59:16,811 - mmaction - INFO - Epoch [20][940/1253] lr: 4.000e-02, eta: 9:52:48, time: 0.685, data_time: 0.006, memory: 6189, top1_acc: 0.5714, top5_acc: 0.8021, loss_cls: 1.7883, loss: 1.7883, grad_norm: 2.9010 2020-08-09 20:59:30,616 - mmaction - INFO - Epoch [20][960/1253] lr: 4.000e-02, eta: 9:52:21, time: 0.694, data_time: 0.007, memory: 6189, top1_acc: 0.5826, top5_acc: 0.8086, loss_cls: 1.7181, loss: 1.7181, grad_norm: 2.9049 2020-08-09 20:59:43,954 - mmaction - INFO - Epoch [20][980/1253] lr: 4.000e-02, eta: 9:51:54, time: 0.662, data_time: 0.005, memory: 6189, top1_acc: 0.5794, top5_acc: 0.8031, loss_cls: 1.7407, loss: 1.7407, grad_norm: 2.9262 2020-08-09 20:59:58,187 - mmaction - INFO - Epoch [20][1000/1253] lr: 4.000e-02, eta: 9:51:29, time: 0.716, data_time: 0.007, memory: 6189, top1_acc: 0.5737, top5_acc: 0.8044, loss_cls: 1.7641, loss: 1.7641, grad_norm: 2.9598 2020-08-09 21:00:27,389 - mmaction - INFO - Epoch [20][1020/1253] lr: 4.000e-02, eta: 9:51:25, time: 1.420, data_time: 0.008, memory: 6189, top1_acc: 0.5667, top5_acc: 0.7984, loss_cls: 1.7858, loss: 1.7858, grad_norm: 2.9037 2020-08-09 21:00:40,078 - mmaction - INFO - Epoch [20][1040/1253] lr: 4.000e-02, eta: 9:50:58, time: 0.675, data_time: 0.048, memory: 6189, top1_acc: 0.5852, top5_acc: 0.8044, loss_cls: 1.7489, loss: 1.7489, grad_norm: 2.9864 2020-08-09 21:00:53,487 - mmaction - INFO - Epoch [20][1060/1253] lr: 4.000e-02, eta: 9:50:31, time: 0.669, data_time: 0.006, memory: 6189, top1_acc: 0.5867, top5_acc: 0.8120, loss_cls: 1.7332, loss: 1.7332, grad_norm: 2.9394 2020-08-09 21:01:07,355 - mmaction - INFO - Epoch [20][1080/1253] lr: 4.000e-02, eta: 9:50:05, time: 0.696, data_time: 0.006, memory: 6189, top1_acc: 0.5690, top5_acc: 0.8052, loss_cls: 1.7799, loss: 1.7799, grad_norm: 2.9465 2020-08-09 21:01:20,417 - mmaction - INFO - Epoch [20][1100/1253] lr: 4.000e-02, eta: 9:49:37, time: 0.650, data_time: 0.005, memory: 6189, top1_acc: 0.5784, top5_acc: 0.8023, loss_cls: 1.7575, loss: 1.7575, grad_norm: 2.9197 2020-08-09 21:01:33,388 - mmaction - INFO - Epoch [20][1120/1253] lr: 4.000e-02, eta: 9:49:10, time: 0.651, data_time: 0.007, memory: 6189, top1_acc: 0.5862, top5_acc: 0.8094, loss_cls: 1.7315, loss: 1.7315, grad_norm: 2.9291 2020-08-09 21:01:46,639 - mmaction - INFO - Epoch [20][1140/1253] lr: 4.000e-02, eta: 9:48:43, time: 0.663, data_time: 0.005, memory: 6189, top1_acc: 0.5833, top5_acc: 0.8102, loss_cls: 1.7602, loss: 1.7602, grad_norm: 2.9741 2020-08-09 21:01:59,367 - mmaction - INFO - Epoch [20][1160/1253] lr: 4.000e-02, eta: 9:48:15, time: 0.637, data_time: 0.005, memory: 6189, top1_acc: 0.5911, top5_acc: 0.8141, loss_cls: 1.6741, loss: 1.6741, grad_norm: 2.8386 2020-08-09 21:02:12,162 - mmaction - INFO - Epoch [20][1180/1253] lr: 4.000e-02, eta: 9:47:47, time: 0.636, data_time: 0.006, memory: 6189, top1_acc: 0.5688, top5_acc: 0.7958, loss_cls: 1.7779, loss: 1.7779, grad_norm: 2.9611 2020-08-09 21:02:25,287 - mmaction - INFO - Epoch [20][1200/1253] lr: 4.000e-02, eta: 9:47:20, time: 0.660, data_time: 0.007, memory: 6189, top1_acc: 0.5742, top5_acc: 0.8003, loss_cls: 1.7657, loss: 1.7657, grad_norm: 2.8973 2020-08-09 21:02:39,015 - mmaction - INFO - Epoch [20][1220/1253] lr: 4.000e-02, eta: 9:46:54, time: 0.686, data_time: 0.005, memory: 6189, top1_acc: 0.5724, top5_acc: 0.7974, loss_cls: 1.8167, loss: 1.8167, grad_norm: 3.0000 2020-08-09 21:02:52,753 - mmaction - INFO - Epoch [20][1240/1253] lr: 4.000e-02, eta: 9:46:28, time: 0.687, data_time: 0.002, memory: 6189, top1_acc: 0.5753, top5_acc: 0.8070, loss_cls: 1.7923, loss: 1.7923, grad_norm: 2.9238 2020-08-09 21:03:18,200 - mmaction - INFO - Saving checkpoint at 20 epochs 2020-08-09 21:09:04,585 - mmaction - INFO - Epoch [21][20/1253] lr: 4.000e-03, eta: 9:53:45, time: 17.186, data_time: 16.347, memory: 6189, top1_acc: 0.5885, top5_acc: 0.8169, loss_cls: 1.6941, loss: 1.6941, grad_norm: 2.8378 2020-08-09 21:09:17,246 - mmaction - INFO - Epoch [21][40/1253] lr: 4.000e-03, eta: 9:53:17, time: 0.635, data_time: 0.014, memory: 6189, top1_acc: 0.6073, top5_acc: 0.8286, loss_cls: 1.6220, loss: 1.6220, grad_norm: 2.7549 2020-08-09 21:09:29,749 - mmaction - INFO - Epoch [21][60/1253] lr: 4.000e-03, eta: 9:52:49, time: 0.628, data_time: 0.007, memory: 6189, top1_acc: 0.6182, top5_acc: 0.8365, loss_cls: 1.5425, loss: 1.5425, grad_norm: 2.7264 2020-08-09 21:09:42,412 - mmaction - INFO - Epoch [21][80/1253] lr: 4.000e-03, eta: 9:52:20, time: 0.632, data_time: 0.006, memory: 6189, top1_acc: 0.6328, top5_acc: 0.8378, loss_cls: 1.5126, loss: 1.5126, grad_norm: 2.6829 2020-08-09 21:09:54,992 - mmaction - INFO - Epoch [21][100/1253] lr: 4.000e-03, eta: 9:51:52, time: 0.631, data_time: 0.006, memory: 6189, top1_acc: 0.6409, top5_acc: 0.8422, loss_cls: 1.4847, loss: 1.4847, grad_norm: 2.6791 2020-08-09 21:10:07,873 - mmaction - INFO - Epoch [21][120/1253] lr: 4.000e-03, eta: 9:51:24, time: 0.640, data_time: 0.005, memory: 6189, top1_acc: 0.6552, top5_acc: 0.8471, loss_cls: 1.4155, loss: 1.4155, grad_norm: 2.6896 2020-08-09 21:10:20,312 - mmaction - INFO - Epoch [21][140/1253] lr: 4.000e-03, eta: 9:50:55, time: 0.625, data_time: 0.007, memory: 6189, top1_acc: 0.6276, top5_acc: 0.8404, loss_cls: 1.4998, loss: 1.4998, grad_norm: 2.7828 2020-08-09 21:10:33,221 - mmaction - INFO - Epoch [21][160/1253] lr: 4.000e-03, eta: 9:50:27, time: 0.644, data_time: 0.006, memory: 6189, top1_acc: 0.6315, top5_acc: 0.8341, loss_cls: 1.5194, loss: 1.5194, grad_norm: 2.7768 2020-08-09 21:10:45,711 - mmaction - INFO - Epoch [21][180/1253] lr: 4.000e-03, eta: 9:49:59, time: 0.626, data_time: 0.005, memory: 6189, top1_acc: 0.6458, top5_acc: 0.8534, loss_cls: 1.4208, loss: 1.4208, grad_norm: 2.7111 2020-08-09 21:10:58,401 - mmaction - INFO - Epoch [21][200/1253] lr: 4.000e-03, eta: 9:49:31, time: 0.634, data_time: 0.005, memory: 6189, top1_acc: 0.6419, top5_acc: 0.8513, loss_cls: 1.4387, loss: 1.4387, grad_norm: 2.7494 2020-08-09 21:11:10,924 - mmaction - INFO - Epoch [21][220/1253] lr: 4.000e-03, eta: 9:49:02, time: 0.626, data_time: 0.004, memory: 6189, top1_acc: 0.6497, top5_acc: 0.8443, loss_cls: 1.4821, loss: 1.4821, grad_norm: 2.7989 2020-08-09 21:11:23,530 - mmaction - INFO - Epoch [21][240/1253] lr: 4.000e-03, eta: 9:48:34, time: 0.630, data_time: 0.005, memory: 6189, top1_acc: 0.6443, top5_acc: 0.8448, loss_cls: 1.4751, loss: 1.4751, grad_norm: 2.8121 2020-08-09 21:11:36,311 - mmaction - INFO - Epoch [21][260/1253] lr: 4.000e-03, eta: 9:48:06, time: 0.639, data_time: 0.005, memory: 6189, top1_acc: 0.6448, top5_acc: 0.8435, loss_cls: 1.4720, loss: 1.4720, grad_norm: 2.7541 2020-08-09 21:11:49,554 - mmaction - INFO - Epoch [21][280/1253] lr: 4.000e-03, eta: 9:47:39, time: 0.659, data_time: 0.006, memory: 6189, top1_acc: 0.6464, top5_acc: 0.8529, loss_cls: 1.4307, loss: 1.4307, grad_norm: 2.7993 2020-08-09 21:12:02,283 - mmaction - INFO - Epoch [21][300/1253] lr: 4.000e-03, eta: 9:47:11, time: 0.640, data_time: 0.007, memory: 6189, top1_acc: 0.6544, top5_acc: 0.8510, loss_cls: 1.4363, loss: 1.4363, grad_norm: 2.7833 2020-08-09 21:12:15,017 - mmaction - INFO - Epoch [21][320/1253] lr: 4.000e-03, eta: 9:46:43, time: 0.635, data_time: 0.006, memory: 6189, top1_acc: 0.6552, top5_acc: 0.8500, loss_cls: 1.4092, loss: 1.4092, grad_norm: 2.7586 2020-08-09 21:12:27,858 - mmaction - INFO - Epoch [21][340/1253] lr: 4.000e-03, eta: 9:46:15, time: 0.644, data_time: 0.006, memory: 6189, top1_acc: 0.6406, top5_acc: 0.8435, loss_cls: 1.4610, loss: 1.4610, grad_norm: 2.8050 2020-08-09 21:12:40,680 - mmaction - INFO - Epoch [21][360/1253] lr: 4.000e-03, eta: 9:45:48, time: 0.642, data_time: 0.006, memory: 6189, top1_acc: 0.6484, top5_acc: 0.8435, loss_cls: 1.4409, loss: 1.4409, grad_norm: 2.7630 2020-08-09 21:12:53,288 - mmaction - INFO - Epoch [21][380/1253] lr: 4.000e-03, eta: 9:45:19, time: 0.630, data_time: 0.004, memory: 6189, top1_acc: 0.6573, top5_acc: 0.8513, loss_cls: 1.3810, loss: 1.3810, grad_norm: 2.8069 2020-08-09 21:13:06,376 - mmaction - INFO - Epoch [21][400/1253] lr: 4.000e-03, eta: 9:44:52, time: 0.651, data_time: 0.006, memory: 6189, top1_acc: 0.6508, top5_acc: 0.8477, loss_cls: 1.4404, loss: 1.4404, grad_norm: 2.7810 2020-08-09 21:13:19,980 - mmaction - INFO - Epoch [21][420/1253] lr: 4.000e-03, eta: 9:44:26, time: 0.683, data_time: 0.007, memory: 6189, top1_acc: 0.6464, top5_acc: 0.8482, loss_cls: 1.4315, loss: 1.4315, grad_norm: 2.8221 2020-08-09 21:13:33,036 - mmaction - INFO - Epoch [21][440/1253] lr: 4.000e-03, eta: 9:43:58, time: 0.651, data_time: 0.007, memory: 6189, top1_acc: 0.6417, top5_acc: 0.8523, loss_cls: 1.4032, loss: 1.4032, grad_norm: 2.8184 2020-08-09 21:13:45,760 - mmaction - INFO - Epoch [21][460/1253] lr: 4.000e-03, eta: 9:43:30, time: 0.638, data_time: 0.006, memory: 6189, top1_acc: 0.6633, top5_acc: 0.8563, loss_cls: 1.3656, loss: 1.3656, grad_norm: 2.7979 2020-08-09 21:13:59,036 - mmaction - INFO - Epoch [21][480/1253] lr: 4.000e-03, eta: 9:43:03, time: 0.662, data_time: 0.005, memory: 6189, top1_acc: 0.6685, top5_acc: 0.8547, loss_cls: 1.3869, loss: 1.3869, grad_norm: 2.7777 2020-08-09 21:14:12,200 - mmaction - INFO - Epoch [21][500/1253] lr: 4.000e-03, eta: 9:42:36, time: 0.660, data_time: 0.006, memory: 6189, top1_acc: 0.6604, top5_acc: 0.8604, loss_cls: 1.3657, loss: 1.3657, grad_norm: 2.7970 2020-08-09 21:14:25,505 - mmaction - INFO - Epoch [21][520/1253] lr: 4.000e-03, eta: 9:42:09, time: 0.663, data_time: 0.005, memory: 6189, top1_acc: 0.6495, top5_acc: 0.8497, loss_cls: 1.4271, loss: 1.4271, grad_norm: 2.8410 2020-08-09 21:14:39,125 - mmaction - INFO - Epoch [21][540/1253] lr: 4.000e-03, eta: 9:41:43, time: 0.683, data_time: 0.006, memory: 6189, top1_acc: 0.6458, top5_acc: 0.8458, loss_cls: 1.4436, loss: 1.4436, grad_norm: 2.8130 2020-08-09 21:14:52,503 - mmaction - INFO - Epoch [21][560/1253] lr: 4.000e-03, eta: 9:41:16, time: 0.668, data_time: 0.005, memory: 6189, top1_acc: 0.6591, top5_acc: 0.8607, loss_cls: 1.3572, loss: 1.3572, grad_norm: 2.7917 2020-08-09 21:15:05,317 - mmaction - INFO - Epoch [21][580/1253] lr: 4.000e-03, eta: 9:40:49, time: 0.642, data_time: 0.006, memory: 6189, top1_acc: 0.6602, top5_acc: 0.8612, loss_cls: 1.3788, loss: 1.3788, grad_norm: 2.7738 2020-08-09 21:15:18,603 - mmaction - INFO - Epoch [21][600/1253] lr: 4.000e-03, eta: 9:40:22, time: 0.663, data_time: 0.008, memory: 6189, top1_acc: 0.6513, top5_acc: 0.8490, loss_cls: 1.4206, loss: 1.4206, grad_norm: 2.8059 2020-08-09 21:15:32,228 - mmaction - INFO - Epoch [21][620/1253] lr: 4.000e-03, eta: 9:39:56, time: 0.683, data_time: 0.006, memory: 6189, top1_acc: 0.6638, top5_acc: 0.8552, loss_cls: 1.3863, loss: 1.3863, grad_norm: 2.7811 2020-08-09 21:15:45,034 - mmaction - INFO - Epoch [21][640/1253] lr: 4.000e-03, eta: 9:39:28, time: 0.639, data_time: 0.006, memory: 6189, top1_acc: 0.6562, top5_acc: 0.8461, loss_cls: 1.4396, loss: 1.4396, grad_norm: 2.8382 2020-08-09 21:15:57,962 - mmaction - INFO - Epoch [21][660/1253] lr: 4.000e-03, eta: 9:39:01, time: 0.648, data_time: 0.006, memory: 6189, top1_acc: 0.6604, top5_acc: 0.8591, loss_cls: 1.3864, loss: 1.3864, grad_norm: 2.8196 2020-08-09 21:16:11,825 - mmaction - INFO - Epoch [21][680/1253] lr: 4.000e-03, eta: 9:38:35, time: 0.693, data_time: 0.006, memory: 6189, top1_acc: 0.6534, top5_acc: 0.8630, loss_cls: 1.3658, loss: 1.3658, grad_norm: 2.8301 2020-08-09 21:16:25,240 - mmaction - INFO - Epoch [21][700/1253] lr: 4.000e-03, eta: 9:38:08, time: 0.671, data_time: 0.005, memory: 6189, top1_acc: 0.6641, top5_acc: 0.8596, loss_cls: 1.3533, loss: 1.3533, grad_norm: 2.7945 2020-08-09 21:16:38,467 - mmaction - INFO - Epoch [21][720/1253] lr: 4.000e-03, eta: 9:37:42, time: 0.660, data_time: 0.005, memory: 6189, top1_acc: 0.6677, top5_acc: 0.8661, loss_cls: 1.3540, loss: 1.3540, grad_norm: 2.8301 2020-08-09 21:16:52,942 - mmaction - INFO - Epoch [21][740/1253] lr: 4.000e-03, eta: 9:37:17, time: 0.725, data_time: 0.005, memory: 6189, top1_acc: 0.6654, top5_acc: 0.8547, loss_cls: 1.3562, loss: 1.3562, grad_norm: 2.7623 2020-08-09 21:17:05,940 - mmaction - INFO - Epoch [21][760/1253] lr: 4.000e-03, eta: 9:36:50, time: 0.651, data_time: 0.006, memory: 6189, top1_acc: 0.6594, top5_acc: 0.8539, loss_cls: 1.3743, loss: 1.3743, grad_norm: 2.7939 2020-08-09 21:17:19,339 - mmaction - INFO - Epoch [21][780/1253] lr: 4.000e-03, eta: 9:36:23, time: 0.670, data_time: 0.004, memory: 6189, top1_acc: 0.6635, top5_acc: 0.8612, loss_cls: 1.3554, loss: 1.3554, grad_norm: 2.8440 2020-08-09 21:17:32,125 - mmaction - INFO - Epoch [21][800/1253] lr: 4.000e-03, eta: 9:35:56, time: 0.637, data_time: 0.005, memory: 6189, top1_acc: 0.6711, top5_acc: 0.8664, loss_cls: 1.3405, loss: 1.3405, grad_norm: 2.8208 2020-08-09 21:17:45,343 - mmaction - INFO - Epoch [21][820/1253] lr: 4.000e-03, eta: 9:35:29, time: 0.662, data_time: 0.005, memory: 6189, top1_acc: 0.6497, top5_acc: 0.8555, loss_cls: 1.3994, loss: 1.3994, grad_norm: 2.8441 2020-08-09 21:17:59,141 - mmaction - INFO - Epoch [21][840/1253] lr: 4.000e-03, eta: 9:35:03, time: 0.689, data_time: 0.006, memory: 6189, top1_acc: 0.6565, top5_acc: 0.8570, loss_cls: 1.3770, loss: 1.3770, grad_norm: 2.8378 2020-08-09 21:18:11,780 - mmaction - INFO - Epoch [21][860/1253] lr: 4.000e-03, eta: 9:34:36, time: 0.634, data_time: 0.006, memory: 6189, top1_acc: 0.6732, top5_acc: 0.8599, loss_cls: 1.3601, loss: 1.3601, grad_norm: 2.8340 2020-08-09 21:18:25,713 - mmaction - INFO - Epoch [21][880/1253] lr: 4.000e-03, eta: 9:34:10, time: 0.694, data_time: 0.005, memory: 6189, top1_acc: 0.6682, top5_acc: 0.8560, loss_cls: 1.3863, loss: 1.3863, grad_norm: 2.8569 2020-08-09 21:18:39,695 - mmaction - INFO - Epoch [21][900/1253] lr: 4.000e-03, eta: 9:33:45, time: 0.702, data_time: 0.007, memory: 6189, top1_acc: 0.6609, top5_acc: 0.8565, loss_cls: 1.3754, loss: 1.3754, grad_norm: 2.7979 2020-08-09 21:18:53,551 - mmaction - INFO - Epoch [21][920/1253] lr: 4.000e-03, eta: 9:33:19, time: 0.691, data_time: 0.005, memory: 6189, top1_acc: 0.6669, top5_acc: 0.8664, loss_cls: 1.3327, loss: 1.3327, grad_norm: 2.7904 2020-08-09 21:19:06,605 - mmaction - INFO - Epoch [21][940/1253] lr: 4.000e-03, eta: 9:32:52, time: 0.655, data_time: 0.005, memory: 6189, top1_acc: 0.6531, top5_acc: 0.8542, loss_cls: 1.3921, loss: 1.3921, grad_norm: 2.8757 2020-08-09 21:19:19,999 - mmaction - INFO - Epoch [21][960/1253] lr: 4.000e-03, eta: 9:32:26, time: 0.666, data_time: 0.005, memory: 6189, top1_acc: 0.6523, top5_acc: 0.8607, loss_cls: 1.3849, loss: 1.3849, grad_norm: 2.8553 2020-08-09 21:19:33,620 - mmaction - INFO - Epoch [21][980/1253] lr: 4.000e-03, eta: 9:32:00, time: 0.684, data_time: 0.006, memory: 6189, top1_acc: 0.6711, top5_acc: 0.8591, loss_cls: 1.3948, loss: 1.3948, grad_norm: 2.8166 2020-08-09 21:19:47,518 - mmaction - INFO - Epoch [21][1000/1253] lr: 4.000e-03, eta: 9:31:34, time: 0.693, data_time: 0.006, memory: 6189, top1_acc: 0.6615, top5_acc: 0.8539, loss_cls: 1.3560, loss: 1.3560, grad_norm: 2.7760 2020-08-09 21:20:01,729 - mmaction - INFO - Epoch [21][1020/1253] lr: 4.000e-03, eta: 9:31:09, time: 0.712, data_time: 0.007, memory: 6189, top1_acc: 0.6664, top5_acc: 0.8576, loss_cls: 1.3451, loss: 1.3451, grad_norm: 2.7671 2020-08-09 21:20:14,976 - mmaction - INFO - Epoch [21][1040/1253] lr: 4.000e-03, eta: 9:30:43, time: 0.664, data_time: 0.005, memory: 6189, top1_acc: 0.6607, top5_acc: 0.8549, loss_cls: 1.3761, loss: 1.3761, grad_norm: 2.8606 2020-08-09 21:20:28,445 - mmaction - INFO - Epoch [21][1060/1253] lr: 4.000e-03, eta: 9:30:17, time: 0.672, data_time: 0.006, memory: 6189, top1_acc: 0.6563, top5_acc: 0.8581, loss_cls: 1.4013, loss: 1.4013, grad_norm: 2.8610 2020-08-09 21:20:42,116 - mmaction - INFO - Epoch [21][1080/1253] lr: 4.000e-03, eta: 9:29:51, time: 0.686, data_time: 0.006, memory: 6189, top1_acc: 0.6633, top5_acc: 0.8578, loss_cls: 1.3928, loss: 1.3928, grad_norm: 2.8266 2020-08-09 21:20:55,057 - mmaction - INFO - Epoch [21][1100/1253] lr: 4.000e-03, eta: 9:29:24, time: 0.645, data_time: 0.006, memory: 6189, top1_acc: 0.6753, top5_acc: 0.8599, loss_cls: 1.3223, loss: 1.3223, grad_norm: 2.8169 2020-08-09 21:21:09,260 - mmaction - INFO - Epoch [21][1120/1253] lr: 4.000e-03, eta: 9:28:59, time: 0.712, data_time: 0.006, memory: 6189, top1_acc: 0.6581, top5_acc: 0.8620, loss_cls: 1.3712, loss: 1.3712, grad_norm: 2.9199 2020-08-09 21:21:23,153 - mmaction - INFO - Epoch [21][1140/1253] lr: 4.000e-03, eta: 9:28:34, time: 0.695, data_time: 0.005, memory: 6189, top1_acc: 0.6690, top5_acc: 0.8740, loss_cls: 1.3216, loss: 1.3216, grad_norm: 2.8514 2020-08-09 21:21:36,313 - mmaction - INFO - Epoch [21][1160/1253] lr: 4.000e-03, eta: 9:28:07, time: 0.658, data_time: 0.004, memory: 6189, top1_acc: 0.6641, top5_acc: 0.8581, loss_cls: 1.3551, loss: 1.3551, grad_norm: 2.8297 2020-08-09 21:21:49,575 - mmaction - INFO - Epoch [21][1180/1253] lr: 4.000e-03, eta: 9:27:41, time: 0.660, data_time: 0.007, memory: 6189, top1_acc: 0.6615, top5_acc: 0.8536, loss_cls: 1.3790, loss: 1.3790, grad_norm: 2.8813 2020-08-09 21:22:03,219 - mmaction - INFO - Epoch [21][1200/1253] lr: 4.000e-03, eta: 9:27:15, time: 0.686, data_time: 0.007, memory: 6189, top1_acc: 0.6578, top5_acc: 0.8680, loss_cls: 1.3648, loss: 1.3648, grad_norm: 2.9211 2020-08-09 21:22:17,582 - mmaction - INFO - Epoch [21][1220/1253] lr: 4.000e-03, eta: 9:26:50, time: 0.717, data_time: 0.005, memory: 6189, top1_acc: 0.6706, top5_acc: 0.8682, loss_cls: 1.3556, loss: 1.3556, grad_norm: 2.9234 2020-08-09 21:22:31,085 - mmaction - INFO - Epoch [21][1240/1253] lr: 4.000e-03, eta: 9:26:24, time: 0.677, data_time: 0.005, memory: 6189, top1_acc: 0.6740, top5_acc: 0.8534, loss_cls: 1.3608, loss: 1.3608, grad_norm: 2.8794 2020-08-09 21:22:53,127 - mmaction - INFO - Saving checkpoint at 21 epochs 2020-08-09 21:28:47,587 - mmaction - INFO - Epoch [22][20/1253] lr: 4.000e-03, eta: 9:33:19, time: 17.686, data_time: 16.858, memory: 6189, top1_acc: 0.6794, top5_acc: 0.8706, loss_cls: 1.2898, loss: 1.2898, grad_norm: 2.7662 2020-08-09 21:29:00,293 - mmaction - INFO - Epoch [22][40/1253] lr: 4.000e-03, eta: 9:32:51, time: 0.640, data_time: 0.013, memory: 6189, top1_acc: 0.6865, top5_acc: 0.8727, loss_cls: 1.2684, loss: 1.2684, grad_norm: 2.7991 2020-08-09 21:29:12,974 - mmaction - INFO - Epoch [22][60/1253] lr: 4.000e-03, eta: 9:32:24, time: 0.636, data_time: 0.005, memory: 6189, top1_acc: 0.6849, top5_acc: 0.8721, loss_cls: 1.2844, loss: 1.2844, grad_norm: 2.7979 2020-08-09 21:29:25,572 - mmaction - INFO - Epoch [22][80/1253] lr: 4.000e-03, eta: 9:31:56, time: 0.630, data_time: 0.005, memory: 6189, top1_acc: 0.6591, top5_acc: 0.8599, loss_cls: 1.3688, loss: 1.3688, grad_norm: 2.8870 2020-08-09 21:29:38,142 - mmaction - INFO - Epoch [22][100/1253] lr: 4.000e-03, eta: 9:31:29, time: 0.628, data_time: 0.003, memory: 6189, top1_acc: 0.6779, top5_acc: 0.8734, loss_cls: 1.3048, loss: 1.3048, grad_norm: 2.7969 2020-08-09 21:29:50,744 - mmaction - INFO - Epoch [22][120/1253] lr: 4.000e-03, eta: 9:31:01, time: 0.628, data_time: 0.006, memory: 6189, top1_acc: 0.6740, top5_acc: 0.8576, loss_cls: 1.3365, loss: 1.3365, grad_norm: 2.8353 2020-08-09 21:30:03,529 - mmaction - INFO - Epoch [22][140/1253] lr: 4.000e-03, eta: 9:30:34, time: 0.642, data_time: 0.006, memory: 6189, top1_acc: 0.6719, top5_acc: 0.8661, loss_cls: 1.3374, loss: 1.3374, grad_norm: 2.8684 2020-08-09 21:30:16,293 - mmaction - INFO - Epoch [22][160/1253] lr: 4.000e-03, eta: 9:30:06, time: 0.639, data_time: 0.002, memory: 6189, top1_acc: 0.6654, top5_acc: 0.8596, loss_cls: 1.3615, loss: 1.3615, grad_norm: 2.8230 2020-08-09 21:30:28,913 - mmaction - INFO - Epoch [22][180/1253] lr: 4.000e-03, eta: 9:29:39, time: 0.629, data_time: 0.005, memory: 6189, top1_acc: 0.6724, top5_acc: 0.8648, loss_cls: 1.3325, loss: 1.3325, grad_norm: 2.8273 2020-08-09 21:30:41,802 - mmaction - INFO - Epoch [22][200/1253] lr: 4.000e-03, eta: 9:29:12, time: 0.645, data_time: 0.005, memory: 6189, top1_acc: 0.6591, top5_acc: 0.8638, loss_cls: 1.3653, loss: 1.3653, grad_norm: 2.8963 2020-08-09 21:30:54,590 - mmaction - INFO - Epoch [22][220/1253] lr: 4.000e-03, eta: 9:28:45, time: 0.637, data_time: 0.006, memory: 6189, top1_acc: 0.6794, top5_acc: 0.8747, loss_cls: 1.2799, loss: 1.2799, grad_norm: 2.8420 2020-08-09 21:31:07,224 - mmaction - INFO - Epoch [22][240/1253] lr: 4.000e-03, eta: 9:28:17, time: 0.635, data_time: 0.006, memory: 6189, top1_acc: 0.6714, top5_acc: 0.8615, loss_cls: 1.3661, loss: 1.3661, grad_norm: 2.8776 2020-08-09 21:31:19,946 - mmaction - INFO - Epoch [22][260/1253] lr: 4.000e-03, eta: 9:27:50, time: 0.635, data_time: 0.005, memory: 6189, top1_acc: 0.6672, top5_acc: 0.8599, loss_cls: 1.3700, loss: 1.3700, grad_norm: 2.8610 2020-08-09 21:31:32,602 - mmaction - INFO - Epoch [22][280/1253] lr: 4.000e-03, eta: 9:27:23, time: 0.634, data_time: 0.005, memory: 6189, top1_acc: 0.6812, top5_acc: 0.8674, loss_cls: 1.2913, loss: 1.2913, grad_norm: 2.7933 2020-08-09 21:31:45,360 - mmaction - INFO - Epoch [22][300/1253] lr: 4.000e-03, eta: 9:26:55, time: 0.636, data_time: 0.007, memory: 6189, top1_acc: 0.6784, top5_acc: 0.8737, loss_cls: 1.2969, loss: 1.2969, grad_norm: 2.8629 2020-08-09 21:31:59,222 - mmaction - INFO - Epoch [22][320/1253] lr: 4.000e-03, eta: 9:26:30, time: 0.694, data_time: 0.006, memory: 6189, top1_acc: 0.6680, top5_acc: 0.8651, loss_cls: 1.3380, loss: 1.3380, grad_norm: 2.8571 2020-08-09 21:32:12,790 - mmaction - INFO - Epoch [22][340/1253] lr: 4.000e-03, eta: 9:26:04, time: 0.676, data_time: 0.006, memory: 6189, top1_acc: 0.6789, top5_acc: 0.8661, loss_cls: 1.2908, loss: 1.2908, grad_norm: 2.7829 2020-08-09 21:32:25,423 - mmaction - INFO - Epoch [22][360/1253] lr: 4.000e-03, eta: 9:25:36, time: 0.635, data_time: 0.007, memory: 6189, top1_acc: 0.6719, top5_acc: 0.8656, loss_cls: 1.3245, loss: 1.3245, grad_norm: 2.8456 2020-08-09 21:32:38,151 - mmaction - INFO - Epoch [22][380/1253] lr: 4.000e-03, eta: 9:25:09, time: 0.634, data_time: 0.005, memory: 6189, top1_acc: 0.6635, top5_acc: 0.8513, loss_cls: 1.3616, loss: 1.3616, grad_norm: 2.8657 2020-08-09 21:32:51,713 - mmaction - INFO - Epoch [22][400/1253] lr: 4.000e-03, eta: 9:24:43, time: 0.680, data_time: 0.006, memory: 6189, top1_acc: 0.6687, top5_acc: 0.8648, loss_cls: 1.3320, loss: 1.3320, grad_norm: 2.9375 2020-08-09 21:33:04,859 - mmaction - INFO - Epoch [22][420/1253] lr: 4.000e-03, eta: 9:24:17, time: 0.653, data_time: 0.005, memory: 6189, top1_acc: 0.6771, top5_acc: 0.8583, loss_cls: 1.3319, loss: 1.3319, grad_norm: 2.8434 2020-08-09 21:33:18,004 - mmaction - INFO - Epoch [22][440/1253] lr: 4.000e-03, eta: 9:23:50, time: 0.661, data_time: 0.007, memory: 6189, top1_acc: 0.6674, top5_acc: 0.8620, loss_cls: 1.3417, loss: 1.3417, grad_norm: 2.8968 2020-08-09 21:33:31,684 - mmaction - INFO - Epoch [22][460/1253] lr: 4.000e-03, eta: 9:23:24, time: 0.682, data_time: 0.005, memory: 6189, top1_acc: 0.6667, top5_acc: 0.8570, loss_cls: 1.3278, loss: 1.3278, grad_norm: 2.8716 2020-08-09 21:33:45,582 - mmaction - INFO - Epoch [22][480/1253] lr: 4.000e-03, eta: 9:22:59, time: 0.697, data_time: 0.006, memory: 6189, top1_acc: 0.6703, top5_acc: 0.8758, loss_cls: 1.2910, loss: 1.2910, grad_norm: 2.8724 2020-08-09 21:33:59,936 - mmaction - INFO - Epoch [22][500/1253] lr: 4.000e-03, eta: 9:22:34, time: 0.716, data_time: 0.005, memory: 6189, top1_acc: 0.6846, top5_acc: 0.8771, loss_cls: 1.2820, loss: 1.2820, grad_norm: 2.8383 2020-08-09 21:34:12,989 - mmaction - INFO - Epoch [22][520/1253] lr: 4.000e-03, eta: 9:22:08, time: 0.654, data_time: 0.006, memory: 6189, top1_acc: 0.6635, top5_acc: 0.8589, loss_cls: 1.3520, loss: 1.3520, grad_norm: 2.8949 2020-08-09 21:34:26,138 - mmaction - INFO - Epoch [22][540/1253] lr: 4.000e-03, eta: 9:21:41, time: 0.655, data_time: 0.006, memory: 6189, top1_acc: 0.6747, top5_acc: 0.8682, loss_cls: 1.2991, loss: 1.2991, grad_norm: 2.8280 2020-08-09 21:34:39,904 - mmaction - INFO - Epoch [22][560/1253] lr: 4.000e-03, eta: 9:21:16, time: 0.691, data_time: 0.006, memory: 6189, top1_acc: 0.6781, top5_acc: 0.8667, loss_cls: 1.3222, loss: 1.3222, grad_norm: 2.8256 2020-08-09 21:34:53,675 - mmaction - INFO - Epoch [22][580/1253] lr: 4.000e-03, eta: 9:20:50, time: 0.687, data_time: 0.005, memory: 6189, top1_acc: 0.6672, top5_acc: 0.8661, loss_cls: 1.3378, loss: 1.3378, grad_norm: 2.9046 2020-08-09 21:35:07,265 - mmaction - INFO - Epoch [22][600/1253] lr: 4.000e-03, eta: 9:20:24, time: 0.682, data_time: 0.006, memory: 6189, top1_acc: 0.6641, top5_acc: 0.8599, loss_cls: 1.3480, loss: 1.3480, grad_norm: 2.9265 2020-08-09 21:35:20,316 - mmaction - INFO - Epoch [22][620/1253] lr: 4.000e-03, eta: 9:19:58, time: 0.651, data_time: 0.006, memory: 6189, top1_acc: 0.6695, top5_acc: 0.8643, loss_cls: 1.3329, loss: 1.3329, grad_norm: 2.9082 2020-08-09 21:35:33,187 - mmaction - INFO - Epoch [22][640/1253] lr: 4.000e-03, eta: 9:19:31, time: 0.644, data_time: 0.005, memory: 6189, top1_acc: 0.6760, top5_acc: 0.8641, loss_cls: 1.3051, loss: 1.3051, grad_norm: 2.8172 2020-08-09 21:35:46,694 - mmaction - INFO - Epoch [22][660/1253] lr: 4.000e-03, eta: 9:19:05, time: 0.675, data_time: 0.006, memory: 6189, top1_acc: 0.6685, top5_acc: 0.8698, loss_cls: 1.3271, loss: 1.3271, grad_norm: 2.9428 2020-08-09 21:36:00,293 - mmaction - INFO - Epoch [22][680/1253] lr: 4.000e-03, eta: 9:18:40, time: 0.680, data_time: 0.003, memory: 6189, top1_acc: 0.6781, top5_acc: 0.8698, loss_cls: 1.2629, loss: 1.2629, grad_norm: 2.8350 2020-08-09 21:36:13,979 - mmaction - INFO - Epoch [22][700/1253] lr: 4.000e-03, eta: 9:18:14, time: 0.683, data_time: 0.005, memory: 6189, top1_acc: 0.6771, top5_acc: 0.8740, loss_cls: 1.2834, loss: 1.2834, grad_norm: 2.8108 2020-08-09 21:36:27,234 - mmaction - INFO - Epoch [22][720/1253] lr: 4.000e-03, eta: 9:17:48, time: 0.664, data_time: 0.006, memory: 6189, top1_acc: 0.6807, top5_acc: 0.8714, loss_cls: 1.2982, loss: 1.2982, grad_norm: 2.8853 2020-08-09 21:36:40,173 - mmaction - INFO - Epoch [22][740/1253] lr: 4.000e-03, eta: 9:17:21, time: 0.645, data_time: 0.005, memory: 6189, top1_acc: 0.6760, top5_acc: 0.8701, loss_cls: 1.2867, loss: 1.2867, grad_norm: 2.8649 2020-08-09 21:36:54,316 - mmaction - INFO - Epoch [22][760/1253] lr: 4.000e-03, eta: 9:16:57, time: 0.709, data_time: 0.005, memory: 6189, top1_acc: 0.6760, top5_acc: 0.8646, loss_cls: 1.3113, loss: 1.3113, grad_norm: 2.8881 2020-08-09 21:37:07,430 - mmaction - INFO - Epoch [22][780/1253] lr: 4.000e-03, eta: 9:16:30, time: 0.655, data_time: 0.005, memory: 6189, top1_acc: 0.6781, top5_acc: 0.8753, loss_cls: 1.2777, loss: 1.2777, grad_norm: 2.8930 2020-08-09 21:37:21,454 - mmaction - INFO - Epoch [22][800/1253] lr: 4.000e-03, eta: 9:16:05, time: 0.702, data_time: 0.004, memory: 6189, top1_acc: 0.6768, top5_acc: 0.8633, loss_cls: 1.3100, loss: 1.3100, grad_norm: 2.9039 2020-08-09 21:37:35,275 - mmaction - INFO - Epoch [22][820/1253] lr: 4.000e-03, eta: 9:15:40, time: 0.689, data_time: 0.005, memory: 6189, top1_acc: 0.6901, top5_acc: 0.8799, loss_cls: 1.2498, loss: 1.2498, grad_norm: 2.8769 2020-08-09 21:37:48,834 - mmaction - INFO - Epoch [22][840/1253] lr: 4.000e-03, eta: 9:15:15, time: 0.679, data_time: 0.005, memory: 6189, top1_acc: 0.6755, top5_acc: 0.8693, loss_cls: 1.3121, loss: 1.3121, grad_norm: 2.8357 2020-08-09 21:38:01,900 - mmaction - INFO - Epoch [22][860/1253] lr: 4.000e-03, eta: 9:14:48, time: 0.652, data_time: 0.005, memory: 6189, top1_acc: 0.6768, top5_acc: 0.8685, loss_cls: 1.3147, loss: 1.3147, grad_norm: 2.9220 2020-08-09 21:38:15,153 - mmaction - INFO - Epoch [22][880/1253] lr: 4.000e-03, eta: 9:14:22, time: 0.663, data_time: 0.005, memory: 6189, top1_acc: 0.6815, top5_acc: 0.8693, loss_cls: 1.3073, loss: 1.3073, grad_norm: 2.8764 2020-08-09 21:38:28,696 - mmaction - INFO - Epoch [22][900/1253] lr: 4.000e-03, eta: 9:13:57, time: 0.674, data_time: 0.007, memory: 6189, top1_acc: 0.6734, top5_acc: 0.8609, loss_cls: 1.3279, loss: 1.3279, grad_norm: 2.9407 2020-08-09 21:38:42,066 - mmaction - INFO - Epoch [22][920/1253] lr: 4.000e-03, eta: 9:13:31, time: 0.672, data_time: 0.007, memory: 6189, top1_acc: 0.6797, top5_acc: 0.8693, loss_cls: 1.2789, loss: 1.2789, grad_norm: 2.8826 2020-08-09 21:38:55,636 - mmaction - INFO - Epoch [22][940/1253] lr: 4.000e-03, eta: 9:13:06, time: 0.678, data_time: 0.005, memory: 6189, top1_acc: 0.6620, top5_acc: 0.8539, loss_cls: 1.3592, loss: 1.3592, grad_norm: 2.9842 2020-08-09 21:39:09,430 - mmaction - INFO - Epoch [22][960/1253] lr: 4.000e-03, eta: 9:12:40, time: 0.690, data_time: 0.004, memory: 6189, top1_acc: 0.6727, top5_acc: 0.8609, loss_cls: 1.3357, loss: 1.3357, grad_norm: 2.9364 2020-08-09 21:39:23,223 - mmaction - INFO - Epoch [22][980/1253] lr: 4.000e-03, eta: 9:12:15, time: 0.688, data_time: 0.005, memory: 6189, top1_acc: 0.6755, top5_acc: 0.8656, loss_cls: 1.3228, loss: 1.3228, grad_norm: 2.8888 2020-08-09 21:39:36,726 - mmaction - INFO - Epoch [22][1000/1253] lr: 4.000e-03, eta: 9:11:50, time: 0.677, data_time: 0.006, memory: 6189, top1_acc: 0.6870, top5_acc: 0.8677, loss_cls: 1.2954, loss: 1.2954, grad_norm: 2.9027 2020-08-09 21:39:50,294 - mmaction - INFO - Epoch [22][1020/1253] lr: 4.000e-03, eta: 9:11:24, time: 0.676, data_time: 0.007, memory: 6189, top1_acc: 0.6773, top5_acc: 0.8687, loss_cls: 1.2910, loss: 1.2910, grad_norm: 2.8570 2020-08-09 21:40:03,851 - mmaction - INFO - Epoch [22][1040/1253] lr: 4.000e-03, eta: 9:10:59, time: 0.680, data_time: 0.006, memory: 6189, top1_acc: 0.6706, top5_acc: 0.8716, loss_cls: 1.2899, loss: 1.2899, grad_norm: 2.9551 2020-08-09 21:40:17,692 - mmaction - INFO - Epoch [22][1060/1253] lr: 4.000e-03, eta: 9:10:34, time: 0.692, data_time: 0.002, memory: 6189, top1_acc: 0.6836, top5_acc: 0.8732, loss_cls: 1.2930, loss: 1.2930, grad_norm: 2.8944 2020-08-09 21:40:31,179 - mmaction - INFO - Epoch [22][1080/1253] lr: 4.000e-03, eta: 9:10:08, time: 0.672, data_time: 0.005, memory: 6189, top1_acc: 0.6685, top5_acc: 0.8646, loss_cls: 1.3216, loss: 1.3216, grad_norm: 2.8772 2020-08-09 21:40:44,098 - mmaction - INFO - Epoch [22][1100/1253] lr: 4.000e-03, eta: 9:09:42, time: 0.648, data_time: 0.005, memory: 6189, top1_acc: 0.6784, top5_acc: 0.8703, loss_cls: 1.2865, loss: 1.2865, grad_norm: 2.8579 2020-08-09 21:40:58,585 - mmaction - INFO - Epoch [22][1120/1253] lr: 4.000e-03, eta: 9:09:18, time: 0.722, data_time: 0.005, memory: 6189, top1_acc: 0.6773, top5_acc: 0.8648, loss_cls: 1.3024, loss: 1.3024, grad_norm: 2.8864 2020-08-09 21:41:12,034 - mmaction - INFO - Epoch [22][1140/1253] lr: 4.000e-03, eta: 9:08:53, time: 0.674, data_time: 0.005, memory: 6189, top1_acc: 0.6732, top5_acc: 0.8716, loss_cls: 1.3005, loss: 1.3005, grad_norm: 2.9423 2020-08-09 21:41:26,239 - mmaction - INFO - Epoch [22][1160/1253] lr: 4.000e-03, eta: 9:08:28, time: 0.709, data_time: 0.006, memory: 6189, top1_acc: 0.6755, top5_acc: 0.8706, loss_cls: 1.3163, loss: 1.3163, grad_norm: 2.9621 2020-08-09 21:41:39,838 - mmaction - INFO - Epoch [22][1180/1253] lr: 4.000e-03, eta: 9:08:03, time: 0.681, data_time: 0.006, memory: 6189, top1_acc: 0.6794, top5_acc: 0.8664, loss_cls: 1.3180, loss: 1.3180, grad_norm: 2.8615 2020-08-09 21:41:52,551 - mmaction - INFO - Epoch [22][1200/1253] lr: 4.000e-03, eta: 9:07:36, time: 0.633, data_time: 0.005, memory: 6189, top1_acc: 0.6755, top5_acc: 0.8661, loss_cls: 1.2919, loss: 1.2919, grad_norm: 2.8933 2020-08-09 21:42:05,218 - mmaction - INFO - Epoch [22][1220/1253] lr: 4.000e-03, eta: 9:07:10, time: 0.635, data_time: 0.007, memory: 6189, top1_acc: 0.6768, top5_acc: 0.8711, loss_cls: 1.2985, loss: 1.2985, grad_norm: 2.8944 2020-08-09 21:42:19,370 - mmaction - INFO - Epoch [22][1240/1253] lr: 4.000e-03, eta: 9:06:46, time: 0.708, data_time: 0.006, memory: 6189, top1_acc: 0.6857, top5_acc: 0.8729, loss_cls: 1.2736, loss: 1.2736, grad_norm: 2.8980 2020-08-09 21:42:39,894 - mmaction - INFO - Saving checkpoint at 22 epochs 2020-08-09 21:48:22,140 - mmaction - INFO - Epoch [23][20/1253] lr: 4.000e-03, eta: 9:12:49, time: 17.037, data_time: 16.224, memory: 6189, top1_acc: 0.6906, top5_acc: 0.8755, loss_cls: 1.2639, loss: 1.2639, grad_norm: 2.8292 2020-08-09 21:48:34,816 - mmaction - INFO - Epoch [23][40/1253] lr: 4.000e-03, eta: 9:12:22, time: 0.634, data_time: 0.009, memory: 6189, top1_acc: 0.6781, top5_acc: 0.8680, loss_cls: 1.2882, loss: 1.2882, grad_norm: 2.8815 2020-08-09 21:48:47,404 - mmaction - INFO - Epoch [23][60/1253] lr: 4.000e-03, eta: 9:11:55, time: 0.631, data_time: 0.006, memory: 6189, top1_acc: 0.6891, top5_acc: 0.8755, loss_cls: 1.2427, loss: 1.2427, grad_norm: 2.8871 2020-08-09 21:49:00,024 - mmaction - INFO - Epoch [23][80/1253] lr: 4.000e-03, eta: 9:11:28, time: 0.632, data_time: 0.006, memory: 6189, top1_acc: 0.6818, top5_acc: 0.8732, loss_cls: 1.2849, loss: 1.2849, grad_norm: 2.8803 2020-08-09 21:49:12,832 - mmaction - INFO - Epoch [23][100/1253] lr: 4.000e-03, eta: 9:11:01, time: 0.640, data_time: 0.004, memory: 6189, top1_acc: 0.6818, top5_acc: 0.8747, loss_cls: 1.2703, loss: 1.2703, grad_norm: 2.8770 2020-08-09 21:49:25,493 - mmaction - INFO - Epoch [23][120/1253] lr: 4.000e-03, eta: 9:10:35, time: 0.631, data_time: 0.007, memory: 6189, top1_acc: 0.6846, top5_acc: 0.8755, loss_cls: 1.2458, loss: 1.2458, grad_norm: 2.8887 2020-08-09 21:49:37,987 - mmaction - INFO - Epoch [23][140/1253] lr: 4.000e-03, eta: 9:10:08, time: 0.626, data_time: 0.006, memory: 6189, top1_acc: 0.6857, top5_acc: 0.8750, loss_cls: 1.2651, loss: 1.2651, grad_norm: 2.8811 2020-08-09 21:49:50,577 - mmaction - INFO - Epoch [23][160/1253] lr: 4.000e-03, eta: 9:09:41, time: 0.629, data_time: 0.006, memory: 6189, top1_acc: 0.6862, top5_acc: 0.8768, loss_cls: 1.2630, loss: 1.2630, grad_norm: 2.8325 2020-08-09 21:50:03,542 - mmaction - INFO - Epoch [23][180/1253] lr: 4.000e-03, eta: 9:09:14, time: 0.649, data_time: 0.005, memory: 6189, top1_acc: 0.6859, top5_acc: 0.8716, loss_cls: 1.2714, loss: 1.2714, grad_norm: 2.9033 2020-08-09 21:50:16,153 - mmaction - INFO - Epoch [23][200/1253] lr: 4.000e-03, eta: 9:08:48, time: 0.630, data_time: 0.002, memory: 6189, top1_acc: 0.6760, top5_acc: 0.8659, loss_cls: 1.3064, loss: 1.3064, grad_norm: 2.9672 2020-08-09 21:50:28,892 - mmaction - INFO - Epoch [23][220/1253] lr: 4.000e-03, eta: 9:08:21, time: 0.635, data_time: 0.005, memory: 6189, top1_acc: 0.6792, top5_acc: 0.8781, loss_cls: 1.2648, loss: 1.2648, grad_norm: 2.9636 2020-08-09 21:50:41,541 - mmaction - INFO - Epoch [23][240/1253] lr: 4.000e-03, eta: 9:07:54, time: 0.634, data_time: 0.006, memory: 6189, top1_acc: 0.6807, top5_acc: 0.8763, loss_cls: 1.2936, loss: 1.2936, grad_norm: 2.9463 2020-08-09 21:50:54,200 - mmaction - INFO - Epoch [23][260/1253] lr: 4.000e-03, eta: 9:07:28, time: 0.634, data_time: 0.005, memory: 6189, top1_acc: 0.6799, top5_acc: 0.8714, loss_cls: 1.2773, loss: 1.2773, grad_norm: 2.9595 2020-08-09 21:51:07,211 - mmaction - INFO - Epoch [23][280/1253] lr: 4.000e-03, eta: 9:07:02, time: 0.650, data_time: 0.003, memory: 6189, top1_acc: 0.6716, top5_acc: 0.8685, loss_cls: 1.2943, loss: 1.2943, grad_norm: 2.8478 2020-08-09 21:51:20,271 - mmaction - INFO - Epoch [23][300/1253] lr: 4.000e-03, eta: 9:06:35, time: 0.652, data_time: 0.005, memory: 6189, top1_acc: 0.6763, top5_acc: 0.8628, loss_cls: 1.3060, loss: 1.3060, grad_norm: 2.9035 2020-08-09 21:51:32,895 - mmaction - INFO - Epoch [23][320/1253] lr: 4.000e-03, eta: 9:06:09, time: 0.633, data_time: 0.006, memory: 6189, top1_acc: 0.6826, top5_acc: 0.8672, loss_cls: 1.2744, loss: 1.2744, grad_norm: 2.9140 2020-08-09 21:51:45,920 - mmaction - INFO - Epoch [23][340/1253] lr: 4.000e-03, eta: 9:05:43, time: 0.648, data_time: 0.005, memory: 6189, top1_acc: 0.6826, top5_acc: 0.8714, loss_cls: 1.2663, loss: 1.2663, grad_norm: 2.8633 2020-08-09 21:51:58,931 - mmaction - INFO - Epoch [23][360/1253] lr: 4.000e-03, eta: 9:05:17, time: 0.654, data_time: 0.007, memory: 6189, top1_acc: 0.6750, top5_acc: 0.8604, loss_cls: 1.2977, loss: 1.2977, grad_norm: 2.9435 2020-08-09 21:52:12,646 - mmaction - INFO - Epoch [23][380/1253] lr: 4.000e-03, eta: 9:04:51, time: 0.683, data_time: 0.005, memory: 6189, top1_acc: 0.6909, top5_acc: 0.8768, loss_cls: 1.2484, loss: 1.2484, grad_norm: 2.8834 2020-08-09 21:52:25,925 - mmaction - INFO - Epoch [23][400/1253] lr: 4.000e-03, eta: 9:04:26, time: 0.665, data_time: 0.006, memory: 6189, top1_acc: 0.6810, top5_acc: 0.8737, loss_cls: 1.2746, loss: 1.2746, grad_norm: 2.9282 2020-08-09 21:52:39,196 - mmaction - INFO - Epoch [23][420/1253] lr: 4.000e-03, eta: 9:04:00, time: 0.661, data_time: 0.006, memory: 6189, top1_acc: 0.6755, top5_acc: 0.8669, loss_cls: 1.3059, loss: 1.3059, grad_norm: 2.9847 2020-08-09 21:52:51,819 - mmaction - INFO - Epoch [23][440/1253] lr: 4.000e-03, eta: 9:03:33, time: 0.634, data_time: 0.007, memory: 6189, top1_acc: 0.6896, top5_acc: 0.8737, loss_cls: 1.2423, loss: 1.2423, grad_norm: 2.8612 2020-08-09 21:53:04,817 - mmaction - INFO - Epoch [23][460/1253] lr: 4.000e-03, eta: 9:03:07, time: 0.647, data_time: 0.007, memory: 6189, top1_acc: 0.6961, top5_acc: 0.8750, loss_cls: 1.2401, loss: 1.2401, grad_norm: 2.9035 2020-08-09 21:53:18,041 - mmaction - INFO - Epoch [23][480/1253] lr: 4.000e-03, eta: 9:02:42, time: 0.664, data_time: 0.007, memory: 6189, top1_acc: 0.6755, top5_acc: 0.8664, loss_cls: 1.2986, loss: 1.2986, grad_norm: 2.9603 2020-08-09 21:53:30,905 - mmaction - INFO - Epoch [23][500/1253] lr: 4.000e-03, eta: 9:02:16, time: 0.642, data_time: 0.006, memory: 6189, top1_acc: 0.6844, top5_acc: 0.8714, loss_cls: 1.2911, loss: 1.2911, grad_norm: 2.9286 2020-08-09 21:53:44,065 - mmaction - INFO - Epoch [23][520/1253] lr: 4.000e-03, eta: 9:01:50, time: 0.660, data_time: 0.006, memory: 6189, top1_acc: 0.6826, top5_acc: 0.8682, loss_cls: 1.2992, loss: 1.2992, grad_norm: 2.9263 2020-08-09 21:53:57,257 - mmaction - INFO - Epoch [23][540/1253] lr: 4.000e-03, eta: 9:01:24, time: 0.658, data_time: 0.005, memory: 6189, top1_acc: 0.6906, top5_acc: 0.8740, loss_cls: 1.2390, loss: 1.2390, grad_norm: 2.8986 2020-08-09 21:54:11,087 - mmaction - INFO - Epoch [23][560/1253] lr: 4.000e-03, eta: 9:00:59, time: 0.693, data_time: 0.005, memory: 6189, top1_acc: 0.6974, top5_acc: 0.8773, loss_cls: 1.2109, loss: 1.2109, grad_norm: 2.8883 2020-08-09 21:54:23,799 - mmaction - INFO - Epoch [23][580/1253] lr: 4.000e-03, eta: 9:00:33, time: 0.636, data_time: 0.005, memory: 6189, top1_acc: 0.6922, top5_acc: 0.8779, loss_cls: 1.2424, loss: 1.2424, grad_norm: 2.8989 2020-08-09 21:54:37,139 - mmaction - INFO - Epoch [23][600/1253] lr: 4.000e-03, eta: 9:00:07, time: 0.667, data_time: 0.003, memory: 6189, top1_acc: 0.6862, top5_acc: 0.8714, loss_cls: 1.2985, loss: 1.2985, grad_norm: 2.9304 2020-08-09 21:54:49,894 - mmaction - INFO - Epoch [23][620/1253] lr: 4.000e-03, eta: 8:59:41, time: 0.638, data_time: 0.006, memory: 6189, top1_acc: 0.6781, top5_acc: 0.8620, loss_cls: 1.3167, loss: 1.3167, grad_norm: 2.9514 2020-08-09 21:55:03,561 - mmaction - INFO - Epoch [23][640/1253] lr: 4.000e-03, eta: 8:59:16, time: 0.683, data_time: 0.004, memory: 6189, top1_acc: 0.6802, top5_acc: 0.8721, loss_cls: 1.2763, loss: 1.2763, grad_norm: 2.9002 2020-08-09 21:55:16,715 - mmaction - INFO - Epoch [23][660/1253] lr: 4.000e-03, eta: 8:58:50, time: 0.657, data_time: 0.003, memory: 6189, top1_acc: 0.6872, top5_acc: 0.8648, loss_cls: 1.2782, loss: 1.2782, grad_norm: 2.9467 2020-08-09 21:55:31,052 - mmaction - INFO - Epoch [23][680/1253] lr: 4.000e-03, eta: 8:58:26, time: 0.718, data_time: 0.006, memory: 6189, top1_acc: 0.6805, top5_acc: 0.8635, loss_cls: 1.2985, loss: 1.2985, grad_norm: 2.9364 2020-08-09 21:55:45,100 - mmaction - INFO - Epoch [23][700/1253] lr: 4.000e-03, eta: 8:58:02, time: 0.703, data_time: 0.003, memory: 6189, top1_acc: 0.6875, top5_acc: 0.8721, loss_cls: 1.2738, loss: 1.2738, grad_norm: 2.9257 2020-08-09 21:55:58,523 - mmaction - INFO - Epoch [23][720/1253] lr: 4.000e-03, eta: 8:57:36, time: 0.669, data_time: 0.006, memory: 6189, top1_acc: 0.6794, top5_acc: 0.8747, loss_cls: 1.2430, loss: 1.2430, grad_norm: 2.8879 2020-08-09 21:56:12,318 - mmaction - INFO - Epoch [23][740/1253] lr: 4.000e-03, eta: 8:57:12, time: 0.691, data_time: 0.006, memory: 6189, top1_acc: 0.6854, top5_acc: 0.8685, loss_cls: 1.2829, loss: 1.2829, grad_norm: 2.9728 2020-08-09 21:56:25,863 - mmaction - INFO - Epoch [23][760/1253] lr: 4.000e-03, eta: 8:56:46, time: 0.674, data_time: 0.006, memory: 6189, top1_acc: 0.6831, top5_acc: 0.8693, loss_cls: 1.2724, loss: 1.2724, grad_norm: 2.9557 2020-08-09 21:56:38,710 - mmaction - INFO - Epoch [23][780/1253] lr: 4.000e-03, eta: 8:56:21, time: 0.646, data_time: 0.007, memory: 6189, top1_acc: 0.6867, top5_acc: 0.8711, loss_cls: 1.2704, loss: 1.2704, grad_norm: 2.9110 2020-08-09 21:56:52,565 - mmaction - INFO - Epoch [23][800/1253] lr: 4.000e-03, eta: 8:55:56, time: 0.691, data_time: 0.005, memory: 6189, top1_acc: 0.6794, top5_acc: 0.8755, loss_cls: 1.2754, loss: 1.2754, grad_norm: 2.9186 2020-08-09 21:57:05,524 - mmaction - INFO - Epoch [23][820/1253] lr: 4.000e-03, eta: 8:55:30, time: 0.650, data_time: 0.005, memory: 6189, top1_acc: 0.6763, top5_acc: 0.8701, loss_cls: 1.2848, loss: 1.2848, grad_norm: 2.9377 2020-08-09 21:57:19,522 - mmaction - INFO - Epoch [23][840/1253] lr: 4.000e-03, eta: 8:55:06, time: 0.697, data_time: 0.005, memory: 6189, top1_acc: 0.6781, top5_acc: 0.8729, loss_cls: 1.2674, loss: 1.2674, grad_norm: 2.9030 2020-08-09 21:57:32,750 - mmaction - INFO - Epoch [23][860/1253] lr: 4.000e-03, eta: 8:54:40, time: 0.664, data_time: 0.007, memory: 6189, top1_acc: 0.6719, top5_acc: 0.8625, loss_cls: 1.3316, loss: 1.3316, grad_norm: 2.9438 2020-08-09 21:57:47,003 - mmaction - INFO - Epoch [23][880/1253] lr: 4.000e-03, eta: 8:54:16, time: 0.710, data_time: 0.005, memory: 6189, top1_acc: 0.6844, top5_acc: 0.8740, loss_cls: 1.2650, loss: 1.2650, grad_norm: 2.9172 2020-08-09 21:58:00,430 - mmaction - INFO - Epoch [23][900/1253] lr: 4.000e-03, eta: 8:53:51, time: 0.675, data_time: 0.007, memory: 6189, top1_acc: 0.6859, top5_acc: 0.8732, loss_cls: 1.2639, loss: 1.2639, grad_norm: 2.8817 2020-08-09 21:58:13,213 - mmaction - INFO - Epoch [23][920/1253] lr: 4.000e-03, eta: 8:53:25, time: 0.637, data_time: 0.006, memory: 6189, top1_acc: 0.6815, top5_acc: 0.8633, loss_cls: 1.2997, loss: 1.2997, grad_norm: 2.9314 2020-08-09 21:58:26,789 - mmaction - INFO - Epoch [23][940/1253] lr: 4.000e-03, eta: 8:53:00, time: 0.681, data_time: 0.006, memory: 6189, top1_acc: 0.6734, top5_acc: 0.8622, loss_cls: 1.3254, loss: 1.3254, grad_norm: 2.9505 2020-08-09 21:58:40,480 - mmaction - INFO - Epoch [23][960/1253] lr: 4.000e-03, eta: 8:52:35, time: 0.683, data_time: 0.005, memory: 6189, top1_acc: 0.6750, top5_acc: 0.8688, loss_cls: 1.3156, loss: 1.3156, grad_norm: 2.9696 2020-08-09 21:58:53,898 - mmaction - INFO - Epoch [23][980/1253] lr: 4.000e-03, eta: 8:52:10, time: 0.672, data_time: 0.005, memory: 6189, top1_acc: 0.6768, top5_acc: 0.8661, loss_cls: 1.3180, loss: 1.3180, grad_norm: 2.9476 2020-08-09 21:59:07,043 - mmaction - INFO - Epoch [23][1000/1253] lr: 4.000e-03, eta: 8:51:45, time: 0.656, data_time: 0.005, memory: 6189, top1_acc: 0.6766, top5_acc: 0.8635, loss_cls: 1.3229, loss: 1.3229, grad_norm: 2.9868 2020-08-09 21:59:20,370 - mmaction - INFO - Epoch [23][1020/1253] lr: 4.000e-03, eta: 8:51:20, time: 0.669, data_time: 0.005, memory: 6189, top1_acc: 0.6745, top5_acc: 0.8638, loss_cls: 1.3045, loss: 1.3045, grad_norm: 2.9543 2020-08-09 21:59:33,091 - mmaction - INFO - Epoch [23][1040/1253] lr: 4.000e-03, eta: 8:50:54, time: 0.635, data_time: 0.005, memory: 6189, top1_acc: 0.6768, top5_acc: 0.8701, loss_cls: 1.2954, loss: 1.2954, grad_norm: 2.9715 2020-08-09 21:59:46,387 - mmaction - INFO - Epoch [23][1060/1253] lr: 4.000e-03, eta: 8:50:29, time: 0.665, data_time: 0.004, memory: 6189, top1_acc: 0.6948, top5_acc: 0.8792, loss_cls: 1.2415, loss: 1.2415, grad_norm: 2.9044 2020-08-09 22:00:00,229 - mmaction - INFO - Epoch [23][1080/1253] lr: 4.000e-03, eta: 8:50:04, time: 0.690, data_time: 0.005, memory: 6189, top1_acc: 0.6911, top5_acc: 0.8654, loss_cls: 1.2692, loss: 1.2692, grad_norm: 2.9109 2020-08-09 22:00:41,177 - mmaction - INFO - Epoch [23][1100/1253] lr: 4.000e-03, eta: 8:50:12, time: 2.035, data_time: 0.006, memory: 6189, top1_acc: 0.6789, top5_acc: 0.8758, loss_cls: 1.2683, loss: 1.2683, grad_norm: 2.9247 2020-08-09 22:00:54,274 - mmaction - INFO - Epoch [23][1120/1253] lr: 4.000e-03, eta: 8:49:47, time: 0.667, data_time: 0.038, memory: 6189, top1_acc: 0.6883, top5_acc: 0.8763, loss_cls: 1.2686, loss: 1.2686, grad_norm: 2.9146 2020-08-09 22:01:06,904 - mmaction - INFO - Epoch [23][1140/1253] lr: 4.000e-03, eta: 8:49:21, time: 0.634, data_time: 0.006, memory: 6189, top1_acc: 0.6807, top5_acc: 0.8737, loss_cls: 1.2452, loss: 1.2452, grad_norm: 2.9444 2020-08-09 22:01:20,117 - mmaction - INFO - Epoch [23][1160/1253] lr: 4.000e-03, eta: 8:48:55, time: 0.659, data_time: 0.005, memory: 6189, top1_acc: 0.6742, top5_acc: 0.8706, loss_cls: 1.2986, loss: 1.2986, grad_norm: 2.9730 2020-08-09 22:01:32,884 - mmaction - INFO - Epoch [23][1180/1253] lr: 4.000e-03, eta: 8:48:30, time: 0.640, data_time: 0.006, memory: 6189, top1_acc: 0.6932, top5_acc: 0.8747, loss_cls: 1.2327, loss: 1.2327, grad_norm: 2.9132 2020-08-09 22:01:46,755 - mmaction - INFO - Epoch [23][1200/1253] lr: 4.000e-03, eta: 8:48:05, time: 0.692, data_time: 0.005, memory: 6189, top1_acc: 0.6812, top5_acc: 0.8693, loss_cls: 1.2676, loss: 1.2676, grad_norm: 2.9649 2020-08-09 22:02:00,276 - mmaction - INFO - Epoch [23][1220/1253] lr: 4.000e-03, eta: 8:47:41, time: 0.678, data_time: 0.006, memory: 6189, top1_acc: 0.6966, top5_acc: 0.8826, loss_cls: 1.2304, loss: 1.2304, grad_norm: 2.9196 2020-08-09 22:02:13,822 - mmaction - INFO - Epoch [23][1240/1253] lr: 4.000e-03, eta: 8:47:16, time: 0.676, data_time: 0.007, memory: 6189, top1_acc: 0.6768, top5_acc: 0.8669, loss_cls: 1.3090, loss: 1.3090, grad_norm: 2.9498 2020-08-09 22:02:39,356 - mmaction - INFO - Saving checkpoint at 23 epochs 2020-08-09 22:08:27,576 - mmaction - INFO - Epoch [24][20/1253] lr: 4.000e-03, eta: 8:52:55, time: 17.309, data_time: 16.445, memory: 6189, top1_acc: 0.6896, top5_acc: 0.8750, loss_cls: 1.2265, loss: 1.2265, grad_norm: 2.8671 2020-08-09 22:08:40,116 - mmaction - INFO - Epoch [24][40/1253] lr: 4.000e-03, eta: 8:52:28, time: 0.634, data_time: 0.015, memory: 6189, top1_acc: 0.6932, top5_acc: 0.8781, loss_cls: 1.2225, loss: 1.2225, grad_norm: 2.9170 2020-08-09 22:08:52,650 - mmaction - INFO - Epoch [24][60/1253] lr: 4.000e-03, eta: 8:52:02, time: 0.628, data_time: 0.006, memory: 6189, top1_acc: 0.7005, top5_acc: 0.8779, loss_cls: 1.2180, loss: 1.2180, grad_norm: 2.9131 2020-08-09 22:09:05,197 - mmaction - INFO - Epoch [24][80/1253] lr: 4.000e-03, eta: 8:51:36, time: 0.627, data_time: 0.006, memory: 6189, top1_acc: 0.6862, top5_acc: 0.8776, loss_cls: 1.2460, loss: 1.2460, grad_norm: 2.9614 2020-08-09 22:09:17,748 - mmaction - INFO - Epoch [24][100/1253] lr: 4.000e-03, eta: 8:51:09, time: 0.628, data_time: 0.004, memory: 6189, top1_acc: 0.6807, top5_acc: 0.8745, loss_cls: 1.2422, loss: 1.2422, grad_norm: 2.9078 2020-08-09 22:09:30,477 - mmaction - INFO - Epoch [24][120/1253] lr: 4.000e-03, eta: 8:50:43, time: 0.634, data_time: 0.006, memory: 6189, top1_acc: 0.6896, top5_acc: 0.8688, loss_cls: 1.2714, loss: 1.2714, grad_norm: 2.9357 2020-08-09 22:09:42,926 - mmaction - INFO - Epoch [24][140/1253] lr: 4.000e-03, eta: 8:50:17, time: 0.625, data_time: 0.006, memory: 6189, top1_acc: 0.6901, top5_acc: 0.8854, loss_cls: 1.2202, loss: 1.2202, grad_norm: 2.9671 2020-08-09 22:09:55,641 - mmaction - INFO - Epoch [24][160/1253] lr: 4.000e-03, eta: 8:49:51, time: 0.634, data_time: 0.005, memory: 6189, top1_acc: 0.6875, top5_acc: 0.8750, loss_cls: 1.2698, loss: 1.2698, grad_norm: 2.9561 2020-08-09 22:10:08,418 - mmaction - INFO - Epoch [24][180/1253] lr: 4.000e-03, eta: 8:49:25, time: 0.640, data_time: 0.006, memory: 6189, top1_acc: 0.7013, top5_acc: 0.8781, loss_cls: 1.2284, loss: 1.2284, grad_norm: 2.9138 2020-08-09 22:10:21,090 - mmaction - INFO - Epoch [24][200/1253] lr: 4.000e-03, eta: 8:48:59, time: 0.635, data_time: 0.008, memory: 6189, top1_acc: 0.6953, top5_acc: 0.8747, loss_cls: 1.2368, loss: 1.2368, grad_norm: 2.9059 2020-08-09 22:10:33,789 - mmaction - INFO - Epoch [24][220/1253] lr: 4.000e-03, eta: 8:48:33, time: 0.635, data_time: 0.004, memory: 6189, top1_acc: 0.7026, top5_acc: 0.8815, loss_cls: 1.1895, loss: 1.1895, grad_norm: 2.8792 2020-08-09 22:10:46,819 - mmaction - INFO - Epoch [24][240/1253] lr: 4.000e-03, eta: 8:48:07, time: 0.649, data_time: 0.006, memory: 6189, top1_acc: 0.6867, top5_acc: 0.8672, loss_cls: 1.2787, loss: 1.2787, grad_norm: 2.9785 2020-08-09 22:10:59,804 - mmaction - INFO - Epoch [24][260/1253] lr: 4.000e-03, eta: 8:47:42, time: 0.651, data_time: 0.007, memory: 6189, top1_acc: 0.6911, top5_acc: 0.8771, loss_cls: 1.2234, loss: 1.2234, grad_norm: 2.9418 2020-08-09 22:11:12,936 - mmaction - INFO - Epoch [24][280/1253] lr: 4.000e-03, eta: 8:47:16, time: 0.653, data_time: 0.005, memory: 6189, top1_acc: 0.6807, top5_acc: 0.8625, loss_cls: 1.3109, loss: 1.3109, grad_norm: 2.9917 2020-08-09 22:11:26,165 - mmaction - INFO - Epoch [24][300/1253] lr: 4.000e-03, eta: 8:46:51, time: 0.666, data_time: 0.008, memory: 6189, top1_acc: 0.6786, top5_acc: 0.8706, loss_cls: 1.2748, loss: 1.2748, grad_norm: 2.9976 2020-08-09 22:11:39,821 - mmaction - INFO - Epoch [24][320/1253] lr: 4.000e-03, eta: 8:46:26, time: 0.681, data_time: 0.005, memory: 6189, top1_acc: 0.6997, top5_acc: 0.8745, loss_cls: 1.2433, loss: 1.2433, grad_norm: 2.8992 2020-08-09 22:11:53,781 - mmaction - INFO - Epoch [24][340/1253] lr: 4.000e-03, eta: 8:46:01, time: 0.700, data_time: 0.006, memory: 6189, top1_acc: 0.6846, top5_acc: 0.8823, loss_cls: 1.2393, loss: 1.2393, grad_norm: 2.9583 2020-08-09 22:12:07,205 - mmaction - INFO - Epoch [24][360/1253] lr: 4.000e-03, eta: 8:45:36, time: 0.671, data_time: 0.006, memory: 6189, top1_acc: 0.6799, top5_acc: 0.8734, loss_cls: 1.2687, loss: 1.2687, grad_norm: 3.0010 2020-08-09 22:12:20,148 - mmaction - INFO - Epoch [24][380/1253] lr: 4.000e-03, eta: 8:45:11, time: 0.647, data_time: 0.004, memory: 6189, top1_acc: 0.6802, top5_acc: 0.8742, loss_cls: 1.2505, loss: 1.2505, grad_norm: 2.9459 2020-08-09 22:12:33,698 - mmaction - INFO - Epoch [24][400/1253] lr: 4.000e-03, eta: 8:44:46, time: 0.676, data_time: 0.005, memory: 6189, top1_acc: 0.6909, top5_acc: 0.8771, loss_cls: 1.2324, loss: 1.2324, grad_norm: 2.9260 2020-08-09 22:12:47,441 - mmaction - INFO - Epoch [24][420/1253] lr: 4.000e-03, eta: 8:44:21, time: 0.689, data_time: 0.005, memory: 6189, top1_acc: 0.6924, top5_acc: 0.8753, loss_cls: 1.2318, loss: 1.2318, grad_norm: 2.9831 2020-08-09 22:13:01,223 - mmaction - INFO - Epoch [24][440/1253] lr: 4.000e-03, eta: 8:43:57, time: 0.689, data_time: 0.006, memory: 6189, top1_acc: 0.6841, top5_acc: 0.8727, loss_cls: 1.2565, loss: 1.2565, grad_norm: 2.9621 2020-08-09 22:13:15,298 - mmaction - INFO - Epoch [24][460/1253] lr: 4.000e-03, eta: 8:43:32, time: 0.704, data_time: 0.004, memory: 6189, top1_acc: 0.6750, top5_acc: 0.8740, loss_cls: 1.2718, loss: 1.2718, grad_norm: 2.9185 2020-08-09 22:13:30,125 - mmaction - INFO - Epoch [24][480/1253] lr: 4.000e-03, eta: 8:43:09, time: 0.740, data_time: 0.005, memory: 6189, top1_acc: 0.6859, top5_acc: 0.8729, loss_cls: 1.2574, loss: 1.2574, grad_norm: 2.9742 2020-08-09 22:13:43,200 - mmaction - INFO - Epoch [24][500/1253] lr: 4.000e-03, eta: 8:42:44, time: 0.654, data_time: 0.005, memory: 6189, top1_acc: 0.6755, top5_acc: 0.8779, loss_cls: 1.2544, loss: 1.2544, grad_norm: 3.0100 2020-08-09 22:13:56,732 - mmaction - INFO - Epoch [24][520/1253] lr: 4.000e-03, eta: 8:42:19, time: 0.676, data_time: 0.007, memory: 6189, top1_acc: 0.6859, top5_acc: 0.8729, loss_cls: 1.2335, loss: 1.2335, grad_norm: 2.9272 2020-08-09 22:14:10,681 - mmaction - INFO - Epoch [24][540/1253] lr: 4.000e-03, eta: 8:41:54, time: 0.699, data_time: 0.006, memory: 6189, top1_acc: 0.6818, top5_acc: 0.8758, loss_cls: 1.2543, loss: 1.2543, grad_norm: 2.9770 2020-08-09 22:14:24,492 - mmaction - INFO - Epoch [24][560/1253] lr: 4.000e-03, eta: 8:41:30, time: 0.689, data_time: 0.005, memory: 6189, top1_acc: 0.6852, top5_acc: 0.8706, loss_cls: 1.2770, loss: 1.2770, grad_norm: 2.9496 2020-08-09 22:14:38,248 - mmaction - INFO - Epoch [24][580/1253] lr: 4.000e-03, eta: 8:41:05, time: 0.688, data_time: 0.004, memory: 6189, top1_acc: 0.6841, top5_acc: 0.8638, loss_cls: 1.2836, loss: 1.2836, grad_norm: 2.9511 2020-08-09 22:14:51,155 - mmaction - INFO - Epoch [24][600/1253] lr: 4.000e-03, eta: 8:40:40, time: 0.644, data_time: 0.006, memory: 6189, top1_acc: 0.6826, top5_acc: 0.8750, loss_cls: 1.2531, loss: 1.2531, grad_norm: 2.9698 2020-08-09 22:15:05,709 - mmaction - INFO - Epoch [24][620/1253] lr: 4.000e-03, eta: 8:40:16, time: 0.730, data_time: 0.006, memory: 6189, top1_acc: 0.6888, top5_acc: 0.8721, loss_cls: 1.2551, loss: 1.2551, grad_norm: 2.9341 2020-08-09 22:15:18,934 - mmaction - INFO - Epoch [24][640/1253] lr: 4.000e-03, eta: 8:39:51, time: 0.660, data_time: 0.002, memory: 6189, top1_acc: 0.6828, top5_acc: 0.8693, loss_cls: 1.2891, loss: 1.2891, grad_norm: 2.9885 2020-08-09 22:15:33,635 - mmaction - INFO - Epoch [24][660/1253] lr: 4.000e-03, eta: 8:39:28, time: 0.733, data_time: 0.007, memory: 6189, top1_acc: 0.6875, top5_acc: 0.8828, loss_cls: 1.2414, loss: 1.2414, grad_norm: 2.9869 2020-08-09 22:15:46,935 - mmaction - INFO - Epoch [24][680/1253] lr: 4.000e-03, eta: 8:39:03, time: 0.667, data_time: 0.006, memory: 6189, top1_acc: 0.6833, top5_acc: 0.8799, loss_cls: 1.2539, loss: 1.2539, grad_norm: 3.0203 2020-08-09 22:16:01,145 - mmaction - INFO - Epoch [24][700/1253] lr: 4.000e-03, eta: 8:38:39, time: 0.709, data_time: 0.006, memory: 6189, top1_acc: 0.6909, top5_acc: 0.8776, loss_cls: 1.2427, loss: 1.2427, grad_norm: 2.9504 2020-08-09 22:16:15,506 - mmaction - INFO - Epoch [24][720/1253] lr: 4.000e-03, eta: 8:38:15, time: 0.720, data_time: 0.006, memory: 6189, top1_acc: 0.6951, top5_acc: 0.8766, loss_cls: 1.2190, loss: 1.2190, grad_norm: 2.9129 2020-08-09 22:16:29,904 - mmaction - INFO - Epoch [24][740/1253] lr: 4.000e-03, eta: 8:37:52, time: 0.716, data_time: 0.005, memory: 6189, top1_acc: 0.6943, top5_acc: 0.8771, loss_cls: 1.2450, loss: 1.2450, grad_norm: 2.9936 2020-08-09 22:16:43,300 - mmaction - INFO - Epoch [24][760/1253] lr: 4.000e-03, eta: 8:37:27, time: 0.672, data_time: 0.008, memory: 6189, top1_acc: 0.6753, top5_acc: 0.8724, loss_cls: 1.2974, loss: 1.2974, grad_norm: 3.0369 2020-08-09 22:16:58,679 - mmaction - INFO - Epoch [24][780/1253] lr: 4.000e-03, eta: 8:37:04, time: 0.768, data_time: 0.007, memory: 6189, top1_acc: 0.6828, top5_acc: 0.8786, loss_cls: 1.2472, loss: 1.2472, grad_norm: 2.9825 2020-08-09 22:17:12,552 - mmaction - INFO - Epoch [24][800/1253] lr: 4.000e-03, eta: 8:36:40, time: 0.696, data_time: 0.006, memory: 6189, top1_acc: 0.6826, top5_acc: 0.8685, loss_cls: 1.2839, loss: 1.2839, grad_norm: 3.0071 2020-08-09 22:17:26,252 - mmaction - INFO - Epoch [24][820/1253] lr: 4.000e-03, eta: 8:36:16, time: 0.683, data_time: 0.005, memory: 6189, top1_acc: 0.6758, top5_acc: 0.8659, loss_cls: 1.2892, loss: 1.2892, grad_norm: 2.9868 2020-08-09 22:17:40,444 - mmaction - INFO - Epoch [24][840/1253] lr: 4.000e-03, eta: 8:35:52, time: 0.712, data_time: 0.005, memory: 6189, top1_acc: 0.6930, top5_acc: 0.8768, loss_cls: 1.2157, loss: 1.2157, grad_norm: 2.9533 2020-08-09 22:17:55,121 - mmaction - INFO - Epoch [24][860/1253] lr: 4.000e-03, eta: 8:35:28, time: 0.731, data_time: 0.005, memory: 6189, top1_acc: 0.6685, top5_acc: 0.8620, loss_cls: 1.3353, loss: 1.3353, grad_norm: 3.0800 2020-08-09 22:18:08,921 - mmaction - INFO - Epoch [24][880/1253] lr: 4.000e-03, eta: 8:35:04, time: 0.692, data_time: 0.006, memory: 6189, top1_acc: 0.7013, top5_acc: 0.8768, loss_cls: 1.2049, loss: 1.2049, grad_norm: 2.8643 2020-08-09 22:18:22,928 - mmaction - INFO - Epoch [24][900/1253] lr: 4.000e-03, eta: 8:34:40, time: 0.700, data_time: 0.007, memory: 6189, top1_acc: 0.6818, top5_acc: 0.8685, loss_cls: 1.2720, loss: 1.2720, grad_norm: 2.9779 2020-08-09 22:18:37,662 - mmaction - INFO - Epoch [24][920/1253] lr: 4.000e-03, eta: 8:34:17, time: 0.737, data_time: 0.024, memory: 6189, top1_acc: 0.6893, top5_acc: 0.8828, loss_cls: 1.2117, loss: 1.2117, grad_norm: 2.9515 2020-08-09 22:18:51,903 - mmaction - INFO - Epoch [24][940/1253] lr: 4.000e-03, eta: 8:33:53, time: 0.711, data_time: 0.005, memory: 6189, top1_acc: 0.6943, top5_acc: 0.8784, loss_cls: 1.2287, loss: 1.2287, grad_norm: 2.9857 2020-08-09 22:19:05,277 - mmaction - INFO - Epoch [24][960/1253] lr: 4.000e-03, eta: 8:33:28, time: 0.669, data_time: 0.004, memory: 6189, top1_acc: 0.6919, top5_acc: 0.8753, loss_cls: 1.2493, loss: 1.2493, grad_norm: 2.9785 2020-08-09 22:19:19,371 - mmaction - INFO - Epoch [24][980/1253] lr: 4.000e-03, eta: 8:33:05, time: 0.705, data_time: 0.006, memory: 6189, top1_acc: 0.6987, top5_acc: 0.8721, loss_cls: 1.2212, loss: 1.2212, grad_norm: 2.9181 2020-08-09 22:19:33,861 - mmaction - INFO - Epoch [24][1000/1253] lr: 4.000e-03, eta: 8:32:41, time: 0.724, data_time: 0.003, memory: 6189, top1_acc: 0.6987, top5_acc: 0.8792, loss_cls: 1.1986, loss: 1.1986, grad_norm: 2.9135 2020-08-09 22:19:47,330 - mmaction - INFO - Epoch [24][1020/1253] lr: 4.000e-03, eta: 8:32:17, time: 0.670, data_time: 0.006, memory: 6189, top1_acc: 0.6727, top5_acc: 0.8693, loss_cls: 1.3181, loss: 1.3181, grad_norm: 3.0978 2020-08-09 22:20:01,027 - mmaction - INFO - Epoch [24][1040/1253] lr: 4.000e-03, eta: 8:31:52, time: 0.688, data_time: 0.006, memory: 6189, top1_acc: 0.6880, top5_acc: 0.8760, loss_cls: 1.2934, loss: 1.2934, grad_norm: 3.0138 2020-08-09 22:20:14,485 - mmaction - INFO - Epoch [24][1060/1253] lr: 4.000e-03, eta: 8:31:28, time: 0.670, data_time: 0.005, memory: 6189, top1_acc: 0.6836, top5_acc: 0.8773, loss_cls: 1.2559, loss: 1.2559, grad_norm: 3.0133 2020-08-09 22:20:28,906 - mmaction - INFO - Epoch [24][1080/1253] lr: 4.000e-03, eta: 8:31:04, time: 0.723, data_time: 0.007, memory: 6189, top1_acc: 0.6904, top5_acc: 0.8820, loss_cls: 1.2529, loss: 1.2529, grad_norm: 3.0222 2020-08-09 22:20:42,517 - mmaction - INFO - Epoch [24][1100/1253] lr: 4.000e-03, eta: 8:30:40, time: 0.679, data_time: 0.007, memory: 6189, top1_acc: 0.6911, top5_acc: 0.8914, loss_cls: 1.1971, loss: 1.1971, grad_norm: 2.9334 2020-08-09 22:20:57,059 - mmaction - INFO - Epoch [24][1120/1253] lr: 4.000e-03, eta: 8:30:17, time: 0.728, data_time: 0.006, memory: 6189, top1_acc: 0.6826, top5_acc: 0.8737, loss_cls: 1.2726, loss: 1.2726, grad_norm: 3.0790 2020-08-09 22:21:10,148 - mmaction - INFO - Epoch [24][1140/1253] lr: 4.000e-03, eta: 8:29:52, time: 0.655, data_time: 0.005, memory: 6189, top1_acc: 0.6927, top5_acc: 0.8771, loss_cls: 1.2231, loss: 1.2231, grad_norm: 2.9532 2020-08-09 22:21:25,091 - mmaction - INFO - Epoch [24][1160/1253] lr: 4.000e-03, eta: 8:29:29, time: 0.747, data_time: 0.004, memory: 6189, top1_acc: 0.6823, top5_acc: 0.8768, loss_cls: 1.2432, loss: 1.2432, grad_norm: 2.9829 2020-08-09 22:21:39,687 - mmaction - INFO - Epoch [24][1180/1253] lr: 4.000e-03, eta: 8:29:06, time: 0.727, data_time: 0.006, memory: 6189, top1_acc: 0.6784, top5_acc: 0.8693, loss_cls: 1.2727, loss: 1.2727, grad_norm: 3.0544 2020-08-09 22:21:54,049 - mmaction - INFO - Epoch [24][1200/1253] lr: 4.000e-03, eta: 8:28:42, time: 0.721, data_time: 0.007, memory: 6189, top1_acc: 0.6974, top5_acc: 0.8758, loss_cls: 1.2449, loss: 1.2449, grad_norm: 2.9854 2020-08-09 22:22:07,054 - mmaction - INFO - Epoch [24][1220/1253] lr: 4.000e-03, eta: 8:28:18, time: 0.650, data_time: 0.002, memory: 6189, top1_acc: 0.6966, top5_acc: 0.8768, loss_cls: 1.2228, loss: 1.2228, grad_norm: 2.9673 2020-08-09 22:22:21,086 - mmaction - INFO - Epoch [24][1240/1253] lr: 4.000e-03, eta: 8:27:54, time: 0.698, data_time: 0.005, memory: 6189, top1_acc: 0.6857, top5_acc: 0.8750, loss_cls: 1.2524, loss: 1.2524, grad_norm: 3.0013 2020-08-09 22:22:40,905 - mmaction - INFO - Saving checkpoint at 24 epochs 2020-08-09 22:28:20,151 - mmaction - INFO - Epoch [25][20/1253] lr: 4.000e-03, eta: 8:32:54, time: 16.850, data_time: 16.083, memory: 6189, top1_acc: 0.6766, top5_acc: 0.8742, loss_cls: 1.2626, loss: 1.2626, grad_norm: 3.0289 2020-08-09 22:28:32,788 - mmaction - INFO - Epoch [25][40/1253] lr: 4.000e-03, eta: 8:32:28, time: 0.634, data_time: 0.011, memory: 6189, top1_acc: 0.6896, top5_acc: 0.8826, loss_cls: 1.2490, loss: 1.2490, grad_norm: 3.0300 2020-08-09 22:28:45,407 - mmaction - INFO - Epoch [25][60/1253] lr: 4.000e-03, eta: 8:32:03, time: 0.632, data_time: 0.006, memory: 6189, top1_acc: 0.6880, top5_acc: 0.8771, loss_cls: 1.2492, loss: 1.2492, grad_norm: 2.9710 2020-08-09 22:28:58,087 - mmaction - INFO - Epoch [25][80/1253] lr: 4.000e-03, eta: 8:31:37, time: 0.632, data_time: 0.006, memory: 6189, top1_acc: 0.6849, top5_acc: 0.8727, loss_cls: 1.2460, loss: 1.2460, grad_norm: 2.9162 2020-08-09 22:29:10,666 - mmaction - INFO - Epoch [25][100/1253] lr: 4.000e-03, eta: 8:31:12, time: 0.631, data_time: 0.006, memory: 6189, top1_acc: 0.6997, top5_acc: 0.8878, loss_cls: 1.1696, loss: 1.1696, grad_norm: 2.9139 2020-08-09 22:29:23,478 - mmaction - INFO - Epoch [25][120/1253] lr: 4.000e-03, eta: 8:30:46, time: 0.638, data_time: 0.006, memory: 6189, top1_acc: 0.6883, top5_acc: 0.8685, loss_cls: 1.2739, loss: 1.2739, grad_norm: 3.0220 2020-08-09 22:29:36,172 - mmaction - INFO - Epoch [25][140/1253] lr: 4.000e-03, eta: 8:30:21, time: 0.637, data_time: 0.007, memory: 6189, top1_acc: 0.6901, top5_acc: 0.8711, loss_cls: 1.2562, loss: 1.2562, grad_norm: 2.9523 2020-08-09 22:29:48,904 - mmaction - INFO - Epoch [25][160/1253] lr: 4.000e-03, eta: 8:29:55, time: 0.634, data_time: 0.007, memory: 6189, top1_acc: 0.7042, top5_acc: 0.8745, loss_cls: 1.2172, loss: 1.2172, grad_norm: 2.9737 2020-08-09 22:30:01,489 - mmaction - INFO - Epoch [25][180/1253] lr: 4.000e-03, eta: 8:29:30, time: 0.632, data_time: 0.007, memory: 6189, top1_acc: 0.6904, top5_acc: 0.8719, loss_cls: 1.2562, loss: 1.2562, grad_norm: 2.9974 2020-08-09 22:30:14,413 - mmaction - INFO - Epoch [25][200/1253] lr: 4.000e-03, eta: 8:29:04, time: 0.644, data_time: 0.005, memory: 6189, top1_acc: 0.6927, top5_acc: 0.8753, loss_cls: 1.2306, loss: 1.2306, grad_norm: 3.0083 2020-08-09 22:30:27,143 - mmaction - INFO - Epoch [25][220/1253] lr: 4.000e-03, eta: 8:28:39, time: 0.639, data_time: 0.007, memory: 6189, top1_acc: 0.7026, top5_acc: 0.8841, loss_cls: 1.2034, loss: 1.2034, grad_norm: 2.9846 2020-08-09 22:30:39,844 - mmaction - INFO - Epoch [25][240/1253] lr: 4.000e-03, eta: 8:28:13, time: 0.633, data_time: 0.007, memory: 6189, top1_acc: 0.6917, top5_acc: 0.8747, loss_cls: 1.2411, loss: 1.2411, grad_norm: 3.0184 2020-08-09 22:30:52,856 - mmaction - INFO - Epoch [25][260/1253] lr: 4.000e-03, eta: 8:27:48, time: 0.653, data_time: 0.005, memory: 6189, top1_acc: 0.6932, top5_acc: 0.8818, loss_cls: 1.2077, loss: 1.2077, grad_norm: 3.0136 2020-08-09 22:31:06,245 - mmaction - INFO - Epoch [25][280/1253] lr: 4.000e-03, eta: 8:27:24, time: 0.667, data_time: 0.005, memory: 6189, top1_acc: 0.7070, top5_acc: 0.8833, loss_cls: 1.1876, loss: 1.1876, grad_norm: 3.0032 2020-08-09 22:31:19,630 - mmaction - INFO - Epoch [25][300/1253] lr: 4.000e-03, eta: 8:26:59, time: 0.671, data_time: 0.006, memory: 6189, top1_acc: 0.6995, top5_acc: 0.8786, loss_cls: 1.2153, loss: 1.2153, grad_norm: 2.9592 2020-08-09 22:31:33,189 - mmaction - INFO - Epoch [25][320/1253] lr: 4.000e-03, eta: 8:26:35, time: 0.678, data_time: 0.003, memory: 6189, top1_acc: 0.6932, top5_acc: 0.8802, loss_cls: 1.2090, loss: 1.2090, grad_norm: 2.9903 2020-08-09 22:31:46,761 - mmaction - INFO - Epoch [25][340/1253] lr: 4.000e-03, eta: 8:26:10, time: 0.677, data_time: 0.006, memory: 6189, top1_acc: 0.6818, top5_acc: 0.8737, loss_cls: 1.2595, loss: 1.2595, grad_norm: 3.0242 2020-08-09 22:32:00,592 - mmaction - INFO - Epoch [25][360/1253] lr: 4.000e-03, eta: 8:25:46, time: 0.694, data_time: 0.005, memory: 6189, top1_acc: 0.6880, top5_acc: 0.8732, loss_cls: 1.2450, loss: 1.2450, grad_norm: 3.0276 2020-08-09 22:32:13,844 - mmaction - INFO - Epoch [25][380/1253] lr: 4.000e-03, eta: 8:25:21, time: 0.660, data_time: 0.006, memory: 6189, top1_acc: 0.6823, top5_acc: 0.8781, loss_cls: 1.2385, loss: 1.2385, grad_norm: 3.0363 2020-08-09 22:32:27,982 - mmaction - INFO - Epoch [25][400/1253] lr: 4.000e-03, eta: 8:24:57, time: 0.708, data_time: 0.006, memory: 6189, top1_acc: 0.6997, top5_acc: 0.8794, loss_cls: 1.1948, loss: 1.1948, grad_norm: 2.9920 2020-08-09 22:32:41,742 - mmaction - INFO - Epoch [25][420/1253] lr: 4.000e-03, eta: 8:24:33, time: 0.689, data_time: 0.003, memory: 6189, top1_acc: 0.7091, top5_acc: 0.8924, loss_cls: 1.1399, loss: 1.1399, grad_norm: 2.9343 2020-08-09 22:32:54,983 - mmaction - INFO - Epoch [25][440/1253] lr: 4.000e-03, eta: 8:24:08, time: 0.658, data_time: 0.006, memory: 6189, top1_acc: 0.6906, top5_acc: 0.8758, loss_cls: 1.2379, loss: 1.2379, grad_norm: 3.0315 2020-08-09 22:33:09,038 - mmaction - INFO - Epoch [25][460/1253] lr: 4.000e-03, eta: 8:23:45, time: 0.707, data_time: 0.007, memory: 6189, top1_acc: 0.6917, top5_acc: 0.8823, loss_cls: 1.2247, loss: 1.2247, grad_norm: 3.0041 2020-08-09 22:33:23,068 - mmaction - INFO - Epoch [25][480/1253] lr: 4.000e-03, eta: 8:23:21, time: 0.699, data_time: 0.006, memory: 6189, top1_acc: 0.6977, top5_acc: 0.8776, loss_cls: 1.2218, loss: 1.2218, grad_norm: 2.9900 2020-08-09 22:33:37,096 - mmaction - INFO - Epoch [25][500/1253] lr: 4.000e-03, eta: 8:22:57, time: 0.704, data_time: 0.005, memory: 6189, top1_acc: 0.6945, top5_acc: 0.8792, loss_cls: 1.2133, loss: 1.2133, grad_norm: 2.9773 2020-08-09 22:33:50,724 - mmaction - INFO - Epoch [25][520/1253] lr: 4.000e-03, eta: 8:22:33, time: 0.679, data_time: 0.005, memory: 6189, top1_acc: 0.6948, top5_acc: 0.8786, loss_cls: 1.2344, loss: 1.2344, grad_norm: 2.9972 2020-08-09 22:34:04,949 - mmaction - INFO - Epoch [25][540/1253] lr: 4.000e-03, eta: 8:22:09, time: 0.712, data_time: 0.006, memory: 6189, top1_acc: 0.6880, top5_acc: 0.8729, loss_cls: 1.2557, loss: 1.2557, grad_norm: 2.9612 2020-08-09 22:34:19,076 - mmaction - INFO - Epoch [25][560/1253] lr: 4.000e-03, eta: 8:21:45, time: 0.704, data_time: 0.006, memory: 6189, top1_acc: 0.6841, top5_acc: 0.8745, loss_cls: 1.2812, loss: 1.2812, grad_norm: 3.0581 2020-08-09 22:34:33,206 - mmaction - INFO - Epoch [25][580/1253] lr: 4.000e-03, eta: 8:21:22, time: 0.709, data_time: 0.007, memory: 6189, top1_acc: 0.7031, top5_acc: 0.8758, loss_cls: 1.2205, loss: 1.2205, grad_norm: 2.9938 2020-08-09 22:34:47,828 - mmaction - INFO - Epoch [25][600/1253] lr: 4.000e-03, eta: 8:20:59, time: 0.730, data_time: 0.007, memory: 6189, top1_acc: 0.7039, top5_acc: 0.8859, loss_cls: 1.1980, loss: 1.1980, grad_norm: 2.9572 2020-08-09 22:35:02,145 - mmaction - INFO - Epoch [25][620/1253] lr: 4.000e-03, eta: 8:20:35, time: 0.715, data_time: 0.006, memory: 6189, top1_acc: 0.6977, top5_acc: 0.8794, loss_cls: 1.2154, loss: 1.2154, grad_norm: 3.0252 2020-08-09 22:35:15,851 - mmaction - INFO - Epoch [25][640/1253] lr: 4.000e-03, eta: 8:20:11, time: 0.689, data_time: 0.006, memory: 6189, top1_acc: 0.6857, top5_acc: 0.8690, loss_cls: 1.2801, loss: 1.2801, grad_norm: 3.0287 2020-08-09 22:35:29,765 - mmaction - INFO - Epoch [25][660/1253] lr: 4.000e-03, eta: 8:19:47, time: 0.693, data_time: 0.004, memory: 6189, top1_acc: 0.7031, top5_acc: 0.8813, loss_cls: 1.2021, loss: 1.2021, grad_norm: 2.9863 2020-08-09 22:35:44,058 - mmaction - INFO - Epoch [25][680/1253] lr: 4.000e-03, eta: 8:19:24, time: 0.717, data_time: 0.006, memory: 6189, top1_acc: 0.6867, top5_acc: 0.8755, loss_cls: 1.2326, loss: 1.2326, grad_norm: 3.0348 2020-08-09 22:35:59,403 - mmaction - INFO - Epoch [25][700/1253] lr: 4.000e-03, eta: 8:19:01, time: 0.764, data_time: 0.005, memory: 6189, top1_acc: 0.7026, top5_acc: 0.8807, loss_cls: 1.1942, loss: 1.1942, grad_norm: 2.9903 2020-08-09 22:36:14,368 - mmaction - INFO - Epoch [25][720/1253] lr: 4.000e-03, eta: 8:18:39, time: 0.751, data_time: 0.007, memory: 6189, top1_acc: 0.6896, top5_acc: 0.8773, loss_cls: 1.2278, loss: 1.2278, grad_norm: 3.0077 2020-08-09 22:36:27,626 - mmaction - INFO - Epoch [25][740/1253] lr: 4.000e-03, eta: 8:18:14, time: 0.661, data_time: 0.006, memory: 6189, top1_acc: 0.7005, top5_acc: 0.8805, loss_cls: 1.2055, loss: 1.2055, grad_norm: 3.0167 2020-08-09 22:36:41,853 - mmaction - INFO - Epoch [25][760/1253] lr: 4.000e-03, eta: 8:17:51, time: 0.713, data_time: 0.005, memory: 6189, top1_acc: 0.7005, top5_acc: 0.8859, loss_cls: 1.1836, loss: 1.1836, grad_norm: 2.9761 2020-08-09 22:36:56,007 - mmaction - INFO - Epoch [25][780/1253] lr: 4.000e-03, eta: 8:17:27, time: 0.706, data_time: 0.006, memory: 6189, top1_acc: 0.6771, top5_acc: 0.8734, loss_cls: 1.2746, loss: 1.2746, grad_norm: 3.1012 2020-08-09 22:37:10,442 - mmaction - INFO - Epoch [25][800/1253] lr: 4.000e-03, eta: 8:17:04, time: 0.724, data_time: 0.006, memory: 6189, top1_acc: 0.6914, top5_acc: 0.8792, loss_cls: 1.2269, loss: 1.2269, grad_norm: 3.0059 2020-08-09 22:37:23,787 - mmaction - INFO - Epoch [25][820/1253] lr: 4.000e-03, eta: 8:16:39, time: 0.665, data_time: 0.006, memory: 6189, top1_acc: 0.6969, top5_acc: 0.8836, loss_cls: 1.2108, loss: 1.2108, grad_norm: 3.0242 2020-08-09 22:37:37,219 - mmaction - INFO - Epoch [25][840/1253] lr: 4.000e-03, eta: 8:16:15, time: 0.673, data_time: 0.006, memory: 6189, top1_acc: 0.6930, top5_acc: 0.8721, loss_cls: 1.2450, loss: 1.2450, grad_norm: 3.0386 2020-08-09 22:37:51,810 - mmaction - INFO - Epoch [25][860/1253] lr: 4.000e-03, eta: 8:15:52, time: 0.730, data_time: 0.003, memory: 6189, top1_acc: 0.6979, top5_acc: 0.8802, loss_cls: 1.2094, loss: 1.2094, grad_norm: 2.9973 2020-08-09 22:38:05,143 - mmaction - INFO - Epoch [25][880/1253] lr: 4.000e-03, eta: 8:15:28, time: 0.665, data_time: 0.005, memory: 6189, top1_acc: 0.6919, top5_acc: 0.8807, loss_cls: 1.2531, loss: 1.2531, grad_norm: 3.0698 2020-08-09 22:38:18,787 - mmaction - INFO - Epoch [25][900/1253] lr: 4.000e-03, eta: 8:15:04, time: 0.683, data_time: 0.005, memory: 6189, top1_acc: 0.6818, top5_acc: 0.8771, loss_cls: 1.2383, loss: 1.2383, grad_norm: 3.0238 2020-08-09 22:38:32,859 - mmaction - INFO - Epoch [25][920/1253] lr: 4.000e-03, eta: 8:14:40, time: 0.701, data_time: 0.006, memory: 6189, top1_acc: 0.6888, top5_acc: 0.8807, loss_cls: 1.2541, loss: 1.2541, grad_norm: 3.0614 2020-08-09 22:38:46,134 - mmaction - INFO - Epoch [25][940/1253] lr: 4.000e-03, eta: 8:14:16, time: 0.667, data_time: 0.006, memory: 6189, top1_acc: 0.6956, top5_acc: 0.8779, loss_cls: 1.2242, loss: 1.2242, grad_norm: 3.0213 2020-08-09 22:38:59,603 - mmaction - INFO - Epoch [25][960/1253] lr: 4.000e-03, eta: 8:13:52, time: 0.670, data_time: 0.005, memory: 6189, top1_acc: 0.6888, top5_acc: 0.8727, loss_cls: 1.2546, loss: 1.2546, grad_norm: 3.0252 2020-08-09 22:39:12,555 - mmaction - INFO - Epoch [25][980/1253] lr: 4.000e-03, eta: 8:13:27, time: 0.651, data_time: 0.007, memory: 6189, top1_acc: 0.6880, top5_acc: 0.8753, loss_cls: 1.2399, loss: 1.2399, grad_norm: 3.0260 2020-08-09 22:39:27,136 - mmaction - INFO - Epoch [25][1000/1253] lr: 4.000e-03, eta: 8:13:04, time: 0.727, data_time: 0.005, memory: 6189, top1_acc: 0.6854, top5_acc: 0.8771, loss_cls: 1.2341, loss: 1.2341, grad_norm: 3.0837 2020-08-09 22:39:41,672 - mmaction - INFO - Epoch [25][1020/1253] lr: 4.000e-03, eta: 8:12:41, time: 0.728, data_time: 0.005, memory: 6189, top1_acc: 0.6878, top5_acc: 0.8727, loss_cls: 1.2268, loss: 1.2268, grad_norm: 3.0155 2020-08-09 22:39:55,505 - mmaction - INFO - Epoch [25][1040/1253] lr: 4.000e-03, eta: 8:12:18, time: 0.692, data_time: 0.006, memory: 6189, top1_acc: 0.6820, top5_acc: 0.8768, loss_cls: 1.2607, loss: 1.2607, grad_norm: 3.0755 2020-08-09 22:40:10,208 - mmaction - INFO - Epoch [25][1060/1253] lr: 4.000e-03, eta: 8:11:55, time: 0.735, data_time: 0.004, memory: 6189, top1_acc: 0.7034, top5_acc: 0.8841, loss_cls: 1.1927, loss: 1.1927, grad_norm: 3.0127 2020-08-09 22:40:25,129 - mmaction - INFO - Epoch [25][1080/1253] lr: 4.000e-03, eta: 8:11:32, time: 0.746, data_time: 0.006, memory: 6189, top1_acc: 0.6859, top5_acc: 0.8852, loss_cls: 1.2176, loss: 1.2176, grad_norm: 3.0677 2020-08-09 22:40:38,913 - mmaction - INFO - Epoch [25][1100/1253] lr: 4.000e-03, eta: 8:11:08, time: 0.689, data_time: 0.003, memory: 6189, top1_acc: 0.6836, top5_acc: 0.8677, loss_cls: 1.2383, loss: 1.2383, grad_norm: 3.0774 2020-08-09 22:40:54,148 - mmaction - INFO - Epoch [25][1120/1253] lr: 4.000e-03, eta: 8:10:46, time: 0.762, data_time: 0.005, memory: 6189, top1_acc: 0.6917, top5_acc: 0.8789, loss_cls: 1.2340, loss: 1.2340, grad_norm: 3.0477 2020-08-09 22:41:07,725 - mmaction - INFO - Epoch [25][1140/1253] lr: 4.000e-03, eta: 8:10:22, time: 0.679, data_time: 0.004, memory: 6189, top1_acc: 0.6940, top5_acc: 0.8810, loss_cls: 1.2294, loss: 1.2294, grad_norm: 3.0230 2020-08-09 22:41:22,769 - mmaction - INFO - Epoch [25][1160/1253] lr: 4.000e-03, eta: 8:10:00, time: 0.750, data_time: 0.006, memory: 6189, top1_acc: 0.7016, top5_acc: 0.8742, loss_cls: 1.2348, loss: 1.2348, grad_norm: 3.0137 2020-08-09 22:41:36,411 - mmaction - INFO - Epoch [25][1180/1253] lr: 4.000e-03, eta: 8:09:36, time: 0.685, data_time: 0.006, memory: 6189, top1_acc: 0.7036, top5_acc: 0.8867, loss_cls: 1.1792, loss: 1.1792, grad_norm: 3.0102 2020-08-09 22:41:50,230 - mmaction - INFO - Epoch [25][1200/1253] lr: 4.000e-03, eta: 8:09:12, time: 0.689, data_time: 0.006, memory: 6189, top1_acc: 0.6930, top5_acc: 0.8771, loss_cls: 1.2261, loss: 1.2261, grad_norm: 3.0205 2020-08-09 22:42:04,149 - mmaction - INFO - Epoch [25][1220/1253] lr: 4.000e-03, eta: 8:08:49, time: 0.697, data_time: 0.005, memory: 6189, top1_acc: 0.6932, top5_acc: 0.8742, loss_cls: 1.2497, loss: 1.2497, grad_norm: 3.0251 2020-08-09 22:42:18,670 - mmaction - INFO - Epoch [25][1240/1253] lr: 4.000e-03, eta: 8:08:26, time: 0.726, data_time: 0.005, memory: 6189, top1_acc: 0.6867, top5_acc: 0.8724, loss_cls: 1.2646, loss: 1.2646, grad_norm: 3.0181 2020-08-09 22:42:41,242 - mmaction - INFO - Saving checkpoint at 25 epochs 2020-08-09 22:48:27,029 - mmaction - INFO - Epoch [26][20/1253] lr: 4.000e-03, eta: 8:13:09, time: 17.231, data_time: 16.399, memory: 6189, top1_acc: 0.6862, top5_acc: 0.8729, loss_cls: 1.2267, loss: 1.2267, grad_norm: 2.9686 2020-08-09 22:48:39,680 - mmaction - INFO - Epoch [26][40/1253] lr: 4.000e-03, eta: 8:12:43, time: 0.635, data_time: 0.010, memory: 6189, top1_acc: 0.6992, top5_acc: 0.8745, loss_cls: 1.2285, loss: 1.2285, grad_norm: 2.9636 2020-08-09 22:48:52,150 - mmaction - INFO - Epoch [26][60/1253] lr: 4.000e-03, eta: 8:12:18, time: 0.624, data_time: 0.005, memory: 6189, top1_acc: 0.6982, top5_acc: 0.8828, loss_cls: 1.1955, loss: 1.1955, grad_norm: 3.0821 2020-08-09 22:49:04,918 - mmaction - INFO - Epoch [26][80/1253] lr: 4.000e-03, eta: 8:11:53, time: 0.635, data_time: 0.005, memory: 6189, top1_acc: 0.6857, top5_acc: 0.8753, loss_cls: 1.2379, loss: 1.2379, grad_norm: 3.0458 2020-08-09 22:49:17,417 - mmaction - INFO - Epoch [26][100/1253] lr: 4.000e-03, eta: 8:11:28, time: 0.628, data_time: 0.007, memory: 6189, top1_acc: 0.7000, top5_acc: 0.8852, loss_cls: 1.1794, loss: 1.1794, grad_norm: 3.0279 2020-08-09 22:49:29,982 - mmaction - INFO - Epoch [26][120/1253] lr: 4.000e-03, eta: 8:11:03, time: 0.627, data_time: 0.005, memory: 6189, top1_acc: 0.6943, top5_acc: 0.8857, loss_cls: 1.2064, loss: 1.2064, grad_norm: 3.0704 2020-08-09 22:49:42,623 - mmaction - INFO - Epoch [26][140/1253] lr: 4.000e-03, eta: 8:10:38, time: 0.634, data_time: 0.006, memory: 6189, top1_acc: 0.6938, top5_acc: 0.8737, loss_cls: 1.2214, loss: 1.2214, grad_norm: 3.0274 2020-08-09 22:49:55,339 - mmaction - INFO - Epoch [26][160/1253] lr: 4.000e-03, eta: 8:10:13, time: 0.632, data_time: 0.004, memory: 6189, top1_acc: 0.7042, top5_acc: 0.8844, loss_cls: 1.2023, loss: 1.2023, grad_norm: 2.9872 2020-08-09 22:50:08,519 - mmaction - INFO - Epoch [26][180/1253] lr: 4.000e-03, eta: 8:09:48, time: 0.661, data_time: 0.006, memory: 6189, top1_acc: 0.6862, top5_acc: 0.8766, loss_cls: 1.2536, loss: 1.2536, grad_norm: 3.0975 2020-08-09 22:50:21,106 - mmaction - INFO - Epoch [26][200/1253] lr: 4.000e-03, eta: 8:09:23, time: 0.629, data_time: 0.007, memory: 6189, top1_acc: 0.6979, top5_acc: 0.8875, loss_cls: 1.1867, loss: 1.1867, grad_norm: 3.0145 2020-08-09 22:50:33,788 - mmaction - INFO - Epoch [26][220/1253] lr: 4.000e-03, eta: 8:08:58, time: 0.635, data_time: 0.006, memory: 6189, top1_acc: 0.6966, top5_acc: 0.8789, loss_cls: 1.2281, loss: 1.2281, grad_norm: 3.0671 2020-08-09 22:50:46,743 - mmaction - INFO - Epoch [26][240/1253] lr: 4.000e-03, eta: 8:08:33, time: 0.646, data_time: 0.006, memory: 6189, top1_acc: 0.7016, top5_acc: 0.8826, loss_cls: 1.1876, loss: 1.1876, grad_norm: 2.9679 2020-08-09 22:50:59,317 - mmaction - INFO - Epoch [26][260/1253] lr: 4.000e-03, eta: 8:08:08, time: 0.631, data_time: 0.005, memory: 6189, top1_acc: 0.7044, top5_acc: 0.8844, loss_cls: 1.1793, loss: 1.1793, grad_norm: 2.9769 2020-08-09 22:51:12,871 - mmaction - INFO - Epoch [26][280/1253] lr: 4.000e-03, eta: 8:07:44, time: 0.676, data_time: 0.006, memory: 6189, top1_acc: 0.7120, top5_acc: 0.8836, loss_cls: 1.1848, loss: 1.1848, grad_norm: 2.9572 2020-08-09 22:51:25,905 - mmaction - INFO - Epoch [26][300/1253] lr: 4.000e-03, eta: 8:07:20, time: 0.653, data_time: 0.004, memory: 6189, top1_acc: 0.7026, top5_acc: 0.8773, loss_cls: 1.2100, loss: 1.2100, grad_norm: 3.0215 2020-08-09 22:51:38,797 - mmaction - INFO - Epoch [26][320/1253] lr: 4.000e-03, eta: 8:06:55, time: 0.642, data_time: 0.005, memory: 6189, top1_acc: 0.6922, top5_acc: 0.8745, loss_cls: 1.2346, loss: 1.2346, grad_norm: 3.0342 2020-08-09 22:51:52,497 - mmaction - INFO - Epoch [26][340/1253] lr: 4.000e-03, eta: 8:06:31, time: 0.687, data_time: 0.007, memory: 6189, top1_acc: 0.6888, top5_acc: 0.8714, loss_cls: 1.2694, loss: 1.2694, grad_norm: 3.1209 2020-08-09 22:52:05,531 - mmaction - INFO - Epoch [26][360/1253] lr: 4.000e-03, eta: 8:06:07, time: 0.649, data_time: 0.005, memory: 6189, top1_acc: 0.7031, top5_acc: 0.8786, loss_cls: 1.2230, loss: 1.2230, grad_norm: 2.9992 2020-08-09 22:52:19,832 - mmaction - INFO - Epoch [26][380/1253] lr: 4.000e-03, eta: 8:05:43, time: 0.718, data_time: 0.007, memory: 6189, top1_acc: 0.6974, top5_acc: 0.8742, loss_cls: 1.2072, loss: 1.2072, grad_norm: 3.0091 2020-08-09 22:52:33,556 - mmaction - INFO - Epoch [26][400/1253] lr: 4.000e-03, eta: 8:05:20, time: 0.686, data_time: 0.003, memory: 6189, top1_acc: 0.6799, top5_acc: 0.8729, loss_cls: 1.2742, loss: 1.2742, grad_norm: 3.1229 2020-08-09 22:52:46,528 - mmaction - INFO - Epoch [26][420/1253] lr: 4.000e-03, eta: 8:04:55, time: 0.647, data_time: 0.006, memory: 6189, top1_acc: 0.6982, top5_acc: 0.8813, loss_cls: 1.1890, loss: 1.1890, grad_norm: 3.0311 2020-08-09 22:53:00,679 - mmaction - INFO - Epoch [26][440/1253] lr: 4.000e-03, eta: 8:04:32, time: 0.709, data_time: 0.006, memory: 6189, top1_acc: 0.7029, top5_acc: 0.8724, loss_cls: 1.2185, loss: 1.2185, grad_norm: 3.0314 2020-08-09 22:54:55,264 - mmaction - INFO - Epoch [26][460/1253] lr: 4.000e-03, eta: 8:05:46, time: 5.728, data_time: 0.006, memory: 6189, top1_acc: 0.6779, top5_acc: 0.8760, loss_cls: 1.2487, loss: 1.2487, grad_norm: 3.0813 2020-08-09 22:55:07,841 - mmaction - INFO - Epoch [26][480/1253] lr: 4.000e-03, eta: 8:05:21, time: 0.631, data_time: 0.005, memory: 6189, top1_acc: 0.6794, top5_acc: 0.8807, loss_cls: 1.2385, loss: 1.2385, grad_norm: 3.0734 2020-08-09 22:58:34,148 - mmaction - INFO - Epoch [26][500/1253] lr: 4.000e-03, eta: 8:08:04, time: 10.315, data_time: 0.005, memory: 6189, top1_acc: 0.6807, top5_acc: 0.8755, loss_cls: 1.2646, loss: 1.2646, grad_norm: 3.0312 2020-08-09 22:58:46,608 - mmaction - INFO - Epoch [26][520/1253] lr: 4.000e-03, eta: 8:07:38, time: 0.623, data_time: 0.003, memory: 6189, top1_acc: 0.6922, top5_acc: 0.8768, loss_cls: 1.2405, loss: 1.2405, grad_norm: 3.0681 2020-08-09 22:58:59,187 - mmaction - INFO - Epoch [26][540/1253] lr: 4.000e-03, eta: 8:07:13, time: 0.626, data_time: 0.005, memory: 6189, top1_acc: 0.6992, top5_acc: 0.8875, loss_cls: 1.1886, loss: 1.1886, grad_norm: 3.0107 2020-08-09 23:00:39,105 - mmaction - INFO - Epoch [26][560/1253] lr: 4.000e-03, eta: 8:08:12, time: 4.982, data_time: 0.007, memory: 6189, top1_acc: 0.6951, top5_acc: 0.8810, loss_cls: 1.2051, loss: 1.2051, grad_norm: 3.0235 2020-08-09 23:00:51,811 - mmaction - INFO - Epoch [26][580/1253] lr: 4.000e-03, eta: 8:07:47, time: 0.651, data_time: 0.028, memory: 6189, top1_acc: 0.7010, top5_acc: 0.8854, loss_cls: 1.1888, loss: 1.1888, grad_norm: 3.0319 2020-08-09 23:01:04,490 - mmaction - INFO - Epoch [26][600/1253] lr: 4.000e-03, eta: 8:07:22, time: 0.634, data_time: 0.007, memory: 6189, top1_acc: 0.6971, top5_acc: 0.8852, loss_cls: 1.2021, loss: 1.2021, grad_norm: 3.0505 2020-08-09 23:05:00,262 - mmaction - INFO - Epoch [26][620/1253] lr: 4.000e-03, eta: 8:10:31, time: 11.789, data_time: 0.004, memory: 6189, top1_acc: 0.7164, top5_acc: 0.8849, loss_cls: 1.1459, loss: 1.1459, grad_norm: 2.9665 2020-08-09 23:05:13,019 - mmaction - INFO - Epoch [26][640/1253] lr: 4.000e-03, eta: 8:10:06, time: 0.638, data_time: 0.003, memory: 6189, top1_acc: 0.7003, top5_acc: 0.8802, loss_cls: 1.2009, loss: 1.2009, grad_norm: 3.0601 2020-08-09 23:05:25,622 - mmaction - INFO - Epoch [26][660/1253] lr: 4.000e-03, eta: 8:09:40, time: 0.626, data_time: 0.005, memory: 6189, top1_acc: 0.7003, top5_acc: 0.8813, loss_cls: 1.2036, loss: 1.2036, grad_norm: 2.9895 2020-08-09 23:05:38,226 - mmaction - INFO - Epoch [26][680/1253] lr: 4.000e-03, eta: 8:09:15, time: 0.633, data_time: 0.007, memory: 6189, top1_acc: 0.6990, top5_acc: 0.8833, loss_cls: 1.1842, loss: 1.1842, grad_norm: 3.0287 2020-08-09 23:05:50,792 - mmaction - INFO - Epoch [26][700/1253] lr: 4.000e-03, eta: 8:08:49, time: 0.627, data_time: 0.006, memory: 6189, top1_acc: 0.6826, top5_acc: 0.8708, loss_cls: 1.2435, loss: 1.2435, grad_norm: 3.0562 2020-08-09 23:06:32,237 - mmaction - INFO - Epoch [26][720/1253] lr: 4.000e-03, eta: 8:08:52, time: 2.074, data_time: 0.006, memory: 6189, top1_acc: 0.7042, top5_acc: 0.8831, loss_cls: 1.1925, loss: 1.1925, grad_norm: 3.0825 2020-08-09 23:06:45,480 - mmaction - INFO - Epoch [26][740/1253] lr: 4.000e-03, eta: 8:08:27, time: 0.662, data_time: 0.005, memory: 6189, top1_acc: 0.7013, top5_acc: 0.8823, loss_cls: 1.2011, loss: 1.2011, grad_norm: 3.0903 2020-08-09 23:06:58,038 - mmaction - INFO - Epoch [26][760/1253] lr: 4.000e-03, eta: 8:08:01, time: 0.629, data_time: 0.002, memory: 6189, top1_acc: 0.6958, top5_acc: 0.8779, loss_cls: 1.2276, loss: 1.2276, grad_norm: 3.1067 2020-08-09 23:07:10,619 - mmaction - INFO - Epoch [26][780/1253] lr: 4.000e-03, eta: 8:07:36, time: 0.628, data_time: 0.004, memory: 6189, top1_acc: 0.6820, top5_acc: 0.8698, loss_cls: 1.2626, loss: 1.2626, grad_norm: 3.0829 2020-08-09 23:07:23,675 - mmaction - INFO - Epoch [26][800/1253] lr: 4.000e-03, eta: 8:07:11, time: 0.650, data_time: 0.006, memory: 6189, top1_acc: 0.7005, top5_acc: 0.8792, loss_cls: 1.2126, loss: 1.2126, grad_norm: 3.0623 2020-08-09 23:07:36,310 - mmaction - INFO - Epoch [26][820/1253] lr: 4.000e-03, eta: 8:06:46, time: 0.635, data_time: 0.007, memory: 6189, top1_acc: 0.6932, top5_acc: 0.8823, loss_cls: 1.2364, loss: 1.2364, grad_norm: 3.1122 2020-08-09 23:07:49,701 - mmaction - INFO - Epoch [26][840/1253] lr: 4.000e-03, eta: 8:06:21, time: 0.670, data_time: 0.005, memory: 6189, top1_acc: 0.6961, top5_acc: 0.8794, loss_cls: 1.2113, loss: 1.2113, grad_norm: 3.0356 2020-08-09 23:08:03,138 - mmaction - INFO - Epoch [26][860/1253] lr: 4.000e-03, eta: 8:05:56, time: 0.672, data_time: 0.003, memory: 6189, top1_acc: 0.6948, top5_acc: 0.8815, loss_cls: 1.2068, loss: 1.2068, grad_norm: 3.0645 2020-08-09 23:08:15,859 - mmaction - INFO - Epoch [26][880/1253] lr: 4.000e-03, eta: 8:05:31, time: 0.634, data_time: 0.006, memory: 6189, top1_acc: 0.6901, top5_acc: 0.8703, loss_cls: 1.2612, loss: 1.2612, grad_norm: 3.0767 2020-08-09 23:08:29,288 - mmaction - INFO - Epoch [26][900/1253] lr: 4.000e-03, eta: 8:05:07, time: 0.673, data_time: 0.005, memory: 6189, top1_acc: 0.6992, top5_acc: 0.8763, loss_cls: 1.2073, loss: 1.2073, grad_norm: 3.0088 2020-08-09 23:11:57,123 - mmaction - INFO - Epoch [26][920/1253] lr: 4.000e-03, eta: 8:07:45, time: 10.390, data_time: 0.005, memory: 6189, top1_acc: 0.7096, top5_acc: 0.8875, loss_cls: 1.1662, loss: 1.1662, grad_norm: 3.0381 2020-08-09 23:18:17,447 - mmaction - INFO - Epoch [26][940/1253] lr: 4.000e-03, eta: 8:13:06, time: 19.018, data_time: 0.007, memory: 6189, top1_acc: 0.6901, top5_acc: 0.8854, loss_cls: 1.2274, loss: 1.2274, grad_norm: 3.1110 2020-08-09 23:18:30,059 - mmaction - INFO - Epoch [26][960/1253] lr: 4.000e-03, eta: 8:12:40, time: 0.630, data_time: 0.002, memory: 6189, top1_acc: 0.7094, top5_acc: 0.8854, loss_cls: 1.1845, loss: 1.1845, grad_norm: 3.0614 2020-08-09 23:18:42,655 - mmaction - INFO - Epoch [26][980/1253] lr: 4.000e-03, eta: 8:12:14, time: 0.628, data_time: 0.005, memory: 6189, top1_acc: 0.7003, top5_acc: 0.8823, loss_cls: 1.1906, loss: 1.1906, grad_norm: 3.0841 2020-08-09 23:21:53,606 - mmaction - INFO - Epoch [26][1000/1253] lr: 4.000e-03, eta: 8:14:36, time: 9.549, data_time: 0.005, memory: 6189, top1_acc: 0.6831, top5_acc: 0.8721, loss_cls: 1.2630, loss: 1.2630, grad_norm: 3.1148 2020-08-09 23:26:18,317 - mmaction - INFO - Epoch [26][1020/1253] lr: 4.000e-03, eta: 8:18:06, time: 13.232, data_time: 0.002, memory: 6189, top1_acc: 0.7068, top5_acc: 0.8807, loss_cls: 1.1944, loss: 1.1944, grad_norm: 3.0632 2020-08-09 23:26:31,052 - mmaction - INFO - Epoch [26][1040/1253] lr: 4.000e-03, eta: 8:17:40, time: 0.639, data_time: 0.007, memory: 6189, top1_acc: 0.6979, top5_acc: 0.8833, loss_cls: 1.2053, loss: 1.2053, grad_norm: 3.0171 2020-08-09 23:26:43,694 - mmaction - INFO - Epoch [26][1060/1253] lr: 4.000e-03, eta: 8:17:13, time: 0.629, data_time: 0.007, memory: 6189, top1_acc: 0.7010, top5_acc: 0.8818, loss_cls: 1.2098, loss: 1.2098, grad_norm: 3.0318 2020-08-09 23:26:59,148 - mmaction - INFO - Epoch [26][1080/1253] lr: 4.000e-03, eta: 8:16:50, time: 0.777, data_time: 0.007, memory: 6189, top1_acc: 0.6904, top5_acc: 0.8755, loss_cls: 1.2287, loss: 1.2287, grad_norm: 3.0803 2020-08-09 23:27:11,844 - mmaction - INFO - Epoch [26][1100/1253] lr: 4.000e-03, eta: 8:16:23, time: 0.632, data_time: 0.005, memory: 6189, top1_acc: 0.6990, top5_acc: 0.8784, loss_cls: 1.2022, loss: 1.2022, grad_norm: 3.0549 2020-08-09 23:30:57,530 - mmaction - INFO - Epoch [26][1120/1253] lr: 4.000e-03, eta: 8:19:15, time: 11.286, data_time: 0.005, memory: 6189, top1_acc: 0.6987, top5_acc: 0.8760, loss_cls: 1.2313, loss: 1.2313, grad_norm: 3.0824 2020-08-09 23:31:09,968 - mmaction - INFO - Epoch [26][1140/1253] lr: 4.000e-03, eta: 8:18:49, time: 0.623, data_time: 0.003, memory: 6189, top1_acc: 0.6961, top5_acc: 0.8750, loss_cls: 1.2349, loss: 1.2349, grad_norm: 3.0947 2020-08-09 23:34:50,477 - mmaction - INFO - Epoch [26][1160/1253] lr: 4.000e-03, eta: 8:21:35, time: 11.025, data_time: 0.005, memory: 6189, top1_acc: 0.6932, top5_acc: 0.8698, loss_cls: 1.2483, loss: 1.2483, grad_norm: 3.0616 2020-08-09 23:39:44,359 - mmaction - INFO - Epoch [26][1180/1253] lr: 4.000e-03, eta: 8:25:29, time: 14.695, data_time: 0.002, memory: 6189, top1_acc: 0.6984, top5_acc: 0.8794, loss_cls: 1.1925, loss: 1.1925, grad_norm: 3.0207 2020-08-09 23:39:56,946 - mmaction - INFO - Epoch [26][1200/1253] lr: 4.000e-03, eta: 8:25:02, time: 0.629, data_time: 0.002, memory: 6189, top1_acc: 0.7167, top5_acc: 0.8841, loss_cls: 1.1710, loss: 1.1710, grad_norm: 2.9927 2020-08-09 23:40:09,806 - mmaction - INFO - Epoch [26][1220/1253] lr: 4.000e-03, eta: 8:24:35, time: 0.642, data_time: 0.005, memory: 6189, top1_acc: 0.6833, top5_acc: 0.8732, loss_cls: 1.2460, loss: 1.2460, grad_norm: 3.1089 2020-08-09 23:40:22,366 - mmaction - INFO - Epoch [26][1240/1253] lr: 4.000e-03, eta: 8:24:08, time: 0.628, data_time: 0.004, memory: 6189, top1_acc: 0.6964, top5_acc: 0.8766, loss_cls: 1.2226, loss: 1.2226, grad_norm: 3.0552 2020-08-09 23:40:43,934 - mmaction - INFO - Saving checkpoint at 26 epochs 2020-08-09 23:46:18,863 - mmaction - INFO - Epoch [27][20/1253] lr: 4.000e-03, eta: 8:28:11, time: 16.610, data_time: 15.827, memory: 6189, top1_acc: 0.7107, top5_acc: 0.8862, loss_cls: 1.1647, loss: 1.1647, grad_norm: 2.9802 2020-08-09 23:46:31,443 - mmaction - INFO - Epoch [27][40/1253] lr: 4.000e-03, eta: 8:27:43, time: 0.637, data_time: 0.016, memory: 6189, top1_acc: 0.7055, top5_acc: 0.8885, loss_cls: 1.1783, loss: 1.1783, grad_norm: 3.0233 2020-08-09 23:46:43,900 - mmaction - INFO - Epoch [27][60/1253] lr: 4.000e-03, eta: 8:27:16, time: 0.625, data_time: 0.006, memory: 6189, top1_acc: 0.7052, top5_acc: 0.8818, loss_cls: 1.1896, loss: 1.1896, grad_norm: 3.0286 2020-08-09 23:46:56,528 - mmaction - INFO - Epoch [27][80/1253] lr: 4.000e-03, eta: 8:26:49, time: 0.629, data_time: 0.006, memory: 6189, top1_acc: 0.6979, top5_acc: 0.8763, loss_cls: 1.2341, loss: 1.2341, grad_norm: 3.0644 2020-08-09 23:47:09,068 - mmaction - INFO - Epoch [27][100/1253] lr: 4.000e-03, eta: 8:26:21, time: 0.630, data_time: 0.007, memory: 6189, top1_acc: 0.6990, top5_acc: 0.8758, loss_cls: 1.1905, loss: 1.1905, grad_norm: 2.9983 2020-08-09 23:47:21,750 - mmaction - INFO - Epoch [27][120/1253] lr: 4.000e-03, eta: 8:25:54, time: 0.631, data_time: 0.005, memory: 6189, top1_acc: 0.6932, top5_acc: 0.8818, loss_cls: 1.2021, loss: 1.2021, grad_norm: 3.0425 2020-08-09 23:47:34,273 - mmaction - INFO - Epoch [27][140/1253] lr: 4.000e-03, eta: 8:25:27, time: 0.630, data_time: 0.006, memory: 6189, top1_acc: 0.6995, top5_acc: 0.8846, loss_cls: 1.2129, loss: 1.2129, grad_norm: 3.1129 2020-08-09 23:47:46,941 - mmaction - INFO - Epoch [27][160/1253] lr: 4.000e-03, eta: 8:25:00, time: 0.630, data_time: 0.005, memory: 6189, top1_acc: 0.7016, top5_acc: 0.8859, loss_cls: 1.1807, loss: 1.1807, grad_norm: 3.0693 2020-08-09 23:47:59,520 - mmaction - INFO - Epoch [27][180/1253] lr: 4.000e-03, eta: 8:24:32, time: 0.631, data_time: 0.007, memory: 6189, top1_acc: 0.6992, top5_acc: 0.8831, loss_cls: 1.1922, loss: 1.1922, grad_norm: 3.1814 2020-08-09 23:48:12,259 - mmaction - INFO - Epoch [27][200/1253] lr: 4.000e-03, eta: 8:24:05, time: 0.633, data_time: 0.007, memory: 6189, top1_acc: 0.7042, top5_acc: 0.8909, loss_cls: 1.1550, loss: 1.1550, grad_norm: 3.0424 2020-08-09 23:48:24,826 - mmaction - INFO - Epoch [27][220/1253] lr: 4.000e-03, eta: 8:23:38, time: 0.632, data_time: 0.007, memory: 6189, top1_acc: 0.7042, top5_acc: 0.8812, loss_cls: 1.1811, loss: 1.1811, grad_norm: 3.0838 2020-08-09 23:48:37,453 - mmaction - INFO - Epoch [27][240/1253] lr: 4.000e-03, eta: 8:23:11, time: 0.629, data_time: 0.005, memory: 6189, top1_acc: 0.7070, top5_acc: 0.8878, loss_cls: 1.1576, loss: 1.1576, grad_norm: 3.0592 2020-08-09 23:48:50,144 - mmaction - INFO - Epoch [27][260/1253] lr: 4.000e-03, eta: 8:22:44, time: 0.637, data_time: 0.006, memory: 6189, top1_acc: 0.6966, top5_acc: 0.8828, loss_cls: 1.2163, loss: 1.2163, grad_norm: 3.0921 2020-08-09 23:49:03,103 - mmaction - INFO - Epoch [27][280/1253] lr: 4.000e-03, eta: 8:22:17, time: 0.644, data_time: 0.005, memory: 6189, top1_acc: 0.6852, top5_acc: 0.8729, loss_cls: 1.2319, loss: 1.2319, grad_norm: 3.0914 2020-08-09 23:49:15,687 - mmaction - INFO - Epoch [27][300/1253] lr: 4.000e-03, eta: 8:21:50, time: 0.632, data_time: 0.007, memory: 6189, top1_acc: 0.6971, top5_acc: 0.8771, loss_cls: 1.2041, loss: 1.2041, grad_norm: 3.0521 2020-08-09 23:49:28,593 - mmaction - INFO - Epoch [27][320/1253] lr: 4.000e-03, eta: 8:21:23, time: 0.645, data_time: 0.005, memory: 6189, top1_acc: 0.7003, top5_acc: 0.8826, loss_cls: 1.2036, loss: 1.2036, grad_norm: 3.0931 2020-08-09 23:49:41,667 - mmaction - INFO - Epoch [27][340/1253] lr: 4.000e-03, eta: 8:20:56, time: 0.655, data_time: 0.004, memory: 6189, top1_acc: 0.7156, top5_acc: 0.8857, loss_cls: 1.1805, loss: 1.1805, grad_norm: 3.0353 2020-08-09 23:49:55,108 - mmaction - INFO - Epoch [27][360/1253] lr: 4.000e-03, eta: 8:20:30, time: 0.669, data_time: 0.005, memory: 6189, top1_acc: 0.7096, top5_acc: 0.8846, loss_cls: 1.1684, loss: 1.1684, grad_norm: 3.0111 2020-08-09 23:50:09,020 - mmaction - INFO - Epoch [27][380/1253] lr: 4.000e-03, eta: 8:20:04, time: 0.699, data_time: 0.007, memory: 6189, top1_acc: 0.7036, top5_acc: 0.8797, loss_cls: 1.1900, loss: 1.1900, grad_norm: 3.1337 2020-08-09 23:50:22,030 - mmaction - INFO - Epoch [27][400/1253] lr: 4.000e-03, eta: 8:19:37, time: 0.646, data_time: 0.006, memory: 6189, top1_acc: 0.7060, top5_acc: 0.8833, loss_cls: 1.1841, loss: 1.1841, grad_norm: 3.0964 2020-08-09 23:50:35,523 - mmaction - INFO - Epoch [27][420/1253] lr: 4.000e-03, eta: 8:19:11, time: 0.679, data_time: 0.007, memory: 6189, top1_acc: 0.7036, top5_acc: 0.8867, loss_cls: 1.1933, loss: 1.1933, grad_norm: 3.1018 2020-08-09 23:50:48,683 - mmaction - INFO - Epoch [27][440/1253] lr: 4.000e-03, eta: 8:18:44, time: 0.656, data_time: 0.005, memory: 6189, top1_acc: 0.7104, top5_acc: 0.8911, loss_cls: 1.1635, loss: 1.1635, grad_norm: 3.0564 2020-08-09 23:51:02,002 - mmaction - INFO - Epoch [27][460/1253] lr: 4.000e-03, eta: 8:18:18, time: 0.667, data_time: 0.005, memory: 6189, top1_acc: 0.6997, top5_acc: 0.8826, loss_cls: 1.1845, loss: 1.1845, grad_norm: 3.0285 2020-08-09 23:51:14,730 - mmaction - INFO - Epoch [27][480/1253] lr: 4.000e-03, eta: 8:17:51, time: 0.635, data_time: 0.006, memory: 6189, top1_acc: 0.6888, top5_acc: 0.8721, loss_cls: 1.2299, loss: 1.2299, grad_norm: 3.0749 2020-08-09 23:51:28,600 - mmaction - INFO - Epoch [27][500/1253] lr: 4.000e-03, eta: 8:17:25, time: 0.695, data_time: 0.005, memory: 6189, top1_acc: 0.7036, top5_acc: 0.8755, loss_cls: 1.2275, loss: 1.2275, grad_norm: 2.9956 2020-08-09 23:51:42,075 - mmaction - INFO - Epoch [27][520/1253] lr: 4.000e-03, eta: 8:16:59, time: 0.671, data_time: 0.005, memory: 6189, top1_acc: 0.7112, top5_acc: 0.8836, loss_cls: 1.1687, loss: 1.1687, grad_norm: 3.0380 2020-08-09 23:51:55,868 - mmaction - INFO - Epoch [27][540/1253] lr: 4.000e-03, eta: 8:16:33, time: 0.693, data_time: 0.007, memory: 6189, top1_acc: 0.6938, top5_acc: 0.8737, loss_cls: 1.2291, loss: 1.2291, grad_norm: 3.0727 2020-08-09 23:52:09,539 - mmaction - INFO - Epoch [27][560/1253] lr: 4.000e-03, eta: 8:16:07, time: 0.683, data_time: 0.006, memory: 6189, top1_acc: 0.7089, top5_acc: 0.8836, loss_cls: 1.1879, loss: 1.1879, grad_norm: 3.0932 2020-08-09 23:52:23,092 - mmaction - INFO - Epoch [27][580/1253] lr: 4.000e-03, eta: 8:15:41, time: 0.678, data_time: 0.004, memory: 6189, top1_acc: 0.6974, top5_acc: 0.8831, loss_cls: 1.2091, loss: 1.2091, grad_norm: 3.0364 2020-08-09 23:52:37,153 - mmaction - INFO - Epoch [27][600/1253] lr: 4.000e-03, eta: 8:15:16, time: 0.700, data_time: 0.006, memory: 6189, top1_acc: 0.7029, top5_acc: 0.8872, loss_cls: 1.1762, loss: 1.1762, grad_norm: 3.0940 2020-08-09 23:52:50,108 - mmaction - INFO - Epoch [27][620/1253] lr: 4.000e-03, eta: 8:14:49, time: 0.651, data_time: 0.007, memory: 6189, top1_acc: 0.7026, top5_acc: 0.8844, loss_cls: 1.1689, loss: 1.1689, grad_norm: 3.0602 2020-08-09 23:53:02,988 - mmaction - INFO - Epoch [27][640/1253] lr: 4.000e-03, eta: 8:14:23, time: 0.641, data_time: 0.005, memory: 6189, top1_acc: 0.7065, top5_acc: 0.8797, loss_cls: 1.1772, loss: 1.1772, grad_norm: 3.0850 2020-08-09 23:53:16,636 - mmaction - INFO - Epoch [27][660/1253] lr: 4.000e-03, eta: 8:13:57, time: 0.685, data_time: 0.007, memory: 6189, top1_acc: 0.7086, top5_acc: 0.8823, loss_cls: 1.1734, loss: 1.1734, grad_norm: 3.0644 2020-08-09 23:53:30,889 - mmaction - INFO - Epoch [27][680/1253] lr: 4.000e-03, eta: 8:13:31, time: 0.711, data_time: 0.006, memory: 6189, top1_acc: 0.6995, top5_acc: 0.8885, loss_cls: 1.1725, loss: 1.1725, grad_norm: 3.1484 2020-08-09 23:53:44,406 - mmaction - INFO - Epoch [27][700/1253] lr: 4.000e-03, eta: 8:13:05, time: 0.678, data_time: 0.006, memory: 6189, top1_acc: 0.6956, top5_acc: 0.8784, loss_cls: 1.2146, loss: 1.2146, grad_norm: 3.1020 2020-08-09 23:54:10,939 - mmaction - INFO - Epoch [27][720/1253] lr: 4.000e-03, eta: 8:12:51, time: 1.325, data_time: 0.005, memory: 6189, top1_acc: 0.7091, top5_acc: 0.8792, loss_cls: 1.1918, loss: 1.1918, grad_norm: 3.1019 2020-08-09 23:54:23,534 - mmaction - INFO - Epoch [27][740/1253] lr: 4.000e-03, eta: 8:12:24, time: 0.632, data_time: 0.005, memory: 6189, top1_acc: 0.6964, top5_acc: 0.8792, loss_cls: 1.1987, loss: 1.1987, grad_norm: 3.1031 2020-08-09 23:54:36,191 - mmaction - INFO - Epoch [27][760/1253] lr: 4.000e-03, eta: 8:11:57, time: 0.632, data_time: 0.005, memory: 6189, top1_acc: 0.6841, top5_acc: 0.8766, loss_cls: 1.2379, loss: 1.2379, grad_norm: 3.1152 2020-08-09 23:54:49,667 - mmaction - INFO - Epoch [27][780/1253] lr: 4.000e-03, eta: 8:11:31, time: 0.675, data_time: 0.006, memory: 6189, top1_acc: 0.7039, top5_acc: 0.8849, loss_cls: 1.1972, loss: 1.1972, grad_norm: 3.1060 2020-08-09 23:55:03,092 - mmaction - INFO - Epoch [27][800/1253] lr: 4.000e-03, eta: 8:11:05, time: 0.671, data_time: 0.005, memory: 6189, top1_acc: 0.6964, top5_acc: 0.8831, loss_cls: 1.2097, loss: 1.2097, grad_norm: 3.1186 2020-08-09 23:55:15,792 - mmaction - INFO - Epoch [27][820/1253] lr: 4.000e-03, eta: 8:10:39, time: 0.634, data_time: 0.002, memory: 6189, top1_acc: 0.6990, top5_acc: 0.8799, loss_cls: 1.1886, loss: 1.1886, grad_norm: 3.0406 2020-08-09 23:55:29,807 - mmaction - INFO - Epoch [27][840/1253] lr: 4.000e-03, eta: 8:10:13, time: 0.701, data_time: 0.006, memory: 6189, top1_acc: 0.7036, top5_acc: 0.8831, loss_cls: 1.1873, loss: 1.1873, grad_norm: 3.0811 2020-08-09 23:55:43,187 - mmaction - INFO - Epoch [27][860/1253] lr: 4.000e-03, eta: 8:09:47, time: 0.670, data_time: 0.004, memory: 6189, top1_acc: 0.6904, top5_acc: 0.8792, loss_cls: 1.2138, loss: 1.2138, grad_norm: 3.1144 2020-08-09 23:55:56,361 - mmaction - INFO - Epoch [27][880/1253] lr: 4.000e-03, eta: 8:09:21, time: 0.659, data_time: 0.006, memory: 6189, top1_acc: 0.7036, top5_acc: 0.8797, loss_cls: 1.2118, loss: 1.2118, grad_norm: 3.1009 2020-08-09 23:56:09,428 - mmaction - INFO - Epoch [27][900/1253] lr: 4.000e-03, eta: 8:08:55, time: 0.653, data_time: 0.005, memory: 6189, top1_acc: 0.6940, top5_acc: 0.8828, loss_cls: 1.1836, loss: 1.1836, grad_norm: 3.0572 2020-08-09 23:56:22,520 - mmaction - INFO - Epoch [27][920/1253] lr: 4.000e-03, eta: 8:08:28, time: 0.653, data_time: 0.006, memory: 6189, top1_acc: 0.6883, top5_acc: 0.8820, loss_cls: 1.2153, loss: 1.2153, grad_norm: 3.1736 2020-08-09 23:56:37,240 - mmaction - INFO - Epoch [27][940/1253] lr: 4.000e-03, eta: 8:08:04, time: 0.738, data_time: 0.005, memory: 6189, top1_acc: 0.6951, top5_acc: 0.8867, loss_cls: 1.1934, loss: 1.1934, grad_norm: 3.1402 2020-08-09 23:57:36,546 - mmaction - INFO - Epoch [27][960/1253] lr: 4.000e-03, eta: 8:08:18, time: 2.965, data_time: 0.002, memory: 6189, top1_acc: 0.6906, top5_acc: 0.8781, loss_cls: 1.2374, loss: 1.2374, grad_norm: 3.1411 2020-08-09 23:57:49,183 - mmaction - INFO - Epoch [27][980/1253] lr: 4.000e-03, eta: 8:07:51, time: 0.631, data_time: 0.007, memory: 6189, top1_acc: 0.7057, top5_acc: 0.8781, loss_cls: 1.1893, loss: 1.1893, grad_norm: 3.0464 2020-08-09 23:58:01,808 - mmaction - INFO - Epoch [27][1000/1253] lr: 4.000e-03, eta: 8:07:24, time: 0.632, data_time: 0.005, memory: 6189, top1_acc: 0.6826, top5_acc: 0.8786, loss_cls: 1.2604, loss: 1.2604, grad_norm: 3.1859 2020-08-09 23:58:14,605 - mmaction - INFO - Epoch [27][1020/1253] lr: 4.000e-03, eta: 8:06:58, time: 0.638, data_time: 0.007, memory: 6189, top1_acc: 0.7052, top5_acc: 0.8914, loss_cls: 1.1475, loss: 1.1475, grad_norm: 3.0504 2020-08-09 23:58:27,789 - mmaction - INFO - Epoch [27][1040/1253] lr: 4.000e-03, eta: 8:06:32, time: 0.661, data_time: 0.006, memory: 6189, top1_acc: 0.7029, top5_acc: 0.8872, loss_cls: 1.1887, loss: 1.1887, grad_norm: 3.1597 2020-08-09 23:58:40,484 - mmaction - INFO - Epoch [27][1060/1253] lr: 4.000e-03, eta: 8:06:05, time: 0.631, data_time: 0.005, memory: 6189, top1_acc: 0.6901, top5_acc: 0.8792, loss_cls: 1.2092, loss: 1.2092, grad_norm: 3.1420 2020-08-09 23:58:54,014 - mmaction - INFO - Epoch [27][1080/1253] lr: 4.000e-03, eta: 8:05:39, time: 0.680, data_time: 0.008, memory: 6189, top1_acc: 0.6974, top5_acc: 0.8870, loss_cls: 1.1619, loss: 1.1619, grad_norm: 3.0422 2020-08-09 23:59:07,107 - mmaction - INFO - Epoch [27][1100/1253] lr: 4.000e-03, eta: 8:05:13, time: 0.653, data_time: 0.006, memory: 6189, top1_acc: 0.7081, top5_acc: 0.8836, loss_cls: 1.1869, loss: 1.1869, grad_norm: 3.0545 2020-08-09 23:59:19,732 - mmaction - INFO - Epoch [27][1120/1253] lr: 4.000e-03, eta: 8:04:47, time: 0.634, data_time: 0.007, memory: 6189, top1_acc: 0.6896, top5_acc: 0.8750, loss_cls: 1.2154, loss: 1.2154, grad_norm: 3.1546 2020-08-09 23:59:32,578 - mmaction - INFO - Epoch [27][1140/1253] lr: 4.000e-03, eta: 8:04:20, time: 0.639, data_time: 0.005, memory: 6189, top1_acc: 0.7057, top5_acc: 0.8828, loss_cls: 1.2061, loss: 1.2061, grad_norm: 3.1133 2020-08-09 23:59:46,201 - mmaction - INFO - Epoch [27][1160/1253] lr: 4.000e-03, eta: 8:03:55, time: 0.684, data_time: 0.006, memory: 6189, top1_acc: 0.7023, top5_acc: 0.8792, loss_cls: 1.1891, loss: 1.1891, grad_norm: 3.0758 2020-08-09 23:59:59,930 - mmaction - INFO - Epoch [27][1180/1253] lr: 4.000e-03, eta: 8:03:29, time: 0.687, data_time: 0.003, memory: 6189, top1_acc: 0.7010, top5_acc: 0.8828, loss_cls: 1.1998, loss: 1.1998, grad_norm: 3.0775 2020-08-10 00:00:22,683 - mmaction - INFO - Epoch [27][1200/1253] lr: 4.000e-03, eta: 8:03:11, time: 1.123, data_time: 0.006, memory: 6189, top1_acc: 0.7018, top5_acc: 0.8893, loss_cls: 1.1770, loss: 1.1770, grad_norm: 3.1332 2020-08-10 00:00:35,662 - mmaction - INFO - Epoch [27][1220/1253] lr: 4.000e-03, eta: 8:02:45, time: 0.664, data_time: 0.026, memory: 6189, top1_acc: 0.6966, top5_acc: 0.8677, loss_cls: 1.2455, loss: 1.2455, grad_norm: 3.1570 2020-08-10 00:00:49,104 - mmaction - INFO - Epoch [27][1240/1253] lr: 4.000e-03, eta: 8:02:20, time: 0.668, data_time: 0.007, memory: 6189, top1_acc: 0.6961, top5_acc: 0.8831, loss_cls: 1.1843, loss: 1.1843, grad_norm: 3.0957 2020-08-10 00:01:13,580 - mmaction - INFO - Saving checkpoint at 27 epochs 2020-08-10 00:07:09,044 - mmaction - INFO - Epoch [28][20/1253] lr: 4.000e-03, eta: 8:06:19, time: 17.662, data_time: 16.850, memory: 6189, top1_acc: 0.6938, top5_acc: 0.8768, loss_cls: 1.2320, loss: 1.2320, grad_norm: 3.1793 2020-08-10 00:07:21,708 - mmaction - INFO - Epoch [28][40/1253] lr: 4.000e-03, eta: 8:05:52, time: 0.636, data_time: 0.011, memory: 6189, top1_acc: 0.7117, top5_acc: 0.8904, loss_cls: 1.1407, loss: 1.1407, grad_norm: 3.0691 2020-08-10 00:07:34,308 - mmaction - INFO - Epoch [28][60/1253] lr: 4.000e-03, eta: 8:05:25, time: 0.630, data_time: 0.002, memory: 6189, top1_acc: 0.6995, top5_acc: 0.8839, loss_cls: 1.1935, loss: 1.1935, grad_norm: 3.1065 2020-08-10 00:07:46,979 - mmaction - INFO - Epoch [28][80/1253] lr: 4.000e-03, eta: 8:04:59, time: 0.630, data_time: 0.005, memory: 6189, top1_acc: 0.7083, top5_acc: 0.8807, loss_cls: 1.1794, loss: 1.1794, grad_norm: 3.1129 2020-08-10 00:07:59,442 - mmaction - INFO - Epoch [28][100/1253] lr: 4.000e-03, eta: 8:04:32, time: 0.627, data_time: 0.007, memory: 6189, top1_acc: 0.7070, top5_acc: 0.8872, loss_cls: 1.1706, loss: 1.1706, grad_norm: 3.1337 2020-08-10 00:08:12,033 - mmaction - INFO - Epoch [28][120/1253] lr: 4.000e-03, eta: 8:04:05, time: 0.628, data_time: 0.006, memory: 6189, top1_acc: 0.6917, top5_acc: 0.8862, loss_cls: 1.1956, loss: 1.1956, grad_norm: 3.1402 2020-08-10 00:08:24,555 - mmaction - INFO - Epoch [28][140/1253] lr: 4.000e-03, eta: 8:03:38, time: 0.628, data_time: 0.006, memory: 6189, top1_acc: 0.7068, top5_acc: 0.8878, loss_cls: 1.1683, loss: 1.1683, grad_norm: 3.1485 2020-08-10 00:08:37,251 - mmaction - INFO - Epoch [28][160/1253] lr: 4.000e-03, eta: 8:03:12, time: 0.631, data_time: 0.005, memory: 6189, top1_acc: 0.7091, top5_acc: 0.8940, loss_cls: 1.1365, loss: 1.1365, grad_norm: 3.1075 2020-08-10 00:08:50,407 - mmaction - INFO - Epoch [28][180/1253] lr: 4.000e-03, eta: 8:02:46, time: 0.661, data_time: 0.008, memory: 6189, top1_acc: 0.6958, top5_acc: 0.8807, loss_cls: 1.2149, loss: 1.2149, grad_norm: 3.1678 2020-08-10 00:09:03,106 - mmaction - INFO - Epoch [28][200/1253] lr: 4.000e-03, eta: 8:02:19, time: 0.634, data_time: 0.006, memory: 6189, top1_acc: 0.7039, top5_acc: 0.8792, loss_cls: 1.1837, loss: 1.1837, grad_norm: 3.1214 2020-08-10 00:09:15,675 - mmaction - INFO - Epoch [28][220/1253] lr: 4.000e-03, eta: 8:01:52, time: 0.629, data_time: 0.005, memory: 6189, top1_acc: 0.7115, top5_acc: 0.8943, loss_cls: 1.1374, loss: 1.1374, grad_norm: 3.0917 2020-08-10 00:09:28,347 - mmaction - INFO - Epoch [28][240/1253] lr: 4.000e-03, eta: 8:01:26, time: 0.634, data_time: 0.006, memory: 6189, top1_acc: 0.7036, top5_acc: 0.8870, loss_cls: 1.1942, loss: 1.1942, grad_norm: 3.1448 2020-08-10 00:09:40,909 - mmaction - INFO - Epoch [28][260/1253] lr: 4.000e-03, eta: 8:00:59, time: 0.628, data_time: 0.003, memory: 6189, top1_acc: 0.6911, top5_acc: 0.8724, loss_cls: 1.2259, loss: 1.2259, grad_norm: 3.0982 2020-08-10 00:09:54,171 - mmaction - INFO - Epoch [28][280/1253] lr: 4.000e-03, eta: 8:00:33, time: 0.659, data_time: 0.005, memory: 6189, top1_acc: 0.7078, top5_acc: 0.8865, loss_cls: 1.1761, loss: 1.1761, grad_norm: 3.0606 2020-08-10 00:10:08,107 - mmaction - INFO - Epoch [28][300/1253] lr: 4.000e-03, eta: 8:00:08, time: 0.700, data_time: 0.008, memory: 6189, top1_acc: 0.7182, top5_acc: 0.8862, loss_cls: 1.1403, loss: 1.1403, grad_norm: 3.0712 2020-08-10 00:10:21,200 - mmaction - INFO - Epoch [28][320/1253] lr: 4.000e-03, eta: 7:59:42, time: 0.651, data_time: 0.007, memory: 6189, top1_acc: 0.6987, top5_acc: 0.8773, loss_cls: 1.2037, loss: 1.2037, grad_norm: 3.1898 2020-08-10 00:10:34,548 - mmaction - INFO - Epoch [28][340/1253] lr: 4.000e-03, eta: 7:59:16, time: 0.671, data_time: 0.007, memory: 6189, top1_acc: 0.7000, top5_acc: 0.8823, loss_cls: 1.2126, loss: 1.2126, grad_norm: 3.1833 2020-08-10 00:10:47,543 - mmaction - INFO - Epoch [28][360/1253] lr: 4.000e-03, eta: 7:58:50, time: 0.650, data_time: 0.005, memory: 6189, top1_acc: 0.6979, top5_acc: 0.8826, loss_cls: 1.1885, loss: 1.1885, grad_norm: 3.1483 2020-08-10 00:11:01,302 - mmaction - INFO - Epoch [28][380/1253] lr: 4.000e-03, eta: 7:58:24, time: 0.687, data_time: 0.004, memory: 6189, top1_acc: 0.7057, top5_acc: 0.8862, loss_cls: 1.1561, loss: 1.1561, grad_norm: 3.0735 2020-08-10 00:11:14,875 - mmaction - INFO - Epoch [28][400/1253] lr: 4.000e-03, eta: 7:57:58, time: 0.677, data_time: 0.006, memory: 6189, top1_acc: 0.7047, top5_acc: 0.8844, loss_cls: 1.1884, loss: 1.1884, grad_norm: 3.1200 2020-08-10 00:11:28,055 - mmaction - INFO - Epoch [28][420/1253] lr: 4.000e-03, eta: 7:57:32, time: 0.662, data_time: 0.007, memory: 6189, top1_acc: 0.7052, top5_acc: 0.8833, loss_cls: 1.1842, loss: 1.1842, grad_norm: 3.1285 2020-08-10 00:11:40,788 - mmaction - INFO - Epoch [28][440/1253] lr: 4.000e-03, eta: 7:57:06, time: 0.635, data_time: 0.006, memory: 6189, top1_acc: 0.7039, top5_acc: 0.8852, loss_cls: 1.1559, loss: 1.1559, grad_norm: 3.0688 2020-08-10 00:11:53,805 - mmaction - INFO - Epoch [28][460/1253] lr: 4.000e-03, eta: 7:56:40, time: 0.653, data_time: 0.005, memory: 6189, top1_acc: 0.7049, top5_acc: 0.8852, loss_cls: 1.1871, loss: 1.1871, grad_norm: 3.1063 2020-08-10 00:12:07,575 - mmaction - INFO - Epoch [28][480/1253] lr: 4.000e-03, eta: 7:56:14, time: 0.688, data_time: 0.007, memory: 6189, top1_acc: 0.7044, top5_acc: 0.8883, loss_cls: 1.1813, loss: 1.1813, grad_norm: 3.1012 2020-08-10 00:12:21,159 - mmaction - INFO - Epoch [28][500/1253] lr: 4.000e-03, eta: 7:55:49, time: 0.679, data_time: 0.004, memory: 6189, top1_acc: 0.7055, top5_acc: 0.8841, loss_cls: 1.1848, loss: 1.1848, grad_norm: 3.1838 2020-08-10 00:12:34,107 - mmaction - INFO - Epoch [28][520/1253] lr: 4.000e-03, eta: 7:55:23, time: 0.646, data_time: 0.005, memory: 6189, top1_acc: 0.6927, top5_acc: 0.8849, loss_cls: 1.1989, loss: 1.1989, grad_norm: 3.1304 2020-08-10 00:12:48,183 - mmaction - INFO - Epoch [28][540/1253] lr: 4.000e-03, eta: 7:54:58, time: 0.704, data_time: 0.005, memory: 6189, top1_acc: 0.7174, top5_acc: 0.8951, loss_cls: 1.1337, loss: 1.1337, grad_norm: 2.9966 2020-08-10 00:13:01,016 - mmaction - INFO - Epoch [28][560/1253] lr: 4.000e-03, eta: 7:54:31, time: 0.639, data_time: 0.007, memory: 6189, top1_acc: 0.7044, top5_acc: 0.8898, loss_cls: 1.1586, loss: 1.1586, grad_norm: 3.1472 2020-08-10 00:13:15,605 - mmaction - INFO - Epoch [28][580/1253] lr: 4.000e-03, eta: 7:54:07, time: 0.734, data_time: 0.007, memory: 6189, top1_acc: 0.7094, top5_acc: 0.8896, loss_cls: 1.1652, loss: 1.1652, grad_norm: 3.1703 2020-08-10 00:13:28,384 - mmaction - INFO - Epoch [28][600/1253] lr: 4.000e-03, eta: 7:53:40, time: 0.637, data_time: 0.005, memory: 6189, top1_acc: 0.6893, top5_acc: 0.8724, loss_cls: 1.2420, loss: 1.2420, grad_norm: 3.1546 2020-08-10 00:13:42,138 - mmaction - INFO - Epoch [28][620/1253] lr: 4.000e-03, eta: 7:53:15, time: 0.690, data_time: 0.006, memory: 6189, top1_acc: 0.6909, top5_acc: 0.8794, loss_cls: 1.2238, loss: 1.2238, grad_norm: 3.1061 2020-08-10 00:13:55,600 - mmaction - INFO - Epoch [28][640/1253] lr: 4.000e-03, eta: 7:52:49, time: 0.670, data_time: 0.005, memory: 6189, top1_acc: 0.7039, top5_acc: 0.8807, loss_cls: 1.1658, loss: 1.1658, grad_norm: 3.0956 2020-08-10 00:14:08,791 - mmaction - INFO - Epoch [28][660/1253] lr: 4.000e-03, eta: 7:52:24, time: 0.663, data_time: 0.007, memory: 6189, top1_acc: 0.7055, top5_acc: 0.8891, loss_cls: 1.1803, loss: 1.1803, grad_norm: 3.1344 2020-08-10 00:14:23,600 - mmaction - INFO - Epoch [28][680/1253] lr: 4.000e-03, eta: 7:51:59, time: 0.739, data_time: 0.006, memory: 6189, top1_acc: 0.7044, top5_acc: 0.8820, loss_cls: 1.1677, loss: 1.1677, grad_norm: 3.1041 2020-08-10 00:14:37,416 - mmaction - INFO - Epoch [28][700/1253] lr: 4.000e-03, eta: 7:51:34, time: 0.693, data_time: 0.005, memory: 6189, top1_acc: 0.6917, top5_acc: 0.8802, loss_cls: 1.2148, loss: 1.2148, grad_norm: 3.1939 2020-08-10 00:14:51,835 - mmaction - INFO - Epoch [28][720/1253] lr: 4.000e-03, eta: 7:51:09, time: 0.719, data_time: 0.005, memory: 6189, top1_acc: 0.7031, top5_acc: 0.8813, loss_cls: 1.1957, loss: 1.1957, grad_norm: 3.1144 2020-08-10 00:15:05,950 - mmaction - INFO - Epoch [28][740/1253] lr: 4.000e-03, eta: 7:50:44, time: 0.706, data_time: 0.005, memory: 6189, top1_acc: 0.6898, top5_acc: 0.8745, loss_cls: 1.2480, loss: 1.2480, grad_norm: 3.1838 2020-08-10 00:15:19,368 - mmaction - INFO - Epoch [28][760/1253] lr: 4.000e-03, eta: 7:50:19, time: 0.670, data_time: 0.006, memory: 6189, top1_acc: 0.6969, top5_acc: 0.8841, loss_cls: 1.1804, loss: 1.1804, grad_norm: 3.0985 2020-08-10 00:15:34,113 - mmaction - INFO - Epoch [28][780/1253] lr: 4.000e-03, eta: 7:49:54, time: 0.739, data_time: 0.006, memory: 6189, top1_acc: 0.6977, top5_acc: 0.8826, loss_cls: 1.2109, loss: 1.2109, grad_norm: 3.1457 2020-08-10 00:15:47,444 - mmaction - INFO - Epoch [28][800/1253] lr: 4.000e-03, eta: 7:49:29, time: 0.665, data_time: 0.006, memory: 6189, top1_acc: 0.6909, top5_acc: 0.8742, loss_cls: 1.2432, loss: 1.2432, grad_norm: 3.1852 2020-08-10 00:16:00,774 - mmaction - INFO - Epoch [28][820/1253] lr: 4.000e-03, eta: 7:49:03, time: 0.669, data_time: 0.006, memory: 6189, top1_acc: 0.6906, top5_acc: 0.8841, loss_cls: 1.2242, loss: 1.2242, grad_norm: 3.2250 2020-08-10 00:16:14,272 - mmaction - INFO - Epoch [28][840/1253] lr: 4.000e-03, eta: 7:48:38, time: 0.675, data_time: 0.005, memory: 6189, top1_acc: 0.7013, top5_acc: 0.8857, loss_cls: 1.1796, loss: 1.1796, grad_norm: 3.1256 2020-08-10 00:16:27,933 - mmaction - INFO - Epoch [28][860/1253] lr: 4.000e-03, eta: 7:48:12, time: 0.683, data_time: 0.003, memory: 6189, top1_acc: 0.7102, top5_acc: 0.8888, loss_cls: 1.1526, loss: 1.1526, grad_norm: 3.1484 2020-08-10 00:16:41,870 - mmaction - INFO - Epoch [28][880/1253] lr: 4.000e-03, eta: 7:47:47, time: 0.697, data_time: 0.005, memory: 6189, top1_acc: 0.6911, top5_acc: 0.8792, loss_cls: 1.2413, loss: 1.2413, grad_norm: 3.2226 2020-08-10 00:16:54,911 - mmaction - INFO - Epoch [28][900/1253] lr: 4.000e-03, eta: 7:47:21, time: 0.652, data_time: 0.004, memory: 6189, top1_acc: 0.7036, top5_acc: 0.8896, loss_cls: 1.1674, loss: 1.1674, grad_norm: 3.1432 2020-08-10 00:17:08,888 - mmaction - INFO - Epoch [28][920/1253] lr: 4.000e-03, eta: 7:46:56, time: 0.697, data_time: 0.006, memory: 6189, top1_acc: 0.6896, top5_acc: 0.8846, loss_cls: 1.2155, loss: 1.2155, grad_norm: 3.1430 2020-08-10 00:17:22,049 - mmaction - INFO - Epoch [28][940/1253] lr: 4.000e-03, eta: 7:46:31, time: 0.661, data_time: 0.007, memory: 6189, top1_acc: 0.7086, top5_acc: 0.8841, loss_cls: 1.1651, loss: 1.1651, grad_norm: 3.1470 2020-08-10 00:17:36,376 - mmaction - INFO - Epoch [28][960/1253] lr: 4.000e-03, eta: 7:46:06, time: 0.716, data_time: 0.005, memory: 6189, top1_acc: 0.7060, top5_acc: 0.8883, loss_cls: 1.1505, loss: 1.1505, grad_norm: 3.1103 2020-08-10 00:17:50,386 - mmaction - INFO - Epoch [28][980/1253] lr: 4.000e-03, eta: 7:45:41, time: 0.701, data_time: 0.004, memory: 6189, top1_acc: 0.6951, top5_acc: 0.8823, loss_cls: 1.2002, loss: 1.2002, grad_norm: 3.1445 2020-08-10 00:18:04,452 - mmaction - INFO - Epoch [28][1000/1253] lr: 4.000e-03, eta: 7:45:16, time: 0.702, data_time: 0.005, memory: 6189, top1_acc: 0.6979, top5_acc: 0.8828, loss_cls: 1.2005, loss: 1.2005, grad_norm: 3.2138 2020-08-10 00:18:17,419 - mmaction - INFO - Epoch [28][1020/1253] lr: 4.000e-03, eta: 7:44:51, time: 0.650, data_time: 0.005, memory: 6189, top1_acc: 0.6995, top5_acc: 0.8862, loss_cls: 1.2097, loss: 1.2097, grad_norm: 3.1313 2020-08-10 00:18:32,261 - mmaction - INFO - Epoch [28][1040/1253] lr: 4.000e-03, eta: 7:44:26, time: 0.740, data_time: 0.007, memory: 6189, top1_acc: 0.7039, top5_acc: 0.8818, loss_cls: 1.1814, loss: 1.1814, grad_norm: 3.1656 2020-08-10 00:18:46,004 - mmaction - INFO - Epoch [28][1060/1253] lr: 4.000e-03, eta: 7:44:01, time: 0.690, data_time: 0.007, memory: 6189, top1_acc: 0.6888, top5_acc: 0.8896, loss_cls: 1.1911, loss: 1.1911, grad_norm: 3.1528 2020-08-10 00:18:59,498 - mmaction - INFO - Epoch [28][1080/1253] lr: 4.000e-03, eta: 7:43:36, time: 0.675, data_time: 0.006, memory: 6189, top1_acc: 0.7055, top5_acc: 0.8823, loss_cls: 1.1884, loss: 1.1884, grad_norm: 3.1608 2020-08-10 00:19:12,373 - mmaction - INFO - Epoch [28][1100/1253] lr: 4.000e-03, eta: 7:43:10, time: 0.644, data_time: 0.004, memory: 6189, top1_acc: 0.7112, top5_acc: 0.8839, loss_cls: 1.1761, loss: 1.1761, grad_norm: 3.0828 2020-08-10 00:19:26,757 - mmaction - INFO - Epoch [28][1120/1253] lr: 4.000e-03, eta: 7:42:46, time: 0.716, data_time: 0.005, memory: 6189, top1_acc: 0.6932, top5_acc: 0.8773, loss_cls: 1.2202, loss: 1.2202, grad_norm: 3.1839 2020-08-10 00:19:39,992 - mmaction - INFO - Epoch [28][1140/1253] lr: 4.000e-03, eta: 7:42:20, time: 0.664, data_time: 0.007, memory: 6189, top1_acc: 0.7073, top5_acc: 0.8878, loss_cls: 1.1866, loss: 1.1866, grad_norm: 3.1487 2020-08-10 00:19:54,952 - mmaction - INFO - Epoch [28][1160/1253] lr: 4.000e-03, eta: 7:41:56, time: 0.747, data_time: 0.005, memory: 6189, top1_acc: 0.7023, top5_acc: 0.8841, loss_cls: 1.1860, loss: 1.1860, grad_norm: 3.1562 2020-08-10 00:20:09,674 - mmaction - INFO - Epoch [28][1180/1253] lr: 4.000e-03, eta: 7:41:32, time: 0.738, data_time: 0.005, memory: 6189, top1_acc: 0.6982, top5_acc: 0.8857, loss_cls: 1.1753, loss: 1.1753, grad_norm: 3.0876 2020-08-10 00:20:24,003 - mmaction - INFO - Epoch [28][1200/1253] lr: 4.000e-03, eta: 7:41:07, time: 0.713, data_time: 0.005, memory: 6189, top1_acc: 0.6984, top5_acc: 0.8833, loss_cls: 1.1991, loss: 1.1991, grad_norm: 3.1655 2020-08-10 00:20:37,854 - mmaction - INFO - Epoch [28][1220/1253] lr: 4.000e-03, eta: 7:40:43, time: 0.696, data_time: 0.007, memory: 6189, top1_acc: 0.7026, top5_acc: 0.8831, loss_cls: 1.1856, loss: 1.1856, grad_norm: 3.1526 2020-08-10 00:20:51,090 - mmaction - INFO - Epoch [28][1240/1253] lr: 4.000e-03, eta: 7:40:17, time: 0.659, data_time: 0.004, memory: 6189, top1_acc: 0.7031, top5_acc: 0.8727, loss_cls: 1.2052, loss: 1.2052, grad_norm: 3.1242 2020-08-10 00:21:12,017 - mmaction - INFO - Saving checkpoint at 28 epochs 2020-08-10 00:26:57,621 - mmaction - INFO - Epoch [29][20/1253] lr: 4.000e-03, eta: 7:43:49, time: 17.235, data_time: 16.361, memory: 6189, top1_acc: 0.7198, top5_acc: 0.8953, loss_cls: 1.1106, loss: 1.1106, grad_norm: 3.0977 2020-08-10 00:27:10,304 - mmaction - INFO - Epoch [29][40/1253] lr: 4.000e-03, eta: 7:43:23, time: 0.638, data_time: 0.016, memory: 6189, top1_acc: 0.7073, top5_acc: 0.8872, loss_cls: 1.1538, loss: 1.1538, grad_norm: 3.1611 2020-08-10 00:27:22,928 - mmaction - INFO - Epoch [29][60/1253] lr: 4.000e-03, eta: 7:42:56, time: 0.634, data_time: 0.008, memory: 6189, top1_acc: 0.6990, top5_acc: 0.8836, loss_cls: 1.1777, loss: 1.1777, grad_norm: 3.1954 2020-08-10 00:27:35,649 - mmaction - INFO - Epoch [29][80/1253] lr: 4.000e-03, eta: 7:42:30, time: 0.632, data_time: 0.005, memory: 6189, top1_acc: 0.7057, top5_acc: 0.8854, loss_cls: 1.1555, loss: 1.1555, grad_norm: 3.1597 2020-08-10 00:27:48,211 - mmaction - INFO - Epoch [29][100/1253] lr: 4.000e-03, eta: 7:42:04, time: 0.631, data_time: 0.007, memory: 6189, top1_acc: 0.7018, top5_acc: 0.8826, loss_cls: 1.2027, loss: 1.2027, grad_norm: 3.2053 2020-08-10 00:28:00,948 - mmaction - INFO - Epoch [29][120/1253] lr: 4.000e-03, eta: 7:41:38, time: 0.636, data_time: 0.006, memory: 6189, top1_acc: 0.6951, top5_acc: 0.8917, loss_cls: 1.1679, loss: 1.1679, grad_norm: 3.1500 2020-08-10 00:28:13,446 - mmaction - INFO - Epoch [29][140/1253] lr: 4.000e-03, eta: 7:41:12, time: 0.627, data_time: 0.005, memory: 6189, top1_acc: 0.6992, top5_acc: 0.8844, loss_cls: 1.1927, loss: 1.1927, grad_norm: 3.1286 2020-08-10 00:28:25,994 - mmaction - INFO - Epoch [29][160/1253] lr: 4.000e-03, eta: 7:40:46, time: 0.625, data_time: 0.005, memory: 6189, top1_acc: 0.7135, top5_acc: 0.8956, loss_cls: 1.1412, loss: 1.1412, grad_norm: 3.0458 2020-08-10 00:28:38,575 - mmaction - INFO - Epoch [29][180/1253] lr: 4.000e-03, eta: 7:40:20, time: 0.631, data_time: 0.007, memory: 6189, top1_acc: 0.7023, top5_acc: 0.8904, loss_cls: 1.1570, loss: 1.1570, grad_norm: 3.2154 2020-08-10 00:28:51,293 - mmaction - INFO - Epoch [29][200/1253] lr: 4.000e-03, eta: 7:39:54, time: 0.636, data_time: 0.006, memory: 6189, top1_acc: 0.7055, top5_acc: 0.8919, loss_cls: 1.1480, loss: 1.1480, grad_norm: 3.1348 2020-08-10 00:29:03,882 - mmaction - INFO - Epoch [29][220/1253] lr: 4.000e-03, eta: 7:39:28, time: 0.630, data_time: 0.004, memory: 6189, top1_acc: 0.7193, top5_acc: 0.8906, loss_cls: 1.1348, loss: 1.1348, grad_norm: 3.1276 2020-08-10 00:29:16,645 - mmaction - INFO - Epoch [29][240/1253] lr: 4.000e-03, eta: 7:39:02, time: 0.634, data_time: 0.004, memory: 6189, top1_acc: 0.6956, top5_acc: 0.8833, loss_cls: 1.2022, loss: 1.2022, grad_norm: 3.2217 2020-08-10 00:29:29,637 - mmaction - INFO - Epoch [29][260/1253] lr: 4.000e-03, eta: 7:38:36, time: 0.653, data_time: 0.007, memory: 6189, top1_acc: 0.7070, top5_acc: 0.8802, loss_cls: 1.1946, loss: 1.1946, grad_norm: 3.1554 2020-08-10 00:29:42,854 - mmaction - INFO - Epoch [29][280/1253] lr: 4.000e-03, eta: 7:38:11, time: 0.659, data_time: 0.005, memory: 6189, top1_acc: 0.7232, top5_acc: 0.8911, loss_cls: 1.1147, loss: 1.1147, grad_norm: 3.0678 2020-08-10 00:29:56,030 - mmaction - INFO - Epoch [29][300/1253] lr: 4.000e-03, eta: 7:37:45, time: 0.660, data_time: 0.006, memory: 6189, top1_acc: 0.7094, top5_acc: 0.8872, loss_cls: 1.1868, loss: 1.1868, grad_norm: 3.2028 2020-08-10 00:30:10,222 - mmaction - INFO - Epoch [29][320/1253] lr: 4.000e-03, eta: 7:37:21, time: 0.708, data_time: 0.006, memory: 6189, top1_acc: 0.7049, top5_acc: 0.8844, loss_cls: 1.1619, loss: 1.1619, grad_norm: 3.1279 2020-08-10 00:30:23,648 - mmaction - INFO - Epoch [29][340/1253] lr: 4.000e-03, eta: 7:36:55, time: 0.673, data_time: 0.006, memory: 6189, top1_acc: 0.6982, top5_acc: 0.8836, loss_cls: 1.1883, loss: 1.1883, grad_norm: 3.1921 2020-08-10 00:30:36,953 - mmaction - INFO - Epoch [29][360/1253] lr: 4.000e-03, eta: 7:36:30, time: 0.663, data_time: 0.007, memory: 6189, top1_acc: 0.7164, top5_acc: 0.8878, loss_cls: 1.1563, loss: 1.1563, grad_norm: 3.1230 2020-08-10 00:32:04,285 - mmaction - INFO - Epoch [29][380/1253] lr: 4.000e-03, eta: 7:37:01, time: 4.368, data_time: 0.007, memory: 6189, top1_acc: 0.7167, top5_acc: 0.8789, loss_cls: 1.1806, loss: 1.1806, grad_norm: 3.1102 2020-08-10 00:32:16,833 - mmaction - INFO - Epoch [29][400/1253] lr: 4.000e-03, eta: 7:36:35, time: 0.628, data_time: 0.003, memory: 6189, top1_acc: 0.7018, top5_acc: 0.8810, loss_cls: 1.2030, loss: 1.2030, grad_norm: 3.2027 2020-08-10 00:32:29,705 - mmaction - INFO - Epoch [29][420/1253] lr: 4.000e-03, eta: 7:36:10, time: 0.643, data_time: 0.006, memory: 6189, top1_acc: 0.7148, top5_acc: 0.8799, loss_cls: 1.1572, loss: 1.1572, grad_norm: 3.1809 2020-08-10 00:36:32,038 - mmaction - INFO - Epoch [29][440/1253] lr: 4.000e-03, eta: 7:38:39, time: 12.117, data_time: 0.005, memory: 6189, top1_acc: 0.7070, top5_acc: 0.8846, loss_cls: 1.1783, loss: 1.1783, grad_norm: 3.1173 2020-08-10 00:37:29,756 - mmaction - INFO - Epoch [29][460/1253] lr: 4.000e-03, eta: 7:38:47, time: 2.887, data_time: 0.004, memory: 6189, top1_acc: 0.7081, top5_acc: 0.8849, loss_cls: 1.1527, loss: 1.1527, grad_norm: 3.1282 2020-08-10 00:38:04,637 - mmaction - INFO - Epoch [29][480/1253] lr: 4.000e-03, eta: 7:38:38, time: 1.744, data_time: 0.005, memory: 6189, top1_acc: 0.7047, top5_acc: 0.8792, loss_cls: 1.2026, loss: 1.2026, grad_norm: 3.1731 2020-08-10 00:38:17,161 - mmaction - INFO - Epoch [29][500/1253] lr: 4.000e-03, eta: 7:38:12, time: 0.626, data_time: 0.002, memory: 6189, top1_acc: 0.7133, top5_acc: 0.8878, loss_cls: 1.1520, loss: 1.1520, grad_norm: 3.1251 2020-08-10 00:43:14,470 - mmaction - INFO - Epoch [29][520/1253] lr: 4.000e-03, eta: 7:41:22, time: 14.852, data_time: 0.005, memory: 6189, top1_acc: 0.7107, top5_acc: 0.8862, loss_cls: 1.1673, loss: 1.1673, grad_norm: 3.1626 2020-08-10 00:47:25,382 - mmaction - INFO - Epoch [29][540/1253] lr: 4.000e-03, eta: 7:43:56, time: 12.555, data_time: 0.018, memory: 6189, top1_acc: 0.7013, top5_acc: 0.8823, loss_cls: 1.1780, loss: 1.1780, grad_norm: 3.1415 2020-08-10 00:47:37,934 - mmaction - INFO - Epoch [29][560/1253] lr: 4.000e-03, eta: 7:43:30, time: 0.631, data_time: 0.008, memory: 6189, top1_acc: 0.7044, top5_acc: 0.8794, loss_cls: 1.2044, loss: 1.2044, grad_norm: 3.1565 2020-08-10 00:47:50,541 - mmaction - INFO - Epoch [29][580/1253] lr: 4.000e-03, eta: 7:43:03, time: 0.629, data_time: 0.005, memory: 6189, top1_acc: 0.6948, top5_acc: 0.8688, loss_cls: 1.2284, loss: 1.2284, grad_norm: 3.1563 2020-08-10 00:48:03,205 - mmaction - INFO - Epoch [29][600/1253] lr: 4.000e-03, eta: 7:42:36, time: 0.634, data_time: 0.005, memory: 6189, top1_acc: 0.7016, top5_acc: 0.8810, loss_cls: 1.2063, loss: 1.2063, grad_norm: 3.1480 2020-08-10 00:48:15,931 - mmaction - INFO - Epoch [29][620/1253] lr: 4.000e-03, eta: 7:42:10, time: 0.634, data_time: 0.006, memory: 6189, top1_acc: 0.6992, top5_acc: 0.8880, loss_cls: 1.1581, loss: 1.1581, grad_norm: 3.1633 2020-08-10 00:48:28,649 - mmaction - INFO - Epoch [29][640/1253] lr: 4.000e-03, eta: 7:41:43, time: 0.639, data_time: 0.007, memory: 6189, top1_acc: 0.7042, top5_acc: 0.8833, loss_cls: 1.1792, loss: 1.1792, grad_norm: 3.1927 2020-08-10 00:48:41,411 - mmaction - INFO - Epoch [29][660/1253] lr: 4.000e-03, eta: 7:41:17, time: 0.635, data_time: 0.006, memory: 6189, top1_acc: 0.7120, top5_acc: 0.8852, loss_cls: 1.1329, loss: 1.1329, grad_norm: 3.1505 2020-08-10 00:48:54,059 - mmaction - INFO - Epoch [29][680/1253] lr: 4.000e-03, eta: 7:40:50, time: 0.636, data_time: 0.007, memory: 6189, top1_acc: 0.7081, top5_acc: 0.8901, loss_cls: 1.1609, loss: 1.1609, grad_norm: 3.1954 2020-08-10 00:50:28,220 - mmaction - INFO - Epoch [29][700/1253] lr: 4.000e-03, eta: 7:41:25, time: 4.708, data_time: 0.006, memory: 6189, top1_acc: 0.7073, top5_acc: 0.8948, loss_cls: 1.1688, loss: 1.1688, grad_norm: 3.2104 2020-08-10 00:50:46,842 - mmaction - INFO - Epoch [29][720/1253] lr: 4.000e-03, eta: 7:41:03, time: 0.931, data_time: 0.005, memory: 6189, top1_acc: 0.7023, top5_acc: 0.8799, loss_cls: 1.2049, loss: 1.2049, grad_norm: 3.1982 2020-08-10 00:50:59,508 - mmaction - INFO - Epoch [29][740/1253] lr: 4.000e-03, eta: 7:40:36, time: 0.633, data_time: 0.005, memory: 6189, top1_acc: 0.7018, top5_acc: 0.8836, loss_cls: 1.1850, loss: 1.1850, grad_norm: 3.1835 2020-08-10 00:51:12,201 - mmaction - INFO - Epoch [29][760/1253] lr: 4.000e-03, eta: 7:40:10, time: 0.635, data_time: 0.004, memory: 6189, top1_acc: 0.7013, top5_acc: 0.8849, loss_cls: 1.1815, loss: 1.1815, grad_norm: 3.2091 2020-08-10 00:51:25,045 - mmaction - INFO - Epoch [29][780/1253] lr: 4.000e-03, eta: 7:39:43, time: 0.639, data_time: 0.006, memory: 6189, top1_acc: 0.7151, top5_acc: 0.8818, loss_cls: 1.1503, loss: 1.1503, grad_norm: 3.1001 2020-08-10 00:53:46,003 - mmaction - INFO - Epoch [29][800/1253] lr: 4.000e-03, eta: 7:40:53, time: 7.051, data_time: 0.007, memory: 6189, top1_acc: 0.7068, top5_acc: 0.8880, loss_cls: 1.1800, loss: 1.1800, grad_norm: 3.1600 2020-08-10 00:58:47,109 - mmaction - INFO - Epoch [29][820/1253] lr: 4.000e-03, eta: 7:44:01, time: 15.055, data_time: 0.003, memory: 6189, top1_acc: 0.6977, top5_acc: 0.8839, loss_cls: 1.1699, loss: 1.1699, grad_norm: 3.1930 2020-08-10 00:58:59,845 - mmaction - INFO - Epoch [29][840/1253] lr: 4.000e-03, eta: 7:43:34, time: 0.637, data_time: 0.003, memory: 6189, top1_acc: 0.7122, top5_acc: 0.8857, loss_cls: 1.1521, loss: 1.1521, grad_norm: 3.1172 2020-08-10 00:59:12,594 - mmaction - INFO - Epoch [29][860/1253] lr: 4.000e-03, eta: 7:43:07, time: 0.635, data_time: 0.005, memory: 6189, top1_acc: 0.7026, top5_acc: 0.8917, loss_cls: 1.1612, loss: 1.1612, grad_norm: 3.1699 2020-08-10 00:59:25,133 - mmaction - INFO - Epoch [29][880/1253] lr: 4.000e-03, eta: 7:42:40, time: 0.629, data_time: 0.006, memory: 6189, top1_acc: 0.6964, top5_acc: 0.8797, loss_cls: 1.1899, loss: 1.1899, grad_norm: 3.1665 2020-08-10 00:59:37,830 - mmaction - INFO - Epoch [29][900/1253] lr: 4.000e-03, eta: 7:42:13, time: 0.632, data_time: 0.005, memory: 6189, top1_acc: 0.7096, top5_acc: 0.8883, loss_cls: 1.1669, loss: 1.1669, grad_norm: 3.1389 2020-08-10 00:59:50,525 - mmaction - INFO - Epoch [29][920/1253] lr: 4.000e-03, eta: 7:41:47, time: 0.638, data_time: 0.006, memory: 6189, top1_acc: 0.6974, top5_acc: 0.8784, loss_cls: 1.2083, loss: 1.2083, grad_norm: 3.1519 2020-08-10 01:00:39,456 - mmaction - INFO - Epoch [29][940/1253] lr: 4.000e-03, eta: 7:41:46, time: 2.428, data_time: 0.006, memory: 6189, top1_acc: 0.6971, top5_acc: 0.8799, loss_cls: 1.2104, loss: 1.2104, grad_norm: 3.1627 2020-08-10 01:00:52,053 - mmaction - INFO - Epoch [29][960/1253] lr: 4.000e-03, eta: 7:41:20, time: 0.648, data_time: 0.024, memory: 6189, top1_acc: 0.7042, top5_acc: 0.8807, loss_cls: 1.1870, loss: 1.1870, grad_norm: 3.1626 2020-08-10 01:03:09,989 - mmaction - INFO - Epoch [29][980/1253] lr: 4.000e-03, eta: 7:42:25, time: 6.895, data_time: 0.005, memory: 6189, top1_acc: 0.7044, top5_acc: 0.8906, loss_cls: 1.1804, loss: 1.1804, grad_norm: 3.1825 2020-08-10 01:03:57,264 - mmaction - INFO - Epoch [29][1000/1253] lr: 4.000e-03, eta: 7:42:24, time: 2.360, data_time: 0.005, memory: 6189, top1_acc: 0.6966, top5_acc: 0.8836, loss_cls: 1.1850, loss: 1.1850, grad_norm: 3.1639 2020-08-10 01:06:43,282 - mmaction - INFO - Epoch [29][1020/1253] lr: 4.000e-03, eta: 7:43:50, time: 8.304, data_time: 0.011, memory: 6189, top1_acc: 0.7073, top5_acc: 0.8789, loss_cls: 1.1959, loss: 1.1959, grad_norm: 3.1754 2020-08-10 01:12:31,974 - mmaction - INFO - Epoch [29][1040/1253] lr: 4.000e-03, eta: 7:47:29, time: 17.437, data_time: 0.007, memory: 6189, top1_acc: 0.6982, top5_acc: 0.8883, loss_cls: 1.1725, loss: 1.1725, grad_norm: 3.1867 2020-08-10 01:15:45,196 - mmaction - INFO - Epoch [29][1060/1253] lr: 4.000e-03, eta: 7:49:14, time: 9.661, data_time: 0.003, memory: 6189, top1_acc: 0.7039, top5_acc: 0.8784, loss_cls: 1.1930, loss: 1.1930, grad_norm: 3.2030 2020-08-10 01:18:20,637 - mmaction - INFO - Epoch [29][1080/1253] lr: 4.000e-03, eta: 7:50:31, time: 7.771, data_time: 0.003, memory: 6189, top1_acc: 0.7052, top5_acc: 0.8852, loss_cls: 1.1684, loss: 1.1684, grad_norm: 3.1367 2020-08-10 01:21:08,733 - mmaction - INFO - Epoch [29][1100/1253] lr: 4.000e-03, eta: 7:51:57, time: 8.406, data_time: 0.006, memory: 6189, top1_acc: 0.7091, top5_acc: 0.8857, loss_cls: 1.1451, loss: 1.1451, grad_norm: 3.1345 2020-08-10 01:24:31,157 - mmaction - INFO - Epoch [29][1120/1253] lr: 4.000e-03, eta: 7:53:48, time: 10.122, data_time: 0.003, memory: 6189, top1_acc: 0.6984, top5_acc: 0.8828, loss_cls: 1.1919, loss: 1.1919, grad_norm: 3.1905 2020-08-10 01:24:57,957 - mmaction - INFO - Epoch [29][1140/1253] lr: 4.000e-03, eta: 7:53:31, time: 1.340, data_time: 0.002, memory: 6189, top1_acc: 0.7018, top5_acc: 0.8786, loss_cls: 1.1785, loss: 1.1785, grad_norm: 3.1686 2020-08-10 01:28:13,203 - mmaction - INFO - Epoch [29][1160/1253] lr: 4.000e-03, eta: 7:55:16, time: 9.762, data_time: 0.005, memory: 6189, top1_acc: 0.7141, top5_acc: 0.8854, loss_cls: 1.1333, loss: 1.1333, grad_norm: 3.1526 2020-08-10 01:33:34,294 - mmaction - INFO - Epoch [29][1180/1253] lr: 4.000e-03, eta: 7:58:32, time: 16.055, data_time: 0.003, memory: 6189, top1_acc: 0.7055, top5_acc: 0.8812, loss_cls: 1.2025, loss: 1.2025, grad_norm: 3.2524 2020-08-10 01:37:35,622 - mmaction - INFO - Epoch [29][1200/1253] lr: 4.000e-03, eta: 8:00:50, time: 12.066, data_time: 0.004, memory: 6189, top1_acc: 0.7034, top5_acc: 0.8867, loss_cls: 1.1788, loss: 1.1788, grad_norm: 3.1936 2020-08-10 01:44:19,135 - mmaction - INFO - Epoch [29][1220/1253] lr: 4.000e-03, eta: 8:05:05, time: 20.174, data_time: 0.003, memory: 6189, top1_acc: 0.7086, top5_acc: 0.8812, loss_cls: 1.1668, loss: 1.1668, grad_norm: 3.1828 2020-08-10 01:49:46,627 - mmaction - INFO - Epoch [29][1240/1253] lr: 4.000e-03, eta: 8:08:24, time: 16.372, data_time: 0.006, memory: 6189, top1_acc: 0.7060, top5_acc: 0.8880, loss_cls: 1.1893, loss: 1.1893, grad_norm: 3.2156 2020-08-10 01:50:11,087 - mmaction - INFO - Saving checkpoint at 29 epochs 2020-08-10 01:55:55,987 - mmaction - INFO - Epoch [30][20/1253] lr: 4.000e-03, eta: 8:11:29, time: 17.157, data_time: 16.374, memory: 6189, top1_acc: 0.7010, top5_acc: 0.8810, loss_cls: 1.1792, loss: 1.1792, grad_norm: 3.2061 2020-08-10 01:56:08,662 - mmaction - INFO - Epoch [30][40/1253] lr: 4.000e-03, eta: 8:11:00, time: 0.636, data_time: 0.013, memory: 6189, top1_acc: 0.7008, top5_acc: 0.8823, loss_cls: 1.1798, loss: 1.1798, grad_norm: 3.2603 2020-08-10 01:56:21,097 - mmaction - INFO - Epoch [30][60/1253] lr: 4.000e-03, eta: 8:10:30, time: 0.624, data_time: 0.006, memory: 6189, top1_acc: 0.7167, top5_acc: 0.8906, loss_cls: 1.1324, loss: 1.1324, grad_norm: 3.1734 2020-08-10 01:56:33,721 - mmaction - INFO - Epoch [30][80/1253] lr: 4.000e-03, eta: 8:10:00, time: 0.629, data_time: 0.006, memory: 6189, top1_acc: 0.7104, top5_acc: 0.8823, loss_cls: 1.1789, loss: 1.1789, grad_norm: 3.2253 2020-08-10 01:56:46,331 - mmaction - INFO - Epoch [30][100/1253] lr: 4.000e-03, eta: 8:09:31, time: 0.633, data_time: 0.006, memory: 6189, top1_acc: 0.7044, top5_acc: 0.8794, loss_cls: 1.1937, loss: 1.1937, grad_norm: 3.1944 2020-08-10 01:56:59,000 - mmaction - INFO - Epoch [30][120/1253] lr: 4.000e-03, eta: 8:09:02, time: 0.631, data_time: 0.005, memory: 6189, top1_acc: 0.7190, top5_acc: 0.8852, loss_cls: 1.1332, loss: 1.1332, grad_norm: 3.1868 2020-08-10 01:57:11,608 - mmaction - INFO - Epoch [30][140/1253] lr: 4.000e-03, eta: 8:08:32, time: 0.634, data_time: 0.006, memory: 6189, top1_acc: 0.7185, top5_acc: 0.8917, loss_cls: 1.1285, loss: 1.1285, grad_norm: 3.1408 2020-08-10 01:57:24,390 - mmaction - INFO - Epoch [30][160/1253] lr: 4.000e-03, eta: 8:08:03, time: 0.635, data_time: 0.005, memory: 6189, top1_acc: 0.7042, top5_acc: 0.8875, loss_cls: 1.1517, loss: 1.1517, grad_norm: 3.1992 2020-08-10 01:57:37,098 - mmaction - INFO - Epoch [30][180/1253] lr: 4.000e-03, eta: 8:07:34, time: 0.639, data_time: 0.007, memory: 6189, top1_acc: 0.7026, top5_acc: 0.8875, loss_cls: 1.1633, loss: 1.1633, grad_norm: 3.2001 2020-08-10 01:57:49,782 - mmaction - INFO - Epoch [30][200/1253] lr: 4.000e-03, eta: 8:07:04, time: 0.633, data_time: 0.004, memory: 6189, top1_acc: 0.7125, top5_acc: 0.8898, loss_cls: 1.1343, loss: 1.1343, grad_norm: 3.1464 2020-08-10 01:58:02,355 - mmaction - INFO - Epoch [30][220/1253] lr: 4.000e-03, eta: 8:06:35, time: 0.629, data_time: 0.004, memory: 6189, top1_acc: 0.7086, top5_acc: 0.8865, loss_cls: 1.1522, loss: 1.1522, grad_norm: 3.2063 2020-08-10 01:58:15,189 - mmaction - INFO - Epoch [30][240/1253] lr: 4.000e-03, eta: 8:06:06, time: 0.640, data_time: 0.006, memory: 6189, top1_acc: 0.7083, top5_acc: 0.8880, loss_cls: 1.1570, loss: 1.1570, grad_norm: 3.2061 2020-08-10 01:58:27,825 - mmaction - INFO - Epoch [30][260/1253] lr: 4.000e-03, eta: 8:05:36, time: 0.633, data_time: 0.006, memory: 6189, top1_acc: 0.7164, top5_acc: 0.8854, loss_cls: 1.1470, loss: 1.1470, grad_norm: 3.1787 2020-08-10 01:58:41,048 - mmaction - INFO - Epoch [30][280/1253] lr: 4.000e-03, eta: 8:05:07, time: 0.660, data_time: 0.006, memory: 6189, top1_acc: 0.7187, top5_acc: 0.8859, loss_cls: 1.1364, loss: 1.1364, grad_norm: 3.1551 2020-08-10 01:58:54,516 - mmaction - INFO - Epoch [30][300/1253] lr: 4.000e-03, eta: 8:04:39, time: 0.675, data_time: 0.005, memory: 6189, top1_acc: 0.6940, top5_acc: 0.8810, loss_cls: 1.1950, loss: 1.1950, grad_norm: 3.2622 2020-08-10 01:59:08,048 - mmaction - INFO - Epoch [30][320/1253] lr: 4.000e-03, eta: 8:04:10, time: 0.675, data_time: 0.006, memory: 6189, top1_acc: 0.6990, top5_acc: 0.8789, loss_cls: 1.2189, loss: 1.2189, grad_norm: 3.2730 2020-08-10 01:59:21,392 - mmaction - INFO - Epoch [30][340/1253] lr: 4.000e-03, eta: 8:03:41, time: 0.669, data_time: 0.005, memory: 6189, top1_acc: 0.7193, top5_acc: 0.8883, loss_cls: 1.1374, loss: 1.1374, grad_norm: 3.1367 2020-08-10 01:59:34,541 - mmaction - INFO - Epoch [30][360/1253] lr: 4.000e-03, eta: 8:03:13, time: 0.656, data_time: 0.006, memory: 6189, top1_acc: 0.7049, top5_acc: 0.8872, loss_cls: 1.1643, loss: 1.1643, grad_norm: 3.2013 2020-08-10 01:59:47,753 - mmaction - INFO - Epoch [30][380/1253] lr: 4.000e-03, eta: 8:02:44, time: 0.662, data_time: 0.006, memory: 6189, top1_acc: 0.7167, top5_acc: 0.8875, loss_cls: 1.1300, loss: 1.1300, grad_norm: 3.1803 2020-08-10 02:00:00,941 - mmaction - INFO - Epoch [30][400/1253] lr: 4.000e-03, eta: 8:02:15, time: 0.658, data_time: 0.005, memory: 6189, top1_acc: 0.7065, top5_acc: 0.8836, loss_cls: 1.1667, loss: 1.1667, grad_norm: 3.1990 2020-08-10 02:00:24,071 - mmaction - INFO - Epoch [30][420/1253] lr: 4.000e-03, eta: 8:01:53, time: 1.140, data_time: 0.006, memory: 6189, top1_acc: 0.7120, top5_acc: 0.8924, loss_cls: 1.1360, loss: 1.1360, grad_norm: 3.2346 2020-08-10 02:00:37,155 - mmaction - INFO - Epoch [30][440/1253] lr: 4.000e-03, eta: 8:01:24, time: 0.669, data_time: 0.026, memory: 6189, top1_acc: 0.7112, top5_acc: 0.8828, loss_cls: 1.1584, loss: 1.1584, grad_norm: 3.2301 2020-08-10 02:00:50,103 - mmaction - INFO - Epoch [30][460/1253] lr: 4.000e-03, eta: 8:00:55, time: 0.651, data_time: 0.008, memory: 6189, top1_acc: 0.7042, top5_acc: 0.8826, loss_cls: 1.1815, loss: 1.1815, grad_norm: 3.2590 2020-08-10 02:01:03,389 - mmaction - INFO - Epoch [30][480/1253] lr: 4.000e-03, eta: 8:00:27, time: 0.662, data_time: 0.006, memory: 6189, top1_acc: 0.7083, top5_acc: 0.8948, loss_cls: 1.1433, loss: 1.1433, grad_norm: 3.1998 2020-08-10 02:01:16,700 - mmaction - INFO - Epoch [30][500/1253] lr: 4.000e-03, eta: 7:59:58, time: 0.668, data_time: 0.007, memory: 6189, top1_acc: 0.7018, top5_acc: 0.8862, loss_cls: 1.1656, loss: 1.1656, grad_norm: 3.2352 2020-08-10 02:01:30,287 - mmaction - INFO - Epoch [30][520/1253] lr: 4.000e-03, eta: 7:59:30, time: 0.679, data_time: 0.007, memory: 6189, top1_acc: 0.7078, top5_acc: 0.8810, loss_cls: 1.1745, loss: 1.1745, grad_norm: 3.2250 2020-08-10 02:01:44,214 - mmaction - INFO - Epoch [30][540/1253] lr: 4.000e-03, eta: 7:59:02, time: 0.697, data_time: 0.005, memory: 6189, top1_acc: 0.7044, top5_acc: 0.8854, loss_cls: 1.1616, loss: 1.1616, grad_norm: 3.2201 2020-08-10 02:01:57,173 - mmaction - INFO - Epoch [30][560/1253] lr: 4.000e-03, eta: 7:58:33, time: 0.648, data_time: 0.005, memory: 6189, top1_acc: 0.7042, top5_acc: 0.8896, loss_cls: 1.1705, loss: 1.1705, grad_norm: 3.2327 2020-08-10 02:02:11,349 - mmaction - INFO - Epoch [30][580/1253] lr: 4.000e-03, eta: 7:58:05, time: 0.709, data_time: 0.004, memory: 6189, top1_acc: 0.7180, top5_acc: 0.8909, loss_cls: 1.1418, loss: 1.1418, grad_norm: 3.1739 2020-08-10 02:02:24,250 - mmaction - INFO - Epoch [30][600/1253] lr: 4.000e-03, eta: 7:57:36, time: 0.644, data_time: 0.006, memory: 6189, top1_acc: 0.7164, top5_acc: 0.8883, loss_cls: 1.1250, loss: 1.1250, grad_norm: 3.1682 2020-08-10 02:02:37,881 - mmaction - INFO - Epoch [30][620/1253] lr: 4.000e-03, eta: 7:57:08, time: 0.683, data_time: 0.006, memory: 6189, top1_acc: 0.7086, top5_acc: 0.8826, loss_cls: 1.1787, loss: 1.1787, grad_norm: 3.1865 2020-08-10 02:02:51,561 - mmaction - INFO - Epoch [30][640/1253] lr: 4.000e-03, eta: 7:56:39, time: 0.682, data_time: 0.006, memory: 6189, top1_acc: 0.7026, top5_acc: 0.8911, loss_cls: 1.1587, loss: 1.1587, grad_norm: 3.2083 2020-08-10 02:03:05,942 - mmaction - INFO - Epoch [30][660/1253] lr: 4.000e-03, eta: 7:56:12, time: 0.721, data_time: 0.008, memory: 6189, top1_acc: 0.6927, top5_acc: 0.8833, loss_cls: 1.2076, loss: 1.2076, grad_norm: 3.2672 2020-08-10 02:03:19,927 - mmaction - INFO - Epoch [30][680/1253] lr: 4.000e-03, eta: 7:55:44, time: 0.699, data_time: 0.005, memory: 6189, top1_acc: 0.7089, top5_acc: 0.8870, loss_cls: 1.1575, loss: 1.1575, grad_norm: 3.1965 2020-08-10 02:03:33,448 - mmaction - INFO - Epoch [30][700/1253] lr: 4.000e-03, eta: 7:55:15, time: 0.676, data_time: 0.004, memory: 6189, top1_acc: 0.7167, top5_acc: 0.8872, loss_cls: 1.1337, loss: 1.1337, grad_norm: 3.1697 2020-08-10 02:03:47,441 - mmaction - INFO - Epoch [30][720/1253] lr: 4.000e-03, eta: 7:54:47, time: 0.698, data_time: 0.006, memory: 6189, top1_acc: 0.7086, top5_acc: 0.8826, loss_cls: 1.1616, loss: 1.1616, grad_norm: 3.2179 2020-08-10 02:04:02,234 - mmaction - INFO - Epoch [30][740/1253] lr: 4.000e-03, eta: 7:54:20, time: 0.742, data_time: 0.006, memory: 6189, top1_acc: 0.6997, top5_acc: 0.8831, loss_cls: 1.1795, loss: 1.1795, grad_norm: 3.1981 2020-08-10 02:04:15,835 - mmaction - INFO - Epoch [30][760/1253] lr: 4.000e-03, eta: 7:53:52, time: 0.676, data_time: 0.005, memory: 6189, top1_acc: 0.7042, top5_acc: 0.8839, loss_cls: 1.1841, loss: 1.1841, grad_norm: 3.2678 2020-08-10 02:04:30,418 - mmaction - INFO - Epoch [30][780/1253] lr: 4.000e-03, eta: 7:53:24, time: 0.733, data_time: 0.007, memory: 6189, top1_acc: 0.7062, top5_acc: 0.8813, loss_cls: 1.1577, loss: 1.1577, grad_norm: 3.1466 2020-08-10 02:04:44,723 - mmaction - INFO - Epoch [30][800/1253] lr: 4.000e-03, eta: 7:52:56, time: 0.712, data_time: 0.005, memory: 6189, top1_acc: 0.7096, top5_acc: 0.8854, loss_cls: 1.1720, loss: 1.1720, grad_norm: 3.1771 2020-08-10 02:04:57,886 - mmaction - INFO - Epoch [30][820/1253] lr: 4.000e-03, eta: 7:52:28, time: 0.661, data_time: 0.007, memory: 6189, top1_acc: 0.6953, top5_acc: 0.8839, loss_cls: 1.2117, loss: 1.2117, grad_norm: 3.2211 2020-08-10 02:05:11,888 - mmaction - INFO - Epoch [30][840/1253] lr: 4.000e-03, eta: 7:52:00, time: 0.696, data_time: 0.005, memory: 6189, top1_acc: 0.7182, top5_acc: 0.8932, loss_cls: 1.1223, loss: 1.1223, grad_norm: 3.1736 2020-08-10 02:05:24,714 - mmaction - INFO - Epoch [30][860/1253] lr: 4.000e-03, eta: 7:51:31, time: 0.645, data_time: 0.008, memory: 6189, top1_acc: 0.7042, top5_acc: 0.8867, loss_cls: 1.1844, loss: 1.1844, grad_norm: 3.2187 2020-08-10 02:05:37,664 - mmaction - INFO - Epoch [30][880/1253] lr: 4.000e-03, eta: 7:51:03, time: 0.646, data_time: 0.006, memory: 6189, top1_acc: 0.7156, top5_acc: 0.8820, loss_cls: 1.1715, loss: 1.1715, grad_norm: 3.1883 2020-08-10 02:05:50,954 - mmaction - INFO - Epoch [30][900/1253] lr: 4.000e-03, eta: 7:50:35, time: 0.667, data_time: 0.006, memory: 6189, top1_acc: 0.6992, top5_acc: 0.8750, loss_cls: 1.2332, loss: 1.2332, grad_norm: 3.2926 2020-08-10 02:06:04,463 - mmaction - INFO - Epoch [30][920/1253] lr: 4.000e-03, eta: 7:50:06, time: 0.675, data_time: 0.006, memory: 6189, top1_acc: 0.7062, top5_acc: 0.8865, loss_cls: 1.1830, loss: 1.1830, grad_norm: 3.2936 2020-08-10 02:06:18,078 - mmaction - INFO - Epoch [30][940/1253] lr: 4.000e-03, eta: 7:49:38, time: 0.682, data_time: 0.005, memory: 6189, top1_acc: 0.7049, top5_acc: 0.8914, loss_cls: 1.1543, loss: 1.1543, grad_norm: 3.2360 2020-08-10 02:06:31,490 - mmaction - INFO - Epoch [30][960/1253] lr: 4.000e-03, eta: 7:49:10, time: 0.668, data_time: 0.005, memory: 6189, top1_acc: 0.7073, top5_acc: 0.8898, loss_cls: 1.1332, loss: 1.1332, grad_norm: 3.1394 2020-08-10 02:06:44,510 - mmaction - INFO - Epoch [30][980/1253] lr: 4.000e-03, eta: 7:48:42, time: 0.653, data_time: 0.006, memory: 6189, top1_acc: 0.7021, top5_acc: 0.8839, loss_cls: 1.1734, loss: 1.1734, grad_norm: 3.2650 2020-08-10 02:06:57,527 - mmaction - INFO - Epoch [30][1000/1253] lr: 4.000e-03, eta: 7:48:13, time: 0.649, data_time: 0.005, memory: 6189, top1_acc: 0.7013, top5_acc: 0.8755, loss_cls: 1.1880, loss: 1.1880, grad_norm: 3.1754 2020-08-10 02:07:10,802 - mmaction - INFO - Epoch [30][1020/1253] lr: 4.000e-03, eta: 7:47:45, time: 0.666, data_time: 0.006, memory: 6189, top1_acc: 0.7016, top5_acc: 0.8766, loss_cls: 1.2048, loss: 1.2048, grad_norm: 3.2135 2020-08-10 02:07:25,131 - mmaction - INFO - Epoch [30][1040/1253] lr: 4.000e-03, eta: 7:47:17, time: 0.716, data_time: 0.006, memory: 6189, top1_acc: 0.7016, top5_acc: 0.8898, loss_cls: 1.1603, loss: 1.1603, grad_norm: 3.2411 2020-08-10 02:07:37,883 - mmaction - INFO - Epoch [30][1060/1253] lr: 4.000e-03, eta: 7:46:49, time: 0.637, data_time: 0.003, memory: 6189, top1_acc: 0.6987, top5_acc: 0.8917, loss_cls: 1.1797, loss: 1.1797, grad_norm: 3.2502 2020-08-10 02:07:50,863 - mmaction - INFO - Epoch [30][1080/1253] lr: 4.000e-03, eta: 7:46:21, time: 0.647, data_time: 0.005, memory: 6189, top1_acc: 0.6956, top5_acc: 0.8826, loss_cls: 1.2046, loss: 1.2046, grad_norm: 3.2733 2020-08-10 02:08:04,350 - mmaction - INFO - Epoch [30][1100/1253] lr: 4.000e-03, eta: 7:45:52, time: 0.676, data_time: 0.005, memory: 6189, top1_acc: 0.6974, top5_acc: 0.8854, loss_cls: 1.2073, loss: 1.2073, grad_norm: 3.2982 2020-08-10 02:08:17,637 - mmaction - INFO - Epoch [30][1120/1253] lr: 4.000e-03, eta: 7:45:24, time: 0.663, data_time: 0.005, memory: 6189, top1_acc: 0.7013, top5_acc: 0.8758, loss_cls: 1.1827, loss: 1.1827, grad_norm: 3.2387 2020-08-10 02:08:31,200 - mmaction - INFO - Epoch [30][1140/1253] lr: 4.000e-03, eta: 7:44:56, time: 0.679, data_time: 0.006, memory: 6189, top1_acc: 0.7234, top5_acc: 0.8917, loss_cls: 1.1180, loss: 1.1180, grad_norm: 3.1889 2020-08-10 02:08:45,014 - mmaction - INFO - Epoch [30][1160/1253] lr: 4.000e-03, eta: 7:44:29, time: 0.690, data_time: 0.006, memory: 6189, top1_acc: 0.7018, top5_acc: 0.8807, loss_cls: 1.1819, loss: 1.1819, grad_norm: 3.2393 2020-08-10 02:08:58,351 - mmaction - INFO - Epoch [30][1180/1253] lr: 4.000e-03, eta: 7:44:01, time: 0.668, data_time: 0.005, memory: 6189, top1_acc: 0.7036, top5_acc: 0.8810, loss_cls: 1.1869, loss: 1.1869, grad_norm: 3.2217 2020-08-10 02:09:11,777 - mmaction - INFO - Epoch [30][1200/1253] lr: 4.000e-03, eta: 7:43:33, time: 0.669, data_time: 0.006, memory: 6189, top1_acc: 0.7078, top5_acc: 0.8878, loss_cls: 1.1501, loss: 1.1501, grad_norm: 3.1949 2020-08-10 02:09:25,307 - mmaction - INFO - Epoch [30][1220/1253] lr: 4.000e-03, eta: 7:43:05, time: 0.679, data_time: 0.006, memory: 6189, top1_acc: 0.7013, top5_acc: 0.8833, loss_cls: 1.1703, loss: 1.1703, grad_norm: 3.2083 2020-08-10 02:09:38,095 - mmaction - INFO - Epoch [30][1240/1253] lr: 4.000e-03, eta: 7:42:36, time: 0.637, data_time: 0.006, memory: 6189, top1_acc: 0.6927, top5_acc: 0.8799, loss_cls: 1.2110, loss: 1.2110, grad_norm: 3.2270 2020-08-10 02:09:59,454 - mmaction - INFO - Saving checkpoint at 30 epochs 2020-08-10 02:15:41,329 - mmaction - INFO - Epoch [31][20/1253] lr: 4.000e-03, eta: 7:45:22, time: 17.006, data_time: 16.164, memory: 6189, top1_acc: 0.7021, top5_acc: 0.8872, loss_cls: 1.1429, loss: 1.1429, grad_norm: 3.1774 2020-08-10 02:15:54,063 - mmaction - INFO - Epoch [31][40/1253] lr: 4.000e-03, eta: 7:44:53, time: 0.639, data_time: 0.014, memory: 6189, top1_acc: 0.7034, top5_acc: 0.8953, loss_cls: 1.1335, loss: 1.1335, grad_norm: 3.1733 2020-08-10 02:16:06,651 - mmaction - INFO - Epoch [31][60/1253] lr: 4.000e-03, eta: 7:44:24, time: 0.632, data_time: 0.007, memory: 6189, top1_acc: 0.6982, top5_acc: 0.8799, loss_cls: 1.1938, loss: 1.1938, grad_norm: 3.2770 2020-08-10 02:16:19,277 - mmaction - INFO - Epoch [31][80/1253] lr: 4.000e-03, eta: 7:43:56, time: 0.630, data_time: 0.006, memory: 6189, top1_acc: 0.7193, top5_acc: 0.8930, loss_cls: 1.1288, loss: 1.1288, grad_norm: 3.2006 2020-08-10 02:16:31,748 - mmaction - INFO - Epoch [31][100/1253] lr: 4.000e-03, eta: 7:43:27, time: 0.626, data_time: 0.006, memory: 6189, top1_acc: 0.7201, top5_acc: 0.8927, loss_cls: 1.1146, loss: 1.1146, grad_norm: 3.2346 2020-08-10 02:16:44,499 - mmaction - INFO - Epoch [31][120/1253] lr: 4.000e-03, eta: 7:42:58, time: 0.635, data_time: 0.005, memory: 6189, top1_acc: 0.7148, top5_acc: 0.8852, loss_cls: 1.1348, loss: 1.1348, grad_norm: 3.2252 2020-08-10 02:16:57,037 - mmaction - INFO - Epoch [31][140/1253] lr: 4.000e-03, eta: 7:42:30, time: 0.630, data_time: 0.007, memory: 6189, top1_acc: 0.7117, top5_acc: 0.8924, loss_cls: 1.1317, loss: 1.1317, grad_norm: 3.2642 2020-08-10 02:17:09,606 - mmaction - INFO - Epoch [31][160/1253] lr: 4.000e-03, eta: 7:42:01, time: 0.627, data_time: 0.005, memory: 6189, top1_acc: 0.7115, top5_acc: 0.8841, loss_cls: 1.1314, loss: 1.1314, grad_norm: 3.1932 2020-08-10 02:17:22,174 - mmaction - INFO - Epoch [31][180/1253] lr: 4.000e-03, eta: 7:41:32, time: 0.631, data_time: 0.005, memory: 6189, top1_acc: 0.7036, top5_acc: 0.8935, loss_cls: 1.1484, loss: 1.1484, grad_norm: 3.2799 2020-08-10 02:17:34,870 - mmaction - INFO - Epoch [31][200/1253] lr: 4.000e-03, eta: 7:41:04, time: 0.633, data_time: 0.005, memory: 6189, top1_acc: 0.7076, top5_acc: 0.8872, loss_cls: 1.1665, loss: 1.1665, grad_norm: 3.2610 2020-08-10 02:17:47,539 - mmaction - INFO - Epoch [31][220/1253] lr: 4.000e-03, eta: 7:40:35, time: 0.635, data_time: 0.005, memory: 6189, top1_acc: 0.7141, top5_acc: 0.8878, loss_cls: 1.1565, loss: 1.1565, grad_norm: 3.1751 2020-08-10 02:18:00,194 - mmaction - INFO - Epoch [31][240/1253] lr: 4.000e-03, eta: 7:40:07, time: 0.630, data_time: 0.006, memory: 6189, top1_acc: 0.7135, top5_acc: 0.8961, loss_cls: 1.1281, loss: 1.1281, grad_norm: 3.2117 2020-08-10 02:18:13,384 - mmaction - INFO - Epoch [31][260/1253] lr: 4.000e-03, eta: 7:39:39, time: 0.663, data_time: 0.007, memory: 6189, top1_acc: 0.7266, top5_acc: 0.8956, loss_cls: 1.1090, loss: 1.1090, grad_norm: 3.2245 2020-08-10 02:18:26,022 - mmaction - INFO - Epoch [31][280/1253] lr: 4.000e-03, eta: 7:39:10, time: 0.631, data_time: 0.005, memory: 6189, top1_acc: 0.6948, top5_acc: 0.8810, loss_cls: 1.2075, loss: 1.2075, grad_norm: 3.2965 2020-08-10 02:18:39,388 - mmaction - INFO - Epoch [31][300/1253] lr: 4.000e-03, eta: 7:38:42, time: 0.668, data_time: 0.004, memory: 6189, top1_acc: 0.7112, top5_acc: 0.8880, loss_cls: 1.1316, loss: 1.1316, grad_norm: 3.2410 2020-08-10 02:18:52,154 - mmaction - INFO - Epoch [31][320/1253] lr: 4.000e-03, eta: 7:38:14, time: 0.635, data_time: 0.006, memory: 6189, top1_acc: 0.7073, top5_acc: 0.8885, loss_cls: 1.1608, loss: 1.1608, grad_norm: 3.2256 2020-08-10 02:19:04,904 - mmaction - INFO - Epoch [31][340/1253] lr: 4.000e-03, eta: 7:37:45, time: 0.641, data_time: 0.007, memory: 6189, top1_acc: 0.7078, top5_acc: 0.8919, loss_cls: 1.1152, loss: 1.1152, grad_norm: 3.2547 2020-08-10 02:19:18,256 - mmaction - INFO - Epoch [31][360/1253] lr: 4.000e-03, eta: 7:37:17, time: 0.666, data_time: 0.005, memory: 6189, top1_acc: 0.7055, top5_acc: 0.8844, loss_cls: 1.1871, loss: 1.1871, grad_norm: 3.2708 2020-08-10 02:19:31,765 - mmaction - INFO - Epoch [31][380/1253] lr: 4.000e-03, eta: 7:36:49, time: 0.676, data_time: 0.006, memory: 6189, top1_acc: 0.7031, top5_acc: 0.8846, loss_cls: 1.1755, loss: 1.1755, grad_norm: 3.2415 2020-08-10 02:19:44,837 - mmaction - INFO - Epoch [31][400/1253] lr: 4.000e-03, eta: 7:36:21, time: 0.653, data_time: 0.006, memory: 6189, top1_acc: 0.7112, top5_acc: 0.8859, loss_cls: 1.1575, loss: 1.1575, grad_norm: 3.1826 2020-08-10 02:23:30,295 - mmaction - INFO - Epoch [31][420/1253] lr: 4.000e-03, eta: 7:38:11, time: 11.274, data_time: 0.004, memory: 6189, top1_acc: 0.7104, top5_acc: 0.8878, loss_cls: 1.1624, loss: 1.1624, grad_norm: 3.2486 2020-08-10 02:23:42,823 - mmaction - INFO - Epoch [31][440/1253] lr: 4.000e-03, eta: 7:37:42, time: 0.626, data_time: 0.002, memory: 6189, top1_acc: 0.7284, top5_acc: 0.8990, loss_cls: 1.0900, loss: 1.0900, grad_norm: 3.1798 2020-08-10 02:23:55,470 - mmaction - INFO - Epoch [31][460/1253] lr: 4.000e-03, eta: 7:37:13, time: 0.630, data_time: 0.006, memory: 6189, top1_acc: 0.7089, top5_acc: 0.8870, loss_cls: 1.1505, loss: 1.1505, grad_norm: 3.2213 2020-08-10 02:24:08,134 - mmaction - INFO - Epoch [31][480/1253] lr: 4.000e-03, eta: 7:36:45, time: 0.635, data_time: 0.006, memory: 6189, top1_acc: 0.7057, top5_acc: 0.8883, loss_cls: 1.1778, loss: 1.1778, grad_norm: 3.2768 2020-08-10 02:24:20,973 - mmaction - INFO - Epoch [31][500/1253] lr: 4.000e-03, eta: 7:36:17, time: 0.642, data_time: 0.005, memory: 6189, top1_acc: 0.7086, top5_acc: 0.8839, loss_cls: 1.1463, loss: 1.1463, grad_norm: 3.2105 2020-08-10 02:24:33,548 - mmaction - INFO - Epoch [31][520/1253] lr: 4.000e-03, eta: 7:35:48, time: 0.629, data_time: 0.004, memory: 6189, top1_acc: 0.7164, top5_acc: 0.8917, loss_cls: 1.1087, loss: 1.1087, grad_norm: 3.2001 2020-08-10 02:24:46,878 - mmaction - INFO - Epoch [31][540/1253] lr: 4.000e-03, eta: 7:35:20, time: 0.664, data_time: 0.006, memory: 6189, top1_acc: 0.7138, top5_acc: 0.8888, loss_cls: 1.1437, loss: 1.1437, grad_norm: 3.2383 2020-08-10 02:25:52,627 - mmaction - INFO - Epoch [31][560/1253] lr: 4.000e-03, eta: 7:35:26, time: 3.289, data_time: 0.006, memory: 6189, top1_acc: 0.7128, top5_acc: 0.8909, loss_cls: 1.1314, loss: 1.1314, grad_norm: 3.1958 2020-08-10 02:26:36,358 - mmaction - INFO - Epoch [31][580/1253] lr: 4.000e-03, eta: 7:35:17, time: 2.187, data_time: 0.003, memory: 6189, top1_acc: 0.7083, top5_acc: 0.8857, loss_cls: 1.1693, loss: 1.1693, grad_norm: 3.2210 2020-08-10 02:26:48,980 - mmaction - INFO - Epoch [31][600/1253] lr: 4.000e-03, eta: 7:34:48, time: 0.628, data_time: 0.005, memory: 6189, top1_acc: 0.7245, top5_acc: 0.8901, loss_cls: 1.1111, loss: 1.1111, grad_norm: 3.2385 2020-08-10 02:27:01,548 - mmaction - INFO - Epoch [31][620/1253] lr: 4.000e-03, eta: 7:34:20, time: 0.631, data_time: 0.007, memory: 6189, top1_acc: 0.7260, top5_acc: 0.8859, loss_cls: 1.1337, loss: 1.1337, grad_norm: 3.1884 2020-08-10 02:27:14,409 - mmaction - INFO - Epoch [31][640/1253] lr: 4.000e-03, eta: 7:33:52, time: 0.640, data_time: 0.005, memory: 6189, top1_acc: 0.7130, top5_acc: 0.8927, loss_cls: 1.1473, loss: 1.1473, grad_norm: 3.2703 2020-08-10 02:27:27,208 - mmaction - INFO - Epoch [31][660/1253] lr: 4.000e-03, eta: 7:33:23, time: 0.643, data_time: 0.007, memory: 6189, top1_acc: 0.7073, top5_acc: 0.8875, loss_cls: 1.1625, loss: 1.1625, grad_norm: 3.2449 2020-08-10 02:27:40,294 - mmaction - INFO - Epoch [31][680/1253] lr: 4.000e-03, eta: 7:32:55, time: 0.651, data_time: 0.006, memory: 6189, top1_acc: 0.7104, top5_acc: 0.8885, loss_cls: 1.1266, loss: 1.1266, grad_norm: 3.1784 2020-08-10 02:27:53,353 - mmaction - INFO - Epoch [31][700/1253] lr: 4.000e-03, eta: 7:32:27, time: 0.657, data_time: 0.007, memory: 6189, top1_acc: 0.7091, top5_acc: 0.8880, loss_cls: 1.1384, loss: 1.1384, grad_norm: 3.2498 2020-08-10 02:28:06,849 - mmaction - INFO - Epoch [31][720/1253] lr: 4.000e-03, eta: 7:31:59, time: 0.674, data_time: 0.005, memory: 6189, top1_acc: 0.7182, top5_acc: 0.8844, loss_cls: 1.1451, loss: 1.1451, grad_norm: 3.2250 2020-08-10 02:28:19,932 - mmaction - INFO - Epoch [31][740/1253] lr: 4.000e-03, eta: 7:31:31, time: 0.654, data_time: 0.004, memory: 6189, top1_acc: 0.7096, top5_acc: 0.8823, loss_cls: 1.1525, loss: 1.1525, grad_norm: 3.2626 2020-08-10 02:28:32,704 - mmaction - INFO - Epoch [31][760/1253] lr: 4.000e-03, eta: 7:31:03, time: 0.638, data_time: 0.005, memory: 6189, top1_acc: 0.7039, top5_acc: 0.8789, loss_cls: 1.2111, loss: 1.2111, grad_norm: 3.2965 2020-08-10 02:28:46,525 - mmaction - INFO - Epoch [31][780/1253] lr: 4.000e-03, eta: 7:30:35, time: 0.692, data_time: 0.005, memory: 6189, top1_acc: 0.7174, top5_acc: 0.8883, loss_cls: 1.1298, loss: 1.1298, grad_norm: 3.2086 2020-08-10 02:29:00,665 - mmaction - INFO - Epoch [31][800/1253] lr: 4.000e-03, eta: 7:30:08, time: 0.704, data_time: 0.005, memory: 6189, top1_acc: 0.7122, top5_acc: 0.8956, loss_cls: 1.1227, loss: 1.1227, grad_norm: 3.2734 2020-08-10 02:29:13,702 - mmaction - INFO - Epoch [31][820/1253] lr: 4.000e-03, eta: 7:29:39, time: 0.655, data_time: 0.007, memory: 6189, top1_acc: 0.7167, top5_acc: 0.8896, loss_cls: 1.1303, loss: 1.1303, grad_norm: 3.2701 2020-08-10 02:29:26,809 - mmaction - INFO - Epoch [31][840/1253] lr: 4.000e-03, eta: 7:29:11, time: 0.653, data_time: 0.006, memory: 6189, top1_acc: 0.7068, top5_acc: 0.8930, loss_cls: 1.1338, loss: 1.1338, grad_norm: 3.2317 2020-08-10 02:29:40,248 - mmaction - INFO - Epoch [31][860/1253] lr: 4.000e-03, eta: 7:28:44, time: 0.674, data_time: 0.006, memory: 6189, top1_acc: 0.6906, top5_acc: 0.8839, loss_cls: 1.2208, loss: 1.2208, grad_norm: 3.3312 2020-08-10 02:29:54,080 - mmaction - INFO - Epoch [31][880/1253] lr: 4.000e-03, eta: 7:28:16, time: 0.689, data_time: 0.006, memory: 6189, top1_acc: 0.7135, top5_acc: 0.8870, loss_cls: 1.1572, loss: 1.1572, grad_norm: 3.2317 2020-08-10 02:30:07,093 - mmaction - INFO - Epoch [31][900/1253] lr: 4.000e-03, eta: 7:27:48, time: 0.653, data_time: 0.007, memory: 6189, top1_acc: 0.7008, top5_acc: 0.8880, loss_cls: 1.1727, loss: 1.1727, grad_norm: 3.2469 2020-08-10 02:34:31,403 - mmaction - INFO - Epoch [31][920/1253] lr: 4.000e-03, eta: 7:29:58, time: 13.214, data_time: 0.007, memory: 6189, top1_acc: 0.7026, top5_acc: 0.8839, loss_cls: 1.1786, loss: 1.1786, grad_norm: 3.2778 2020-08-10 02:34:43,930 - mmaction - INFO - Epoch [31][940/1253] lr: 4.000e-03, eta: 7:29:29, time: 0.627, data_time: 0.005, memory: 6189, top1_acc: 0.7286, top5_acc: 0.8958, loss_cls: 1.0860, loss: 1.0860, grad_norm: 3.1321 2020-08-10 02:34:56,584 - mmaction - INFO - Epoch [31][960/1253] lr: 4.000e-03, eta: 7:29:01, time: 0.633, data_time: 0.006, memory: 6189, top1_acc: 0.7073, top5_acc: 0.8859, loss_cls: 1.1744, loss: 1.1744, grad_norm: 3.2687 2020-08-10 02:35:09,235 - mmaction - INFO - Epoch [31][980/1253] lr: 4.000e-03, eta: 7:28:32, time: 0.633, data_time: 0.004, memory: 6189, top1_acc: 0.7169, top5_acc: 0.8896, loss_cls: 1.1619, loss: 1.1619, grad_norm: 3.2621 2020-08-10 02:35:21,969 - mmaction - INFO - Epoch [31][1000/1253] lr: 4.000e-03, eta: 7:28:04, time: 0.635, data_time: 0.006, memory: 6189, top1_acc: 0.7081, top5_acc: 0.8909, loss_cls: 1.1454, loss: 1.1454, grad_norm: 3.2226 2020-08-10 02:35:34,530 - mmaction - INFO - Epoch [31][1020/1253] lr: 4.000e-03, eta: 7:27:35, time: 0.630, data_time: 0.004, memory: 6189, top1_acc: 0.7018, top5_acc: 0.8805, loss_cls: 1.1643, loss: 1.1643, grad_norm: 3.2341 2020-08-10 02:36:03,337 - mmaction - INFO - Epoch [31][1040/1253] lr: 4.000e-03, eta: 7:27:17, time: 1.438, data_time: 0.004, memory: 6189, top1_acc: 0.6990, top5_acc: 0.8776, loss_cls: 1.1971, loss: 1.1971, grad_norm: 3.3397 2020-08-10 02:36:24,007 - mmaction - INFO - Epoch [31][1060/1253] lr: 4.000e-03, eta: 7:26:54, time: 1.035, data_time: 0.005, memory: 6189, top1_acc: 0.7143, top5_acc: 0.8922, loss_cls: 1.1434, loss: 1.1434, grad_norm: 3.2404 2020-08-10 02:36:36,641 - mmaction - INFO - Epoch [31][1080/1253] lr: 4.000e-03, eta: 7:26:25, time: 0.629, data_time: 0.006, memory: 6189, top1_acc: 0.7224, top5_acc: 0.8898, loss_cls: 1.1190, loss: 1.1190, grad_norm: 3.2152 2020-08-10 02:36:49,197 - mmaction - INFO - Epoch [31][1100/1253] lr: 4.000e-03, eta: 7:25:57, time: 0.631, data_time: 0.007, memory: 6189, top1_acc: 0.6997, top5_acc: 0.8818, loss_cls: 1.2025, loss: 1.2025, grad_norm: 3.3015 2020-08-10 02:37:02,191 - mmaction - INFO - Epoch [31][1120/1253] lr: 4.000e-03, eta: 7:25:29, time: 0.646, data_time: 0.006, memory: 6189, top1_acc: 0.7130, top5_acc: 0.8844, loss_cls: 1.1525, loss: 1.1525, grad_norm: 3.2184 2020-08-10 02:37:15,185 - mmaction - INFO - Epoch [31][1140/1253] lr: 4.000e-03, eta: 7:25:01, time: 0.653, data_time: 0.007, memory: 6189, top1_acc: 0.6943, top5_acc: 0.8794, loss_cls: 1.2206, loss: 1.2206, grad_norm: 3.3810 2020-08-10 02:37:28,250 - mmaction - INFO - Epoch [31][1160/1253] lr: 4.000e-03, eta: 7:24:33, time: 0.652, data_time: 0.006, memory: 6189, top1_acc: 0.7208, top5_acc: 0.8898, loss_cls: 1.1364, loss: 1.1364, grad_norm: 3.3010 2020-08-10 02:41:12,959 - mmaction - INFO - Epoch [31][1180/1253] lr: 4.000e-03, eta: 7:26:15, time: 11.237, data_time: 0.006, memory: 6189, top1_acc: 0.7021, top5_acc: 0.8935, loss_cls: 1.1662, loss: 1.1662, grad_norm: 3.2697 2020-08-10 02:41:25,429 - mmaction - INFO - Epoch [31][1200/1253] lr: 4.000e-03, eta: 7:25:46, time: 0.623, data_time: 0.003, memory: 6189, top1_acc: 0.7078, top5_acc: 0.8917, loss_cls: 1.1614, loss: 1.1614, grad_norm: 3.2617 2020-08-10 02:41:38,210 - mmaction - INFO - Epoch [31][1220/1253] lr: 4.000e-03, eta: 7:25:18, time: 0.636, data_time: 0.006, memory: 6189, top1_acc: 0.7086, top5_acc: 0.8857, loss_cls: 1.1675, loss: 1.1675, grad_norm: 3.2837 2020-08-10 02:41:50,859 - mmaction - INFO - Epoch [31][1240/1253] lr: 4.000e-03, eta: 7:24:50, time: 0.636, data_time: 0.007, memory: 6189, top1_acc: 0.7060, top5_acc: 0.8865, loss_cls: 1.1545, loss: 1.1545, grad_norm: 3.2204 2020-08-10 02:42:10,252 - mmaction - INFO - Saving checkpoint at 31 epochs 2020-08-10 02:48:29,017 - mmaction - INFO - Epoch [32][20/1253] lr: 4.000e-03, eta: 7:27:41, time: 18.850, data_time: 17.945, memory: 6189, top1_acc: 0.7138, top5_acc: 0.8893, loss_cls: 1.1241, loss: 1.1241, grad_norm: 3.2417 2020-08-10 02:48:41,673 - mmaction - INFO - Epoch [32][40/1253] lr: 4.000e-03, eta: 7:27:12, time: 0.635, data_time: 0.011, memory: 6189, top1_acc: 0.7068, top5_acc: 0.8786, loss_cls: 1.1656, loss: 1.1656, grad_norm: 3.2968 2020-08-10 02:48:54,231 - mmaction - INFO - Epoch [32][60/1253] lr: 4.000e-03, eta: 7:26:44, time: 0.629, data_time: 0.005, memory: 6189, top1_acc: 0.7115, top5_acc: 0.8909, loss_cls: 1.1410, loss: 1.1410, grad_norm: 3.2988 2020-08-10 02:49:06,863 - mmaction - INFO - Epoch [32][80/1253] lr: 4.000e-03, eta: 7:26:15, time: 0.630, data_time: 0.005, memory: 6189, top1_acc: 0.7182, top5_acc: 0.8891, loss_cls: 1.1447, loss: 1.1447, grad_norm: 3.2887 2020-08-10 02:49:19,349 - mmaction - INFO - Epoch [32][100/1253] lr: 4.000e-03, eta: 7:25:46, time: 0.626, data_time: 0.005, memory: 6189, top1_acc: 0.7232, top5_acc: 0.8911, loss_cls: 1.1161, loss: 1.1161, grad_norm: 3.2028 2020-08-10 02:49:31,886 - mmaction - INFO - Epoch [32][120/1253] lr: 4.000e-03, eta: 7:25:18, time: 0.625, data_time: 0.006, memory: 6189, top1_acc: 0.7083, top5_acc: 0.8867, loss_cls: 1.1311, loss: 1.1311, grad_norm: 3.1988 2020-08-10 02:49:44,501 - mmaction - INFO - Epoch [32][140/1253] lr: 4.000e-03, eta: 7:24:49, time: 0.632, data_time: 0.005, memory: 6189, top1_acc: 0.7117, top5_acc: 0.8849, loss_cls: 1.1547, loss: 1.1547, grad_norm: 3.2616 2020-08-10 02:49:57,268 - mmaction - INFO - Epoch [32][160/1253] lr: 4.000e-03, eta: 7:24:20, time: 0.638, data_time: 0.006, memory: 6189, top1_acc: 0.7203, top5_acc: 0.8964, loss_cls: 1.1071, loss: 1.1071, grad_norm: 3.2384 2020-08-10 02:50:10,160 - mmaction - INFO - Epoch [32][180/1253] lr: 4.000e-03, eta: 7:23:52, time: 0.645, data_time: 0.005, memory: 6189, top1_acc: 0.7104, top5_acc: 0.8922, loss_cls: 1.1341, loss: 1.1341, grad_norm: 3.2589 2020-08-10 02:50:22,884 - mmaction - INFO - Epoch [32][200/1253] lr: 4.000e-03, eta: 7:23:24, time: 0.636, data_time: 0.005, memory: 6189, top1_acc: 0.7044, top5_acc: 0.8823, loss_cls: 1.1876, loss: 1.1876, grad_norm: 3.2998 2020-08-10 02:50:35,440 - mmaction - INFO - Epoch [32][220/1253] lr: 4.000e-03, eta: 7:22:55, time: 0.628, data_time: 0.002, memory: 6189, top1_acc: 0.7023, top5_acc: 0.8964, loss_cls: 1.1448, loss: 1.1448, grad_norm: 3.2824 2020-08-10 02:50:48,192 - mmaction - INFO - Epoch [32][240/1253] lr: 4.000e-03, eta: 7:22:27, time: 0.636, data_time: 0.006, memory: 6189, top1_acc: 0.7141, top5_acc: 0.8870, loss_cls: 1.1368, loss: 1.1368, grad_norm: 3.3453 2020-08-10 02:51:01,083 - mmaction - INFO - Epoch [32][260/1253] lr: 4.000e-03, eta: 7:21:58, time: 0.646, data_time: 0.006, memory: 6189, top1_acc: 0.7273, top5_acc: 0.8990, loss_cls: 1.0785, loss: 1.0785, grad_norm: 3.1777 2020-08-10 02:51:13,816 - mmaction - INFO - Epoch [32][280/1253] lr: 4.000e-03, eta: 7:21:30, time: 0.637, data_time: 0.007, memory: 6189, top1_acc: 0.7195, top5_acc: 0.8930, loss_cls: 1.1215, loss: 1.1215, grad_norm: 3.2306 2020-08-10 02:51:26,815 - mmaction - INFO - Epoch [32][300/1253] lr: 4.000e-03, eta: 7:21:02, time: 0.650, data_time: 0.004, memory: 6189, top1_acc: 0.7086, top5_acc: 0.8841, loss_cls: 1.1350, loss: 1.1350, grad_norm: 3.2176 2020-08-10 02:51:39,804 - mmaction - INFO - Epoch [32][320/1253] lr: 4.000e-03, eta: 7:20:33, time: 0.649, data_time: 0.006, memory: 6189, top1_acc: 0.7167, top5_acc: 0.8898, loss_cls: 1.1310, loss: 1.1310, grad_norm: 3.2635 2020-08-10 02:51:52,583 - mmaction - INFO - Epoch [32][340/1253] lr: 4.000e-03, eta: 7:20:05, time: 0.640, data_time: 0.004, memory: 6189, top1_acc: 0.7174, top5_acc: 0.8891, loss_cls: 1.1400, loss: 1.1400, grad_norm: 3.2630 2020-08-10 02:52:05,401 - mmaction - INFO - Epoch [32][360/1253] lr: 4.000e-03, eta: 7:19:37, time: 0.640, data_time: 0.005, memory: 6189, top1_acc: 0.7138, top5_acc: 0.8836, loss_cls: 1.1602, loss: 1.1602, grad_norm: 3.2347 2020-08-10 02:52:17,994 - mmaction - INFO - Epoch [32][380/1253] lr: 4.000e-03, eta: 7:19:08, time: 0.630, data_time: 0.004, memory: 6189, top1_acc: 0.7133, top5_acc: 0.8878, loss_cls: 1.1415, loss: 1.1415, grad_norm: 3.2846 2020-08-10 02:52:30,888 - mmaction - INFO - Epoch [32][400/1253] lr: 4.000e-03, eta: 7:18:40, time: 0.643, data_time: 0.005, memory: 6189, top1_acc: 0.7177, top5_acc: 0.8898, loss_cls: 1.1383, loss: 1.1383, grad_norm: 3.2545 2020-08-10 02:52:45,474 - mmaction - INFO - Epoch [32][420/1253] lr: 4.000e-03, eta: 7:18:13, time: 0.732, data_time: 0.006, memory: 6189, top1_acc: 0.7247, top5_acc: 0.8880, loss_cls: 1.1246, loss: 1.1246, grad_norm: 3.2266 2020-08-10 02:52:58,762 - mmaction - INFO - Epoch [32][440/1253] lr: 4.000e-03, eta: 7:17:45, time: 0.660, data_time: 0.005, memory: 6189, top1_acc: 0.7156, top5_acc: 0.8958, loss_cls: 1.1124, loss: 1.1124, grad_norm: 3.2260 2020-08-10 02:53:12,271 - mmaction - INFO - Epoch [32][460/1253] lr: 4.000e-03, eta: 7:17:17, time: 0.679, data_time: 0.007, memory: 6189, top1_acc: 0.7057, top5_acc: 0.8896, loss_cls: 1.1724, loss: 1.1724, grad_norm: 3.3259 2020-08-10 02:53:25,384 - mmaction - INFO - Epoch [32][480/1253] lr: 4.000e-03, eta: 7:16:49, time: 0.653, data_time: 0.005, memory: 6189, top1_acc: 0.7143, top5_acc: 0.8839, loss_cls: 1.1529, loss: 1.1529, grad_norm: 3.2951 2020-08-10 02:53:38,504 - mmaction - INFO - Epoch [32][500/1253] lr: 4.000e-03, eta: 7:16:21, time: 0.658, data_time: 0.006, memory: 6189, top1_acc: 0.7188, top5_acc: 0.8987, loss_cls: 1.1233, loss: 1.1233, grad_norm: 3.2408 2020-08-10 02:53:51,361 - mmaction - INFO - Epoch [32][520/1253] lr: 4.000e-03, eta: 7:15:53, time: 0.640, data_time: 0.005, memory: 6189, top1_acc: 0.6945, top5_acc: 0.8805, loss_cls: 1.1862, loss: 1.1862, grad_norm: 3.3979 2020-08-10 02:54:04,070 - mmaction - INFO - Epoch [32][540/1253] lr: 4.000e-03, eta: 7:15:25, time: 0.638, data_time: 0.007, memory: 6189, top1_acc: 0.7245, top5_acc: 0.8891, loss_cls: 1.1194, loss: 1.1194, grad_norm: 3.2159 2020-08-10 02:54:18,220 - mmaction - INFO - Epoch [32][560/1253] lr: 4.000e-03, eta: 7:14:57, time: 0.706, data_time: 0.005, memory: 6189, top1_acc: 0.7078, top5_acc: 0.8893, loss_cls: 1.1384, loss: 1.1384, grad_norm: 3.2345 2020-08-10 02:54:31,469 - mmaction - INFO - Epoch [32][580/1253] lr: 4.000e-03, eta: 7:14:29, time: 0.664, data_time: 0.005, memory: 6189, top1_acc: 0.7104, top5_acc: 0.8831, loss_cls: 1.1549, loss: 1.1549, grad_norm: 3.2983 2020-08-10 02:54:44,641 - mmaction - INFO - Epoch [32][600/1253] lr: 4.000e-03, eta: 7:14:02, time: 0.657, data_time: 0.005, memory: 6189, top1_acc: 0.7018, top5_acc: 0.8849, loss_cls: 1.1844, loss: 1.1844, grad_norm: 3.3171 2020-08-10 02:54:57,807 - mmaction - INFO - Epoch [32][620/1253] lr: 4.000e-03, eta: 7:13:34, time: 0.660, data_time: 0.005, memory: 6189, top1_acc: 0.7096, top5_acc: 0.8940, loss_cls: 1.1245, loss: 1.1245, grad_norm: 3.2681 2020-08-10 02:55:10,848 - mmaction - INFO - Epoch [32][640/1253] lr: 4.000e-03, eta: 7:13:06, time: 0.650, data_time: 0.005, memory: 6189, top1_acc: 0.7214, top5_acc: 0.8997, loss_cls: 1.0945, loss: 1.0945, grad_norm: 3.2275 2020-08-10 02:55:24,432 - mmaction - INFO - Epoch [32][660/1253] lr: 4.000e-03, eta: 7:12:38, time: 0.682, data_time: 0.006, memory: 6189, top1_acc: 0.7146, top5_acc: 0.8870, loss_cls: 1.1569, loss: 1.1569, grad_norm: 3.2928 2020-08-10 02:55:37,194 - mmaction - INFO - Epoch [32][680/1253] lr: 4.000e-03, eta: 7:12:10, time: 0.637, data_time: 0.004, memory: 6189, top1_acc: 0.7099, top5_acc: 0.8859, loss_cls: 1.1516, loss: 1.1516, grad_norm: 3.2714 2020-08-10 02:55:50,777 - mmaction - INFO - Epoch [32][700/1253] lr: 4.000e-03, eta: 7:11:42, time: 0.679, data_time: 0.004, memory: 6189, top1_acc: 0.7125, top5_acc: 0.8878, loss_cls: 1.1349, loss: 1.1349, grad_norm: 3.2673 2020-08-10 02:56:04,376 - mmaction - INFO - Epoch [32][720/1253] lr: 4.000e-03, eta: 7:11:15, time: 0.679, data_time: 0.005, memory: 6189, top1_acc: 0.7172, top5_acc: 0.8974, loss_cls: 1.1186, loss: 1.1186, grad_norm: 3.2400 2020-08-10 02:56:16,998 - mmaction - INFO - Epoch [32][740/1253] lr: 4.000e-03, eta: 7:10:47, time: 0.633, data_time: 0.005, memory: 6189, top1_acc: 0.7182, top5_acc: 0.8904, loss_cls: 1.1347, loss: 1.1347, grad_norm: 3.2418 2020-08-10 02:56:29,915 - mmaction - INFO - Epoch [32][760/1253] lr: 4.000e-03, eta: 7:10:19, time: 0.645, data_time: 0.005, memory: 6189, top1_acc: 0.7130, top5_acc: 0.8813, loss_cls: 1.1644, loss: 1.1644, grad_norm: 3.3463 2020-08-10 02:56:44,418 - mmaction - INFO - Epoch [32][780/1253] lr: 4.000e-03, eta: 7:09:52, time: 0.725, data_time: 0.004, memory: 6189, top1_acc: 0.7214, top5_acc: 0.8958, loss_cls: 1.1252, loss: 1.1252, grad_norm: 3.2787 2020-08-10 02:56:58,411 - mmaction - INFO - Epoch [32][800/1253] lr: 4.000e-03, eta: 7:09:25, time: 0.696, data_time: 0.005, memory: 6189, top1_acc: 0.7182, top5_acc: 0.8867, loss_cls: 1.1380, loss: 1.1380, grad_norm: 3.2859 2020-08-10 02:57:12,114 - mmaction - INFO - Epoch [32][820/1253] lr: 4.000e-03, eta: 7:08:57, time: 0.688, data_time: 0.006, memory: 6189, top1_acc: 0.7036, top5_acc: 0.8930, loss_cls: 1.1527, loss: 1.1527, grad_norm: 3.3360 2020-08-10 02:57:25,846 - mmaction - INFO - Epoch [32][840/1253] lr: 4.000e-03, eta: 7:08:30, time: 0.683, data_time: 0.005, memory: 6189, top1_acc: 0.7073, top5_acc: 0.8945, loss_cls: 1.1676, loss: 1.1676, grad_norm: 3.3675 2020-08-10 02:57:38,882 - mmaction - INFO - Epoch [32][860/1253] lr: 4.000e-03, eta: 7:08:02, time: 0.655, data_time: 0.007, memory: 6189, top1_acc: 0.7250, top5_acc: 0.8896, loss_cls: 1.1228, loss: 1.1228, grad_norm: 3.2891 2020-08-10 02:57:52,317 - mmaction - INFO - Epoch [32][880/1253] lr: 4.000e-03, eta: 7:07:34, time: 0.671, data_time: 0.006, memory: 6189, top1_acc: 0.7161, top5_acc: 0.8896, loss_cls: 1.1276, loss: 1.1276, grad_norm: 3.3174 2020-08-10 02:58:04,960 - mmaction - INFO - Epoch [32][900/1253] lr: 4.000e-03, eta: 7:07:06, time: 0.632, data_time: 0.004, memory: 6189, top1_acc: 0.7109, top5_acc: 0.8935, loss_cls: 1.1452, loss: 1.1452, grad_norm: 3.3410 2020-08-10 02:58:17,898 - mmaction - INFO - Epoch [32][920/1253] lr: 4.000e-03, eta: 7:06:39, time: 0.644, data_time: 0.006, memory: 6189, top1_acc: 0.7044, top5_acc: 0.8906, loss_cls: 1.1563, loss: 1.1563, grad_norm: 3.3631 2020-08-10 02:58:31,550 - mmaction - INFO - Epoch [32][940/1253] lr: 4.000e-03, eta: 7:06:11, time: 0.686, data_time: 0.007, memory: 6189, top1_acc: 0.7167, top5_acc: 0.8961, loss_cls: 1.1156, loss: 1.1156, grad_norm: 3.3147 2020-08-10 02:58:45,464 - mmaction - INFO - Epoch [32][960/1253] lr: 4.000e-03, eta: 7:05:44, time: 0.691, data_time: 0.005, memory: 6189, top1_acc: 0.6951, top5_acc: 0.8846, loss_cls: 1.2023, loss: 1.2023, grad_norm: 3.3715 2020-08-10 02:58:59,433 - mmaction - INFO - Epoch [32][980/1253] lr: 4.000e-03, eta: 7:05:17, time: 0.703, data_time: 0.008, memory: 6189, top1_acc: 0.7201, top5_acc: 0.8906, loss_cls: 1.1145, loss: 1.1145, grad_norm: 3.2255 2020-08-10 02:59:12,596 - mmaction - INFO - Epoch [32][1000/1253] lr: 4.000e-03, eta: 7:04:49, time: 0.656, data_time: 0.005, memory: 6189, top1_acc: 0.7016, top5_acc: 0.8888, loss_cls: 1.1754, loss: 1.1754, grad_norm: 3.3287 2020-08-10 02:59:26,468 - mmaction - INFO - Epoch [32][1020/1253] lr: 4.000e-03, eta: 7:04:22, time: 0.696, data_time: 0.007, memory: 6189, top1_acc: 0.7161, top5_acc: 0.8898, loss_cls: 1.1314, loss: 1.1314, grad_norm: 3.3294 2020-08-10 02:59:39,620 - mmaction - INFO - Epoch [32][1040/1253] lr: 4.000e-03, eta: 7:03:54, time: 0.656, data_time: 0.006, memory: 6189, top1_acc: 0.7083, top5_acc: 0.8813, loss_cls: 1.1758, loss: 1.1758, grad_norm: 3.3191 2020-08-10 02:59:53,990 - mmaction - INFO - Epoch [32][1060/1253] lr: 4.000e-03, eta: 7:03:27, time: 0.720, data_time: 0.006, memory: 6189, top1_acc: 0.7042, top5_acc: 0.8867, loss_cls: 1.1470, loss: 1.1470, grad_norm: 3.3467 2020-08-10 03:00:19,238 - mmaction - INFO - Epoch [32][1080/1253] lr: 4.000e-03, eta: 7:03:07, time: 1.255, data_time: 0.005, memory: 6189, top1_acc: 0.7013, top5_acc: 0.8888, loss_cls: 1.1543, loss: 1.1543, grad_norm: 3.3597 2020-08-10 03:00:31,868 - mmaction - INFO - Epoch [32][1100/1253] lr: 4.000e-03, eta: 7:02:39, time: 0.639, data_time: 0.013, memory: 6189, top1_acc: 0.7070, top5_acc: 0.8865, loss_cls: 1.1577, loss: 1.1577, grad_norm: 3.3092 2020-08-10 03:00:44,635 - mmaction - INFO - Epoch [32][1120/1253] lr: 4.000e-03, eta: 7:02:11, time: 0.636, data_time: 0.005, memory: 6189, top1_acc: 0.7151, top5_acc: 0.8911, loss_cls: 1.1253, loss: 1.1253, grad_norm: 3.3104 2020-08-10 03:00:57,368 - mmaction - INFO - Epoch [32][1140/1253] lr: 4.000e-03, eta: 7:01:43, time: 0.639, data_time: 0.006, memory: 6189, top1_acc: 0.7089, top5_acc: 0.8865, loss_cls: 1.1627, loss: 1.1627, grad_norm: 3.2768 2020-08-10 03:01:10,163 - mmaction - INFO - Epoch [32][1160/1253] lr: 4.000e-03, eta: 7:01:16, time: 0.638, data_time: 0.006, memory: 6189, top1_acc: 0.7156, top5_acc: 0.8924, loss_cls: 1.1288, loss: 1.1288, grad_norm: 3.2898 2020-08-10 03:01:23,177 - mmaction - INFO - Epoch [32][1180/1253] lr: 4.000e-03, eta: 7:00:48, time: 0.653, data_time: 0.005, memory: 6189, top1_acc: 0.7164, top5_acc: 0.8904, loss_cls: 1.1471, loss: 1.1471, grad_norm: 3.3050 2020-08-10 03:01:37,022 - mmaction - INFO - Epoch [32][1200/1253] lr: 4.000e-03, eta: 7:00:21, time: 0.692, data_time: 0.005, memory: 6189, top1_acc: 0.7086, top5_acc: 0.8872, loss_cls: 1.1734, loss: 1.1734, grad_norm: 3.3442 2020-08-10 03:01:49,756 - mmaction - INFO - Epoch [32][1220/1253] lr: 4.000e-03, eta: 6:59:53, time: 0.637, data_time: 0.004, memory: 6189, top1_acc: 0.7156, top5_acc: 0.8885, loss_cls: 1.1441, loss: 1.1441, grad_norm: 3.3299 2020-08-10 03:02:02,537 - mmaction - INFO - Epoch [32][1240/1253] lr: 4.000e-03, eta: 6:59:26, time: 0.640, data_time: 0.003, memory: 6189, top1_acc: 0.7133, top5_acc: 0.8984, loss_cls: 1.0925, loss: 1.0925, grad_norm: 3.2745 2020-08-10 03:02:24,257 - mmaction - INFO - Saving checkpoint at 32 epochs 2020-08-10 03:08:10,568 - mmaction - INFO - Epoch [33][20/1253] lr: 4.000e-03, eta: 7:01:42, time: 17.241, data_time: 16.506, memory: 6189, top1_acc: 0.7219, top5_acc: 0.8971, loss_cls: 1.1114, loss: 1.1114, grad_norm: 3.2924 2020-08-10 03:08:23,262 - mmaction - INFO - Epoch [33][40/1253] lr: 4.000e-03, eta: 7:01:14, time: 0.637, data_time: 0.013, memory: 6189, top1_acc: 0.7229, top5_acc: 0.8883, loss_cls: 1.1210, loss: 1.1210, grad_norm: 3.2684 2020-08-10 03:08:35,814 - mmaction - INFO - Epoch [33][60/1253] lr: 4.000e-03, eta: 7:00:46, time: 0.630, data_time: 0.007, memory: 6189, top1_acc: 0.7385, top5_acc: 0.9047, loss_cls: 1.0552, loss: 1.0552, grad_norm: 3.2354 2020-08-10 03:08:48,328 - mmaction - INFO - Epoch [33][80/1253] lr: 4.000e-03, eta: 7:00:18, time: 0.624, data_time: 0.005, memory: 6189, top1_acc: 0.7057, top5_acc: 0.8914, loss_cls: 1.1505, loss: 1.1505, grad_norm: 3.3647 2020-08-10 03:09:00,894 - mmaction - INFO - Epoch [33][100/1253] lr: 4.000e-03, eta: 6:59:50, time: 0.630, data_time: 0.005, memory: 6189, top1_acc: 0.7146, top5_acc: 0.8922, loss_cls: 1.1372, loss: 1.1372, grad_norm: 3.3970 2020-08-10 03:09:13,500 - mmaction - INFO - Epoch [33][120/1253] lr: 4.000e-03, eta: 6:59:22, time: 0.630, data_time: 0.006, memory: 6189, top1_acc: 0.7221, top5_acc: 0.8930, loss_cls: 1.1115, loss: 1.1115, grad_norm: 3.2915 2020-08-10 03:09:26,089 - mmaction - INFO - Epoch [33][140/1253] lr: 4.000e-03, eta: 6:58:54, time: 0.629, data_time: 0.003, memory: 6189, top1_acc: 0.7172, top5_acc: 0.8945, loss_cls: 1.1172, loss: 1.1172, grad_norm: 3.2775 2020-08-10 03:09:38,755 - mmaction - INFO - Epoch [33][160/1253] lr: 4.000e-03, eta: 6:58:26, time: 0.630, data_time: 0.005, memory: 6189, top1_acc: 0.7240, top5_acc: 0.8872, loss_cls: 1.1188, loss: 1.1188, grad_norm: 3.3066 2020-08-10 03:09:51,320 - mmaction - INFO - Epoch [33][180/1253] lr: 4.000e-03, eta: 6:57:58, time: 0.630, data_time: 0.007, memory: 6189, top1_acc: 0.7138, top5_acc: 0.8945, loss_cls: 1.1276, loss: 1.1276, grad_norm: 3.3575 2020-08-10 03:10:04,819 - mmaction - INFO - Epoch [33][200/1253] lr: 4.000e-03, eta: 6:57:31, time: 0.676, data_time: 0.007, memory: 6189, top1_acc: 0.7159, top5_acc: 0.8917, loss_cls: 1.1505, loss: 1.1505, grad_norm: 3.3584 2020-08-10 03:10:17,401 - mmaction - INFO - Epoch [33][220/1253] lr: 4.000e-03, eta: 6:57:03, time: 0.629, data_time: 0.002, memory: 6189, top1_acc: 0.7065, top5_acc: 0.8911, loss_cls: 1.1290, loss: 1.1290, grad_norm: 3.3252 2020-08-10 03:10:30,213 - mmaction - INFO - Epoch [33][240/1253] lr: 4.000e-03, eta: 6:56:35, time: 0.637, data_time: 0.005, memory: 6189, top1_acc: 0.7172, top5_acc: 0.8945, loss_cls: 1.1231, loss: 1.1231, grad_norm: 3.3398 2020-08-10 03:10:42,956 - mmaction - INFO - Epoch [33][260/1253] lr: 4.000e-03, eta: 6:56:08, time: 0.641, data_time: 0.008, memory: 6189, top1_acc: 0.7237, top5_acc: 0.8930, loss_cls: 1.1023, loss: 1.1023, grad_norm: 3.2984 2020-08-10 03:10:55,959 - mmaction - INFO - Epoch [33][280/1253] lr: 4.000e-03, eta: 6:55:40, time: 0.648, data_time: 0.005, memory: 6189, top1_acc: 0.7258, top5_acc: 0.9016, loss_cls: 1.0686, loss: 1.0686, grad_norm: 3.2734 2020-08-10 03:11:08,953 - mmaction - INFO - Epoch [33][300/1253] lr: 4.000e-03, eta: 6:55:13, time: 0.652, data_time: 0.006, memory: 6189, top1_acc: 0.7161, top5_acc: 0.8872, loss_cls: 1.1305, loss: 1.1305, grad_norm: 3.3394 2020-08-10 03:11:21,903 - mmaction - INFO - Epoch [33][320/1253] lr: 4.000e-03, eta: 6:54:45, time: 0.643, data_time: 0.005, memory: 6189, top1_acc: 0.7240, top5_acc: 0.8888, loss_cls: 1.1227, loss: 1.1227, grad_norm: 3.2374 2020-08-10 03:11:34,523 - mmaction - INFO - Epoch [33][340/1253] lr: 4.000e-03, eta: 6:54:17, time: 0.635, data_time: 0.008, memory: 6189, top1_acc: 0.7206, top5_acc: 0.8919, loss_cls: 1.1220, loss: 1.1220, grad_norm: 3.2608 2020-08-10 03:11:47,416 - mmaction - INFO - Epoch [33][360/1253] lr: 4.000e-03, eta: 6:53:50, time: 0.644, data_time: 0.005, memory: 6189, top1_acc: 0.7182, top5_acc: 0.8956, loss_cls: 1.1203, loss: 1.1203, grad_norm: 3.3884 2020-08-10 03:12:00,106 - mmaction - INFO - Epoch [33][380/1253] lr: 4.000e-03, eta: 6:53:22, time: 0.635, data_time: 0.004, memory: 6189, top1_acc: 0.7120, top5_acc: 0.8878, loss_cls: 1.1512, loss: 1.1512, grad_norm: 3.3383 2020-08-10 03:12:13,366 - mmaction - INFO - Epoch [33][400/1253] lr: 4.000e-03, eta: 6:52:55, time: 0.661, data_time: 0.007, memory: 6189, top1_acc: 0.7263, top5_acc: 0.8911, loss_cls: 1.1161, loss: 1.1161, grad_norm: 3.2792 2020-08-10 03:12:26,451 - mmaction - INFO - Epoch [33][420/1253] lr: 4.000e-03, eta: 6:52:27, time: 0.657, data_time: 0.006, memory: 6189, top1_acc: 0.7167, top5_acc: 0.8977, loss_cls: 1.0903, loss: 1.0903, grad_norm: 3.2272 2020-08-10 03:12:39,417 - mmaction - INFO - Epoch [33][440/1253] lr: 4.000e-03, eta: 6:52:00, time: 0.648, data_time: 0.005, memory: 6189, top1_acc: 0.7135, top5_acc: 0.8878, loss_cls: 1.1191, loss: 1.1191, grad_norm: 3.3111 2020-08-10 03:12:53,467 - mmaction - INFO - Epoch [33][460/1253] lr: 4.000e-03, eta: 6:51:33, time: 0.702, data_time: 0.004, memory: 6189, top1_acc: 0.7143, top5_acc: 0.8953, loss_cls: 1.1213, loss: 1.1213, grad_norm: 3.3337 2020-08-10 03:13:06,728 - mmaction - INFO - Epoch [33][480/1253] lr: 4.000e-03, eta: 6:51:05, time: 0.662, data_time: 0.007, memory: 6189, top1_acc: 0.7188, top5_acc: 0.8922, loss_cls: 1.1236, loss: 1.1236, grad_norm: 3.3207 2020-08-10 03:13:19,802 - mmaction - INFO - Epoch [33][500/1253] lr: 4.000e-03, eta: 6:50:38, time: 0.655, data_time: 0.005, memory: 6189, top1_acc: 0.7268, top5_acc: 0.8896, loss_cls: 1.0984, loss: 1.0984, grad_norm: 3.2767 2020-08-10 03:13:34,284 - mmaction - INFO - Epoch [33][520/1253] lr: 4.000e-03, eta: 6:50:11, time: 0.723, data_time: 0.006, memory: 6189, top1_acc: 0.7227, top5_acc: 0.8891, loss_cls: 1.1190, loss: 1.1190, grad_norm: 3.2790 2020-08-10 03:13:47,662 - mmaction - INFO - Epoch [33][540/1253] lr: 4.000e-03, eta: 6:49:44, time: 0.670, data_time: 0.006, memory: 6189, top1_acc: 0.7190, top5_acc: 0.8906, loss_cls: 1.1316, loss: 1.1316, grad_norm: 3.3378 2020-08-10 03:14:00,415 - mmaction - INFO - Epoch [33][560/1253] lr: 4.000e-03, eta: 6:49:17, time: 0.637, data_time: 0.006, memory: 6189, top1_acc: 0.7135, top5_acc: 0.8852, loss_cls: 1.1690, loss: 1.1690, grad_norm: 3.3858 2020-08-10 03:14:13,077 - mmaction - INFO - Epoch [33][580/1253] lr: 4.000e-03, eta: 6:48:49, time: 0.634, data_time: 0.006, memory: 6189, top1_acc: 0.7117, top5_acc: 0.8836, loss_cls: 1.1394, loss: 1.1394, grad_norm: 3.3180 2020-08-10 03:14:25,924 - mmaction - INFO - Epoch [33][600/1253] lr: 4.000e-03, eta: 6:48:22, time: 0.640, data_time: 0.006, memory: 6189, top1_acc: 0.7245, top5_acc: 0.8977, loss_cls: 1.1005, loss: 1.1005, grad_norm: 3.3274 2020-08-10 03:14:40,650 - mmaction - INFO - Epoch [33][620/1253] lr: 4.000e-03, eta: 6:47:55, time: 0.739, data_time: 0.007, memory: 6189, top1_acc: 0.7156, top5_acc: 0.8880, loss_cls: 1.1419, loss: 1.1419, grad_norm: 3.3252 2020-08-10 03:14:54,079 - mmaction - INFO - Epoch [33][640/1253] lr: 4.000e-03, eta: 6:47:28, time: 0.670, data_time: 0.006, memory: 6189, top1_acc: 0.7307, top5_acc: 0.9039, loss_cls: 1.0735, loss: 1.0735, grad_norm: 3.2478 2020-08-10 03:15:07,508 - mmaction - INFO - Epoch [33][660/1253] lr: 4.000e-03, eta: 6:47:01, time: 0.673, data_time: 0.006, memory: 6189, top1_acc: 0.7232, top5_acc: 0.8932, loss_cls: 1.1175, loss: 1.1175, grad_norm: 3.3294 2020-08-10 03:15:20,787 - mmaction - INFO - Epoch [33][680/1253] lr: 4.000e-03, eta: 6:46:34, time: 0.661, data_time: 0.007, memory: 6189, top1_acc: 0.7260, top5_acc: 0.8945, loss_cls: 1.1031, loss: 1.1031, grad_norm: 3.3057 2020-08-10 03:15:34,121 - mmaction - INFO - Epoch [33][700/1253] lr: 4.000e-03, eta: 6:46:07, time: 0.670, data_time: 0.006, memory: 6189, top1_acc: 0.7141, top5_acc: 0.8833, loss_cls: 1.1328, loss: 1.1328, grad_norm: 3.3536 2020-08-10 03:15:48,125 - mmaction - INFO - Epoch [33][720/1253] lr: 4.000e-03, eta: 6:45:40, time: 0.697, data_time: 0.005, memory: 6189, top1_acc: 0.7172, top5_acc: 0.8904, loss_cls: 1.1288, loss: 1.1288, grad_norm: 3.3107 2020-08-10 03:16:01,277 - mmaction - INFO - Epoch [33][740/1253] lr: 4.000e-03, eta: 6:45:13, time: 0.660, data_time: 0.007, memory: 6189, top1_acc: 0.7099, top5_acc: 0.8844, loss_cls: 1.1538, loss: 1.1538, grad_norm: 3.3553 2020-08-10 03:16:14,912 - mmaction - INFO - Epoch [33][760/1253] lr: 4.000e-03, eta: 6:44:46, time: 0.680, data_time: 0.005, memory: 6189, top1_acc: 0.7128, top5_acc: 0.8964, loss_cls: 1.1077, loss: 1.1077, grad_norm: 3.2984 2020-08-10 03:16:28,598 - mmaction - INFO - Epoch [33][780/1253] lr: 4.000e-03, eta: 6:44:19, time: 0.686, data_time: 0.006, memory: 6189, top1_acc: 0.7115, top5_acc: 0.8917, loss_cls: 1.1340, loss: 1.1340, grad_norm: 3.3882 2020-08-10 03:16:41,397 - mmaction - INFO - Epoch [33][800/1253] lr: 4.000e-03, eta: 6:43:52, time: 0.637, data_time: 0.005, memory: 6189, top1_acc: 0.7164, top5_acc: 0.8883, loss_cls: 1.1482, loss: 1.1482, grad_norm: 3.3838 2020-08-10 03:16:54,152 - mmaction - INFO - Epoch [33][820/1253] lr: 4.000e-03, eta: 6:43:25, time: 0.641, data_time: 0.006, memory: 6189, top1_acc: 0.7198, top5_acc: 0.8898, loss_cls: 1.1045, loss: 1.1045, grad_norm: 3.3021 2020-08-10 03:17:07,867 - mmaction - INFO - Epoch [33][840/1253] lr: 4.000e-03, eta: 6:42:58, time: 0.684, data_time: 0.005, memory: 6189, top1_acc: 0.7096, top5_acc: 0.8852, loss_cls: 1.1591, loss: 1.1591, grad_norm: 3.4143 2020-08-10 03:17:21,764 - mmaction - INFO - Epoch [33][860/1253] lr: 4.000e-03, eta: 6:42:31, time: 0.696, data_time: 0.006, memory: 6189, top1_acc: 0.7279, top5_acc: 0.8984, loss_cls: 1.0777, loss: 1.0777, grad_norm: 3.2131 2020-08-10 03:17:34,992 - mmaction - INFO - Epoch [33][880/1253] lr: 4.000e-03, eta: 6:42:04, time: 0.661, data_time: 0.006, memory: 6189, top1_acc: 0.7120, top5_acc: 0.8841, loss_cls: 1.1533, loss: 1.1533, grad_norm: 3.3700 2020-08-10 03:17:47,779 - mmaction - INFO - Epoch [33][900/1253] lr: 4.000e-03, eta: 6:41:37, time: 0.640, data_time: 0.004, memory: 6189, top1_acc: 0.7188, top5_acc: 0.8945, loss_cls: 1.1078, loss: 1.1078, grad_norm: 3.3077 2020-08-10 03:18:00,693 - mmaction - INFO - Epoch [33][920/1253] lr: 4.000e-03, eta: 6:41:10, time: 0.644, data_time: 0.006, memory: 6189, top1_acc: 0.7000, top5_acc: 0.8846, loss_cls: 1.2018, loss: 1.2018, grad_norm: 3.3961 2020-08-10 03:18:15,381 - mmaction - INFO - Epoch [33][940/1253] lr: 4.000e-03, eta: 6:40:43, time: 0.736, data_time: 0.005, memory: 6189, top1_acc: 0.7208, top5_acc: 0.8911, loss_cls: 1.1302, loss: 1.1302, grad_norm: 3.3747 2020-08-10 03:18:29,059 - mmaction - INFO - Epoch [33][960/1253] lr: 4.000e-03, eta: 6:40:17, time: 0.682, data_time: 0.006, memory: 6189, top1_acc: 0.7078, top5_acc: 0.8880, loss_cls: 1.1461, loss: 1.1461, grad_norm: 3.3891 2020-08-10 03:18:41,685 - mmaction - INFO - Epoch [33][980/1253] lr: 4.000e-03, eta: 6:39:49, time: 0.634, data_time: 0.006, memory: 6189, top1_acc: 0.7154, top5_acc: 0.8919, loss_cls: 1.1251, loss: 1.1251, grad_norm: 3.3279 2020-08-10 03:18:56,247 - mmaction - INFO - Epoch [33][1000/1253] lr: 4.000e-03, eta: 6:39:23, time: 0.724, data_time: 0.005, memory: 6189, top1_acc: 0.7081, top5_acc: 0.8917, loss_cls: 1.1447, loss: 1.1447, grad_norm: 3.2883 2020-08-10 03:19:08,940 - mmaction - INFO - Epoch [33][1020/1253] lr: 4.000e-03, eta: 6:38:56, time: 0.638, data_time: 0.006, memory: 6189, top1_acc: 0.7091, top5_acc: 0.8859, loss_cls: 1.1407, loss: 1.1407, grad_norm: 3.3534 2020-08-10 03:19:23,128 - mmaction - INFO - Epoch [33][1040/1253] lr: 4.000e-03, eta: 6:38:29, time: 0.707, data_time: 0.005, memory: 6189, top1_acc: 0.7070, top5_acc: 0.8836, loss_cls: 1.1615, loss: 1.1615, grad_norm: 3.3508 2020-08-10 03:19:36,661 - mmaction - INFO - Epoch [33][1060/1253] lr: 4.000e-03, eta: 6:38:03, time: 0.678, data_time: 0.006, memory: 6189, top1_acc: 0.7089, top5_acc: 0.8849, loss_cls: 1.1752, loss: 1.1752, grad_norm: 3.3119 2020-08-10 03:19:50,318 - mmaction - INFO - Epoch [33][1080/1253] lr: 4.000e-03, eta: 6:37:36, time: 0.681, data_time: 0.006, memory: 6189, top1_acc: 0.7143, top5_acc: 0.8958, loss_cls: 1.1208, loss: 1.1208, grad_norm: 3.3495 2020-08-10 03:20:04,033 - mmaction - INFO - Epoch [33][1100/1253] lr: 4.000e-03, eta: 6:37:09, time: 0.688, data_time: 0.005, memory: 6189, top1_acc: 0.7297, top5_acc: 0.8914, loss_cls: 1.1256, loss: 1.1256, grad_norm: 3.2526 2020-08-10 03:20:17,204 - mmaction - INFO - Epoch [33][1120/1253] lr: 4.000e-03, eta: 6:36:42, time: 0.658, data_time: 0.002, memory: 6189, top1_acc: 0.7013, top5_acc: 0.8836, loss_cls: 1.1925, loss: 1.1925, grad_norm: 3.4390 2020-08-10 03:20:31,218 - mmaction - INFO - Epoch [33][1140/1253] lr: 4.000e-03, eta: 6:36:16, time: 0.698, data_time: 0.006, memory: 6189, top1_acc: 0.7180, top5_acc: 0.8875, loss_cls: 1.1260, loss: 1.1260, grad_norm: 3.3378 2020-08-10 03:20:44,264 - mmaction - INFO - Epoch [33][1160/1253] lr: 4.000e-03, eta: 6:35:49, time: 0.655, data_time: 0.007, memory: 6189, top1_acc: 0.7286, top5_acc: 0.9042, loss_cls: 1.0645, loss: 1.0645, grad_norm: 3.2755 2020-08-10 03:20:57,591 - mmaction - INFO - Epoch [33][1180/1253] lr: 4.000e-03, eta: 6:35:22, time: 0.664, data_time: 0.005, memory: 6189, top1_acc: 0.7083, top5_acc: 0.8880, loss_cls: 1.1805, loss: 1.1805, grad_norm: 3.4146 2020-08-10 03:21:11,174 - mmaction - INFO - Epoch [33][1200/1253] lr: 4.000e-03, eta: 6:34:55, time: 0.682, data_time: 0.005, memory: 6189, top1_acc: 0.7148, top5_acc: 0.8940, loss_cls: 1.1235, loss: 1.1235, grad_norm: 3.3047 2020-08-10 03:21:24,640 - mmaction - INFO - Epoch [33][1220/1253] lr: 4.000e-03, eta: 6:34:29, time: 0.670, data_time: 0.004, memory: 6189, top1_acc: 0.7063, top5_acc: 0.8872, loss_cls: 1.1547, loss: 1.1547, grad_norm: 3.4280 2020-08-10 03:21:38,372 - mmaction - INFO - Epoch [33][1240/1253] lr: 4.000e-03, eta: 6:34:02, time: 0.690, data_time: 0.006, memory: 6189, top1_acc: 0.7120, top5_acc: 0.8870, loss_cls: 1.1408, loss: 1.1408, grad_norm: 3.3254 2020-08-10 03:21:56,573 - mmaction - INFO - Saving checkpoint at 33 epochs 2020-08-10 03:27:30,784 - mmaction - INFO - Epoch [34][20/1253] lr: 4.000e-03, eta: 6:35:58, time: 16.667, data_time: 15.854, memory: 6189, top1_acc: 0.7125, top5_acc: 0.8875, loss_cls: 1.1519, loss: 1.1519, grad_norm: 3.3611 2020-08-10 03:27:43,598 - mmaction - INFO - Epoch [34][40/1253] lr: 4.000e-03, eta: 6:35:31, time: 0.644, data_time: 0.013, memory: 6189, top1_acc: 0.7227, top5_acc: 0.8935, loss_cls: 1.1130, loss: 1.1130, grad_norm: 3.2453 2020-08-10 03:27:56,228 - mmaction - INFO - Epoch [34][60/1253] lr: 4.000e-03, eta: 6:35:04, time: 0.633, data_time: 0.006, memory: 6189, top1_acc: 0.7206, top5_acc: 0.9026, loss_cls: 1.0698, loss: 1.0698, grad_norm: 3.3107 2020-08-10 03:28:08,778 - mmaction - INFO - Epoch [34][80/1253] lr: 4.000e-03, eta: 6:34:36, time: 0.627, data_time: 0.002, memory: 6189, top1_acc: 0.7036, top5_acc: 0.8891, loss_cls: 1.1692, loss: 1.1692, grad_norm: 3.4917 2020-08-10 03:28:21,432 - mmaction - INFO - Epoch [34][100/1253] lr: 4.000e-03, eta: 6:34:09, time: 0.631, data_time: 0.006, memory: 6189, top1_acc: 0.7281, top5_acc: 0.8948, loss_cls: 1.1029, loss: 1.1029, grad_norm: 3.2674 2020-08-10 03:28:33,923 - mmaction - INFO - Epoch [34][120/1253] lr: 4.000e-03, eta: 6:33:42, time: 0.626, data_time: 0.005, memory: 6189, top1_acc: 0.7185, top5_acc: 0.8990, loss_cls: 1.1084, loss: 1.1084, grad_norm: 3.3224 2020-08-10 03:28:46,633 - mmaction - INFO - Epoch [34][140/1253] lr: 4.000e-03, eta: 6:33:15, time: 0.635, data_time: 0.006, memory: 6189, top1_acc: 0.7284, top5_acc: 0.8948, loss_cls: 1.0832, loss: 1.0832, grad_norm: 3.2697 2020-08-10 03:28:59,148 - mmaction - INFO - Epoch [34][160/1253] lr: 4.000e-03, eta: 6:32:47, time: 0.626, data_time: 0.005, memory: 6189, top1_acc: 0.7221, top5_acc: 0.8896, loss_cls: 1.1050, loss: 1.1050, grad_norm: 3.3412 2020-08-10 03:29:11,728 - mmaction - INFO - Epoch [34][180/1253] lr: 4.000e-03, eta: 6:32:20, time: 0.629, data_time: 0.006, memory: 6189, top1_acc: 0.7211, top5_acc: 0.8898, loss_cls: 1.1135, loss: 1.1135, grad_norm: 3.3272 2020-08-10 03:29:24,248 - mmaction - INFO - Epoch [34][200/1253] lr: 4.000e-03, eta: 6:31:53, time: 0.627, data_time: 0.004, memory: 6189, top1_acc: 0.7125, top5_acc: 0.8896, loss_cls: 1.1385, loss: 1.1385, grad_norm: 3.4094 2020-08-10 03:29:36,955 - mmaction - INFO - Epoch [34][220/1253] lr: 4.000e-03, eta: 6:31:26, time: 0.633, data_time: 0.004, memory: 6189, top1_acc: 0.7188, top5_acc: 0.8964, loss_cls: 1.0987, loss: 1.0987, grad_norm: 3.3465 2020-08-10 03:29:49,525 - mmaction - INFO - Epoch [34][240/1253] lr: 4.000e-03, eta: 6:30:59, time: 0.631, data_time: 0.006, memory: 6189, top1_acc: 0.7172, top5_acc: 0.8891, loss_cls: 1.1228, loss: 1.1228, grad_norm: 3.3821 2020-08-10 03:30:02,464 - mmaction - INFO - Epoch [34][260/1253] lr: 4.000e-03, eta: 6:30:31, time: 0.641, data_time: 0.005, memory: 6189, top1_acc: 0.7203, top5_acc: 0.9000, loss_cls: 1.0927, loss: 1.0927, grad_norm: 3.3619 2020-08-10 03:30:15,672 - mmaction - INFO - Epoch [34][280/1253] lr: 4.000e-03, eta: 6:30:05, time: 0.665, data_time: 0.007, memory: 6189, top1_acc: 0.7109, top5_acc: 0.8937, loss_cls: 1.1064, loss: 1.1064, grad_norm: 3.3707 2020-08-10 03:30:28,574 - mmaction - INFO - Epoch [34][300/1253] lr: 4.000e-03, eta: 6:29:38, time: 0.645, data_time: 0.006, memory: 6189, top1_acc: 0.7174, top5_acc: 0.8966, loss_cls: 1.1093, loss: 1.1093, grad_norm: 3.3388 2020-08-10 03:30:41,241 - mmaction - INFO - Epoch [34][320/1253] lr: 4.000e-03, eta: 6:29:11, time: 0.634, data_time: 0.004, memory: 6189, top1_acc: 0.7174, top5_acc: 0.8927, loss_cls: 1.1078, loss: 1.1078, grad_norm: 3.3793 2020-08-10 03:30:54,016 - mmaction - INFO - Epoch [34][340/1253] lr: 4.000e-03, eta: 6:28:44, time: 0.635, data_time: 0.005, memory: 6189, top1_acc: 0.7242, top5_acc: 0.8901, loss_cls: 1.1232, loss: 1.1232, grad_norm: 3.3237 2020-08-10 03:31:38,535 - mmaction - INFO - Epoch [34][360/1253] lr: 4.000e-03, eta: 6:28:32, time: 2.229, data_time: 0.007, memory: 6189, top1_acc: 0.7190, top5_acc: 0.8927, loss_cls: 1.1127, loss: 1.1127, grad_norm: 3.3030 2020-08-10 03:32:48,513 - mmaction - INFO - Epoch [34][380/1253] lr: 4.000e-03, eta: 6:28:34, time: 3.499, data_time: 0.005, memory: 6189, top1_acc: 0.7201, top5_acc: 0.8914, loss_cls: 1.1310, loss: 1.1310, grad_norm: 3.3809 2020-08-10 03:33:01,064 - mmaction - INFO - Epoch [34][400/1253] lr: 4.000e-03, eta: 6:28:07, time: 0.628, data_time: 0.004, memory: 6189, top1_acc: 0.7208, top5_acc: 0.8904, loss_cls: 1.1195, loss: 1.1195, grad_norm: 3.3196 2020-08-10 03:33:13,718 - mmaction - INFO - Epoch [34][420/1253] lr: 4.000e-03, eta: 6:27:40, time: 0.630, data_time: 0.006, memory: 6189, top1_acc: 0.7010, top5_acc: 0.8857, loss_cls: 1.1667, loss: 1.1667, grad_norm: 3.4362 2020-08-10 03:36:10,730 - mmaction - INFO - Epoch [34][440/1253] lr: 4.000e-03, eta: 6:28:35, time: 8.853, data_time: 0.007, memory: 6189, top1_acc: 0.7107, top5_acc: 0.8930, loss_cls: 1.1209, loss: 1.1209, grad_norm: 3.3096 2020-08-10 03:36:23,249 - mmaction - INFO - Epoch [34][460/1253] lr: 4.000e-03, eta: 6:28:08, time: 0.627, data_time: 0.003, memory: 6189, top1_acc: 0.7138, top5_acc: 0.8958, loss_cls: 1.1127, loss: 1.1127, grad_norm: 3.3957 2020-08-10 03:36:35,922 - mmaction - INFO - Epoch [34][480/1253] lr: 4.000e-03, eta: 6:27:40, time: 0.629, data_time: 0.005, memory: 6189, top1_acc: 0.7258, top5_acc: 0.8953, loss_cls: 1.0844, loss: 1.0844, grad_norm: 3.3129 2020-08-10 03:36:48,393 - mmaction - INFO - Epoch [34][500/1253] lr: 4.000e-03, eta: 6:27:13, time: 0.627, data_time: 0.007, memory: 6189, top1_acc: 0.7208, top5_acc: 0.8935, loss_cls: 1.1063, loss: 1.1063, grad_norm: 3.3297 2020-08-10 03:38:29,225 - mmaction - INFO - Epoch [34][520/1253] lr: 4.000e-03, eta: 6:27:30, time: 5.041, data_time: 0.005, memory: 6189, top1_acc: 0.7307, top5_acc: 0.8995, loss_cls: 1.0614, loss: 1.0614, grad_norm: 3.2715 2020-08-10 03:42:08,460 - mmaction - INFO - Epoch [34][540/1253] lr: 4.000e-03, eta: 6:28:45, time: 10.963, data_time: 0.006, memory: 6189, top1_acc: 0.7052, top5_acc: 0.8857, loss_cls: 1.1859, loss: 1.1859, grad_norm: 3.4169 2020-08-10 03:42:20,962 - mmaction - INFO - Epoch [34][560/1253] lr: 4.000e-03, eta: 6:28:18, time: 0.625, data_time: 0.003, memory: 6189, top1_acc: 0.7203, top5_acc: 0.8870, loss_cls: 1.1353, loss: 1.1353, grad_norm: 3.3762 2020-08-10 03:42:33,599 - mmaction - INFO - Epoch [34][580/1253] lr: 4.000e-03, eta: 6:27:50, time: 0.633, data_time: 0.006, memory: 6189, top1_acc: 0.7138, top5_acc: 0.8958, loss_cls: 1.1311, loss: 1.1311, grad_norm: 3.4130 2020-08-10 03:42:46,221 - mmaction - INFO - Epoch [34][600/1253] lr: 4.000e-03, eta: 6:27:23, time: 0.631, data_time: 0.003, memory: 6189, top1_acc: 0.7070, top5_acc: 0.8841, loss_cls: 1.1674, loss: 1.1674, grad_norm: 3.4044 2020-08-10 03:42:58,840 - mmaction - INFO - Epoch [34][620/1253] lr: 4.000e-03, eta: 6:26:56, time: 0.629, data_time: 0.005, memory: 6189, top1_acc: 0.7135, top5_acc: 0.8945, loss_cls: 1.0981, loss: 1.0981, grad_norm: 3.3892 2020-08-10 03:43:11,332 - mmaction - INFO - Epoch [34][640/1253] lr: 4.000e-03, eta: 6:26:28, time: 0.627, data_time: 0.007, memory: 6189, top1_acc: 0.7083, top5_acc: 0.8883, loss_cls: 1.1483, loss: 1.1483, grad_norm: 3.4129 2020-08-10 03:43:24,174 - mmaction - INFO - Epoch [34][660/1253] lr: 4.000e-03, eta: 6:26:01, time: 0.643, data_time: 0.005, memory: 6189, top1_acc: 0.7094, top5_acc: 0.8872, loss_cls: 1.1695, loss: 1.1695, grad_norm: 3.4288 2020-08-10 03:43:36,772 - mmaction - INFO - Epoch [34][680/1253] lr: 4.000e-03, eta: 6:25:34, time: 0.630, data_time: 0.003, memory: 6189, top1_acc: 0.7125, top5_acc: 0.8951, loss_cls: 1.1173, loss: 1.1173, grad_norm: 3.3642 2020-08-10 03:43:49,840 - mmaction - INFO - Epoch [34][700/1253] lr: 4.000e-03, eta: 6:25:07, time: 0.651, data_time: 0.005, memory: 6189, top1_acc: 0.7245, top5_acc: 0.8995, loss_cls: 1.1051, loss: 1.1051, grad_norm: 3.3645 2020-08-10 03:47:06,142 - mmaction - INFO - Epoch [34][720/1253] lr: 4.000e-03, eta: 6:26:09, time: 9.817, data_time: 0.005, memory: 6189, top1_acc: 0.7161, top5_acc: 0.8862, loss_cls: 1.1508, loss: 1.1508, grad_norm: 3.3855 2020-08-10 03:51:41,894 - mmaction - INFO - Epoch [34][740/1253] lr: 4.000e-03, eta: 6:27:51, time: 13.786, data_time: 0.003, memory: 6189, top1_acc: 0.7234, top5_acc: 0.8948, loss_cls: 1.0993, loss: 1.0993, grad_norm: 3.3261 2020-08-10 03:51:54,618 - mmaction - INFO - Epoch [34][760/1253] lr: 4.000e-03, eta: 6:27:23, time: 0.638, data_time: 0.006, memory: 6189, top1_acc: 0.7133, top5_acc: 0.8880, loss_cls: 1.1611, loss: 1.1611, grad_norm: 3.3360 2020-08-10 03:54:49,407 - mmaction - INFO - Epoch [34][780/1253] lr: 4.000e-03, eta: 6:28:15, time: 8.737, data_time: 0.005, memory: 6189, top1_acc: 0.7216, top5_acc: 0.8922, loss_cls: 1.1073, loss: 1.1073, grad_norm: 3.3343 2020-08-10 03:55:01,952 - mmaction - INFO - Epoch [34][800/1253] lr: 4.000e-03, eta: 6:27:47, time: 0.630, data_time: 0.007, memory: 6189, top1_acc: 0.7250, top5_acc: 0.8885, loss_cls: 1.1177, loss: 1.1177, grad_norm: 3.3890 2020-08-10 03:55:14,560 - mmaction - INFO - Epoch [34][820/1253] lr: 4.000e-03, eta: 6:27:19, time: 0.631, data_time: 0.006, memory: 6189, top1_acc: 0.7206, top5_acc: 0.8974, loss_cls: 1.1155, loss: 1.1155, grad_norm: 3.3816 2020-08-10 03:57:41,884 - mmaction - INFO - Epoch [34][840/1253] lr: 4.000e-03, eta: 6:27:57, time: 7.364, data_time: 0.004, memory: 6189, top1_acc: 0.7234, top5_acc: 0.8953, loss_cls: 1.1109, loss: 1.1109, grad_norm: 3.3520 2020-08-10 03:57:54,553 - mmaction - INFO - Epoch [34][860/1253] lr: 4.000e-03, eta: 6:27:30, time: 0.636, data_time: 0.007, memory: 6189, top1_acc: 0.7086, top5_acc: 0.8836, loss_cls: 1.1492, loss: 1.1492, grad_norm: 3.3727 2020-08-10 03:59:03,796 - mmaction - INFO - Epoch [34][880/1253] lr: 4.000e-03, eta: 6:27:29, time: 3.460, data_time: 0.005, memory: 6189, top1_acc: 0.7219, top5_acc: 0.8995, loss_cls: 1.0990, loss: 1.0990, grad_norm: 3.3853 2020-08-10 03:59:53,368 - mmaction - INFO - Epoch [34][900/1253] lr: 4.000e-03, eta: 6:27:19, time: 2.480, data_time: 0.006, memory: 6189, top1_acc: 0.6995, top5_acc: 0.8810, loss_cls: 1.1878, loss: 1.1878, grad_norm: 3.5019 2020-08-10 04:00:28,350 - mmaction - INFO - Epoch [34][920/1253] lr: 4.000e-03, eta: 6:27:02, time: 1.709, data_time: 0.021, memory: 6189, top1_acc: 0.7146, top5_acc: 0.8982, loss_cls: 1.1120, loss: 1.1120, grad_norm: 3.3582 2020-08-10 04:07:25,774 - mmaction - INFO - Epoch [34][940/1253] lr: 4.000e-03, eta: 6:29:50, time: 20.912, data_time: 0.051, memory: 6189, top1_acc: 0.7023, top5_acc: 0.8841, loss_cls: 1.1772, loss: 1.1772, grad_norm: 3.4710 2020-08-10 04:14:16,756 - mmaction - INFO - Epoch [34][960/1253] lr: 4.000e-03, eta: 6:32:33, time: 20.547, data_time: 0.002, memory: 6189, top1_acc: 0.7284, top5_acc: 0.9029, loss_cls: 1.0683, loss: 1.0683, grad_norm: 3.3213 2020-08-10 04:14:29,252 - mmaction - INFO - Epoch [34][980/1253] lr: 4.000e-03, eta: 6:32:05, time: 0.626, data_time: 0.006, memory: 6189, top1_acc: 0.7128, top5_acc: 0.8943, loss_cls: 1.1173, loss: 1.1173, grad_norm: 3.3439 2020-08-10 04:16:15,027 - mmaction - INFO - Epoch [34][1000/1253] lr: 4.000e-03, eta: 6:32:21, time: 5.289, data_time: 0.005, memory: 6189, top1_acc: 0.7232, top5_acc: 0.8953, loss_cls: 1.1007, loss: 1.1007, grad_norm: 3.3778 2020-08-10 04:16:27,673 - mmaction - INFO - Epoch [34][1020/1253] lr: 4.000e-03, eta: 6:31:53, time: 0.633, data_time: 0.002, memory: 6189, top1_acc: 0.7091, top5_acc: 0.8924, loss_cls: 1.1353, loss: 1.1353, grad_norm: 3.4128 2020-08-10 04:16:40,289 - mmaction - INFO - Epoch [34][1040/1253] lr: 4.000e-03, eta: 6:31:25, time: 0.627, data_time: 0.005, memory: 6189, top1_acc: 0.7023, top5_acc: 0.8813, loss_cls: 1.1679, loss: 1.1679, grad_norm: 3.4298 2020-08-10 04:16:52,883 - mmaction - INFO - Epoch [34][1060/1253] lr: 4.000e-03, eta: 6:30:57, time: 0.634, data_time: 0.007, memory: 6189, top1_acc: 0.7081, top5_acc: 0.8836, loss_cls: 1.1717, loss: 1.1717, grad_norm: 3.4434 2020-08-10 04:23:02,536 - mmaction - INFO - Epoch [34][1080/1253] lr: 4.000e-03, eta: 6:33:19, time: 18.483, data_time: 0.005, memory: 6189, top1_acc: 0.7208, top5_acc: 0.8919, loss_cls: 1.1402, loss: 1.1402, grad_norm: 3.3274 2020-08-10 04:28:55,630 - mmaction - INFO - Epoch [34][1100/1253] lr: 4.000e-03, eta: 6:35:32, time: 17.646, data_time: 0.002, memory: 6189, top1_acc: 0.7151, top5_acc: 0.8930, loss_cls: 1.1469, loss: 1.1469, grad_norm: 3.3564 2020-08-10 04:34:36,817 - mmaction - INFO - Epoch [34][1120/1253] lr: 4.000e-03, eta: 6:37:40, time: 17.068, data_time: 0.011, memory: 6189, top1_acc: 0.7188, top5_acc: 0.8979, loss_cls: 1.1003, loss: 1.1003, grad_norm: 3.3816 2020-08-10 04:41:41,913 - mmaction - INFO - Epoch [34][1140/1253] lr: 4.000e-03, eta: 6:40:27, time: 21.254, data_time: 0.002, memory: 6189, top1_acc: 0.7219, top5_acc: 0.8885, loss_cls: 1.1050, loss: 1.1050, grad_norm: 3.3309 2020-08-10 04:44:21,252 - mmaction - INFO - Epoch [34][1160/1253] lr: 4.000e-03, eta: 6:41:07, time: 7.967, data_time: 0.003, memory: 6189, top1_acc: 0.7143, top5_acc: 0.8974, loss_cls: 1.1188, loss: 1.1188, grad_norm: 3.4143 2020-08-10 04:47:49,202 - mmaction - INFO - Epoch [34][1180/1253] lr: 4.000e-03, eta: 6:42:10, time: 10.398, data_time: 0.003, memory: 6189, top1_acc: 0.6958, top5_acc: 0.8862, loss_cls: 1.1683, loss: 1.1683, grad_norm: 3.4641 2020-08-10 04:53:45,633 - mmaction - INFO - Epoch [34][1200/1253] lr: 4.000e-03, eta: 6:44:23, time: 17.819, data_time: 0.003, memory: 6189, top1_acc: 0.7185, top5_acc: 0.8810, loss_cls: 1.1612, loss: 1.1612, grad_norm: 3.3626 2020-08-10 04:53:58,115 - mmaction - INFO - Epoch [34][1220/1253] lr: 4.000e-03, eta: 6:43:54, time: 0.626, data_time: 0.006, memory: 6189, top1_acc: 0.7219, top5_acc: 0.8958, loss_cls: 1.1095, loss: 1.1095, grad_norm: 3.3477 2020-08-10 04:56:18,757 - mmaction - INFO - Epoch [34][1240/1253] lr: 4.000e-03, eta: 6:44:24, time: 7.032, data_time: 0.006, memory: 6189, top1_acc: 0.7203, top5_acc: 0.8945, loss_cls: 1.1213, loss: 1.1213, grad_norm: 3.3859 2020-08-10 04:59:55,433 - mmaction - INFO - Saving checkpoint at 34 epochs 2020-08-10 05:06:05,265 - mmaction - INFO - Epoch [35][20/1253] lr: 4.000e-03, eta: 6:46:19, time: 18.441, data_time: 17.571, memory: 6189, top1_acc: 0.7286, top5_acc: 0.8943, loss_cls: 1.0965, loss: 1.0965, grad_norm: 3.3232 2020-08-10 05:06:17,899 - mmaction - INFO - Epoch [35][40/1253] lr: 4.000e-03, eta: 6:45:49, time: 0.638, data_time: 0.015, memory: 6189, top1_acc: 0.7185, top5_acc: 0.8898, loss_cls: 1.1583, loss: 1.1583, grad_norm: 3.3717 2020-08-10 05:06:30,478 - mmaction - INFO - Epoch [35][60/1253] lr: 4.000e-03, eta: 6:45:19, time: 0.630, data_time: 0.005, memory: 6189, top1_acc: 0.7198, top5_acc: 0.8922, loss_cls: 1.1179, loss: 1.1179, grad_norm: 3.3868 2020-08-10 05:06:43,186 - mmaction - INFO - Epoch [35][80/1253] lr: 4.000e-03, eta: 6:44:50, time: 0.633, data_time: 0.005, memory: 6189, top1_acc: 0.7271, top5_acc: 0.8966, loss_cls: 1.1047, loss: 1.1047, grad_norm: 3.3327 2020-08-10 05:06:55,664 - mmaction - INFO - Epoch [35][100/1253] lr: 4.000e-03, eta: 6:44:20, time: 0.626, data_time: 0.006, memory: 6189, top1_acc: 0.7190, top5_acc: 0.8924, loss_cls: 1.1400, loss: 1.1400, grad_norm: 3.4195 2020-08-10 05:07:08,365 - mmaction - INFO - Epoch [35][120/1253] lr: 4.000e-03, eta: 6:43:50, time: 0.632, data_time: 0.005, memory: 6189, top1_acc: 0.7313, top5_acc: 0.9018, loss_cls: 1.0521, loss: 1.0521, grad_norm: 3.3086 2020-08-10 05:07:20,980 - mmaction - INFO - Epoch [35][140/1253] lr: 4.000e-03, eta: 6:43:20, time: 0.634, data_time: 0.007, memory: 6189, top1_acc: 0.7047, top5_acc: 0.8909, loss_cls: 1.1386, loss: 1.1386, grad_norm: 3.4555 2020-08-10 05:07:33,618 - mmaction - INFO - Epoch [35][160/1253] lr: 4.000e-03, eta: 6:42:50, time: 0.629, data_time: 0.005, memory: 6189, top1_acc: 0.7219, top5_acc: 0.8911, loss_cls: 1.1149, loss: 1.1149, grad_norm: 3.3237 2020-08-10 05:07:46,166 - mmaction - INFO - Epoch [35][180/1253] lr: 4.000e-03, eta: 6:42:21, time: 0.630, data_time: 0.007, memory: 6189, top1_acc: 0.7185, top5_acc: 0.8911, loss_cls: 1.1067, loss: 1.1067, grad_norm: 3.3538 2020-08-10 05:07:58,784 - mmaction - INFO - Epoch [35][200/1253] lr: 4.000e-03, eta: 6:41:51, time: 0.629, data_time: 0.005, memory: 6189, top1_acc: 0.7193, top5_acc: 0.8922, loss_cls: 1.1174, loss: 1.1174, grad_norm: 3.4128 2020-08-10 05:08:11,332 - mmaction - INFO - Epoch [35][220/1253] lr: 4.000e-03, eta: 6:41:21, time: 0.629, data_time: 0.005, memory: 6189, top1_acc: 0.7221, top5_acc: 0.9039, loss_cls: 1.0842, loss: 1.0842, grad_norm: 3.3922 2020-08-10 05:08:24,023 - mmaction - INFO - Epoch [35][240/1253] lr: 4.000e-03, eta: 6:40:52, time: 0.634, data_time: 0.005, memory: 6189, top1_acc: 0.7091, top5_acc: 0.8966, loss_cls: 1.1258, loss: 1.1258, grad_norm: 3.4210 2020-08-10 05:08:36,667 - mmaction - INFO - Epoch [35][260/1253] lr: 4.000e-03, eta: 6:40:22, time: 0.633, data_time: 0.004, memory: 6189, top1_acc: 0.7146, top5_acc: 0.9005, loss_cls: 1.1016, loss: 1.1016, grad_norm: 3.4604 2020-08-10 05:08:49,601 - mmaction - INFO - Epoch [35][280/1253] lr: 4.000e-03, eta: 6:39:52, time: 0.643, data_time: 0.006, memory: 6189, top1_acc: 0.7141, top5_acc: 0.8906, loss_cls: 1.1227, loss: 1.1227, grad_norm: 3.4396 2020-08-10 05:09:02,198 - mmaction - INFO - Epoch [35][300/1253] lr: 4.000e-03, eta: 6:39:23, time: 0.633, data_time: 0.006, memory: 6189, top1_acc: 0.7219, top5_acc: 0.8854, loss_cls: 1.1184, loss: 1.1184, grad_norm: 3.4482 2020-08-10 05:09:15,209 - mmaction - INFO - Epoch [35][320/1253] lr: 4.000e-03, eta: 6:38:53, time: 0.647, data_time: 0.005, memory: 6189, top1_acc: 0.7159, top5_acc: 0.8953, loss_cls: 1.0929, loss: 1.0929, grad_norm: 3.3728 2020-08-10 05:09:28,322 - mmaction - INFO - Epoch [35][340/1253] lr: 4.000e-03, eta: 6:38:24, time: 0.659, data_time: 0.007, memory: 6189, top1_acc: 0.7198, top5_acc: 0.9016, loss_cls: 1.1066, loss: 1.1066, grad_norm: 3.4333 2020-08-10 05:09:41,180 - mmaction - INFO - Epoch [35][360/1253] lr: 4.000e-03, eta: 6:37:54, time: 0.643, data_time: 0.006, memory: 6189, top1_acc: 0.7143, top5_acc: 0.8875, loss_cls: 1.1325, loss: 1.1325, grad_norm: 3.3527 2020-08-10 05:09:54,388 - mmaction - INFO - Epoch [35][380/1253] lr: 4.000e-03, eta: 6:37:25, time: 0.660, data_time: 0.004, memory: 6189, top1_acc: 0.7271, top5_acc: 0.8891, loss_cls: 1.1061, loss: 1.1061, grad_norm: 3.3954 2020-08-10 05:10:07,447 - mmaction - INFO - Epoch [35][400/1253] lr: 4.000e-03, eta: 6:36:56, time: 0.650, data_time: 0.006, memory: 6189, top1_acc: 0.7240, top5_acc: 0.8956, loss_cls: 1.1195, loss: 1.1195, grad_norm: 3.3868 2020-08-10 05:10:20,269 - mmaction - INFO - Epoch [35][420/1253] lr: 4.000e-03, eta: 6:36:26, time: 0.644, data_time: 0.007, memory: 6189, top1_acc: 0.7227, top5_acc: 0.8951, loss_cls: 1.1103, loss: 1.1103, grad_norm: 3.3435 2020-08-10 05:10:33,061 - mmaction - INFO - Epoch [35][440/1253] lr: 4.000e-03, eta: 6:35:57, time: 0.638, data_time: 0.005, memory: 6189, top1_acc: 0.7419, top5_acc: 0.9073, loss_cls: 1.0235, loss: 1.0235, grad_norm: 3.3056 2020-08-10 05:10:45,871 - mmaction - INFO - Epoch [35][460/1253] lr: 4.000e-03, eta: 6:35:27, time: 0.643, data_time: 0.006, memory: 6189, top1_acc: 0.7198, top5_acc: 0.8953, loss_cls: 1.1198, loss: 1.1198, grad_norm: 3.4728 2020-08-10 05:10:58,548 - mmaction - INFO - Epoch [35][480/1253] lr: 4.000e-03, eta: 6:34:58, time: 0.632, data_time: 0.005, memory: 6189, top1_acc: 0.7271, top5_acc: 0.9021, loss_cls: 1.0861, loss: 1.0861, grad_norm: 3.4207 2020-08-10 05:11:12,360 - mmaction - INFO - Epoch [35][500/1253] lr: 4.000e-03, eta: 6:34:29, time: 0.692, data_time: 0.005, memory: 6189, top1_acc: 0.7172, top5_acc: 0.8898, loss_cls: 1.1333, loss: 1.1333, grad_norm: 3.4780 2020-08-10 05:11:26,086 - mmaction - INFO - Epoch [35][520/1253] lr: 4.000e-03, eta: 6:34:00, time: 0.686, data_time: 0.006, memory: 6189, top1_acc: 0.7172, top5_acc: 0.8914, loss_cls: 1.1127, loss: 1.1127, grad_norm: 3.3851 2020-08-10 05:11:38,986 - mmaction - INFO - Epoch [35][540/1253] lr: 4.000e-03, eta: 6:33:31, time: 0.645, data_time: 0.004, memory: 6189, top1_acc: 0.7180, top5_acc: 0.8930, loss_cls: 1.1266, loss: 1.1266, grad_norm: 3.4433 2020-08-10 05:11:52,017 - mmaction - INFO - Epoch [35][560/1253] lr: 4.000e-03, eta: 6:33:01, time: 0.652, data_time: 0.002, memory: 6189, top1_acc: 0.7190, top5_acc: 0.8919, loss_cls: 1.1064, loss: 1.1064, grad_norm: 3.4429 2020-08-10 05:12:05,661 - mmaction - INFO - Epoch [35][580/1253] lr: 4.000e-03, eta: 6:32:32, time: 0.679, data_time: 0.005, memory: 6189, top1_acc: 0.7089, top5_acc: 0.8885, loss_cls: 1.1468, loss: 1.1468, grad_norm: 3.4637 2020-08-10 05:12:19,416 - mmaction - INFO - Epoch [35][600/1253] lr: 4.000e-03, eta: 6:32:04, time: 0.691, data_time: 0.007, memory: 6189, top1_acc: 0.7224, top5_acc: 0.8990, loss_cls: 1.0993, loss: 1.0993, grad_norm: 3.3675 2020-08-10 05:12:32,267 - mmaction - INFO - Epoch [35][620/1253] lr: 4.000e-03, eta: 6:31:34, time: 0.643, data_time: 0.006, memory: 6189, top1_acc: 0.7253, top5_acc: 0.8888, loss_cls: 1.1155, loss: 1.1155, grad_norm: 3.3880 2020-08-10 05:12:45,466 - mmaction - INFO - Epoch [35][640/1253] lr: 4.000e-03, eta: 6:31:05, time: 0.660, data_time: 0.003, memory: 6189, top1_acc: 0.7109, top5_acc: 0.8898, loss_cls: 1.1470, loss: 1.1470, grad_norm: 3.4388 2020-08-10 05:12:58,277 - mmaction - INFO - Epoch [35][660/1253] lr: 4.000e-03, eta: 6:30:36, time: 0.637, data_time: 0.005, memory: 6189, top1_acc: 0.7010, top5_acc: 0.8859, loss_cls: 1.1726, loss: 1.1726, grad_norm: 3.4048 2020-08-10 05:13:11,821 - mmaction - INFO - Epoch [35][680/1253] lr: 4.000e-03, eta: 6:30:07, time: 0.680, data_time: 0.007, memory: 6189, top1_acc: 0.7234, top5_acc: 0.8951, loss_cls: 1.1049, loss: 1.1049, grad_norm: 3.3839 2020-08-10 05:13:25,814 - mmaction - INFO - Epoch [35][700/1253] lr: 4.000e-03, eta: 6:29:38, time: 0.700, data_time: 0.005, memory: 6189, top1_acc: 0.7115, top5_acc: 0.8924, loss_cls: 1.1364, loss: 1.1364, grad_norm: 3.4383 2020-08-10 05:14:43,747 - mmaction - INFO - Epoch [35][720/1253] lr: 4.000e-03, eta: 6:29:38, time: 3.896, data_time: 0.004, memory: 6189, top1_acc: 0.7180, top5_acc: 0.8880, loss_cls: 1.1004, loss: 1.1004, grad_norm: 3.4126 2020-08-10 05:14:56,536 - mmaction - INFO - Epoch [35][740/1253] lr: 4.000e-03, eta: 6:29:09, time: 0.638, data_time: 0.006, memory: 6189, top1_acc: 0.7096, top5_acc: 0.8820, loss_cls: 1.1621, loss: 1.1621, grad_norm: 3.4826 2020-08-10 05:15:09,083 - mmaction - INFO - Epoch [35][760/1253] lr: 4.000e-03, eta: 6:28:39, time: 0.630, data_time: 0.006, memory: 6189, top1_acc: 0.7161, top5_acc: 0.8927, loss_cls: 1.1167, loss: 1.1167, grad_norm: 3.4279 2020-08-10 05:15:21,771 - mmaction - INFO - Epoch [35][780/1253] lr: 4.000e-03, eta: 6:28:10, time: 0.631, data_time: 0.006, memory: 6189, top1_acc: 0.7237, top5_acc: 0.8951, loss_cls: 1.0994, loss: 1.0994, grad_norm: 3.4364 2020-08-10 05:15:34,310 - mmaction - INFO - Epoch [35][800/1253] lr: 4.000e-03, eta: 6:27:41, time: 0.630, data_time: 0.007, memory: 6189, top1_acc: 0.7039, top5_acc: 0.8831, loss_cls: 1.1617, loss: 1.1617, grad_norm: 3.5163 2020-08-10 05:15:47,015 - mmaction - INFO - Epoch [35][820/1253] lr: 4.000e-03, eta: 6:27:12, time: 0.636, data_time: 0.007, memory: 6189, top1_acc: 0.7255, top5_acc: 0.8979, loss_cls: 1.0891, loss: 1.0891, grad_norm: 3.3657 2020-08-10 05:16:00,088 - mmaction - INFO - Epoch [35][840/1253] lr: 4.000e-03, eta: 6:26:43, time: 0.654, data_time: 0.003, memory: 6189, top1_acc: 0.7198, top5_acc: 0.8964, loss_cls: 1.0868, loss: 1.0868, grad_norm: 3.4018 2020-08-10 05:16:13,569 - mmaction - INFO - Epoch [35][860/1253] lr: 4.000e-03, eta: 6:26:14, time: 0.670, data_time: 0.005, memory: 6189, top1_acc: 0.7216, top5_acc: 0.8927, loss_cls: 1.0989, loss: 1.0989, grad_norm: 3.3714 2020-08-10 05:16:26,250 - mmaction - INFO - Epoch [35][880/1253] lr: 4.000e-03, eta: 6:25:44, time: 0.638, data_time: 0.008, memory: 6189, top1_acc: 0.7174, top5_acc: 0.8964, loss_cls: 1.1301, loss: 1.1301, grad_norm: 3.5042 2020-08-10 05:16:39,291 - mmaction - INFO - Epoch [35][900/1253] lr: 4.000e-03, eta: 6:25:15, time: 0.650, data_time: 0.005, memory: 6189, top1_acc: 0.7268, top5_acc: 0.8961, loss_cls: 1.0785, loss: 1.0785, grad_norm: 3.3981 2020-08-10 05:16:52,935 - mmaction - INFO - Epoch [35][920/1253] lr: 4.000e-03, eta: 6:24:47, time: 0.684, data_time: 0.006, memory: 6189, top1_acc: 0.7169, top5_acc: 0.8914, loss_cls: 1.1209, loss: 1.1209, grad_norm: 3.4355 2020-08-10 05:17:05,628 - mmaction - INFO - Epoch [35][940/1253] lr: 4.000e-03, eta: 6:24:17, time: 0.633, data_time: 0.005, memory: 6189, top1_acc: 0.7255, top5_acc: 0.8990, loss_cls: 1.0740, loss: 1.0740, grad_norm: 3.3443 2020-08-10 05:17:18,961 - mmaction - INFO - Epoch [35][960/1253] lr: 4.000e-03, eta: 6:23:49, time: 0.668, data_time: 0.005, memory: 6189, top1_acc: 0.7102, top5_acc: 0.8930, loss_cls: 1.1257, loss: 1.1257, grad_norm: 3.5084 2020-08-10 05:17:32,612 - mmaction - INFO - Epoch [35][980/1253] lr: 4.000e-03, eta: 6:23:20, time: 0.683, data_time: 0.006, memory: 6189, top1_acc: 0.7240, top5_acc: 0.8982, loss_cls: 1.0914, loss: 1.0914, grad_norm: 3.4348 2020-08-10 05:17:45,573 - mmaction - INFO - Epoch [35][1000/1253] lr: 4.000e-03, eta: 6:22:51, time: 0.648, data_time: 0.004, memory: 6189, top1_acc: 0.7091, top5_acc: 0.8924, loss_cls: 1.1500, loss: 1.1500, grad_norm: 3.4566 2020-08-10 05:18:25,465 - mmaction - INFO - Epoch [35][1020/1253] lr: 4.000e-03, eta: 6:22:34, time: 1.992, data_time: 0.005, memory: 6189, top1_acc: 0.7164, top5_acc: 0.8919, loss_cls: 1.1292, loss: 1.1292, grad_norm: 3.4588 2020-08-10 05:18:38,152 - mmaction - INFO - Epoch [35][1040/1253] lr: 4.000e-03, eta: 6:22:05, time: 0.636, data_time: 0.006, memory: 6189, top1_acc: 0.7247, top5_acc: 0.8940, loss_cls: 1.1005, loss: 1.1005, grad_norm: 3.3582 2020-08-10 05:18:50,836 - mmaction - INFO - Epoch [35][1060/1253] lr: 4.000e-03, eta: 6:21:35, time: 0.634, data_time: 0.006, memory: 6189, top1_acc: 0.7211, top5_acc: 0.8979, loss_cls: 1.1028, loss: 1.1028, grad_norm: 3.3322 2020-08-10 05:19:03,710 - mmaction - INFO - Epoch [35][1080/1253] lr: 4.000e-03, eta: 6:21:06, time: 0.645, data_time: 0.005, memory: 6189, top1_acc: 0.7219, top5_acc: 0.9016, loss_cls: 1.1055, loss: 1.1055, grad_norm: 3.4515 2020-08-10 05:19:16,817 - mmaction - INFO - Epoch [35][1100/1253] lr: 4.000e-03, eta: 6:20:38, time: 0.653, data_time: 0.005, memory: 6189, top1_acc: 0.7193, top5_acc: 0.8893, loss_cls: 1.1221, loss: 1.1221, grad_norm: 3.3918 2020-08-10 05:19:29,989 - mmaction - INFO - Epoch [35][1120/1253] lr: 4.000e-03, eta: 6:20:09, time: 0.660, data_time: 0.005, memory: 6189, top1_acc: 0.7130, top5_acc: 0.8909, loss_cls: 1.1260, loss: 1.1260, grad_norm: 3.4462 2020-08-10 05:19:42,994 - mmaction - INFO - Epoch [35][1140/1253] lr: 4.000e-03, eta: 6:19:40, time: 0.649, data_time: 0.006, memory: 6189, top1_acc: 0.7253, top5_acc: 0.8984, loss_cls: 1.0924, loss: 1.0924, grad_norm: 3.3845 2020-08-10 05:19:56,447 - mmaction - INFO - Epoch [35][1160/1253] lr: 4.000e-03, eta: 6:19:11, time: 0.674, data_time: 0.006, memory: 6189, top1_acc: 0.7164, top5_acc: 0.8951, loss_cls: 1.1172, loss: 1.1172, grad_norm: 3.4319 2020-08-10 05:20:10,189 - mmaction - INFO - Epoch [35][1180/1253] lr: 4.000e-03, eta: 6:18:43, time: 0.686, data_time: 0.005, memory: 6189, top1_acc: 0.7112, top5_acc: 0.8812, loss_cls: 1.1488, loss: 1.1488, grad_norm: 3.4450 2020-08-10 05:20:22,994 - mmaction - INFO - Epoch [35][1200/1253] lr: 4.000e-03, eta: 6:18:14, time: 0.642, data_time: 0.005, memory: 6189, top1_acc: 0.7143, top5_acc: 0.8911, loss_cls: 1.0988, loss: 1.0988, grad_norm: 3.3790 2020-08-10 05:20:37,027 - mmaction - INFO - Epoch [35][1220/1253] lr: 4.000e-03, eta: 6:17:45, time: 0.698, data_time: 0.005, memory: 6189, top1_acc: 0.7227, top5_acc: 0.8922, loss_cls: 1.1075, loss: 1.1075, grad_norm: 3.4170 2020-08-10 05:20:50,351 - mmaction - INFO - Epoch [35][1240/1253] lr: 4.000e-03, eta: 6:17:17, time: 0.670, data_time: 0.007, memory: 6189, top1_acc: 0.7284, top5_acc: 0.9000, loss_cls: 1.0618, loss: 1.0618, grad_norm: 3.3916 2020-08-10 05:21:07,741 - mmaction - INFO - Saving checkpoint at 35 epochs 2020-08-10 05:26:27,617 - mmaction - INFO - Epoch [36][20/1253] lr: 4.000e-03, eta: 6:18:36, time: 15.907, data_time: 15.153, memory: 6189, top1_acc: 0.7201, top5_acc: 0.8927, loss_cls: 1.1172, loss: 1.1172, grad_norm: 3.4289 2020-08-10 05:26:40,215 - mmaction - INFO - Epoch [36][40/1253] lr: 4.000e-03, eta: 6:18:07, time: 0.632, data_time: 0.012, memory: 6189, top1_acc: 0.7268, top5_acc: 0.8953, loss_cls: 1.0734, loss: 1.0734, grad_norm: 3.3155 2020-08-10 05:26:52,670 - mmaction - INFO - Epoch [36][60/1253] lr: 4.000e-03, eta: 6:17:38, time: 0.625, data_time: 0.006, memory: 6189, top1_acc: 0.7318, top5_acc: 0.9034, loss_cls: 1.0480, loss: 1.0480, grad_norm: 3.3994 2020-08-10 05:27:05,326 - mmaction - INFO - Epoch [36][80/1253] lr: 4.000e-03, eta: 6:17:09, time: 0.630, data_time: 0.005, memory: 6189, top1_acc: 0.7255, top5_acc: 0.9005, loss_cls: 1.0516, loss: 1.0516, grad_norm: 3.3540 2020-08-10 05:27:17,886 - mmaction - INFO - Epoch [36][100/1253] lr: 4.000e-03, eta: 6:16:39, time: 0.630, data_time: 0.005, memory: 6189, top1_acc: 0.7240, top5_acc: 0.9036, loss_cls: 1.0599, loss: 1.0599, grad_norm: 3.4025 2020-08-10 05:27:30,575 - mmaction - INFO - Epoch [36][120/1253] lr: 4.000e-03, eta: 6:16:10, time: 0.631, data_time: 0.006, memory: 6189, top1_acc: 0.7294, top5_acc: 0.8979, loss_cls: 1.0396, loss: 1.0396, grad_norm: 3.3020 2020-08-10 05:27:43,096 - mmaction - INFO - Epoch [36][140/1253] lr: 4.000e-03, eta: 6:15:41, time: 0.629, data_time: 0.007, memory: 6189, top1_acc: 0.7188, top5_acc: 0.8956, loss_cls: 1.1197, loss: 1.1197, grad_norm: 3.4526 2020-08-10 05:27:55,736 - mmaction - INFO - Epoch [36][160/1253] lr: 4.000e-03, eta: 6:15:12, time: 0.633, data_time: 0.006, memory: 6189, top1_acc: 0.7177, top5_acc: 0.8844, loss_cls: 1.1250, loss: 1.1250, grad_norm: 3.5551 2020-08-10 05:28:08,243 - mmaction - INFO - Epoch [36][180/1253] lr: 4.000e-03, eta: 6:14:43, time: 0.625, data_time: 0.002, memory: 6189, top1_acc: 0.7268, top5_acc: 0.8974, loss_cls: 1.0782, loss: 1.0782, grad_norm: 3.4203 2020-08-10 05:28:20,956 - mmaction - INFO - Epoch [36][200/1253] lr: 4.000e-03, eta: 6:14:14, time: 0.634, data_time: 0.005, memory: 6189, top1_acc: 0.7182, top5_acc: 0.8898, loss_cls: 1.1164, loss: 1.1164, grad_norm: 3.4644 2020-08-10 05:28:33,629 - mmaction - INFO - Epoch [36][220/1253] lr: 4.000e-03, eta: 6:13:45, time: 0.634, data_time: 0.006, memory: 6189, top1_acc: 0.7195, top5_acc: 0.8896, loss_cls: 1.1098, loss: 1.1098, grad_norm: 3.4185 2020-08-10 05:28:46,486 - mmaction - INFO - Epoch [36][240/1253] lr: 4.000e-03, eta: 6:13:16, time: 0.640, data_time: 0.006, memory: 6189, top1_acc: 0.7237, top5_acc: 0.8924, loss_cls: 1.1193, loss: 1.1193, grad_norm: 3.3952 2020-08-10 05:28:59,104 - mmaction - INFO - Epoch [36][260/1253] lr: 4.000e-03, eta: 6:12:47, time: 0.635, data_time: 0.007, memory: 6189, top1_acc: 0.7161, top5_acc: 0.8943, loss_cls: 1.1132, loss: 1.1132, grad_norm: 3.4419 2020-08-10 05:29:12,114 - mmaction - INFO - Epoch [36][280/1253] lr: 4.000e-03, eta: 6:12:18, time: 0.647, data_time: 0.004, memory: 6189, top1_acc: 0.7242, top5_acc: 0.8958, loss_cls: 1.0980, loss: 1.0980, grad_norm: 3.4720 2020-08-10 05:29:24,702 - mmaction - INFO - Epoch [36][300/1253] lr: 4.000e-03, eta: 6:11:49, time: 0.632, data_time: 0.007, memory: 6189, top1_acc: 0.7266, top5_acc: 0.8880, loss_cls: 1.1090, loss: 1.1090, grad_norm: 3.3958 2020-08-10 05:29:37,513 - mmaction - INFO - Epoch [36][320/1253] lr: 4.000e-03, eta: 6:11:21, time: 0.638, data_time: 0.005, memory: 6189, top1_acc: 0.7185, top5_acc: 0.8971, loss_cls: 1.1006, loss: 1.1006, grad_norm: 3.4832 2020-08-10 05:29:50,501 - mmaction - INFO - Epoch [36][340/1253] lr: 4.000e-03, eta: 6:10:52, time: 0.652, data_time: 0.007, memory: 6189, top1_acc: 0.7185, top5_acc: 0.8844, loss_cls: 1.1242, loss: 1.1242, grad_norm: 3.4763 2020-08-10 05:30:04,654 - mmaction - INFO - Epoch [36][360/1253] lr: 4.000e-03, eta: 6:10:24, time: 0.708, data_time: 0.005, memory: 6189, top1_acc: 0.7247, top5_acc: 0.9026, loss_cls: 1.0960, loss: 1.0960, grad_norm: 3.4930 2020-08-10 05:30:17,549 - mmaction - INFO - Epoch [36][380/1253] lr: 4.000e-03, eta: 6:09:55, time: 0.644, data_time: 0.002, memory: 6189, top1_acc: 0.7336, top5_acc: 0.8974, loss_cls: 1.0625, loss: 1.0625, grad_norm: 3.3686 2020-08-10 05:30:30,711 - mmaction - INFO - Epoch [36][400/1253] lr: 4.000e-03, eta: 6:09:26, time: 0.659, data_time: 0.006, memory: 6189, top1_acc: 0.7240, top5_acc: 0.9031, loss_cls: 1.0823, loss: 1.0823, grad_norm: 3.4771 2020-08-10 05:30:43,758 - mmaction - INFO - Epoch [36][420/1253] lr: 4.000e-03, eta: 6:08:57, time: 0.652, data_time: 0.003, memory: 6189, top1_acc: 0.7247, top5_acc: 0.8911, loss_cls: 1.1080, loss: 1.1080, grad_norm: 3.4555 2020-08-10 05:30:56,890 - mmaction - INFO - Epoch [36][440/1253] lr: 4.000e-03, eta: 6:08:29, time: 0.655, data_time: 0.005, memory: 6189, top1_acc: 0.7227, top5_acc: 0.8924, loss_cls: 1.0904, loss: 1.0904, grad_norm: 3.5238 2020-08-10 05:31:10,736 - mmaction - INFO - Epoch [36][460/1253] lr: 4.000e-03, eta: 6:08:00, time: 0.694, data_time: 0.006, memory: 6189, top1_acc: 0.7198, top5_acc: 0.8927, loss_cls: 1.0877, loss: 1.0877, grad_norm: 3.4236 2020-08-10 05:31:24,002 - mmaction - INFO - Epoch [36][480/1253] lr: 4.000e-03, eta: 6:07:32, time: 0.661, data_time: 0.005, memory: 6189, top1_acc: 0.7276, top5_acc: 0.8945, loss_cls: 1.1035, loss: 1.1035, grad_norm: 3.4628 2020-08-10 05:31:37,726 - mmaction - INFO - Epoch [36][500/1253] lr: 4.000e-03, eta: 6:07:04, time: 0.689, data_time: 0.006, memory: 6189, top1_acc: 0.7169, top5_acc: 0.8898, loss_cls: 1.1397, loss: 1.1397, grad_norm: 3.5118 2020-08-10 05:31:51,002 - mmaction - INFO - Epoch [36][520/1253] lr: 4.000e-03, eta: 6:06:35, time: 0.662, data_time: 0.006, memory: 6189, top1_acc: 0.7185, top5_acc: 0.8880, loss_cls: 1.1135, loss: 1.1135, grad_norm: 3.4369 2020-08-10 05:32:04,146 - mmaction - INFO - Epoch [36][540/1253] lr: 4.000e-03, eta: 6:06:07, time: 0.659, data_time: 0.006, memory: 6189, top1_acc: 0.7245, top5_acc: 0.8958, loss_cls: 1.1021, loss: 1.1021, grad_norm: 3.4756 2020-08-10 05:32:16,828 - mmaction - INFO - Epoch [36][560/1253] lr: 4.000e-03, eta: 6:05:38, time: 0.635, data_time: 0.002, memory: 6189, top1_acc: 0.7203, top5_acc: 0.8961, loss_cls: 1.0870, loss: 1.0870, grad_norm: 3.4307 2020-08-10 05:32:30,632 - mmaction - INFO - Epoch [36][580/1253] lr: 4.000e-03, eta: 6:05:09, time: 0.687, data_time: 0.004, memory: 6189, top1_acc: 0.7091, top5_acc: 0.8885, loss_cls: 1.1555, loss: 1.1555, grad_norm: 3.5028 2020-08-10 05:32:43,437 - mmaction - INFO - Epoch [36][600/1253] lr: 4.000e-03, eta: 6:04:41, time: 0.642, data_time: 0.007, memory: 6189, top1_acc: 0.7229, top5_acc: 0.8984, loss_cls: 1.0886, loss: 1.0886, grad_norm: 3.4133 2020-08-10 05:32:56,928 - mmaction - INFO - Epoch [36][620/1253] lr: 4.000e-03, eta: 6:04:12, time: 0.673, data_time: 0.006, memory: 6189, top1_acc: 0.7315, top5_acc: 0.8969, loss_cls: 1.0858, loss: 1.0858, grad_norm: 3.3661 2020-08-10 05:33:09,831 - mmaction - INFO - Epoch [36][640/1253] lr: 4.000e-03, eta: 6:03:44, time: 0.647, data_time: 0.006, memory: 6189, top1_acc: 0.7242, top5_acc: 0.8992, loss_cls: 1.0609, loss: 1.0609, grad_norm: 3.4270 2020-08-10 05:33:23,466 - mmaction - INFO - Epoch [36][660/1253] lr: 4.000e-03, eta: 6:03:16, time: 0.683, data_time: 0.006, memory: 6189, top1_acc: 0.7148, top5_acc: 0.8940, loss_cls: 1.1246, loss: 1.1246, grad_norm: 3.4961 2020-08-10 05:33:36,085 - mmaction - INFO - Epoch [36][680/1253] lr: 4.000e-03, eta: 6:02:47, time: 0.630, data_time: 0.001, memory: 6189, top1_acc: 0.7172, top5_acc: 0.8904, loss_cls: 1.1160, loss: 1.1160, grad_norm: 3.5051 2020-08-10 05:33:50,181 - mmaction - INFO - Epoch [36][700/1253] lr: 4.000e-03, eta: 6:02:19, time: 0.703, data_time: 0.005, memory: 6189, top1_acc: 0.7167, top5_acc: 0.8969, loss_cls: 1.0953, loss: 1.0953, grad_norm: 3.4242 2020-08-10 05:34:04,555 - mmaction - INFO - Epoch [36][720/1253] lr: 4.000e-03, eta: 6:01:51, time: 0.720, data_time: 0.005, memory: 6189, top1_acc: 0.7008, top5_acc: 0.8906, loss_cls: 1.1629, loss: 1.1629, grad_norm: 3.5456 2020-08-10 05:34:18,314 - mmaction - INFO - Epoch [36][740/1253] lr: 4.000e-03, eta: 6:01:23, time: 0.686, data_time: 0.005, memory: 6189, top1_acc: 0.7190, top5_acc: 0.8951, loss_cls: 1.0938, loss: 1.0938, grad_norm: 3.3676 2020-08-10 05:34:31,141 - mmaction - INFO - Epoch [36][760/1253] lr: 4.000e-03, eta: 6:00:54, time: 0.643, data_time: 0.006, memory: 6189, top1_acc: 0.7164, top5_acc: 0.8898, loss_cls: 1.1313, loss: 1.1313, grad_norm: 3.4631 2020-08-10 05:34:44,968 - mmaction - INFO - Epoch [36][780/1253] lr: 4.000e-03, eta: 6:00:26, time: 0.688, data_time: 0.006, memory: 6189, top1_acc: 0.7130, top5_acc: 0.9008, loss_cls: 1.0932, loss: 1.0932, grad_norm: 3.4089 2020-08-10 05:34:59,231 - mmaction - INFO - Epoch [36][800/1253] lr: 4.000e-03, eta: 5:59:58, time: 0.717, data_time: 0.007, memory: 6189, top1_acc: 0.7138, top5_acc: 0.8878, loss_cls: 1.1319, loss: 1.1319, grad_norm: 3.4307 2020-08-10 05:35:12,112 - mmaction - INFO - Epoch [36][820/1253] lr: 4.000e-03, eta: 5:59:30, time: 0.640, data_time: 0.005, memory: 6189, top1_acc: 0.7258, top5_acc: 0.8945, loss_cls: 1.0974, loss: 1.0974, grad_norm: 3.3642 2020-08-10 05:35:25,426 - mmaction - INFO - Epoch [36][840/1253] lr: 4.000e-03, eta: 5:59:01, time: 0.669, data_time: 0.007, memory: 6189, top1_acc: 0.7245, top5_acc: 0.8951, loss_cls: 1.1006, loss: 1.1006, grad_norm: 3.4043 2020-08-10 05:35:39,931 - mmaction - INFO - Epoch [36][860/1253] lr: 4.000e-03, eta: 5:58:34, time: 0.722, data_time: 0.005, memory: 6189, top1_acc: 0.7104, top5_acc: 0.8898, loss_cls: 1.1207, loss: 1.1207, grad_norm: 3.4881 2020-08-10 05:35:54,087 - mmaction - INFO - Epoch [36][880/1253] lr: 4.000e-03, eta: 5:58:06, time: 0.711, data_time: 0.007, memory: 6189, top1_acc: 0.7091, top5_acc: 0.8911, loss_cls: 1.1322, loss: 1.1322, grad_norm: 3.5111 2020-08-10 05:36:07,420 - mmaction - INFO - Epoch [36][900/1253] lr: 4.000e-03, eta: 5:57:37, time: 0.666, data_time: 0.006, memory: 6189, top1_acc: 0.7151, top5_acc: 0.8914, loss_cls: 1.1052, loss: 1.1052, grad_norm: 3.4372 2020-08-10 05:36:20,438 - mmaction - INFO - Epoch [36][920/1253] lr: 4.000e-03, eta: 5:57:09, time: 0.652, data_time: 0.005, memory: 6189, top1_acc: 0.7122, top5_acc: 0.8982, loss_cls: 1.0979, loss: 1.0979, grad_norm: 3.4351 2020-08-10 05:36:33,192 - mmaction - INFO - Epoch [36][940/1253] lr: 4.000e-03, eta: 5:56:41, time: 0.635, data_time: 0.005, memory: 6189, top1_acc: 0.7062, top5_acc: 0.8919, loss_cls: 1.1407, loss: 1.1407, grad_norm: 3.5691 2020-08-10 05:36:47,074 - mmaction - INFO - Epoch [36][960/1253] lr: 4.000e-03, eta: 5:56:13, time: 0.696, data_time: 0.006, memory: 6189, top1_acc: 0.7339, top5_acc: 0.9023, loss_cls: 1.0668, loss: 1.0668, grad_norm: 3.4280 2020-08-10 05:36:59,970 - mmaction - INFO - Epoch [36][980/1253] lr: 4.000e-03, eta: 5:55:44, time: 0.644, data_time: 0.006, memory: 6189, top1_acc: 0.7185, top5_acc: 0.8974, loss_cls: 1.1068, loss: 1.1068, grad_norm: 3.5039 2020-08-10 05:37:14,192 - mmaction - INFO - Epoch [36][1000/1253] lr: 4.000e-03, eta: 5:55:16, time: 0.713, data_time: 0.005, memory: 6189, top1_acc: 0.7195, top5_acc: 0.8893, loss_cls: 1.1264, loss: 1.1264, grad_norm: 3.5152 2020-08-10 05:37:26,978 - mmaction - INFO - Epoch [36][1020/1253] lr: 4.000e-03, eta: 5:54:48, time: 0.635, data_time: 0.005, memory: 6189, top1_acc: 0.7096, top5_acc: 0.8818, loss_cls: 1.1491, loss: 1.1491, grad_norm: 3.5248 2020-08-10 05:37:39,612 - mmaction - INFO - Epoch [36][1040/1253] lr: 4.000e-03, eta: 5:54:20, time: 0.636, data_time: 0.007, memory: 6189, top1_acc: 0.7138, top5_acc: 0.8893, loss_cls: 1.1377, loss: 1.1377, grad_norm: 3.5133 2020-08-10 05:37:53,193 - mmaction - INFO - Epoch [36][1060/1253] lr: 4.000e-03, eta: 5:53:51, time: 0.676, data_time: 0.005, memory: 6189, top1_acc: 0.7148, top5_acc: 0.8880, loss_cls: 1.1495, loss: 1.1495, grad_norm: 3.4936 2020-08-10 05:38:06,111 - mmaction - INFO - Epoch [36][1080/1253] lr: 4.000e-03, eta: 5:53:23, time: 0.648, data_time: 0.006, memory: 6189, top1_acc: 0.7008, top5_acc: 0.8896, loss_cls: 1.1455, loss: 1.1455, grad_norm: 3.4845 2020-08-10 05:38:18,832 - mmaction - INFO - Epoch [36][1100/1253] lr: 4.000e-03, eta: 5:52:55, time: 0.634, data_time: 0.005, memory: 6189, top1_acc: 0.7255, top5_acc: 0.9003, loss_cls: 1.0803, loss: 1.0803, grad_norm: 3.4340 2020-08-10 05:38:31,677 - mmaction - INFO - Epoch [36][1120/1253] lr: 4.000e-03, eta: 5:52:27, time: 0.644, data_time: 0.006, memory: 6189, top1_acc: 0.7193, top5_acc: 0.8953, loss_cls: 1.1057, loss: 1.1057, grad_norm: 3.4332 2020-08-10 05:38:44,527 - mmaction - INFO - Epoch [36][1140/1253] lr: 4.000e-03, eta: 5:51:58, time: 0.639, data_time: 0.005, memory: 6189, top1_acc: 0.7138, top5_acc: 0.8875, loss_cls: 1.1373, loss: 1.1373, grad_norm: 3.5196 2020-08-10 05:38:57,203 - mmaction - INFO - Epoch [36][1160/1253] lr: 4.000e-03, eta: 5:51:30, time: 0.636, data_time: 0.008, memory: 6189, top1_acc: 0.7060, top5_acc: 0.8927, loss_cls: 1.1457, loss: 1.1457, grad_norm: 3.5094 2020-08-10 05:39:10,050 - mmaction - INFO - Epoch [36][1180/1253] lr: 4.000e-03, eta: 5:51:02, time: 0.640, data_time: 0.006, memory: 6189, top1_acc: 0.7242, top5_acc: 0.8992, loss_cls: 1.1006, loss: 1.1006, grad_norm: 3.5093 2020-08-10 05:40:19,240 - mmaction - INFO - Epoch [36][1200/1253] lr: 4.000e-03, eta: 5:50:55, time: 3.462, data_time: 0.007, memory: 6189, top1_acc: 0.7125, top5_acc: 0.8909, loss_cls: 1.1414, loss: 1.1414, grad_norm: 3.5357 2020-08-10 05:40:31,772 - mmaction - INFO - Epoch [36][1220/1253] lr: 4.000e-03, eta: 5:50:27, time: 0.627, data_time: 0.003, memory: 6189, top1_acc: 0.7130, top5_acc: 0.8995, loss_cls: 1.0914, loss: 1.0914, grad_norm: 3.4732 2020-08-10 05:40:44,440 - mmaction - INFO - Epoch [36][1240/1253] lr: 4.000e-03, eta: 5:49:59, time: 0.632, data_time: 0.005, memory: 6189, top1_acc: 0.7273, top5_acc: 0.9021, loss_cls: 1.0737, loss: 1.0737, grad_norm: 3.4193 2020-08-10 05:41:02,156 - mmaction - INFO - Saving checkpoint at 36 epochs 2020-08-10 05:46:33,273 - mmaction - INFO - Epoch [37][20/1253] lr: 4.000e-03, eta: 5:51:12, time: 16.451, data_time: 15.673, memory: 6189, top1_acc: 0.7286, top5_acc: 0.9018, loss_cls: 1.0533, loss: 1.0533, grad_norm: 3.4629 2020-08-10 05:46:45,910 - mmaction - INFO - Epoch [37][40/1253] lr: 4.000e-03, eta: 5:50:43, time: 0.636, data_time: 0.013, memory: 6189, top1_acc: 0.7279, top5_acc: 0.8956, loss_cls: 1.0889, loss: 1.0889, grad_norm: 3.5214 2020-08-10 05:46:58,340 - mmaction - INFO - Epoch [37][60/1253] lr: 4.000e-03, eta: 5:50:15, time: 0.624, data_time: 0.006, memory: 6189, top1_acc: 0.7195, top5_acc: 0.8867, loss_cls: 1.1243, loss: 1.1243, grad_norm: 3.4572 2020-08-10 05:47:10,940 - mmaction - INFO - Epoch [37][80/1253] lr: 4.000e-03, eta: 5:49:46, time: 0.627, data_time: 0.006, memory: 6189, top1_acc: 0.7320, top5_acc: 0.9096, loss_cls: 1.0345, loss: 1.0345, grad_norm: 3.4168 2020-08-10 05:47:23,447 - mmaction - INFO - Epoch [37][100/1253] lr: 4.000e-03, eta: 5:49:18, time: 0.628, data_time: 0.007, memory: 6189, top1_acc: 0.7221, top5_acc: 0.8948, loss_cls: 1.0870, loss: 1.0870, grad_norm: 3.4462 2020-08-10 05:47:36,088 - mmaction - INFO - Epoch [37][120/1253] lr: 4.000e-03, eta: 5:48:49, time: 0.629, data_time: 0.006, memory: 6189, top1_acc: 0.7164, top5_acc: 0.8924, loss_cls: 1.1100, loss: 1.1100, grad_norm: 3.5256 2020-08-10 05:47:48,665 - mmaction - INFO - Epoch [37][140/1253] lr: 4.000e-03, eta: 5:48:21, time: 0.632, data_time: 0.006, memory: 6189, top1_acc: 0.7219, top5_acc: 0.8977, loss_cls: 1.1055, loss: 1.1055, grad_norm: 3.4490 2020-08-10 05:48:01,373 - mmaction - INFO - Epoch [37][160/1253] lr: 4.000e-03, eta: 5:47:53, time: 0.632, data_time: 0.005, memory: 6189, top1_acc: 0.7201, top5_acc: 0.8906, loss_cls: 1.1030, loss: 1.1030, grad_norm: 3.4266 2020-08-10 05:48:13,991 - mmaction - INFO - Epoch [37][180/1253] lr: 4.000e-03, eta: 5:47:24, time: 0.634, data_time: 0.007, memory: 6189, top1_acc: 0.7237, top5_acc: 0.8969, loss_cls: 1.0934, loss: 1.0934, grad_norm: 3.5116 2020-08-10 05:48:26,677 - mmaction - INFO - Epoch [37][200/1253] lr: 4.000e-03, eta: 5:46:56, time: 0.632, data_time: 0.006, memory: 6189, top1_acc: 0.7297, top5_acc: 0.9026, loss_cls: 1.0482, loss: 1.0482, grad_norm: 3.4445 2020-08-10 05:48:39,262 - mmaction - INFO - Epoch [37][220/1253] lr: 4.000e-03, eta: 5:46:27, time: 0.632, data_time: 0.006, memory: 6189, top1_acc: 0.7260, top5_acc: 0.8938, loss_cls: 1.0881, loss: 1.0881, grad_norm: 3.4851 2020-08-10 05:48:52,143 - mmaction - INFO - Epoch [37][240/1253] lr: 4.000e-03, eta: 5:45:59, time: 0.642, data_time: 0.005, memory: 6189, top1_acc: 0.7240, top5_acc: 0.8932, loss_cls: 1.0851, loss: 1.0851, grad_norm: 3.4905 2020-08-10 05:49:04,734 - mmaction - INFO - Epoch [37][260/1253] lr: 4.000e-03, eta: 5:45:31, time: 0.631, data_time: 0.006, memory: 6189, top1_acc: 0.7214, top5_acc: 0.8935, loss_cls: 1.0809, loss: 1.0809, grad_norm: 3.4897 2020-08-10 05:49:17,451 - mmaction - INFO - Epoch [37][280/1253] lr: 4.000e-03, eta: 5:45:03, time: 0.635, data_time: 0.006, memory: 6189, top1_acc: 0.7250, top5_acc: 0.8958, loss_cls: 1.0982, loss: 1.0982, grad_norm: 3.4881 2020-08-10 05:49:30,136 - mmaction - INFO - Epoch [37][300/1253] lr: 4.000e-03, eta: 5:44:34, time: 0.635, data_time: 0.005, memory: 6189, top1_acc: 0.7320, top5_acc: 0.9000, loss_cls: 1.0759, loss: 1.0759, grad_norm: 3.4371 2020-08-10 05:49:43,257 - mmaction - INFO - Epoch [37][320/1253] lr: 4.000e-03, eta: 5:44:06, time: 0.654, data_time: 0.006, memory: 6189, top1_acc: 0.7273, top5_acc: 0.8969, loss_cls: 1.1036, loss: 1.1036, grad_norm: 3.4742 2020-08-10 05:49:56,483 - mmaction - INFO - Epoch [37][340/1253] lr: 4.000e-03, eta: 5:43:38, time: 0.663, data_time: 0.006, memory: 6189, top1_acc: 0.7240, top5_acc: 0.9036, loss_cls: 1.0725, loss: 1.0725, grad_norm: 3.4808 2020-08-10 05:50:10,217 - mmaction - INFO - Epoch [37][360/1253] lr: 4.000e-03, eta: 5:43:10, time: 0.686, data_time: 0.005, memory: 6189, top1_acc: 0.7198, top5_acc: 0.8958, loss_cls: 1.1033, loss: 1.1033, grad_norm: 3.4827 2020-08-10 05:50:23,218 - mmaction - INFO - Epoch [37][380/1253] lr: 4.000e-03, eta: 5:42:42, time: 0.650, data_time: 0.004, memory: 6189, top1_acc: 0.7299, top5_acc: 0.9016, loss_cls: 1.0658, loss: 1.0658, grad_norm: 3.3786 2020-08-10 05:50:37,260 - mmaction - INFO - Epoch [37][400/1253] lr: 4.000e-03, eta: 5:42:15, time: 0.701, data_time: 0.006, memory: 6189, top1_acc: 0.7258, top5_acc: 0.8904, loss_cls: 1.1012, loss: 1.1012, grad_norm: 3.4336 2020-08-10 05:50:50,637 - mmaction - INFO - Epoch [37][420/1253] lr: 4.000e-03, eta: 5:41:47, time: 0.671, data_time: 0.005, memory: 6189, top1_acc: 0.7203, top5_acc: 0.8893, loss_cls: 1.1167, loss: 1.1167, grad_norm: 3.5167 2020-08-10 05:51:04,502 - mmaction - INFO - Epoch [37][440/1253] lr: 4.000e-03, eta: 5:41:19, time: 0.691, data_time: 0.005, memory: 6189, top1_acc: 0.7268, top5_acc: 0.8951, loss_cls: 1.0733, loss: 1.0733, grad_norm: 3.4340 2020-08-10 05:51:17,484 - mmaction - INFO - Epoch [37][460/1253] lr: 4.000e-03, eta: 5:40:51, time: 0.652, data_time: 0.005, memory: 6189, top1_acc: 0.7185, top5_acc: 0.8904, loss_cls: 1.1147, loss: 1.1147, grad_norm: 3.4872 2020-08-10 05:51:30,902 - mmaction - INFO - Epoch [37][480/1253] lr: 4.000e-03, eta: 5:40:23, time: 0.669, data_time: 0.005, memory: 6189, top1_acc: 0.7167, top5_acc: 0.8914, loss_cls: 1.1281, loss: 1.1281, grad_norm: 3.5442 2020-08-10 05:51:44,561 - mmaction - INFO - Epoch [37][500/1253] lr: 4.000e-03, eta: 5:39:55, time: 0.684, data_time: 0.004, memory: 6189, top1_acc: 0.7182, top5_acc: 0.8943, loss_cls: 1.0953, loss: 1.0953, grad_norm: 3.5448 2020-08-10 05:51:57,767 - mmaction - INFO - Epoch [37][520/1253] lr: 4.000e-03, eta: 5:39:27, time: 0.660, data_time: 0.005, memory: 6189, top1_acc: 0.7281, top5_acc: 0.8974, loss_cls: 1.0809, loss: 1.0809, grad_norm: 3.4094 2020-08-10 05:52:10,594 - mmaction - INFO - Epoch [37][540/1253] lr: 4.000e-03, eta: 5:38:59, time: 0.642, data_time: 0.005, memory: 6189, top1_acc: 0.7214, top5_acc: 0.9031, loss_cls: 1.0888, loss: 1.0888, grad_norm: 3.4815 2020-08-10 05:52:23,799 - mmaction - INFO - Epoch [37][560/1253] lr: 4.000e-03, eta: 5:38:31, time: 0.657, data_time: 0.005, memory: 6189, top1_acc: 0.7190, top5_acc: 0.8911, loss_cls: 1.1228, loss: 1.1228, grad_norm: 3.4941 2020-08-10 05:52:36,623 - mmaction - INFO - Epoch [37][580/1253] lr: 4.000e-03, eta: 5:38:03, time: 0.644, data_time: 0.007, memory: 6189, top1_acc: 0.7177, top5_acc: 0.8893, loss_cls: 1.1208, loss: 1.1208, grad_norm: 3.5536 2020-08-10 05:52:50,345 - mmaction - INFO - Epoch [37][600/1253] lr: 4.000e-03, eta: 5:37:35, time: 0.683, data_time: 0.006, memory: 6189, top1_acc: 0.7240, top5_acc: 0.9021, loss_cls: 1.0627, loss: 1.0627, grad_norm: 3.4740 2020-08-10 05:53:04,122 - mmaction - INFO - Epoch [37][620/1253] lr: 4.000e-03, eta: 5:37:08, time: 0.692, data_time: 0.007, memory: 6189, top1_acc: 0.7221, top5_acc: 0.8938, loss_cls: 1.0932, loss: 1.0932, grad_norm: 3.5429 2020-08-10 05:53:17,091 - mmaction - INFO - Epoch [37][640/1253] lr: 4.000e-03, eta: 5:36:40, time: 0.645, data_time: 0.005, memory: 6189, top1_acc: 0.7276, top5_acc: 0.9000, loss_cls: 1.0910, loss: 1.0910, grad_norm: 3.4809 2020-08-10 05:53:31,164 - mmaction - INFO - Epoch [37][660/1253] lr: 4.000e-03, eta: 5:36:12, time: 0.706, data_time: 0.007, memory: 6189, top1_acc: 0.7201, top5_acc: 0.8924, loss_cls: 1.0966, loss: 1.0966, grad_norm: 3.5317 2020-08-10 05:53:43,891 - mmaction - INFO - Epoch [37][680/1253] lr: 4.000e-03, eta: 5:35:44, time: 0.637, data_time: 0.005, memory: 6189, top1_acc: 0.7195, top5_acc: 0.8922, loss_cls: 1.1229, loss: 1.1229, grad_norm: 3.5534 2020-08-10 05:53:56,752 - mmaction - INFO - Epoch [37][700/1253] lr: 4.000e-03, eta: 5:35:16, time: 0.644, data_time: 0.004, memory: 6189, top1_acc: 0.7260, top5_acc: 0.8883, loss_cls: 1.1036, loss: 1.1036, grad_norm: 3.5691 2020-08-10 05:54:09,670 - mmaction - INFO - Epoch [37][720/1253] lr: 4.000e-03, eta: 5:34:48, time: 0.642, data_time: 0.005, memory: 6189, top1_acc: 0.7047, top5_acc: 0.8885, loss_cls: 1.1514, loss: 1.1514, grad_norm: 3.6123 2020-08-10 05:54:23,375 - mmaction - INFO - Epoch [37][740/1253] lr: 4.000e-03, eta: 5:34:21, time: 0.689, data_time: 0.007, memory: 6189, top1_acc: 0.7229, top5_acc: 0.8982, loss_cls: 1.1063, loss: 1.1063, grad_norm: 3.5046 2020-08-10 05:54:37,660 - mmaction - INFO - Epoch [37][760/1253] lr: 4.000e-03, eta: 5:33:53, time: 0.711, data_time: 0.005, memory: 6189, top1_acc: 0.7240, top5_acc: 0.9021, loss_cls: 1.0932, loss: 1.0932, grad_norm: 3.5267 2020-08-10 05:54:50,566 - mmaction - INFO - Epoch [37][780/1253] lr: 4.000e-03, eta: 5:33:26, time: 0.649, data_time: 0.007, memory: 6189, top1_acc: 0.7070, top5_acc: 0.8891, loss_cls: 1.1567, loss: 1.1567, grad_norm: 3.5526 2020-08-10 05:55:05,093 - mmaction - INFO - Epoch [37][800/1253] lr: 4.000e-03, eta: 5:32:58, time: 0.726, data_time: 0.005, memory: 6189, top1_acc: 0.7120, top5_acc: 0.8852, loss_cls: 1.1450, loss: 1.1450, grad_norm: 3.5563 2020-08-10 05:55:18,507 - mmaction - INFO - Epoch [37][820/1253] lr: 4.000e-03, eta: 5:32:31, time: 0.671, data_time: 0.003, memory: 6189, top1_acc: 0.7185, top5_acc: 0.8979, loss_cls: 1.0638, loss: 1.0638, grad_norm: 3.4255 2020-08-10 05:55:32,787 - mmaction - INFO - Epoch [37][840/1253] lr: 4.000e-03, eta: 5:32:03, time: 0.714, data_time: 0.005, memory: 6189, top1_acc: 0.7276, top5_acc: 0.8982, loss_cls: 1.0861, loss: 1.0861, grad_norm: 3.4887 2020-08-10 05:55:46,213 - mmaction - INFO - Epoch [37][860/1253] lr: 4.000e-03, eta: 5:31:36, time: 0.671, data_time: 0.004, memory: 6189, top1_acc: 0.7148, top5_acc: 0.8943, loss_cls: 1.1076, loss: 1.1076, grad_norm: 3.4968 2020-08-10 05:55:59,993 - mmaction - INFO - Epoch [37][880/1253] lr: 4.000e-03, eta: 5:31:08, time: 0.688, data_time: 0.006, memory: 6189, top1_acc: 0.7344, top5_acc: 0.8904, loss_cls: 1.0927, loss: 1.0927, grad_norm: 3.4639 2020-08-10 05:56:12,690 - mmaction - INFO - Epoch [37][900/1253] lr: 4.000e-03, eta: 5:30:40, time: 0.636, data_time: 0.006, memory: 6189, top1_acc: 0.7128, top5_acc: 0.8938, loss_cls: 1.1183, loss: 1.1183, grad_norm: 3.5528 2020-08-10 05:56:26,285 - mmaction - INFO - Epoch [37][920/1253] lr: 4.000e-03, eta: 5:30:13, time: 0.678, data_time: 0.005, memory: 6189, top1_acc: 0.7201, top5_acc: 0.8974, loss_cls: 1.1026, loss: 1.1026, grad_norm: 3.6443 2020-08-10 05:56:39,002 - mmaction - INFO - Epoch [37][940/1253] lr: 4.000e-03, eta: 5:29:45, time: 0.637, data_time: 0.006, memory: 6189, top1_acc: 0.7255, top5_acc: 0.8984, loss_cls: 1.0826, loss: 1.0826, grad_norm: 3.5179 2020-08-10 05:56:52,678 - mmaction - INFO - Epoch [37][960/1253] lr: 4.000e-03, eta: 5:29:17, time: 0.683, data_time: 0.006, memory: 6189, top1_acc: 0.7349, top5_acc: 0.9076, loss_cls: 1.0449, loss: 1.0449, grad_norm: 3.4652 2020-08-10 05:57:07,095 - mmaction - INFO - Epoch [37][980/1253] lr: 4.000e-03, eta: 5:28:50, time: 0.722, data_time: 0.006, memory: 6189, top1_acc: 0.7146, top5_acc: 0.8914, loss_cls: 1.1079, loss: 1.1079, grad_norm: 3.5198 2020-08-10 05:57:19,816 - mmaction - INFO - Epoch [37][1000/1253] lr: 4.000e-03, eta: 5:28:22, time: 0.633, data_time: 0.005, memory: 6189, top1_acc: 0.7224, top5_acc: 0.8948, loss_cls: 1.1021, loss: 1.1021, grad_norm: 3.5373 2020-08-10 05:57:33,565 - mmaction - INFO - Epoch [37][1020/1253] lr: 4.000e-03, eta: 5:27:55, time: 0.690, data_time: 0.007, memory: 6189, top1_acc: 0.7292, top5_acc: 0.8977, loss_cls: 1.0845, loss: 1.0845, grad_norm: 3.4165 2020-08-10 05:57:46,638 - mmaction - INFO - Epoch [37][1040/1253] lr: 4.000e-03, eta: 5:27:27, time: 0.652, data_time: 0.006, memory: 6189, top1_acc: 0.7174, top5_acc: 0.9029, loss_cls: 1.0915, loss: 1.0915, grad_norm: 3.5099 2020-08-10 05:58:00,041 - mmaction - INFO - Epoch [37][1060/1253] lr: 4.000e-03, eta: 5:27:00, time: 0.673, data_time: 0.007, memory: 6189, top1_acc: 0.7091, top5_acc: 0.8872, loss_cls: 1.1466, loss: 1.1466, grad_norm: 3.6103 2020-08-10 05:58:13,200 - mmaction - INFO - Epoch [37][1080/1253] lr: 4.000e-03, eta: 5:26:32, time: 0.656, data_time: 0.007, memory: 6189, top1_acc: 0.7185, top5_acc: 0.8846, loss_cls: 1.1296, loss: 1.1296, grad_norm: 3.5226 2020-08-10 05:58:26,723 - mmaction - INFO - Epoch [37][1100/1253] lr: 4.000e-03, eta: 5:26:05, time: 0.678, data_time: 0.008, memory: 6189, top1_acc: 0.7135, top5_acc: 0.8938, loss_cls: 1.1121, loss: 1.1121, grad_norm: 3.5482 2020-08-10 05:58:40,140 - mmaction - INFO - Epoch [37][1120/1253] lr: 4.000e-03, eta: 5:25:37, time: 0.668, data_time: 0.006, memory: 6189, top1_acc: 0.7245, top5_acc: 0.8940, loss_cls: 1.1037, loss: 1.1037, grad_norm: 3.5540 2020-08-10 05:58:53,044 - mmaction - INFO - Epoch [37][1140/1253] lr: 4.000e-03, eta: 5:25:10, time: 0.648, data_time: 0.007, memory: 6189, top1_acc: 0.7253, top5_acc: 0.8937, loss_cls: 1.1223, loss: 1.1223, grad_norm: 3.5003 2020-08-10 05:59:05,935 - mmaction - INFO - Epoch [37][1160/1253] lr: 4.000e-03, eta: 5:24:42, time: 0.643, data_time: 0.005, memory: 6189, top1_acc: 0.7255, top5_acc: 0.8990, loss_cls: 1.0907, loss: 1.0907, grad_norm: 3.4473 2020-08-10 05:59:19,897 - mmaction - INFO - Epoch [37][1180/1253] lr: 4.000e-03, eta: 5:24:15, time: 0.700, data_time: 0.006, memory: 6189, top1_acc: 0.7052, top5_acc: 0.8909, loss_cls: 1.1340, loss: 1.1340, grad_norm: 3.6661 2020-08-10 06:02:07,225 - mmaction - INFO - Epoch [37][1200/1253] lr: 4.000e-03, eta: 5:24:41, time: 8.350, data_time: 0.007, memory: 6189, top1_acc: 0.7198, top5_acc: 0.8927, loss_cls: 1.1200, loss: 1.1200, grad_norm: 3.4721 2020-08-10 06:02:19,850 - mmaction - INFO - Epoch [37][1220/1253] lr: 4.000e-03, eta: 5:24:14, time: 0.647, data_time: 0.027, memory: 6189, top1_acc: 0.7177, top5_acc: 0.8927, loss_cls: 1.1502, loss: 1.1502, grad_norm: 3.6029 2020-08-10 06:02:32,497 - mmaction - INFO - Epoch [37][1240/1253] lr: 4.000e-03, eta: 5:23:46, time: 0.631, data_time: 0.006, memory: 6189, top1_acc: 0.7135, top5_acc: 0.8935, loss_cls: 1.1226, loss: 1.1226, grad_norm: 3.5673 2020-08-10 06:02:54,286 - mmaction - INFO - Saving checkpoint at 37 epochs 2020-08-10 06:08:36,856 - mmaction - INFO - Epoch [38][20/1253] lr: 4.000e-03, eta: 5:24:52, time: 16.990, data_time: 16.188, memory: 6189, top1_acc: 0.7180, top5_acc: 0.8971, loss_cls: 1.1086, loss: 1.1086, grad_norm: 3.5540 2020-08-10 06:08:49,569 - mmaction - INFO - Epoch [38][40/1253] lr: 4.000e-03, eta: 5:24:24, time: 0.637, data_time: 0.012, memory: 6189, top1_acc: 0.7331, top5_acc: 0.8940, loss_cls: 1.0948, loss: 1.0948, grad_norm: 3.4777 2020-08-10 06:09:02,091 - mmaction - INFO - Epoch [38][60/1253] lr: 4.000e-03, eta: 5:23:56, time: 0.629, data_time: 0.007, memory: 6189, top1_acc: 0.7294, top5_acc: 0.8909, loss_cls: 1.1006, loss: 1.1006, grad_norm: 3.5028 2020-08-10 06:09:14,726 - mmaction - INFO - Epoch [38][80/1253] lr: 4.000e-03, eta: 5:23:28, time: 0.629, data_time: 0.006, memory: 6189, top1_acc: 0.7271, top5_acc: 0.9013, loss_cls: 1.0578, loss: 1.0578, grad_norm: 3.4714 2020-08-10 06:09:27,329 - mmaction - INFO - Epoch [38][100/1253] lr: 4.000e-03, eta: 5:23:00, time: 0.634, data_time: 0.007, memory: 6189, top1_acc: 0.7198, top5_acc: 0.8951, loss_cls: 1.1014, loss: 1.1014, grad_norm: 3.5092 2020-08-10 06:09:39,963 - mmaction - INFO - Epoch [38][120/1253] lr: 4.000e-03, eta: 5:22:32, time: 0.629, data_time: 0.005, memory: 6189, top1_acc: 0.7143, top5_acc: 0.8945, loss_cls: 1.1203, loss: 1.1203, grad_norm: 3.5983 2020-08-10 06:09:52,471 - mmaction - INFO - Epoch [38][140/1253] lr: 4.000e-03, eta: 5:22:05, time: 0.627, data_time: 0.006, memory: 6189, top1_acc: 0.7346, top5_acc: 0.8966, loss_cls: 1.0602, loss: 1.0602, grad_norm: 3.5009 2020-08-10 06:10:05,502 - mmaction - INFO - Epoch [38][160/1253] lr: 4.000e-03, eta: 5:21:37, time: 0.651, data_time: 0.006, memory: 6189, top1_acc: 0.7195, top5_acc: 0.8891, loss_cls: 1.1207, loss: 1.1207, grad_norm: 3.5693 2020-08-10 06:10:18,098 - mmaction - INFO - Epoch [38][180/1253] lr: 4.000e-03, eta: 5:21:09, time: 0.630, data_time: 0.005, memory: 6189, top1_acc: 0.7341, top5_acc: 0.9044, loss_cls: 1.0470, loss: 1.0470, grad_norm: 3.5394 2020-08-10 06:10:30,828 - mmaction - INFO - Epoch [38][200/1253] lr: 4.000e-03, eta: 5:20:41, time: 0.634, data_time: 0.006, memory: 6189, top1_acc: 0.7276, top5_acc: 0.9029, loss_cls: 1.0729, loss: 1.0729, grad_norm: 3.5544 2020-08-10 06:10:43,435 - mmaction - INFO - Epoch [38][220/1253] lr: 4.000e-03, eta: 5:20:13, time: 0.633, data_time: 0.007, memory: 6189, top1_acc: 0.7263, top5_acc: 0.8875, loss_cls: 1.1086, loss: 1.1086, grad_norm: 3.5576 2020-08-10 06:10:56,141 - mmaction - INFO - Epoch [38][240/1253] lr: 4.000e-03, eta: 5:19:46, time: 0.634, data_time: 0.006, memory: 6189, top1_acc: 0.7214, top5_acc: 0.8971, loss_cls: 1.1112, loss: 1.1112, grad_norm: 3.4957 2020-08-10 06:11:08,740 - mmaction - INFO - Epoch [38][260/1253] lr: 4.000e-03, eta: 5:19:18, time: 0.632, data_time: 0.006, memory: 6189, top1_acc: 0.7268, top5_acc: 0.8969, loss_cls: 1.0879, loss: 1.0879, grad_norm: 3.5249 2020-08-10 06:11:21,862 - mmaction - INFO - Epoch [38][280/1253] lr: 4.000e-03, eta: 5:18:50, time: 0.654, data_time: 0.005, memory: 6189, top1_acc: 0.7370, top5_acc: 0.9068, loss_cls: 1.0284, loss: 1.0284, grad_norm: 3.4388 2020-08-10 06:11:34,992 - mmaction - INFO - Epoch [38][300/1253] lr: 4.000e-03, eta: 5:18:23, time: 0.658, data_time: 0.006, memory: 6189, top1_acc: 0.7286, top5_acc: 0.8992, loss_cls: 1.0723, loss: 1.0723, grad_norm: 3.5583 2020-08-10 06:11:48,310 - mmaction - INFO - Epoch [38][320/1253] lr: 4.000e-03, eta: 5:17:55, time: 0.662, data_time: 0.006, memory: 6189, top1_acc: 0.7352, top5_acc: 0.8982, loss_cls: 1.0674, loss: 1.0674, grad_norm: 3.5083 2020-08-10 06:12:01,032 - mmaction - INFO - Epoch [38][340/1253] lr: 4.000e-03, eta: 5:17:27, time: 0.640, data_time: 0.007, memory: 6189, top1_acc: 0.7273, top5_acc: 0.9021, loss_cls: 1.0712, loss: 1.0712, grad_norm: 3.4776 2020-08-10 06:12:13,747 - mmaction - INFO - Epoch [38][360/1253] lr: 4.000e-03, eta: 5:17:00, time: 0.633, data_time: 0.005, memory: 6189, top1_acc: 0.7302, top5_acc: 0.8987, loss_cls: 1.0745, loss: 1.0745, grad_norm: 3.5242 2020-08-10 06:12:26,695 - mmaction - INFO - Epoch [38][380/1253] lr: 4.000e-03, eta: 5:16:32, time: 0.650, data_time: 0.007, memory: 6189, top1_acc: 0.7346, top5_acc: 0.9052, loss_cls: 1.0339, loss: 1.0339, grad_norm: 3.4496 2020-08-10 06:12:40,336 - mmaction - INFO - Epoch [38][400/1253] lr: 4.000e-03, eta: 5:16:05, time: 0.680, data_time: 0.005, memory: 6189, top1_acc: 0.7307, top5_acc: 0.8938, loss_cls: 1.0814, loss: 1.0814, grad_norm: 3.4651 2020-08-10 06:12:53,967 - mmaction - INFO - Epoch [38][420/1253] lr: 4.000e-03, eta: 5:15:37, time: 0.683, data_time: 0.006, memory: 6189, top1_acc: 0.7159, top5_acc: 0.8984, loss_cls: 1.1314, loss: 1.1314, grad_norm: 3.5983 2020-08-10 06:13:07,122 - mmaction - INFO - Epoch [38][440/1253] lr: 4.000e-03, eta: 5:15:10, time: 0.656, data_time: 0.005, memory: 6189, top1_acc: 0.7159, top5_acc: 0.8974, loss_cls: 1.1159, loss: 1.1159, grad_norm: 3.5446 2020-08-10 06:13:20,001 - mmaction - INFO - Epoch [38][460/1253] lr: 4.000e-03, eta: 5:14:42, time: 0.646, data_time: 0.005, memory: 6189, top1_acc: 0.7174, top5_acc: 0.8969, loss_cls: 1.0928, loss: 1.0928, grad_norm: 3.5512 2020-08-10 06:13:33,748 - mmaction - INFO - Epoch [38][480/1253] lr: 4.000e-03, eta: 5:14:15, time: 0.685, data_time: 0.006, memory: 6189, top1_acc: 0.7164, top5_acc: 0.8930, loss_cls: 1.1008, loss: 1.1008, grad_norm: 3.5935 2020-08-10 06:13:47,278 - mmaction - INFO - Epoch [38][500/1253] lr: 4.000e-03, eta: 5:13:48, time: 0.678, data_time: 0.006, memory: 6189, top1_acc: 0.7198, top5_acc: 0.8930, loss_cls: 1.1182, loss: 1.1182, grad_norm: 3.5651 2020-08-10 06:14:00,750 - mmaction - INFO - Epoch [38][520/1253] lr: 4.000e-03, eta: 5:13:20, time: 0.674, data_time: 0.005, memory: 6189, top1_acc: 0.7339, top5_acc: 0.9013, loss_cls: 1.0625, loss: 1.0625, grad_norm: 3.4784 2020-08-10 06:14:13,648 - mmaction - INFO - Epoch [38][540/1253] lr: 4.000e-03, eta: 5:12:53, time: 0.644, data_time: 0.004, memory: 6189, top1_acc: 0.7263, top5_acc: 0.9047, loss_cls: 1.0593, loss: 1.0593, grad_norm: 3.6117 2020-08-10 06:14:26,421 - mmaction - INFO - Epoch [38][560/1253] lr: 4.000e-03, eta: 5:12:25, time: 0.639, data_time: 0.007, memory: 6189, top1_acc: 0.7089, top5_acc: 0.8940, loss_cls: 1.1232, loss: 1.1232, grad_norm: 3.6051 2020-08-10 06:14:39,322 - mmaction - INFO - Epoch [38][580/1253] lr: 4.000e-03, eta: 5:11:58, time: 0.645, data_time: 0.004, memory: 6189, top1_acc: 0.7247, top5_acc: 0.8870, loss_cls: 1.1286, loss: 1.1286, grad_norm: 3.5902 2020-08-10 06:14:53,275 - mmaction - INFO - Epoch [38][600/1253] lr: 4.000e-03, eta: 5:11:31, time: 0.696, data_time: 0.006, memory: 6189, top1_acc: 0.7138, top5_acc: 0.8865, loss_cls: 1.1329, loss: 1.1329, grad_norm: 3.5991 2020-08-10 06:15:06,723 - mmaction - INFO - Epoch [38][620/1253] lr: 4.000e-03, eta: 5:11:03, time: 0.674, data_time: 0.006, memory: 6189, top1_acc: 0.7208, top5_acc: 0.8992, loss_cls: 1.0897, loss: 1.0897, grad_norm: 3.5395 2020-08-10 06:15:19,930 - mmaction - INFO - Epoch [38][640/1253] lr: 4.000e-03, eta: 5:10:36, time: 0.658, data_time: 0.007, memory: 6189, top1_acc: 0.7198, top5_acc: 0.8982, loss_cls: 1.0834, loss: 1.0834, grad_norm: 3.5547 2020-08-10 06:15:32,577 - mmaction - INFO - Epoch [38][660/1253] lr: 4.000e-03, eta: 5:10:08, time: 0.635, data_time: 0.007, memory: 6189, top1_acc: 0.7302, top5_acc: 0.8927, loss_cls: 1.0858, loss: 1.0858, grad_norm: 3.5126 2020-08-10 06:15:45,705 - mmaction - INFO - Epoch [38][680/1253] lr: 4.000e-03, eta: 5:09:41, time: 0.653, data_time: 0.005, memory: 6189, top1_acc: 0.7341, top5_acc: 0.8966, loss_cls: 1.0677, loss: 1.0677, grad_norm: 3.5149 2020-08-10 06:16:00,209 - mmaction - INFO - Epoch [38][700/1253] lr: 4.000e-03, eta: 5:09:14, time: 0.728, data_time: 0.006, memory: 6189, top1_acc: 0.7193, top5_acc: 0.8979, loss_cls: 1.0937, loss: 1.0937, grad_norm: 3.6401 2020-08-10 06:16:13,396 - mmaction - INFO - Epoch [38][720/1253] lr: 4.000e-03, eta: 5:08:47, time: 0.658, data_time: 0.006, memory: 6189, top1_acc: 0.7164, top5_acc: 0.8901, loss_cls: 1.1297, loss: 1.1297, grad_norm: 3.5342 2020-08-10 06:16:26,805 - mmaction - INFO - Epoch [38][740/1253] lr: 4.000e-03, eta: 5:08:20, time: 0.673, data_time: 0.006, memory: 6189, top1_acc: 0.7216, top5_acc: 0.9008, loss_cls: 1.0739, loss: 1.0739, grad_norm: 3.4967 2020-08-10 06:16:39,989 - mmaction - INFO - Epoch [38][760/1253] lr: 4.000e-03, eta: 5:07:52, time: 0.656, data_time: 0.005, memory: 6189, top1_acc: 0.7271, top5_acc: 0.9063, loss_cls: 1.0621, loss: 1.0621, grad_norm: 3.5046 2020-08-10 06:16:53,586 - mmaction - INFO - Epoch [38][780/1253] lr: 4.000e-03, eta: 5:07:25, time: 0.683, data_time: 0.006, memory: 6189, top1_acc: 0.7247, top5_acc: 0.8961, loss_cls: 1.1063, loss: 1.1063, grad_norm: 3.5775 2020-08-10 06:17:07,337 - mmaction - INFO - Epoch [38][800/1253] lr: 4.000e-03, eta: 5:06:58, time: 0.688, data_time: 0.007, memory: 6189, top1_acc: 0.7276, top5_acc: 0.8992, loss_cls: 1.0733, loss: 1.0733, grad_norm: 3.5019 2020-08-10 06:17:21,154 - mmaction - INFO - Epoch [38][820/1253] lr: 4.000e-03, eta: 5:06:31, time: 0.691, data_time: 0.004, memory: 6189, top1_acc: 0.7292, top5_acc: 0.8997, loss_cls: 1.0716, loss: 1.0716, grad_norm: 3.4894 2020-08-10 06:17:34,374 - mmaction - INFO - Epoch [38][840/1253] lr: 4.000e-03, eta: 5:06:04, time: 0.660, data_time: 0.006, memory: 6189, top1_acc: 0.7201, top5_acc: 0.8958, loss_cls: 1.1100, loss: 1.1100, grad_norm: 3.5578 2020-08-10 06:17:48,004 - mmaction - INFO - Epoch [38][860/1253] lr: 4.000e-03, eta: 5:05:37, time: 0.683, data_time: 0.005, memory: 6189, top1_acc: 0.7258, top5_acc: 0.8909, loss_cls: 1.0990, loss: 1.0990, grad_norm: 3.5290 2020-08-10 06:18:01,656 - mmaction - INFO - Epoch [38][880/1253] lr: 4.000e-03, eta: 5:05:10, time: 0.681, data_time: 0.006, memory: 6189, top1_acc: 0.7214, top5_acc: 0.8935, loss_cls: 1.1066, loss: 1.1066, grad_norm: 3.5241 2020-08-10 06:18:14,613 - mmaction - INFO - Epoch [38][900/1253] lr: 4.000e-03, eta: 5:04:42, time: 0.649, data_time: 0.005, memory: 6189, top1_acc: 0.7188, top5_acc: 0.8914, loss_cls: 1.1155, loss: 1.1155, grad_norm: 3.4820 2020-08-10 06:18:28,682 - mmaction - INFO - Epoch [38][920/1253] lr: 4.000e-03, eta: 5:04:16, time: 0.701, data_time: 0.006, memory: 6189, top1_acc: 0.7242, top5_acc: 0.8930, loss_cls: 1.0980, loss: 1.0980, grad_norm: 3.5036 2020-08-10 06:18:42,366 - mmaction - INFO - Epoch [38][940/1253] lr: 4.000e-03, eta: 5:03:49, time: 0.686, data_time: 0.007, memory: 6189, top1_acc: 0.7182, top5_acc: 0.8956, loss_cls: 1.0989, loss: 1.0989, grad_norm: 3.5123 2020-08-10 06:18:55,191 - mmaction - INFO - Epoch [38][960/1253] lr: 4.000e-03, eta: 5:03:21, time: 0.640, data_time: 0.006, memory: 6189, top1_acc: 0.7169, top5_acc: 0.8883, loss_cls: 1.1336, loss: 1.1336, grad_norm: 3.5374 2020-08-10 06:19:08,315 - mmaction - INFO - Epoch [38][980/1253] lr: 4.000e-03, eta: 5:02:54, time: 0.658, data_time: 0.006, memory: 6189, top1_acc: 0.7294, top5_acc: 0.8977, loss_cls: 1.0664, loss: 1.0664, grad_norm: 3.5160 2020-08-10 06:19:21,676 - mmaction - INFO - Epoch [38][1000/1253] lr: 4.000e-03, eta: 5:02:27, time: 0.667, data_time: 0.005, memory: 6189, top1_acc: 0.7177, top5_acc: 0.8919, loss_cls: 1.1166, loss: 1.1166, grad_norm: 3.5912 2020-08-10 06:19:35,877 - mmaction - INFO - Epoch [38][1020/1253] lr: 4.000e-03, eta: 5:02:00, time: 0.711, data_time: 0.005, memory: 6189, top1_acc: 0.7214, top5_acc: 0.9023, loss_cls: 1.0684, loss: 1.0684, grad_norm: 3.5079 2020-08-10 06:19:50,416 - mmaction - INFO - Epoch [38][1040/1253] lr: 4.000e-03, eta: 5:01:33, time: 0.724, data_time: 0.006, memory: 6189, top1_acc: 0.7211, top5_acc: 0.8953, loss_cls: 1.0976, loss: 1.0976, grad_norm: 3.6185 2020-08-10 06:20:03,498 - mmaction - INFO - Epoch [38][1060/1253] lr: 4.000e-03, eta: 5:01:06, time: 0.658, data_time: 0.007, memory: 6189, top1_acc: 0.7180, top5_acc: 0.8888, loss_cls: 1.1126, loss: 1.1126, grad_norm: 3.5586 2020-08-10 06:20:16,834 - mmaction - INFO - Epoch [38][1080/1253] lr: 4.000e-03, eta: 5:00:39, time: 0.667, data_time: 0.002, memory: 6189, top1_acc: 0.7349, top5_acc: 0.9042, loss_cls: 1.0609, loss: 1.0609, grad_norm: 3.5173 2020-08-10 06:20:30,534 - mmaction - INFO - Epoch [38][1100/1253] lr: 4.000e-03, eta: 5:00:12, time: 0.682, data_time: 0.007, memory: 6189, top1_acc: 0.7255, top5_acc: 0.8958, loss_cls: 1.1091, loss: 1.1091, grad_norm: 3.5846 2020-08-10 06:20:44,635 - mmaction - INFO - Epoch [38][1120/1253] lr: 4.000e-03, eta: 4:59:45, time: 0.707, data_time: 0.006, memory: 6189, top1_acc: 0.7219, top5_acc: 0.8977, loss_cls: 1.0784, loss: 1.0784, grad_norm: 3.5130 2020-08-10 06:20:57,846 - mmaction - INFO - Epoch [38][1140/1253] lr: 4.000e-03, eta: 4:59:18, time: 0.661, data_time: 0.006, memory: 6189, top1_acc: 0.7130, top5_acc: 0.8911, loss_cls: 1.1208, loss: 1.1208, grad_norm: 3.5995 2020-08-10 06:21:11,645 - mmaction - INFO - Epoch [38][1160/1253] lr: 4.000e-03, eta: 4:58:52, time: 0.691, data_time: 0.004, memory: 6189, top1_acc: 0.7117, top5_acc: 0.8938, loss_cls: 1.1465, loss: 1.1465, grad_norm: 3.5928 2020-08-10 06:21:24,342 - mmaction - INFO - Epoch [38][1180/1253] lr: 4.000e-03, eta: 4:58:24, time: 0.635, data_time: 0.005, memory: 6189, top1_acc: 0.7112, top5_acc: 0.8938, loss_cls: 1.1130, loss: 1.1130, grad_norm: 3.5672 2020-08-10 06:21:37,961 - mmaction - INFO - Epoch [38][1200/1253] lr: 4.000e-03, eta: 4:57:57, time: 0.681, data_time: 0.003, memory: 6189, top1_acc: 0.7201, top5_acc: 0.8940, loss_cls: 1.0953, loss: 1.0953, grad_norm: 3.5077 2020-08-10 06:21:52,335 - mmaction - INFO - Epoch [38][1220/1253] lr: 4.000e-03, eta: 4:57:31, time: 0.719, data_time: 0.006, memory: 6189, top1_acc: 0.7237, top5_acc: 0.8938, loss_cls: 1.1008, loss: 1.1008, grad_norm: 3.5445 2020-08-10 06:22:06,024 - mmaction - INFO - Epoch [38][1240/1253] lr: 4.000e-03, eta: 4:57:04, time: 0.684, data_time: 0.004, memory: 6189, top1_acc: 0.7273, top5_acc: 0.9029, loss_cls: 1.0775, loss: 1.0775, grad_norm: 3.5373 2020-08-10 06:22:23,169 - mmaction - INFO - Saving checkpoint at 38 epochs 2020-08-10 06:27:48,720 - mmaction - INFO - Epoch [39][20/1253] lr: 4.000e-03, eta: 4:57:54, time: 16.112, data_time: 15.323, memory: 6189, top1_acc: 0.7224, top5_acc: 0.8974, loss_cls: 1.0836, loss: 1.0836, grad_norm: 3.5544 2020-08-10 06:28:01,255 - mmaction - INFO - Epoch [39][40/1253] lr: 4.000e-03, eta: 4:57:27, time: 0.632, data_time: 0.010, memory: 6189, top1_acc: 0.7339, top5_acc: 0.9023, loss_cls: 1.0296, loss: 1.0296, grad_norm: 3.5036 2020-08-10 06:28:13,828 - mmaction - INFO - Epoch [39][60/1253] lr: 4.000e-03, eta: 4:56:59, time: 0.629, data_time: 0.003, memory: 6189, top1_acc: 0.7266, top5_acc: 0.8977, loss_cls: 1.0596, loss: 1.0596, grad_norm: 3.4796 2020-08-10 06:28:26,359 - mmaction - INFO - Epoch [39][80/1253] lr: 4.000e-03, eta: 4:56:32, time: 0.627, data_time: 0.003, memory: 6189, top1_acc: 0.7341, top5_acc: 0.8956, loss_cls: 1.0783, loss: 1.0783, grad_norm: 3.5861 2020-08-10 06:28:38,968 - mmaction - INFO - Epoch [39][100/1253] lr: 4.000e-03, eta: 4:56:05, time: 0.627, data_time: 0.005, memory: 6189, top1_acc: 0.7279, top5_acc: 0.8948, loss_cls: 1.0887, loss: 1.0887, grad_norm: 3.4898 2020-08-10 06:28:51,592 - mmaction - INFO - Epoch [39][120/1253] lr: 4.000e-03, eta: 4:55:38, time: 0.634, data_time: 0.007, memory: 6189, top1_acc: 0.7299, top5_acc: 0.9047, loss_cls: 1.0453, loss: 1.0453, grad_norm: 3.5485 2020-08-10 06:29:04,255 - mmaction - INFO - Epoch [39][140/1253] lr: 4.000e-03, eta: 4:55:10, time: 0.631, data_time: 0.005, memory: 6189, top1_acc: 0.7203, top5_acc: 0.8974, loss_cls: 1.0963, loss: 1.0963, grad_norm: 3.6515 2020-08-10 06:29:16,819 - mmaction - INFO - Epoch [39][160/1253] lr: 4.000e-03, eta: 4:54:43, time: 0.630, data_time: 0.006, memory: 6189, top1_acc: 0.7273, top5_acc: 0.8982, loss_cls: 1.0650, loss: 1.0650, grad_norm: 3.5177 2020-08-10 06:29:29,462 - mmaction - INFO - Epoch [39][180/1253] lr: 4.000e-03, eta: 4:54:16, time: 0.631, data_time: 0.007, memory: 6189, top1_acc: 0.7206, top5_acc: 0.9023, loss_cls: 1.0672, loss: 1.0672, grad_norm: 3.5859 2020-08-10 06:29:42,080 - mmaction - INFO - Epoch [39][200/1253] lr: 4.000e-03, eta: 4:53:49, time: 0.633, data_time: 0.005, memory: 6189, top1_acc: 0.7284, top5_acc: 0.8971, loss_cls: 1.0702, loss: 1.0702, grad_norm: 3.5391 2020-08-10 06:29:54,791 - mmaction - INFO - Epoch [39][220/1253] lr: 4.000e-03, eta: 4:53:21, time: 0.631, data_time: 0.006, memory: 6189, top1_acc: 0.7326, top5_acc: 0.9016, loss_cls: 1.0565, loss: 1.0565, grad_norm: 3.4426 2020-08-10 06:30:07,686 - mmaction - INFO - Epoch [39][240/1253] lr: 4.000e-03, eta: 4:52:54, time: 0.649, data_time: 0.007, memory: 6189, top1_acc: 0.7258, top5_acc: 0.9010, loss_cls: 1.0808, loss: 1.0808, grad_norm: 3.5688 2020-08-10 06:30:20,829 - mmaction - INFO - Epoch [39][260/1253] lr: 4.000e-03, eta: 4:52:27, time: 0.656, data_time: 0.006, memory: 6189, top1_acc: 0.7156, top5_acc: 0.8893, loss_cls: 1.1194, loss: 1.1194, grad_norm: 3.6386 2020-08-10 06:30:34,110 - mmaction - INFO - Epoch [39][280/1253] lr: 4.000e-03, eta: 4:52:00, time: 0.666, data_time: 0.006, memory: 6189, top1_acc: 0.7253, top5_acc: 0.8948, loss_cls: 1.0927, loss: 1.0927, grad_norm: 3.5078 2020-08-10 06:30:46,885 - mmaction - INFO - Epoch [39][300/1253] lr: 4.000e-03, eta: 4:51:33, time: 0.636, data_time: 0.004, memory: 6189, top1_acc: 0.7268, top5_acc: 0.8948, loss_cls: 1.0886, loss: 1.0886, grad_norm: 3.5341 2020-08-10 06:30:59,800 - mmaction - INFO - Epoch [39][320/1253] lr: 4.000e-03, eta: 4:51:06, time: 0.647, data_time: 0.006, memory: 6189, top1_acc: 0.7260, top5_acc: 0.8966, loss_cls: 1.0704, loss: 1.0704, grad_norm: 3.6205 2020-08-10 06:31:13,644 - mmaction - INFO - Epoch [39][340/1253] lr: 4.000e-03, eta: 4:50:39, time: 0.688, data_time: 0.006, memory: 6189, top1_acc: 0.7336, top5_acc: 0.9039, loss_cls: 1.0585, loss: 1.0585, grad_norm: 3.5284 2020-08-10 06:31:26,269 - mmaction - INFO - Epoch [39][360/1253] lr: 4.000e-03, eta: 4:50:12, time: 0.636, data_time: 0.007, memory: 6189, top1_acc: 0.7253, top5_acc: 0.9042, loss_cls: 1.0647, loss: 1.0647, grad_norm: 3.5735 2020-08-10 06:31:39,450 - mmaction - INFO - Epoch [39][380/1253] lr: 4.000e-03, eta: 4:49:45, time: 0.657, data_time: 0.005, memory: 6189, top1_acc: 0.7273, top5_acc: 0.8938, loss_cls: 1.0956, loss: 1.0956, grad_norm: 3.6019 2020-08-10 06:31:52,680 - mmaction - INFO - Epoch [39][400/1253] lr: 4.000e-03, eta: 4:49:18, time: 0.663, data_time: 0.005, memory: 6189, top1_acc: 0.7307, top5_acc: 0.8969, loss_cls: 1.0759, loss: 1.0759, grad_norm: 3.6037 2020-08-10 06:32:05,723 - mmaction - INFO - Epoch [39][420/1253] lr: 4.000e-03, eta: 4:48:51, time: 0.649, data_time: 0.006, memory: 6189, top1_acc: 0.7224, top5_acc: 0.8930, loss_cls: 1.1370, loss: 1.1370, grad_norm: 3.6275 2020-08-10 06:32:19,273 - mmaction - INFO - Epoch [39][440/1253] lr: 4.000e-03, eta: 4:48:25, time: 0.681, data_time: 0.007, memory: 6189, top1_acc: 0.7221, top5_acc: 0.8927, loss_cls: 1.0759, loss: 1.0759, grad_norm: 3.5465 2020-08-10 06:32:32,635 - mmaction - INFO - Epoch [39][460/1253] lr: 4.000e-03, eta: 4:47:58, time: 0.668, data_time: 0.006, memory: 6189, top1_acc: 0.7122, top5_acc: 0.8961, loss_cls: 1.0971, loss: 1.0971, grad_norm: 3.6848 2020-08-10 06:32:46,389 - mmaction - INFO - Epoch [39][480/1253] lr: 4.000e-03, eta: 4:47:31, time: 0.686, data_time: 0.004, memory: 6189, top1_acc: 0.7367, top5_acc: 0.8997, loss_cls: 1.0579, loss: 1.0579, grad_norm: 3.5365 2020-08-10 06:32:59,756 - mmaction - INFO - Epoch [39][500/1253] lr: 4.000e-03, eta: 4:47:04, time: 0.670, data_time: 0.009, memory: 6189, top1_acc: 0.7135, top5_acc: 0.8927, loss_cls: 1.1076, loss: 1.1076, grad_norm: 3.5647 2020-08-10 06:33:13,495 - mmaction - INFO - Epoch [39][520/1253] lr: 4.000e-03, eta: 4:46:37, time: 0.687, data_time: 0.004, memory: 6189, top1_acc: 0.7185, top5_acc: 0.8935, loss_cls: 1.1085, loss: 1.1085, grad_norm: 3.6059 2020-08-10 06:33:28,293 - mmaction - INFO - Epoch [39][540/1253] lr: 4.000e-03, eta: 4:46:11, time: 0.740, data_time: 0.006, memory: 6189, top1_acc: 0.7263, top5_acc: 0.8969, loss_cls: 1.0668, loss: 1.0668, grad_norm: 3.5146 2020-08-10 06:33:41,959 - mmaction - INFO - Epoch [39][560/1253] lr: 4.000e-03, eta: 4:45:44, time: 0.684, data_time: 0.004, memory: 6189, top1_acc: 0.7247, top5_acc: 0.9008, loss_cls: 1.0784, loss: 1.0784, grad_norm: 3.5123 2020-08-10 06:33:56,310 - mmaction - INFO - Epoch [39][580/1253] lr: 4.000e-03, eta: 4:45:18, time: 0.715, data_time: 0.005, memory: 6189, top1_acc: 0.7195, top5_acc: 0.8995, loss_cls: 1.1043, loss: 1.1043, grad_norm: 3.6290 2020-08-10 06:34:10,670 - mmaction - INFO - Epoch [39][600/1253] lr: 4.000e-03, eta: 4:44:51, time: 0.721, data_time: 0.007, memory: 6189, top1_acc: 0.7315, top5_acc: 0.8979, loss_cls: 1.0644, loss: 1.0644, grad_norm: 3.5621 2020-08-10 06:34:25,483 - mmaction - INFO - Epoch [39][620/1253] lr: 4.000e-03, eta: 4:44:25, time: 0.738, data_time: 0.005, memory: 6189, top1_acc: 0.7266, top5_acc: 0.8982, loss_cls: 1.0813, loss: 1.0813, grad_norm: 3.5763 2020-08-10 06:34:38,919 - mmaction - INFO - Epoch [39][640/1253] lr: 4.000e-03, eta: 4:43:58, time: 0.674, data_time: 0.006, memory: 6189, top1_acc: 0.7227, top5_acc: 0.8917, loss_cls: 1.0997, loss: 1.0997, grad_norm: 3.5937 2020-08-10 06:34:52,562 - mmaction - INFO - Epoch [39][660/1253] lr: 4.000e-03, eta: 4:43:32, time: 0.682, data_time: 0.005, memory: 6189, top1_acc: 0.7297, top5_acc: 0.8977, loss_cls: 1.0764, loss: 1.0764, grad_norm: 3.5650 2020-08-10 06:35:06,875 - mmaction - INFO - Epoch [39][680/1253] lr: 4.000e-03, eta: 4:43:05, time: 0.716, data_time: 0.003, memory: 6189, top1_acc: 0.7260, top5_acc: 0.9010, loss_cls: 1.0904, loss: 1.0904, grad_norm: 3.6001 2020-08-10 06:35:20,477 - mmaction - INFO - Epoch [39][700/1253] lr: 4.000e-03, eta: 4:42:39, time: 0.680, data_time: 0.005, memory: 6189, top1_acc: 0.7203, top5_acc: 0.8896, loss_cls: 1.1255, loss: 1.1255, grad_norm: 3.6816 2020-08-10 06:35:35,115 - mmaction - INFO - Epoch [39][720/1253] lr: 4.000e-03, eta: 4:42:12, time: 0.732, data_time: 0.004, memory: 6189, top1_acc: 0.7193, top5_acc: 0.8964, loss_cls: 1.0998, loss: 1.0998, grad_norm: 3.5924 2020-08-10 06:35:49,033 - mmaction - INFO - Epoch [39][740/1253] lr: 4.000e-03, eta: 4:41:46, time: 0.694, data_time: 0.006, memory: 6189, top1_acc: 0.7276, top5_acc: 0.8974, loss_cls: 1.0718, loss: 1.0718, grad_norm: 3.5192 2020-08-10 06:36:03,563 - mmaction - INFO - Epoch [39][760/1253] lr: 4.000e-03, eta: 4:41:19, time: 0.728, data_time: 0.006, memory: 6189, top1_acc: 0.7406, top5_acc: 0.9031, loss_cls: 1.0461, loss: 1.0461, grad_norm: 3.4741 2020-08-10 06:36:17,454 - mmaction - INFO - Epoch [39][780/1253] lr: 4.000e-03, eta: 4:40:53, time: 0.692, data_time: 0.006, memory: 6189, top1_acc: 0.7305, top5_acc: 0.9023, loss_cls: 1.0622, loss: 1.0622, grad_norm: 3.5200 2020-08-10 06:36:31,406 - mmaction - INFO - Epoch [39][800/1253] lr: 4.000e-03, eta: 4:40:26, time: 0.701, data_time: 0.007, memory: 6189, top1_acc: 0.7151, top5_acc: 0.8930, loss_cls: 1.1117, loss: 1.1117, grad_norm: 3.6372 2020-08-10 06:36:44,462 - mmaction - INFO - Epoch [39][820/1253] lr: 4.000e-03, eta: 4:40:00, time: 0.649, data_time: 0.005, memory: 6189, top1_acc: 0.7341, top5_acc: 0.9081, loss_cls: 1.0266, loss: 1.0266, grad_norm: 3.4946 2020-08-10 06:36:59,046 - mmaction - INFO - Epoch [39][840/1253] lr: 4.000e-03, eta: 4:39:33, time: 0.733, data_time: 0.007, memory: 6189, top1_acc: 0.7240, top5_acc: 0.8982, loss_cls: 1.0780, loss: 1.0780, grad_norm: 3.6370 2020-08-10 06:37:12,747 - mmaction - INFO - Epoch [39][860/1253] lr: 4.000e-03, eta: 4:39:07, time: 0.680, data_time: 0.005, memory: 6189, top1_acc: 0.7284, top5_acc: 0.8901, loss_cls: 1.0920, loss: 1.0920, grad_norm: 3.5328 2020-08-10 06:37:26,350 - mmaction - INFO - Epoch [39][880/1253] lr: 4.000e-03, eta: 4:38:40, time: 0.684, data_time: 0.007, memory: 6189, top1_acc: 0.7221, top5_acc: 0.8992, loss_cls: 1.0756, loss: 1.0756, grad_norm: 3.5202 2020-08-10 06:37:40,570 - mmaction - INFO - Epoch [39][900/1253] lr: 4.000e-03, eta: 4:38:14, time: 0.708, data_time: 0.005, memory: 6189, top1_acc: 0.7323, top5_acc: 0.9039, loss_cls: 1.0490, loss: 1.0490, grad_norm: 3.5411 2020-08-10 06:37:54,461 - mmaction - INFO - Epoch [39][920/1253] lr: 4.000e-03, eta: 4:37:47, time: 0.697, data_time: 0.007, memory: 6189, top1_acc: 0.7279, top5_acc: 0.8943, loss_cls: 1.0643, loss: 1.0643, grad_norm: 3.5615 2020-08-10 06:38:09,054 - mmaction - INFO - Epoch [39][940/1253] lr: 4.000e-03, eta: 4:37:21, time: 0.727, data_time: 0.006, memory: 6189, top1_acc: 0.7268, top5_acc: 0.8865, loss_cls: 1.1147, loss: 1.1147, grad_norm: 3.6458 2020-08-10 06:38:22,352 - mmaction - INFO - Epoch [39][960/1253] lr: 4.000e-03, eta: 4:36:55, time: 0.667, data_time: 0.007, memory: 6189, top1_acc: 0.7299, top5_acc: 0.9021, loss_cls: 1.0738, loss: 1.0738, grad_norm: 3.5778 2020-08-10 06:38:35,901 - mmaction - INFO - Epoch [39][980/1253] lr: 4.000e-03, eta: 4:36:28, time: 0.677, data_time: 0.005, memory: 6189, top1_acc: 0.7229, top5_acc: 0.8984, loss_cls: 1.0894, loss: 1.0894, grad_norm: 3.6338 2020-08-10 06:38:49,501 - mmaction - INFO - Epoch [39][1000/1253] lr: 4.000e-03, eta: 4:36:02, time: 0.680, data_time: 0.003, memory: 6189, top1_acc: 0.7362, top5_acc: 0.9023, loss_cls: 1.0606, loss: 1.0606, grad_norm: 3.5723 2020-08-10 06:39:03,593 - mmaction - INFO - Epoch [39][1020/1253] lr: 4.000e-03, eta: 4:35:35, time: 0.703, data_time: 0.006, memory: 6189, top1_acc: 0.7206, top5_acc: 0.8958, loss_cls: 1.1172, loss: 1.1172, grad_norm: 3.6567 2020-08-10 06:39:16,670 - mmaction - INFO - Epoch [39][1040/1253] lr: 4.000e-03, eta: 4:35:09, time: 0.656, data_time: 0.005, memory: 6189, top1_acc: 0.7195, top5_acc: 0.8940, loss_cls: 1.1279, loss: 1.1279, grad_norm: 3.7181 2020-08-10 06:39:29,631 - mmaction - INFO - Epoch [39][1060/1253] lr: 4.000e-03, eta: 4:34:42, time: 0.646, data_time: 0.005, memory: 6189, top1_acc: 0.7203, top5_acc: 0.8904, loss_cls: 1.1052, loss: 1.1052, grad_norm: 3.5630 2020-08-10 06:39:42,653 - mmaction - INFO - Epoch [39][1080/1253] lr: 4.000e-03, eta: 4:34:15, time: 0.653, data_time: 0.005, memory: 6189, top1_acc: 0.7211, top5_acc: 0.8964, loss_cls: 1.1137, loss: 1.1137, grad_norm: 3.6141 2020-08-10 06:39:55,986 - mmaction - INFO - Epoch [39][1100/1253] lr: 4.000e-03, eta: 4:33:49, time: 0.663, data_time: 0.006, memory: 6189, top1_acc: 0.7227, top5_acc: 0.8974, loss_cls: 1.0874, loss: 1.0874, grad_norm: 3.5920 2020-08-10 06:40:09,190 - mmaction - INFO - Epoch [39][1120/1253] lr: 4.000e-03, eta: 4:33:22, time: 0.664, data_time: 0.007, memory: 6189, top1_acc: 0.7268, top5_acc: 0.8982, loss_cls: 1.0769, loss: 1.0769, grad_norm: 3.5056 2020-08-10 06:40:22,834 - mmaction - INFO - Epoch [39][1140/1253] lr: 4.000e-03, eta: 4:32:56, time: 0.681, data_time: 0.006, memory: 6189, top1_acc: 0.7117, top5_acc: 0.8859, loss_cls: 1.1500, loss: 1.1500, grad_norm: 3.6434 2020-08-10 06:40:36,042 - mmaction - INFO - Epoch [39][1160/1253] lr: 4.000e-03, eta: 4:32:29, time: 0.661, data_time: 0.004, memory: 6189, top1_acc: 0.7339, top5_acc: 0.8961, loss_cls: 1.0934, loss: 1.0934, grad_norm: 3.5036 2020-08-10 06:40:49,713 - mmaction - INFO - Epoch [39][1180/1253] lr: 4.000e-03, eta: 4:32:03, time: 0.681, data_time: 0.006, memory: 6189, top1_acc: 0.7130, top5_acc: 0.8992, loss_cls: 1.1111, loss: 1.1111, grad_norm: 3.6622 2020-08-10 06:41:02,785 - mmaction - INFO - Epoch [39][1200/1253] lr: 4.000e-03, eta: 4:31:36, time: 0.656, data_time: 0.005, memory: 6189, top1_acc: 0.7208, top5_acc: 0.8979, loss_cls: 1.0745, loss: 1.0745, grad_norm: 3.6085 2020-08-10 06:41:15,585 - mmaction - INFO - Epoch [39][1220/1253] lr: 4.000e-03, eta: 4:31:10, time: 0.638, data_time: 0.005, memory: 6189, top1_acc: 0.7229, top5_acc: 0.8927, loss_cls: 1.1011, loss: 1.1011, grad_norm: 3.6039 2020-08-10 06:41:29,305 - mmaction - INFO - Epoch [39][1240/1253] lr: 4.000e-03, eta: 4:30:44, time: 0.687, data_time: 0.006, memory: 6189, top1_acc: 0.7349, top5_acc: 0.8977, loss_cls: 1.0514, loss: 1.0514, grad_norm: 3.5326 2020-08-10 06:41:46,737 - mmaction - INFO - Saving checkpoint at 39 epochs 2020-08-10 06:47:06,317 - mmaction - INFO - Epoch [40][20/1253] lr: 4.000e-03, eta: 4:31:24, time: 15.943, data_time: 15.157, memory: 6189, top1_acc: 0.7404, top5_acc: 0.9031, loss_cls: 1.0433, loss: 1.0433, grad_norm: 3.5250 2020-08-10 06:47:19,087 - mmaction - INFO - Epoch [40][40/1253] lr: 4.000e-03, eta: 4:30:57, time: 0.642, data_time: 0.012, memory: 6189, top1_acc: 0.7365, top5_acc: 0.9016, loss_cls: 1.0469, loss: 1.0469, grad_norm: 3.4736 2020-08-10 06:47:31,646 - mmaction - INFO - Epoch [40][60/1253] lr: 4.000e-03, eta: 4:30:30, time: 0.629, data_time: 0.006, memory: 6189, top1_acc: 0.7354, top5_acc: 0.8974, loss_cls: 1.0605, loss: 1.0605, grad_norm: 3.5842 2020-08-10 06:47:44,300 - mmaction - INFO - Epoch [40][80/1253] lr: 4.000e-03, eta: 4:30:03, time: 0.630, data_time: 0.006, memory: 6189, top1_acc: 0.7352, top5_acc: 0.9081, loss_cls: 1.0240, loss: 1.0240, grad_norm: 3.5329 2020-08-10 06:47:56,827 - mmaction - INFO - Epoch [40][100/1253] lr: 4.000e-03, eta: 4:29:37, time: 0.629, data_time: 0.006, memory: 6189, top1_acc: 0.7372, top5_acc: 0.9052, loss_cls: 1.0240, loss: 1.0240, grad_norm: 3.5728 2020-08-10 06:48:09,398 - mmaction - INFO - Epoch [40][120/1253] lr: 4.000e-03, eta: 4:29:10, time: 0.628, data_time: 0.002, memory: 6189, top1_acc: 0.7234, top5_acc: 0.9010, loss_cls: 1.0574, loss: 1.0574, grad_norm: 3.6437 2020-08-10 06:48:22,097 - mmaction - INFO - Epoch [40][140/1253] lr: 4.000e-03, eta: 4:28:43, time: 0.633, data_time: 0.006, memory: 6189, top1_acc: 0.7229, top5_acc: 0.8953, loss_cls: 1.0805, loss: 1.0805, grad_norm: 3.6234 2020-08-10 06:48:34,670 - mmaction - INFO - Epoch [40][160/1253] lr: 4.000e-03, eta: 4:28:16, time: 0.630, data_time: 0.005, memory: 6189, top1_acc: 0.7331, top5_acc: 0.8958, loss_cls: 1.0691, loss: 1.0691, grad_norm: 3.5507 2020-08-10 06:48:47,324 - mmaction - INFO - Epoch [40][180/1253] lr: 4.000e-03, eta: 4:27:50, time: 0.630, data_time: 0.005, memory: 6189, top1_acc: 0.7346, top5_acc: 0.9008, loss_cls: 1.0366, loss: 1.0366, grad_norm: 3.5391 2020-08-10 06:48:59,953 - mmaction - INFO - Epoch [40][200/1253] lr: 4.000e-03, eta: 4:27:23, time: 0.634, data_time: 0.007, memory: 6189, top1_acc: 0.7286, top5_acc: 0.8938, loss_cls: 1.0606, loss: 1.0606, grad_norm: 3.5129 2020-08-10 06:49:12,782 - mmaction - INFO - Epoch [40][220/1253] lr: 4.000e-03, eta: 4:26:56, time: 0.638, data_time: 0.006, memory: 6189, top1_acc: 0.7349, top5_acc: 0.9063, loss_cls: 1.0601, loss: 1.0601, grad_norm: 3.5769 2020-08-10 06:49:25,401 - mmaction - INFO - Epoch [40][240/1253] lr: 4.000e-03, eta: 4:26:30, time: 0.634, data_time: 0.007, memory: 6189, top1_acc: 0.7154, top5_acc: 0.8997, loss_cls: 1.0874, loss: 1.0874, grad_norm: 3.6153 2020-08-10 06:49:38,818 - mmaction - INFO - Epoch [40][260/1253] lr: 4.000e-03, eta: 4:26:03, time: 0.671, data_time: 0.002, memory: 6189, top1_acc: 0.7268, top5_acc: 0.8969, loss_cls: 1.0755, loss: 1.0755, grad_norm: 3.5943 2020-08-10 06:49:52,360 - mmaction - INFO - Epoch [40][280/1253] lr: 4.000e-03, eta: 4:25:37, time: 0.674, data_time: 0.006, memory: 6189, top1_acc: 0.7461, top5_acc: 0.9026, loss_cls: 1.0181, loss: 1.0181, grad_norm: 3.4711 2020-08-10 06:50:06,274 - mmaction - INFO - Epoch [40][300/1253] lr: 4.000e-03, eta: 4:25:11, time: 0.699, data_time: 0.007, memory: 6189, top1_acc: 0.7357, top5_acc: 0.9042, loss_cls: 1.0417, loss: 1.0417, grad_norm: 3.5411 2020-08-10 06:50:20,016 - mmaction - INFO - Epoch [40][320/1253] lr: 4.000e-03, eta: 4:24:44, time: 0.683, data_time: 0.007, memory: 6189, top1_acc: 0.7346, top5_acc: 0.8964, loss_cls: 1.0768, loss: 1.0768, grad_norm: 3.5912 2020-08-10 06:50:33,254 - mmaction - INFO - Epoch [40][340/1253] lr: 4.000e-03, eta: 4:24:18, time: 0.667, data_time: 0.008, memory: 6189, top1_acc: 0.7122, top5_acc: 0.8875, loss_cls: 1.1319, loss: 1.1319, grad_norm: 3.6437 2020-08-10 06:50:47,013 - mmaction - INFO - Epoch [40][360/1253] lr: 4.000e-03, eta: 4:23:52, time: 0.686, data_time: 0.005, memory: 6189, top1_acc: 0.7292, top5_acc: 0.8909, loss_cls: 1.0782, loss: 1.0782, grad_norm: 3.5681 2020-08-10 06:51:00,879 - mmaction - INFO - Epoch [40][380/1253] lr: 4.000e-03, eta: 4:23:26, time: 0.695, data_time: 0.006, memory: 6189, top1_acc: 0.7297, top5_acc: 0.9078, loss_cls: 1.0650, loss: 1.0650, grad_norm: 3.5892 2020-08-10 06:51:13,724 - mmaction - INFO - Epoch [40][400/1253] lr: 4.000e-03, eta: 4:22:59, time: 0.639, data_time: 0.005, memory: 6189, top1_acc: 0.7234, top5_acc: 0.8880, loss_cls: 1.1137, loss: 1.1137, grad_norm: 3.6389 2020-08-10 06:51:27,289 - mmaction - INFO - Epoch [40][420/1253] lr: 4.000e-03, eta: 4:22:33, time: 0.681, data_time: 0.007, memory: 6189, top1_acc: 0.7268, top5_acc: 0.8974, loss_cls: 1.0761, loss: 1.0761, grad_norm: 3.5691 2020-08-10 06:51:42,209 - mmaction - INFO - Epoch [40][440/1253] lr: 4.000e-03, eta: 4:22:07, time: 0.745, data_time: 0.005, memory: 6189, top1_acc: 0.7182, top5_acc: 0.8987, loss_cls: 1.0929, loss: 1.0929, grad_norm: 3.5817 2020-08-10 06:51:56,273 - mmaction - INFO - Epoch [40][460/1253] lr: 4.000e-03, eta: 4:21:41, time: 0.705, data_time: 0.005, memory: 6189, top1_acc: 0.7406, top5_acc: 0.9023, loss_cls: 1.0301, loss: 1.0301, grad_norm: 3.4807 2020-08-10 06:52:11,091 - mmaction - INFO - Epoch [40][480/1253] lr: 4.000e-03, eta: 4:21:15, time: 0.738, data_time: 0.007, memory: 6189, top1_acc: 0.7227, top5_acc: 0.9003, loss_cls: 1.0727, loss: 1.0727, grad_norm: 3.5952 2020-08-10 06:52:24,385 - mmaction - INFO - Epoch [40][500/1253] lr: 4.000e-03, eta: 4:20:48, time: 0.669, data_time: 0.007, memory: 6189, top1_acc: 0.7169, top5_acc: 0.8904, loss_cls: 1.1341, loss: 1.1341, grad_norm: 3.6482 2020-08-10 06:52:38,697 - mmaction - INFO - Epoch [40][520/1253] lr: 4.000e-03, eta: 4:20:22, time: 0.715, data_time: 0.002, memory: 6189, top1_acc: 0.7206, top5_acc: 0.8906, loss_cls: 1.1121, loss: 1.1121, grad_norm: 3.6068 2020-08-10 06:52:52,146 - mmaction - INFO - Epoch [40][540/1253] lr: 4.000e-03, eta: 4:19:56, time: 0.670, data_time: 0.006, memory: 6189, top1_acc: 0.7268, top5_acc: 0.8982, loss_cls: 1.0623, loss: 1.0623, grad_norm: 3.5683 2020-08-10 06:53:06,103 - mmaction - INFO - Epoch [40][560/1253] lr: 4.000e-03, eta: 4:19:30, time: 0.701, data_time: 0.007, memory: 6189, top1_acc: 0.7250, top5_acc: 0.9060, loss_cls: 1.0433, loss: 1.0433, grad_norm: 3.5144 2020-08-10 06:53:20,405 - mmaction - INFO - Epoch [40][580/1253] lr: 4.000e-03, eta: 4:19:04, time: 0.713, data_time: 0.005, memory: 6189, top1_acc: 0.7135, top5_acc: 0.8943, loss_cls: 1.1322, loss: 1.1322, grad_norm: 3.6699 2020-08-10 06:53:34,260 - mmaction - INFO - Epoch [40][600/1253] lr: 4.000e-03, eta: 4:18:38, time: 0.695, data_time: 0.006, memory: 6189, top1_acc: 0.7344, top5_acc: 0.9013, loss_cls: 1.0332, loss: 1.0332, grad_norm: 3.5563 2020-08-10 06:53:49,484 - mmaction - INFO - Epoch [40][620/1253] lr: 4.000e-03, eta: 4:18:12, time: 0.760, data_time: 0.005, memory: 6189, top1_acc: 0.7286, top5_acc: 0.8953, loss_cls: 1.0745, loss: 1.0745, grad_norm: 3.5420 2020-08-10 06:54:03,346 - mmaction - INFO - Epoch [40][640/1253] lr: 4.000e-03, eta: 4:17:46, time: 0.694, data_time: 0.004, memory: 6189, top1_acc: 0.7263, top5_acc: 0.8953, loss_cls: 1.0861, loss: 1.0861, grad_norm: 3.5943 2020-08-10 06:54:17,331 - mmaction - INFO - Epoch [40][660/1253] lr: 4.000e-03, eta: 4:17:20, time: 0.696, data_time: 0.005, memory: 6189, top1_acc: 0.7341, top5_acc: 0.8979, loss_cls: 1.0653, loss: 1.0653, grad_norm: 3.5969 2020-08-10 06:54:30,904 - mmaction - INFO - Epoch [40][680/1253] lr: 4.000e-03, eta: 4:16:54, time: 0.682, data_time: 0.007, memory: 6189, top1_acc: 0.7255, top5_acc: 0.8880, loss_cls: 1.1204, loss: 1.1204, grad_norm: 3.6447 2020-08-10 06:54:45,141 - mmaction - INFO - Epoch [40][700/1253] lr: 4.000e-03, eta: 4:16:28, time: 0.710, data_time: 0.005, memory: 6189, top1_acc: 0.7289, top5_acc: 0.9005, loss_cls: 1.0651, loss: 1.0651, grad_norm: 3.6133 2020-08-10 06:54:59,403 - mmaction - INFO - Epoch [40][720/1253] lr: 4.000e-03, eta: 4:16:02, time: 0.714, data_time: 0.005, memory: 6189, top1_acc: 0.7224, top5_acc: 0.9021, loss_cls: 1.0696, loss: 1.0696, grad_norm: 3.6208 2020-08-10 06:55:14,546 - mmaction - INFO - Epoch [40][740/1253] lr: 4.000e-03, eta: 4:15:36, time: 0.755, data_time: 0.006, memory: 6189, top1_acc: 0.7336, top5_acc: 0.9057, loss_cls: 1.0413, loss: 1.0413, grad_norm: 3.5860 2020-08-10 06:55:28,680 - mmaction - INFO - Epoch [40][760/1253] lr: 4.000e-03, eta: 4:15:10, time: 0.710, data_time: 0.006, memory: 6189, top1_acc: 0.7271, top5_acc: 0.8997, loss_cls: 1.0890, loss: 1.0890, grad_norm: 3.6396 2020-08-10 06:55:42,574 - mmaction - INFO - Epoch [40][780/1253] lr: 4.000e-03, eta: 4:14:44, time: 0.693, data_time: 0.005, memory: 6189, top1_acc: 0.7346, top5_acc: 0.9044, loss_cls: 1.0547, loss: 1.0547, grad_norm: 3.6635 2020-08-10 06:55:56,253 - mmaction - INFO - Epoch [40][800/1253] lr: 4.000e-03, eta: 4:14:18, time: 0.685, data_time: 0.005, memory: 6189, top1_acc: 0.7216, top5_acc: 0.9005, loss_cls: 1.0766, loss: 1.0766, grad_norm: 3.6652 2020-08-10 06:56:10,996 - mmaction - INFO - Epoch [40][820/1253] lr: 4.000e-03, eta: 4:13:52, time: 0.735, data_time: 0.007, memory: 6189, top1_acc: 0.7174, top5_acc: 0.8992, loss_cls: 1.0977, loss: 1.0977, grad_norm: 3.5869 2020-08-10 06:56:24,024 - mmaction - INFO - Epoch [40][840/1253] lr: 4.000e-03, eta: 4:13:26, time: 0.652, data_time: 0.006, memory: 6189, top1_acc: 0.7211, top5_acc: 0.8990, loss_cls: 1.0830, loss: 1.0830, grad_norm: 3.6122 2020-08-10 06:56:38,694 - mmaction - INFO - Epoch [40][860/1253] lr: 4.000e-03, eta: 4:13:00, time: 0.733, data_time: 0.009, memory: 6189, top1_acc: 0.7247, top5_acc: 0.8977, loss_cls: 1.0673, loss: 1.0673, grad_norm: 3.6002 2020-08-10 06:56:52,602 - mmaction - INFO - Epoch [40][880/1253] lr: 4.000e-03, eta: 4:12:34, time: 0.698, data_time: 0.007, memory: 6189, top1_acc: 0.7307, top5_acc: 0.8932, loss_cls: 1.0707, loss: 1.0707, grad_norm: 3.5432 2020-08-10 06:57:07,176 - mmaction - INFO - Epoch [40][900/1253] lr: 4.000e-03, eta: 4:12:08, time: 0.727, data_time: 0.005, memory: 6189, top1_acc: 0.7255, top5_acc: 0.8901, loss_cls: 1.0894, loss: 1.0894, grad_norm: 3.6015 2020-08-10 06:57:21,150 - mmaction - INFO - Epoch [40][920/1253] lr: 4.000e-03, eta: 4:11:42, time: 0.701, data_time: 0.006, memory: 6189, top1_acc: 0.7365, top5_acc: 0.9060, loss_cls: 1.0436, loss: 1.0436, grad_norm: 3.5686 2020-08-10 06:57:35,288 - mmaction - INFO - Epoch [40][940/1253] lr: 4.000e-03, eta: 4:11:16, time: 0.704, data_time: 0.006, memory: 6189, top1_acc: 0.7201, top5_acc: 0.9013, loss_cls: 1.0860, loss: 1.0860, grad_norm: 3.7143 2020-08-10 06:57:49,668 - mmaction - INFO - Epoch [40][960/1253] lr: 4.000e-03, eta: 4:10:51, time: 0.722, data_time: 0.007, memory: 6189, top1_acc: 0.7273, top5_acc: 0.8971, loss_cls: 1.0782, loss: 1.0782, grad_norm: 3.6061 2020-08-10 06:58:03,115 - mmaction - INFO - Epoch [40][980/1253] lr: 4.000e-03, eta: 4:10:25, time: 0.669, data_time: 0.005, memory: 6189, top1_acc: 0.7221, top5_acc: 0.9000, loss_cls: 1.0598, loss: 1.0598, grad_norm: 3.6266 2020-08-10 06:58:17,184 - mmaction - INFO - Epoch [40][1000/1253] lr: 4.000e-03, eta: 4:09:59, time: 0.707, data_time: 0.007, memory: 6189, top1_acc: 0.7240, top5_acc: 0.8919, loss_cls: 1.0991, loss: 1.0991, grad_norm: 3.6026 2020-08-10 06:58:30,873 - mmaction - INFO - Epoch [40][1020/1253] lr: 4.000e-03, eta: 4:09:33, time: 0.682, data_time: 0.005, memory: 6189, top1_acc: 0.7263, top5_acc: 0.8974, loss_cls: 1.0853, loss: 1.0853, grad_norm: 3.6127 2020-08-10 06:58:44,586 - mmaction - INFO - Epoch [40][1040/1253] lr: 4.000e-03, eta: 4:09:07, time: 0.688, data_time: 0.006, memory: 6189, top1_acc: 0.7260, top5_acc: 0.9021, loss_cls: 1.0799, loss: 1.0799, grad_norm: 3.6184 2020-08-10 06:58:57,629 - mmaction - INFO - Epoch [40][1060/1253] lr: 4.000e-03, eta: 4:08:41, time: 0.652, data_time: 0.005, memory: 6189, top1_acc: 0.7375, top5_acc: 0.9008, loss_cls: 1.0559, loss: 1.0559, grad_norm: 3.5946 2020-08-10 06:59:12,190 - mmaction - INFO - Epoch [40][1080/1253] lr: 4.000e-03, eta: 4:08:15, time: 0.728, data_time: 0.005, memory: 6189, top1_acc: 0.7227, top5_acc: 0.8940, loss_cls: 1.0894, loss: 1.0894, grad_norm: 3.5971 2020-08-10 06:59:25,985 - mmaction - INFO - Epoch [40][1100/1253] lr: 4.000e-03, eta: 4:07:49, time: 0.687, data_time: 0.005, memory: 6189, top1_acc: 0.7242, top5_acc: 0.9010, loss_cls: 1.0990, loss: 1.0990, grad_norm: 3.6822 2020-08-10 06:59:40,081 - mmaction - INFO - Epoch [40][1120/1253] lr: 4.000e-03, eta: 4:07:23, time: 0.708, data_time: 0.006, memory: 6189, top1_acc: 0.7320, top5_acc: 0.8979, loss_cls: 1.0784, loss: 1.0784, grad_norm: 3.6189 2020-08-10 06:59:53,852 - mmaction - INFO - Epoch [40][1140/1253] lr: 4.000e-03, eta: 4:06:57, time: 0.685, data_time: 0.005, memory: 6189, top1_acc: 0.7260, top5_acc: 0.8922, loss_cls: 1.0792, loss: 1.0792, grad_norm: 3.5607 2020-08-10 07:00:12,696 - mmaction - INFO - Epoch [40][1160/1253] lr: 4.000e-03, eta: 4:06:33, time: 0.932, data_time: 0.007, memory: 6189, top1_acc: 0.7294, top5_acc: 0.8984, loss_cls: 1.0798, loss: 1.0798, grad_norm: 3.6034 2020-08-10 07:00:25,878 - mmaction - INFO - Epoch [40][1180/1253] lr: 4.000e-03, eta: 4:06:07, time: 0.671, data_time: 0.026, memory: 6189, top1_acc: 0.7336, top5_acc: 0.8979, loss_cls: 1.0663, loss: 1.0663, grad_norm: 3.6714 2020-08-10 07:00:39,525 - mmaction - INFO - Epoch [40][1200/1253] lr: 4.000e-03, eta: 4:05:41, time: 0.683, data_time: 0.005, memory: 6189, top1_acc: 0.7208, top5_acc: 0.9016, loss_cls: 1.0704, loss: 1.0704, grad_norm: 3.6622 2020-08-10 07:00:53,952 - mmaction - INFO - Epoch [40][1220/1253] lr: 4.000e-03, eta: 4:05:15, time: 0.717, data_time: 0.005, memory: 6189, top1_acc: 0.7326, top5_acc: 0.9031, loss_cls: 1.0761, loss: 1.0761, grad_norm: 3.6587 2020-08-10 07:01:08,052 - mmaction - INFO - Epoch [40][1240/1253] lr: 4.000e-03, eta: 4:04:49, time: 0.709, data_time: 0.008, memory: 6189, top1_acc: 0.7276, top5_acc: 0.9036, loss_cls: 1.0792, loss: 1.0792, grad_norm: 3.6594 2020-08-10 07:01:28,876 - mmaction - INFO - Saving checkpoint at 40 epochs 2020-08-10 07:07:00,017 - mmaction - INFO - Epoch [41][20/1253] lr: 4.000e-04, eta: 4:05:23, time: 16.450, data_time: 15.639, memory: 6189, top1_acc: 0.7349, top5_acc: 0.9000, loss_cls: 1.0748, loss: 1.0748, grad_norm: 3.6371 2020-08-10 07:07:12,653 - mmaction - INFO - Epoch [41][40/1253] lr: 4.000e-04, eta: 4:04:57, time: 0.637, data_time: 0.015, memory: 6189, top1_acc: 0.7289, top5_acc: 0.8930, loss_cls: 1.0828, loss: 1.0828, grad_norm: 3.6458 2020-08-10 07:07:25,098 - mmaction - INFO - Epoch [41][60/1253] lr: 4.000e-04, eta: 4:04:31, time: 0.625, data_time: 0.007, memory: 6189, top1_acc: 0.7294, top5_acc: 0.9044, loss_cls: 1.0445, loss: 1.0445, grad_norm: 3.6355 2020-08-10 07:07:37,740 - mmaction - INFO - Epoch [41][80/1253] lr: 4.000e-04, eta: 4:04:04, time: 0.630, data_time: 0.006, memory: 6189, top1_acc: 0.7318, top5_acc: 0.9026, loss_cls: 1.0395, loss: 1.0395, grad_norm: 3.6210 2020-08-10 07:07:50,285 - mmaction - INFO - Epoch [41][100/1253] lr: 4.000e-04, eta: 4:03:38, time: 0.629, data_time: 0.006, memory: 6189, top1_acc: 0.7307, top5_acc: 0.8987, loss_cls: 1.0769, loss: 1.0769, grad_norm: 3.6094 2020-08-10 07:08:02,908 - mmaction - INFO - Epoch [41][120/1253] lr: 4.000e-04, eta: 4:03:12, time: 0.629, data_time: 0.007, memory: 6189, top1_acc: 0.7438, top5_acc: 0.9081, loss_cls: 1.0054, loss: 1.0054, grad_norm: 3.4766 2020-08-10 07:08:15,484 - mmaction - INFO - Epoch [41][140/1253] lr: 4.000e-04, eta: 4:02:46, time: 0.632, data_time: 0.007, memory: 6189, top1_acc: 0.7331, top5_acc: 0.9099, loss_cls: 1.0278, loss: 1.0278, grad_norm: 3.6070 2020-08-10 07:08:28,079 - mmaction - INFO - Epoch [41][160/1253] lr: 4.000e-04, eta: 4:02:20, time: 0.628, data_time: 0.005, memory: 6189, top1_acc: 0.7417, top5_acc: 0.9049, loss_cls: 1.0162, loss: 1.0162, grad_norm: 3.5567 2020-08-10 07:08:40,888 - mmaction - INFO - Epoch [41][180/1253] lr: 4.000e-04, eta: 4:01:53, time: 0.641, data_time: 0.005, memory: 6189, top1_acc: 0.7214, top5_acc: 0.8958, loss_cls: 1.0654, loss: 1.0654, grad_norm: 3.6307 2020-08-10 07:08:53,665 - mmaction - INFO - Epoch [41][200/1253] lr: 4.000e-04, eta: 4:01:27, time: 0.639, data_time: 0.006, memory: 6189, top1_acc: 0.7406, top5_acc: 0.9057, loss_cls: 1.0205, loss: 1.0205, grad_norm: 3.5631 2020-08-10 07:09:06,321 - mmaction - INFO - Epoch [41][220/1253] lr: 4.000e-04, eta: 4:01:01, time: 0.633, data_time: 0.003, memory: 6189, top1_acc: 0.7422, top5_acc: 0.9099, loss_cls: 1.0097, loss: 1.0097, grad_norm: 3.5437 2020-08-10 07:09:18,998 - mmaction - INFO - Epoch [41][240/1253] lr: 4.000e-04, eta: 4:00:35, time: 0.632, data_time: 0.005, memory: 6189, top1_acc: 0.7417, top5_acc: 0.9065, loss_cls: 1.0148, loss: 1.0148, grad_norm: 3.5743 2020-08-10 07:09:31,816 - mmaction - INFO - Epoch [41][260/1253] lr: 4.000e-04, eta: 4:00:09, time: 0.642, data_time: 0.006, memory: 6189, top1_acc: 0.7331, top5_acc: 0.8990, loss_cls: 1.0558, loss: 1.0558, grad_norm: 3.5725 2020-08-10 07:09:44,587 - mmaction - INFO - Epoch [41][280/1253] lr: 4.000e-04, eta: 3:59:43, time: 0.636, data_time: 0.005, memory: 6189, top1_acc: 0.7362, top5_acc: 0.8997, loss_cls: 1.0564, loss: 1.0564, grad_norm: 3.5993 2020-08-10 07:09:57,797 - mmaction - INFO - Epoch [41][300/1253] lr: 4.000e-04, eta: 3:59:17, time: 0.663, data_time: 0.007, memory: 6189, top1_acc: 0.7482, top5_acc: 0.9086, loss_cls: 0.9762, loss: 0.9762, grad_norm: 3.4948 2020-08-10 07:10:10,948 - mmaction - INFO - Epoch [41][320/1253] lr: 4.000e-04, eta: 3:58:51, time: 0.657, data_time: 0.006, memory: 6189, top1_acc: 0.7448, top5_acc: 0.9052, loss_cls: 1.0103, loss: 1.0103, grad_norm: 3.5159 2020-08-10 07:10:24,150 - mmaction - INFO - Epoch [41][340/1253] lr: 4.000e-04, eta: 3:58:25, time: 0.661, data_time: 0.004, memory: 6189, top1_acc: 0.7401, top5_acc: 0.9005, loss_cls: 1.0258, loss: 1.0258, grad_norm: 3.5717 2020-08-10 07:10:37,320 - mmaction - INFO - Epoch [41][360/1253] lr: 4.000e-04, eta: 3:57:59, time: 0.658, data_time: 0.005, memory: 6189, top1_acc: 0.7352, top5_acc: 0.8982, loss_cls: 1.0504, loss: 1.0504, grad_norm: 3.5842 2020-08-10 07:10:51,337 - mmaction - INFO - Epoch [41][380/1253] lr: 4.000e-04, eta: 3:57:33, time: 0.701, data_time: 0.004, memory: 6189, top1_acc: 0.7375, top5_acc: 0.9000, loss_cls: 1.0576, loss: 1.0576, grad_norm: 3.5770 2020-08-10 07:11:04,886 - mmaction - INFO - Epoch [41][400/1253] lr: 4.000e-04, eta: 3:57:07, time: 0.677, data_time: 0.005, memory: 6189, top1_acc: 0.7469, top5_acc: 0.9089, loss_cls: 1.0168, loss: 1.0168, grad_norm: 3.5276 2020-08-10 07:11:18,438 - mmaction - INFO - Epoch [41][420/1253] lr: 4.000e-04, eta: 3:56:42, time: 0.678, data_time: 0.005, memory: 6189, top1_acc: 0.7367, top5_acc: 0.9003, loss_cls: 1.0409, loss: 1.0409, grad_norm: 3.5859 2020-08-10 07:11:32,558 - mmaction - INFO - Epoch [41][440/1253] lr: 4.000e-04, eta: 3:56:16, time: 0.705, data_time: 0.007, memory: 6189, top1_acc: 0.7432, top5_acc: 0.9063, loss_cls: 1.0243, loss: 1.0243, grad_norm: 3.5167 2020-08-10 07:11:45,805 - mmaction - INFO - Epoch [41][460/1253] lr: 4.000e-04, eta: 3:55:50, time: 0.664, data_time: 0.006, memory: 6189, top1_acc: 0.7289, top5_acc: 0.9000, loss_cls: 1.0582, loss: 1.0582, grad_norm: 3.5728 2020-08-10 07:12:00,239 - mmaction - INFO - Epoch [41][480/1253] lr: 4.000e-04, eta: 3:55:24, time: 0.718, data_time: 0.006, memory: 6189, top1_acc: 0.7409, top5_acc: 0.8987, loss_cls: 1.0377, loss: 1.0377, grad_norm: 3.5173 2020-08-10 07:14:02,109 - mmaction - INFO - Epoch [41][500/1253] lr: 4.000e-04, eta: 3:55:24, time: 6.076, data_time: 0.007, memory: 6189, top1_acc: 0.7458, top5_acc: 0.9031, loss_cls: 1.0167, loss: 1.0167, grad_norm: 3.5412 2020-08-10 07:14:14,742 - mmaction - INFO - Epoch [41][520/1253] lr: 4.000e-04, eta: 3:54:58, time: 0.652, data_time: 0.031, memory: 6189, top1_acc: 0.7354, top5_acc: 0.9039, loss_cls: 1.0317, loss: 1.0317, grad_norm: 3.6017 2020-08-10 07:14:27,330 - mmaction - INFO - Epoch [41][540/1253] lr: 4.000e-04, eta: 3:54:32, time: 0.627, data_time: 0.005, memory: 6189, top1_acc: 0.7448, top5_acc: 0.9128, loss_cls: 1.0046, loss: 1.0046, grad_norm: 3.5551 2020-08-10 07:15:47,365 - mmaction - INFO - Epoch [41][560/1253] lr: 4.000e-04, eta: 3:54:22, time: 4.002, data_time: 0.006, memory: 6189, top1_acc: 0.7451, top5_acc: 0.9068, loss_cls: 1.0137, loss: 1.0137, grad_norm: 3.5299 2020-08-10 07:16:00,098 - mmaction - INFO - Epoch [41][580/1253] lr: 4.000e-04, eta: 3:53:56, time: 0.639, data_time: 0.006, memory: 6189, top1_acc: 0.7453, top5_acc: 0.9078, loss_cls: 0.9910, loss: 0.9910, grad_norm: 3.4804 2020-08-10 07:16:12,891 - mmaction - INFO - Epoch [41][600/1253] lr: 4.000e-04, eta: 3:53:30, time: 0.637, data_time: 0.006, memory: 6189, top1_acc: 0.7422, top5_acc: 0.9021, loss_cls: 1.0342, loss: 1.0342, grad_norm: 3.5719 2020-08-10 07:16:25,774 - mmaction - INFO - Epoch [41][620/1253] lr: 4.000e-04, eta: 3:53:04, time: 0.646, data_time: 0.006, memory: 6189, top1_acc: 0.7417, top5_acc: 0.9052, loss_cls: 1.0440, loss: 1.0440, grad_norm: 3.6197 2020-08-10 07:19:00,251 - mmaction - INFO - Epoch [41][640/1253] lr: 4.000e-04, eta: 3:53:11, time: 7.724, data_time: 0.007, memory: 6189, top1_acc: 0.7367, top5_acc: 0.9000, loss_cls: 1.0486, loss: 1.0486, grad_norm: 3.5837 2020-08-10 07:19:12,837 - mmaction - INFO - Epoch [41][660/1253] lr: 4.000e-04, eta: 3:52:45, time: 0.630, data_time: 0.003, memory: 6189, top1_acc: 0.7388, top5_acc: 0.9042, loss_cls: 1.0362, loss: 1.0362, grad_norm: 3.5750 2020-08-10 07:19:25,493 - mmaction - INFO - Epoch [41][680/1253] lr: 4.000e-04, eta: 3:52:19, time: 0.633, data_time: 0.006, memory: 6189, top1_acc: 0.7398, top5_acc: 0.9005, loss_cls: 1.0448, loss: 1.0448, grad_norm: 3.5507 2020-08-10 07:19:37,968 - mmaction - INFO - Epoch [41][700/1253] lr: 4.000e-04, eta: 3:51:53, time: 0.624, data_time: 0.003, memory: 6189, top1_acc: 0.7227, top5_acc: 0.9068, loss_cls: 1.0519, loss: 1.0519, grad_norm: 3.6194 2020-08-10 07:19:50,630 - mmaction - INFO - Epoch [41][720/1253] lr: 4.000e-04, eta: 3:51:27, time: 0.632, data_time: 0.005, memory: 6189, top1_acc: 0.7549, top5_acc: 0.9039, loss_cls: 0.9933, loss: 0.9933, grad_norm: 3.4758 2020-08-10 07:20:03,395 - mmaction - INFO - Epoch [41][740/1253] lr: 4.000e-04, eta: 3:51:01, time: 0.640, data_time: 0.005, memory: 6189, top1_acc: 0.7388, top5_acc: 0.9034, loss_cls: 1.0263, loss: 1.0263, grad_norm: 3.5656 2020-08-10 07:20:16,096 - mmaction - INFO - Epoch [41][760/1253] lr: 4.000e-04, eta: 3:50:35, time: 0.636, data_time: 0.003, memory: 6189, top1_acc: 0.7391, top5_acc: 0.9034, loss_cls: 1.0491, loss: 1.0491, grad_norm: 3.5858 2020-08-10 07:20:29,879 - mmaction - INFO - Epoch [41][780/1253] lr: 4.000e-04, eta: 3:50:09, time: 0.689, data_time: 0.005, memory: 6189, top1_acc: 0.7456, top5_acc: 0.9039, loss_cls: 1.0000, loss: 1.0000, grad_norm: 3.5200 2020-08-10 07:20:42,499 - mmaction - INFO - Epoch [41][800/1253] lr: 4.000e-04, eta: 3:49:43, time: 0.631, data_time: 0.004, memory: 6189, top1_acc: 0.7461, top5_acc: 0.9026, loss_cls: 1.0081, loss: 1.0081, grad_norm: 3.5523 2020-08-10 07:20:55,138 - mmaction - INFO - Epoch [41][820/1253] lr: 4.000e-04, eta: 3:49:17, time: 0.630, data_time: 0.005, memory: 6189, top1_acc: 0.7266, top5_acc: 0.9055, loss_cls: 1.0536, loss: 1.0536, grad_norm: 3.6415 2020-08-10 07:21:08,411 - mmaction - INFO - Epoch [41][840/1253] lr: 4.000e-04, eta: 3:48:51, time: 0.666, data_time: 0.005, memory: 6189, top1_acc: 0.7245, top5_acc: 0.9047, loss_cls: 1.0426, loss: 1.0426, grad_norm: 3.6218 2020-08-10 07:21:21,409 - mmaction - INFO - Epoch [41][860/1253] lr: 4.000e-04, eta: 3:48:25, time: 0.649, data_time: 0.005, memory: 6189, top1_acc: 0.7411, top5_acc: 0.9042, loss_cls: 1.0332, loss: 1.0332, grad_norm: 3.6654 2020-08-10 07:21:35,263 - mmaction - INFO - Epoch [41][880/1253] lr: 4.000e-04, eta: 3:48:00, time: 0.694, data_time: 0.005, memory: 6189, top1_acc: 0.7414, top5_acc: 0.9081, loss_cls: 1.0126, loss: 1.0126, grad_norm: 3.6095 2020-08-10 07:21:48,381 - mmaction - INFO - Epoch [41][900/1253] lr: 4.000e-04, eta: 3:47:34, time: 0.653, data_time: 0.005, memory: 6189, top1_acc: 0.7398, top5_acc: 0.8958, loss_cls: 1.0426, loss: 1.0426, grad_norm: 3.5815 2020-08-10 07:22:01,464 - mmaction - INFO - Epoch [41][920/1253] lr: 4.000e-04, eta: 3:47:08, time: 0.657, data_time: 0.007, memory: 6189, top1_acc: 0.7487, top5_acc: 0.9023, loss_cls: 1.0254, loss: 1.0254, grad_norm: 3.5632 2020-08-10 07:22:14,608 - mmaction - INFO - Epoch [41][940/1253] lr: 4.000e-04, eta: 3:46:42, time: 0.656, data_time: 0.005, memory: 6189, top1_acc: 0.7409, top5_acc: 0.9143, loss_cls: 1.0005, loss: 1.0005, grad_norm: 3.6116 2020-08-10 07:26:15,362 - mmaction - INFO - Epoch [41][960/1253] lr: 4.000e-04, eta: 3:47:08, time: 12.039, data_time: 0.005, memory: 6189, top1_acc: 0.7398, top5_acc: 0.9055, loss_cls: 1.0006, loss: 1.0006, grad_norm: 3.4748 2020-08-10 07:26:27,812 - mmaction - INFO - Epoch [41][980/1253] lr: 4.000e-04, eta: 3:46:42, time: 0.622, data_time: 0.002, memory: 6189, top1_acc: 0.7479, top5_acc: 0.9057, loss_cls: 0.9945, loss: 0.9945, grad_norm: 3.4756 2020-08-10 07:28:50,954 - mmaction - INFO - Epoch [41][1000/1253] lr: 4.000e-04, eta: 3:46:45, time: 7.156, data_time: 0.006, memory: 6189, top1_acc: 0.7409, top5_acc: 0.9052, loss_cls: 1.0053, loss: 1.0053, grad_norm: 3.4772 2020-08-10 07:29:03,456 - mmaction - INFO - Epoch [41][1020/1253] lr: 4.000e-04, eta: 3:46:19, time: 0.626, data_time: 0.005, memory: 6189, top1_acc: 0.7406, top5_acc: 0.9008, loss_cls: 1.0313, loss: 1.0313, grad_norm: 3.5579 2020-08-10 07:30:28,434 - mmaction - INFO - Epoch [41][1040/1253] lr: 4.000e-04, eta: 3:46:09, time: 4.247, data_time: 0.007, memory: 6189, top1_acc: 0.7453, top5_acc: 0.9130, loss_cls: 0.9867, loss: 0.9867, grad_norm: 3.5111 2020-08-10 07:30:40,980 - mmaction - INFO - Epoch [41][1060/1253] lr: 4.000e-04, eta: 3:45:43, time: 0.630, data_time: 0.007, memory: 6189, top1_acc: 0.7422, top5_acc: 0.9029, loss_cls: 1.0285, loss: 1.0285, grad_norm: 3.5362 2020-08-10 07:30:53,693 - mmaction - INFO - Epoch [41][1080/1253] lr: 4.000e-04, eta: 3:45:17, time: 0.633, data_time: 0.006, memory: 6189, top1_acc: 0.7383, top5_acc: 0.9078, loss_cls: 1.0146, loss: 1.0146, grad_norm: 3.5788 2020-08-10 07:35:05,523 - mmaction - INFO - Epoch [41][1100/1253] lr: 4.000e-04, eta: 3:45:45, time: 12.594, data_time: 0.007, memory: 6189, top1_acc: 0.7523, top5_acc: 0.9135, loss_cls: 0.9765, loss: 0.9765, grad_norm: 3.5376 2020-08-10 07:35:18,022 - mmaction - INFO - Epoch [41][1120/1253] lr: 4.000e-04, eta: 3:45:18, time: 0.625, data_time: 0.003, memory: 6189, top1_acc: 0.7430, top5_acc: 0.9013, loss_cls: 1.0495, loss: 1.0495, grad_norm: 3.6692 2020-08-10 07:35:30,593 - mmaction - INFO - Epoch [41][1140/1253] lr: 4.000e-04, eta: 3:44:52, time: 0.628, data_time: 0.005, memory: 6189, top1_acc: 0.7320, top5_acc: 0.9023, loss_cls: 1.0352, loss: 1.0352, grad_norm: 3.5747 2020-08-10 07:38:33,025 - mmaction - INFO - Epoch [41][1160/1253] lr: 4.000e-04, eta: 3:45:04, time: 9.120, data_time: 0.004, memory: 6189, top1_acc: 0.7326, top5_acc: 0.9083, loss_cls: 1.0264, loss: 1.0264, grad_norm: 3.6154 2020-08-10 07:38:45,626 - mmaction - INFO - Epoch [41][1180/1253] lr: 4.000e-04, eta: 3:44:38, time: 0.633, data_time: 0.007, memory: 6189, top1_acc: 0.7346, top5_acc: 0.9031, loss_cls: 1.0312, loss: 1.0312, grad_norm: 3.5859 2020-08-10 07:41:31,465 - mmaction - INFO - Epoch [41][1200/1253] lr: 4.000e-04, eta: 3:44:45, time: 8.289, data_time: 0.005, memory: 6189, top1_acc: 0.7341, top5_acc: 0.9104, loss_cls: 1.0049, loss: 1.0049, grad_norm: 3.5626 2020-08-10 07:44:52,714 - mmaction - INFO - Epoch [41][1220/1253] lr: 4.000e-04, eta: 3:45:00, time: 10.064, data_time: 0.005, memory: 6189, top1_acc: 0.7380, top5_acc: 0.8990, loss_cls: 1.0281, loss: 1.0281, grad_norm: 3.6397 2020-08-10 07:45:05,084 - mmaction - INFO - Epoch [41][1240/1253] lr: 4.000e-04, eta: 3:44:34, time: 0.619, data_time: 0.004, memory: 6189, top1_acc: 0.7516, top5_acc: 0.9146, loss_cls: 0.9778, loss: 0.9778, grad_norm: 3.4839 2020-08-10 07:45:21,562 - mmaction - INFO - Saving checkpoint at 41 epochs 2020-08-10 07:50:40,192 - mmaction - INFO - Epoch [42][20/1253] lr: 4.000e-04, eta: 3:44:56, time: 15.863, data_time: 15.098, memory: 6189, top1_acc: 0.7339, top5_acc: 0.9008, loss_cls: 1.0432, loss: 1.0432, grad_norm: 3.6268 2020-08-10 07:50:52,831 - mmaction - INFO - Epoch [42][40/1253] lr: 4.000e-04, eta: 3:44:29, time: 0.635, data_time: 0.011, memory: 6189, top1_acc: 0.7518, top5_acc: 0.9091, loss_cls: 0.9852, loss: 0.9852, grad_norm: 3.5851 2020-08-10 07:51:05,465 - mmaction - INFO - Epoch [42][60/1253] lr: 4.000e-04, eta: 3:44:03, time: 0.633, data_time: 0.005, memory: 6189, top1_acc: 0.7424, top5_acc: 0.9039, loss_cls: 1.0053, loss: 1.0053, grad_norm: 3.5826 2020-08-10 07:51:18,117 - mmaction - INFO - Epoch [42][80/1253] lr: 4.000e-04, eta: 3:43:36, time: 0.632, data_time: 0.006, memory: 6189, top1_acc: 0.7398, top5_acc: 0.9052, loss_cls: 1.0181, loss: 1.0181, grad_norm: 3.5923 2020-08-10 07:51:30,584 - mmaction - INFO - Epoch [42][100/1253] lr: 4.000e-04, eta: 3:43:10, time: 0.624, data_time: 0.005, memory: 6189, top1_acc: 0.7419, top5_acc: 0.9021, loss_cls: 1.0261, loss: 1.0261, grad_norm: 3.6026 2020-08-10 07:51:43,252 - mmaction - INFO - Epoch [42][120/1253] lr: 4.000e-04, eta: 3:42:43, time: 0.631, data_time: 0.005, memory: 6189, top1_acc: 0.7409, top5_acc: 0.9031, loss_cls: 1.0270, loss: 1.0270, grad_norm: 3.5580 2020-08-10 07:51:55,775 - mmaction - INFO - Epoch [42][140/1253] lr: 4.000e-04, eta: 3:42:17, time: 0.628, data_time: 0.007, memory: 6189, top1_acc: 0.7393, top5_acc: 0.8979, loss_cls: 1.0631, loss: 1.0631, grad_norm: 3.5600 2020-08-10 07:52:08,439 - mmaction - INFO - Epoch [42][160/1253] lr: 4.000e-04, eta: 3:41:51, time: 0.633, data_time: 0.005, memory: 6189, top1_acc: 0.7320, top5_acc: 0.8938, loss_cls: 1.0704, loss: 1.0704, grad_norm: 3.6071 2020-08-10 07:52:21,078 - mmaction - INFO - Epoch [42][180/1253] lr: 4.000e-04, eta: 3:41:24, time: 0.632, data_time: 0.004, memory: 6189, top1_acc: 0.7370, top5_acc: 0.9023, loss_cls: 1.0185, loss: 1.0185, grad_norm: 3.5747 2020-08-10 07:52:33,761 - mmaction - INFO - Epoch [42][200/1253] lr: 4.000e-04, eta: 3:40:58, time: 0.632, data_time: 0.006, memory: 6189, top1_acc: 0.7469, top5_acc: 0.9023, loss_cls: 1.0296, loss: 1.0296, grad_norm: 3.6204 2020-08-10 07:52:46,546 - mmaction - INFO - Epoch [42][220/1253] lr: 4.000e-04, eta: 3:40:31, time: 0.641, data_time: 0.006, memory: 6189, top1_acc: 0.7344, top5_acc: 0.9013, loss_cls: 1.0500, loss: 1.0500, grad_norm: 3.5831 2020-08-10 07:52:59,298 - mmaction - INFO - Epoch [42][240/1253] lr: 4.000e-04, eta: 3:40:05, time: 0.636, data_time: 0.007, memory: 6189, top1_acc: 0.7602, top5_acc: 0.9151, loss_cls: 0.9591, loss: 0.9591, grad_norm: 3.5075 2020-08-10 07:53:11,947 - mmaction - INFO - Epoch [42][260/1253] lr: 4.000e-04, eta: 3:39:39, time: 0.634, data_time: 0.006, memory: 6189, top1_acc: 0.7482, top5_acc: 0.9044, loss_cls: 1.0037, loss: 1.0037, grad_norm: 3.5863 2020-08-10 07:53:25,033 - mmaction - INFO - Epoch [42][280/1253] lr: 4.000e-04, eta: 3:39:13, time: 0.650, data_time: 0.005, memory: 6189, top1_acc: 0.7357, top5_acc: 0.9039, loss_cls: 1.0300, loss: 1.0300, grad_norm: 3.6381 2020-08-10 07:53:37,975 - mmaction - INFO - Epoch [42][300/1253] lr: 4.000e-04, eta: 3:38:46, time: 0.651, data_time: 0.007, memory: 6189, top1_acc: 0.7435, top5_acc: 0.9021, loss_cls: 1.0053, loss: 1.0053, grad_norm: 3.5938 2020-08-10 07:53:51,231 - mmaction - INFO - Epoch [42][320/1253] lr: 4.000e-04, eta: 3:38:20, time: 0.661, data_time: 0.005, memory: 6189, top1_acc: 0.7398, top5_acc: 0.8953, loss_cls: 1.0541, loss: 1.0541, grad_norm: 3.6594 2020-08-10 07:54:04,368 - mmaction - INFO - Epoch [42][340/1253] lr: 4.000e-04, eta: 3:37:54, time: 0.659, data_time: 0.005, memory: 6189, top1_acc: 0.7466, top5_acc: 0.9089, loss_cls: 0.9844, loss: 0.9844, grad_norm: 3.5630 2020-08-10 07:54:17,348 - mmaction - INFO - Epoch [42][360/1253] lr: 4.000e-04, eta: 3:37:28, time: 0.647, data_time: 0.006, memory: 6189, top1_acc: 0.7268, top5_acc: 0.9026, loss_cls: 1.0410, loss: 1.0410, grad_norm: 3.6682 2020-08-10 07:54:30,054 - mmaction - INFO - Epoch [42][380/1253] lr: 4.000e-04, eta: 3:37:01, time: 0.637, data_time: 0.005, memory: 6189, top1_acc: 0.7443, top5_acc: 0.9055, loss_cls: 1.0107, loss: 1.0107, grad_norm: 3.5840 2020-08-10 07:54:42,954 - mmaction - INFO - Epoch [42][400/1253] lr: 4.000e-04, eta: 3:36:35, time: 0.644, data_time: 0.005, memory: 6189, top1_acc: 0.7419, top5_acc: 0.9016, loss_cls: 1.0260, loss: 1.0260, grad_norm: 3.5606 2020-08-10 07:54:55,603 - mmaction - INFO - Epoch [42][420/1253] lr: 4.000e-04, eta: 3:36:09, time: 0.633, data_time: 0.003, memory: 6189, top1_acc: 0.7346, top5_acc: 0.9057, loss_cls: 1.0244, loss: 1.0244, grad_norm: 3.6024 2020-08-10 07:55:09,954 - mmaction - INFO - Epoch [42][440/1253] lr: 4.000e-04, eta: 3:35:43, time: 0.713, data_time: 0.005, memory: 6189, top1_acc: 0.7320, top5_acc: 0.8987, loss_cls: 1.0455, loss: 1.0455, grad_norm: 3.6284 2020-08-10 07:55:22,833 - mmaction - INFO - Epoch [42][460/1253] lr: 4.000e-04, eta: 3:35:17, time: 0.648, data_time: 0.007, memory: 6189, top1_acc: 0.7521, top5_acc: 0.9042, loss_cls: 1.0097, loss: 1.0097, grad_norm: 3.5788 2020-08-10 07:55:36,872 - mmaction - INFO - Epoch [42][480/1253] lr: 4.000e-04, eta: 3:34:51, time: 0.699, data_time: 0.005, memory: 6189, top1_acc: 0.7495, top5_acc: 0.8997, loss_cls: 1.0260, loss: 1.0260, grad_norm: 3.5411 2020-08-10 07:55:50,185 - mmaction - INFO - Epoch [42][500/1253] lr: 4.000e-04, eta: 3:34:25, time: 0.669, data_time: 0.007, memory: 6189, top1_acc: 0.7398, top5_acc: 0.9091, loss_cls: 1.0055, loss: 1.0055, grad_norm: 3.5987 2020-08-10 07:56:03,356 - mmaction - INFO - Epoch [42][520/1253] lr: 4.000e-04, eta: 3:33:59, time: 0.656, data_time: 0.005, memory: 6189, top1_acc: 0.7388, top5_acc: 0.8990, loss_cls: 1.0369, loss: 1.0369, grad_norm: 3.6432 2020-08-10 07:56:16,797 - mmaction - INFO - Epoch [42][540/1253] lr: 4.000e-04, eta: 3:33:33, time: 0.674, data_time: 0.005, memory: 6189, top1_acc: 0.7471, top5_acc: 0.9102, loss_cls: 0.9777, loss: 0.9777, grad_norm: 3.6136 2020-08-10 07:56:30,345 - mmaction - INFO - Epoch [42][560/1253] lr: 4.000e-04, eta: 3:33:07, time: 0.676, data_time: 0.006, memory: 6189, top1_acc: 0.7357, top5_acc: 0.9008, loss_cls: 1.0608, loss: 1.0608, grad_norm: 3.6081 2020-08-10 07:56:43,453 - mmaction - INFO - Epoch [42][580/1253] lr: 4.000e-04, eta: 3:32:41, time: 0.658, data_time: 0.005, memory: 6189, top1_acc: 0.7310, top5_acc: 0.9060, loss_cls: 1.0392, loss: 1.0392, grad_norm: 3.6564 2020-08-10 07:56:56,411 - mmaction - INFO - Epoch [42][600/1253] lr: 4.000e-04, eta: 3:32:15, time: 0.646, data_time: 0.005, memory: 6189, top1_acc: 0.7492, top5_acc: 0.9104, loss_cls: 0.9772, loss: 0.9772, grad_norm: 3.4924 2020-08-10 07:57:10,244 - mmaction - INFO - Epoch [42][620/1253] lr: 4.000e-04, eta: 3:31:49, time: 0.693, data_time: 0.005, memory: 6189, top1_acc: 0.7437, top5_acc: 0.9031, loss_cls: 1.0208, loss: 1.0208, grad_norm: 3.5473 2020-08-10 07:57:23,767 - mmaction - INFO - Epoch [42][640/1253] lr: 4.000e-04, eta: 3:31:23, time: 0.674, data_time: 0.005, memory: 6189, top1_acc: 0.7427, top5_acc: 0.9003, loss_cls: 1.0317, loss: 1.0317, grad_norm: 3.6067 2020-08-10 07:57:36,915 - mmaction - INFO - Epoch [42][660/1253] lr: 4.000e-04, eta: 3:30:57, time: 0.660, data_time: 0.006, memory: 6189, top1_acc: 0.7346, top5_acc: 0.9016, loss_cls: 1.0275, loss: 1.0275, grad_norm: 3.6819 2020-08-10 07:57:50,707 - mmaction - INFO - Epoch [42][680/1253] lr: 4.000e-04, eta: 3:30:31, time: 0.687, data_time: 0.005, memory: 6189, top1_acc: 0.7320, top5_acc: 0.8977, loss_cls: 1.0591, loss: 1.0591, grad_norm: 3.6680 2020-08-10 07:58:04,073 - mmaction - INFO - Epoch [42][700/1253] lr: 4.000e-04, eta: 3:30:05, time: 0.670, data_time: 0.006, memory: 6189, top1_acc: 0.7432, top5_acc: 0.9083, loss_cls: 1.0088, loss: 1.0088, grad_norm: 3.5871 2020-08-10 07:58:18,492 - mmaction - INFO - Epoch [42][720/1253] lr: 4.000e-04, eta: 3:29:39, time: 0.720, data_time: 0.005, memory: 6189, top1_acc: 0.7469, top5_acc: 0.9099, loss_cls: 1.0026, loss: 1.0026, grad_norm: 3.5728 2020-08-10 07:58:31,578 - mmaction - INFO - Epoch [42][740/1253] lr: 4.000e-04, eta: 3:29:13, time: 0.655, data_time: 0.005, memory: 6189, top1_acc: 0.7401, top5_acc: 0.9089, loss_cls: 1.0103, loss: 1.0103, grad_norm: 3.6532 2020-08-10 07:58:46,247 - mmaction - INFO - Epoch [42][760/1253] lr: 4.000e-04, eta: 3:28:47, time: 0.733, data_time: 0.006, memory: 6189, top1_acc: 0.7427, top5_acc: 0.8995, loss_cls: 1.0600, loss: 1.0600, grad_norm: 3.6316 2020-08-10 07:58:59,445 - mmaction - INFO - Epoch [42][780/1253] lr: 4.000e-04, eta: 3:28:21, time: 0.661, data_time: 0.004, memory: 6189, top1_acc: 0.7430, top5_acc: 0.9073, loss_cls: 1.0131, loss: 1.0131, grad_norm: 3.5205 2020-08-10 07:59:12,322 - mmaction - INFO - Epoch [42][800/1253] lr: 4.000e-04, eta: 3:27:55, time: 0.641, data_time: 0.005, memory: 6189, top1_acc: 0.7422, top5_acc: 0.9073, loss_cls: 1.0035, loss: 1.0035, grad_norm: 3.5159 2020-08-10 07:59:26,597 - mmaction - INFO - Epoch [42][820/1253] lr: 4.000e-04, eta: 3:27:30, time: 0.717, data_time: 0.007, memory: 6189, top1_acc: 0.7458, top5_acc: 0.9086, loss_cls: 0.9840, loss: 0.9840, grad_norm: 3.5007 2020-08-10 07:59:40,136 - mmaction - INFO - Epoch [42][840/1253] lr: 4.000e-04, eta: 3:27:04, time: 0.677, data_time: 0.005, memory: 6189, top1_acc: 0.7432, top5_acc: 0.9081, loss_cls: 1.0003, loss: 1.0003, grad_norm: 3.6023 2020-08-10 07:59:53,233 - mmaction - INFO - Epoch [42][860/1253] lr: 4.000e-04, eta: 3:26:38, time: 0.655, data_time: 0.004, memory: 6189, top1_acc: 0.7495, top5_acc: 0.9107, loss_cls: 0.9934, loss: 0.9934, grad_norm: 3.5468 2020-08-10 08:00:19,112 - mmaction - INFO - Epoch [42][880/1253] lr: 4.000e-04, eta: 3:26:14, time: 1.247, data_time: 0.005, memory: 6189, top1_acc: 0.7461, top5_acc: 0.9109, loss_cls: 0.9795, loss: 0.9795, grad_norm: 3.5434 2020-08-10 08:00:31,932 - mmaction - INFO - Epoch [42][900/1253] lr: 4.000e-04, eta: 3:25:49, time: 0.687, data_time: 0.057, memory: 6189, top1_acc: 0.7471, top5_acc: 0.9026, loss_cls: 1.0116, loss: 1.0116, grad_norm: 3.5750 2020-08-10 08:00:44,881 - mmaction - INFO - Epoch [42][920/1253] lr: 4.000e-04, eta: 3:25:23, time: 0.647, data_time: 0.004, memory: 6189, top1_acc: 0.7430, top5_acc: 0.9063, loss_cls: 0.9944, loss: 0.9944, grad_norm: 3.5352 2020-08-10 08:00:58,251 - mmaction - INFO - Epoch [42][940/1253] lr: 4.000e-04, eta: 3:24:57, time: 0.668, data_time: 0.007, memory: 6189, top1_acc: 0.7443, top5_acc: 0.9115, loss_cls: 1.0133, loss: 1.0133, grad_norm: 3.6493 2020-08-10 08:01:11,348 - mmaction - INFO - Epoch [42][960/1253] lr: 4.000e-04, eta: 3:24:31, time: 0.656, data_time: 0.005, memory: 6189, top1_acc: 0.7427, top5_acc: 0.9031, loss_cls: 1.0283, loss: 1.0283, grad_norm: 3.5692 2020-08-10 08:01:24,901 - mmaction - INFO - Epoch [42][980/1253] lr: 4.000e-04, eta: 3:24:05, time: 0.675, data_time: 0.005, memory: 6189, top1_acc: 0.7385, top5_acc: 0.9060, loss_cls: 1.0152, loss: 1.0152, grad_norm: 3.5997 2020-08-10 08:01:37,843 - mmaction - INFO - Epoch [42][1000/1253] lr: 4.000e-04, eta: 3:23:39, time: 0.649, data_time: 0.006, memory: 6189, top1_acc: 0.7505, top5_acc: 0.9042, loss_cls: 1.0168, loss: 1.0168, grad_norm: 3.5882 2020-08-10 08:01:51,645 - mmaction - INFO - Epoch [42][1020/1253] lr: 4.000e-04, eta: 3:23:13, time: 0.690, data_time: 0.005, memory: 6189, top1_acc: 0.7471, top5_acc: 0.9063, loss_cls: 1.0077, loss: 1.0077, grad_norm: 3.5543 2020-08-10 08:02:05,614 - mmaction - INFO - Epoch [42][1040/1253] lr: 4.000e-04, eta: 3:22:48, time: 0.698, data_time: 0.003, memory: 6189, top1_acc: 0.7406, top5_acc: 0.9070, loss_cls: 1.0277, loss: 1.0277, grad_norm: 3.6311 2020-08-10 08:02:19,039 - mmaction - INFO - Epoch [42][1060/1253] lr: 4.000e-04, eta: 3:22:22, time: 0.671, data_time: 0.002, memory: 6189, top1_acc: 0.7404, top5_acc: 0.8997, loss_cls: 1.0322, loss: 1.0322, grad_norm: 3.6121 2020-08-10 08:02:32,834 - mmaction - INFO - Epoch [42][1080/1253] lr: 4.000e-04, eta: 3:21:56, time: 0.687, data_time: 0.006, memory: 6189, top1_acc: 0.7440, top5_acc: 0.9091, loss_cls: 1.0135, loss: 1.0135, grad_norm: 3.5606 2020-08-10 08:02:45,750 - mmaction - INFO - Epoch [42][1100/1253] lr: 4.000e-04, eta: 3:21:30, time: 0.649, data_time: 0.007, memory: 6189, top1_acc: 0.7430, top5_acc: 0.9117, loss_cls: 1.0161, loss: 1.0161, grad_norm: 3.6426 2020-08-10 08:02:58,543 - mmaction - INFO - Epoch [42][1120/1253] lr: 4.000e-04, eta: 3:21:04, time: 0.639, data_time: 0.005, memory: 6189, top1_acc: 0.7422, top5_acc: 0.9091, loss_cls: 1.0166, loss: 1.0166, grad_norm: 3.6106 2020-08-10 08:03:11,877 - mmaction - INFO - Epoch [42][1140/1253] lr: 4.000e-04, eta: 3:20:39, time: 0.667, data_time: 0.004, memory: 6189, top1_acc: 0.7430, top5_acc: 0.9018, loss_cls: 1.0244, loss: 1.0244, grad_norm: 3.5754 2020-08-10 08:03:26,446 - mmaction - INFO - Epoch [42][1160/1253] lr: 4.000e-04, eta: 3:20:13, time: 0.725, data_time: 0.005, memory: 6189, top1_acc: 0.7417, top5_acc: 0.9112, loss_cls: 0.9953, loss: 0.9953, grad_norm: 3.6086 2020-08-10 08:03:40,857 - mmaction - INFO - Epoch [42][1180/1253] lr: 4.000e-04, eta: 3:19:48, time: 0.724, data_time: 0.007, memory: 6189, top1_acc: 0.7518, top5_acc: 0.9130, loss_cls: 0.9669, loss: 0.9669, grad_norm: 3.5631 2020-08-10 08:03:54,766 - mmaction - INFO - Epoch [42][1200/1253] lr: 4.000e-04, eta: 3:19:22, time: 0.694, data_time: 0.006, memory: 6189, top1_acc: 0.7430, top5_acc: 0.9083, loss_cls: 1.0171, loss: 1.0171, grad_norm: 3.5760 2020-08-10 08:04:08,209 - mmaction - INFO - Epoch [42][1220/1253] lr: 4.000e-04, eta: 3:18:56, time: 0.674, data_time: 0.006, memory: 6189, top1_acc: 0.7424, top5_acc: 0.9044, loss_cls: 1.0129, loss: 1.0129, grad_norm: 3.6272 2020-08-10 08:04:21,800 - mmaction - INFO - Epoch [42][1240/1253] lr: 4.000e-04, eta: 3:18:31, time: 0.679, data_time: 0.006, memory: 6189, top1_acc: 0.7531, top5_acc: 0.9141, loss_cls: 0.9611, loss: 0.9611, grad_norm: 3.5611 2020-08-10 08:04:43,892 - mmaction - INFO - Saving checkpoint at 42 epochs 2020-08-10 08:10:12,437 - mmaction - INFO - Epoch [43][20/1253] lr: 4.000e-04, eta: 3:18:46, time: 16.391, data_time: 15.616, memory: 6189, top1_acc: 0.7479, top5_acc: 0.9120, loss_cls: 0.9643, loss: 0.9643, grad_norm: 3.5574 2020-08-10 08:10:24,978 - mmaction - INFO - Epoch [43][40/1253] lr: 4.000e-04, eta: 3:18:20, time: 0.631, data_time: 0.013, memory: 6189, top1_acc: 0.7547, top5_acc: 0.9154, loss_cls: 0.9735, loss: 0.9735, grad_norm: 3.4716 2020-08-10 08:10:37,540 - mmaction - INFO - Epoch [43][60/1253] lr: 4.000e-04, eta: 3:17:54, time: 0.630, data_time: 0.007, memory: 6189, top1_acc: 0.7458, top5_acc: 0.9070, loss_cls: 0.9946, loss: 0.9946, grad_norm: 3.5802 2020-08-10 08:10:50,192 - mmaction - INFO - Epoch [43][80/1253] lr: 4.000e-04, eta: 3:17:28, time: 0.630, data_time: 0.006, memory: 6189, top1_acc: 0.7445, top5_acc: 0.9029, loss_cls: 1.0033, loss: 1.0033, grad_norm: 3.6110 2020-08-10 08:11:02,712 - mmaction - INFO - Epoch [43][100/1253] lr: 4.000e-04, eta: 3:17:02, time: 0.629, data_time: 0.006, memory: 6189, top1_acc: 0.7534, top5_acc: 0.9068, loss_cls: 0.9947, loss: 0.9947, grad_norm: 3.5623 2020-08-10 08:11:15,407 - mmaction - INFO - Epoch [43][120/1253] lr: 4.000e-04, eta: 3:16:37, time: 0.635, data_time: 0.005, memory: 6189, top1_acc: 0.7391, top5_acc: 0.9034, loss_cls: 1.0072, loss: 1.0072, grad_norm: 3.5384 2020-08-10 08:11:27,948 - mmaction - INFO - Epoch [43][140/1253] lr: 4.000e-04, eta: 3:16:11, time: 0.626, data_time: 0.003, memory: 6189, top1_acc: 0.7320, top5_acc: 0.8997, loss_cls: 1.0332, loss: 1.0332, grad_norm: 3.6396 2020-08-10 08:11:40,719 - mmaction - INFO - Epoch [43][160/1253] lr: 4.000e-04, eta: 3:15:45, time: 0.636, data_time: 0.006, memory: 6189, top1_acc: 0.7464, top5_acc: 0.9013, loss_cls: 1.0240, loss: 1.0240, grad_norm: 3.5831 2020-08-10 08:11:53,309 - mmaction - INFO - Epoch [43][180/1253] lr: 4.000e-04, eta: 3:15:19, time: 0.633, data_time: 0.007, memory: 6189, top1_acc: 0.7341, top5_acc: 0.9042, loss_cls: 1.0251, loss: 1.0251, grad_norm: 3.5802 2020-08-10 08:12:06,142 - mmaction - INFO - Epoch [43][200/1253] lr: 4.000e-04, eta: 3:14:53, time: 0.642, data_time: 0.007, memory: 6189, top1_acc: 0.7576, top5_acc: 0.9180, loss_cls: 0.9539, loss: 0.9539, grad_norm: 3.5083 2020-08-10 08:12:18,762 - mmaction - INFO - Epoch [43][220/1253] lr: 4.000e-04, eta: 3:14:27, time: 0.631, data_time: 0.004, memory: 6189, top1_acc: 0.7521, top5_acc: 0.9135, loss_cls: 0.9689, loss: 0.9689, grad_norm: 3.5641 2020-08-10 08:12:31,659 - mmaction - INFO - Epoch [43][240/1253] lr: 4.000e-04, eta: 3:14:01, time: 0.645, data_time: 0.005, memory: 6189, top1_acc: 0.7602, top5_acc: 0.9122, loss_cls: 0.9691, loss: 0.9691, grad_norm: 3.5663 2020-08-10 08:12:44,373 - mmaction - INFO - Epoch [43][260/1253] lr: 4.000e-04, eta: 3:13:35, time: 0.636, data_time: 0.004, memory: 6189, top1_acc: 0.7346, top5_acc: 0.9021, loss_cls: 1.0371, loss: 1.0371, grad_norm: 3.5976 2020-08-10 08:12:57,353 - mmaction - INFO - Epoch [43][280/1253] lr: 4.000e-04, eta: 3:13:10, time: 0.647, data_time: 0.006, memory: 6189, top1_acc: 0.7430, top5_acc: 0.9078, loss_cls: 1.0108, loss: 1.0108, grad_norm: 3.6269 2020-08-10 08:13:10,639 - mmaction - INFO - Epoch [43][300/1253] lr: 4.000e-04, eta: 3:12:44, time: 0.666, data_time: 0.006, memory: 6189, top1_acc: 0.7432, top5_acc: 0.9036, loss_cls: 1.0330, loss: 1.0330, grad_norm: 3.6084 2020-08-10 08:13:23,834 - mmaction - INFO - Epoch [43][320/1253] lr: 4.000e-04, eta: 3:12:18, time: 0.658, data_time: 0.005, memory: 6189, top1_acc: 0.7362, top5_acc: 0.8992, loss_cls: 1.0473, loss: 1.0473, grad_norm: 3.6122 2020-08-10 08:13:37,092 - mmaction - INFO - Epoch [43][340/1253] lr: 4.000e-04, eta: 3:11:52, time: 0.665, data_time: 0.005, memory: 6189, top1_acc: 0.7456, top5_acc: 0.9029, loss_cls: 1.0176, loss: 1.0176, grad_norm: 3.5951 2020-08-10 08:17:33,250 - mmaction - INFO - Epoch [43][360/1253] lr: 4.000e-04, eta: 3:12:07, time: 11.808, data_time: 0.005, memory: 6189, top1_acc: 0.7505, top5_acc: 0.9174, loss_cls: 0.9558, loss: 0.9558, grad_norm: 3.5203 2020-08-10 08:19:44,683 - mmaction - INFO - Epoch [43][380/1253] lr: 4.000e-04, eta: 3:12:03, time: 6.571, data_time: 0.002, memory: 6189, top1_acc: 0.7513, top5_acc: 0.9044, loss_cls: 0.9883, loss: 0.9883, grad_norm: 3.5157 2020-08-10 08:23:10,993 - mmaction - INFO - Epoch [43][400/1253] lr: 4.000e-04, eta: 3:12:12, time: 10.316, data_time: 0.004, memory: 6189, top1_acc: 0.7354, top5_acc: 0.8974, loss_cls: 1.0650, loss: 1.0650, grad_norm: 3.6503 2020-08-10 08:23:23,580 - mmaction - INFO - Epoch [43][420/1253] lr: 4.000e-04, eta: 3:11:46, time: 0.629, data_time: 0.003, memory: 6189, top1_acc: 0.7427, top5_acc: 0.8956, loss_cls: 1.0411, loss: 1.0411, grad_norm: 3.5593 2020-08-10 08:30:32,782 - mmaction - INFO - Epoch [43][440/1253] lr: 4.000e-04, eta: 3:12:36, time: 21.460, data_time: 0.005, memory: 6189, top1_acc: 0.7414, top5_acc: 0.9031, loss_cls: 1.0046, loss: 1.0046, grad_norm: 3.5718 2020-08-10 08:33:46,291 - mmaction - INFO - Epoch [43][460/1253] lr: 4.000e-04, eta: 3:12:42, time: 9.673, data_time: 0.003, memory: 6189, top1_acc: 0.7318, top5_acc: 0.9047, loss_cls: 1.0370, loss: 1.0370, grad_norm: 3.6115 2020-08-10 08:37:14,050 - mmaction - INFO - Epoch [43][480/1253] lr: 4.000e-04, eta: 3:12:51, time: 10.386, data_time: 0.007, memory: 6189, top1_acc: 0.7435, top5_acc: 0.9023, loss_cls: 1.0126, loss: 1.0126, grad_norm: 3.6063 2020-08-10 08:37:26,643 - mmaction - INFO - Epoch [43][500/1253] lr: 4.000e-04, eta: 3:12:24, time: 0.634, data_time: 0.008, memory: 6189, top1_acc: 0.7302, top5_acc: 0.9003, loss_cls: 1.0527, loss: 1.0527, grad_norm: 3.7104 2020-08-10 08:41:01,521 - mmaction - INFO - Epoch [43][520/1253] lr: 4.000e-04, eta: 3:12:34, time: 10.743, data_time: 0.004, memory: 6189, top1_acc: 0.7518, top5_acc: 0.9156, loss_cls: 0.9902, loss: 0.9902, grad_norm: 3.5676 2020-08-10 08:41:14,042 - mmaction - INFO - Epoch [43][540/1253] lr: 4.000e-04, eta: 3:12:08, time: 0.627, data_time: 0.003, memory: 6189, top1_acc: 0.7458, top5_acc: 0.9049, loss_cls: 1.0074, loss: 1.0074, grad_norm: 3.5804 2020-08-10 08:41:26,641 - mmaction - INFO - Epoch [43][560/1253] lr: 4.000e-04, eta: 3:11:41, time: 0.629, data_time: 0.005, memory: 6189, top1_acc: 0.7417, top5_acc: 0.9049, loss_cls: 1.0084, loss: 1.0084, grad_norm: 3.5790 2020-08-10 08:41:39,163 - mmaction - INFO - Epoch [43][580/1253] lr: 4.000e-04, eta: 3:11:15, time: 0.627, data_time: 0.004, memory: 6189, top1_acc: 0.7378, top5_acc: 0.8974, loss_cls: 1.0402, loss: 1.0402, grad_norm: 3.6519 2020-08-10 08:44:27,502 - mmaction - INFO - Epoch [43][600/1253] lr: 4.000e-04, eta: 3:11:16, time: 8.417, data_time: 0.005, memory: 6189, top1_acc: 0.7310, top5_acc: 0.9049, loss_cls: 1.0344, loss: 1.0344, grad_norm: 3.6785 2020-08-10 08:44:49,214 - mmaction - INFO - Epoch [43][620/1253] lr: 4.000e-04, eta: 3:10:51, time: 1.085, data_time: 0.004, memory: 6189, top1_acc: 0.7375, top5_acc: 0.8953, loss_cls: 1.0582, loss: 1.0582, grad_norm: 3.6469 2020-08-10 08:45:01,959 - mmaction - INFO - Epoch [43][640/1253] lr: 4.000e-04, eta: 3:10:25, time: 0.635, data_time: 0.007, memory: 6189, top1_acc: 0.7370, top5_acc: 0.9083, loss_cls: 1.0302, loss: 1.0302, grad_norm: 3.5633 2020-08-10 08:45:14,475 - mmaction - INFO - Epoch [43][660/1253] lr: 4.000e-04, eta: 3:09:59, time: 0.627, data_time: 0.004, memory: 6189, top1_acc: 0.7362, top5_acc: 0.9026, loss_cls: 1.0373, loss: 1.0373, grad_norm: 3.7017 2020-08-10 08:45:27,179 - mmaction - INFO - Epoch [43][680/1253] lr: 4.000e-04, eta: 3:09:32, time: 0.634, data_time: 0.006, memory: 6189, top1_acc: 0.7451, top5_acc: 0.9003, loss_cls: 1.0160, loss: 1.0160, grad_norm: 3.5633 2020-08-10 08:45:40,302 - mmaction - INFO - Epoch [43][700/1253] lr: 4.000e-04, eta: 3:09:06, time: 0.658, data_time: 0.005, memory: 6189, top1_acc: 0.7518, top5_acc: 0.9130, loss_cls: 0.9726, loss: 0.9726, grad_norm: 3.5349 2020-08-10 08:50:23,087 - mmaction - INFO - Epoch [43][720/1253] lr: 4.000e-04, eta: 3:09:27, time: 14.138, data_time: 0.005, memory: 6189, top1_acc: 0.7451, top5_acc: 0.9052, loss_cls: 1.0035, loss: 1.0035, grad_norm: 3.6353 2020-08-10 08:52:28,131 - mmaction - INFO - Epoch [43][740/1253] lr: 4.000e-04, eta: 3:09:20, time: 6.251, data_time: 0.003, memory: 6189, top1_acc: 0.7250, top5_acc: 0.8953, loss_cls: 1.0653, loss: 1.0653, grad_norm: 3.6847 2020-08-10 08:56:00,997 - mmaction - INFO - Epoch [43][760/1253] lr: 4.000e-04, eta: 3:09:28, time: 10.643, data_time: 0.006, memory: 6189, top1_acc: 0.7477, top5_acc: 0.8974, loss_cls: 1.0166, loss: 1.0166, grad_norm: 3.5364 2020-08-10 08:56:13,563 - mmaction - INFO - Epoch [43][780/1253] lr: 4.000e-04, eta: 3:09:01, time: 0.630, data_time: 0.006, memory: 6189, top1_acc: 0.7451, top5_acc: 0.9063, loss_cls: 0.9978, loss: 0.9978, grad_norm: 3.5612 2020-08-10 08:56:26,120 - mmaction - INFO - Epoch [43][800/1253] lr: 4.000e-04, eta: 3:08:35, time: 0.625, data_time: 0.005, memory: 6189, top1_acc: 0.7451, top5_acc: 0.9086, loss_cls: 0.9757, loss: 0.9757, grad_norm: 3.5228 2020-08-10 08:56:38,654 - mmaction - INFO - Epoch [43][820/1253] lr: 4.000e-04, eta: 3:08:08, time: 0.629, data_time: 0.006, memory: 6189, top1_acc: 0.7349, top5_acc: 0.9003, loss_cls: 1.0567, loss: 1.0567, grad_norm: 3.6858 2020-08-10 08:56:51,498 - mmaction - INFO - Epoch [43][840/1253] lr: 4.000e-04, eta: 3:07:42, time: 0.639, data_time: 0.006, memory: 6189, top1_acc: 0.7398, top5_acc: 0.9065, loss_cls: 1.0224, loss: 1.0224, grad_norm: 3.6368 2020-08-10 08:57:04,096 - mmaction - INFO - Epoch [43][860/1253] lr: 4.000e-04, eta: 3:07:15, time: 0.634, data_time: 0.008, memory: 6189, top1_acc: 0.7427, top5_acc: 0.9044, loss_cls: 1.0162, loss: 1.0162, grad_norm: 3.6337 2020-08-10 08:57:16,871 - mmaction - INFO - Epoch [43][880/1253] lr: 4.000e-04, eta: 3:06:48, time: 0.636, data_time: 0.006, memory: 6189, top1_acc: 0.7464, top5_acc: 0.9078, loss_cls: 0.9806, loss: 0.9806, grad_norm: 3.5759 2020-08-10 08:57:29,602 - mmaction - INFO - Epoch [43][900/1253] lr: 4.000e-04, eta: 3:06:22, time: 0.639, data_time: 0.007, memory: 6189, top1_acc: 0.7536, top5_acc: 0.9099, loss_cls: 0.9771, loss: 0.9771, grad_norm: 3.5677 2020-08-10 08:57:42,506 - mmaction - INFO - Epoch [43][920/1253] lr: 4.000e-04, eta: 3:05:55, time: 0.643, data_time: 0.005, memory: 6189, top1_acc: 0.7445, top5_acc: 0.9102, loss_cls: 0.9831, loss: 0.9831, grad_norm: 3.5351 2020-08-10 08:57:55,354 - mmaction - INFO - Epoch [43][940/1253] lr: 4.000e-04, eta: 3:05:29, time: 0.645, data_time: 0.006, memory: 6189, top1_acc: 0.7526, top5_acc: 0.9094, loss_cls: 0.9760, loss: 0.9760, grad_norm: 3.5496 2020-08-10 08:58:08,399 - mmaction - INFO - Epoch [43][960/1253] lr: 4.000e-04, eta: 3:05:03, time: 0.652, data_time: 0.002, memory: 6189, top1_acc: 0.7378, top5_acc: 0.9013, loss_cls: 1.0227, loss: 1.0227, grad_norm: 3.6400 2020-08-10 08:58:21,390 - mmaction - INFO - Epoch [43][980/1253] lr: 4.000e-04, eta: 3:04:36, time: 0.646, data_time: 0.005, memory: 6189, top1_acc: 0.7578, top5_acc: 0.9122, loss_cls: 0.9769, loss: 0.9769, grad_norm: 3.5570 2020-08-10 08:58:34,253 - mmaction - INFO - Epoch [43][1000/1253] lr: 4.000e-04, eta: 3:04:10, time: 0.646, data_time: 0.007, memory: 6189, top1_acc: 0.7568, top5_acc: 0.9078, loss_cls: 0.9841, loss: 0.9841, grad_norm: 3.5527 2020-08-10 08:58:48,487 - mmaction - INFO - Epoch [43][1020/1253] lr: 4.000e-04, eta: 3:03:43, time: 0.707, data_time: 0.005, memory: 6189, top1_acc: 0.7354, top5_acc: 0.9016, loss_cls: 1.0352, loss: 1.0352, grad_norm: 3.6252 2020-08-10 08:59:01,452 - mmaction - INFO - Epoch [43][1040/1253] lr: 4.000e-04, eta: 3:03:17, time: 0.652, data_time: 0.008, memory: 6189, top1_acc: 0.7495, top5_acc: 0.9078, loss_cls: 0.9934, loss: 0.9934, grad_norm: 3.6122 2020-08-10 09:03:45,820 - mmaction - INFO - Epoch [43][1060/1253] lr: 4.000e-04, eta: 3:03:36, time: 14.199, data_time: 0.006, memory: 6189, top1_acc: 0.7365, top5_acc: 0.9052, loss_cls: 1.0251, loss: 1.0251, grad_norm: 3.6883 2020-08-10 09:07:29,947 - mmaction - INFO - Epoch [43][1080/1253] lr: 4.000e-04, eta: 3:03:45, time: 11.225, data_time: 0.030, memory: 6189, top1_acc: 0.7529, top5_acc: 0.9133, loss_cls: 0.9788, loss: 0.9788, grad_norm: 3.5765 2020-08-10 09:07:42,511 - mmaction - INFO - Epoch [43][1100/1253] lr: 4.000e-04, eta: 3:03:18, time: 0.629, data_time: 0.003, memory: 6189, top1_acc: 0.7398, top5_acc: 0.9078, loss_cls: 1.0028, loss: 1.0028, grad_norm: 3.6188 2020-08-10 09:10:07,208 - mmaction - INFO - Epoch [43][1120/1253] lr: 4.000e-04, eta: 3:03:13, time: 7.231, data_time: 0.005, memory: 6189, top1_acc: 0.7484, top5_acc: 0.9083, loss_cls: 1.0025, loss: 1.0025, grad_norm: 3.5855 2020-08-10 09:12:51,882 - mmaction - INFO - Epoch [43][1140/1253] lr: 4.000e-04, eta: 3:03:12, time: 8.238, data_time: 0.007, memory: 6189, top1_acc: 0.7401, top5_acc: 0.9055, loss_cls: 1.0229, loss: 1.0229, grad_norm: 3.6438 2020-08-10 09:13:04,579 - mmaction - INFO - Epoch [43][1160/1253] lr: 4.000e-04, eta: 3:02:45, time: 0.634, data_time: 0.002, memory: 6189, top1_acc: 0.7404, top5_acc: 0.9036, loss_cls: 1.0308, loss: 1.0308, grad_norm: 3.5289 2020-08-10 09:13:17,177 - mmaction - INFO - Epoch [43][1180/1253] lr: 4.000e-04, eta: 3:02:18, time: 0.628, data_time: 0.006, memory: 6189, top1_acc: 0.7612, top5_acc: 0.9078, loss_cls: 0.9994, loss: 0.9994, grad_norm: 3.5466 2020-08-10 09:15:28,286 - mmaction - INFO - Epoch [43][1200/1253] lr: 4.000e-04, eta: 3:02:11, time: 6.557, data_time: 0.006, memory: 6189, top1_acc: 0.7453, top5_acc: 0.9000, loss_cls: 1.0196, loss: 1.0196, grad_norm: 3.6046 2020-08-10 09:16:13,688 - mmaction - INFO - Epoch [43][1220/1253] lr: 4.000e-04, eta: 3:01:49, time: 2.270, data_time: 0.005, memory: 6189, top1_acc: 0.7469, top5_acc: 0.9049, loss_cls: 0.9987, loss: 0.9987, grad_norm: 3.5354 2020-08-10 09:16:26,385 - mmaction - INFO - Epoch [43][1240/1253] lr: 4.000e-04, eta: 3:01:23, time: 0.635, data_time: 0.006, memory: 6189, top1_acc: 0.7417, top5_acc: 0.8966, loss_cls: 1.0312, loss: 1.0312, grad_norm: 3.6182 2020-08-10 09:22:01,470 - mmaction - INFO - Saving checkpoint at 43 epochs 2020-08-10 09:27:16,505 - mmaction - INFO - Epoch [44][20/1253] lr: 4.000e-04, eta: 3:01:26, time: 15.704, data_time: 14.920, memory: 6189, top1_acc: 0.7477, top5_acc: 0.9138, loss_cls: 0.9999, loss: 0.9999, grad_norm: 3.6056 2020-08-10 09:27:29,215 - mmaction - INFO - Epoch [44][40/1253] lr: 4.000e-04, eta: 3:00:59, time: 0.651, data_time: 0.026, memory: 6189, top1_acc: 0.7539, top5_acc: 0.9143, loss_cls: 0.9682, loss: 0.9682, grad_norm: 3.4989 2020-08-10 09:27:41,668 - mmaction - INFO - Epoch [44][60/1253] lr: 4.000e-04, eta: 3:00:32, time: 0.626, data_time: 0.007, memory: 6189, top1_acc: 0.7464, top5_acc: 0.9078, loss_cls: 0.9888, loss: 0.9888, grad_norm: 3.5650 2020-08-10 09:27:54,409 - mmaction - INFO - Epoch [44][80/1253] lr: 4.000e-04, eta: 3:00:06, time: 0.637, data_time: 0.005, memory: 6189, top1_acc: 0.7482, top5_acc: 0.9068, loss_cls: 0.9895, loss: 0.9895, grad_norm: 3.5199 2020-08-10 09:28:06,891 - mmaction - INFO - Epoch [44][100/1253] lr: 4.000e-04, eta: 2:59:39, time: 0.624, data_time: 0.004, memory: 6189, top1_acc: 0.7404, top5_acc: 0.9049, loss_cls: 1.0242, loss: 1.0242, grad_norm: 3.6325 2020-08-10 09:28:19,525 - mmaction - INFO - Epoch [44][120/1253] lr: 4.000e-04, eta: 2:59:12, time: 0.630, data_time: 0.008, memory: 6189, top1_acc: 0.7422, top5_acc: 0.9039, loss_cls: 1.0176, loss: 1.0176, grad_norm: 3.6547 2020-08-10 09:28:32,140 - mmaction - INFO - Epoch [44][140/1253] lr: 4.000e-04, eta: 2:58:45, time: 0.632, data_time: 0.006, memory: 6189, top1_acc: 0.7547, top5_acc: 0.9073, loss_cls: 0.9896, loss: 0.9896, grad_norm: 3.5873 2020-08-10 09:28:44,904 - mmaction - INFO - Epoch [44][160/1253] lr: 4.000e-04, eta: 2:58:18, time: 0.638, data_time: 0.007, memory: 6189, top1_acc: 0.7487, top5_acc: 0.9169, loss_cls: 0.9575, loss: 0.9575, grad_norm: 3.5515 2020-08-10 09:28:57,576 - mmaction - INFO - Epoch [44][180/1253] lr: 4.000e-04, eta: 2:57:52, time: 0.635, data_time: 0.005, memory: 6189, top1_acc: 0.7549, top5_acc: 0.9078, loss_cls: 0.9765, loss: 0.9765, grad_norm: 3.5335 2020-08-10 09:29:10,406 - mmaction - INFO - Epoch [44][200/1253] lr: 4.000e-04, eta: 2:57:25, time: 0.640, data_time: 0.005, memory: 6189, top1_acc: 0.7497, top5_acc: 0.9065, loss_cls: 0.9890, loss: 0.9890, grad_norm: 3.5289 2020-08-10 09:29:23,047 - mmaction - INFO - Epoch [44][220/1253] lr: 4.000e-04, eta: 2:56:58, time: 0.634, data_time: 0.005, memory: 6189, top1_acc: 0.7391, top5_acc: 0.9091, loss_cls: 0.9873, loss: 0.9873, grad_norm: 3.6090 2020-08-10 09:29:35,816 - mmaction - INFO - Epoch [44][240/1253] lr: 4.000e-04, eta: 2:56:31, time: 0.636, data_time: 0.006, memory: 6189, top1_acc: 0.7458, top5_acc: 0.9031, loss_cls: 1.0113, loss: 1.0113, grad_norm: 3.5569 2020-08-10 09:29:48,451 - mmaction - INFO - Epoch [44][260/1253] lr: 4.000e-04, eta: 2:56:05, time: 0.635, data_time: 0.007, memory: 6189, top1_acc: 0.7555, top5_acc: 0.9102, loss_cls: 0.9681, loss: 0.9681, grad_norm: 3.5507 2020-08-10 09:30:01,170 - mmaction - INFO - Epoch [44][280/1253] lr: 4.000e-04, eta: 2:55:38, time: 0.632, data_time: 0.006, memory: 6189, top1_acc: 0.7432, top5_acc: 0.9128, loss_cls: 0.9945, loss: 0.9945, grad_norm: 3.5944 2020-08-10 09:30:14,546 - mmaction - INFO - Epoch [44][300/1253] lr: 4.000e-04, eta: 2:55:11, time: 0.670, data_time: 0.007, memory: 6189, top1_acc: 0.7437, top5_acc: 0.9042, loss_cls: 1.0034, loss: 1.0034, grad_norm: 3.5765 2020-08-10 09:30:27,246 - mmaction - INFO - Epoch [44][320/1253] lr: 4.000e-04, eta: 2:54:45, time: 0.635, data_time: 0.008, memory: 6189, top1_acc: 0.7438, top5_acc: 0.9003, loss_cls: 1.0153, loss: 1.0153, grad_norm: 3.6129 2020-08-10 09:30:41,006 - mmaction - INFO - Epoch [44][340/1253] lr: 4.000e-04, eta: 2:54:18, time: 0.691, data_time: 0.007, memory: 6189, top1_acc: 0.7487, top5_acc: 0.9042, loss_cls: 1.0105, loss: 1.0105, grad_norm: 3.6256 2020-08-10 09:30:54,114 - mmaction - INFO - Epoch [44][360/1253] lr: 4.000e-04, eta: 2:53:51, time: 0.654, data_time: 0.005, memory: 6189, top1_acc: 0.7539, top5_acc: 0.9135, loss_cls: 0.9809, loss: 0.9809, grad_norm: 3.5773 2020-08-10 09:31:06,826 - mmaction - INFO - Epoch [44][380/1253] lr: 4.000e-04, eta: 2:53:25, time: 0.637, data_time: 0.005, memory: 6189, top1_acc: 0.7510, top5_acc: 0.9091, loss_cls: 0.9877, loss: 0.9877, grad_norm: 3.6122 2020-08-10 09:31:19,588 - mmaction - INFO - Epoch [44][400/1253] lr: 4.000e-04, eta: 2:52:58, time: 0.635, data_time: 0.005, memory: 6189, top1_acc: 0.7521, top5_acc: 0.9104, loss_cls: 0.9970, loss: 0.9970, grad_norm: 3.5841 2020-08-10 09:31:32,577 - mmaction - INFO - Epoch [44][420/1253] lr: 4.000e-04, eta: 2:52:31, time: 0.652, data_time: 0.007, memory: 6189, top1_acc: 0.7404, top5_acc: 0.9052, loss_cls: 1.0138, loss: 1.0138, grad_norm: 3.6041 2020-08-10 09:31:45,156 - mmaction - INFO - Epoch [44][440/1253] lr: 4.000e-04, eta: 2:52:05, time: 0.630, data_time: 0.003, memory: 6189, top1_acc: 0.7437, top5_acc: 0.9112, loss_cls: 0.9787, loss: 0.9787, grad_norm: 3.5973 2020-08-10 09:31:58,068 - mmaction - INFO - Epoch [44][460/1253] lr: 4.000e-04, eta: 2:51:38, time: 0.643, data_time: 0.006, memory: 6189, top1_acc: 0.7445, top5_acc: 0.9133, loss_cls: 0.9859, loss: 0.9859, grad_norm: 3.6266 2020-08-10 09:32:11,093 - mmaction - INFO - Epoch [44][480/1253] lr: 4.000e-04, eta: 2:51:12, time: 0.654, data_time: 0.007, memory: 6189, top1_acc: 0.7461, top5_acc: 0.9115, loss_cls: 1.0002, loss: 1.0002, grad_norm: 3.6034 2020-08-10 09:32:24,161 - mmaction - INFO - Epoch [44][500/1253] lr: 4.000e-04, eta: 2:50:45, time: 0.653, data_time: 0.006, memory: 6189, top1_acc: 0.7438, top5_acc: 0.9089, loss_cls: 1.0071, loss: 1.0071, grad_norm: 3.6748 2020-08-10 09:32:38,254 - mmaction - INFO - Epoch [44][520/1253] lr: 4.000e-04, eta: 2:50:19, time: 0.705, data_time: 0.004, memory: 6189, top1_acc: 0.7495, top5_acc: 0.9096, loss_cls: 0.9829, loss: 0.9829, grad_norm: 3.6176 2020-08-10 09:32:51,795 - mmaction - INFO - Epoch [44][540/1253] lr: 4.000e-04, eta: 2:49:52, time: 0.673, data_time: 0.005, memory: 6189, top1_acc: 0.7344, top5_acc: 0.9023, loss_cls: 1.0491, loss: 1.0491, grad_norm: 3.6884 2020-08-10 09:33:04,865 - mmaction - INFO - Epoch [44][560/1253] lr: 4.000e-04, eta: 2:49:26, time: 0.657, data_time: 0.007, memory: 6189, top1_acc: 0.7448, top5_acc: 0.9096, loss_cls: 0.9856, loss: 0.9856, grad_norm: 3.5885 2020-08-10 09:33:18,284 - mmaction - INFO - Epoch [44][580/1253] lr: 4.000e-04, eta: 2:48:59, time: 0.668, data_time: 0.005, memory: 6189, top1_acc: 0.7349, top5_acc: 0.9117, loss_cls: 1.0302, loss: 1.0302, grad_norm: 3.6638 2020-08-10 09:33:32,014 - mmaction - INFO - Epoch [44][600/1253] lr: 4.000e-04, eta: 2:48:33, time: 0.690, data_time: 0.008, memory: 6189, top1_acc: 0.7424, top5_acc: 0.9057, loss_cls: 1.0139, loss: 1.0139, grad_norm: 3.6602 2020-08-10 09:33:45,036 - mmaction - INFO - Epoch [44][620/1253] lr: 4.000e-04, eta: 2:48:06, time: 0.647, data_time: 0.007, memory: 6189, top1_acc: 0.7333, top5_acc: 0.8937, loss_cls: 1.0686, loss: 1.0686, grad_norm: 3.7329 2020-08-10 09:33:58,557 - mmaction - INFO - Epoch [44][640/1253] lr: 4.000e-04, eta: 2:47:40, time: 0.680, data_time: 0.007, memory: 6189, top1_acc: 0.7393, top5_acc: 0.9057, loss_cls: 1.0085, loss: 1.0085, grad_norm: 3.5993 2020-08-10 09:34:11,990 - mmaction - INFO - Epoch [44][660/1253] lr: 4.000e-04, eta: 2:47:13, time: 0.670, data_time: 0.005, memory: 6189, top1_acc: 0.7479, top5_acc: 0.9057, loss_cls: 1.0118, loss: 1.0118, grad_norm: 3.6331 2020-08-10 09:34:24,826 - mmaction - INFO - Epoch [44][680/1253] lr: 4.000e-04, eta: 2:46:47, time: 0.644, data_time: 0.006, memory: 6189, top1_acc: 0.7365, top5_acc: 0.9003, loss_cls: 1.0339, loss: 1.0339, grad_norm: 3.6542 2020-08-10 09:34:38,958 - mmaction - INFO - Epoch [44][700/1253] lr: 4.000e-04, eta: 2:46:21, time: 0.704, data_time: 0.005, memory: 6189, top1_acc: 0.7359, top5_acc: 0.8943, loss_cls: 1.0502, loss: 1.0502, grad_norm: 3.6315 2020-08-10 09:34:52,331 - mmaction - INFO - Epoch [44][720/1253] lr: 4.000e-04, eta: 2:45:54, time: 0.671, data_time: 0.006, memory: 6189, top1_acc: 0.7391, top5_acc: 0.9010, loss_cls: 1.0172, loss: 1.0172, grad_norm: 3.6384 2020-08-10 09:35:05,917 - mmaction - INFO - Epoch [44][740/1253] lr: 4.000e-04, eta: 2:45:28, time: 0.678, data_time: 0.005, memory: 6189, top1_acc: 0.7362, top5_acc: 0.9063, loss_cls: 1.0151, loss: 1.0151, grad_norm: 3.6491 2020-08-10 09:35:18,861 - mmaction - INFO - Epoch [44][760/1253] lr: 4.000e-04, eta: 2:45:01, time: 0.648, data_time: 0.004, memory: 6189, top1_acc: 0.7409, top5_acc: 0.9065, loss_cls: 0.9969, loss: 0.9969, grad_norm: 3.5836 2020-08-10 09:35:32,633 - mmaction - INFO - Epoch [44][780/1253] lr: 4.000e-04, eta: 2:44:35, time: 0.687, data_time: 0.005, memory: 6189, top1_acc: 0.7552, top5_acc: 0.9057, loss_cls: 0.9969, loss: 0.9969, grad_norm: 3.5957 2020-08-10 09:35:45,831 - mmaction - INFO - Epoch [44][800/1253] lr: 4.000e-04, eta: 2:44:09, time: 0.662, data_time: 0.006, memory: 6189, top1_acc: 0.7401, top5_acc: 0.9005, loss_cls: 1.0217, loss: 1.0217, grad_norm: 3.6117 2020-08-10 09:35:59,069 - mmaction - INFO - Epoch [44][820/1253] lr: 4.000e-04, eta: 2:43:42, time: 0.661, data_time: 0.005, memory: 6189, top1_acc: 0.7466, top5_acc: 0.9104, loss_cls: 0.9976, loss: 0.9976, grad_norm: 3.6215 2020-08-10 09:36:12,744 - mmaction - INFO - Epoch [44][840/1253] lr: 4.000e-04, eta: 2:43:16, time: 0.685, data_time: 0.005, memory: 6189, top1_acc: 0.7560, top5_acc: 0.9154, loss_cls: 0.9731, loss: 0.9731, grad_norm: 3.5437 2020-08-10 09:36:25,919 - mmaction - INFO - Epoch [44][860/1253] lr: 4.000e-04, eta: 2:42:50, time: 0.658, data_time: 0.006, memory: 6189, top1_acc: 0.7388, top5_acc: 0.9112, loss_cls: 1.0197, loss: 1.0197, grad_norm: 3.7081 2020-08-10 09:36:39,351 - mmaction - INFO - Epoch [44][880/1253] lr: 4.000e-04, eta: 2:42:23, time: 0.672, data_time: 0.004, memory: 6189, top1_acc: 0.7339, top5_acc: 0.9000, loss_cls: 1.0483, loss: 1.0483, grad_norm: 3.6642 2020-08-10 09:36:52,573 - mmaction - INFO - Epoch [44][900/1253] lr: 4.000e-04, eta: 2:41:57, time: 0.658, data_time: 0.005, memory: 6189, top1_acc: 0.7513, top5_acc: 0.9063, loss_cls: 0.9828, loss: 0.9828, grad_norm: 3.5441 2020-08-10 09:37:05,985 - mmaction - INFO - Epoch [44][920/1253] lr: 4.000e-04, eta: 2:41:31, time: 0.673, data_time: 0.007, memory: 6189, top1_acc: 0.7396, top5_acc: 0.9076, loss_cls: 1.0195, loss: 1.0195, grad_norm: 3.6149 2020-08-10 09:37:19,677 - mmaction - INFO - Epoch [44][940/1253] lr: 4.000e-04, eta: 2:41:04, time: 0.682, data_time: 0.006, memory: 6189, top1_acc: 0.7357, top5_acc: 0.9112, loss_cls: 1.0095, loss: 1.0095, grad_norm: 3.7166 2020-08-10 09:37:32,489 - mmaction - INFO - Epoch [44][960/1253] lr: 4.000e-04, eta: 2:40:38, time: 0.643, data_time: 0.006, memory: 6189, top1_acc: 0.7362, top5_acc: 0.9068, loss_cls: 1.0322, loss: 1.0322, grad_norm: 3.6981 2020-08-10 09:37:45,976 - mmaction - INFO - Epoch [44][980/1253] lr: 4.000e-04, eta: 2:40:12, time: 0.671, data_time: 0.006, memory: 6189, top1_acc: 0.7521, top5_acc: 0.9089, loss_cls: 0.9833, loss: 0.9833, grad_norm: 3.6833 2020-08-10 09:37:59,421 - mmaction - INFO - Epoch [44][1000/1253] lr: 4.000e-04, eta: 2:39:45, time: 0.675, data_time: 0.007, memory: 6189, top1_acc: 0.7385, top5_acc: 0.8958, loss_cls: 1.0386, loss: 1.0386, grad_norm: 3.6425 2020-08-10 09:38:13,062 - mmaction - INFO - Epoch [44][1020/1253] lr: 4.000e-04, eta: 2:39:19, time: 0.681, data_time: 0.006, memory: 6189, top1_acc: 0.7435, top5_acc: 0.9063, loss_cls: 1.0010, loss: 1.0010, grad_norm: 3.6157 2020-08-10 09:38:25,936 - mmaction - INFO - Epoch [44][1040/1253] lr: 4.000e-04, eta: 2:38:53, time: 0.645, data_time: 0.006, memory: 6189, top1_acc: 0.7404, top5_acc: 0.9076, loss_cls: 1.0087, loss: 1.0087, grad_norm: 3.6689 2020-08-10 09:38:38,724 - mmaction - INFO - Epoch [44][1060/1253] lr: 4.000e-04, eta: 2:38:27, time: 0.638, data_time: 0.006, memory: 6189, top1_acc: 0.7430, top5_acc: 0.9091, loss_cls: 1.0050, loss: 1.0050, grad_norm: 3.5844 2020-08-10 09:38:52,724 - mmaction - INFO - Epoch [44][1080/1253] lr: 4.000e-04, eta: 2:38:00, time: 0.701, data_time: 0.006, memory: 6189, top1_acc: 0.7378, top5_acc: 0.9008, loss_cls: 1.0455, loss: 1.0455, grad_norm: 3.7114 2020-08-10 09:39:05,500 - mmaction - INFO - Epoch [44][1100/1253] lr: 4.000e-04, eta: 2:37:34, time: 0.638, data_time: 0.006, memory: 6189, top1_acc: 0.7367, top5_acc: 0.9044, loss_cls: 1.0319, loss: 1.0319, grad_norm: 3.5928 2020-08-10 09:39:19,838 - mmaction - INFO - Epoch [44][1120/1253] lr: 4.000e-04, eta: 2:37:08, time: 0.719, data_time: 0.005, memory: 6189, top1_acc: 0.7500, top5_acc: 0.9089, loss_cls: 0.9841, loss: 0.9841, grad_norm: 3.5905 2020-08-10 09:39:32,657 - mmaction - INFO - Epoch [44][1140/1253] lr: 4.000e-04, eta: 2:36:42, time: 0.638, data_time: 0.005, memory: 6189, top1_acc: 0.7508, top5_acc: 0.9039, loss_cls: 0.9985, loss: 0.9985, grad_norm: 3.5746 2020-08-10 09:39:46,046 - mmaction - INFO - Epoch [44][1160/1253] lr: 4.000e-04, eta: 2:36:15, time: 0.672, data_time: 0.007, memory: 6189, top1_acc: 0.7398, top5_acc: 0.9117, loss_cls: 1.0063, loss: 1.0063, grad_norm: 3.6212 2020-08-10 09:39:58,825 - mmaction - INFO - Epoch [44][1180/1253] lr: 4.000e-04, eta: 2:35:49, time: 0.636, data_time: 0.006, memory: 6189, top1_acc: 0.7417, top5_acc: 0.8987, loss_cls: 1.0411, loss: 1.0411, grad_norm: 3.6746 2020-08-10 09:40:12,561 - mmaction - INFO - Epoch [44][1200/1253] lr: 4.000e-04, eta: 2:35:23, time: 0.689, data_time: 0.006, memory: 6189, top1_acc: 0.7565, top5_acc: 0.9102, loss_cls: 0.9689, loss: 0.9689, grad_norm: 3.5309 2020-08-10 09:40:26,953 - mmaction - INFO - Epoch [44][1220/1253] lr: 4.000e-04, eta: 2:34:57, time: 0.719, data_time: 0.006, memory: 6189, top1_acc: 0.7547, top5_acc: 0.9052, loss_cls: 0.9961, loss: 0.9961, grad_norm: 3.5828 2020-08-10 09:40:40,023 - mmaction - INFO - Epoch [44][1240/1253] lr: 4.000e-04, eta: 2:34:31, time: 0.655, data_time: 0.005, memory: 6189, top1_acc: 0.7531, top5_acc: 0.9044, loss_cls: 0.9933, loss: 0.9933, grad_norm: 3.5630 2020-08-10 09:40:58,320 - mmaction - INFO - Saving checkpoint at 44 epochs 2020-08-10 09:46:36,159 - mmaction - INFO - Epoch [45][20/1253] lr: 4.000e-04, eta: 2:34:30, time: 16.797, data_time: 15.460, memory: 6189, top1_acc: 0.7576, top5_acc: 0.9044, loss_cls: 0.9895, loss: 0.9895, grad_norm: 3.5668 2020-08-10 09:46:48,783 - mmaction - INFO - Epoch [45][40/1253] lr: 4.000e-04, eta: 2:34:04, time: 0.634, data_time: 0.013, memory: 6189, top1_acc: 0.7406, top5_acc: 0.9063, loss_cls: 1.0251, loss: 1.0251, grad_norm: 3.6586 2020-08-10 09:47:01,291 - mmaction - INFO - Epoch [45][60/1253] lr: 4.000e-04, eta: 2:33:38, time: 0.627, data_time: 0.006, memory: 6189, top1_acc: 0.7419, top5_acc: 0.9076, loss_cls: 0.9916, loss: 0.9916, grad_norm: 3.6661 2020-08-10 09:47:13,919 - mmaction - INFO - Epoch [45][80/1253] lr: 4.000e-04, eta: 2:33:11, time: 0.630, data_time: 0.006, memory: 6189, top1_acc: 0.7268, top5_acc: 0.9013, loss_cls: 1.0689, loss: 1.0689, grad_norm: 3.7399 2020-08-10 09:47:26,588 - mmaction - INFO - Epoch [45][100/1253] lr: 4.000e-04, eta: 2:32:45, time: 0.635, data_time: 0.006, memory: 6189, top1_acc: 0.7435, top5_acc: 0.9013, loss_cls: 1.0219, loss: 1.0219, grad_norm: 3.6362 2020-08-10 09:47:39,075 - mmaction - INFO - Epoch [45][120/1253] lr: 4.000e-04, eta: 2:32:19, time: 0.624, data_time: 0.003, memory: 6189, top1_acc: 0.7461, top5_acc: 0.9031, loss_cls: 0.9971, loss: 0.9971, grad_norm: 3.6740 2020-08-10 09:47:51,753 - mmaction - INFO - Epoch [45][140/1253] lr: 4.000e-04, eta: 2:31:52, time: 0.632, data_time: 0.006, memory: 6189, top1_acc: 0.7477, top5_acc: 0.9081, loss_cls: 0.9907, loss: 0.9907, grad_norm: 3.5766 2020-08-10 09:48:04,356 - mmaction - INFO - Epoch [45][160/1253] lr: 4.000e-04, eta: 2:31:26, time: 0.632, data_time: 0.006, memory: 6189, top1_acc: 0.7378, top5_acc: 0.9052, loss_cls: 1.0179, loss: 1.0179, grad_norm: 3.6574 2020-08-10 09:48:16,993 - mmaction - INFO - Epoch [45][180/1253] lr: 4.000e-04, eta: 2:31:00, time: 0.630, data_time: 0.005, memory: 6189, top1_acc: 0.7393, top5_acc: 0.9034, loss_cls: 1.0161, loss: 1.0161, grad_norm: 3.6588 2020-08-10 09:48:29,592 - mmaction - INFO - Epoch [45][200/1253] lr: 4.000e-04, eta: 2:30:33, time: 0.632, data_time: 0.006, memory: 6189, top1_acc: 0.7479, top5_acc: 0.9115, loss_cls: 0.9906, loss: 0.9906, grad_norm: 3.5620 2020-08-10 09:48:42,364 - mmaction - INFO - Epoch [45][220/1253] lr: 4.000e-04, eta: 2:30:07, time: 0.638, data_time: 0.006, memory: 6189, top1_acc: 0.7508, top5_acc: 0.9112, loss_cls: 0.9873, loss: 0.9873, grad_norm: 3.5658 2020-08-10 09:48:54,983 - mmaction - INFO - Epoch [45][240/1253] lr: 4.000e-04, eta: 2:29:41, time: 0.632, data_time: 0.005, memory: 6189, top1_acc: 0.7391, top5_acc: 0.9073, loss_cls: 1.0300, loss: 1.0300, grad_norm: 3.6952 2020-08-10 09:49:07,966 - mmaction - INFO - Epoch [45][260/1253] lr: 4.000e-04, eta: 2:29:15, time: 0.647, data_time: 0.006, memory: 6189, top1_acc: 0.7438, top5_acc: 0.9096, loss_cls: 0.9883, loss: 0.9883, grad_norm: 3.6124 2020-08-10 09:49:20,634 - mmaction - INFO - Epoch [45][280/1253] lr: 4.000e-04, eta: 2:28:48, time: 0.635, data_time: 0.005, memory: 6189, top1_acc: 0.7411, top5_acc: 0.9128, loss_cls: 0.9856, loss: 0.9856, grad_norm: 3.5781 2020-08-10 09:49:33,275 - mmaction - INFO - Epoch [45][300/1253] lr: 4.000e-04, eta: 2:28:22, time: 0.632, data_time: 0.006, memory: 6189, top1_acc: 0.7310, top5_acc: 0.9065, loss_cls: 1.0381, loss: 1.0381, grad_norm: 3.6726 2020-08-10 09:49:45,877 - mmaction - INFO - Epoch [45][320/1253] lr: 4.000e-04, eta: 2:27:56, time: 0.630, data_time: 0.003, memory: 6189, top1_acc: 0.7497, top5_acc: 0.9076, loss_cls: 0.9765, loss: 0.9765, grad_norm: 3.5395 2020-08-10 09:49:58,956 - mmaction - INFO - Epoch [45][340/1253] lr: 4.000e-04, eta: 2:27:30, time: 0.652, data_time: 0.006, memory: 6189, top1_acc: 0.7451, top5_acc: 0.9057, loss_cls: 1.0168, loss: 1.0168, grad_norm: 3.6008 2020-08-10 09:50:11,951 - mmaction - INFO - Epoch [45][360/1253] lr: 4.000e-04, eta: 2:27:04, time: 0.649, data_time: 0.006, memory: 6189, top1_acc: 0.7542, top5_acc: 0.9096, loss_cls: 0.9809, loss: 0.9809, grad_norm: 3.6237 2020-08-10 09:50:24,759 - mmaction - INFO - Epoch [45][380/1253] lr: 4.000e-04, eta: 2:26:37, time: 0.644, data_time: 0.010, memory: 6189, top1_acc: 0.7503, top5_acc: 0.9102, loss_cls: 0.9842, loss: 0.9842, grad_norm: 3.6150 2020-08-10 09:50:37,796 - mmaction - INFO - Epoch [45][400/1253] lr: 4.000e-04, eta: 2:26:11, time: 0.652, data_time: 0.004, memory: 6189, top1_acc: 0.7398, top5_acc: 0.9083, loss_cls: 1.0097, loss: 1.0097, grad_norm: 3.6472 2020-08-10 09:50:51,707 - mmaction - INFO - Epoch [45][420/1253] lr: 4.000e-04, eta: 2:25:45, time: 0.693, data_time: 0.006, memory: 6189, top1_acc: 0.7539, top5_acc: 0.9076, loss_cls: 0.9861, loss: 0.9861, grad_norm: 3.5198 2020-08-10 09:51:05,250 - mmaction - INFO - Epoch [45][440/1253] lr: 4.000e-04, eta: 2:25:19, time: 0.680, data_time: 0.007, memory: 6189, top1_acc: 0.7443, top5_acc: 0.9047, loss_cls: 1.0301, loss: 1.0301, grad_norm: 3.6601 2020-08-10 09:51:18,399 - mmaction - INFO - Epoch [45][460/1253] lr: 4.000e-04, eta: 2:24:53, time: 0.654, data_time: 0.005, memory: 6189, top1_acc: 0.7440, top5_acc: 0.9031, loss_cls: 0.9980, loss: 0.9980, grad_norm: 3.6063 2020-08-10 09:51:32,355 - mmaction - INFO - Epoch [45][480/1253] lr: 4.000e-04, eta: 2:24:27, time: 0.701, data_time: 0.006, memory: 6189, top1_acc: 0.7490, top5_acc: 0.9065, loss_cls: 0.9913, loss: 0.9913, grad_norm: 3.6253 2020-08-10 09:51:45,695 - mmaction - INFO - Epoch [45][500/1253] lr: 4.000e-04, eta: 2:24:01, time: 0.666, data_time: 0.005, memory: 6189, top1_acc: 0.7391, top5_acc: 0.9034, loss_cls: 1.0114, loss: 1.0114, grad_norm: 3.6540 2020-08-10 09:51:59,779 - mmaction - INFO - Epoch [45][520/1253] lr: 4.000e-04, eta: 2:23:35, time: 0.705, data_time: 0.004, memory: 6189, top1_acc: 0.7542, top5_acc: 0.9112, loss_cls: 0.9733, loss: 0.9733, grad_norm: 3.6137 2020-08-10 09:52:13,395 - mmaction - INFO - Epoch [45][540/1253] lr: 4.000e-04, eta: 2:23:09, time: 0.680, data_time: 0.005, memory: 6189, top1_acc: 0.7521, top5_acc: 0.9039, loss_cls: 0.9926, loss: 0.9926, grad_norm: 3.5976 2020-08-10 09:52:26,827 - mmaction - INFO - Epoch [45][560/1253] lr: 4.000e-04, eta: 2:22:43, time: 0.673, data_time: 0.005, memory: 6189, top1_acc: 0.7409, top5_acc: 0.9052, loss_cls: 1.0136, loss: 1.0136, grad_norm: 3.5714 2020-08-10 09:52:40,932 - mmaction - INFO - Epoch [45][580/1253] lr: 4.000e-04, eta: 2:22:17, time: 0.705, data_time: 0.002, memory: 6189, top1_acc: 0.7417, top5_acc: 0.9083, loss_cls: 1.0148, loss: 1.0148, grad_norm: 3.6410 2020-08-10 09:52:53,790 - mmaction - INFO - Epoch [45][600/1253] lr: 4.000e-04, eta: 2:21:51, time: 0.640, data_time: 0.006, memory: 6189, top1_acc: 0.7424, top5_acc: 0.9083, loss_cls: 1.0131, loss: 1.0131, grad_norm: 3.6437 2020-08-10 09:53:07,530 - mmaction - INFO - Epoch [45][620/1253] lr: 4.000e-04, eta: 2:21:25, time: 0.691, data_time: 0.007, memory: 6189, top1_acc: 0.7544, top5_acc: 0.9112, loss_cls: 0.9686, loss: 0.9686, grad_norm: 3.5416 2020-08-10 09:53:21,646 - mmaction - INFO - Epoch [45][640/1253] lr: 4.000e-04, eta: 2:20:59, time: 0.705, data_time: 0.006, memory: 6189, top1_acc: 0.7458, top5_acc: 0.9062, loss_cls: 1.0079, loss: 1.0079, grad_norm: 3.7385 2020-08-10 09:53:35,543 - mmaction - INFO - Epoch [45][660/1253] lr: 4.000e-04, eta: 2:20:33, time: 0.695, data_time: 0.005, memory: 6189, top1_acc: 0.7388, top5_acc: 0.9034, loss_cls: 1.0143, loss: 1.0143, grad_norm: 3.5944 2020-08-10 09:53:49,024 - mmaction - INFO - Epoch [45][680/1253] lr: 4.000e-04, eta: 2:20:07, time: 0.671, data_time: 0.006, memory: 6189, top1_acc: 0.7458, top5_acc: 0.8977, loss_cls: 1.0181, loss: 1.0181, grad_norm: 3.6084 2020-08-10 09:54:01,767 - mmaction - INFO - Epoch [45][700/1253] lr: 4.000e-04, eta: 2:19:41, time: 0.640, data_time: 0.007, memory: 6189, top1_acc: 0.7456, top5_acc: 0.9089, loss_cls: 0.9823, loss: 0.9823, grad_norm: 3.5874 2020-08-10 09:54:14,429 - mmaction - INFO - Epoch [45][720/1253] lr: 4.000e-04, eta: 2:19:15, time: 0.632, data_time: 0.005, memory: 6189, top1_acc: 0.7451, top5_acc: 0.9073, loss_cls: 0.9796, loss: 0.9796, grad_norm: 3.5723 2020-08-10 09:54:27,269 - mmaction - INFO - Epoch [45][740/1253] lr: 4.000e-04, eta: 2:18:49, time: 0.642, data_time: 0.004, memory: 6189, top1_acc: 0.7497, top5_acc: 0.9102, loss_cls: 0.9919, loss: 0.9919, grad_norm: 3.5297 2020-08-10 09:54:40,613 - mmaction - INFO - Epoch [45][760/1253] lr: 4.000e-04, eta: 2:18:23, time: 0.665, data_time: 0.005, memory: 6189, top1_acc: 0.7510, top5_acc: 0.9107, loss_cls: 0.9631, loss: 0.9631, grad_norm: 3.5829 2020-08-10 09:54:53,945 - mmaction - INFO - Epoch [45][780/1253] lr: 4.000e-04, eta: 2:17:57, time: 0.669, data_time: 0.007, memory: 6189, top1_acc: 0.7362, top5_acc: 0.9042, loss_cls: 1.0163, loss: 1.0163, grad_norm: 3.6038 2020-08-10 09:55:07,151 - mmaction - INFO - Epoch [45][800/1253] lr: 4.000e-04, eta: 2:17:31, time: 0.659, data_time: 0.006, memory: 6189, top1_acc: 0.7466, top5_acc: 0.9081, loss_cls: 0.9829, loss: 0.9829, grad_norm: 3.6415 2020-08-10 09:55:19,973 - mmaction - INFO - Epoch [45][820/1253] lr: 4.000e-04, eta: 2:17:06, time: 0.643, data_time: 0.005, memory: 6189, top1_acc: 0.7521, top5_acc: 0.9089, loss_cls: 0.9856, loss: 0.9856, grad_norm: 3.5945 2020-08-10 09:55:32,889 - mmaction - INFO - Epoch [45][840/1253] lr: 4.000e-04, eta: 2:16:40, time: 0.642, data_time: 0.005, memory: 6189, top1_acc: 0.7471, top5_acc: 0.9125, loss_cls: 0.9796, loss: 0.9796, grad_norm: 3.6066 2020-08-10 09:55:46,326 - mmaction - INFO - Epoch [45][860/1253] lr: 4.000e-04, eta: 2:16:14, time: 0.675, data_time: 0.007, memory: 6189, top1_acc: 0.7474, top5_acc: 0.9125, loss_cls: 1.0065, loss: 1.0065, grad_norm: 3.6481 2020-08-10 09:56:00,088 - mmaction - INFO - Epoch [45][880/1253] lr: 4.000e-04, eta: 2:15:48, time: 0.686, data_time: 0.004, memory: 6189, top1_acc: 0.7570, top5_acc: 0.9076, loss_cls: 0.9609, loss: 0.9609, grad_norm: 3.5653 2020-08-10 09:56:13,758 - mmaction - INFO - Epoch [45][900/1253] lr: 4.000e-04, eta: 2:15:22, time: 0.685, data_time: 0.006, memory: 6189, top1_acc: 0.7516, top5_acc: 0.9026, loss_cls: 1.0105, loss: 1.0105, grad_norm: 3.5829 2020-08-10 09:56:27,201 - mmaction - INFO - Epoch [45][920/1253] lr: 4.000e-04, eta: 2:14:56, time: 0.672, data_time: 0.005, memory: 6189, top1_acc: 0.7523, top5_acc: 0.9122, loss_cls: 0.9919, loss: 0.9919, grad_norm: 3.6300 2020-08-10 09:56:39,818 - mmaction - INFO - Epoch [45][940/1253] lr: 4.000e-04, eta: 2:14:30, time: 0.631, data_time: 0.003, memory: 6189, top1_acc: 0.7469, top5_acc: 0.9135, loss_cls: 0.9691, loss: 0.9691, grad_norm: 3.6611 2020-08-10 09:56:54,253 - mmaction - INFO - Epoch [45][960/1253] lr: 4.000e-04, eta: 2:14:04, time: 0.719, data_time: 0.005, memory: 6189, top1_acc: 0.7438, top5_acc: 0.9003, loss_cls: 1.0220, loss: 1.0220, grad_norm: 3.6771 2020-08-10 09:57:07,365 - mmaction - INFO - Epoch [45][980/1253] lr: 4.000e-04, eta: 2:13:39, time: 0.659, data_time: 0.007, memory: 6189, top1_acc: 0.7339, top5_acc: 0.9034, loss_cls: 1.0300, loss: 1.0300, grad_norm: 3.6365 2020-08-10 09:57:20,968 - mmaction - INFO - Epoch [45][1000/1253] lr: 4.000e-04, eta: 2:13:13, time: 0.677, data_time: 0.005, memory: 6189, top1_acc: 0.7440, top5_acc: 0.9034, loss_cls: 1.0057, loss: 1.0057, grad_norm: 3.5833 2020-08-10 09:57:34,492 - mmaction - INFO - Epoch [45][1020/1253] lr: 4.000e-04, eta: 2:12:47, time: 0.679, data_time: 0.007, memory: 6189, top1_acc: 0.7484, top5_acc: 0.9078, loss_cls: 0.9853, loss: 0.9853, grad_norm: 3.5821 2020-08-10 09:57:47,354 - mmaction - INFO - Epoch [45][1040/1253] lr: 4.000e-04, eta: 2:12:21, time: 0.641, data_time: 0.006, memory: 6189, top1_acc: 0.7380, top5_acc: 0.8969, loss_cls: 1.0461, loss: 1.0461, grad_norm: 4.1984 2020-08-10 09:58:01,149 - mmaction - INFO - Epoch [45][1060/1253] lr: 4.000e-04, eta: 2:11:55, time: 0.693, data_time: 0.007, memory: 6189, top1_acc: 0.7443, top5_acc: 0.9130, loss_cls: 0.9735, loss: 0.9735, grad_norm: 3.5685 2020-08-10 09:58:14,111 - mmaction - INFO - Epoch [45][1080/1253] lr: 4.000e-04, eta: 2:11:30, time: 0.646, data_time: 0.006, memory: 6189, top1_acc: 0.7299, top5_acc: 0.9055, loss_cls: 1.0469, loss: 1.0469, grad_norm: 3.6538 2020-08-10 09:58:27,731 - mmaction - INFO - Epoch [45][1100/1253] lr: 4.000e-04, eta: 2:11:04, time: 0.683, data_time: 0.005, memory: 6189, top1_acc: 0.7508, top5_acc: 0.9102, loss_cls: 0.9724, loss: 0.9724, grad_norm: 3.5674 2020-08-10 09:58:40,617 - mmaction - INFO - Epoch [45][1120/1253] lr: 4.000e-04, eta: 2:10:38, time: 0.643, data_time: 0.006, memory: 6189, top1_acc: 0.7430, top5_acc: 0.9096, loss_cls: 1.0054, loss: 1.0054, grad_norm: 3.6266 2020-08-10 09:58:55,367 - mmaction - INFO - Epoch [45][1140/1253] lr: 4.000e-04, eta: 2:10:12, time: 0.738, data_time: 0.005, memory: 6189, top1_acc: 0.7453, top5_acc: 0.8997, loss_cls: 1.0225, loss: 1.0225, grad_norm: 3.5909 2020-08-10 09:59:09,328 - mmaction - INFO - Epoch [45][1160/1253] lr: 4.000e-04, eta: 2:09:47, time: 0.695, data_time: 0.006, memory: 6189, top1_acc: 0.7333, top5_acc: 0.9055, loss_cls: 1.0205, loss: 1.0205, grad_norm: 3.6896 2020-08-10 09:59:22,488 - mmaction - INFO - Epoch [45][1180/1253] lr: 4.000e-04, eta: 2:09:21, time: 0.662, data_time: 0.006, memory: 6189, top1_acc: 0.7393, top5_acc: 0.9044, loss_cls: 1.0070, loss: 1.0070, grad_norm: 3.5990 2020-08-10 09:59:35,453 - mmaction - INFO - Epoch [45][1200/1253] lr: 4.000e-04, eta: 2:08:55, time: 0.647, data_time: 0.005, memory: 6189, top1_acc: 0.7539, top5_acc: 0.9096, loss_cls: 0.9763, loss: 0.9763, grad_norm: 3.5597 2020-08-10 09:59:48,881 - mmaction - INFO - Epoch [45][1220/1253] lr: 4.000e-04, eta: 2:08:29, time: 0.672, data_time: 0.004, memory: 6189, top1_acc: 0.7464, top5_acc: 0.9109, loss_cls: 0.9918, loss: 0.9918, grad_norm: 3.6327 2020-08-10 10:00:01,849 - mmaction - INFO - Epoch [45][1240/1253] lr: 4.000e-04, eta: 2:08:04, time: 0.647, data_time: 0.005, memory: 6189, top1_acc: 0.7479, top5_acc: 0.9177, loss_cls: 0.9723, loss: 0.9723, grad_norm: 3.5905 2020-08-10 10:00:40,039 - mmaction - INFO - Saving checkpoint at 45 epochs 2020-08-10 10:06:59,792 - mmaction - INFO - Epoch [46][20/1253] lr: 4.000e-04, eta: 2:08:01, time: 18.890, data_time: 15.985, memory: 6189, top1_acc: 0.7612, top5_acc: 0.9125, loss_cls: 0.9363, loss: 0.9363, grad_norm: 3.5137 2020-08-10 10:07:12,484 - mmaction - INFO - Epoch [46][40/1253] lr: 4.000e-04, eta: 2:07:35, time: 0.643, data_time: 0.018, memory: 6189, top1_acc: 0.7490, top5_acc: 0.9070, loss_cls: 0.9974, loss: 0.9974, grad_norm: 3.5598 2020-08-10 10:07:24,979 - mmaction - INFO - Epoch [46][60/1253] lr: 4.000e-04, eta: 2:07:09, time: 0.628, data_time: 0.007, memory: 6189, top1_acc: 0.7510, top5_acc: 0.9133, loss_cls: 0.9769, loss: 0.9769, grad_norm: 3.5950 2020-08-10 10:07:37,573 - mmaction - INFO - Epoch [46][80/1253] lr: 4.000e-04, eta: 2:06:43, time: 0.629, data_time: 0.006, memory: 6189, top1_acc: 0.7417, top5_acc: 0.9062, loss_cls: 1.0059, loss: 1.0059, grad_norm: 3.6787 2020-08-10 10:07:50,193 - mmaction - INFO - Epoch [46][100/1253] lr: 4.000e-04, eta: 2:06:17, time: 0.633, data_time: 0.006, memory: 6189, top1_acc: 0.7458, top5_acc: 0.9052, loss_cls: 1.0045, loss: 1.0045, grad_norm: 3.5775 2020-08-10 10:08:02,860 - mmaction - INFO - Epoch [46][120/1253] lr: 4.000e-04, eta: 2:05:51, time: 0.633, data_time: 0.005, memory: 6189, top1_acc: 0.7529, top5_acc: 0.9089, loss_cls: 0.9895, loss: 0.9895, grad_norm: 3.5812 2020-08-10 10:08:15,478 - mmaction - INFO - Epoch [46][140/1253] lr: 4.000e-04, eta: 2:05:25, time: 0.632, data_time: 0.004, memory: 6189, top1_acc: 0.7427, top5_acc: 0.9091, loss_cls: 0.9912, loss: 0.9912, grad_norm: 3.6235 2020-08-10 10:08:28,170 - mmaction - INFO - Epoch [46][160/1253] lr: 4.000e-04, eta: 2:04:59, time: 0.632, data_time: 0.004, memory: 6189, top1_acc: 0.7430, top5_acc: 0.9049, loss_cls: 1.0088, loss: 1.0088, grad_norm: 3.6227 2020-08-10 10:08:40,728 - mmaction - INFO - Epoch [46][180/1253] lr: 4.000e-04, eta: 2:04:34, time: 0.630, data_time: 0.005, memory: 6189, top1_acc: 0.7370, top5_acc: 0.9042, loss_cls: 1.0227, loss: 1.0227, grad_norm: 3.6490 2020-08-10 10:08:53,523 - mmaction - INFO - Epoch [46][200/1253] lr: 4.000e-04, eta: 2:04:08, time: 0.636, data_time: 0.005, memory: 6189, top1_acc: 0.7458, top5_acc: 0.9010, loss_cls: 1.0193, loss: 1.0193, grad_norm: 3.7323 2020-08-10 10:09:06,187 - mmaction - INFO - Epoch [46][220/1253] lr: 4.000e-04, eta: 2:03:42, time: 0.637, data_time: 0.007, memory: 6189, top1_acc: 0.7576, top5_acc: 0.9099, loss_cls: 0.9568, loss: 0.9568, grad_norm: 3.6041 2020-08-10 10:09:18,830 - mmaction - INFO - Epoch [46][240/1253] lr: 4.000e-04, eta: 2:03:16, time: 0.629, data_time: 0.004, memory: 6189, top1_acc: 0.7456, top5_acc: 0.8997, loss_cls: 1.0251, loss: 1.0251, grad_norm: 3.6489 2020-08-10 10:09:31,795 - mmaction - INFO - Epoch [46][260/1253] lr: 4.000e-04, eta: 2:02:50, time: 0.651, data_time: 0.007, memory: 6189, top1_acc: 0.7482, top5_acc: 0.8979, loss_cls: 1.0099, loss: 1.0099, grad_norm: 3.6350 2020-08-10 10:09:44,464 - mmaction - INFO - Epoch [46][280/1253] lr: 4.000e-04, eta: 2:02:24, time: 0.632, data_time: 0.006, memory: 6189, top1_acc: 0.7396, top5_acc: 0.9096, loss_cls: 0.9941, loss: 0.9941, grad_norm: 3.6754 2020-08-10 10:09:57,195 - mmaction - INFO - Epoch [46][300/1253] lr: 4.000e-04, eta: 2:01:59, time: 0.638, data_time: 0.006, memory: 6189, top1_acc: 0.7500, top5_acc: 0.9089, loss_cls: 0.9973, loss: 0.9973, grad_norm: 3.5357 2020-08-10 10:10:11,538 - mmaction - INFO - Epoch [46][320/1253] lr: 4.000e-04, eta: 2:01:33, time: 0.717, data_time: 0.005, memory: 6189, top1_acc: 0.7555, top5_acc: 0.9057, loss_cls: 0.9968, loss: 0.9968, grad_norm: 3.5800 2020-08-10 10:10:24,357 - mmaction - INFO - Epoch [46][340/1253] lr: 4.000e-04, eta: 2:01:07, time: 0.641, data_time: 0.004, memory: 6189, top1_acc: 0.7464, top5_acc: 0.9055, loss_cls: 0.9984, loss: 0.9984, grad_norm: 3.6096 2020-08-10 10:10:37,628 - mmaction - INFO - Epoch [46][360/1253] lr: 4.000e-04, eta: 2:00:42, time: 0.663, data_time: 0.005, memory: 6189, top1_acc: 0.7456, top5_acc: 0.9109, loss_cls: 0.9862, loss: 0.9862, grad_norm: 3.6144 2020-08-10 10:10:50,561 - mmaction - INFO - Epoch [46][380/1253] lr: 4.000e-04, eta: 2:00:16, time: 0.647, data_time: 0.005, memory: 6189, top1_acc: 0.7443, top5_acc: 0.9039, loss_cls: 1.0046, loss: 1.0046, grad_norm: 3.6368 2020-08-10 10:11:03,492 - mmaction - INFO - Epoch [46][400/1253] lr: 4.000e-04, eta: 1:59:50, time: 0.644, data_time: 0.006, memory: 6189, top1_acc: 0.7401, top5_acc: 0.9086, loss_cls: 0.9834, loss: 0.9834, grad_norm: 3.6556 2020-08-10 10:11:16,743 - mmaction - INFO - Epoch [46][420/1253] lr: 4.000e-04, eta: 1:59:24, time: 0.664, data_time: 0.006, memory: 6189, top1_acc: 0.7331, top5_acc: 0.8964, loss_cls: 1.0395, loss: 1.0395, grad_norm: 3.6854 2020-08-10 10:11:29,498 - mmaction - INFO - Epoch [46][440/1253] lr: 4.000e-04, eta: 1:58:59, time: 0.637, data_time: 0.007, memory: 6189, top1_acc: 0.7484, top5_acc: 0.9125, loss_cls: 0.9868, loss: 0.9868, grad_norm: 3.6370 2020-08-10 10:11:43,075 - mmaction - INFO - Epoch [46][460/1253] lr: 4.000e-04, eta: 1:58:33, time: 0.681, data_time: 0.005, memory: 6189, top1_acc: 0.7536, top5_acc: 0.9089, loss_cls: 0.9850, loss: 0.9850, grad_norm: 3.5764 2020-08-10 10:11:55,814 - mmaction - INFO - Epoch [46][480/1253] lr: 4.000e-04, eta: 1:58:07, time: 0.636, data_time: 0.005, memory: 6189, top1_acc: 0.7388, top5_acc: 0.9094, loss_cls: 1.0003, loss: 1.0003, grad_norm: 3.6966 2020-08-10 10:12:09,170 - mmaction - INFO - Epoch [46][500/1253] lr: 4.000e-04, eta: 1:57:42, time: 0.668, data_time: 0.004, memory: 6189, top1_acc: 0.7432, top5_acc: 0.9055, loss_cls: 1.0027, loss: 1.0027, grad_norm: 3.6720 2020-08-10 10:12:22,790 - mmaction - INFO - Epoch [46][520/1253] lr: 4.000e-04, eta: 1:57:16, time: 0.680, data_time: 0.006, memory: 6189, top1_acc: 0.7448, top5_acc: 0.9070, loss_cls: 0.9932, loss: 0.9932, grad_norm: 3.6856 2020-08-10 10:12:36,035 - mmaction - INFO - Epoch [46][540/1253] lr: 4.000e-04, eta: 1:56:51, time: 0.664, data_time: 0.005, memory: 6189, top1_acc: 0.7526, top5_acc: 0.9086, loss_cls: 0.9923, loss: 0.9923, grad_norm: 3.5792 2020-08-10 10:12:49,696 - mmaction - INFO - Epoch [46][560/1253] lr: 4.000e-04, eta: 1:56:25, time: 0.680, data_time: 0.005, memory: 6189, top1_acc: 0.7555, top5_acc: 0.9211, loss_cls: 0.9266, loss: 0.9266, grad_norm: 3.5630 2020-08-10 10:13:02,748 - mmaction - INFO - Epoch [46][580/1253] lr: 4.000e-04, eta: 1:55:59, time: 0.656, data_time: 0.008, memory: 6189, top1_acc: 0.7539, top5_acc: 0.9055, loss_cls: 1.0163, loss: 1.0163, grad_norm: 3.6835 2020-08-10 10:13:16,517 - mmaction - INFO - Epoch [46][600/1253] lr: 4.000e-04, eta: 1:55:34, time: 0.688, data_time: 0.006, memory: 6189, top1_acc: 0.7451, top5_acc: 0.9120, loss_cls: 0.9973, loss: 0.9973, grad_norm: 3.6718 2020-08-10 10:13:29,843 - mmaction - INFO - Epoch [46][620/1253] lr: 4.000e-04, eta: 1:55:08, time: 0.666, data_time: 0.004, memory: 6189, top1_acc: 0.7490, top5_acc: 0.9042, loss_cls: 0.9998, loss: 0.9998, grad_norm: 3.6313 2020-08-10 10:13:43,856 - mmaction - INFO - Epoch [46][640/1253] lr: 4.000e-04, eta: 1:54:43, time: 0.698, data_time: 0.006, memory: 6189, top1_acc: 0.7518, top5_acc: 0.9102, loss_cls: 0.9942, loss: 0.9942, grad_norm: 3.7203 2020-08-10 10:13:56,807 - mmaction - INFO - Epoch [46][660/1253] lr: 4.000e-04, eta: 1:54:17, time: 0.651, data_time: 0.006, memory: 6189, top1_acc: 0.7484, top5_acc: 0.9070, loss_cls: 0.9761, loss: 0.9761, grad_norm: 3.6171 2020-08-10 10:14:09,934 - mmaction - INFO - Epoch [46][680/1253] lr: 4.000e-04, eta: 1:53:52, time: 0.654, data_time: 0.006, memory: 6189, top1_acc: 0.7479, top5_acc: 0.9047, loss_cls: 0.9827, loss: 0.9827, grad_norm: 3.6197 2020-08-10 10:14:22,735 - mmaction - INFO - Epoch [46][700/1253] lr: 4.000e-04, eta: 1:53:26, time: 0.643, data_time: 0.006, memory: 6189, top1_acc: 0.7495, top5_acc: 0.9109, loss_cls: 0.9928, loss: 0.9928, grad_norm: 3.6692 2020-08-10 10:14:36,340 - mmaction - INFO - Epoch [46][720/1253] lr: 4.000e-04, eta: 1:53:00, time: 0.679, data_time: 0.005, memory: 6189, top1_acc: 0.7448, top5_acc: 0.9117, loss_cls: 1.0071, loss: 1.0071, grad_norm: 3.6637 2020-08-10 10:14:50,636 - mmaction - INFO - Epoch [46][740/1253] lr: 4.000e-04, eta: 1:52:35, time: 0.716, data_time: 0.006, memory: 6189, top1_acc: 0.7419, top5_acc: 0.8995, loss_cls: 1.0350, loss: 1.0350, grad_norm: 3.6514 2020-08-10 10:15:04,524 - mmaction - INFO - Epoch [46][760/1253] lr: 4.000e-04, eta: 1:52:09, time: 0.694, data_time: 0.005, memory: 6189, top1_acc: 0.7440, top5_acc: 0.9057, loss_cls: 1.0035, loss: 1.0035, grad_norm: 3.6260 2020-08-10 10:15:18,734 - mmaction - INFO - Epoch [46][780/1253] lr: 4.000e-04, eta: 1:51:44, time: 0.711, data_time: 0.002, memory: 6189, top1_acc: 0.7284, top5_acc: 0.9039, loss_cls: 1.0295, loss: 1.0295, grad_norm: 3.7128 2020-08-10 10:15:33,442 - mmaction - INFO - Epoch [46][800/1253] lr: 4.000e-04, eta: 1:51:19, time: 0.735, data_time: 0.006, memory: 6189, top1_acc: 0.7427, top5_acc: 0.9083, loss_cls: 0.9943, loss: 0.9943, grad_norm: 3.5981 2020-08-10 10:15:46,557 - mmaction - INFO - Epoch [46][820/1253] lr: 4.000e-04, eta: 1:50:53, time: 0.657, data_time: 0.004, memory: 6189, top1_acc: 0.7383, top5_acc: 0.9060, loss_cls: 1.0178, loss: 1.0178, grad_norm: 3.7226 2020-08-10 10:15:59,482 - mmaction - INFO - Epoch [46][840/1253] lr: 4.000e-04, eta: 1:50:28, time: 0.644, data_time: 0.005, memory: 6189, top1_acc: 0.7482, top5_acc: 0.9125, loss_cls: 0.9544, loss: 0.9544, grad_norm: 3.5892 2020-08-10 10:16:12,288 - mmaction - INFO - Epoch [46][860/1253] lr: 4.000e-04, eta: 1:50:02, time: 0.642, data_time: 0.005, memory: 6189, top1_acc: 0.7419, top5_acc: 0.9047, loss_cls: 1.0328, loss: 1.0328, grad_norm: 3.6491 2020-08-10 10:18:52,101 - mmaction - INFO - Epoch [46][880/1253] lr: 4.000e-04, eta: 1:49:50, time: 7.986, data_time: 0.005, memory: 6189, top1_acc: 0.7440, top5_acc: 0.9052, loss_cls: 1.0123, loss: 1.0123, grad_norm: 3.7332 2020-08-10 10:19:04,713 - mmaction - INFO - Epoch [46][900/1253] lr: 4.000e-04, eta: 1:49:25, time: 0.635, data_time: 0.008, memory: 6189, top1_acc: 0.7474, top5_acc: 0.9102, loss_cls: 0.9885, loss: 0.9885, grad_norm: 3.6274 2020-08-10 10:19:17,307 - mmaction - INFO - Epoch [46][920/1253] lr: 4.000e-04, eta: 1:48:59, time: 0.629, data_time: 0.005, memory: 6189, top1_acc: 0.7354, top5_acc: 0.9034, loss_cls: 1.0110, loss: 1.0110, grad_norm: 3.6416 2020-08-10 10:19:29,824 - mmaction - INFO - Epoch [46][940/1253] lr: 4.000e-04, eta: 1:48:34, time: 0.626, data_time: 0.003, memory: 6189, top1_acc: 0.7570, top5_acc: 0.9083, loss_cls: 0.9618, loss: 0.9618, grad_norm: 3.5882 2020-08-10 10:21:34,336 - mmaction - INFO - Epoch [46][960/1253] lr: 4.000e-04, eta: 1:48:18, time: 6.226, data_time: 0.006, memory: 6189, top1_acc: 0.7466, top5_acc: 0.9021, loss_cls: 0.9942, loss: 0.9942, grad_norm: 3.6432 2020-08-10 10:21:47,001 - mmaction - INFO - Epoch [46][980/1253] lr: 4.000e-04, eta: 1:47:53, time: 0.632, data_time: 0.002, memory: 6189, top1_acc: 0.7344, top5_acc: 0.9021, loss_cls: 1.0371, loss: 1.0371, grad_norm: 3.6828 2020-08-10 10:21:59,628 - mmaction - INFO - Epoch [46][1000/1253] lr: 4.000e-04, eta: 1:47:27, time: 0.631, data_time: 0.002, memory: 6189, top1_acc: 0.7484, top5_acc: 0.9151, loss_cls: 0.9705, loss: 0.9705, grad_norm: 3.5898 2020-08-10 10:24:49,201 - mmaction - INFO - Epoch [46][1020/1253] lr: 4.000e-04, eta: 1:47:16, time: 8.479, data_time: 0.003, memory: 6189, top1_acc: 0.7531, top5_acc: 0.9047, loss_cls: 0.9768, loss: 0.9768, grad_norm: 3.5958 2020-08-10 10:25:01,671 - mmaction - INFO - Epoch [46][1040/1253] lr: 4.000e-04, eta: 1:46:50, time: 0.622, data_time: 0.002, memory: 6189, top1_acc: 0.7510, top5_acc: 0.9107, loss_cls: 0.9745, loss: 0.9745, grad_norm: 3.6271 2020-08-10 10:25:14,344 - mmaction - INFO - Epoch [46][1060/1253] lr: 4.000e-04, eta: 1:46:25, time: 0.635, data_time: 0.007, memory: 6189, top1_acc: 0.7557, top5_acc: 0.9128, loss_cls: 0.9501, loss: 0.9501, grad_norm: 3.5469 2020-08-10 10:25:27,195 - mmaction - INFO - Epoch [46][1080/1253] lr: 4.000e-04, eta: 1:45:59, time: 0.639, data_time: 0.005, memory: 6189, top1_acc: 0.7536, top5_acc: 0.9167, loss_cls: 0.9645, loss: 0.9645, grad_norm: 3.6405 2020-08-10 10:25:39,829 - mmaction - INFO - Epoch [46][1100/1253] lr: 4.000e-04, eta: 1:45:34, time: 0.636, data_time: 0.008, memory: 6189, top1_acc: 0.7294, top5_acc: 0.8935, loss_cls: 1.0542, loss: 1.0542, grad_norm: 3.7586 2020-08-10 10:25:52,470 - mmaction - INFO - Epoch [46][1120/1253] lr: 4.000e-04, eta: 1:45:08, time: 0.630, data_time: 0.005, memory: 6189, top1_acc: 0.7581, top5_acc: 0.9125, loss_cls: 0.9641, loss: 0.9641, grad_norm: 3.6141 2020-08-10 10:26:05,121 - mmaction - INFO - Epoch [46][1140/1253] lr: 4.000e-04, eta: 1:44:42, time: 0.634, data_time: 0.006, memory: 6189, top1_acc: 0.7445, top5_acc: 0.9055, loss_cls: 1.0135, loss: 1.0135, grad_norm: 3.6403 2020-08-10 10:26:18,742 - mmaction - INFO - Epoch [46][1160/1253] lr: 4.000e-04, eta: 1:44:17, time: 0.681, data_time: 0.005, memory: 6189, top1_acc: 0.7372, top5_acc: 0.9091, loss_cls: 1.0093, loss: 1.0093, grad_norm: 3.6902 2020-08-10 10:26:31,258 - mmaction - INFO - Epoch [46][1180/1253] lr: 4.000e-04, eta: 1:43:51, time: 0.626, data_time: 0.004, memory: 6189, top1_acc: 0.7466, top5_acc: 0.9063, loss_cls: 0.9894, loss: 0.9894, grad_norm: 3.6333 2020-08-10 10:26:44,421 - mmaction - INFO - Epoch [46][1200/1253] lr: 4.000e-04, eta: 1:43:26, time: 0.659, data_time: 0.006, memory: 6189, top1_acc: 0.7380, top5_acc: 0.9047, loss_cls: 1.0067, loss: 1.0067, grad_norm: 3.6328 2020-08-10 10:26:58,027 - mmaction - INFO - Epoch [46][1220/1253] lr: 4.000e-04, eta: 1:43:00, time: 0.680, data_time: 0.004, memory: 6189, top1_acc: 0.7378, top5_acc: 0.9049, loss_cls: 1.0128, loss: 1.0128, grad_norm: 3.6820 2020-08-10 10:27:11,804 - mmaction - INFO - Epoch [46][1240/1253] lr: 4.000e-04, eta: 1:42:35, time: 0.686, data_time: 0.005, memory: 6189, top1_acc: 0.7396, top5_acc: 0.8987, loss_cls: 1.0368, loss: 1.0368, grad_norm: 3.6915 2020-08-10 10:27:31,694 - mmaction - INFO - Saving checkpoint at 46 epochs 2020-08-10 10:33:04,286 - mmaction - INFO - Epoch [47][20/1253] lr: 4.000e-04, eta: 1:42:20, time: 16.598, data_time: 15.847, memory: 6189, top1_acc: 0.7451, top5_acc: 0.9172, loss_cls: 0.9874, loss: 0.9874, grad_norm: 3.6474 2020-08-10 10:33:16,967 - mmaction - INFO - Epoch [47][40/1253] lr: 4.000e-04, eta: 1:41:54, time: 0.636, data_time: 0.014, memory: 6189, top1_acc: 0.7310, top5_acc: 0.8997, loss_cls: 1.0361, loss: 1.0361, grad_norm: 3.6929 2020-08-10 10:33:29,457 - mmaction - INFO - Epoch [47][60/1253] lr: 4.000e-04, eta: 1:41:28, time: 0.628, data_time: 0.007, memory: 6189, top1_acc: 0.7562, top5_acc: 0.9081, loss_cls: 0.9753, loss: 0.9753, grad_norm: 3.5507 2020-08-10 10:33:42,069 - mmaction - INFO - Epoch [47][80/1253] lr: 4.000e-04, eta: 1:41:03, time: 0.628, data_time: 0.006, memory: 6189, top1_acc: 0.7466, top5_acc: 0.9148, loss_cls: 0.9734, loss: 0.9734, grad_norm: 3.6308 2020-08-10 10:33:54,597 - mmaction - INFO - Epoch [47][100/1253] lr: 4.000e-04, eta: 1:40:37, time: 0.629, data_time: 0.007, memory: 6189, top1_acc: 0.7385, top5_acc: 0.9005, loss_cls: 1.0295, loss: 1.0295, grad_norm: 3.7424 2020-08-10 10:34:07,223 - mmaction - INFO - Epoch [47][120/1253] lr: 4.000e-04, eta: 1:40:12, time: 0.632, data_time: 0.006, memory: 6189, top1_acc: 0.7583, top5_acc: 0.9070, loss_cls: 0.9665, loss: 0.9665, grad_norm: 3.5992 2020-08-10 10:34:19,788 - mmaction - INFO - Epoch [47][140/1253] lr: 4.000e-04, eta: 1:39:46, time: 0.628, data_time: 0.004, memory: 6189, top1_acc: 0.7445, top5_acc: 0.9099, loss_cls: 0.9982, loss: 0.9982, grad_norm: 3.5804 2020-08-10 10:34:32,358 - mmaction - INFO - Epoch [47][160/1253] lr: 4.000e-04, eta: 1:39:20, time: 0.629, data_time: 0.007, memory: 6189, top1_acc: 0.7411, top5_acc: 0.9057, loss_cls: 1.0101, loss: 1.0101, grad_norm: 3.6911 2020-08-10 10:34:44,989 - mmaction - INFO - Epoch [47][180/1253] lr: 4.000e-04, eta: 1:38:55, time: 0.632, data_time: 0.004, memory: 6189, top1_acc: 0.7458, top5_acc: 0.9036, loss_cls: 0.9999, loss: 0.9999, grad_norm: 3.6073 2020-08-10 10:34:57,592 - mmaction - INFO - Epoch [47][200/1253] lr: 4.000e-04, eta: 1:38:29, time: 0.627, data_time: 0.005, memory: 6189, top1_acc: 0.7591, top5_acc: 0.9112, loss_cls: 0.9787, loss: 0.9787, grad_norm: 3.6655 2020-08-10 10:35:10,586 - mmaction - INFO - Epoch [47][220/1253] lr: 4.000e-04, eta: 1:38:04, time: 0.652, data_time: 0.006, memory: 6189, top1_acc: 0.7503, top5_acc: 0.9102, loss_cls: 0.9659, loss: 0.9659, grad_norm: 3.6038 2020-08-10 10:35:23,840 - mmaction - INFO - Epoch [47][240/1253] lr: 4.000e-04, eta: 1:37:38, time: 0.661, data_time: 0.007, memory: 6189, top1_acc: 0.7474, top5_acc: 0.9055, loss_cls: 1.0004, loss: 1.0004, grad_norm: 3.6318 2020-08-10 10:35:36,484 - mmaction - INFO - Epoch [47][260/1253] lr: 4.000e-04, eta: 1:37:13, time: 0.635, data_time: 0.007, memory: 6189, top1_acc: 0.7461, top5_acc: 0.9099, loss_cls: 0.9854, loss: 0.9854, grad_norm: 3.6350 2020-08-10 10:35:49,767 - mmaction - INFO - Epoch [47][280/1253] lr: 4.000e-04, eta: 1:36:47, time: 0.663, data_time: 0.005, memory: 6189, top1_acc: 0.7380, top5_acc: 0.9065, loss_cls: 1.0127, loss: 1.0127, grad_norm: 3.7000 2020-08-10 10:36:03,352 - mmaction - INFO - Epoch [47][300/1253] lr: 4.000e-04, eta: 1:36:22, time: 0.681, data_time: 0.005, memory: 6189, top1_acc: 0.7313, top5_acc: 0.8932, loss_cls: 1.0647, loss: 1.0647, grad_norm: 3.7446 2020-08-10 10:36:16,780 - mmaction - INFO - Epoch [47][320/1253] lr: 4.000e-04, eta: 1:35:56, time: 0.668, data_time: 0.005, memory: 6189, top1_acc: 0.7591, top5_acc: 0.9133, loss_cls: 0.9475, loss: 0.9475, grad_norm: 3.5706 2020-08-10 10:36:30,529 - mmaction - INFO - Epoch [47][340/1253] lr: 4.000e-04, eta: 1:35:31, time: 0.690, data_time: 0.007, memory: 6189, top1_acc: 0.7430, top5_acc: 0.9102, loss_cls: 1.0069, loss: 1.0069, grad_norm: 3.7204 2020-08-10 10:36:43,486 - mmaction - INFO - Epoch [47][360/1253] lr: 4.000e-04, eta: 1:35:06, time: 0.645, data_time: 0.005, memory: 6189, top1_acc: 0.7396, top5_acc: 0.9036, loss_cls: 1.0455, loss: 1.0455, grad_norm: 3.7030 2020-08-10 10:36:56,512 - mmaction - INFO - Epoch [47][380/1253] lr: 4.000e-04, eta: 1:34:40, time: 0.654, data_time: 0.007, memory: 6189, top1_acc: 0.7495, top5_acc: 0.9091, loss_cls: 0.9933, loss: 0.9933, grad_norm: 3.6343 2020-08-10 10:37:11,148 - mmaction - INFO - Epoch [47][400/1253] lr: 4.000e-04, eta: 1:34:15, time: 0.729, data_time: 0.005, memory: 6189, top1_acc: 0.7586, top5_acc: 0.9193, loss_cls: 0.9388, loss: 0.9388, grad_norm: 3.6152 2020-08-10 10:37:24,286 - mmaction - INFO - Epoch [47][420/1253] lr: 4.000e-04, eta: 1:33:49, time: 0.660, data_time: 0.008, memory: 6189, top1_acc: 0.7565, top5_acc: 0.9107, loss_cls: 0.9551, loss: 0.9551, grad_norm: 3.5042 2020-08-10 10:37:37,916 - mmaction - INFO - Epoch [47][440/1253] lr: 4.000e-04, eta: 1:33:24, time: 0.681, data_time: 0.005, memory: 6189, top1_acc: 0.7529, top5_acc: 0.9099, loss_cls: 0.9568, loss: 0.9568, grad_norm: 3.5694 2020-08-10 10:37:52,165 - mmaction - INFO - Epoch [47][460/1253] lr: 4.000e-04, eta: 1:32:59, time: 0.713, data_time: 0.002, memory: 6189, top1_acc: 0.7656, top5_acc: 0.9089, loss_cls: 0.9540, loss: 0.9540, grad_norm: 3.5010 2020-08-10 10:38:06,031 - mmaction - INFO - Epoch [47][480/1253] lr: 4.000e-04, eta: 1:32:33, time: 0.691, data_time: 0.005, memory: 6189, top1_acc: 0.7443, top5_acc: 0.9042, loss_cls: 1.0217, loss: 1.0217, grad_norm: 3.6575 2020-08-10 10:38:19,537 - mmaction - INFO - Epoch [47][500/1253] lr: 4.000e-04, eta: 1:32:08, time: 0.678, data_time: 0.006, memory: 6189, top1_acc: 0.7409, top5_acc: 0.9109, loss_cls: 1.0135, loss: 1.0135, grad_norm: 3.7126 2020-08-10 10:38:32,937 - mmaction - INFO - Epoch [47][520/1253] lr: 4.000e-04, eta: 1:31:43, time: 0.666, data_time: 0.006, memory: 6189, top1_acc: 0.7370, top5_acc: 0.9112, loss_cls: 1.0099, loss: 1.0099, grad_norm: 3.6966 2020-08-10 10:38:47,139 - mmaction - INFO - Epoch [47][540/1253] lr: 4.000e-04, eta: 1:31:17, time: 0.713, data_time: 0.007, memory: 6189, top1_acc: 0.7518, top5_acc: 0.9083, loss_cls: 0.9782, loss: 0.9782, grad_norm: 3.6940 2020-08-10 10:39:00,702 - mmaction - INFO - Epoch [47][560/1253] lr: 4.000e-04, eta: 1:30:52, time: 0.678, data_time: 0.006, memory: 6189, top1_acc: 0.7451, top5_acc: 0.9049, loss_cls: 1.0217, loss: 1.0217, grad_norm: 3.6723 2020-08-10 10:39:14,231 - mmaction - INFO - Epoch [47][580/1253] lr: 4.000e-04, eta: 1:30:27, time: 0.678, data_time: 0.003, memory: 6189, top1_acc: 0.7487, top5_acc: 0.9083, loss_cls: 0.9995, loss: 0.9995, grad_norm: 3.6509 2020-08-10 10:39:27,645 - mmaction - INFO - Epoch [47][600/1253] lr: 4.000e-04, eta: 1:30:01, time: 0.668, data_time: 0.005, memory: 6189, top1_acc: 0.7529, top5_acc: 0.9146, loss_cls: 0.9723, loss: 0.9723, grad_norm: 3.6156 2020-08-10 10:39:41,576 - mmaction - INFO - Epoch [47][620/1253] lr: 4.000e-04, eta: 1:29:36, time: 0.698, data_time: 0.006, memory: 6189, top1_acc: 0.7518, top5_acc: 0.9107, loss_cls: 0.9815, loss: 0.9815, grad_norm: 3.6326 2020-08-10 10:39:55,668 - mmaction - INFO - Epoch [47][640/1253] lr: 4.000e-04, eta: 1:29:11, time: 0.702, data_time: 0.006, memory: 6189, top1_acc: 0.7510, top5_acc: 0.9086, loss_cls: 0.9852, loss: 0.9852, grad_norm: 3.6618 2020-08-10 10:40:08,839 - mmaction - INFO - Epoch [47][660/1253] lr: 4.000e-04, eta: 1:28:45, time: 0.662, data_time: 0.007, memory: 6189, top1_acc: 0.7438, top5_acc: 0.8984, loss_cls: 1.0354, loss: 1.0354, grad_norm: 3.6939 2020-08-10 10:40:23,103 - mmaction - INFO - Epoch [47][680/1253] lr: 4.000e-04, eta: 1:28:20, time: 0.711, data_time: 0.006, memory: 6189, top1_acc: 0.7341, top5_acc: 0.8974, loss_cls: 1.0474, loss: 1.0474, grad_norm: 3.7052 2020-08-10 10:40:36,792 - mmaction - INFO - Epoch [47][700/1253] lr: 4.000e-04, eta: 1:27:55, time: 0.686, data_time: 0.006, memory: 6189, top1_acc: 0.7469, top5_acc: 0.9039, loss_cls: 1.0193, loss: 1.0193, grad_norm: 3.7040 2020-08-10 10:40:51,150 - mmaction - INFO - Epoch [47][720/1253] lr: 4.000e-04, eta: 1:27:30, time: 0.718, data_time: 0.006, memory: 6189, top1_acc: 0.7656, top5_acc: 0.9203, loss_cls: 0.9306, loss: 0.9306, grad_norm: 3.5676 2020-08-10 10:41:04,088 - mmaction - INFO - Epoch [47][740/1253] lr: 4.000e-04, eta: 1:27:04, time: 0.647, data_time: 0.004, memory: 6189, top1_acc: 0.7417, top5_acc: 0.9039, loss_cls: 1.0058, loss: 1.0058, grad_norm: 3.6304 2020-08-10 10:41:18,290 - mmaction - INFO - Epoch [47][760/1253] lr: 4.000e-04, eta: 1:26:39, time: 0.709, data_time: 0.005, memory: 6189, top1_acc: 0.7375, top5_acc: 0.9086, loss_cls: 0.9937, loss: 0.9937, grad_norm: 3.6502 2020-08-10 10:41:31,675 - mmaction - INFO - Epoch [47][780/1253] lr: 4.000e-04, eta: 1:26:14, time: 0.670, data_time: 0.006, memory: 6189, top1_acc: 0.7406, top5_acc: 0.9018, loss_cls: 1.0281, loss: 1.0281, grad_norm: 3.6823 2020-08-10 10:41:46,543 - mmaction - INFO - Epoch [47][800/1253] lr: 4.000e-04, eta: 1:25:49, time: 0.741, data_time: 0.005, memory: 6189, top1_acc: 0.7456, top5_acc: 0.9083, loss_cls: 0.9976, loss: 0.9976, grad_norm: 3.6687 2020-08-10 10:41:59,943 - mmaction - INFO - Epoch [47][820/1253] lr: 4.000e-04, eta: 1:25:24, time: 0.672, data_time: 0.007, memory: 6189, top1_acc: 0.7404, top5_acc: 0.9034, loss_cls: 1.0206, loss: 1.0206, grad_norm: 3.7067 2020-08-10 10:42:13,475 - mmaction - INFO - Epoch [47][840/1253] lr: 4.000e-04, eta: 1:24:58, time: 0.674, data_time: 0.006, memory: 6189, top1_acc: 0.7651, top5_acc: 0.9125, loss_cls: 0.9547, loss: 0.9547, grad_norm: 3.6221 2020-08-10 10:42:27,620 - mmaction - INFO - Epoch [47][860/1253] lr: 4.000e-04, eta: 1:24:33, time: 0.711, data_time: 0.006, memory: 6189, top1_acc: 0.7357, top5_acc: 0.9081, loss_cls: 1.0310, loss: 1.0310, grad_norm: 3.7217 2020-08-10 10:42:41,452 - mmaction - INFO - Epoch [47][880/1253] lr: 4.000e-04, eta: 1:24:08, time: 0.690, data_time: 0.004, memory: 6189, top1_acc: 0.7453, top5_acc: 0.9138, loss_cls: 0.9844, loss: 0.9844, grad_norm: 3.6501 2020-08-10 10:42:55,014 - mmaction - INFO - Epoch [47][900/1253] lr: 4.000e-04, eta: 1:23:43, time: 0.679, data_time: 0.005, memory: 6189, top1_acc: 0.7490, top5_acc: 0.9060, loss_cls: 0.9869, loss: 0.9869, grad_norm: 3.6198 2020-08-10 10:45:58,007 - mmaction - INFO - Epoch [47][920/1253] lr: 4.000e-04, eta: 1:23:29, time: 9.150, data_time: 0.007, memory: 6189, top1_acc: 0.7391, top5_acc: 0.9005, loss_cls: 1.0252, loss: 1.0252, grad_norm: 3.6325 2020-08-10 10:46:10,564 - mmaction - INFO - Epoch [47][940/1253] lr: 4.000e-04, eta: 1:23:04, time: 0.628, data_time: 0.002, memory: 6189, top1_acc: 0.7440, top5_acc: 0.9068, loss_cls: 1.0103, loss: 1.0103, grad_norm: 3.6882 2020-08-10 10:46:23,178 - mmaction - INFO - Epoch [47][960/1253] lr: 4.000e-04, eta: 1:22:39, time: 0.628, data_time: 0.006, memory: 6189, top1_acc: 0.7557, top5_acc: 0.9148, loss_cls: 0.9722, loss: 0.9722, grad_norm: 3.6556 2020-08-10 10:46:35,697 - mmaction - INFO - Epoch [47][980/1253] lr: 4.000e-04, eta: 1:22:14, time: 0.629, data_time: 0.007, memory: 6189, top1_acc: 0.7445, top5_acc: 0.9065, loss_cls: 1.0160, loss: 1.0160, grad_norm: 3.6703 2020-08-10 10:46:48,301 - mmaction - INFO - Epoch [47][1000/1253] lr: 4.000e-04, eta: 1:21:48, time: 0.628, data_time: 0.005, memory: 6189, top1_acc: 0.7383, top5_acc: 0.9036, loss_cls: 1.0337, loss: 1.0337, grad_norm: 3.7562 2020-08-10 10:47:00,884 - mmaction - INFO - Epoch [47][1020/1253] lr: 4.000e-04, eta: 1:21:23, time: 0.632, data_time: 0.006, memory: 6189, top1_acc: 0.7568, top5_acc: 0.9109, loss_cls: 0.9613, loss: 0.9613, grad_norm: 3.5997 2020-08-10 10:47:14,238 - mmaction - INFO - Epoch [47][1040/1253] lr: 4.000e-04, eta: 1:20:58, time: 0.667, data_time: 0.006, memory: 6189, top1_acc: 0.7357, top5_acc: 0.9130, loss_cls: 1.0093, loss: 1.0093, grad_norm: 3.7643 2020-08-10 10:47:27,181 - mmaction - INFO - Epoch [47][1060/1253] lr: 4.000e-04, eta: 1:20:32, time: 0.648, data_time: 0.004, memory: 6189, top1_acc: 0.7568, top5_acc: 0.9055, loss_cls: 0.9836, loss: 0.9836, grad_norm: 3.6421 2020-08-10 10:47:40,322 - mmaction - INFO - Epoch [47][1080/1253] lr: 4.000e-04, eta: 1:20:07, time: 0.656, data_time: 0.006, memory: 6189, top1_acc: 0.7430, top5_acc: 0.8977, loss_cls: 1.0163, loss: 1.0163, grad_norm: 3.6619 2020-08-10 10:47:54,287 - mmaction - INFO - Epoch [47][1100/1253] lr: 4.000e-04, eta: 1:19:42, time: 0.698, data_time: 0.004, memory: 6189, top1_acc: 0.7456, top5_acc: 0.9026, loss_cls: 1.0283, loss: 1.0283, grad_norm: 3.7529 2020-08-10 10:48:07,960 - mmaction - INFO - Epoch [47][1120/1253] lr: 4.000e-04, eta: 1:19:17, time: 0.684, data_time: 0.007, memory: 6189, top1_acc: 0.7424, top5_acc: 0.9086, loss_cls: 0.9773, loss: 0.9773, grad_norm: 3.6461 2020-08-10 10:48:20,825 - mmaction - INFO - Epoch [47][1140/1253] lr: 4.000e-04, eta: 1:18:52, time: 0.644, data_time: 0.003, memory: 6189, top1_acc: 0.7513, top5_acc: 0.9109, loss_cls: 0.9664, loss: 0.9664, grad_norm: 3.6015 2020-08-10 10:48:34,005 - mmaction - INFO - Epoch [47][1160/1253] lr: 4.000e-04, eta: 1:18:27, time: 0.659, data_time: 0.007, memory: 6189, top1_acc: 0.7482, top5_acc: 0.9039, loss_cls: 1.0043, loss: 1.0043, grad_norm: 3.6836 2020-08-10 10:48:47,869 - mmaction - INFO - Epoch [47][1180/1253] lr: 4.000e-04, eta: 1:18:01, time: 0.693, data_time: 0.003, memory: 6189, top1_acc: 0.7466, top5_acc: 0.9052, loss_cls: 1.0116, loss: 1.0116, grad_norm: 3.6247 2020-08-10 10:49:01,371 - mmaction - INFO - Epoch [47][1200/1253] lr: 4.000e-04, eta: 1:17:36, time: 0.673, data_time: 0.007, memory: 6189, top1_acc: 0.7487, top5_acc: 0.9060, loss_cls: 0.9956, loss: 0.9956, grad_norm: 3.6137 2020-08-10 10:49:15,455 - mmaction - INFO - Epoch [47][1220/1253] lr: 4.000e-04, eta: 1:17:11, time: 0.706, data_time: 0.006, memory: 6189, top1_acc: 0.7607, top5_acc: 0.9190, loss_cls: 0.9166, loss: 0.9166, grad_norm: 3.5392 2020-08-10 10:49:28,697 - mmaction - INFO - Epoch [47][1240/1253] lr: 4.000e-04, eta: 1:16:46, time: 0.661, data_time: 0.007, memory: 6189, top1_acc: 0.7490, top5_acc: 0.9109, loss_cls: 0.9799, loss: 0.9799, grad_norm: 3.6635 2020-08-10 10:49:46,478 - mmaction - INFO - Saving checkpoint at 47 epochs 2020-08-10 10:55:14,154 - mmaction - INFO - Epoch [48][20/1253] lr: 4.000e-04, eta: 1:16:24, time: 16.350, data_time: 15.564, memory: 6189, top1_acc: 0.7497, top5_acc: 0.9167, loss_cls: 0.9547, loss: 0.9547, grad_norm: 3.6172 2020-08-10 10:55:26,776 - mmaction - INFO - Epoch [48][40/1253] lr: 4.000e-04, eta: 1:15:59, time: 0.633, data_time: 0.012, memory: 6189, top1_acc: 0.7458, top5_acc: 0.9091, loss_cls: 0.9898, loss: 0.9898, grad_norm: 3.6624 2020-08-10 10:55:39,286 - mmaction - INFO - Epoch [48][60/1253] lr: 4.000e-04, eta: 1:15:33, time: 0.628, data_time: 0.007, memory: 6189, top1_acc: 0.7474, top5_acc: 0.9047, loss_cls: 0.9967, loss: 0.9967, grad_norm: 3.6288 2020-08-10 10:55:51,967 - mmaction - INFO - Epoch [48][80/1253] lr: 4.000e-04, eta: 1:15:08, time: 0.631, data_time: 0.005, memory: 6189, top1_acc: 0.7497, top5_acc: 0.9109, loss_cls: 0.9845, loss: 0.9845, grad_norm: 3.6629 2020-08-10 10:56:04,545 - mmaction - INFO - Epoch [48][100/1253] lr: 4.000e-04, eta: 1:14:43, time: 0.631, data_time: 0.007, memory: 6189, top1_acc: 0.7505, top5_acc: 0.9089, loss_cls: 0.9815, loss: 0.9815, grad_norm: 3.6697 2020-08-10 10:56:17,146 - mmaction - INFO - Epoch [48][120/1253] lr: 4.000e-04, eta: 1:14:18, time: 0.627, data_time: 0.006, memory: 6189, top1_acc: 0.7378, top5_acc: 0.9063, loss_cls: 1.0153, loss: 1.0153, grad_norm: 3.7242 2020-08-10 10:56:29,937 - mmaction - INFO - Epoch [48][140/1253] lr: 4.000e-04, eta: 1:13:52, time: 0.644, data_time: 0.007, memory: 6189, top1_acc: 0.7474, top5_acc: 0.9083, loss_cls: 0.9832, loss: 0.9832, grad_norm: 3.6781 2020-08-10 10:56:42,603 - mmaction - INFO - Epoch [48][160/1253] lr: 4.000e-04, eta: 1:13:27, time: 0.630, data_time: 0.004, memory: 6189, top1_acc: 0.7440, top5_acc: 0.9091, loss_cls: 1.0072, loss: 1.0072, grad_norm: 3.7429 2020-08-10 10:56:55,186 - mmaction - INFO - Epoch [48][180/1253] lr: 4.000e-04, eta: 1:13:02, time: 0.632, data_time: 0.007, memory: 6189, top1_acc: 0.7544, top5_acc: 0.9089, loss_cls: 0.9793, loss: 0.9793, grad_norm: 3.6338 2020-08-10 10:57:07,818 - mmaction - INFO - Epoch [48][200/1253] lr: 4.000e-04, eta: 1:12:37, time: 0.629, data_time: 0.005, memory: 6189, top1_acc: 0.7544, top5_acc: 0.9096, loss_cls: 0.9799, loss: 0.9799, grad_norm: 3.6333 2020-08-10 10:57:20,438 - mmaction - INFO - Epoch [48][220/1253] lr: 4.000e-04, eta: 1:12:12, time: 0.633, data_time: 0.006, memory: 6189, top1_acc: 0.7544, top5_acc: 0.9141, loss_cls: 0.9628, loss: 0.9628, grad_norm: 3.5936 2020-08-10 10:57:33,665 - mmaction - INFO - Epoch [48][240/1253] lr: 4.000e-04, eta: 1:11:46, time: 0.660, data_time: 0.005, memory: 6189, top1_acc: 0.7508, top5_acc: 0.9159, loss_cls: 0.9537, loss: 0.9537, grad_norm: 3.6535 2020-08-10 10:57:46,830 - mmaction - INFO - Epoch [48][260/1253] lr: 4.000e-04, eta: 1:11:21, time: 0.657, data_time: 0.005, memory: 6189, top1_acc: 0.7560, top5_acc: 0.9031, loss_cls: 0.9890, loss: 0.9890, grad_norm: 3.6035 2020-08-10 10:58:00,645 - mmaction - INFO - Epoch [48][280/1253] lr: 4.000e-04, eta: 1:10:56, time: 0.692, data_time: 0.008, memory: 6189, top1_acc: 0.7424, top5_acc: 0.9034, loss_cls: 1.0144, loss: 1.0144, grad_norm: 3.6140 2020-08-10 10:58:13,719 - mmaction - INFO - Epoch [48][300/1253] lr: 4.000e-04, eta: 1:10:31, time: 0.656, data_time: 0.006, memory: 6189, top1_acc: 0.7458, top5_acc: 0.8992, loss_cls: 1.0082, loss: 1.0082, grad_norm: 3.7091 2020-08-10 10:58:26,724 - mmaction - INFO - Epoch [48][320/1253] lr: 4.000e-04, eta: 1:10:06, time: 0.650, data_time: 0.005, memory: 6189, top1_acc: 0.7552, top5_acc: 0.9117, loss_cls: 0.9785, loss: 0.9785, grad_norm: 3.6469 2020-08-10 10:58:40,905 - mmaction - INFO - Epoch [48][340/1253] lr: 4.000e-04, eta: 1:09:41, time: 0.709, data_time: 0.003, memory: 6189, top1_acc: 0.7398, top5_acc: 0.9023, loss_cls: 1.0364, loss: 1.0364, grad_norm: 3.7264 2020-08-10 10:58:54,881 - mmaction - INFO - Epoch [48][360/1253] lr: 4.000e-04, eta: 1:09:16, time: 0.696, data_time: 0.005, memory: 6189, top1_acc: 0.7419, top5_acc: 0.9034, loss_cls: 1.0235, loss: 1.0235, grad_norm: 3.6729 2020-08-10 10:59:07,733 - mmaction - INFO - Epoch [48][380/1253] lr: 4.000e-04, eta: 1:08:51, time: 0.646, data_time: 0.007, memory: 6189, top1_acc: 0.7552, top5_acc: 0.9125, loss_cls: 0.9784, loss: 0.9784, grad_norm: 3.5992 2020-08-10 10:59:22,118 - mmaction - INFO - Epoch [48][400/1253] lr: 4.000e-04, eta: 1:08:26, time: 0.720, data_time: 0.006, memory: 6189, top1_acc: 0.7547, top5_acc: 0.9146, loss_cls: 0.9521, loss: 0.9521, grad_norm: 3.7062 2020-08-10 10:59:35,832 - mmaction - INFO - Epoch [48][420/1253] lr: 4.000e-04, eta: 1:08:01, time: 0.685, data_time: 0.001, memory: 6189, top1_acc: 0.7589, top5_acc: 0.9107, loss_cls: 0.9626, loss: 0.9626, grad_norm: 3.5837 2020-08-10 10:59:49,225 - mmaction - INFO - Epoch [48][440/1253] lr: 4.000e-04, eta: 1:07:36, time: 0.668, data_time: 0.006, memory: 6189, top1_acc: 0.7458, top5_acc: 0.9125, loss_cls: 0.9926, loss: 0.9926, grad_norm: 3.6521 2020-08-10 11:00:14,263 - mmaction - INFO - Epoch [48][460/1253] lr: 4.000e-04, eta: 1:07:11, time: 1.245, data_time: 0.006, memory: 6189, top1_acc: 0.7453, top5_acc: 0.9065, loss_cls: 1.0042, loss: 1.0042, grad_norm: 3.6893 2020-08-10 11:00:27,720 - mmaction - INFO - Epoch [48][480/1253] lr: 4.000e-04, eta: 1:06:46, time: 0.682, data_time: 0.023, memory: 6189, top1_acc: 0.7385, top5_acc: 0.9083, loss_cls: 1.0123, loss: 1.0123, grad_norm: 3.6289 2020-08-10 11:00:40,504 - mmaction - INFO - Epoch [48][500/1253] lr: 4.000e-04, eta: 1:06:21, time: 0.638, data_time: 0.005, memory: 6189, top1_acc: 0.7461, top5_acc: 0.9042, loss_cls: 0.9998, loss: 0.9998, grad_norm: 3.6103 2020-08-10 11:00:54,112 - mmaction - INFO - Epoch [48][520/1253] lr: 4.000e-04, eta: 1:05:56, time: 0.681, data_time: 0.005, memory: 6189, top1_acc: 0.7398, top5_acc: 0.9062, loss_cls: 1.0133, loss: 1.0133, grad_norm: 3.7227 2020-08-10 11:01:08,169 - mmaction - INFO - Epoch [48][540/1253] lr: 4.000e-04, eta: 1:05:31, time: 0.700, data_time: 0.007, memory: 6189, top1_acc: 0.7586, top5_acc: 0.9091, loss_cls: 0.9635, loss: 0.9635, grad_norm: 3.5973 2020-08-10 11:01:21,746 - mmaction - INFO - Epoch [48][560/1253] lr: 4.000e-04, eta: 1:05:06, time: 0.682, data_time: 0.007, memory: 6189, top1_acc: 0.7464, top5_acc: 0.9078, loss_cls: 1.0084, loss: 1.0084, grad_norm: 3.6642 2020-08-10 11:01:35,482 - mmaction - INFO - Epoch [48][580/1253] lr: 4.000e-04, eta: 1:04:41, time: 0.684, data_time: 0.006, memory: 6189, top1_acc: 0.7518, top5_acc: 0.9091, loss_cls: 0.9898, loss: 0.9898, grad_norm: 3.5996 2020-08-10 11:01:49,177 - mmaction - INFO - Epoch [48][600/1253] lr: 4.000e-04, eta: 1:04:16, time: 0.687, data_time: 0.006, memory: 6189, top1_acc: 0.7471, top5_acc: 0.9151, loss_cls: 0.9788, loss: 0.9788, grad_norm: 3.6425 2020-08-10 11:02:03,724 - mmaction - INFO - Epoch [48][620/1253] lr: 4.000e-04, eta: 1:03:51, time: 0.727, data_time: 0.008, memory: 6189, top1_acc: 0.7500, top5_acc: 0.9135, loss_cls: 0.9813, loss: 0.9813, grad_norm: 3.6823 2020-08-10 11:02:16,730 - mmaction - INFO - Epoch [48][640/1253] lr: 4.000e-04, eta: 1:03:26, time: 0.652, data_time: 0.006, memory: 6189, top1_acc: 0.7326, top5_acc: 0.9010, loss_cls: 1.0461, loss: 1.0461, grad_norm: 3.7342 2020-08-10 11:02:30,151 - mmaction - INFO - Epoch [48][660/1253] lr: 4.000e-04, eta: 1:03:01, time: 0.668, data_time: 0.006, memory: 6189, top1_acc: 0.7331, top5_acc: 0.9052, loss_cls: 1.0223, loss: 1.0223, grad_norm: 3.6883 2020-08-10 11:02:43,924 - mmaction - INFO - Epoch [48][680/1253] lr: 4.000e-04, eta: 1:02:36, time: 0.691, data_time: 0.007, memory: 6189, top1_acc: 0.7451, top5_acc: 0.9083, loss_cls: 0.9900, loss: 0.9900, grad_norm: 3.6407 2020-08-10 11:02:58,049 - mmaction - INFO - Epoch [48][700/1253] lr: 4.000e-04, eta: 1:02:11, time: 0.706, data_time: 0.006, memory: 6189, top1_acc: 0.7430, top5_acc: 0.9065, loss_cls: 1.0099, loss: 1.0099, grad_norm: 3.6385 2020-08-10 11:03:11,543 - mmaction - INFO - Epoch [48][720/1253] lr: 4.000e-04, eta: 1:01:46, time: 0.676, data_time: 0.004, memory: 6189, top1_acc: 0.7513, top5_acc: 0.9083, loss_cls: 0.9974, loss: 0.9974, grad_norm: 3.6118 2020-08-10 11:03:25,586 - mmaction - INFO - Epoch [48][740/1253] lr: 4.000e-04, eta: 1:01:21, time: 0.698, data_time: 0.005, memory: 6189, top1_acc: 0.7344, top5_acc: 0.9034, loss_cls: 1.0442, loss: 1.0442, grad_norm: 3.6903 2020-08-10 11:03:39,532 - mmaction - INFO - Epoch [48][760/1253] lr: 4.000e-04, eta: 1:00:56, time: 0.701, data_time: 0.007, memory: 6189, top1_acc: 0.7365, top5_acc: 0.9016, loss_cls: 1.0392, loss: 1.0392, grad_norm: 3.7518 2020-08-10 11:03:54,151 - mmaction - INFO - Epoch [48][780/1253] lr: 4.000e-04, eta: 1:00:32, time: 0.728, data_time: 0.005, memory: 6189, top1_acc: 0.7419, top5_acc: 0.9073, loss_cls: 1.0215, loss: 1.0215, grad_norm: 3.7174 2020-08-10 11:04:07,809 - mmaction - INFO - Epoch [48][800/1253] lr: 4.000e-04, eta: 1:00:07, time: 0.686, data_time: 0.007, memory: 6189, top1_acc: 0.7448, top5_acc: 0.9094, loss_cls: 0.9813, loss: 0.9813, grad_norm: 3.6130 2020-08-10 11:04:22,290 - mmaction - INFO - Epoch [48][820/1253] lr: 4.000e-04, eta: 0:59:42, time: 0.724, data_time: 0.007, memory: 6189, top1_acc: 0.7492, top5_acc: 0.9083, loss_cls: 0.9790, loss: 0.9790, grad_norm: 3.6042 2020-08-10 11:04:35,126 - mmaction - INFO - Epoch [48][840/1253] lr: 4.000e-04, eta: 0:59:17, time: 0.643, data_time: 0.005, memory: 6189, top1_acc: 0.7453, top5_acc: 0.9115, loss_cls: 0.9912, loss: 0.9912, grad_norm: 3.6510 2020-08-10 11:04:49,286 - mmaction - INFO - Epoch [48][860/1253] lr: 4.000e-04, eta: 0:58:52, time: 0.704, data_time: 0.005, memory: 6189, top1_acc: 0.7508, top5_acc: 0.9115, loss_cls: 0.9814, loss: 0.9814, grad_norm: 3.7388 2020-08-10 11:05:02,300 - mmaction - INFO - Epoch [48][880/1253] lr: 4.000e-04, eta: 0:58:27, time: 0.654, data_time: 0.007, memory: 6189, top1_acc: 0.7487, top5_acc: 0.9117, loss_cls: 0.9990, loss: 0.9990, grad_norm: 3.6325 2020-08-10 11:05:15,347 - mmaction - INFO - Epoch [48][900/1253] lr: 4.000e-04, eta: 0:58:02, time: 0.653, data_time: 0.003, memory: 6189, top1_acc: 0.7539, top5_acc: 0.9115, loss_cls: 0.9625, loss: 0.9625, grad_norm: 3.6075 2020-08-10 11:05:29,050 - mmaction - INFO - Epoch [48][920/1253] lr: 4.000e-04, eta: 0:57:37, time: 0.683, data_time: 0.005, memory: 6189, top1_acc: 0.7448, top5_acc: 0.9078, loss_cls: 0.9931, loss: 0.9931, grad_norm: 3.6609 2020-08-10 11:05:42,573 - mmaction - INFO - Epoch [48][940/1253] lr: 4.000e-04, eta: 0:57:12, time: 0.678, data_time: 0.006, memory: 6189, top1_acc: 0.7357, top5_acc: 0.9039, loss_cls: 1.0170, loss: 1.0170, grad_norm: 3.6546 2020-08-10 11:05:56,039 - mmaction - INFO - Epoch [48][960/1253] lr: 4.000e-04, eta: 0:56:48, time: 0.671, data_time: 0.005, memory: 6189, top1_acc: 0.7422, top5_acc: 0.9034, loss_cls: 1.0348, loss: 1.0348, grad_norm: 3.7503 2020-08-10 11:06:09,974 - mmaction - INFO - Epoch [48][980/1253] lr: 4.000e-04, eta: 0:56:23, time: 0.699, data_time: 0.007, memory: 6189, top1_acc: 0.7448, top5_acc: 0.9070, loss_cls: 0.9850, loss: 0.9850, grad_norm: 3.6293 2020-08-10 11:06:23,841 - mmaction - INFO - Epoch [48][1000/1253] lr: 4.000e-04, eta: 0:55:58, time: 0.691, data_time: 0.006, memory: 6189, top1_acc: 0.7448, top5_acc: 0.9018, loss_cls: 1.0087, loss: 1.0087, grad_norm: 3.6431 2020-08-10 11:06:37,750 - mmaction - INFO - Epoch [48][1020/1253] lr: 4.000e-04, eta: 0:55:33, time: 0.699, data_time: 0.007, memory: 6189, top1_acc: 0.7500, top5_acc: 0.9107, loss_cls: 0.9944, loss: 0.9944, grad_norm: 3.6333 2020-08-10 11:06:51,335 - mmaction - INFO - Epoch [48][1040/1253] lr: 4.000e-04, eta: 0:55:08, time: 0.678, data_time: 0.005, memory: 6189, top1_acc: 0.7534, top5_acc: 0.9120, loss_cls: 0.9711, loss: 0.9711, grad_norm: 3.6275 2020-08-10 11:07:05,952 - mmaction - INFO - Epoch [48][1060/1253] lr: 4.000e-04, eta: 0:54:43, time: 0.732, data_time: 0.006, memory: 6189, top1_acc: 0.7490, top5_acc: 0.9076, loss_cls: 0.9978, loss: 0.9978, grad_norm: 3.6568 2020-08-10 11:07:19,864 - mmaction - INFO - Epoch [48][1080/1253] lr: 4.000e-04, eta: 0:54:19, time: 0.694, data_time: 0.005, memory: 6189, top1_acc: 0.7482, top5_acc: 0.9049, loss_cls: 0.9914, loss: 0.9914, grad_norm: 3.6546 2020-08-10 11:07:42,020 - mmaction - INFO - Epoch [48][1100/1253] lr: 4.000e-04, eta: 0:53:54, time: 1.110, data_time: 0.005, memory: 6189, top1_acc: 0.7430, top5_acc: 0.9076, loss_cls: 1.0069, loss: 1.0069, grad_norm: 3.7213 2020-08-10 11:07:54,940 - mmaction - INFO - Epoch [48][1120/1253] lr: 4.000e-04, eta: 0:53:29, time: 0.642, data_time: 0.005, memory: 6189, top1_acc: 0.7448, top5_acc: 0.9099, loss_cls: 0.9771, loss: 0.9771, grad_norm: 3.6296 2020-08-10 11:08:09,034 - mmaction - INFO - Epoch [48][1140/1253] lr: 4.000e-04, eta: 0:53:05, time: 0.708, data_time: 0.007, memory: 6189, top1_acc: 0.7453, top5_acc: 0.9078, loss_cls: 0.9871, loss: 0.9871, grad_norm: 3.6663 2020-08-10 11:08:22,917 - mmaction - INFO - Epoch [48][1160/1253] lr: 4.000e-04, eta: 0:52:40, time: 0.694, data_time: 0.005, memory: 6189, top1_acc: 0.7581, top5_acc: 0.9156, loss_cls: 0.9517, loss: 0.9517, grad_norm: 3.5690 2020-08-10 11:08:36,104 - mmaction - INFO - Epoch [48][1180/1253] lr: 4.000e-04, eta: 0:52:15, time: 0.660, data_time: 0.003, memory: 6189, top1_acc: 0.7495, top5_acc: 0.9021, loss_cls: 1.0023, loss: 1.0023, grad_norm: 3.6395 2020-08-10 11:08:50,364 - mmaction - INFO - Epoch [48][1200/1253] lr: 4.000e-04, eta: 0:51:50, time: 0.712, data_time: 0.005, memory: 6189, top1_acc: 0.7477, top5_acc: 0.9076, loss_cls: 0.9831, loss: 0.9831, grad_norm: 3.6632 2020-08-10 11:09:03,831 - mmaction - INFO - Epoch [48][1220/1253] lr: 4.000e-04, eta: 0:51:26, time: 0.673, data_time: 0.004, memory: 6189, top1_acc: 0.7549, top5_acc: 0.9076, loss_cls: 0.9859, loss: 0.9859, grad_norm: 3.6078 2020-08-10 11:09:17,078 - mmaction - INFO - Epoch [48][1240/1253] lr: 4.000e-04, eta: 0:51:01, time: 0.661, data_time: 0.006, memory: 6189, top1_acc: 0.7516, top5_acc: 0.9081, loss_cls: 0.9740, loss: 0.9740, grad_norm: 3.5788 2020-08-10 11:09:37,552 - mmaction - INFO - Saving checkpoint at 48 epochs 2020-08-10 11:15:08,846 - mmaction - INFO - Epoch [49][20/1253] lr: 4.000e-04, eta: 0:50:33, time: 16.443, data_time: 15.647, memory: 6189, top1_acc: 0.7471, top5_acc: 0.9078, loss_cls: 0.9981, loss: 0.9981, grad_norm: 3.6186 2020-08-10 11:15:21,382 - mmaction - INFO - Epoch [49][40/1253] lr: 4.000e-04, eta: 0:50:08, time: 0.637, data_time: 0.016, memory: 6189, top1_acc: 0.7549, top5_acc: 0.9034, loss_cls: 1.0151, loss: 1.0151, grad_norm: 3.5967 2020-08-10 11:15:34,020 - mmaction - INFO - Epoch [49][60/1253] lr: 4.000e-04, eta: 0:49:43, time: 0.629, data_time: 0.006, memory: 6189, top1_acc: 0.7471, top5_acc: 0.9034, loss_cls: 0.9923, loss: 0.9923, grad_norm: 3.6600 2020-08-10 11:15:46,572 - mmaction - INFO - Epoch [49][80/1253] lr: 4.000e-04, eta: 0:49:18, time: 0.630, data_time: 0.007, memory: 6189, top1_acc: 0.7544, top5_acc: 0.9102, loss_cls: 0.9614, loss: 0.9614, grad_norm: 3.6140 2020-08-10 11:15:59,117 - mmaction - INFO - Epoch [49][100/1253] lr: 4.000e-04, eta: 0:48:53, time: 0.625, data_time: 0.005, memory: 6189, top1_acc: 0.7484, top5_acc: 0.9161, loss_cls: 0.9566, loss: 0.9566, grad_norm: 3.6023 2020-08-10 11:16:11,681 - mmaction - INFO - Epoch [49][120/1253] lr: 4.000e-04, eta: 0:48:28, time: 0.631, data_time: 0.007, memory: 6189, top1_acc: 0.7440, top5_acc: 0.9034, loss_cls: 1.0097, loss: 1.0097, grad_norm: 3.6437 2020-08-10 11:16:24,373 - mmaction - INFO - Epoch [49][140/1253] lr: 4.000e-04, eta: 0:48:03, time: 0.631, data_time: 0.005, memory: 6189, top1_acc: 0.7437, top5_acc: 0.9078, loss_cls: 1.0047, loss: 1.0047, grad_norm: 3.6633 2020-08-10 11:16:36,936 - mmaction - INFO - Epoch [49][160/1253] lr: 4.000e-04, eta: 0:47:39, time: 0.631, data_time: 0.007, memory: 6189, top1_acc: 0.7323, top5_acc: 0.9000, loss_cls: 1.0533, loss: 1.0533, grad_norm: 3.8055 2020-08-10 11:16:49,627 - mmaction - INFO - Epoch [49][180/1253] lr: 4.000e-04, eta: 0:47:14, time: 0.631, data_time: 0.006, memory: 6189, top1_acc: 0.7336, top5_acc: 0.9031, loss_cls: 1.0315, loss: 1.0315, grad_norm: 3.6924 2020-08-10 11:17:02,220 - mmaction - INFO - Epoch [49][200/1253] lr: 4.000e-04, eta: 0:46:49, time: 0.633, data_time: 0.007, memory: 6189, top1_acc: 0.7568, top5_acc: 0.9180, loss_cls: 0.9354, loss: 0.9354, grad_norm: 3.5828 2020-08-10 11:17:14,915 - mmaction - INFO - Epoch [49][220/1253] lr: 4.000e-04, eta: 0:46:24, time: 0.632, data_time: 0.006, memory: 6189, top1_acc: 0.7503, top5_acc: 0.9086, loss_cls: 1.0069, loss: 1.0069, grad_norm: 3.6415 2020-08-10 11:17:27,608 - mmaction - INFO - Epoch [49][240/1253] lr: 4.000e-04, eta: 0:45:59, time: 0.638, data_time: 0.007, memory: 6189, top1_acc: 0.7461, top5_acc: 0.9089, loss_cls: 0.9881, loss: 0.9881, grad_norm: 3.5895 2020-08-10 11:17:40,599 - mmaction - INFO - Epoch [49][260/1253] lr: 4.000e-04, eta: 0:45:35, time: 0.648, data_time: 0.005, memory: 6189, top1_acc: 0.7495, top5_acc: 0.9109, loss_cls: 0.9871, loss: 0.9871, grad_norm: 3.6244 2020-08-10 11:17:54,111 - mmaction - INFO - Epoch [49][280/1253] lr: 4.000e-04, eta: 0:45:10, time: 0.677, data_time: 0.006, memory: 6189, top1_acc: 0.7312, top5_acc: 0.9122, loss_cls: 1.0144, loss: 1.0144, grad_norm: 3.7135 2020-08-10 11:18:07,373 - mmaction - INFO - Epoch [49][300/1253] lr: 4.000e-04, eta: 0:44:45, time: 0.663, data_time: 0.005, memory: 6189, top1_acc: 0.7385, top5_acc: 0.9031, loss_cls: 1.0224, loss: 1.0224, grad_norm: 3.7492 2020-08-10 11:18:20,017 - mmaction - INFO - Epoch [49][320/1253] lr: 4.000e-04, eta: 0:44:20, time: 0.633, data_time: 0.004, memory: 6189, top1_acc: 0.7562, top5_acc: 0.9120, loss_cls: 0.9684, loss: 0.9684, grad_norm: 3.6353 2020-08-10 11:18:33,695 - mmaction - INFO - Epoch [49][340/1253] lr: 4.000e-04, eta: 0:43:56, time: 0.681, data_time: 0.004, memory: 6189, top1_acc: 0.7474, top5_acc: 0.9081, loss_cls: 0.9905, loss: 0.9905, grad_norm: 3.6553 2020-08-10 11:18:47,161 - mmaction - INFO - Epoch [49][360/1253] lr: 4.000e-04, eta: 0:43:31, time: 0.676, data_time: 0.006, memory: 6189, top1_acc: 0.7508, top5_acc: 0.9089, loss_cls: 0.9759, loss: 0.9759, grad_norm: 3.6043 2020-08-10 11:19:00,449 - mmaction - INFO - Epoch [49][380/1253] lr: 4.000e-04, eta: 0:43:06, time: 0.662, data_time: 0.005, memory: 6189, top1_acc: 0.7406, top5_acc: 0.9057, loss_cls: 1.0020, loss: 1.0020, grad_norm: 3.6737 2020-08-10 11:19:13,913 - mmaction - INFO - Epoch [49][400/1253] lr: 4.000e-04, eta: 0:42:41, time: 0.675, data_time: 0.005, memory: 6189, top1_acc: 0.7458, top5_acc: 0.9052, loss_cls: 1.0140, loss: 1.0140, grad_norm: 3.6600 2020-08-10 11:19:27,883 - mmaction - INFO - Epoch [49][420/1253] lr: 4.000e-04, eta: 0:42:17, time: 0.695, data_time: 0.005, memory: 6189, top1_acc: 0.7479, top5_acc: 0.9104, loss_cls: 0.9916, loss: 0.9916, grad_norm: 3.6284 2020-08-10 11:19:41,591 - mmaction - INFO - Epoch [49][440/1253] lr: 4.000e-04, eta: 0:41:52, time: 0.688, data_time: 0.006, memory: 6189, top1_acc: 0.7531, top5_acc: 0.9026, loss_cls: 0.9865, loss: 0.9865, grad_norm: 3.6748 2020-08-10 11:23:17,269 - mmaction - INFO - Epoch [49][460/1253] lr: 4.000e-04, eta: 0:41:34, time: 10.785, data_time: 0.005, memory: 6189, top1_acc: 0.7503, top5_acc: 0.9023, loss_cls: 1.0057, loss: 1.0057, grad_norm: 3.6332 2020-08-10 11:23:58,542 - mmaction - INFO - Epoch [49][480/1253] lr: 4.000e-04, eta: 0:41:10, time: 2.059, data_time: 0.002, memory: 6189, top1_acc: 0.7396, top5_acc: 0.9026, loss_cls: 1.0298, loss: 1.0298, grad_norm: 3.6874 2020-08-10 11:24:11,190 - mmaction - INFO - Epoch [49][500/1253] lr: 4.000e-04, eta: 0:40:46, time: 0.636, data_time: 0.008, memory: 6189, top1_acc: 0.7469, top5_acc: 0.9148, loss_cls: 0.9957, loss: 0.9957, grad_norm: 3.6736 2020-08-10 11:24:23,848 - mmaction - INFO - Epoch [49][520/1253] lr: 4.000e-04, eta: 0:40:21, time: 0.631, data_time: 0.006, memory: 6189, top1_acc: 0.7521, top5_acc: 0.9112, loss_cls: 0.9649, loss: 0.9649, grad_norm: 3.5629 2020-08-10 11:24:36,439 - mmaction - INFO - Epoch [49][540/1253] lr: 4.000e-04, eta: 0:39:56, time: 0.632, data_time: 0.006, memory: 6189, top1_acc: 0.7417, top5_acc: 0.9089, loss_cls: 1.0066, loss: 1.0066, grad_norm: 3.6994 2020-08-10 11:24:49,109 - mmaction - INFO - Epoch [49][560/1253] lr: 4.000e-04, eta: 0:39:31, time: 0.632, data_time: 0.005, memory: 6189, top1_acc: 0.7458, top5_acc: 0.9047, loss_cls: 1.0029, loss: 1.0029, grad_norm: 3.6349 2020-08-10 11:25:02,876 - mmaction - INFO - Epoch [49][580/1253] lr: 4.000e-04, eta: 0:39:07, time: 0.690, data_time: 0.005, memory: 6189, top1_acc: 0.7484, top5_acc: 0.9180, loss_cls: 0.9685, loss: 0.9685, grad_norm: 3.6294 2020-08-10 11:25:15,804 - mmaction - INFO - Epoch [49][600/1253] lr: 4.000e-04, eta: 0:38:42, time: 0.647, data_time: 0.002, memory: 6189, top1_acc: 0.7646, top5_acc: 0.9182, loss_cls: 0.9376, loss: 0.9376, grad_norm: 3.5758 2020-08-10 11:25:29,202 - mmaction - INFO - Epoch [49][620/1253] lr: 4.000e-04, eta: 0:38:17, time: 0.668, data_time: 0.006, memory: 6189, top1_acc: 0.7547, top5_acc: 0.9141, loss_cls: 0.9731, loss: 0.9731, grad_norm: 3.6382 2020-08-10 11:25:42,828 - mmaction - INFO - Epoch [49][640/1253] lr: 4.000e-04, eta: 0:37:52, time: 0.683, data_time: 0.005, memory: 6189, top1_acc: 0.7495, top5_acc: 0.9049, loss_cls: 1.0004, loss: 1.0004, grad_norm: 3.6606 2020-08-10 11:26:10,643 - mmaction - INFO - Epoch [49][660/1253] lr: 4.000e-04, eta: 0:37:28, time: 1.391, data_time: 0.005, memory: 6189, top1_acc: 0.7417, top5_acc: 0.9044, loss_cls: 1.0039, loss: 1.0039, grad_norm: 3.6398 2020-08-10 11:26:23,207 - mmaction - INFO - Epoch [49][680/1253] lr: 4.000e-04, eta: 0:37:03, time: 0.628, data_time: 0.002, memory: 6189, top1_acc: 0.7385, top5_acc: 0.9008, loss_cls: 1.0226, loss: 1.0226, grad_norm: 3.7392 2020-08-10 11:29:14,318 - mmaction - INFO - Epoch [49][700/1253] lr: 4.000e-04, eta: 0:36:43, time: 8.556, data_time: 0.007, memory: 6189, top1_acc: 0.7510, top5_acc: 0.9122, loss_cls: 0.9739, loss: 0.9739, grad_norm: 3.6335 2020-08-10 11:29:26,877 - mmaction - INFO - Epoch [49][720/1253] lr: 4.000e-04, eta: 0:36:19, time: 0.628, data_time: 0.002, memory: 6189, top1_acc: 0.7596, top5_acc: 0.9133, loss_cls: 0.9398, loss: 0.9398, grad_norm: 3.6185 2020-08-10 11:35:17,147 - mmaction - INFO - Epoch [49][740/1253] lr: 4.000e-04, eta: 0:36:04, time: 17.511, data_time: 0.006, memory: 6189, top1_acc: 0.7503, top5_acc: 0.9042, loss_cls: 0.9996, loss: 0.9996, grad_norm: 3.6387 2020-08-10 11:35:29,667 - mmaction - INFO - Epoch [49][760/1253] lr: 4.000e-04, eta: 0:35:39, time: 0.628, data_time: 0.005, memory: 6189, top1_acc: 0.7503, top5_acc: 0.9143, loss_cls: 0.9759, loss: 0.9759, grad_norm: 3.6970 2020-08-10 11:37:44,245 - mmaction - INFO - Epoch [49][780/1253] lr: 4.000e-04, eta: 0:35:17, time: 6.729, data_time: 0.006, memory: 6189, top1_acc: 0.7477, top5_acc: 0.9078, loss_cls: 0.9893, loss: 0.9893, grad_norm: 3.6600 2020-08-10 11:41:15,406 - mmaction - INFO - Epoch [49][800/1253] lr: 4.000e-04, eta: 0:34:58, time: 10.558, data_time: 0.002, memory: 6189, top1_acc: 0.7477, top5_acc: 0.9109, loss_cls: 0.9945, loss: 0.9945, grad_norm: 3.7179 2020-08-10 11:44:52,319 - mmaction - INFO - Epoch [49][820/1253] lr: 4.000e-04, eta: 0:34:39, time: 10.842, data_time: 0.002, memory: 6189, top1_acc: 0.7409, top5_acc: 0.9060, loss_cls: 1.0095, loss: 1.0095, grad_norm: 3.6928 2020-08-10 11:46:13,797 - mmaction - INFO - Epoch [49][840/1253] lr: 4.000e-04, eta: 0:34:16, time: 4.074, data_time: 0.007, memory: 6189, top1_acc: 0.7456, top5_acc: 0.9000, loss_cls: 1.0069, loss: 1.0069, grad_norm: 3.7165 2020-08-10 11:46:26,347 - mmaction - INFO - Epoch [49][860/1253] lr: 4.000e-04, eta: 0:33:51, time: 0.631, data_time: 0.007, memory: 6189, top1_acc: 0.7440, top5_acc: 0.9104, loss_cls: 0.9970, loss: 0.9970, grad_norm: 3.6828 2020-08-10 11:46:39,019 - mmaction - INFO - Epoch [49][880/1253] lr: 4.000e-04, eta: 0:33:26, time: 0.630, data_time: 0.005, memory: 6189, top1_acc: 0.7419, top5_acc: 0.9086, loss_cls: 1.0203, loss: 1.0203, grad_norm: 3.7239 2020-08-10 11:46:51,575 - mmaction - INFO - Epoch [49][900/1253] lr: 4.000e-04, eta: 0:33:01, time: 0.631, data_time: 0.007, memory: 6189, top1_acc: 0.7549, top5_acc: 0.9122, loss_cls: 0.9520, loss: 0.9520, grad_norm: 3.6358 2020-08-10 11:47:04,325 - mmaction - INFO - Epoch [49][920/1253] lr: 4.000e-04, eta: 0:32:36, time: 0.636, data_time: 0.006, memory: 6189, top1_acc: 0.7375, top5_acc: 0.8982, loss_cls: 1.0259, loss: 1.0259, grad_norm: 3.7302 2020-08-10 11:50:41,632 - mmaction - INFO - Epoch [49][940/1253] lr: 4.000e-04, eta: 0:32:16, time: 10.866, data_time: 0.004, memory: 6189, top1_acc: 0.7539, top5_acc: 0.9141, loss_cls: 0.9726, loss: 0.9726, grad_norm: 3.6684 2020-08-10 11:57:14,500 - mmaction - INFO - Epoch [49][960/1253] lr: 4.000e-04, eta: 0:32:01, time: 19.644, data_time: 0.003, memory: 6189, top1_acc: 0.7513, top5_acc: 0.9094, loss_cls: 0.9932, loss: 0.9932, grad_norm: 3.6815 2020-08-10 12:02:48,141 - mmaction - INFO - Epoch [49][980/1253] lr: 4.000e-04, eta: 0:31:43, time: 16.670, data_time: 0.003, memory: 6189, top1_acc: 0.7555, top5_acc: 0.9130, loss_cls: 0.9709, loss: 0.9709, grad_norm: 3.6934 2020-08-10 12:03:01,133 - mmaction - INFO - Epoch [49][1000/1253] lr: 4.000e-04, eta: 0:31:18, time: 0.662, data_time: 0.023, memory: 6189, top1_acc: 0.7427, top5_acc: 0.9068, loss_cls: 1.0089, loss: 1.0089, grad_norm: 3.6533 2020-08-10 12:03:13,784 - mmaction - INFO - Epoch [49][1020/1253] lr: 4.000e-04, eta: 0:30:53, time: 0.630, data_time: 0.005, memory: 6189, top1_acc: 0.7479, top5_acc: 0.9029, loss_cls: 1.0043, loss: 1.0043, grad_norm: 3.6582 2020-08-10 12:03:26,394 - mmaction - INFO - Epoch [49][1040/1253] lr: 4.000e-04, eta: 0:30:28, time: 0.632, data_time: 0.006, memory: 6189, top1_acc: 0.7583, top5_acc: 0.9117, loss_cls: 0.9727, loss: 0.9727, grad_norm: 3.6270 2020-08-10 12:03:39,227 - mmaction - INFO - Epoch [49][1060/1253] lr: 4.000e-04, eta: 0:30:02, time: 0.640, data_time: 0.006, memory: 6189, top1_acc: 0.7482, top5_acc: 0.9078, loss_cls: 1.0104, loss: 1.0104, grad_norm: 3.7532 2020-08-10 12:03:51,867 - mmaction - INFO - Epoch [49][1080/1253] lr: 4.000e-04, eta: 0:29:37, time: 0.635, data_time: 0.007, memory: 6189, top1_acc: 0.7443, top5_acc: 0.8977, loss_cls: 1.0330, loss: 1.0330, grad_norm: 3.6589 2020-08-10 12:04:04,706 - mmaction - INFO - Epoch [49][1100/1253] lr: 4.000e-04, eta: 0:29:12, time: 0.640, data_time: 0.006, memory: 6189, top1_acc: 0.7539, top5_acc: 0.9096, loss_cls: 0.9649, loss: 0.9649, grad_norm: 3.6439 2020-08-10 12:04:47,904 - mmaction - INFO - Epoch [49][1120/1253] lr: 4.000e-04, eta: 0:28:48, time: 2.162, data_time: 0.006, memory: 6189, top1_acc: 0.7466, top5_acc: 0.9107, loss_cls: 0.9779, loss: 0.9779, grad_norm: 3.7093 2020-08-10 12:05:00,459 - mmaction - INFO - Epoch [49][1140/1253] lr: 4.000e-04, eta: 0:28:22, time: 0.628, data_time: 0.003, memory: 6189, top1_acc: 0.7555, top5_acc: 0.9115, loss_cls: 0.9796, loss: 0.9796, grad_norm: 3.7269 2020-08-10 12:09:03,214 - mmaction - INFO - Epoch [49][1160/1253] lr: 4.000e-04, eta: 0:28:02, time: 12.138, data_time: 0.005, memory: 6189, top1_acc: 0.7451, top5_acc: 0.9016, loss_cls: 0.9984, loss: 0.9984, grad_norm: 3.7343 2020-08-10 12:13:25,996 - mmaction - INFO - Epoch [49][1180/1253] lr: 4.000e-04, eta: 0:27:42, time: 13.138, data_time: 0.002, memory: 6189, top1_acc: 0.7510, top5_acc: 0.9138, loss_cls: 0.9756, loss: 0.9756, grad_norm: 3.6871 2020-08-10 12:13:38,559 - mmaction - INFO - Epoch [49][1200/1253] lr: 4.000e-04, eta: 0:27:17, time: 0.628, data_time: 0.005, memory: 6189, top1_acc: 0.7500, top5_acc: 0.9096, loss_cls: 0.9859, loss: 0.9859, grad_norm: 3.6353 2020-08-10 12:13:51,144 - mmaction - INFO - Epoch [49][1220/1253] lr: 4.000e-04, eta: 0:26:52, time: 0.628, data_time: 0.006, memory: 6189, top1_acc: 0.7414, top5_acc: 0.9031, loss_cls: 1.0383, loss: 1.0383, grad_norm: 3.7605 2020-08-10 12:16:05,419 - mmaction - INFO - Epoch [49][1240/1253] lr: 4.000e-04, eta: 0:26:29, time: 6.715, data_time: 0.006, memory: 6189, top1_acc: 0.7482, top5_acc: 0.9120, loss_cls: 0.9855, loss: 0.9855, grad_norm: 3.7317 2020-08-10 12:16:30,085 - mmaction - INFO - Saving checkpoint at 49 epochs 2020-08-10 12:22:23,969 - mmaction - INFO - Epoch [50][20/1253] lr: 4.000e-04, eta: 0:25:54, time: 17.609, data_time: 16.843, memory: 6189, top1_acc: 0.7557, top5_acc: 0.9099, loss_cls: 0.9715, loss: 0.9715, grad_norm: 3.6924 2020-08-10 12:22:36,594 - mmaction - INFO - Epoch [50][40/1253] lr: 4.000e-04, eta: 0:25:28, time: 0.634, data_time: 0.011, memory: 6189, top1_acc: 0.7508, top5_acc: 0.9112, loss_cls: 0.9899, loss: 0.9899, grad_norm: 3.6888 2020-08-10 12:22:49,098 - mmaction - INFO - Epoch [50][60/1253] lr: 4.000e-04, eta: 0:25:03, time: 0.626, data_time: 0.006, memory: 6189, top1_acc: 0.7471, top5_acc: 0.9044, loss_cls: 0.9847, loss: 0.9847, grad_norm: 3.6273 2020-08-10 12:23:01,773 - mmaction - INFO - Epoch [50][80/1253] lr: 4.000e-04, eta: 0:24:37, time: 0.634, data_time: 0.007, memory: 6189, top1_acc: 0.7456, top5_acc: 0.9167, loss_cls: 0.9541, loss: 0.9541, grad_norm: 3.7067 2020-08-10 12:23:14,284 - mmaction - INFO - Epoch [50][100/1253] lr: 4.000e-04, eta: 0:24:12, time: 0.626, data_time: 0.004, memory: 6189, top1_acc: 0.7526, top5_acc: 0.9107, loss_cls: 0.9863, loss: 0.9863, grad_norm: 3.6829 2020-08-10 12:23:26,951 - mmaction - INFO - Epoch [50][120/1253] lr: 4.000e-04, eta: 0:23:46, time: 0.631, data_time: 0.005, memory: 6189, top1_acc: 0.7409, top5_acc: 0.9068, loss_cls: 1.0045, loss: 1.0045, grad_norm: 3.6931 2020-08-10 12:23:39,467 - mmaction - INFO - Epoch [50][140/1253] lr: 4.000e-04, eta: 0:23:21, time: 0.628, data_time: 0.007, memory: 6189, top1_acc: 0.7505, top5_acc: 0.9070, loss_cls: 1.0036, loss: 1.0036, grad_norm: 3.6910 2020-08-10 12:23:52,280 - mmaction - INFO - Epoch [50][160/1253] lr: 4.000e-04, eta: 0:22:56, time: 0.640, data_time: 0.007, memory: 6189, top1_acc: 0.7427, top5_acc: 0.9021, loss_cls: 1.0237, loss: 1.0237, grad_norm: 3.6878 2020-08-10 12:24:04,986 - mmaction - INFO - Epoch [50][180/1253] lr: 4.000e-04, eta: 0:22:30, time: 0.637, data_time: 0.005, memory: 6189, top1_acc: 0.7440, top5_acc: 0.9047, loss_cls: 1.0152, loss: 1.0152, grad_norm: 3.7641 2020-08-10 12:24:17,706 - mmaction - INFO - Epoch [50][200/1253] lr: 4.000e-04, eta: 0:22:05, time: 0.635, data_time: 0.005, memory: 6189, top1_acc: 0.7479, top5_acc: 0.9039, loss_cls: 0.9834, loss: 0.9834, grad_norm: 3.6734 2020-08-10 12:24:30,278 - mmaction - INFO - Epoch [50][220/1253] lr: 4.000e-04, eta: 0:21:39, time: 0.630, data_time: 0.004, memory: 6189, top1_acc: 0.7388, top5_acc: 0.9052, loss_cls: 1.0207, loss: 1.0207, grad_norm: 3.7389 2020-08-10 12:24:43,347 - mmaction - INFO - Epoch [50][240/1253] lr: 4.000e-04, eta: 0:21:14, time: 0.651, data_time: 0.005, memory: 6189, top1_acc: 0.7406, top5_acc: 0.9099, loss_cls: 1.0144, loss: 1.0144, grad_norm: 3.7222 2020-08-10 12:24:56,077 - mmaction - INFO - Epoch [50][260/1253] lr: 4.000e-04, eta: 0:20:49, time: 0.638, data_time: 0.005, memory: 6189, top1_acc: 0.7430, top5_acc: 0.9063, loss_cls: 1.0139, loss: 1.0139, grad_norm: 3.7016 2020-08-10 12:25:09,010 - mmaction - INFO - Epoch [50][280/1253] lr: 4.000e-04, eta: 0:20:23, time: 0.647, data_time: 0.005, memory: 6189, top1_acc: 0.7596, top5_acc: 0.9073, loss_cls: 1.0014, loss: 1.0014, grad_norm: 3.6766 2020-08-10 12:25:22,150 - mmaction - INFO - Epoch [50][300/1253] lr: 4.000e-04, eta: 0:19:58, time: 0.658, data_time: 0.004, memory: 6189, top1_acc: 0.7409, top5_acc: 0.9081, loss_cls: 1.0024, loss: 1.0024, grad_norm: 3.7333 2020-08-10 12:25:34,858 - mmaction - INFO - Epoch [50][320/1253] lr: 4.000e-04, eta: 0:19:33, time: 0.635, data_time: 0.006, memory: 6189, top1_acc: 0.7503, top5_acc: 0.9096, loss_cls: 0.9902, loss: 0.9902, grad_norm: 3.7364 2020-08-10 12:25:47,715 - mmaction - INFO - Epoch [50][340/1253] lr: 4.000e-04, eta: 0:19:07, time: 0.644, data_time: 0.004, memory: 6189, top1_acc: 0.7536, top5_acc: 0.9104, loss_cls: 0.9860, loss: 0.9860, grad_norm: 3.6634 2020-08-10 12:26:00,436 - mmaction - INFO - Epoch [50][360/1253] lr: 4.000e-04, eta: 0:18:42, time: 0.633, data_time: 0.005, memory: 6189, top1_acc: 0.7479, top5_acc: 0.9055, loss_cls: 0.9788, loss: 0.9788, grad_norm: 3.6532 2020-08-10 12:26:13,682 - mmaction - INFO - Epoch [50][380/1253] lr: 4.000e-04, eta: 0:18:17, time: 0.665, data_time: 0.007, memory: 6189, top1_acc: 0.7398, top5_acc: 0.9063, loss_cls: 0.9897, loss: 0.9897, grad_norm: 3.6780 2020-08-10 12:26:26,934 - mmaction - INFO - Epoch [50][400/1253] lr: 4.000e-04, eta: 0:17:51, time: 0.661, data_time: 0.005, memory: 6189, top1_acc: 0.7513, top5_acc: 0.9141, loss_cls: 0.9654, loss: 0.9654, grad_norm: 3.6440 2020-08-10 12:26:39,963 - mmaction - INFO - Epoch [50][420/1253] lr: 4.000e-04, eta: 0:17:26, time: 0.652, data_time: 0.004, memory: 6189, top1_acc: 0.7557, top5_acc: 0.9135, loss_cls: 0.9614, loss: 0.9614, grad_norm: 3.6358 2020-08-10 12:26:53,515 - mmaction - INFO - Epoch [50][440/1253] lr: 4.000e-04, eta: 0:17:01, time: 0.678, data_time: 0.007, memory: 6189, top1_acc: 0.7510, top5_acc: 0.9036, loss_cls: 0.9885, loss: 0.9885, grad_norm: 3.6440 2020-08-10 12:27:07,601 - mmaction - INFO - Epoch [50][460/1253] lr: 4.000e-04, eta: 0:16:36, time: 0.704, data_time: 0.004, memory: 6189, top1_acc: 0.7474, top5_acc: 0.9047, loss_cls: 0.9954, loss: 0.9954, grad_norm: 3.6947 2020-08-10 12:27:20,560 - mmaction - INFO - Epoch [50][480/1253] lr: 4.000e-04, eta: 0:16:10, time: 0.647, data_time: 0.005, memory: 6189, top1_acc: 0.7474, top5_acc: 0.9047, loss_cls: 1.0106, loss: 1.0106, grad_norm: 3.7267 2020-08-10 12:27:34,986 - mmaction - INFO - Epoch [50][500/1253] lr: 4.000e-04, eta: 0:15:45, time: 0.722, data_time: 0.004, memory: 6189, top1_acc: 0.7479, top5_acc: 0.9112, loss_cls: 0.9826, loss: 0.9826, grad_norm: 3.7394 2020-08-10 12:27:48,312 - mmaction - INFO - Epoch [50][520/1253] lr: 4.000e-04, eta: 0:15:20, time: 0.665, data_time: 0.005, memory: 6189, top1_acc: 0.7490, top5_acc: 0.9065, loss_cls: 0.9912, loss: 0.9912, grad_norm: 3.6976 2020-08-10 12:28:01,488 - mmaction - INFO - Epoch [50][540/1253] lr: 4.000e-04, eta: 0:14:55, time: 0.660, data_time: 0.005, memory: 6189, top1_acc: 0.7438, top5_acc: 0.9089, loss_cls: 0.9807, loss: 0.9807, grad_norm: 3.6657 2020-08-10 12:28:15,865 - mmaction - INFO - Epoch [50][560/1253] lr: 4.000e-04, eta: 0:14:29, time: 0.717, data_time: 0.006, memory: 6189, top1_acc: 0.7503, top5_acc: 0.9109, loss_cls: 0.9980, loss: 0.9980, grad_norm: 3.7311 2020-08-10 12:28:29,345 - mmaction - INFO - Epoch [50][580/1253] lr: 4.000e-04, eta: 0:14:04, time: 0.675, data_time: 0.006, memory: 6189, top1_acc: 0.7513, top5_acc: 0.9060, loss_cls: 1.0111, loss: 1.0111, grad_norm: 3.7054 2020-08-10 12:28:42,178 - mmaction - INFO - Epoch [50][600/1253] lr: 4.000e-04, eta: 0:13:39, time: 0.638, data_time: 0.005, memory: 6189, top1_acc: 0.7510, top5_acc: 0.9120, loss_cls: 0.9537, loss: 0.9537, grad_norm: 3.6361 2020-08-10 12:28:56,134 - mmaction - INFO - Epoch [50][620/1253] lr: 4.000e-04, eta: 0:13:14, time: 0.701, data_time: 0.007, memory: 6189, top1_acc: 0.7591, top5_acc: 0.9148, loss_cls: 0.9379, loss: 0.9379, grad_norm: 3.5356 2020-08-10 12:29:08,877 - mmaction - INFO - Epoch [50][640/1253] lr: 4.000e-04, eta: 0:12:48, time: 0.638, data_time: 0.005, memory: 6189, top1_acc: 0.7523, top5_acc: 0.9083, loss_cls: 0.9732, loss: 0.9732, grad_norm: 3.6710 2020-08-10 12:29:23,197 - mmaction - INFO - Epoch [50][660/1253] lr: 4.000e-04, eta: 0:12:23, time: 0.716, data_time: 0.003, memory: 6189, top1_acc: 0.7581, top5_acc: 0.9070, loss_cls: 0.9728, loss: 0.9728, grad_norm: 3.6549 2020-08-10 12:29:36,476 - mmaction - INFO - Epoch [50][680/1253] lr: 4.000e-04, eta: 0:11:58, time: 0.661, data_time: 0.005, memory: 6189, top1_acc: 0.7516, top5_acc: 0.9068, loss_cls: 0.9777, loss: 0.9777, grad_norm: 3.6040 2020-08-10 12:29:49,535 - mmaction - INFO - Epoch [50][700/1253] lr: 4.000e-04, eta: 0:11:33, time: 0.657, data_time: 0.007, memory: 6189, top1_acc: 0.7378, top5_acc: 0.9013, loss_cls: 1.0266, loss: 1.0266, grad_norm: 3.6943 2020-08-10 12:30:03,644 - mmaction - INFO - Epoch [50][720/1253] lr: 4.000e-04, eta: 0:11:08, time: 0.704, data_time: 0.005, memory: 6189, top1_acc: 0.7487, top5_acc: 0.9057, loss_cls: 1.0081, loss: 1.0081, grad_norm: 3.6875 2020-08-10 12:30:16,746 - mmaction - INFO - Epoch [50][740/1253] lr: 4.000e-04, eta: 0:10:43, time: 0.655, data_time: 0.003, memory: 6189, top1_acc: 0.7451, top5_acc: 0.9081, loss_cls: 0.9845, loss: 0.9845, grad_norm: 3.6588 2020-08-10 12:30:30,013 - mmaction - INFO - Epoch [50][760/1253] lr: 4.000e-04, eta: 0:10:17, time: 0.661, data_time: 0.005, memory: 6189, top1_acc: 0.7513, top5_acc: 0.9052, loss_cls: 0.9922, loss: 0.9922, grad_norm: 3.6667 2020-08-10 12:30:43,854 - mmaction - INFO - Epoch [50][780/1253] lr: 4.000e-04, eta: 0:09:52, time: 0.694, data_time: 0.007, memory: 6189, top1_acc: 0.7456, top5_acc: 0.9078, loss_cls: 1.0068, loss: 1.0068, grad_norm: 3.6107 2020-08-10 12:30:57,808 - mmaction - INFO - Epoch [50][800/1253] lr: 4.000e-04, eta: 0:09:27, time: 0.695, data_time: 0.006, memory: 6189, top1_acc: 0.7526, top5_acc: 0.9169, loss_cls: 0.9402, loss: 0.9402, grad_norm: 3.6137 2020-08-10 12:31:11,077 - mmaction - INFO - Epoch [50][820/1253] lr: 4.000e-04, eta: 0:09:02, time: 0.667, data_time: 0.007, memory: 6189, top1_acc: 0.7500, top5_acc: 0.9089, loss_cls: 0.9795, loss: 0.9795, grad_norm: 3.6333 2020-08-10 12:31:25,024 - mmaction - INFO - Epoch [50][840/1253] lr: 4.000e-04, eta: 0:08:37, time: 0.693, data_time: 0.004, memory: 6189, top1_acc: 0.7443, top5_acc: 0.9091, loss_cls: 0.9870, loss: 0.9870, grad_norm: 3.6202 2020-08-10 12:31:38,505 - mmaction - INFO - Epoch [50][860/1253] lr: 4.000e-04, eta: 0:08:12, time: 0.677, data_time: 0.008, memory: 6189, top1_acc: 0.7419, top5_acc: 0.9078, loss_cls: 1.0151, loss: 1.0151, grad_norm: 3.6884 2020-08-10 12:31:52,452 - mmaction - INFO - Epoch [50][880/1253] lr: 4.000e-04, eta: 0:07:47, time: 0.695, data_time: 0.006, memory: 6189, top1_acc: 0.7451, top5_acc: 0.9057, loss_cls: 1.0004, loss: 1.0004, grad_norm: 3.6974 2020-08-10 12:32:06,528 - mmaction - INFO - Epoch [50][900/1253] lr: 4.000e-04, eta: 0:07:21, time: 0.707, data_time: 0.007, memory: 6189, top1_acc: 0.7396, top5_acc: 0.9073, loss_cls: 0.9866, loss: 0.9866, grad_norm: 3.6903 2020-08-10 12:32:19,567 - mmaction - INFO - Epoch [50][920/1253] lr: 4.000e-04, eta: 0:06:56, time: 0.649, data_time: 0.005, memory: 6189, top1_acc: 0.7393, top5_acc: 0.9068, loss_cls: 1.0211, loss: 1.0211, grad_norm: 3.7252 2020-08-10 12:32:32,626 - mmaction - INFO - Epoch [50][940/1253] lr: 4.000e-04, eta: 0:06:31, time: 0.656, data_time: 0.006, memory: 6189, top1_acc: 0.7628, top5_acc: 0.9122, loss_cls: 0.9513, loss: 0.9513, grad_norm: 3.5804 2020-08-10 12:32:45,857 - mmaction - INFO - Epoch [50][960/1253] lr: 4.000e-04, eta: 0:06:06, time: 0.661, data_time: 0.005, memory: 6189, top1_acc: 0.7333, top5_acc: 0.9070, loss_cls: 1.0121, loss: 1.0121, grad_norm: 3.6938 2020-08-10 12:32:59,818 - mmaction - INFO - Epoch [50][980/1253] lr: 4.000e-04, eta: 0:05:41, time: 0.699, data_time: 0.004, memory: 6189, top1_acc: 0.7552, top5_acc: 0.9133, loss_cls: 0.9680, loss: 0.9680, grad_norm: 3.6536 2020-08-10 12:33:13,233 - mmaction - INFO - Epoch [50][1000/1253] lr: 4.000e-04, eta: 0:05:16, time: 0.668, data_time: 0.006, memory: 6189, top1_acc: 0.7409, top5_acc: 0.8992, loss_cls: 1.0281, loss: 1.0281, grad_norm: 3.7404 2020-08-10 12:33:26,865 - mmaction - INFO - Epoch [50][1020/1253] lr: 4.000e-04, eta: 0:04:51, time: 0.683, data_time: 0.005, memory: 6189, top1_acc: 0.7539, top5_acc: 0.9089, loss_cls: 0.9706, loss: 0.9706, grad_norm: 3.6926 2020-08-10 12:33:40,097 - mmaction - INFO - Epoch [50][1040/1253] lr: 4.000e-04, eta: 0:04:26, time: 0.659, data_time: 0.006, memory: 6189, top1_acc: 0.7573, top5_acc: 0.9091, loss_cls: 0.9731, loss: 0.9731, grad_norm: 3.6754 2020-08-10 12:33:53,683 - mmaction - INFO - Epoch [50][1060/1253] lr: 4.000e-04, eta: 0:04:01, time: 0.682, data_time: 0.007, memory: 6189, top1_acc: 0.7510, top5_acc: 0.9172, loss_cls: 0.9632, loss: 0.9632, grad_norm: 3.6263 2020-08-10 12:34:06,912 - mmaction - INFO - Epoch [50][1080/1253] lr: 4.000e-04, eta: 0:03:36, time: 0.661, data_time: 0.005, memory: 6189, top1_acc: 0.7440, top5_acc: 0.9029, loss_cls: 1.0255, loss: 1.0255, grad_norm: 3.7412 2020-08-10 12:34:20,737 - mmaction - INFO - Epoch [50][1100/1253] lr: 4.000e-04, eta: 0:03:11, time: 0.691, data_time: 0.004, memory: 6189, top1_acc: 0.7383, top5_acc: 0.9044, loss_cls: 1.0063, loss: 1.0063, grad_norm: 3.7143 2020-08-10 12:34:34,456 - mmaction - INFO - Epoch [50][1120/1253] lr: 4.000e-04, eta: 0:02:46, time: 0.683, data_time: 0.006, memory: 6189, top1_acc: 0.7497, top5_acc: 0.9057, loss_cls: 0.9936, loss: 0.9936, grad_norm: 3.6745 2020-08-10 12:34:48,419 - mmaction - INFO - Epoch [50][1140/1253] lr: 4.000e-04, eta: 0:02:21, time: 0.701, data_time: 0.006, memory: 6189, top1_acc: 0.7414, top5_acc: 0.9099, loss_cls: 0.9852, loss: 0.9852, grad_norm: 3.7123 2020-08-10 12:35:01,707 - mmaction - INFO - Epoch [50][1160/1253] lr: 4.000e-04, eta: 0:01:56, time: 0.661, data_time: 0.006, memory: 6189, top1_acc: 0.7659, top5_acc: 0.9206, loss_cls: 0.9181, loss: 0.9181, grad_norm: 3.5602 2020-08-10 12:35:15,796 - mmaction - INFO - Epoch [50][1180/1253] lr: 4.000e-04, eta: 0:01:31, time: 0.708, data_time: 0.008, memory: 6189, top1_acc: 0.7487, top5_acc: 0.8992, loss_cls: 1.0054, loss: 1.0054, grad_norm: 3.6778 2020-08-10 12:35:28,966 - mmaction - INFO - Epoch [50][1200/1253] lr: 4.000e-04, eta: 0:01:06, time: 0.657, data_time: 0.005, memory: 6189, top1_acc: 0.7346, top5_acc: 0.8995, loss_cls: 1.0208, loss: 1.0208, grad_norm: 3.7001 2020-08-10 12:35:41,905 - mmaction - INFO - Epoch [50][1220/1253] lr: 4.000e-04, eta: 0:00:41, time: 0.648, data_time: 0.006, memory: 6189, top1_acc: 0.7448, top5_acc: 0.9070, loss_cls: 1.0005, loss: 1.0005, grad_norm: 3.6858 2020-08-10 12:35:55,388 - mmaction - INFO - Epoch [50][1240/1253] lr: 4.000e-04, eta: 0:00:16, time: 0.674, data_time: 0.006, memory: 6189, top1_acc: 0.7477, top5_acc: 0.9091, loss_cls: 0.9846, loss: 0.9846, grad_norm: 3.7029 2020-08-10 12:36:13,004 - mmaction - INFO - Saving checkpoint at 50 epochs