2020-09-10 13:43:32,273 - mmaction - INFO - Environment info: ------------------------------------------------------------ sys.platform: linux Python: 3.6.8 |Anaconda, Inc.| (default, Dec 30 2018, 01:22:34) [GCC 7.3.0] CUDA available: True CUDA_HOME: /mnt/lustre/share/cuda-9.0 NVCC: Cuda compilation tools, release 9.0, V9.0.176 GPU 0,1,2,3,4,5,6,7: GeForce GTX 1080 Ti GCC: gcc (GCC) 4.8.5 20150623 (Red Hat 4.8.5-4) PyTorch: 1.3.0 PyTorch compiling details: PyTorch built with: - GCC 4.8 - Intel(R) Math Kernel Library Version 2019.0.4 Product Build 20190411 for Intel(R) 64 architecture applications - Intel(R) MKL-DNN v0.20.5 (Git Hash 0125f28c61c1f822fd48570b4c1066f96fcb9b2e) - OpenMP 201107 (a.k.a. OpenMP 3.1) - NNPACK is enabled - CUDA Runtime 9.0 - NVCC architecture flags: -gencode;arch=compute_52,code=sm_52;-gencode;arch=compute_60,code=sm_60;-gencode;arch=compute_61,code=sm_61;-gencode;arch=compute_70,code=sm_70 - CuDNN 7.6 - Magma 2.5.0 - Build settings: BLAS=MKL, BUILD_NAMEDTENSOR=OFF, BUILD_TYPE=Release, CXX_FLAGS= -Wno-deprecated -fvisibility-inlines-hidden -fopenmp -DUSE_QNNPACK -DUSE_PYTORCH_QNNPACK -O2 -fPIC -Wno-narrowing -Wall -Wextra -Wno-missing-field-initializers -Wno-type-limits -Wno-array-bounds -Wno-unknown-pragmas -Wno-sign-compare -Wno-unused-parameter -Wno-unused-variable -Wno-unused-function -Wno-unused-result -Wno-strict-overflow -Wno-strict-aliasing -Wno-error=deprecated-declarations -Wno-error=pedantic -Wno-error=redundant-decls -Wno-error=old-style-cast -Wno-unused-but-set-variable -Wno-maybe-uninitialized -fno-math-errno -fno-trapping-math, DISABLE_NUMA=1, PERF_WITH_AVX=1, PERF_WITH_AVX2=1, USE_CUDA=True, USE_EXCEPTION_PTR=1, USE_GFLAGS=OFF, USE_GLOG=OFF, USE_MKL=ON, USE_MKLDNN=ON, USE_MPI=ON, USE_NCCL=ON, USE_NNPACK=ON, USE_OPENMP=ON, USE_STATIC_DISPATCH=OFF, TorchVision: 0.2.2 OpenCV: 4.2.0 MMCV: 1.0.5 MMAction2: 0.5.0+4413147 ------------------------------------------------------------ 2020-09-10 13:43:32,274 - mmaction - INFO - Distributed training: True 2020-09-10 13:43:32,274 - mmaction - INFO - Config: /mnt/lustre/linjintao/try/mmaction2_tpn/slurm_configs/recognition/tpn/tpn_slowonly_r50_320p_8x8x1_150e_kinetics_rgb.py # model settings model = dict( type='Recognizer3D', backbone=dict( type='ResNet3dSlowOnly', depth=50, pretrained=None, lateral=False, out_indices=(2, 3), conv1_kernel=(1, 7, 7), conv1_stride_t=1, pool1_stride_t=1, inflate=(0, 0, 1, 1), norm_eval=False), neck=dict( type='TPN', in_channels=(1024, 2048), out_channels=1024, spatial_modulation_cfg=dict( in_channels=(1024, 2048), out_channels=2048), temporal_modulation_cfg=dict(downsample_scales=(8, 8)), upsample_cfg=dict(scale_factor=(1, 1, 1)), downsample_cfg=dict(downsample_scale=(1, 1, 1)), level_fusion_cfg=dict( in_channels=(1024, 1024), mid_channels=(1024, 1024), out_channels=2048, downsample_scales=((1, 1, 1), (1, 1, 1))), aux_head_cfg=dict(out_channels=400, loss_weight=0.5)), cls_head=dict( type='TPNHead', num_classes=400, in_channels=2048, spatial_type='avg', consensus=dict(type='AvgConsensus', dim=1), dropout_ratio=0.5, init_std=0.01)) train_cfg = None test_cfg = dict(average_clips=None) dataset_type = 'RawframeDataset' data_root = 'data/kinetics400/rawframes_train_320p' data_root_val = 'data/kinetics400/rawframes_val_320p' ann_file_train = 'data/kinetics400/kinetics_train_list_hd320.txt' ann_file_val = 'data/kinetics400/kinetics_val_list_hd320.txt' ann_file_test = 'data/kinetics400/kinetics_val_list_hd320.txt' img_norm_cfg = dict( mean=[123.675, 116.28, 103.53], std=[58.395, 57.12, 57.375], to_bgr=False) mc_cfg = dict( server_list_cfg='/mnt/lustre/share/memcached_client/server_list.conf', client_cfg='/mnt/lustre/share/memcached_client/client.conf', sys_path='/mnt/lustre/share/pymc/py3') train_pipeline = [ dict(type='SampleFrames', clip_len=8, frame_interval=8, num_clips=1), dict(type='FrameSelector', decoding_backend='turbojpeg', io_backend='memcached', **mc_cfg), #dict(type='Resize', scale=(-1, 256), lazy=True), dict(type='RandomResizedCrop', lazy=True), dict(type='Resize', scale=(224, 224), keep_ratio=False, lazy=True), dict(type='Flip', flip_ratio=0.5, lazy=True), dict(type='Fuse'), dict(type='ColorJitter', color_space_aug=True), dict(type='Normalize', **img_norm_cfg), dict(type='FormatShape', input_format='NCTHW'), dict(type='Collect', keys=['imgs', 'label'], meta_keys=[]), dict(type='ToTensor', keys=['imgs', 'label']) ] val_pipeline = [ dict( type='SampleFrames', clip_len=8, frame_interval=8, num_clips=1, test_mode=True), dict(type='FrameSelector'), dict(type='Resize', scale=(-1, 256)), dict(type='CenterCrop', crop_size=224), dict(type='ColorJitter', color_space_aug=True), dict(type='Normalize', **img_norm_cfg), dict(type='FormatShape', input_format='NCTHW'), dict(type='Collect', keys=['imgs', 'label'], meta_keys=[]), dict(type='ToTensor', keys=['imgs']) ] test_pipeline = [ dict( type='SampleFrames', clip_len=8, frame_interval=8, num_clips=10, test_mode=True), dict(type='FrameSelector', decoding_backend='turbojpeg', io_backend='memcached', **mc_cfg), dict(type='Resize', scale=(-1, 256)), dict(type='ThreeCrop', crop_size=256), dict(type='Normalize', **img_norm_cfg), dict(type='FormatShape', input_format='NCTHW'), dict(type='Collect', keys=['imgs', 'label'], meta_keys=[]), dict(type='ToTensor', keys=['imgs']) ] data = dict( videos_per_gpu=8, workers_per_gpu=8, 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', lr=0.01 * 4, momentum=0.9, weight_decay=0.0001, nesterov=True) # this lr is used for 8 gpus optimizer_config = dict(grad_clip=dict(max_norm=40, norm_type=2)) # learning policy lr_config = dict(policy='step', step=[75, 125]) total_epochs = 150 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/tpn_slowonly_r50_320p_8x8x1_150e_kinetics400_rgb' load_from = None resume_from = None workflow = [('train', 1)] 2020-09-10 13:43:55,824 - mmaction - INFO - Start running, host: linjintao@SH-IDC1-10-5-30-36, work_dir: /mnt/lustre/linjintao/try/mmaction2_tpn/workdir/tpn_slowonly_r50_320p_8x8x1_150e_kinetics_rgb_32g_20200910 2020-09-10 13:43:55,825 - mmaction - INFO - workflow: [('train', 1)], max: 150 epochs 2020-09-10 13:45:10,506 - mmaction - INFO - Epoch [1][20/940] lr: 4.000e-02, eta: 6 days, 1:21:45, time: 3.712, data_time: 0.845, memory: 6916, loss_aux: 2.9883, top1_acc: 0.0051, top5_acc: 0.0238, loss_cls: 5.9964, loss: 8.9847, grad_norm: 2.5251 2020-09-10 13:45:34,240 - mmaction - INFO - Epoch [1][40/940] lr: 4.000e-02, eta: 4 days, 0:15:37, time: 1.205, data_time: 0.025, memory: 6916, loss_aux: 2.9548, top1_acc: 0.0080, top5_acc: 0.0355, loss_cls: 5.9355, loss: 8.8903, grad_norm: 2.4099 2020-09-10 13:45:58,743 - mmaction - INFO - Epoch [1][60/940] lr: 4.000e-02, eta: 3 days, 8:07:03, time: 1.222, data_time: 0.006, memory: 6916, loss_aux: 2.9291, top1_acc: 0.0109, top5_acc: 0.0426, loss_cls: 5.8653, loss: 8.7945, grad_norm: 2.3603 2020-09-10 13:46:25,470 - mmaction - INFO - Epoch [1][80/940] lr: 4.000e-02, eta: 3 days, 1:10:43, time: 1.339, data_time: 0.007, memory: 6916, loss_aux: 2.8964, top1_acc: 0.0162, top5_acc: 0.0594, loss_cls: 5.7665, loss: 8.6629, grad_norm: 2.3526 2020-09-10 13:46:54,580 - mmaction - INFO - Epoch [1][100/940] lr: 4.000e-02, eta: 2 days, 21:54:36, time: 1.453, data_time: 0.006, memory: 6916, loss_aux: 2.8890, top1_acc: 0.0152, top5_acc: 0.0607, loss_cls: 5.7407, loss: 8.6297, grad_norm: 2.3339 2020-09-10 13:47:27,563 - mmaction - INFO - Epoch [1][120/940] lr: 4.000e-02, eta: 2 days, 21:01:46, time: 1.653, data_time: 0.007, memory: 6916, loss_aux: 2.8599, top1_acc: 0.0170, top5_acc: 0.0674, loss_cls: 5.6768, loss: 8.5367, grad_norm: 2.2963 2020-09-10 13:48:03,418 - mmaction - INFO - Epoch [1][140/940] lr: 4.000e-02, eta: 2 days, 21:10:35, time: 1.792, data_time: 0.002, memory: 6916, loss_aux: 2.8491, top1_acc: 0.0195, top5_acc: 0.0682, loss_cls: 5.6506, loss: 8.4997, grad_norm: 2.2190 2020-09-10 13:48:39,835 - mmaction - INFO - Epoch [1][160/940] lr: 4.000e-02, eta: 2 days, 21:25:36, time: 1.821, data_time: 0.003, memory: 6916, loss_aux: 2.8446, top1_acc: 0.0189, top5_acc: 0.0727, loss_cls: 5.6140, loss: 8.4586, grad_norm: 2.2575 2020-09-10 13:49:17,396 - mmaction - INFO - Epoch [1][180/940] lr: 4.000e-02, eta: 2 days, 21:52:05, time: 1.878, data_time: 0.005, memory: 6916, loss_aux: 2.8288, top1_acc: 0.0232, top5_acc: 0.0855, loss_cls: 5.5786, loss: 8.4074, grad_norm: 2.2573 2020-09-10 13:49:55,664 - mmaction - INFO - Epoch [1][200/940] lr: 4.000e-02, eta: 2 days, 22:21:21, time: 1.913, data_time: 0.002, memory: 6916, loss_aux: 2.8249, top1_acc: 0.0209, top5_acc: 0.0855, loss_cls: 5.5600, loss: 8.3849, grad_norm: 2.1782 2020-09-10 13:50:34,237 - mmaction - INFO - Epoch [1][220/940] lr: 4.000e-02, eta: 2 days, 22:48:23, time: 1.928, data_time: 0.005, memory: 6916, loss_aux: 2.8148, top1_acc: 0.0260, top5_acc: 0.0900, loss_cls: 5.5306, loss: 8.3454, grad_norm: 2.1948 2020-09-10 13:51:13,270 - mmaction - INFO - Epoch [1][240/940] lr: 4.000e-02, eta: 2 days, 23:15:10, time: 1.951, data_time: 0.002, memory: 6916, loss_aux: 2.8072, top1_acc: 0.0256, top5_acc: 0.0912, loss_cls: 5.5223, loss: 8.3295, grad_norm: 2.1872 2020-09-10 13:51:53,325 - mmaction - INFO - Epoch [1][260/940] lr: 4.000e-02, eta: 2 days, 23:47:13, time: 2.003, data_time: 0.003, memory: 6916, loss_aux: 2.8083, top1_acc: 0.0254, top5_acc: 0.0873, loss_cls: 5.5170, loss: 8.3254, grad_norm: 2.1562 2020-09-10 13:52:32,787 - mmaction - INFO - Epoch [1][280/940] lr: 4.000e-02, eta: 3 days, 0:09:29, time: 1.973, data_time: 0.006, memory: 6916, loss_aux: 2.8052, top1_acc: 0.0293, top5_acc: 0.0979, loss_cls: 5.4952, loss: 8.3003, grad_norm: 2.1664 2020-09-10 13:53:12,054 - mmaction - INFO - Epoch [1][300/940] lr: 4.000e-02, eta: 3 days, 0:26:49, time: 1.961, data_time: 0.003, memory: 6916, loss_aux: 2.8048, top1_acc: 0.0285, top5_acc: 0.0902, loss_cls: 5.4901, loss: 8.2949, grad_norm: 2.1277 2020-09-10 13:53:53,444 - mmaction - INFO - Epoch [1][320/940] lr: 4.000e-02, eta: 3 days, 0:58:07, time: 2.071, data_time: 0.007, memory: 6916, loss_aux: 2.7824, top1_acc: 0.0289, top5_acc: 0.1002, loss_cls: 5.4536, loss: 8.2360, grad_norm: 2.1585 2020-09-10 13:54:32,424 - mmaction - INFO - Epoch [1][340/940] lr: 4.000e-02, eta: 3 days, 1:08:47, time: 1.949, data_time: 0.005, memory: 6916, loss_aux: 2.7693, top1_acc: 0.0283, top5_acc: 0.1027, loss_cls: 5.4210, loss: 8.1902, grad_norm: 2.1377 2020-09-10 13:55:13,222 - mmaction - INFO - Epoch [1][360/940] lr: 4.000e-02, eta: 3 days, 1:29:47, time: 2.038, data_time: 0.003, memory: 6916, loss_aux: 2.7679, top1_acc: 0.0324, top5_acc: 0.1111, loss_cls: 5.4127, loss: 8.1806, grad_norm: 2.0976 2020-09-10 13:55:53,842 - mmaction - INFO - Epoch [1][380/940] lr: 4.000e-02, eta: 3 days, 1:47:51, time: 2.033, data_time: 0.007, memory: 6916, loss_aux: 2.7702, top1_acc: 0.0303, top5_acc: 0.1143, loss_cls: 5.4168, loss: 8.1870, grad_norm: 2.1514 2020-09-10 13:56:34,636 - mmaction - INFO - Epoch [1][400/940] lr: 4.000e-02, eta: 3 days, 2:04:43, time: 2.039, data_time: 0.006, memory: 6916, loss_aux: 2.7589, top1_acc: 0.0326, top5_acc: 0.1105, loss_cls: 5.3859, loss: 8.1448, grad_norm: 2.1932 2020-09-10 13:57:15,345 - mmaction - INFO - Epoch [1][420/940] lr: 4.000e-02, eta: 3 days, 2:19:39, time: 2.036, data_time: 0.006, memory: 6916, loss_aux: 2.7762, top1_acc: 0.0305, top5_acc: 0.1141, loss_cls: 5.4066, loss: 8.1827, grad_norm: 2.1087 2020-09-10 13:57:56,304 - mmaction - INFO - Epoch [1][440/940] lr: 4.000e-02, eta: 3 days, 2:34:21, time: 2.047, data_time: 0.007, memory: 6916, loss_aux: 2.7557, top1_acc: 0.0342, top5_acc: 0.1184, loss_cls: 5.3618, loss: 8.1175, grad_norm: 2.1168 2020-09-10 13:58:36,953 - mmaction - INFO - Epoch [1][460/940] lr: 4.000e-02, eta: 3 days, 2:46:16, time: 2.033, data_time: 0.006, memory: 6916, loss_aux: 2.7550, top1_acc: 0.0334, top5_acc: 0.1209, loss_cls: 5.3613, loss: 8.1163, grad_norm: 2.1014 2020-09-10 13:59:17,808 - mmaction - INFO - Epoch [1][480/940] lr: 4.000e-02, eta: 3 days, 2:58:01, time: 2.042, data_time: 0.006, memory: 6916, loss_aux: 2.7474, top1_acc: 0.0346, top5_acc: 0.1158, loss_cls: 5.3301, loss: 8.0775, grad_norm: 2.1100 2020-09-10 13:59:58,408 - mmaction - INFO - Epoch [1][500/940] lr: 4.000e-02, eta: 3 days, 3:07:38, time: 2.030, data_time: 0.006, memory: 6916, loss_aux: 2.7444, top1_acc: 0.0381, top5_acc: 0.1232, loss_cls: 5.3275, loss: 8.0719, grad_norm: 2.1258 2020-09-10 14:00:43,945 - mmaction - INFO - Epoch [1][520/940] lr: 4.000e-02, eta: 3 days, 3:36:53, time: 2.257, data_time: 0.008, memory: 6916, loss_aux: 2.7266, top1_acc: 0.0371, top5_acc: 0.1229, loss_cls: 5.2689, loss: 7.9955, grad_norm: 2.1431 2020-09-10 14:01:22,933 - mmaction - INFO - Epoch [1][540/940] lr: 4.000e-02, eta: 3 days, 3:39:05, time: 1.971, data_time: 0.117, memory: 6916, loss_aux: 2.7444, top1_acc: 0.0398, top5_acc: 0.1238, loss_cls: 5.3070, loss: 8.0515, grad_norm: 2.1842 2020-09-10 14:02:02,014 - mmaction - INFO - Epoch [1][560/940] lr: 4.000e-02, eta: 3 days, 3:39:39, time: 1.953, data_time: 0.006, memory: 6916, loss_aux: 2.7385, top1_acc: 0.0375, top5_acc: 0.1254, loss_cls: 5.3010, loss: 8.0395, grad_norm: 2.1496 2020-09-10 14:02:41,009 - mmaction - INFO - Epoch [1][580/940] lr: 4.000e-02, eta: 3 days, 3:39:38, time: 1.947, data_time: 0.003, memory: 6916, loss_aux: 2.7354, top1_acc: 0.0373, top5_acc: 0.1277, loss_cls: 5.2935, loss: 8.0288, grad_norm: 2.1214 2020-09-10 14:03:21,023 - mmaction - INFO - Epoch [1][600/940] lr: 4.000e-02, eta: 3 days, 3:43:57, time: 2.003, data_time: 0.009, memory: 6916, loss_aux: 2.7323, top1_acc: 0.0342, top5_acc: 0.1246, loss_cls: 5.2907, loss: 8.0230, grad_norm: 2.1301 2020-09-10 14:03:59,846 - mmaction - INFO - Epoch [1][620/940] lr: 4.000e-02, eta: 3 days, 3:43:12, time: 1.940, data_time: 0.003, memory: 6916, loss_aux: 2.7100, top1_acc: 0.0436, top5_acc: 0.1436, loss_cls: 5.2181, loss: 7.9281, grad_norm: 2.0889 2020-09-10 14:04:38,689 - mmaction - INFO - Epoch [1][640/940] lr: 4.000e-02, eta: 3 days, 3:42:39, time: 1.943, data_time: 0.006, memory: 6916, loss_aux: 2.7049, top1_acc: 0.0449, top5_acc: 0.1400, loss_cls: 5.2151, loss: 7.9200, grad_norm: 2.1284 2020-09-10 14:05:17,520 - mmaction - INFO - Epoch [1][660/940] lr: 4.000e-02, eta: 3 days, 3:41:47, time: 1.939, data_time: 0.002, memory: 6916, loss_aux: 2.7024, top1_acc: 0.0416, top5_acc: 0.1412, loss_cls: 5.2095, loss: 7.9119, grad_norm: 2.1198 2020-09-10 14:05:55,680 - mmaction - INFO - Epoch [1][680/940] lr: 4.000e-02, eta: 3 days, 3:38:55, time: 1.910, data_time: 0.008, memory: 6916, loss_aux: 2.7099, top1_acc: 0.0428, top5_acc: 0.1379, loss_cls: 5.2124, loss: 7.9222, grad_norm: 2.1360 2020-09-10 14:06:33,566 - mmaction - INFO - Epoch [1][700/940] lr: 4.000e-02, eta: 3 days, 3:35:14, time: 1.895, data_time: 0.007, memory: 6916, loss_aux: 2.7074, top1_acc: 0.0477, top5_acc: 0.1445, loss_cls: 5.1953, loss: 7.9028, grad_norm: 2.2384 2020-09-10 14:07:12,061 - mmaction - INFO - Epoch [1][720/940] lr: 4.000e-02, eta: 3 days, 3:33:37, time: 1.925, data_time: 0.002, memory: 6916, loss_aux: 2.6961, top1_acc: 0.0465, top5_acc: 0.1477, loss_cls: 5.1695, loss: 7.8656, grad_norm: 2.1483 2020-09-10 14:07:49,510 - mmaction - INFO - Epoch [1][740/940] lr: 4.000e-02, eta: 3 days, 3:28:44, time: 1.872, data_time: 0.005, memory: 6916, loss_aux: 2.7254, top1_acc: 0.0459, top5_acc: 0.1363, loss_cls: 5.2333, loss: 7.9587, grad_norm: 2.1350 2020-09-10 14:08:28,353 - mmaction - INFO - Epoch [1][760/940] lr: 4.000e-02, eta: 3 days, 3:28:26, time: 1.943, data_time: 0.003, memory: 6916, loss_aux: 2.7153, top1_acc: 0.0465, top5_acc: 0.1471, loss_cls: 5.2132, loss: 7.9285, grad_norm: 2.1293 2020-09-10 14:09:06,337 - mmaction - INFO - Epoch [1][780/940] lr: 4.000e-02, eta: 3 days, 3:25:30, time: 1.899, data_time: 0.005, memory: 6916, loss_aux: 2.7147, top1_acc: 0.0424, top5_acc: 0.1439, loss_cls: 5.1989, loss: 7.9135, grad_norm: 2.1504 2020-09-10 14:09:43,578 - mmaction - INFO - Epoch [1][800/940] lr: 4.000e-02, eta: 3 days, 3:20:28, time: 1.861, data_time: 0.002, memory: 6916, loss_aux: 2.6901, top1_acc: 0.0490, top5_acc: 0.1461, loss_cls: 5.1519, loss: 7.8420, grad_norm: 2.1400 2020-09-10 14:10:20,946 - mmaction - INFO - Epoch [1][820/940] lr: 4.000e-02, eta: 3 days, 3:16:00, time: 1.868, data_time: 0.007, memory: 6916, loss_aux: 2.6831, top1_acc: 0.0461, top5_acc: 0.1562, loss_cls: 5.1381, loss: 7.8212, grad_norm: 2.1117 2020-09-10 14:10:59,645 - mmaction - INFO - Epoch [1][840/940] lr: 4.000e-02, eta: 3 days, 3:15:33, time: 1.936, data_time: 0.004, memory: 6916, loss_aux: 2.6871, top1_acc: 0.0471, top5_acc: 0.1533, loss_cls: 5.1485, loss: 7.8357, grad_norm: 2.1847 2020-09-10 14:11:36,358 - mmaction - INFO - Epoch [1][860/940] lr: 4.000e-02, eta: 3 days, 3:09:35, time: 1.835, data_time: 0.002, memory: 6916, loss_aux: 2.6832, top1_acc: 0.0451, top5_acc: 0.1541, loss_cls: 5.1409, loss: 7.8241, grad_norm: 2.1005 2020-09-10 14:12:14,226 - mmaction - INFO - Epoch [1][880/940] lr: 4.000e-02, eta: 3 days, 3:06:57, time: 1.893, data_time: 0.003, memory: 6916, loss_aux: 2.6827, top1_acc: 0.0549, top5_acc: 0.1643, loss_cls: 5.1273, loss: 7.8100, grad_norm: 2.1190 2020-09-10 14:12:51,619 - mmaction - INFO - Epoch [1][900/940] lr: 4.000e-02, eta: 3 days, 3:03:13, time: 1.870, data_time: 0.003, memory: 6916, loss_aux: 2.6886, top1_acc: 0.0490, top5_acc: 0.1527, loss_cls: 5.1361, loss: 7.8247, grad_norm: 2.1103 2020-09-10 14:13:29,418 - mmaction - INFO - Epoch [1][920/940] lr: 4.000e-02, eta: 3 days, 3:00:34, time: 1.889, data_time: 0.002, memory: 6916, loss_aux: 2.6837, top1_acc: 0.0477, top5_acc: 0.1551, loss_cls: 5.1304, loss: 7.8141, grad_norm: 2.1949 2020-09-10 14:14:11,748 - mmaction - INFO - Epoch [1][940/940] lr: 4.000e-02, eta: 3 days, 3:09:20, time: 2.117, data_time: 0.003, memory: 6916, loss_aux: 2.6865, top1_acc: 0.0453, top5_acc: 0.1500, loss_cls: 5.1574, loss: 7.8439, grad_norm: 2.1631 2020-09-10 14:14:12,431 - mmaction - INFO - Saving checkpoint at 1 epochs 2020-09-10 14:14:58,173 - mmaction - INFO - Epoch [2][20/940] lr: 4.000e-02, eta: 3 days, 3:08:29, time: 1.927, data_time: 0.490, memory: 6924, loss_aux: 2.6803, top1_acc: 0.0494, top5_acc: 0.1621, loss_cls: 5.1269, loss: 7.8072, grad_norm: 2.1617 2020-09-10 14:15:33,175 - mmaction - INFO - Epoch [2][40/940] lr: 4.000e-02, eta: 3 days, 2:59:09, time: 1.749, data_time: 0.008, memory: 6924, loss_aux: 2.6638, top1_acc: 0.0514, top5_acc: 0.1637, loss_cls: 5.0633, loss: 7.7272, grad_norm: 2.1006 2020-09-10 14:16:09,561 - mmaction - INFO - Epoch [2][60/940] lr: 4.000e-02, eta: 3 days, 2:53:33, time: 1.822, data_time: 0.007, memory: 6924, loss_aux: 2.6731, top1_acc: 0.0479, top5_acc: 0.1555, loss_cls: 5.1086, loss: 7.7817, grad_norm: 2.0851 2020-09-10 14:16:46,891 - mmaction - INFO - Epoch [2][80/940] lr: 4.000e-02, eta: 3 days, 2:50:07, time: 1.865, data_time: 0.006, memory: 6924, loss_aux: 2.6704, top1_acc: 0.0490, top5_acc: 0.1693, loss_cls: 5.0963, loss: 7.7667, grad_norm: 2.1217 2020-09-10 14:17:23,421 - mmaction - INFO - Epoch [2][100/940] lr: 4.000e-02, eta: 3 days, 2:45:09, time: 1.828, data_time: 0.006, memory: 6924, loss_aux: 2.6751, top1_acc: 0.0469, top5_acc: 0.1645, loss_cls: 5.0931, loss: 7.7682, grad_norm: 2.0831 2020-09-10 14:18:01,324 - mmaction - INFO - Epoch [2][120/940] lr: 4.000e-02, eta: 3 days, 2:43:17, time: 1.895, data_time: 0.003, memory: 6924, loss_aux: 2.6727, top1_acc: 0.0537, top5_acc: 0.1646, loss_cls: 5.1006, loss: 7.7733, grad_norm: 2.0950 2020-09-10 14:18:37,336 - mmaction - INFO - Epoch [2][140/940] lr: 4.000e-02, eta: 3 days, 2:37:19, time: 1.799, data_time: 0.007, memory: 6924, loss_aux: 2.6479, top1_acc: 0.0627, top5_acc: 0.1830, loss_cls: 5.0218, loss: 7.6697, grad_norm: 2.1127 2020-09-10 14:19:15,654 - mmaction - INFO - Epoch [2][160/940] lr: 4.000e-02, eta: 3 days, 2:36:36, time: 1.918, data_time: 0.007, memory: 6924, loss_aux: 2.6613, top1_acc: 0.0600, top5_acc: 0.1684, loss_cls: 5.0654, loss: 7.7267, grad_norm: 2.1726 2020-09-10 14:19:52,017 - mmaction - INFO - Epoch [2][180/940] lr: 4.000e-02, eta: 3 days, 2:31:37, time: 1.816, data_time: 0.005, memory: 6924, loss_aux: 2.6534, top1_acc: 0.0545, top5_acc: 0.1662, loss_cls: 5.0597, loss: 7.7131, grad_norm: 2.0960 2020-09-10 14:20:28,218 - mmaction - INFO - Epoch [2][200/940] lr: 4.000e-02, eta: 3 days, 2:26:36, time: 1.811, data_time: 0.008, memory: 6924, loss_aux: 2.6466, top1_acc: 0.0662, top5_acc: 0.1738, loss_cls: 5.0370, loss: 7.6836, grad_norm: 2.0969 2020-09-10 14:21:05,385 - mmaction - INFO - Epoch [2][220/940] lr: 4.000e-02, eta: 3 days, 2:23:41, time: 1.859, data_time: 0.008, memory: 6924, loss_aux: 2.6550, top1_acc: 0.0525, top5_acc: 0.1602, loss_cls: 5.0573, loss: 7.7123, grad_norm: 2.1146 2020-09-10 14:21:41,282 - mmaction - INFO - Epoch [2][240/940] lr: 4.000e-02, eta: 3 days, 2:18:17, time: 1.795, data_time: 0.007, memory: 6924, loss_aux: 2.6384, top1_acc: 0.0590, top5_acc: 0.1854, loss_cls: 5.0023, loss: 7.6408, grad_norm: 2.1898 2020-09-10 14:22:17,600 - mmaction - INFO - Epoch [2][260/940] lr: 4.000e-02, eta: 3 days, 2:13:52, time: 1.816, data_time: 0.003, memory: 6924, loss_aux: 2.6398, top1_acc: 0.0566, top5_acc: 0.1760, loss_cls: 5.0099, loss: 7.6496, grad_norm: 2.0371 2020-09-10 14:22:54,591 - mmaction - INFO - Epoch [2][280/940] lr: 4.000e-02, eta: 3 days, 2:10:50, time: 1.849, data_time: 0.007, memory: 6924, loss_aux: 2.6498, top1_acc: 0.0617, top5_acc: 0.1793, loss_cls: 5.0448, loss: 7.6946, grad_norm: 2.1606 2020-09-10 14:23:31,293 - mmaction - INFO - Epoch [2][300/940] lr: 4.000e-02, eta: 3 days, 2:07:21, time: 1.835, data_time: 0.007, memory: 6924, loss_aux: 2.6482, top1_acc: 0.0572, top5_acc: 0.1725, loss_cls: 5.0370, loss: 7.6852, grad_norm: 2.1140 2020-09-10 14:24:07,712 - mmaction - INFO - Epoch [2][320/940] lr: 4.000e-02, eta: 3 days, 2:03:31, time: 1.823, data_time: 0.006, memory: 6924, loss_aux: 2.6433, top1_acc: 0.0586, top5_acc: 0.1838, loss_cls: 5.0189, loss: 7.6622, grad_norm: 2.0750 2020-09-10 14:24:44,446 - mmaction - INFO - Epoch [2][340/940] lr: 4.000e-02, eta: 3 days, 2:00:10, time: 1.833, data_time: 0.005, memory: 6924, loss_aux: 2.6445, top1_acc: 0.0629, top5_acc: 0.1732, loss_cls: 5.0294, loss: 7.6739, grad_norm: 2.1170 2020-09-10 14:25:21,118 - mmaction - INFO - Epoch [2][360/940] lr: 4.000e-02, eta: 3 days, 1:56:58, time: 1.835, data_time: 0.007, memory: 6924, loss_aux: 2.6357, top1_acc: 0.0652, top5_acc: 0.1861, loss_cls: 5.0084, loss: 7.6441, grad_norm: 2.1206 2020-09-10 14:25:57,938 - mmaction - INFO - Epoch [2][380/940] lr: 4.000e-02, eta: 3 days, 1:54:07, time: 1.843, data_time: 0.007, memory: 6924, loss_aux: 2.6229, top1_acc: 0.0617, top5_acc: 0.1848, loss_cls: 4.9769, loss: 7.5998, grad_norm: 2.1393 2020-09-10 14:26:35,007 - mmaction - INFO - Epoch [2][400/940] lr: 4.000e-02, eta: 3 days, 1:51:41, time: 1.853, data_time: 0.003, memory: 6924, loss_aux: 2.6268, top1_acc: 0.0600, top5_acc: 0.1904, loss_cls: 4.9832, loss: 7.6100, grad_norm: 2.1420 2020-09-10 14:27:12,180 - mmaction - INFO - Epoch [2][420/940] lr: 4.000e-02, eta: 3 days, 1:49:25, time: 1.856, data_time: 0.005, memory: 6924, loss_aux: 2.6266, top1_acc: 0.0559, top5_acc: 0.1857, loss_cls: 4.9925, loss: 7.6191, grad_norm: 2.0969 2020-09-10 14:27:48,045 - mmaction - INFO - Epoch [2][440/940] lr: 4.000e-02, eta: 3 days, 1:45:10, time: 1.796, data_time: 0.008, memory: 6924, loss_aux: 2.6364, top1_acc: 0.0666, top5_acc: 0.1887, loss_cls: 4.9969, loss: 7.6333, grad_norm: 2.1001 2020-09-10 14:28:25,528 - mmaction - INFO - Epoch [2][460/940] lr: 4.000e-02, eta: 3 days, 1:43:33, time: 1.873, data_time: 0.006, memory: 6924, loss_aux: 2.6197, top1_acc: 0.0625, top5_acc: 0.1863, loss_cls: 4.9713, loss: 7.5909, grad_norm: 2.0769 2020-09-10 14:29:02,759 - mmaction - INFO - Epoch [2][480/940] lr: 4.000e-02, eta: 3 days, 1:41:41, time: 1.864, data_time: 0.006, memory: 6924, loss_aux: 2.6101, top1_acc: 0.0680, top5_acc: 0.1930, loss_cls: 4.9548, loss: 7.5649, grad_norm: 2.1278 2020-09-10 14:29:39,709 - mmaction - INFO - Epoch [2][500/940] lr: 4.000e-02, eta: 3 days, 1:39:17, time: 1.846, data_time: 0.005, memory: 6924, loss_aux: 2.6098, top1_acc: 0.0645, top5_acc: 0.1947, loss_cls: 4.9414, loss: 7.5512, grad_norm: 2.1403 2020-09-10 14:30:14,602 - mmaction - INFO - Epoch [2][520/940] lr: 4.000e-02, eta: 3 days, 1:33:41, time: 1.744, data_time: 0.005, memory: 6924, loss_aux: 2.6174, top1_acc: 0.0631, top5_acc: 0.1889, loss_cls: 4.9501, loss: 7.5675, grad_norm: 2.0464 2020-09-10 14:30:51,302 - mmaction - INFO - Epoch [2][540/940] lr: 4.000e-02, eta: 3 days, 1:31:07, time: 1.836, data_time: 0.007, memory: 6924, loss_aux: 2.6182, top1_acc: 0.0707, top5_acc: 0.1971, loss_cls: 4.9440, loss: 7.5622, grad_norm: 2.1379 2020-09-10 14:31:27,782 - mmaction - INFO - Epoch [2][560/940] lr: 4.000e-02, eta: 3 days, 1:28:09, time: 1.822, data_time: 0.006, memory: 6924, loss_aux: 2.6035, top1_acc: 0.0676, top5_acc: 0.1977, loss_cls: 4.9274, loss: 7.5310, grad_norm: 2.1733 2020-09-10 14:32:04,665 - mmaction - INFO - Epoch [2][580/940] lr: 4.000e-02, eta: 3 days, 1:26:02, time: 1.847, data_time: 0.007, memory: 6924, loss_aux: 2.6085, top1_acc: 0.0691, top5_acc: 0.1982, loss_cls: 4.9562, loss: 7.5647, grad_norm: 2.0997 2020-09-10 14:32:41,073 - mmaction - INFO - Epoch [2][600/940] lr: 4.000e-02, eta: 3 days, 1:23:04, time: 1.818, data_time: 0.003, memory: 6924, loss_aux: 2.6035, top1_acc: 0.0627, top5_acc: 0.1971, loss_cls: 4.9325, loss: 7.5359, grad_norm: 2.0457 2020-09-10 14:33:16,554 - mmaction - INFO - Epoch [2][620/940] lr: 4.000e-02, eta: 3 days, 1:18:54, time: 1.776, data_time: 0.006, memory: 6924, loss_aux: 2.6154, top1_acc: 0.0648, top5_acc: 0.1924, loss_cls: 4.9697, loss: 7.5851, grad_norm: 2.0886 2020-09-10 14:33:53,528 - mmaction - INFO - Epoch [2][640/940] lr: 4.000e-02, eta: 3 days, 1:16:58, time: 1.848, data_time: 0.003, memory: 6924, loss_aux: 2.6198, top1_acc: 0.0627, top5_acc: 0.1863, loss_cls: 4.9492, loss: 7.5690, grad_norm: 2.1181 2020-09-10 14:34:28,852 - mmaction - INFO - Epoch [2][660/940] lr: 4.000e-02, eta: 3 days, 1:12:41, time: 1.767, data_time: 0.003, memory: 6924, loss_aux: 2.6003, top1_acc: 0.0623, top5_acc: 0.1957, loss_cls: 4.9140, loss: 7.5143, grad_norm: 2.0492 2020-09-10 14:35:05,761 - mmaction - INFO - Epoch [2][680/940] lr: 4.000e-02, eta: 3 days, 1:10:45, time: 1.845, data_time: 0.003, memory: 6924, loss_aux: 2.6108, top1_acc: 0.0658, top5_acc: 0.1977, loss_cls: 4.9423, loss: 7.5531, grad_norm: 2.1535 2020-09-10 14:35:42,033 - mmaction - INFO - Epoch [2][700/940] lr: 4.000e-02, eta: 3 days, 1:07:57, time: 1.814, data_time: 0.003, memory: 6924, loss_aux: 2.6019, top1_acc: 0.0672, top5_acc: 0.1961, loss_cls: 4.9173, loss: 7.5193, grad_norm: 2.1231 2020-09-10 14:36:18,247 - mmaction - INFO - Epoch [2][720/940] lr: 4.000e-02, eta: 3 days, 1:05:05, time: 1.809, data_time: 0.005, memory: 6924, loss_aux: 2.6107, top1_acc: 0.0658, top5_acc: 0.1930, loss_cls: 4.9328, loss: 7.5435, grad_norm: 2.1038 2020-09-10 14:36:55,107 - mmaction - INFO - Epoch [2][740/940] lr: 4.000e-02, eta: 3 days, 1:03:15, time: 1.845, data_time: 0.006, memory: 6924, loss_aux: 2.5913, top1_acc: 0.0656, top5_acc: 0.1982, loss_cls: 4.9090, loss: 7.5004, grad_norm: 2.0434 2020-09-10 14:37:30,536 - mmaction - INFO - Epoch [2][760/940] lr: 4.000e-02, eta: 3 days, 0:59:24, time: 1.770, data_time: 0.006, memory: 6924, loss_aux: 2.5798, top1_acc: 0.0715, top5_acc: 0.2107, loss_cls: 4.8767, loss: 7.4565, grad_norm: 2.1413 2020-09-10 14:38:07,494 - mmaction - INFO - Epoch [2][780/940] lr: 4.000e-02, eta: 3 days, 0:57:47, time: 1.850, data_time: 0.007, memory: 6924, loss_aux: 2.5980, top1_acc: 0.0725, top5_acc: 0.1959, loss_cls: 4.9328, loss: 7.5308, grad_norm: 2.0376 2020-09-10 14:38:43,525 - mmaction - INFO - Epoch [2][800/940] lr: 4.000e-02, eta: 3 days, 0:54:51, time: 1.799, data_time: 0.005, memory: 6924, loss_aux: 2.5984, top1_acc: 0.0783, top5_acc: 0.2051, loss_cls: 4.8984, loss: 7.4968, grad_norm: 2.1025 2020-09-10 14:39:18,976 - mmaction - INFO - Epoch [2][820/940] lr: 4.000e-02, eta: 3 days, 0:51:19, time: 1.775, data_time: 0.007, memory: 6924, loss_aux: 2.5940, top1_acc: 0.0762, top5_acc: 0.2133, loss_cls: 4.8885, loss: 7.4825, grad_norm: 2.0984 2020-09-10 14:39:53,141 - mmaction - INFO - Epoch [2][840/940] lr: 4.000e-02, eta: 3 days, 0:46:04, time: 1.707, data_time: 0.007, memory: 6924, loss_aux: 2.5817, top1_acc: 0.0693, top5_acc: 0.1988, loss_cls: 4.8946, loss: 7.4762, grad_norm: 2.0992 2020-09-10 14:40:29,392 - mmaction - INFO - Epoch [2][860/940] lr: 4.000e-02, eta: 3 days, 0:43:42, time: 1.814, data_time: 0.006, memory: 6924, loss_aux: 2.5894, top1_acc: 0.0703, top5_acc: 0.2043, loss_cls: 4.9084, loss: 7.4978, grad_norm: 2.1015 2020-09-10 14:41:05,579 - mmaction - INFO - Epoch [2][880/940] lr: 4.000e-02, eta: 3 days, 0:41:12, time: 1.807, data_time: 0.006, memory: 6924, loss_aux: 2.5797, top1_acc: 0.0686, top5_acc: 0.2105, loss_cls: 4.8585, loss: 7.4381, grad_norm: 2.1201 2020-09-10 14:41:43,062 - mmaction - INFO - Epoch [2][900/940] lr: 4.000e-02, eta: 3 days, 0:40:26, time: 1.875, data_time: 0.007, memory: 6924, loss_aux: 2.5805, top1_acc: 0.0703, top5_acc: 0.2014, loss_cls: 4.8824, loss: 7.4629, grad_norm: 2.1201 2020-09-10 14:42:20,152 - mmaction - INFO - Epoch [2][920/940] lr: 4.000e-02, eta: 3 days, 0:39:10, time: 1.854, data_time: 0.006, memory: 6924, loss_aux: 2.5798, top1_acc: 0.0740, top5_acc: 0.2037, loss_cls: 4.8663, loss: 7.4461, grad_norm: 2.0878 2020-09-10 14:42:54,819 - mmaction - INFO - Epoch [2][940/940] lr: 4.000e-02, eta: 3 days, 0:34:58, time: 1.735, data_time: 0.005, memory: 6924, loss_aux: 2.5784, top1_acc: 0.0698, top5_acc: 0.2127, loss_cls: 4.8722, loss: 7.4506, grad_norm: 2.1300 2020-09-10 14:42:55,239 - mmaction - INFO - Saving checkpoint at 2 epochs 2020-09-10 14:43:40,410 - mmaction - INFO - Epoch [3][20/940] lr: 4.000e-02, eta: 3 days, 0:37:51, time: 2.022, data_time: 0.524, memory: 6924, loss_aux: 2.5872, top1_acc: 0.0684, top5_acc: 0.2090, loss_cls: 4.8777, loss: 7.4648, grad_norm: 2.0979 2020-09-10 14:44:16,392 - mmaction - INFO - Epoch [3][40/940] lr: 4.000e-02, eta: 3 days, 0:35:18, time: 1.800, data_time: 0.008, memory: 6924, loss_aux: 2.5737, top1_acc: 0.0719, top5_acc: 0.2096, loss_cls: 4.8623, loss: 7.4360, grad_norm: 2.0806 2020-09-10 14:44:52,904 - mmaction - INFO - Epoch [3][60/940] lr: 4.000e-02, eta: 3 days, 0:33:27, time: 1.828, data_time: 0.007, memory: 6924, loss_aux: 2.5524, top1_acc: 0.0742, top5_acc: 0.2162, loss_cls: 4.8207, loss: 7.3731, grad_norm: 2.0895 2020-09-10 14:45:31,818 - mmaction - INFO - Epoch [3][80/940] lr: 4.000e-02, eta: 3 days, 0:34:21, time: 1.943, data_time: 0.005, memory: 6924, loss_aux: 2.5569, top1_acc: 0.0742, top5_acc: 0.2205, loss_cls: 4.8349, loss: 7.3918, grad_norm: 2.1203 2020-09-10 14:46:09,315 - mmaction - INFO - Epoch [3][100/940] lr: 4.000e-02, eta: 3 days, 0:33:41, time: 1.877, data_time: 0.008, memory: 6924, loss_aux: 2.5657, top1_acc: 0.0766, top5_acc: 0.2201, loss_cls: 4.8319, loss: 7.3976, grad_norm: 2.1270 2020-09-10 14:46:47,590 - mmaction - INFO - Epoch [3][120/940] lr: 4.000e-02, eta: 3 days, 0:33:52, time: 1.914, data_time: 0.006, memory: 6924, loss_aux: 2.5587, top1_acc: 0.0771, top5_acc: 0.2336, loss_cls: 4.8169, loss: 7.3756, grad_norm: 2.0830 2020-09-10 14:47:26,041 - mmaction - INFO - Epoch [3][140/940] lr: 4.000e-02, eta: 3 days, 0:34:13, time: 1.922, data_time: 0.003, memory: 6924, loss_aux: 2.5631, top1_acc: 0.0744, top5_acc: 0.2166, loss_cls: 4.8442, loss: 7.4073, grad_norm: 2.1511 2020-09-10 14:48:03,926 - mmaction - INFO - Epoch [3][160/940] lr: 4.000e-02, eta: 3 days, 0:33:54, time: 1.893, data_time: 0.006, memory: 6924, loss_aux: 2.5610, top1_acc: 0.0758, top5_acc: 0.2148, loss_cls: 4.8390, loss: 7.4000, grad_norm: 2.1478 2020-09-10 14:48:42,993 - mmaction - INFO - Epoch [3][180/940] lr: 4.000e-02, eta: 3 days, 0:34:57, time: 1.955, data_time: 0.006, memory: 6924, loss_aux: 2.5382, top1_acc: 0.0793, top5_acc: 0.2193, loss_cls: 4.7964, loss: 7.3347, grad_norm: 2.0918 2020-09-10 14:49:22,124 - mmaction - INFO - Epoch [3][200/940] lr: 4.000e-02, eta: 3 days, 0:35:58, time: 1.955, data_time: 0.005, memory: 6924, loss_aux: 2.5393, top1_acc: 0.0729, top5_acc: 0.2240, loss_cls: 4.8104, loss: 7.3497, grad_norm: 2.1482 2020-09-10 14:50:01,112 - mmaction - INFO - Epoch [3][220/940] lr: 4.000e-02, eta: 3 days, 0:36:53, time: 1.952, data_time: 0.006, memory: 6924, loss_aux: 2.5608, top1_acc: 0.0785, top5_acc: 0.2111, loss_cls: 4.8487, loss: 7.4095, grad_norm: 2.0576 2020-09-10 14:50:40,269 - mmaction - INFO - Epoch [3][240/940] lr: 4.000e-02, eta: 3 days, 0:37:55, time: 1.958, data_time: 0.005, memory: 6924, loss_aux: 2.5327, top1_acc: 0.0795, top5_acc: 0.2258, loss_cls: 4.7862, loss: 7.3190, grad_norm: 2.1678 2020-09-10 14:51:19,470 - mmaction - INFO - Epoch [3][260/940] lr: 4.000e-02, eta: 3 days, 0:38:56, time: 1.958, data_time: 0.004, memory: 6924, loss_aux: 2.5372, top1_acc: 0.0775, top5_acc: 0.2223, loss_cls: 4.7995, loss: 7.3367, grad_norm: 2.1763 2020-09-10 14:51:59,323 - mmaction - INFO - Epoch [3][280/940] lr: 4.000e-02, eta: 3 days, 0:40:40, time: 1.994, data_time: 0.006, memory: 6924, loss_aux: 2.5399, top1_acc: 0.0797, top5_acc: 0.2266, loss_cls: 4.7888, loss: 7.3287, grad_norm: 2.0866 2020-09-10 14:52:39,191 - mmaction - INFO - Epoch [3][300/940] lr: 4.000e-02, eta: 3 days, 0:42:21, time: 1.993, data_time: 0.003, memory: 6924, loss_aux: 2.5247, top1_acc: 0.0795, top5_acc: 0.2283, loss_cls: 4.7685, loss: 7.2932, grad_norm: 2.1119 2020-09-10 14:53:19,080 - mmaction - INFO - Epoch [3][320/940] lr: 4.000e-02, eta: 3 days, 0:44:00, time: 1.993, data_time: 0.002, memory: 6924, loss_aux: 2.5407, top1_acc: 0.0848, top5_acc: 0.2230, loss_cls: 4.8205, loss: 7.3612, grad_norm: 2.1374 2020-09-10 14:53:58,608 - mmaction - INFO - Epoch [3][340/940] lr: 4.000e-02, eta: 3 days, 0:45:16, time: 1.978, data_time: 0.005, memory: 6924, loss_aux: 2.5333, top1_acc: 0.0844, top5_acc: 0.2266, loss_cls: 4.7970, loss: 7.3303, grad_norm: 2.1014 2020-09-10 14:54:38,314 - mmaction - INFO - Epoch [3][360/940] lr: 4.000e-02, eta: 3 days, 0:46:40, time: 1.985, data_time: 0.002, memory: 6924, loss_aux: 2.5360, top1_acc: 0.0783, top5_acc: 0.2189, loss_cls: 4.7999, loss: 7.3359, grad_norm: 2.1328 2020-09-10 14:55:18,912 - mmaction - INFO - Epoch [3][380/940] lr: 4.000e-02, eta: 3 days, 0:48:54, time: 2.028, data_time: 0.004, memory: 6924, loss_aux: 2.5267, top1_acc: 0.0783, top5_acc: 0.2217, loss_cls: 4.7856, loss: 7.3123, grad_norm: 2.1135 2020-09-10 14:55:59,235 - mmaction - INFO - Epoch [3][400/940] lr: 4.000e-02, eta: 3 days, 0:50:52, time: 2.018, data_time: 0.007, memory: 6924, loss_aux: 2.5142, top1_acc: 0.0842, top5_acc: 0.2350, loss_cls: 4.7444, loss: 7.2587, grad_norm: 2.1220 2020-09-10 14:56:39,347 - mmaction - INFO - Epoch [3][420/940] lr: 4.000e-02, eta: 3 days, 0:52:32, time: 2.005, data_time: 0.006, memory: 6924, loss_aux: 2.5242, top1_acc: 0.0834, top5_acc: 0.2344, loss_cls: 4.7572, loss: 7.2815, grad_norm: 2.1435 2020-09-10 14:57:19,895 - mmaction - INFO - Epoch [3][440/940] lr: 4.000e-02, eta: 3 days, 0:54:38, time: 2.029, data_time: 0.006, memory: 6924, loss_aux: 2.4995, top1_acc: 0.0871, top5_acc: 0.2299, loss_cls: 4.7178, loss: 7.2173, grad_norm: 2.1523 2020-09-10 14:58:01,203 - mmaction - INFO - Epoch [3][460/940] lr: 4.000e-02, eta: 3 days, 0:57:23, time: 2.063, data_time: 0.004, memory: 6924, loss_aux: 2.5129, top1_acc: 0.0855, top5_acc: 0.2350, loss_cls: 4.7486, loss: 7.2615, grad_norm: 2.1196 2020-09-10 14:58:40,644 - mmaction - INFO - Epoch [3][480/940] lr: 4.000e-02, eta: 3 days, 0:58:17, time: 1.973, data_time: 0.007, memory: 6924, loss_aux: 2.5081, top1_acc: 0.0861, top5_acc: 0.2348, loss_cls: 4.7391, loss: 7.2472, grad_norm: 2.1845 2020-09-10 14:59:20,030 - mmaction - INFO - Epoch [3][500/940] lr: 4.000e-02, eta: 3 days, 0:59:05, time: 1.968, data_time: 0.007, memory: 6924, loss_aux: 2.5295, top1_acc: 0.0842, top5_acc: 0.2279, loss_cls: 4.7850, loss: 7.3146, grad_norm: 2.0672 2020-09-10 14:59:59,046 - mmaction - INFO - Epoch [3][520/940] lr: 4.000e-02, eta: 3 days, 0:59:32, time: 1.952, data_time: 0.007, memory: 6924, loss_aux: 2.5157, top1_acc: 0.0891, top5_acc: 0.2307, loss_cls: 4.7886, loss: 7.3042, grad_norm: 2.0988 2020-09-10 15:00:47,812 - mmaction - INFO - Epoch [3][540/940] lr: 4.000e-02, eta: 3 days, 1:08:51, time: 2.417, data_time: 0.007, memory: 6924, loss_aux: 2.5082, top1_acc: 0.0914, top5_acc: 0.2369, loss_cls: 4.7351, loss: 7.2433, grad_norm: 2.1288 2020-09-10 15:01:24,583 - mmaction - INFO - Epoch [3][560/940] lr: 4.000e-02, eta: 3 days, 1:07:28, time: 1.861, data_time: 0.044, memory: 6924, loss_aux: 2.5079, top1_acc: 0.0799, top5_acc: 0.2393, loss_cls: 4.7379, loss: 7.2458, grad_norm: 2.0888 2020-09-10 15:02:04,705 - mmaction - INFO - Epoch [3][580/940] lr: 4.000e-02, eta: 3 days, 1:08:48, time: 2.004, data_time: 0.005, memory: 6924, loss_aux: 2.5175, top1_acc: 0.0875, top5_acc: 0.2287, loss_cls: 4.7769, loss: 7.2944, grad_norm: 2.1093 2020-09-10 15:02:46,519 - mmaction - INFO - Epoch [3][600/940] lr: 4.000e-02, eta: 3 days, 1:11:42, time: 2.090, data_time: 0.006, memory: 6924, loss_aux: 2.5060, top1_acc: 0.0916, top5_acc: 0.2328, loss_cls: 4.7459, loss: 7.2518, grad_norm: 2.1156 2020-09-10 15:03:27,348 - mmaction - INFO - Epoch [3][620/940] lr: 4.000e-02, eta: 3 days, 1:13:40, time: 2.043, data_time: 0.006, memory: 6924, loss_aux: 2.5097, top1_acc: 0.0861, top5_acc: 0.2348, loss_cls: 4.7480, loss: 7.2577, grad_norm: 2.1478 2020-09-10 15:04:08,635 - mmaction - INFO - Epoch [3][640/940] lr: 4.000e-02, eta: 3 days, 1:15:57, time: 2.062, data_time: 0.007, memory: 6924, loss_aux: 2.5095, top1_acc: 0.0848, top5_acc: 0.2350, loss_cls: 4.7374, loss: 7.2469, grad_norm: 2.0864 2020-09-10 15:04:49,384 - mmaction - INFO - Epoch [3][660/940] lr: 4.000e-02, eta: 3 days, 1:17:46, time: 2.039, data_time: 0.006, memory: 6924, loss_aux: 2.4877, top1_acc: 0.0912, top5_acc: 0.2404, loss_cls: 4.7019, loss: 7.1896, grad_norm: 2.1136 2020-09-10 15:05:30,159 - mmaction - INFO - Epoch [3][680/940] lr: 4.000e-02, eta: 3 days, 1:19:30, time: 2.037, data_time: 0.005, memory: 6924, loss_aux: 2.4945, top1_acc: 0.0930, top5_acc: 0.2408, loss_cls: 4.7203, loss: 7.2148, grad_norm: 2.1325 2020-09-10 15:06:11,066 - mmaction - INFO - Epoch [3][700/940] lr: 4.000e-02, eta: 3 days, 1:21:22, time: 2.047, data_time: 0.006, memory: 6924, loss_aux: 2.4792, top1_acc: 0.0943, top5_acc: 0.2467, loss_cls: 4.6900, loss: 7.1692, grad_norm: 2.1380 2020-09-10 15:06:51,406 - mmaction - INFO - Epoch [3][720/940] lr: 4.000e-02, eta: 3 days, 1:22:38, time: 2.015, data_time: 0.005, memory: 6924, loss_aux: 2.4937, top1_acc: 0.0887, top5_acc: 0.2396, loss_cls: 4.7319, loss: 7.2256, grad_norm: 2.1401 2020-09-10 15:07:31,925 - mmaction - INFO - Epoch [3][740/940] lr: 4.000e-02, eta: 3 days, 1:24:05, time: 2.027, data_time: 0.006, memory: 6924, loss_aux: 2.5070, top1_acc: 0.0938, top5_acc: 0.2436, loss_cls: 4.7286, loss: 7.2356, grad_norm: 2.1750 2020-09-10 15:08:11,523 - mmaction - INFO - Epoch [3][760/940] lr: 4.000e-02, eta: 3 days, 1:24:40, time: 1.980, data_time: 0.006, memory: 6924, loss_aux: 2.4935, top1_acc: 0.0846, top5_acc: 0.2439, loss_cls: 4.6978, loss: 7.1913, grad_norm: 2.1848 2020-09-10 15:08:51,948 - mmaction - INFO - Epoch [3][780/940] lr: 4.000e-02, eta: 3 days, 1:25:59, time: 2.022, data_time: 0.005, memory: 6924, loss_aux: 2.4826, top1_acc: 0.0977, top5_acc: 0.2557, loss_cls: 4.6801, loss: 7.1628, grad_norm: 2.1461 2020-09-10 15:09:30,616 - mmaction - INFO - Epoch [3][800/940] lr: 4.000e-02, eta: 3 days, 1:25:44, time: 1.934, data_time: 0.005, memory: 6924, loss_aux: 2.4800, top1_acc: 0.0816, top5_acc: 0.2373, loss_cls: 4.6852, loss: 7.1651, grad_norm: 2.1719 2020-09-10 15:10:09,427 - mmaction - INFO - Epoch [3][820/940] lr: 4.000e-02, eta: 3 days, 1:25:36, time: 1.940, data_time: 0.005, memory: 6924, loss_aux: 2.4830, top1_acc: 0.0939, top5_acc: 0.2422, loss_cls: 4.7004, loss: 7.1834, grad_norm: 2.1416 2020-09-10 15:10:48,238 - mmaction - INFO - Epoch [3][840/940] lr: 4.000e-02, eta: 3 days, 1:25:25, time: 1.938, data_time: 0.002, memory: 6924, loss_aux: 2.5008, top1_acc: 0.0885, top5_acc: 0.2367, loss_cls: 4.7354, loss: 7.2363, grad_norm: 2.0825 2020-09-10 15:11:26,683 - mmaction - INFO - Epoch [3][860/940] lr: 4.000e-02, eta: 3 days, 1:24:58, time: 1.923, data_time: 0.006, memory: 6924, loss_aux: 2.4930, top1_acc: 0.0869, top5_acc: 0.2395, loss_cls: 4.7276, loss: 7.2206, grad_norm: 2.1214 2020-09-10 15:12:06,687 - mmaction - INFO - Epoch [3][880/940] lr: 4.000e-02, eta: 3 days, 1:25:48, time: 2.000, data_time: 0.006, memory: 6924, loss_aux: 2.4840, top1_acc: 0.0945, top5_acc: 0.2535, loss_cls: 4.6786, loss: 7.1626, grad_norm: 2.1534 2020-09-10 15:12:44,443 - mmaction - INFO - Epoch [3][900/940] lr: 4.000e-02, eta: 3 days, 1:24:46, time: 1.888, data_time: 0.006, memory: 6924, loss_aux: 2.4797, top1_acc: 0.1002, top5_acc: 0.2475, loss_cls: 4.6871, loss: 7.1668, grad_norm: 2.1170 2020-09-10 15:13:22,288 - mmaction - INFO - Epoch [3][920/940] lr: 4.000e-02, eta: 3 days, 1:23:48, time: 1.892, data_time: 0.006, memory: 6924, loss_aux: 2.4614, top1_acc: 0.0977, top5_acc: 0.2570, loss_cls: 4.6591, loss: 7.1205, grad_norm: 2.1256 2020-09-10 15:13:59,648 - mmaction - INFO - Epoch [3][940/940] lr: 4.000e-02, eta: 3 days, 1:22:27, time: 1.868, data_time: 0.006, memory: 6924, loss_aux: 2.4680, top1_acc: 0.0921, top5_acc: 0.2512, loss_cls: 4.6573, loss: 7.1254, grad_norm: 2.1064 2020-09-10 15:14:00,669 - mmaction - INFO - Saving checkpoint at 3 epochs 2020-09-10 15:14:49,212 - mmaction - INFO - Epoch [4][20/940] lr: 4.000e-02, eta: 3 days, 1:24:37, time: 2.085, data_time: 0.668, memory: 6924, loss_aux: 2.4702, top1_acc: 0.0938, top5_acc: 0.2547, loss_cls: 4.6621, loss: 7.1323, grad_norm: 2.1047 2020-09-10 15:15:25,445 - mmaction - INFO - Epoch [4][40/940] lr: 4.000e-02, eta: 3 days, 1:22:21, time: 1.811, data_time: 0.007, memory: 6924, loss_aux: 2.4673, top1_acc: 0.0910, top5_acc: 0.2525, loss_cls: 4.6397, loss: 7.1069, grad_norm: 2.1507 2020-09-10 15:16:01,850 - mmaction - INFO - Epoch [4][60/940] lr: 4.000e-02, eta: 3 days, 1:20:16, time: 1.822, data_time: 0.008, memory: 6924, loss_aux: 2.4537, top1_acc: 0.1023, top5_acc: 0.2670, loss_cls: 4.6071, loss: 7.0608, grad_norm: 2.1283 2020-09-10 15:16:39,539 - mmaction - INFO - Epoch [4][80/940] lr: 4.000e-02, eta: 3 days, 1:19:11, time: 1.884, data_time: 0.005, memory: 6924, loss_aux: 2.4598, top1_acc: 0.0922, top5_acc: 0.2539, loss_cls: 4.6474, loss: 7.1072, grad_norm: 2.1366 2020-09-10 15:17:17,217 - mmaction - INFO - Epoch [4][100/940] lr: 4.000e-02, eta: 3 days, 1:18:08, time: 1.885, data_time: 0.006, memory: 6924, loss_aux: 2.4437, top1_acc: 0.0986, top5_acc: 0.2652, loss_cls: 4.6149, loss: 7.0585, grad_norm: 2.1495 2020-09-10 15:17:55,239 - mmaction - INFO - Epoch [4][120/940] lr: 4.000e-02, eta: 3 days, 1:17:19, time: 1.900, data_time: 0.006, memory: 6924, loss_aux: 2.4617, top1_acc: 0.0990, top5_acc: 0.2627, loss_cls: 4.6229, loss: 7.0846, grad_norm: 2.1742 2020-09-10 15:18:32,176 - mmaction - INFO - Epoch [4][140/940] lr: 4.000e-02, eta: 3 days, 1:15:43, time: 1.848, data_time: 0.005, memory: 6924, loss_aux: 2.4615, top1_acc: 0.0967, top5_acc: 0.2623, loss_cls: 4.6288, loss: 7.0903, grad_norm: 2.1711 2020-09-10 15:19:10,056 - mmaction - INFO - Epoch [4][160/940] lr: 4.000e-02, eta: 3 days, 1:14:48, time: 1.892, data_time: 0.006, memory: 6924, loss_aux: 2.4501, top1_acc: 0.0992, top5_acc: 0.2625, loss_cls: 4.6237, loss: 7.0739, grad_norm: 2.1548 2020-09-10 15:19:46,888 - mmaction - INFO - Epoch [4][180/940] lr: 4.000e-02, eta: 3 days, 1:13:06, time: 1.842, data_time: 0.006, memory: 6924, loss_aux: 2.4441, top1_acc: 0.1119, top5_acc: 0.2709, loss_cls: 4.5819, loss: 7.0260, grad_norm: 2.1436 2020-09-10 15:20:25,056 - mmaction - INFO - Epoch [4][200/940] lr: 4.000e-02, eta: 3 days, 1:12:26, time: 1.908, data_time: 0.006, memory: 6924, loss_aux: 2.4594, top1_acc: 0.0887, top5_acc: 0.2576, loss_cls: 4.6422, loss: 7.1015, grad_norm: 2.1721 2020-09-10 15:21:02,614 - mmaction - INFO - Epoch [4][220/940] lr: 4.000e-02, eta: 3 days, 1:11:19, time: 1.878, data_time: 0.006, memory: 6924, loss_aux: 2.4412, top1_acc: 0.1039, top5_acc: 0.2695, loss_cls: 4.5753, loss: 7.0164, grad_norm: 2.1651 2020-09-10 15:21:39,232 - mmaction - INFO - Epoch [4][240/940] lr: 4.000e-02, eta: 3 days, 1:09:31, time: 1.832, data_time: 0.007, memory: 6924, loss_aux: 2.4323, top1_acc: 0.1045, top5_acc: 0.2730, loss_cls: 4.5821, loss: 7.0145, grad_norm: 2.1504 2020-09-10 15:22:16,058 - mmaction - INFO - Epoch [4][260/940] lr: 4.000e-02, eta: 3 days, 1:07:49, time: 1.838, data_time: 0.005, memory: 6924, loss_aux: 2.4501, top1_acc: 0.1027, top5_acc: 0.2607, loss_cls: 4.6235, loss: 7.0736, grad_norm: 2.1770 2020-09-10 15:22:53,802 - mmaction - INFO - Epoch [4][280/940] lr: 4.000e-02, eta: 3 days, 1:06:53, time: 1.889, data_time: 0.007, memory: 6924, loss_aux: 2.4435, top1_acc: 0.1088, top5_acc: 0.2656, loss_cls: 4.5888, loss: 7.0323, grad_norm: 2.1880 2020-09-10 15:23:30,614 - mmaction - INFO - Epoch [4][300/940] lr: 4.000e-02, eta: 3 days, 1:05:13, time: 1.839, data_time: 0.005, memory: 6924, loss_aux: 2.4426, top1_acc: 0.1016, top5_acc: 0.2662, loss_cls: 4.6084, loss: 7.0510, grad_norm: 2.1694 2020-09-10 15:24:07,541 - mmaction - INFO - Epoch [4][320/940] lr: 4.000e-02, eta: 3 days, 1:03:43, time: 1.849, data_time: 0.008, memory: 6924, loss_aux: 2.4403, top1_acc: 0.1035, top5_acc: 0.2678, loss_cls: 4.5748, loss: 7.0151, grad_norm: 2.1277 2020-09-10 15:24:44,859 - mmaction - INFO - Epoch [4][340/940] lr: 4.000e-02, eta: 3 days, 1:02:27, time: 1.865, data_time: 0.007, memory: 6924, loss_aux: 2.4476, top1_acc: 0.0994, top5_acc: 0.2602, loss_cls: 4.5977, loss: 7.0453, grad_norm: 2.2114 2020-09-10 15:25:21,971 - mmaction - INFO - Epoch [4][360/940] lr: 4.000e-02, eta: 3 days, 1:01:03, time: 1.855, data_time: 0.005, memory: 6924, loss_aux: 2.4270, top1_acc: 0.1066, top5_acc: 0.2746, loss_cls: 4.5569, loss: 6.9839, grad_norm: 2.2072 2020-09-10 15:25:59,006 - mmaction - INFO - Epoch [4][380/940] lr: 4.000e-02, eta: 3 days, 0:59:38, time: 1.853, data_time: 0.008, memory: 6924, loss_aux: 2.4453, top1_acc: 0.1004, top5_acc: 0.2658, loss_cls: 4.5992, loss: 7.0444, grad_norm: 2.1424 2020-09-10 15:26:36,298 - mmaction - INFO - Epoch [4][400/940] lr: 4.000e-02, eta: 3 days, 0:58:23, time: 1.865, data_time: 0.007, memory: 6924, loss_aux: 2.4327, top1_acc: 0.1057, top5_acc: 0.2723, loss_cls: 4.5671, loss: 6.9998, grad_norm: 2.1272 2020-09-10 15:27:13,283 - mmaction - INFO - Epoch [4][420/940] lr: 4.000e-02, eta: 3 days, 0:56:58, time: 1.851, data_time: 0.006, memory: 6924, loss_aux: 2.4352, top1_acc: 0.0988, top5_acc: 0.2639, loss_cls: 4.5984, loss: 7.0336, grad_norm: 2.2032 2020-09-10 15:27:50,791 - mmaction - INFO - Epoch [4][440/940] lr: 4.000e-02, eta: 3 days, 0:55:53, time: 1.875, data_time: 0.006, memory: 6924, loss_aux: 2.4310, top1_acc: 0.1090, top5_acc: 0.2736, loss_cls: 4.5415, loss: 6.9725, grad_norm: 2.1687 2020-09-10 15:28:27,503 - mmaction - INFO - Epoch [4][460/940] lr: 4.000e-02, eta: 3 days, 0:54:16, time: 1.836, data_time: 0.005, memory: 6924, loss_aux: 2.4505, top1_acc: 0.1033, top5_acc: 0.2687, loss_cls: 4.6141, loss: 7.0646, grad_norm: 2.1895 2020-09-10 15:29:03,534 - mmaction - INFO - Epoch [4][480/940] lr: 4.000e-02, eta: 3 days, 0:52:10, time: 1.800, data_time: 0.006, memory: 6924, loss_aux: 2.4262, top1_acc: 0.1074, top5_acc: 0.2791, loss_cls: 4.5537, loss: 6.9799, grad_norm: 2.1844 2020-09-10 15:29:40,972 - mmaction - INFO - Epoch [4][500/940] lr: 4.000e-02, eta: 3 days, 0:51:04, time: 1.872, data_time: 0.006, memory: 6924, loss_aux: 2.4366, top1_acc: 0.1035, top5_acc: 0.2631, loss_cls: 4.5801, loss: 7.0167, grad_norm: 2.1951 2020-09-10 15:30:17,297 - mmaction - INFO - Epoch [4][520/940] lr: 4.000e-02, eta: 3 days, 0:49:13, time: 1.816, data_time: 0.007, memory: 6924, loss_aux: 2.4279, top1_acc: 0.1027, top5_acc: 0.2748, loss_cls: 4.5601, loss: 6.9880, grad_norm: 2.1606 2020-09-10 15:30:54,536 - mmaction - INFO - Epoch [4][540/940] lr: 4.000e-02, eta: 3 days, 0:48:00, time: 1.862, data_time: 0.007, memory: 6924, loss_aux: 2.4313, top1_acc: 0.1092, top5_acc: 0.2703, loss_cls: 4.5668, loss: 6.9980, grad_norm: 2.1542 2020-09-10 15:31:30,890 - mmaction - INFO - Epoch [4][560/940] lr: 4.000e-02, eta: 3 days, 0:46:12, time: 1.818, data_time: 0.006, memory: 6924, loss_aux: 2.4447, top1_acc: 0.0951, top5_acc: 0.2678, loss_cls: 4.5794, loss: 7.0241, grad_norm: 2.1758 2020-09-10 15:32:08,268 - mmaction - INFO - Epoch [4][580/940] lr: 4.000e-02, eta: 3 days, 0:45:05, time: 1.868, data_time: 0.006, memory: 6924, loss_aux: 2.4313, top1_acc: 0.1074, top5_acc: 0.2727, loss_cls: 4.5485, loss: 6.9798, grad_norm: 2.1362 2020-09-10 15:32:44,631 - mmaction - INFO - Epoch [4][600/940] lr: 4.000e-02, eta: 3 days, 0:43:20, time: 1.820, data_time: 0.007, memory: 6924, loss_aux: 2.4358, top1_acc: 0.1043, top5_acc: 0.2693, loss_cls: 4.5760, loss: 7.0118, grad_norm: 2.2543 2020-09-10 15:33:21,472 - mmaction - INFO - Epoch [4][620/940] lr: 4.000e-02, eta: 3 days, 0:41:53, time: 1.842, data_time: 0.002, memory: 6924, loss_aux: 2.4264, top1_acc: 0.1027, top5_acc: 0.2797, loss_cls: 4.5344, loss: 6.9607, grad_norm: 2.2081 2020-09-10 15:33:58,285 - mmaction - INFO - Epoch [4][640/940] lr: 4.000e-02, eta: 3 days, 0:40:25, time: 1.840, data_time: 0.003, memory: 6924, loss_aux: 2.4244, top1_acc: 0.1064, top5_acc: 0.2693, loss_cls: 4.5577, loss: 6.9821, grad_norm: 2.1352 2020-09-10 15:34:34,972 - mmaction - INFO - Epoch [4][660/940] lr: 4.000e-02, eta: 3 days, 0:38:53, time: 1.834, data_time: 0.006, memory: 6924, loss_aux: 2.4097, top1_acc: 0.1219, top5_acc: 0.2887, loss_cls: 4.5088, loss: 6.9185, grad_norm: 2.1308 2020-09-10 15:35:11,384 - mmaction - INFO - Epoch [4][680/940] lr: 4.000e-02, eta: 3 days, 0:37:13, time: 1.822, data_time: 0.006, memory: 6924, loss_aux: 2.4128, top1_acc: 0.1104, top5_acc: 0.2854, loss_cls: 4.5153, loss: 6.9281, grad_norm: 2.2341 2020-09-10 15:35:48,106 - mmaction - INFO - Epoch [4][700/940] lr: 4.000e-02, eta: 3 days, 0:35:44, time: 1.836, data_time: 0.003, memory: 6924, loss_aux: 2.4183, top1_acc: 0.1143, top5_acc: 0.2785, loss_cls: 4.5191, loss: 6.9374, grad_norm: 2.1703 2020-09-10 15:36:25,123 - mmaction - INFO - Epoch [4][720/940] lr: 4.000e-02, eta: 3 days, 0:34:25, time: 1.849, data_time: 0.006, memory: 6924, loss_aux: 2.4115, top1_acc: 0.1098, top5_acc: 0.2842, loss_cls: 4.5006, loss: 6.9121, grad_norm: 2.1785 2020-09-10 15:37:01,623 - mmaction - INFO - Epoch [4][740/940] lr: 4.000e-02, eta: 3 days, 0:32:50, time: 1.827, data_time: 0.006, memory: 6924, loss_aux: 2.4058, top1_acc: 0.1080, top5_acc: 0.2848, loss_cls: 4.5182, loss: 6.9240, grad_norm: 2.1546 2020-09-10 15:37:38,406 - mmaction - INFO - Epoch [4][760/940] lr: 4.000e-02, eta: 3 days, 0:31:24, time: 1.838, data_time: 0.005, memory: 6924, loss_aux: 2.4004, top1_acc: 0.1088, top5_acc: 0.2900, loss_cls: 4.4950, loss: 6.8954, grad_norm: 2.1693 2020-09-10 15:38:14,863 - mmaction - INFO - Epoch [4][780/940] lr: 4.000e-02, eta: 3 days, 0:29:49, time: 1.825, data_time: 0.006, memory: 6924, loss_aux: 2.4259, top1_acc: 0.1025, top5_acc: 0.2744, loss_cls: 4.5488, loss: 6.9747, grad_norm: 2.1691 2020-09-10 15:38:51,888 - mmaction - INFO - Epoch [4][800/940] lr: 4.000e-02, eta: 3 days, 0:28:33, time: 1.849, data_time: 0.005, memory: 6924, loss_aux: 2.4204, top1_acc: 0.1043, top5_acc: 0.2791, loss_cls: 4.5363, loss: 6.9567, grad_norm: 2.1884 2020-09-10 15:39:27,810 - mmaction - INFO - Epoch [4][820/940] lr: 4.000e-02, eta: 3 days, 0:26:38, time: 1.798, data_time: 0.006, memory: 6924, loss_aux: 2.4079, top1_acc: 0.1098, top5_acc: 0.2902, loss_cls: 4.4974, loss: 6.9053, grad_norm: 2.2041 2020-09-10 15:40:04,824 - mmaction - INFO - Epoch [4][840/940] lr: 4.000e-02, eta: 3 days, 0:25:23, time: 1.850, data_time: 0.006, memory: 6924, loss_aux: 2.4231, top1_acc: 0.1023, top5_acc: 0.2824, loss_cls: 4.5389, loss: 6.9620, grad_norm: 2.2196 2020-09-10 15:40:41,644 - mmaction - INFO - Epoch [4][860/940] lr: 4.000e-02, eta: 3 days, 0:24:02, time: 1.841, data_time: 0.003, memory: 6924, loss_aux: 2.4071, top1_acc: 0.1193, top5_acc: 0.2887, loss_cls: 4.5036, loss: 6.9107, grad_norm: 2.2277 2020-09-10 15:41:18,039 - mmaction - INFO - Epoch [4][880/940] lr: 4.000e-02, eta: 3 days, 0:22:26, time: 1.819, data_time: 0.006, memory: 6924, loss_aux: 2.3918, top1_acc: 0.1146, top5_acc: 0.2846, loss_cls: 4.4858, loss: 6.8776, grad_norm: 2.2076 2020-09-10 15:41:54,697 - mmaction - INFO - Epoch [4][900/940] lr: 4.000e-02, eta: 3 days, 0:21:01, time: 1.834, data_time: 0.006, memory: 6924, loss_aux: 2.3978, top1_acc: 0.1107, top5_acc: 0.2863, loss_cls: 4.4799, loss: 6.8777, grad_norm: 2.2056 2020-09-10 15:42:30,495 - mmaction - INFO - Epoch [4][920/940] lr: 4.000e-02, eta: 3 days, 0:19:04, time: 1.790, data_time: 0.007, memory: 6924, loss_aux: 2.4140, top1_acc: 0.1105, top5_acc: 0.2863, loss_cls: 4.5002, loss: 6.9142, grad_norm: 2.1994 2020-09-10 15:43:05,589 - mmaction - INFO - Epoch [4][940/940] lr: 4.000e-02, eta: 3 days, 0:16:42, time: 1.754, data_time: 0.004, memory: 6924, loss_aux: 2.4130, top1_acc: 0.1094, top5_acc: 0.2843, loss_cls: 4.4966, loss: 6.9096, grad_norm: 2.2075 2020-09-10 15:43:06,017 - mmaction - INFO - Saving checkpoint at 4 epochs 2020-09-10 15:43:50,760 - mmaction - INFO - Epoch [5][20/940] lr: 4.000e-02, eta: 3 days, 0:18:00, time: 2.056, data_time: 0.563, memory: 6924, loss_aux: 2.4049, top1_acc: 0.1137, top5_acc: 0.2875, loss_cls: 4.4838, loss: 6.8887, grad_norm: 2.1924 2020-09-10 15:44:25,060 - mmaction - INFO - Epoch [5][40/940] lr: 4.000e-02, eta: 3 days, 0:15:11, time: 1.715, data_time: 0.006, memory: 6924, loss_aux: 2.3778, top1_acc: 0.1232, top5_acc: 0.3041, loss_cls: 4.4316, loss: 6.8095, grad_norm: 2.1657 2020-09-10 15:45:01,141 - mmaction - INFO - Epoch [5][60/940] lr: 4.000e-02, eta: 3 days, 0:13:26, time: 1.803, data_time: 0.006, memory: 6924, loss_aux: 2.4057, top1_acc: 0.1088, top5_acc: 0.2904, loss_cls: 4.4869, loss: 6.8925, grad_norm: 2.1918 2020-09-10 15:45:37,015 - mmaction - INFO - Epoch [5][80/940] lr: 4.000e-02, eta: 3 days, 0:11:38, time: 1.796, data_time: 0.007, memory: 6924, loss_aux: 2.3982, top1_acc: 0.1141, top5_acc: 0.3006, loss_cls: 4.4732, loss: 6.8714, grad_norm: 2.1878 2020-09-10 15:46:13,901 - mmaction - INFO - Epoch [5][100/940] lr: 4.000e-02, eta: 3 days, 0:10:22, time: 1.842, data_time: 0.005, memory: 6924, loss_aux: 2.3831, top1_acc: 0.1227, top5_acc: 0.2975, loss_cls: 4.4296, loss: 6.8128, grad_norm: 2.1974 2020-09-10 15:46:49,350 - mmaction - INFO - Epoch [5][120/940] lr: 4.000e-02, eta: 3 days, 0:08:19, time: 1.774, data_time: 0.006, memory: 6924, loss_aux: 2.3976, top1_acc: 0.1133, top5_acc: 0.2896, loss_cls: 4.4747, loss: 6.8723, grad_norm: 2.2417 2020-09-10 15:47:25,851 - mmaction - INFO - Epoch [5][140/940] lr: 4.000e-02, eta: 3 days, 0:06:52, time: 1.824, data_time: 0.005, memory: 6924, loss_aux: 2.4046, top1_acc: 0.1152, top5_acc: 0.2898, loss_cls: 4.4969, loss: 6.9015, grad_norm: 2.2161 2020-09-10 15:48:02,325 - mmaction - INFO - Epoch [5][160/940] lr: 4.000e-02, eta: 3 days, 0:05:26, time: 1.824, data_time: 0.006, memory: 6924, loss_aux: 2.3989, top1_acc: 0.1104, top5_acc: 0.2900, loss_cls: 4.4715, loss: 6.8704, grad_norm: 2.1719 2020-09-10 15:48:39,028 - mmaction - INFO - Epoch [5][180/940] lr: 4.000e-02, eta: 3 days, 0:04:07, time: 1.835, data_time: 0.006, memory: 6924, loss_aux: 2.3706, top1_acc: 0.1299, top5_acc: 0.3137, loss_cls: 4.3906, loss: 6.7612, grad_norm: 2.1464 2020-09-10 15:49:15,746 - mmaction - INFO - Epoch [5][200/940] lr: 4.000e-02, eta: 3 days, 0:02:50, time: 1.837, data_time: 0.006, memory: 6924, loss_aux: 2.3762, top1_acc: 0.1277, top5_acc: 0.3016, loss_cls: 4.4118, loss: 6.7880, grad_norm: 2.2348 2020-09-10 15:49:52,095 - mmaction - INFO - Epoch [5][220/940] lr: 4.000e-02, eta: 3 days, 0:01:19, time: 1.815, data_time: 0.006, memory: 6924, loss_aux: 2.3857, top1_acc: 0.1148, top5_acc: 0.3072, loss_cls: 4.4390, loss: 6.8247, grad_norm: 2.1953 2020-09-10 15:50:28,071 - mmaction - INFO - Epoch [5][240/940] lr: 4.000e-02, eta: 2 days, 23:59:39, time: 1.801, data_time: 0.009, memory: 6924, loss_aux: 2.3817, top1_acc: 0.1209, top5_acc: 0.3053, loss_cls: 4.4411, loss: 6.8228, grad_norm: 2.2030 2020-09-10 15:51:04,142 - mmaction - INFO - Epoch [5][260/940] lr: 4.000e-02, eta: 2 days, 23:58:00, time: 1.802, data_time: 0.007, memory: 6924, loss_aux: 2.3843, top1_acc: 0.1109, top5_acc: 0.2943, loss_cls: 4.4586, loss: 6.8429, grad_norm: 2.2059 2020-09-10 15:51:40,359 - mmaction - INFO - Epoch [5][280/940] lr: 4.000e-02, eta: 2 days, 23:56:28, time: 1.811, data_time: 0.006, memory: 6924, loss_aux: 2.3974, top1_acc: 0.1172, top5_acc: 0.2963, loss_cls: 4.4500, loss: 6.8474, grad_norm: 2.2277 2020-09-10 15:52:17,081 - mmaction - INFO - Epoch [5][300/940] lr: 4.000e-02, eta: 2 days, 23:55:14, time: 1.838, data_time: 0.007, memory: 6924, loss_aux: 2.3801, top1_acc: 0.1234, top5_acc: 0.3047, loss_cls: 4.4334, loss: 6.8135, grad_norm: 2.1973 2020-09-10 15:52:53,097 - mmaction - INFO - Epoch [5][320/940] lr: 4.000e-02, eta: 2 days, 23:53:34, time: 1.799, data_time: 0.003, memory: 6924, loss_aux: 2.3825, top1_acc: 0.1219, top5_acc: 0.3018, loss_cls: 4.4400, loss: 6.8226, grad_norm: 2.2311 2020-09-10 15:53:30,114 - mmaction - INFO - Epoch [5][340/940] lr: 4.000e-02, eta: 2 days, 23:52:31, time: 1.852, data_time: 0.006, memory: 6924, loss_aux: 2.3783, top1_acc: 0.1098, top5_acc: 0.2949, loss_cls: 4.4323, loss: 6.8106, grad_norm: 2.1644 2020-09-10 15:54:06,113 - mmaction - INFO - Epoch [5][360/940] lr: 4.000e-02, eta: 2 days, 23:50:53, time: 1.799, data_time: 0.006, memory: 6924, loss_aux: 2.3650, top1_acc: 0.1271, top5_acc: 0.3076, loss_cls: 4.4037, loss: 6.7687, grad_norm: 2.1908 2020-09-10 15:54:43,084 - mmaction - INFO - Epoch [5][380/940] lr: 4.000e-02, eta: 2 days, 23:49:49, time: 1.850, data_time: 0.006, memory: 6924, loss_aux: 2.3666, top1_acc: 0.1219, top5_acc: 0.3051, loss_cls: 4.3956, loss: 6.7622, grad_norm: 2.2534 2020-09-10 15:55:20,473 - mmaction - INFO - Epoch [5][400/940] lr: 4.000e-02, eta: 2 days, 23:48:57, time: 1.868, data_time: 0.006, memory: 6924, loss_aux: 2.3779, top1_acc: 0.1184, top5_acc: 0.3076, loss_cls: 4.4394, loss: 6.8173, grad_norm: 2.2712 2020-09-10 15:55:58,563 - mmaction - INFO - Epoch [5][420/940] lr: 4.000e-02, eta: 2 days, 23:48:29, time: 1.905, data_time: 0.006, memory: 6924, loss_aux: 2.3793, top1_acc: 0.1187, top5_acc: 0.3063, loss_cls: 4.4161, loss: 6.7953, grad_norm: 2.2105 2020-09-10 15:56:36,784 - mmaction - INFO - Epoch [5][440/940] lr: 4.000e-02, eta: 2 days, 23:48:06, time: 1.912, data_time: 0.003, memory: 6924, loss_aux: 2.3724, top1_acc: 0.1279, top5_acc: 0.3033, loss_cls: 4.4278, loss: 6.8001, grad_norm: 2.1771 2020-09-10 15:57:14,097 - mmaction - INFO - Epoch [5][460/940] lr: 4.000e-02, eta: 2 days, 23:47:12, time: 1.864, data_time: 0.006, memory: 6924, loss_aux: 2.3733, top1_acc: 0.1230, top5_acc: 0.3033, loss_cls: 4.4099, loss: 6.7831, grad_norm: 2.2460 2020-09-10 15:57:52,393 - mmaction - INFO - Epoch [5][480/940] lr: 4.000e-02, eta: 2 days, 23:46:50, time: 1.914, data_time: 0.006, memory: 6924, loss_aux: 2.3667, top1_acc: 0.1287, top5_acc: 0.3084, loss_cls: 4.3865, loss: 6.7531, grad_norm: 2.2244 2020-09-10 15:58:30,274 - mmaction - INFO - Epoch [5][500/940] lr: 4.000e-02, eta: 2 days, 23:46:17, time: 1.897, data_time: 0.007, memory: 6924, loss_aux: 2.3587, top1_acc: 0.1309, top5_acc: 0.3129, loss_cls: 4.3916, loss: 6.7503, grad_norm: 2.2549 2020-09-10 15:59:09,182 - mmaction - INFO - Epoch [5][520/940] lr: 4.000e-02, eta: 2 days, 23:46:15, time: 1.945, data_time: 0.002, memory: 6924, loss_aux: 2.3783, top1_acc: 0.1207, top5_acc: 0.2945, loss_cls: 4.4304, loss: 6.8087, grad_norm: 2.2455 2020-09-10 15:59:47,795 - mmaction - INFO - Epoch [5][540/940] lr: 4.000e-02, eta: 2 days, 23:46:02, time: 1.929, data_time: 0.005, memory: 6924, loss_aux: 2.3725, top1_acc: 0.1248, top5_acc: 0.3070, loss_cls: 4.4075, loss: 6.7800, grad_norm: 2.2817 2020-09-10 16:00:37,420 - mmaction - INFO - Epoch [5][560/940] lr: 4.000e-02, eta: 2 days, 23:51:29, time: 2.466, data_time: 0.006, memory: 6924, loss_aux: 2.3590, top1_acc: 0.1197, top5_acc: 0.3029, loss_cls: 4.3970, loss: 6.7560, grad_norm: 2.2063 2020-09-10 16:01:13,432 - mmaction - INFO - Epoch [5][580/940] lr: 4.000e-02, eta: 2 days, 23:50:02, time: 1.815, data_time: 0.032, memory: 6924, loss_aux: 2.3664, top1_acc: 0.1293, top5_acc: 0.3105, loss_cls: 4.3989, loss: 6.7654, grad_norm: 2.2571 2020-09-10 16:01:51,698 - mmaction - INFO - Epoch [5][600/940] lr: 4.000e-02, eta: 2 days, 23:49:38, time: 1.915, data_time: 0.007, memory: 6924, loss_aux: 2.3591, top1_acc: 0.1240, top5_acc: 0.3164, loss_cls: 4.3752, loss: 6.7343, grad_norm: 2.1970 2020-09-10 16:02:31,078 - mmaction - INFO - Epoch [5][620/940] lr: 4.000e-02, eta: 2 days, 23:49:48, time: 1.970, data_time: 0.005, memory: 6924, loss_aux: 2.3315, top1_acc: 0.1350, top5_acc: 0.3236, loss_cls: 4.3225, loss: 6.6540, grad_norm: 2.2839 2020-09-10 16:03:10,560 - mmaction - INFO - Epoch [5][640/940] lr: 4.000e-02, eta: 2 days, 23:50:00, time: 1.973, data_time: 0.003, memory: 6924, loss_aux: 2.3544, top1_acc: 0.1295, top5_acc: 0.3160, loss_cls: 4.3831, loss: 6.7375, grad_norm: 2.2155 2020-09-10 16:03:51,185 - mmaction - INFO - Epoch [5][660/940] lr: 4.000e-02, eta: 2 days, 23:50:49, time: 2.033, data_time: 0.005, memory: 6924, loss_aux: 2.3530, top1_acc: 0.1211, top5_acc: 0.3154, loss_cls: 4.3641, loss: 6.7171, grad_norm: 2.2588 2020-09-10 16:04:30,954 - mmaction - INFO - Epoch [5][680/940] lr: 4.000e-02, eta: 2 days, 23:51:09, time: 1.988, data_time: 0.002, memory: 6924, loss_aux: 2.3485, top1_acc: 0.1270, top5_acc: 0.3201, loss_cls: 4.3469, loss: 6.6954, grad_norm: 2.2451 2020-09-10 16:05:10,822 - mmaction - INFO - Epoch [5][700/940] lr: 4.000e-02, eta: 2 days, 23:51:32, time: 1.993, data_time: 0.006, memory: 6924, loss_aux: 2.3319, top1_acc: 0.1287, top5_acc: 0.3213, loss_cls: 4.3240, loss: 6.6559, grad_norm: 2.2553 2020-09-10 16:05:50,422 - mmaction - INFO - Epoch [5][720/940] lr: 4.000e-02, eta: 2 days, 23:51:46, time: 1.980, data_time: 0.003, memory: 6924, loss_aux: 2.3597, top1_acc: 0.1279, top5_acc: 0.3229, loss_cls: 4.3846, loss: 6.7444, grad_norm: 2.2697 2020-09-10 16:06:30,258 - mmaction - INFO - Epoch [5][740/940] lr: 4.000e-02, eta: 2 days, 23:52:05, time: 1.990, data_time: 0.005, memory: 6924, loss_aux: 2.3555, top1_acc: 0.1299, top5_acc: 0.3164, loss_cls: 4.3639, loss: 6.7194, grad_norm: 2.2892 2020-09-10 16:07:10,656 - mmaction - INFO - Epoch [5][760/940] lr: 4.000e-02, eta: 2 days, 23:52:43, time: 2.020, data_time: 0.007, memory: 6924, loss_aux: 2.3424, top1_acc: 0.1326, top5_acc: 0.3219, loss_cls: 4.3628, loss: 6.7052, grad_norm: 2.2501 2020-09-10 16:07:50,388 - mmaction - INFO - Epoch [5][780/940] lr: 4.000e-02, eta: 2 days, 23:53:00, time: 1.989, data_time: 0.006, memory: 6924, loss_aux: 2.3633, top1_acc: 0.1260, top5_acc: 0.3150, loss_cls: 4.3839, loss: 6.7472, grad_norm: 2.2020 2020-09-10 16:08:31,225 - mmaction - INFO - Epoch [5][800/940] lr: 4.000e-02, eta: 2 days, 23:53:48, time: 2.039, data_time: 0.005, memory: 6924, loss_aux: 2.3614, top1_acc: 0.1293, top5_acc: 0.3047, loss_cls: 4.3968, loss: 6.7581, grad_norm: 2.2362 2020-09-10 16:09:11,437 - mmaction - INFO - Epoch [5][820/940] lr: 4.000e-02, eta: 2 days, 23:54:19, time: 2.013, data_time: 0.007, memory: 6924, loss_aux: 2.3406, top1_acc: 0.1285, top5_acc: 0.3221, loss_cls: 4.3503, loss: 6.6909, grad_norm: 2.1965 2020-09-10 16:09:52,616 - mmaction - INFO - Epoch [5][840/940] lr: 4.000e-02, eta: 2 days, 23:55:16, time: 2.057, data_time: 0.005, memory: 6924, loss_aux: 2.3340, top1_acc: 0.1410, top5_acc: 0.3311, loss_cls: 4.3152, loss: 6.6492, grad_norm: 2.2567 2020-09-10 16:10:33,867 - mmaction - INFO - Epoch [5][860/940] lr: 4.000e-02, eta: 2 days, 23:56:15, time: 2.063, data_time: 0.006, memory: 6924, loss_aux: 2.3716, top1_acc: 0.1221, top5_acc: 0.3115, loss_cls: 4.3996, loss: 6.7712, grad_norm: 2.2690 2020-09-10 16:11:14,286 - mmaction - INFO - Epoch [5][880/940] lr: 4.000e-02, eta: 2 days, 23:56:50, time: 2.022, data_time: 0.007, memory: 6924, loss_aux: 2.3362, top1_acc: 0.1375, top5_acc: 0.3195, loss_cls: 4.3320, loss: 6.6682, grad_norm: 2.2272 2020-09-10 16:11:55,043 - mmaction - INFO - Epoch [5][900/940] lr: 4.000e-02, eta: 2 days, 23:57:33, time: 2.038, data_time: 0.003, memory: 6924, loss_aux: 2.3401, top1_acc: 0.1260, top5_acc: 0.3229, loss_cls: 4.3535, loss: 6.6936, grad_norm: 2.2428 2020-09-10 16:12:35,510 - mmaction - INFO - Epoch [5][920/940] lr: 4.000e-02, eta: 2 days, 23:58:06, time: 2.022, data_time: 0.005, memory: 6924, loss_aux: 2.3377, top1_acc: 0.1242, top5_acc: 0.3174, loss_cls: 4.3797, loss: 6.7174, grad_norm: 2.2377 2020-09-10 16:13:16,378 - mmaction - INFO - Epoch [5][940/940] lr: 4.000e-02, eta: 2 days, 23:58:52, time: 2.045, data_time: 0.004, memory: 6924, loss_aux: 2.3411, top1_acc: 0.1270, top5_acc: 0.3228, loss_cls: 4.3378, loss: 6.6790, grad_norm: 2.2438 2020-09-10 16:13:17,013 - mmaction - INFO - Saving checkpoint at 5 epochs 2020-09-10 16:14:08,530 - mmaction - INFO - Epoch [6][20/940] lr: 4.000e-02, eta: 3 days, 0:01:22, time: 2.227, data_time: 0.746, memory: 6924, loss_aux: 2.3311, top1_acc: 0.1314, top5_acc: 0.3197, loss_cls: 4.3368, loss: 6.6679, grad_norm: 2.2316 2020-09-10 16:14:46,222 - mmaction - INFO - Epoch [6][40/940] lr: 4.000e-02, eta: 3 days, 0:00:34, time: 1.886, data_time: 0.006, memory: 6924, loss_aux: 2.3402, top1_acc: 0.1305, top5_acc: 0.3201, loss_cls: 4.3277, loss: 6.6679, grad_norm: 2.1914 2020-09-10 16:15:25,806 - mmaction - INFO - Epoch [6][60/940] lr: 4.000e-02, eta: 3 days, 0:00:40, time: 1.980, data_time: 0.006, memory: 6924, loss_aux: 2.3313, top1_acc: 0.1297, top5_acc: 0.3309, loss_cls: 4.3174, loss: 6.6488, grad_norm: 2.2028 2020-09-10 16:16:07,347 - mmaction - INFO - Epoch [6][80/940] lr: 4.000e-02, eta: 3 days, 0:01:42, time: 2.078, data_time: 0.005, memory: 6924, loss_aux: 2.3231, top1_acc: 0.1412, top5_acc: 0.3354, loss_cls: 4.2977, loss: 6.6208, grad_norm: 2.2440 2020-09-10 16:16:47,715 - mmaction - INFO - Epoch [6][100/940] lr: 4.000e-02, eta: 3 days, 0:02:08, time: 2.016, data_time: 0.006, memory: 6924, loss_aux: 2.3279, top1_acc: 0.1391, top5_acc: 0.3281, loss_cls: 4.2967, loss: 6.6245, grad_norm: 2.2925 2020-09-10 16:17:28,991 - mmaction - INFO - Epoch [6][120/940] lr: 4.000e-02, eta: 3 days, 0:03:01, time: 2.065, data_time: 0.006, memory: 6924, loss_aux: 2.3181, top1_acc: 0.1354, top5_acc: 0.3281, loss_cls: 4.3014, loss: 6.6195, grad_norm: 2.2224 2020-09-10 16:18:10,190 - mmaction - INFO - Epoch [6][140/940] lr: 4.000e-02, eta: 3 days, 0:03:49, time: 2.059, data_time: 0.005, memory: 6924, loss_aux: 2.3258, top1_acc: 0.1320, top5_acc: 0.3273, loss_cls: 4.3256, loss: 6.6514, grad_norm: 2.2459 2020-09-10 16:18:50,765 - mmaction - INFO - Epoch [6][160/940] lr: 4.000e-02, eta: 3 days, 0:04:21, time: 2.030, data_time: 0.006, memory: 6924, loss_aux: 2.3221, top1_acc: 0.1432, top5_acc: 0.3320, loss_cls: 4.3092, loss: 6.6313, grad_norm: 2.2483 2020-09-10 16:19:31,689 - mmaction - INFO - Epoch [6][180/940] lr: 4.000e-02, eta: 3 days, 0:05:00, time: 2.045, data_time: 0.006, memory: 6924, loss_aux: 2.3206, top1_acc: 0.1348, top5_acc: 0.3254, loss_cls: 4.2968, loss: 6.6174, grad_norm: 2.2835 2020-09-10 16:20:13,065 - mmaction - INFO - Epoch [6][200/940] lr: 4.000e-02, eta: 3 days, 0:05:52, time: 2.068, data_time: 0.006, memory: 6924, loss_aux: 2.3159, top1_acc: 0.1400, top5_acc: 0.3314, loss_cls: 4.2826, loss: 6.5984, grad_norm: 2.2110 2020-09-10 16:20:54,379 - mmaction - INFO - Epoch [6][220/940] lr: 4.000e-02, eta: 3 days, 0:06:43, time: 2.069, data_time: 0.007, memory: 6924, loss_aux: 2.3179, top1_acc: 0.1445, top5_acc: 0.3334, loss_cls: 4.2602, loss: 6.5780, grad_norm: 2.2152 2020-09-10 16:21:36,529 - mmaction - INFO - Epoch [6][240/940] lr: 4.000e-02, eta: 3 days, 0:07:54, time: 2.106, data_time: 0.006, memory: 6924, loss_aux: 2.3138, top1_acc: 0.1414, top5_acc: 0.3393, loss_cls: 4.2931, loss: 6.6069, grad_norm: 2.2406 2020-09-10 16:22:17,622 - mmaction - INFO - Epoch [6][260/940] lr: 4.000e-02, eta: 3 days, 0:08:36, time: 2.054, data_time: 0.006, memory: 6924, loss_aux: 2.2938, top1_acc: 0.1471, top5_acc: 0.3461, loss_cls: 4.2305, loss: 6.5243, grad_norm: 2.2245 2020-09-10 16:22:58,704 - mmaction - INFO - Epoch [6][280/940] lr: 4.000e-02, eta: 3 days, 0:09:17, time: 2.054, data_time: 0.005, memory: 6924, loss_aux: 2.3039, top1_acc: 0.1469, top5_acc: 0.3467, loss_cls: 4.2464, loss: 6.5503, grad_norm: 2.2554 2020-09-10 16:23:40,151 - mmaction - INFO - Epoch [6][300/940] lr: 4.000e-02, eta: 3 days, 0:10:07, time: 2.073, data_time: 0.007, memory: 6924, loss_aux: 2.3075, top1_acc: 0.1379, top5_acc: 0.3416, loss_cls: 4.2565, loss: 6.5640, grad_norm: 2.2507 2020-09-10 16:24:22,043 - mmaction - INFO - Epoch [6][320/940] lr: 4.000e-02, eta: 3 days, 0:11:10, time: 2.096, data_time: 0.006, memory: 6924, loss_aux: 2.2831, top1_acc: 0.1480, top5_acc: 0.3490, loss_cls: 4.2344, loss: 6.5174, grad_norm: 2.2932 2020-09-10 16:25:02,080 - mmaction - INFO - Epoch [6][340/940] lr: 4.000e-02, eta: 3 days, 0:11:20, time: 2.001, data_time: 0.006, memory: 6924, loss_aux: 2.3015, top1_acc: 0.1416, top5_acc: 0.3441, loss_cls: 4.2331, loss: 6.5346, grad_norm: 2.2147 2020-09-10 16:25:41,821 - mmaction - INFO - Epoch [6][360/940] lr: 4.000e-02, eta: 3 days, 0:11:23, time: 1.988, data_time: 0.004, memory: 6924, loss_aux: 2.3201, top1_acc: 0.1406, top5_acc: 0.3395, loss_cls: 4.2878, loss: 6.6079, grad_norm: 2.2479 2020-09-10 16:26:21,049 - mmaction - INFO - Epoch [6][380/940] lr: 4.000e-02, eta: 3 days, 0:11:10, time: 1.960, data_time: 0.005, memory: 6924, loss_aux: 2.3069, top1_acc: 0.1449, top5_acc: 0.3338, loss_cls: 4.2703, loss: 6.5771, grad_norm: 2.2628 2020-09-10 16:27:00,011 - mmaction - INFO - Epoch [6][400/940] lr: 4.000e-02, eta: 3 days, 0:10:51, time: 1.947, data_time: 0.006, memory: 6924, loss_aux: 2.3274, top1_acc: 0.1373, top5_acc: 0.3268, loss_cls: 4.3285, loss: 6.6559, grad_norm: 2.2527 2020-09-10 16:27:38,561 - mmaction - INFO - Epoch [6][420/940] lr: 4.000e-02, eta: 3 days, 0:10:22, time: 1.930, data_time: 0.007, memory: 6924, loss_aux: 2.2943, top1_acc: 0.1475, top5_acc: 0.3455, loss_cls: 4.2481, loss: 6.5425, grad_norm: 2.2532 2020-09-10 16:28:17,713 - mmaction - INFO - Epoch [6][440/940] lr: 4.000e-02, eta: 3 days, 0:10:07, time: 1.956, data_time: 0.005, memory: 6924, loss_aux: 2.3046, top1_acc: 0.1383, top5_acc: 0.3348, loss_cls: 4.2776, loss: 6.5822, grad_norm: 2.2891 2020-09-10 16:28:56,169 - mmaction - INFO - Epoch [6][460/940] lr: 4.000e-02, eta: 3 days, 0:09:35, time: 1.924, data_time: 0.006, memory: 6924, loss_aux: 2.3120, top1_acc: 0.1422, top5_acc: 0.3324, loss_cls: 4.2818, loss: 6.5938, grad_norm: 2.2596 2020-09-10 16:29:35,470 - mmaction - INFO - Epoch [6][480/940] lr: 4.000e-02, eta: 3 days, 0:09:23, time: 1.963, data_time: 0.006, memory: 6924, loss_aux: 2.3000, top1_acc: 0.1426, top5_acc: 0.3381, loss_cls: 4.2539, loss: 6.5540, grad_norm: 2.2546 2020-09-10 16:30:13,838 - mmaction - INFO - Epoch [6][500/940] lr: 4.000e-02, eta: 3 days, 0:08:48, time: 1.919, data_time: 0.007, memory: 6924, loss_aux: 2.3009, top1_acc: 0.1467, top5_acc: 0.3418, loss_cls: 4.2322, loss: 6.5332, grad_norm: 2.2507 2020-09-10 16:30:52,514 - mmaction - INFO - Epoch [6][520/940] lr: 4.000e-02, eta: 3 days, 0:08:22, time: 1.936, data_time: 0.006, memory: 6924, loss_aux: 2.3090, top1_acc: 0.1465, top5_acc: 0.3428, loss_cls: 4.2630, loss: 6.5720, grad_norm: 2.2256 2020-09-10 16:31:31,368 - mmaction - INFO - Epoch [6][540/940] lr: 4.000e-02, eta: 3 days, 0:07:58, time: 1.941, data_time: 0.005, memory: 6924, loss_aux: 2.2784, top1_acc: 0.1514, top5_acc: 0.3563, loss_cls: 4.2037, loss: 6.4821, grad_norm: 2.1934 2020-09-10 16:32:10,571 - mmaction - INFO - Epoch [6][560/940] lr: 4.000e-02, eta: 3 days, 0:07:46, time: 1.963, data_time: 0.006, memory: 6924, loss_aux: 2.3001, top1_acc: 0.1344, top5_acc: 0.3340, loss_cls: 4.2598, loss: 6.5599, grad_norm: 2.2933 2020-09-10 16:32:49,833 - mmaction - INFO - Epoch [6][580/940] lr: 4.000e-02, eta: 3 days, 0:07:32, time: 1.961, data_time: 0.002, memory: 6924, loss_aux: 2.2925, top1_acc: 0.1467, top5_acc: 0.3396, loss_cls: 4.2451, loss: 6.5376, grad_norm: 2.3518 2020-09-10 16:33:28,521 - mmaction - INFO - Epoch [6][600/940] lr: 4.000e-02, eta: 3 days, 0:07:06, time: 1.937, data_time: 0.006, memory: 6924, loss_aux: 2.3079, top1_acc: 0.1408, top5_acc: 0.3373, loss_cls: 4.2759, loss: 6.5838, grad_norm: 2.2591 2020-09-10 16:34:07,878 - mmaction - INFO - Epoch [6][620/940] lr: 4.000e-02, eta: 3 days, 0:06:54, time: 1.966, data_time: 0.005, memory: 6924, loss_aux: 2.2952, top1_acc: 0.1416, top5_acc: 0.3439, loss_cls: 4.2478, loss: 6.5430, grad_norm: 2.2609 2020-09-10 16:34:48,650 - mmaction - INFO - Epoch [6][640/940] lr: 4.000e-02, eta: 3 days, 0:07:20, time: 2.039, data_time: 0.006, memory: 6924, loss_aux: 2.2971, top1_acc: 0.1465, top5_acc: 0.3469, loss_cls: 4.2094, loss: 6.5065, grad_norm: 2.2480 2020-09-10 16:35:29,407 - mmaction - INFO - Epoch [6][660/940] lr: 4.000e-02, eta: 3 days, 0:07:44, time: 2.037, data_time: 0.006, memory: 6924, loss_aux: 2.2953, top1_acc: 0.1404, top5_acc: 0.3365, loss_cls: 4.2634, loss: 6.5587, grad_norm: 2.2925 2020-09-10 16:36:09,326 - mmaction - INFO - Epoch [6][680/940] lr: 4.000e-02, eta: 3 days, 0:07:48, time: 1.997, data_time: 0.006, memory: 6924, loss_aux: 2.2851, top1_acc: 0.1504, top5_acc: 0.3535, loss_cls: 4.2081, loss: 6.4933, grad_norm: 2.2450 2020-09-10 16:36:50,289 - mmaction - INFO - Epoch [6][700/940] lr: 4.000e-02, eta: 3 days, 0:08:16, time: 2.048, data_time: 0.006, memory: 6924, loss_aux: 2.2810, top1_acc: 0.1475, top5_acc: 0.3520, loss_cls: 4.2000, loss: 6.4810, grad_norm: 2.2915 2020-09-10 16:37:29,000 - mmaction - INFO - Epoch [6][720/940] lr: 4.000e-02, eta: 3 days, 0:07:48, time: 1.936, data_time: 0.006, memory: 6924, loss_aux: 2.2703, top1_acc: 0.1389, top5_acc: 0.3527, loss_cls: 4.2116, loss: 6.4820, grad_norm: 2.2314 2020-09-10 16:38:08,649 - mmaction - INFO - Epoch [6][740/940] lr: 4.000e-02, eta: 3 days, 0:07:43, time: 1.981, data_time: 0.006, memory: 6924, loss_aux: 2.2861, top1_acc: 0.1465, top5_acc: 0.3412, loss_cls: 4.2298, loss: 6.5158, grad_norm: 2.2440 2020-09-10 16:38:47,573 - mmaction - INFO - Epoch [6][760/940] lr: 4.000e-02, eta: 3 days, 0:07:21, time: 1.949, data_time: 0.006, memory: 6924, loss_aux: 2.2947, top1_acc: 0.1305, top5_acc: 0.3436, loss_cls: 4.2352, loss: 6.5299, grad_norm: 2.2630 2020-09-10 16:39:28,175 - mmaction - INFO - Epoch [6][780/940] lr: 4.000e-02, eta: 3 days, 0:07:38, time: 2.028, data_time: 0.006, memory: 6924, loss_aux: 2.2756, top1_acc: 0.1498, top5_acc: 0.3537, loss_cls: 4.1960, loss: 6.4715, grad_norm: 2.3143 2020-09-10 16:40:06,322 - mmaction - INFO - Epoch [6][800/940] lr: 4.000e-02, eta: 3 days, 0:06:56, time: 1.910, data_time: 0.007, memory: 6924, loss_aux: 2.2937, top1_acc: 0.1480, top5_acc: 0.3404, loss_cls: 4.2303, loss: 6.5240, grad_norm: 2.2327 2020-09-10 16:40:44,969 - mmaction - INFO - Epoch [6][820/940] lr: 4.000e-02, eta: 3 days, 0:06:26, time: 1.931, data_time: 0.002, memory: 6924, loss_aux: 2.2742, top1_acc: 0.1545, top5_acc: 0.3604, loss_cls: 4.1764, loss: 6.4506, grad_norm: 2.2407 2020-09-10 16:41:24,204 - mmaction - INFO - Epoch [6][840/940] lr: 4.000e-02, eta: 3 days, 0:06:10, time: 1.962, data_time: 0.006, memory: 6924, loss_aux: 2.2830, top1_acc: 0.1475, top5_acc: 0.3438, loss_cls: 4.2266, loss: 6.5095, grad_norm: 2.2584 2020-09-10 16:42:02,598 - mmaction - INFO - Epoch [6][860/940] lr: 4.000e-02, eta: 3 days, 0:05:33, time: 1.919, data_time: 0.005, memory: 6924, loss_aux: 2.2895, top1_acc: 0.1443, top5_acc: 0.3436, loss_cls: 4.2332, loss: 6.5227, grad_norm: 2.2418 2020-09-10 16:42:41,583 - mmaction - INFO - Epoch [6][880/940] lr: 4.000e-02, eta: 3 days, 0:05:10, time: 1.949, data_time: 0.006, memory: 6924, loss_aux: 2.2676, top1_acc: 0.1512, top5_acc: 0.3596, loss_cls: 4.1754, loss: 6.4430, grad_norm: 2.3436 2020-09-10 16:43:19,828 - mmaction - INFO - Epoch [6][900/940] lr: 4.000e-02, eta: 3 days, 0:04:31, time: 1.913, data_time: 0.007, memory: 6924, loss_aux: 2.2622, top1_acc: 0.1605, top5_acc: 0.3555, loss_cls: 4.1936, loss: 6.4558, grad_norm: 2.3076 2020-09-10 16:43:57,238 - mmaction - INFO - Epoch [6][920/940] lr: 4.000e-02, eta: 3 days, 0:03:30, time: 1.870, data_time: 0.006, memory: 6924, loss_aux: 2.2620, top1_acc: 0.1500, top5_acc: 0.3547, loss_cls: 4.1608, loss: 6.4227, grad_norm: 2.2985 2020-09-10 16:44:34,231 - mmaction - INFO - Epoch [6][940/940] lr: 4.000e-02, eta: 3 days, 0:02:20, time: 1.851, data_time: 0.006, memory: 6924, loss_aux: 2.2952, top1_acc: 0.1433, top5_acc: 0.3362, loss_cls: 4.2431, loss: 6.5382, grad_norm: 2.3118 2020-09-10 16:44:34,643 - mmaction - INFO - Saving checkpoint at 6 epochs 2020-09-10 16:45:17,924 - mmaction - INFO - Epoch [7][20/940] lr: 4.000e-02, eta: 3 days, 0:01:46, time: 1.924, data_time: 0.494, memory: 6924, loss_aux: 2.2660, top1_acc: 0.1473, top5_acc: 0.3547, loss_cls: 4.1813, loss: 6.4473, grad_norm: 2.2800 2020-09-10 16:45:53,425 - mmaction - INFO - Epoch [7][40/940] lr: 4.000e-02, eta: 3 days, 0:00:01, time: 1.777, data_time: 0.007, memory: 6924, loss_aux: 2.2605, top1_acc: 0.1566, top5_acc: 0.3566, loss_cls: 4.1761, loss: 6.4366, grad_norm: 2.2518 2020-09-10 16:46:31,085 - mmaction - INFO - Epoch [7][60/940] lr: 4.000e-02, eta: 2 days, 23:59:07, time: 1.883, data_time: 0.008, memory: 6924, loss_aux: 2.2747, top1_acc: 0.1525, top5_acc: 0.3514, loss_cls: 4.1988, loss: 6.4735, grad_norm: 2.2526 2020-09-10 16:47:08,829 - mmaction - INFO - Epoch [7][80/940] lr: 4.000e-02, eta: 2 days, 23:58:16, time: 1.887, data_time: 0.011, memory: 6924, loss_aux: 2.2757, top1_acc: 0.1486, top5_acc: 0.3516, loss_cls: 4.1938, loss: 6.4694, grad_norm: 2.2454 2020-09-10 16:47:46,096 - mmaction - INFO - Epoch [7][100/940] lr: 4.000e-02, eta: 2 days, 23:57:12, time: 1.862, data_time: 0.006, memory: 6924, loss_aux: 2.2585, top1_acc: 0.1547, top5_acc: 0.3572, loss_cls: 4.1443, loss: 6.4027, grad_norm: 2.3204 2020-09-10 16:48:24,223 - mmaction - INFO - Epoch [7][120/940] lr: 4.000e-02, eta: 2 days, 23:56:31, time: 1.908, data_time: 0.006, memory: 6924, loss_aux: 2.2624, top1_acc: 0.1520, top5_acc: 0.3648, loss_cls: 4.1603, loss: 6.4227, grad_norm: 2.3014 2020-09-10 16:49:02,206 - mmaction - INFO - Epoch [7][140/940] lr: 4.000e-02, eta: 2 days, 23:55:44, time: 1.897, data_time: 0.005, memory: 6924, loss_aux: 2.2828, top1_acc: 0.1604, top5_acc: 0.3596, loss_cls: 4.2195, loss: 6.5023, grad_norm: 2.3096 2020-09-10 16:49:38,640 - mmaction - INFO - Epoch [7][160/940] lr: 4.000e-02, eta: 2 days, 23:54:23, time: 1.824, data_time: 0.006, memory: 6924, loss_aux: 2.2761, top1_acc: 0.1463, top5_acc: 0.3547, loss_cls: 4.2020, loss: 6.4782, grad_norm: 2.2950 2020-09-10 16:50:15,844 - mmaction - INFO - Epoch [7][180/940] lr: 4.000e-02, eta: 2 days, 23:53:19, time: 1.858, data_time: 0.005, memory: 6924, loss_aux: 2.2715, top1_acc: 0.1539, top5_acc: 0.3496, loss_cls: 4.1940, loss: 6.4655, grad_norm: 2.2548 2020-09-10 16:50:54,145 - mmaction - INFO - Epoch [7][200/940] lr: 4.000e-02, eta: 2 days, 23:52:42, time: 1.917, data_time: 0.006, memory: 6924, loss_aux: 2.2415, top1_acc: 0.1592, top5_acc: 0.3705, loss_cls: 4.1269, loss: 6.3684, grad_norm: 2.2832 2020-09-10 16:51:30,404 - mmaction - INFO - Epoch [7][220/940] lr: 4.000e-02, eta: 2 days, 23:51:16, time: 1.811, data_time: 0.005, memory: 6924, loss_aux: 2.2732, top1_acc: 0.1541, top5_acc: 0.3537, loss_cls: 4.2026, loss: 6.4758, grad_norm: 2.2556 2020-09-10 16:52:07,777 - mmaction - INFO - Epoch [7][240/940] lr: 4.000e-02, eta: 2 days, 23:50:17, time: 1.868, data_time: 0.006, memory: 6924, loss_aux: 2.2394, top1_acc: 0.1564, top5_acc: 0.3693, loss_cls: 4.1072, loss: 6.3466, grad_norm: 2.3081 2020-09-10 16:52:44,956 - mmaction - INFO - Epoch [7][260/940] lr: 4.000e-02, eta: 2 days, 23:49:13, time: 1.859, data_time: 0.006, memory: 6924, loss_aux: 2.2381, top1_acc: 0.1578, top5_acc: 0.3705, loss_cls: 4.1158, loss: 6.3539, grad_norm: 2.2997 2020-09-10 16:53:22,696 - mmaction - INFO - Epoch [7][280/940] lr: 4.000e-02, eta: 2 days, 23:48:23, time: 1.888, data_time: 0.006, memory: 6924, loss_aux: 2.2618, top1_acc: 0.1561, top5_acc: 0.3629, loss_cls: 4.1588, loss: 6.4206, grad_norm: 2.2771 2020-09-10 16:53:59,985 - mmaction - INFO - Epoch [7][300/940] lr: 4.000e-02, eta: 2 days, 23:47:22, time: 1.863, data_time: 0.007, memory: 6924, loss_aux: 2.2441, top1_acc: 0.1643, top5_acc: 0.3635, loss_cls: 4.1404, loss: 6.3845, grad_norm: 2.3006 2020-09-10 16:54:36,217 - mmaction - INFO - Epoch [7][320/940] lr: 4.000e-02, eta: 2 days, 23:45:58, time: 1.814, data_time: 0.007, memory: 6924, loss_aux: 2.2451, top1_acc: 0.1604, top5_acc: 0.3721, loss_cls: 4.1196, loss: 6.3648, grad_norm: 2.2831 2020-09-10 16:55:14,346 - mmaction - INFO - Epoch [7][340/940] lr: 4.000e-02, eta: 2 days, 23:45:17, time: 1.906, data_time: 0.005, memory: 6924, loss_aux: 2.2677, top1_acc: 0.1510, top5_acc: 0.3592, loss_cls: 4.1714, loss: 6.4391, grad_norm: 2.2861 2020-09-10 16:55:50,982 - mmaction - INFO - Epoch [7][360/940] lr: 4.000e-02, eta: 2 days, 23:44:01, time: 1.830, data_time: 0.003, memory: 6924, loss_aux: 2.2568, top1_acc: 0.1576, top5_acc: 0.3596, loss_cls: 4.1711, loss: 6.4279, grad_norm: 2.2807 2020-09-10 16:56:27,475 - mmaction - INFO - Epoch [7][380/940] lr: 4.000e-02, eta: 2 days, 23:42:44, time: 1.826, data_time: 0.005, memory: 6924, loss_aux: 2.2457, top1_acc: 0.1566, top5_acc: 0.3623, loss_cls: 4.1476, loss: 6.3932, grad_norm: 2.3352 2020-09-10 16:57:04,334 - mmaction - INFO - Epoch [7][400/940] lr: 4.000e-02, eta: 2 days, 23:41:34, time: 1.841, data_time: 0.005, memory: 6924, loss_aux: 2.2491, top1_acc: 0.1592, top5_acc: 0.3639, loss_cls: 4.1481, loss: 6.3972, grad_norm: 2.2336 2020-09-10 16:57:41,187 - mmaction - INFO - Epoch [7][420/940] lr: 4.000e-02, eta: 2 days, 23:40:26, time: 1.845, data_time: 0.006, memory: 6924, loss_aux: 2.2420, top1_acc: 0.1646, top5_acc: 0.3760, loss_cls: 4.1289, loss: 6.3709, grad_norm: 2.2694 2020-09-10 16:58:17,567 - mmaction - INFO - Epoch [7][440/940] lr: 4.000e-02, eta: 2 days, 23:39:05, time: 1.818, data_time: 0.005, memory: 6924, loss_aux: 2.2666, top1_acc: 0.1562, top5_acc: 0.3570, loss_cls: 4.1807, loss: 6.4473, grad_norm: 2.3396 2020-09-10 16:58:55,242 - mmaction - INFO - Epoch [7][460/940] lr: 4.000e-02, eta: 2 days, 23:38:15, time: 1.885, data_time: 0.005, memory: 6924, loss_aux: 2.2463, top1_acc: 0.1645, top5_acc: 0.3617, loss_cls: 4.1500, loss: 6.3963, grad_norm: 2.2915 2020-09-10 16:59:31,645 - mmaction - INFO - Epoch [7][480/940] lr: 4.000e-02, eta: 2 days, 23:36:56, time: 1.818, data_time: 0.005, memory: 6924, loss_aux: 2.2553, top1_acc: 0.1553, top5_acc: 0.3643, loss_cls: 4.1545, loss: 6.4098, grad_norm: 2.2598 2020-09-10 17:00:19,490 - mmaction - INFO - Epoch [7][500/940] lr: 4.000e-02, eta: 2 days, 23:39:41, time: 2.375, data_time: 0.006, memory: 6924, loss_aux: 2.2387, top1_acc: 0.1578, top5_acc: 0.3658, loss_cls: 4.1234, loss: 6.3621, grad_norm: 2.2792 2020-09-10 17:00:50,627 - mmaction - INFO - Epoch [7][520/940] lr: 4.000e-02, eta: 2 days, 23:36:35, time: 1.576, data_time: 0.043, memory: 6924, loss_aux: 2.2312, top1_acc: 0.1604, top5_acc: 0.3787, loss_cls: 4.1027, loss: 6.3340, grad_norm: 2.2817 2020-09-10 17:01:25,681 - mmaction - INFO - Epoch [7][540/940] lr: 4.000e-02, eta: 2 days, 23:34:47, time: 1.750, data_time: 0.005, memory: 6924, loss_aux: 2.2288, top1_acc: 0.1648, top5_acc: 0.3746, loss_cls: 4.0948, loss: 6.3237, grad_norm: 2.2859 2020-09-10 17:02:02,091 - mmaction - INFO - Epoch [7][560/940] lr: 4.000e-02, eta: 2 days, 23:33:29, time: 1.821, data_time: 0.005, memory: 6924, loss_aux: 2.2498, top1_acc: 0.1598, top5_acc: 0.3613, loss_cls: 4.1476, loss: 6.3974, grad_norm: 2.3148 2020-09-10 17:02:38,424 - mmaction - INFO - Epoch [7][580/940] lr: 4.000e-02, eta: 2 days, 23:32:11, time: 1.818, data_time: 0.007, memory: 6924, loss_aux: 2.2132, top1_acc: 0.1650, top5_acc: 0.3826, loss_cls: 4.0578, loss: 6.2710, grad_norm: 2.2636 2020-09-10 17:03:15,921 - mmaction - INFO - Epoch [7][600/940] lr: 4.000e-02, eta: 2 days, 23:31:17, time: 1.875, data_time: 0.002, memory: 6924, loss_aux: 2.2419, top1_acc: 0.1529, top5_acc: 0.3637, loss_cls: 4.1554, loss: 6.3972, grad_norm: 2.3291 2020-09-10 17:03:51,407 - mmaction - INFO - Epoch [7][620/940] lr: 4.000e-02, eta: 2 days, 23:29:39, time: 1.772, data_time: 0.006, memory: 6924, loss_aux: 2.2445, top1_acc: 0.1629, top5_acc: 0.3697, loss_cls: 4.1430, loss: 6.3875, grad_norm: 2.3122 2020-09-10 17:04:27,647 - mmaction - INFO - Epoch [7][640/940] lr: 4.000e-02, eta: 2 days, 23:28:20, time: 1.814, data_time: 0.006, memory: 6924, loss_aux: 2.2380, top1_acc: 0.1598, top5_acc: 0.3701, loss_cls: 4.1267, loss: 6.3647, grad_norm: 2.2796 2020-09-10 17:05:04,387 - mmaction - INFO - Epoch [7][660/940] lr: 4.000e-02, eta: 2 days, 23:27:10, time: 1.837, data_time: 0.006, memory: 6924, loss_aux: 2.2334, top1_acc: 0.1664, top5_acc: 0.3803, loss_cls: 4.0960, loss: 6.3294, grad_norm: 2.2755 2020-09-10 17:05:41,127 - mmaction - INFO - Epoch [7][680/940] lr: 4.000e-02, eta: 2 days, 23:26:01, time: 1.836, data_time: 0.003, memory: 6924, loss_aux: 2.2249, top1_acc: 0.1605, top5_acc: 0.3734, loss_cls: 4.0946, loss: 6.3196, grad_norm: 2.3143 2020-09-10 17:06:17,467 - mmaction - INFO - Epoch [7][700/940] lr: 4.000e-02, eta: 2 days, 23:24:43, time: 1.817, data_time: 0.006, memory: 6924, loss_aux: 2.2206, top1_acc: 0.1750, top5_acc: 0.3793, loss_cls: 4.0858, loss: 6.3064, grad_norm: 2.3028 2020-09-10 17:06:55,159 - mmaction - INFO - Epoch [7][720/940] lr: 4.000e-02, eta: 2 days, 23:23:55, time: 1.885, data_time: 0.005, memory: 6924, loss_aux: 2.2279, top1_acc: 0.1711, top5_acc: 0.3809, loss_cls: 4.1131, loss: 6.3410, grad_norm: 2.3297 2020-09-10 17:07:31,727 - mmaction - INFO - Epoch [7][740/940] lr: 4.000e-02, eta: 2 days, 23:22:42, time: 1.826, data_time: 0.006, memory: 6924, loss_aux: 2.2302, top1_acc: 0.1641, top5_acc: 0.3707, loss_cls: 4.1169, loss: 6.3470, grad_norm: 2.2764 2020-09-10 17:08:08,549 - mmaction - INFO - Epoch [7][760/940] lr: 4.000e-02, eta: 2 days, 23:21:36, time: 1.844, data_time: 0.007, memory: 6924, loss_aux: 2.2248, top1_acc: 0.1682, top5_acc: 0.3803, loss_cls: 4.0684, loss: 6.2933, grad_norm: 2.3099 2020-09-10 17:08:45,595 - mmaction - INFO - Epoch [7][780/940] lr: 4.000e-02, eta: 2 days, 23:20:34, time: 1.850, data_time: 0.005, memory: 6924, loss_aux: 2.2269, top1_acc: 0.1619, top5_acc: 0.3748, loss_cls: 4.1006, loss: 6.3274, grad_norm: 2.2940 2020-09-10 17:09:23,187 - mmaction - INFO - Epoch [7][800/940] lr: 4.000e-02, eta: 2 days, 23:19:44, time: 1.879, data_time: 0.006, memory: 6924, loss_aux: 2.2149, top1_acc: 0.1646, top5_acc: 0.3689, loss_cls: 4.0878, loss: 6.3027, grad_norm: 2.2893 2020-09-10 17:10:00,118 - mmaction - INFO - Epoch [7][820/940] lr: 4.000e-02, eta: 2 days, 23:18:40, time: 1.848, data_time: 0.006, memory: 6924, loss_aux: 2.2110, top1_acc: 0.1627, top5_acc: 0.3785, loss_cls: 4.0645, loss: 6.2755, grad_norm: 2.2817 2020-09-10 17:10:37,108 - mmaction - INFO - Epoch [7][840/940] lr: 4.000e-02, eta: 2 days, 23:17:38, time: 1.850, data_time: 0.005, memory: 6924, loss_aux: 2.1965, top1_acc: 0.1713, top5_acc: 0.3811, loss_cls: 4.0509, loss: 6.2474, grad_norm: 2.3662 2020-09-10 17:11:13,926 - mmaction - INFO - Epoch [7][860/940] lr: 4.000e-02, eta: 2 days, 23:16:32, time: 1.840, data_time: 0.002, memory: 6924, loss_aux: 2.1898, top1_acc: 0.1650, top5_acc: 0.3855, loss_cls: 4.0286, loss: 6.2184, grad_norm: 2.3197 2020-09-10 17:11:50,865 - mmaction - INFO - Epoch [7][880/940] lr: 4.000e-02, eta: 2 days, 23:15:28, time: 1.845, data_time: 0.005, memory: 6924, loss_aux: 2.2092, top1_acc: 0.1650, top5_acc: 0.3775, loss_cls: 4.0678, loss: 6.2770, grad_norm: 2.3041 2020-09-10 17:12:27,734 - mmaction - INFO - Epoch [7][900/940] lr: 4.000e-02, eta: 2 days, 23:14:24, time: 1.845, data_time: 0.006, memory: 6924, loss_aux: 2.2264, top1_acc: 0.1652, top5_acc: 0.3742, loss_cls: 4.0828, loss: 6.3092, grad_norm: 2.3634 2020-09-10 17:13:05,149 - mmaction - INFO - Epoch [7][920/940] lr: 4.000e-02, eta: 2 days, 23:13:31, time: 1.871, data_time: 0.006, memory: 6924, loss_aux: 2.2059, top1_acc: 0.1596, top5_acc: 0.3812, loss_cls: 4.0769, loss: 6.2828, grad_norm: 2.3178 2020-09-10 17:13:41,527 - mmaction - INFO - Epoch [7][940/940] lr: 4.000e-02, eta: 2 days, 23:12:17, time: 1.819, data_time: 0.004, memory: 6924, loss_aux: 2.2099, top1_acc: 0.1713, top5_acc: 0.3756, loss_cls: 4.0714, loss: 6.2812, grad_norm: 2.3351 2020-09-10 17:13:42,114 - mmaction - INFO - Saving checkpoint at 7 epochs 2020-09-10 17:14:30,261 - mmaction - INFO - Epoch [8][20/940] lr: 4.000e-02, eta: 2 days, 23:12:38, time: 2.053, data_time: 0.614, memory: 6924, loss_aux: 2.2023, top1_acc: 0.1740, top5_acc: 0.3932, loss_cls: 4.0431, loss: 6.2453, grad_norm: 2.3404 2020-09-10 17:15:05,904 - mmaction - INFO - Epoch [8][40/940] lr: 4.000e-02, eta: 2 days, 23:11:10, time: 1.784, data_time: 0.008, memory: 6924, loss_aux: 2.2070, top1_acc: 0.1760, top5_acc: 0.3904, loss_cls: 4.0476, loss: 6.2546, grad_norm: 2.3206 2020-09-10 17:15:42,927 - mmaction - INFO - Epoch [8][60/940] lr: 4.000e-02, eta: 2 days, 23:10:09, time: 1.849, data_time: 0.003, memory: 6924, loss_aux: 2.2008, top1_acc: 0.1768, top5_acc: 0.3875, loss_cls: 4.0529, loss: 6.2537, grad_norm: 2.3372 2020-09-10 17:16:20,210 - mmaction - INFO - Epoch [8][80/940] lr: 4.000e-02, eta: 2 days, 23:09:13, time: 1.864, data_time: 0.006, memory: 6924, loss_aux: 2.1845, top1_acc: 0.1727, top5_acc: 0.3928, loss_cls: 4.0082, loss: 6.1927, grad_norm: 2.3174 2020-09-10 17:16:58,086 - mmaction - INFO - Epoch [8][100/940] lr: 4.000e-02, eta: 2 days, 23:08:31, time: 1.896, data_time: 0.008, memory: 6924, loss_aux: 2.1917, top1_acc: 0.1703, top5_acc: 0.3910, loss_cls: 4.0527, loss: 6.2444, grad_norm: 2.3367 2020-09-10 17:17:35,698 - mmaction - INFO - Epoch [8][120/940] lr: 4.000e-02, eta: 2 days, 23:07:41, time: 1.879, data_time: 0.006, memory: 6924, loss_aux: 2.1982, top1_acc: 0.1650, top5_acc: 0.3738, loss_cls: 4.0658, loss: 6.2639, grad_norm: 2.4101 2020-09-10 17:18:13,221 - mmaction - INFO - Epoch [8][140/940] lr: 4.000e-02, eta: 2 days, 23:06:52, time: 1.878, data_time: 0.006, memory: 6924, loss_aux: 2.2019, top1_acc: 0.1670, top5_acc: 0.3859, loss_cls: 4.0401, loss: 6.2420, grad_norm: 2.3093 2020-09-10 17:18:50,631 - mmaction - INFO - Epoch [8][160/940] lr: 4.000e-02, eta: 2 days, 23:05:59, time: 1.869, data_time: 0.005, memory: 6924, loss_aux: 2.1950, top1_acc: 0.1672, top5_acc: 0.3834, loss_cls: 4.0541, loss: 6.2491, grad_norm: 2.3217 2020-09-10 17:19:28,456 - mmaction - INFO - Epoch [8][180/940] lr: 4.000e-02, eta: 2 days, 23:05:15, time: 1.893, data_time: 0.005, memory: 6924, loss_aux: 2.1919, top1_acc: 0.1711, top5_acc: 0.3895, loss_cls: 4.0208, loss: 6.2126, grad_norm: 2.3283 2020-09-10 17:20:07,163 - mmaction - INFO - Epoch [8][200/940] lr: 4.000e-02, eta: 2 days, 23:04:48, time: 1.935, data_time: 0.005, memory: 6924, loss_aux: 2.1960, top1_acc: 0.1656, top5_acc: 0.3873, loss_cls: 4.0504, loss: 6.2464, grad_norm: 2.3204 2020-09-10 17:20:45,367 - mmaction - INFO - Epoch [8][220/940] lr: 4.000e-02, eta: 2 days, 23:04:12, time: 1.910, data_time: 0.002, memory: 6924, loss_aux: 2.2076, top1_acc: 0.1748, top5_acc: 0.3896, loss_cls: 4.0532, loss: 6.2609, grad_norm: 2.3225 2020-09-10 17:21:22,800 - mmaction - INFO - Epoch [8][240/940] lr: 4.000e-02, eta: 2 days, 23:03:19, time: 1.869, data_time: 0.006, memory: 6924, loss_aux: 2.1838, top1_acc: 0.1668, top5_acc: 0.3785, loss_cls: 4.0353, loss: 6.2191, grad_norm: 2.3492 2020-09-10 17:22:00,346 - mmaction - INFO - Epoch [8][260/940] lr: 4.000e-02, eta: 2 days, 23:02:30, time: 1.879, data_time: 0.007, memory: 6924, loss_aux: 2.1837, top1_acc: 0.1762, top5_acc: 0.3930, loss_cls: 4.0223, loss: 6.2060, grad_norm: 2.3155 2020-09-10 17:22:38,740 - mmaction - INFO - Epoch [8][280/940] lr: 4.000e-02, eta: 2 days, 23:01:57, time: 1.920, data_time: 0.006, memory: 6924, loss_aux: 2.1822, top1_acc: 0.1766, top5_acc: 0.3937, loss_cls: 4.0244, loss: 6.2066, grad_norm: 2.3636 2020-09-10 17:23:17,083 - mmaction - INFO - Epoch [8][300/940] lr: 4.000e-02, eta: 2 days, 23:01:23, time: 1.917, data_time: 0.003, memory: 6924, loss_aux: 2.2150, top1_acc: 0.1652, top5_acc: 0.3781, loss_cls: 4.0939, loss: 6.3088, grad_norm: 2.3642 2020-09-10 17:23:55,437 - mmaction - INFO - Epoch [8][320/940] lr: 4.000e-02, eta: 2 days, 23:00:50, time: 1.919, data_time: 0.006, memory: 6924, loss_aux: 2.1973, top1_acc: 0.1742, top5_acc: 0.3846, loss_cls: 4.0376, loss: 6.2350, grad_norm: 2.3061 2020-09-10 17:24:33,371 - mmaction - INFO - Epoch [8][340/940] lr: 4.000e-02, eta: 2 days, 23:00:07, time: 1.895, data_time: 0.004, memory: 6924, loss_aux: 2.1843, top1_acc: 0.1674, top5_acc: 0.3889, loss_cls: 4.0141, loss: 6.1984, grad_norm: 2.3763 2020-09-10 17:25:11,584 - mmaction - INFO - Epoch [8][360/940] lr: 4.000e-02, eta: 2 days, 22:59:31, time: 1.912, data_time: 0.005, memory: 6924, loss_aux: 2.2052, top1_acc: 0.1617, top5_acc: 0.3766, loss_cls: 4.0688, loss: 6.2740, grad_norm: 2.3039 2020-09-10 17:25:50,525 - mmaction - INFO - Epoch [8][380/940] lr: 4.000e-02, eta: 2 days, 22:59:08, time: 1.946, data_time: 0.003, memory: 6924, loss_aux: 2.1971, top1_acc: 0.1627, top5_acc: 0.3807, loss_cls: 4.0657, loss: 6.2627, grad_norm: 2.3188 2020-09-10 17:26:28,110 - mmaction - INFO - Epoch [8][400/940] lr: 4.000e-02, eta: 2 days, 22:58:20, time: 1.881, data_time: 0.006, memory: 6924, loss_aux: 2.2125, top1_acc: 0.1627, top5_acc: 0.3754, loss_cls: 4.0709, loss: 6.2834, grad_norm: 2.3723 2020-09-10 17:27:06,362 - mmaction - INFO - Epoch [8][420/940] lr: 4.000e-02, eta: 2 days, 22:57:43, time: 1.910, data_time: 0.006, memory: 6924, loss_aux: 2.1846, top1_acc: 0.1721, top5_acc: 0.3902, loss_cls: 4.0429, loss: 6.2275, grad_norm: 2.3633 2020-09-10 17:27:45,109 - mmaction - INFO - Epoch [8][440/940] lr: 4.000e-02, eta: 2 days, 22:57:18, time: 1.940, data_time: 0.007, memory: 6924, loss_aux: 2.1874, top1_acc: 0.1742, top5_acc: 0.3912, loss_cls: 3.9936, loss: 6.1810, grad_norm: 2.3637 2020-09-10 17:28:22,971 - mmaction - INFO - Epoch [8][460/940] lr: 4.000e-02, eta: 2 days, 22:56:34, time: 1.891, data_time: 0.005, memory: 6924, loss_aux: 2.1913, top1_acc: 0.1732, top5_acc: 0.3889, loss_cls: 4.0337, loss: 6.2250, grad_norm: 2.3570 2020-09-10 17:29:01,893 - mmaction - INFO - Epoch [8][480/940] lr: 4.000e-02, eta: 2 days, 22:56:12, time: 1.948, data_time: 0.006, memory: 6924, loss_aux: 2.1734, top1_acc: 0.1834, top5_acc: 0.3961, loss_cls: 3.9855, loss: 6.1588, grad_norm: 2.3798 2020-09-10 17:29:40,377 - mmaction - INFO - Epoch [8][500/940] lr: 4.000e-02, eta: 2 days, 22:55:40, time: 1.923, data_time: 0.006, memory: 6924, loss_aux: 2.1791, top1_acc: 0.1740, top5_acc: 0.3936, loss_cls: 4.0295, loss: 6.2086, grad_norm: 2.3363 2020-09-10 17:30:19,527 - mmaction - INFO - Epoch [8][520/940] lr: 4.000e-02, eta: 2 days, 22:55:20, time: 1.957, data_time: 0.006, memory: 6924, loss_aux: 2.1880, top1_acc: 0.1746, top5_acc: 0.3906, loss_cls: 4.0094, loss: 6.1974, grad_norm: 2.3435 2020-09-10 17:30:58,071 - mmaction - INFO - Epoch [8][540/940] lr: 4.000e-02, eta: 2 days, 22:54:50, time: 1.928, data_time: 0.007, memory: 6924, loss_aux: 2.1658, top1_acc: 0.1793, top5_acc: 0.3949, loss_cls: 3.9690, loss: 6.1349, grad_norm: 2.3188 2020-09-10 17:31:36,040 - mmaction - INFO - Epoch [8][560/940] lr: 4.000e-02, eta: 2 days, 22:54:10, time: 1.900, data_time: 0.006, memory: 6924, loss_aux: 2.1857, top1_acc: 0.1717, top5_acc: 0.3965, loss_cls: 3.9961, loss: 6.1818, grad_norm: 2.3308 2020-09-10 17:32:15,169 - mmaction - INFO - Epoch [8][580/940] lr: 4.000e-02, eta: 2 days, 22:53:49, time: 1.953, data_time: 0.006, memory: 6924, loss_aux: 2.1529, top1_acc: 0.1846, top5_acc: 0.4010, loss_cls: 3.9747, loss: 6.1277, grad_norm: 2.4097 2020-09-10 17:32:53,435 - mmaction - INFO - Epoch [8][600/940] lr: 4.000e-02, eta: 2 days, 22:53:14, time: 1.915, data_time: 0.008, memory: 6924, loss_aux: 2.1896, top1_acc: 0.1764, top5_acc: 0.3844, loss_cls: 4.0443, loss: 6.2340, grad_norm: 2.3320 2020-09-10 17:33:32,971 - mmaction - INFO - Epoch [8][620/940] lr: 4.000e-02, eta: 2 days, 22:53:01, time: 1.976, data_time: 0.005, memory: 6924, loss_aux: 2.1608, top1_acc: 0.1803, top5_acc: 0.3996, loss_cls: 3.9707, loss: 6.1315, grad_norm: 2.3565 2020-09-10 17:34:12,343 - mmaction - INFO - Epoch [8][640/940] lr: 4.000e-02, eta: 2 days, 22:52:46, time: 1.969, data_time: 0.007, memory: 6924, loss_aux: 2.1641, top1_acc: 0.1760, top5_acc: 0.3980, loss_cls: 3.9855, loss: 6.1497, grad_norm: 2.3632 2020-09-10 17:34:50,047 - mmaction - INFO - Epoch [8][660/940] lr: 4.000e-02, eta: 2 days, 22:52:00, time: 1.887, data_time: 0.007, memory: 6924, loss_aux: 2.1761, top1_acc: 0.1730, top5_acc: 0.3889, loss_cls: 4.0157, loss: 6.1918, grad_norm: 2.3137 2020-09-10 17:35:28,541 - mmaction - INFO - Epoch [8][680/940] lr: 4.000e-02, eta: 2 days, 22:51:28, time: 1.922, data_time: 0.006, memory: 6924, loss_aux: 2.1753, top1_acc: 0.1779, top5_acc: 0.3881, loss_cls: 4.0109, loss: 6.1862, grad_norm: 2.3410 2020-09-10 17:36:08,032 - mmaction - INFO - Epoch [8][700/940] lr: 4.000e-02, eta: 2 days, 22:51:15, time: 1.977, data_time: 0.006, memory: 6924, loss_aux: 2.1810, top1_acc: 0.1740, top5_acc: 0.3982, loss_cls: 4.0189, loss: 6.1999, grad_norm: 2.3222 2020-09-10 17:36:46,161 - mmaction - INFO - Epoch [8][720/940] lr: 4.000e-02, eta: 2 days, 22:50:36, time: 1.904, data_time: 0.006, memory: 6924, loss_aux: 2.1670, top1_acc: 0.1797, top5_acc: 0.4039, loss_cls: 3.9803, loss: 6.1473, grad_norm: 2.3766 2020-09-10 17:37:25,950 - mmaction - INFO - Epoch [8][740/940] lr: 4.000e-02, eta: 2 days, 22:50:28, time: 1.991, data_time: 0.006, memory: 6924, loss_aux: 2.1504, top1_acc: 0.1861, top5_acc: 0.4086, loss_cls: 3.9492, loss: 6.0996, grad_norm: 2.4056 2020-09-10 17:38:04,782 - mmaction - INFO - Epoch [8][760/940] lr: 4.000e-02, eta: 2 days, 22:50:02, time: 1.940, data_time: 0.006, memory: 6924, loss_aux: 2.1522, top1_acc: 0.1785, top5_acc: 0.3912, loss_cls: 3.9796, loss: 6.1317, grad_norm: 2.3429 2020-09-10 17:38:43,426 - mmaction - INFO - Epoch [8][780/940] lr: 4.000e-02, eta: 2 days, 22:49:33, time: 1.934, data_time: 0.005, memory: 6924, loss_aux: 2.1637, top1_acc: 0.1840, top5_acc: 0.4098, loss_cls: 3.9692, loss: 6.1330, grad_norm: 2.3325 2020-09-10 17:39:22,578 - mmaction - INFO - Epoch [8][800/940] lr: 4.000e-02, eta: 2 days, 22:49:12, time: 1.955, data_time: 0.006, memory: 6924, loss_aux: 2.1468, top1_acc: 0.1807, top5_acc: 0.4037, loss_cls: 3.9494, loss: 6.0962, grad_norm: 2.3763 2020-09-10 17:40:01,390 - mmaction - INFO - Epoch [8][820/940] lr: 4.000e-02, eta: 2 days, 22:48:47, time: 1.943, data_time: 0.006, memory: 6924, loss_aux: 2.1732, top1_acc: 0.1799, top5_acc: 0.3922, loss_cls: 3.9769, loss: 6.1501, grad_norm: 2.3047 2020-09-10 17:40:40,081 - mmaction - INFO - Epoch [8][840/940] lr: 4.000e-02, eta: 2 days, 22:48:18, time: 1.934, data_time: 0.005, memory: 6924, loss_aux: 2.1553, top1_acc: 0.1852, top5_acc: 0.4074, loss_cls: 3.9363, loss: 6.0915, grad_norm: 2.3706 2020-09-10 17:41:18,909 - mmaction - INFO - Epoch [8][860/940] lr: 4.000e-02, eta: 2 days, 22:47:51, time: 1.940, data_time: 0.007, memory: 6924, loss_aux: 2.1664, top1_acc: 0.1789, top5_acc: 0.3920, loss_cls: 3.9792, loss: 6.1455, grad_norm: 2.3758 2020-09-10 17:41:57,631 - mmaction - INFO - Epoch [8][880/940] lr: 4.000e-02, eta: 2 days, 22:47:23, time: 1.936, data_time: 0.005, memory: 6924, loss_aux: 2.1494, top1_acc: 0.1891, top5_acc: 0.4148, loss_cls: 3.9291, loss: 6.0785, grad_norm: 2.3947 2020-09-10 17:42:37,103 - mmaction - INFO - Epoch [8][900/940] lr: 4.000e-02, eta: 2 days, 22:47:08, time: 1.974, data_time: 0.005, memory: 6924, loss_aux: 2.1447, top1_acc: 0.1793, top5_acc: 0.4104, loss_cls: 3.9484, loss: 6.0931, grad_norm: 2.4168 2020-09-10 17:43:15,416 - mmaction - INFO - Epoch [8][920/940] lr: 4.000e-02, eta: 2 days, 22:46:33, time: 1.916, data_time: 0.003, memory: 6924, loss_aux: 2.1664, top1_acc: 0.1742, top5_acc: 0.3986, loss_cls: 3.9889, loss: 6.1553, grad_norm: 2.3702 2020-09-10 17:43:53,076 - mmaction - INFO - Epoch [8][940/940] lr: 4.000e-02, eta: 2 days, 22:45:45, time: 1.881, data_time: 0.007, memory: 6924, loss_aux: 2.1579, top1_acc: 0.1869, top5_acc: 0.4119, loss_cls: 3.9595, loss: 6.1174, grad_norm: 2.3681 2020-09-10 17:43:53,560 - mmaction - INFO - Saving checkpoint at 8 epochs 2020-09-10 17:44:38,255 - mmaction - INFO - Epoch [9][20/940] lr: 4.000e-02, eta: 2 days, 22:45:31, time: 1.976, data_time: 0.452, memory: 6924, loss_aux: 2.1751, top1_acc: 0.1746, top5_acc: 0.3900, loss_cls: 3.9998, loss: 6.1749, grad_norm: 2.4012 2020-09-10 17:45:14,927 - mmaction - INFO - Epoch [9][40/940] lr: 4.000e-02, eta: 2 days, 22:44:26, time: 1.833, data_time: 0.006, memory: 6924, loss_aux: 2.1503, top1_acc: 0.1842, top5_acc: 0.4080, loss_cls: 3.9450, loss: 6.0953, grad_norm: 2.4116 2020-09-10 17:45:52,951 - mmaction - INFO - Epoch [9][60/940] lr: 4.000e-02, eta: 2 days, 22:43:46, time: 1.903, data_time: 0.007, memory: 6924, loss_aux: 2.1470, top1_acc: 0.1775, top5_acc: 0.4025, loss_cls: 3.9494, loss: 6.0964, grad_norm: 2.3752 2020-09-10 17:46:31,222 - mmaction - INFO - Epoch [9][80/940] lr: 4.000e-02, eta: 2 days, 22:43:09, time: 1.912, data_time: 0.003, memory: 6924, loss_aux: 2.1388, top1_acc: 0.1908, top5_acc: 0.4082, loss_cls: 3.9234, loss: 6.0622, grad_norm: 2.3927 2020-09-10 17:47:08,166 - mmaction - INFO - Epoch [9][100/940] lr: 4.000e-02, eta: 2 days, 22:42:10, time: 1.848, data_time: 0.006, memory: 6924, loss_aux: 2.1738, top1_acc: 0.1734, top5_acc: 0.4018, loss_cls: 3.9893, loss: 6.1632, grad_norm: 2.3901 2020-09-10 17:47:46,055 - mmaction - INFO - Epoch [9][120/940] lr: 4.000e-02, eta: 2 days, 22:41:26, time: 1.892, data_time: 0.006, memory: 6924, loss_aux: 2.1443, top1_acc: 0.1869, top5_acc: 0.4078, loss_cls: 3.9376, loss: 6.0819, grad_norm: 2.3912 2020-09-10 17:48:23,639 - mmaction - INFO - Epoch [9][140/940] lr: 4.000e-02, eta: 2 days, 22:40:38, time: 1.881, data_time: 0.007, memory: 6924, loss_aux: 2.1446, top1_acc: 0.1863, top5_acc: 0.4043, loss_cls: 3.9369, loss: 6.0815, grad_norm: 2.3845 2020-09-10 17:49:00,989 - mmaction - INFO - Epoch [9][160/940] lr: 4.000e-02, eta: 2 days, 22:39:46, time: 1.866, data_time: 0.007, memory: 6924, loss_aux: 2.1170, top1_acc: 0.1834, top5_acc: 0.4180, loss_cls: 3.8750, loss: 5.9920, grad_norm: 2.3627 2020-09-10 17:49:39,867 - mmaction - INFO - Epoch [9][180/940] lr: 4.000e-02, eta: 2 days, 22:39:21, time: 1.946, data_time: 0.006, memory: 6924, loss_aux: 2.1347, top1_acc: 0.1818, top5_acc: 0.4043, loss_cls: 3.9416, loss: 6.0763, grad_norm: 2.3503 2020-09-10 17:50:17,106 - mmaction - INFO - Epoch [9][200/940] lr: 4.000e-02, eta: 2 days, 22:38:26, time: 1.860, data_time: 0.005, memory: 6924, loss_aux: 2.1312, top1_acc: 0.1861, top5_acc: 0.4129, loss_cls: 3.9142, loss: 6.0453, grad_norm: 2.3827 2020-09-10 17:50:54,551 - mmaction - INFO - Epoch [9][220/940] lr: 4.000e-02, eta: 2 days, 22:37:36, time: 1.875, data_time: 0.006, memory: 6924, loss_aux: 2.1340, top1_acc: 0.1828, top5_acc: 0.4146, loss_cls: 3.9247, loss: 6.0587, grad_norm: 2.4160 2020-09-10 17:51:32,450 - mmaction - INFO - Epoch [9][240/940] lr: 4.000e-02, eta: 2 days, 22:36:53, time: 1.893, data_time: 0.005, memory: 6924, loss_aux: 2.1265, top1_acc: 0.1877, top5_acc: 0.4148, loss_cls: 3.8993, loss: 6.0258, grad_norm: 2.4037 2020-09-10 17:52:10,505 - mmaction - INFO - Epoch [9][260/940] lr: 4.000e-02, eta: 2 days, 22:36:13, time: 1.904, data_time: 0.006, memory: 6924, loss_aux: 2.1078, top1_acc: 0.1844, top5_acc: 0.4193, loss_cls: 3.8690, loss: 5.9768, grad_norm: 2.3771 2020-09-10 17:52:47,861 - mmaction - INFO - Epoch [9][280/940] lr: 4.000e-02, eta: 2 days, 22:35:21, time: 1.866, data_time: 0.006, memory: 6924, loss_aux: 2.1308, top1_acc: 0.1879, top5_acc: 0.4162, loss_cls: 3.9119, loss: 6.0427, grad_norm: 2.4240 2020-09-10 17:53:25,099 - mmaction - INFO - Epoch [9][300/940] lr: 4.000e-02, eta: 2 days, 22:34:27, time: 1.863, data_time: 0.007, memory: 6924, loss_aux: 2.1154, top1_acc: 0.1916, top5_acc: 0.4156, loss_cls: 3.8911, loss: 6.0065, grad_norm: 2.4252 2020-09-10 17:54:02,801 - mmaction - INFO - Epoch [9][320/940] lr: 4.000e-02, eta: 2 days, 22:33:42, time: 1.886, data_time: 0.005, memory: 6924, loss_aux: 2.1378, top1_acc: 0.1910, top5_acc: 0.4104, loss_cls: 3.9575, loss: 6.0953, grad_norm: 2.4454 2020-09-10 17:54:40,794 - mmaction - INFO - Epoch [9][340/940] lr: 4.000e-02, eta: 2 days, 22:33:00, time: 1.898, data_time: 0.005, memory: 6924, loss_aux: 2.1404, top1_acc: 0.1865, top5_acc: 0.4070, loss_cls: 3.9544, loss: 6.0949, grad_norm: 2.3847 2020-09-10 17:55:17,879 - mmaction - INFO - Epoch [9][360/940] lr: 4.000e-02, eta: 2 days, 22:32:04, time: 1.854, data_time: 0.006, memory: 6924, loss_aux: 2.1454, top1_acc: 0.1859, top5_acc: 0.4000, loss_cls: 3.9584, loss: 6.1038, grad_norm: 2.3997 2020-09-10 17:55:54,595 - mmaction - INFO - Epoch [9][380/940] lr: 4.000e-02, eta: 2 days, 22:31:02, time: 1.837, data_time: 0.006, memory: 6924, loss_aux: 2.1430, top1_acc: 0.1850, top5_acc: 0.4004, loss_cls: 3.9575, loss: 6.1005, grad_norm: 2.3881 2020-09-10 17:56:31,972 - mmaction - INFO - Epoch [9][400/940] lr: 4.000e-02, eta: 2 days, 22:30:11, time: 1.869, data_time: 0.003, memory: 6924, loss_aux: 2.1282, top1_acc: 0.1900, top5_acc: 0.4082, loss_cls: 3.9057, loss: 6.0339, grad_norm: 2.3792 2020-09-10 17:57:08,958 - mmaction - INFO - Epoch [9][420/940] lr: 4.000e-02, eta: 2 days, 22:29:13, time: 1.846, data_time: 0.006, memory: 6924, loss_aux: 2.1308, top1_acc: 0.1914, top5_acc: 0.4121, loss_cls: 3.9154, loss: 6.0462, grad_norm: 2.4054 2020-09-10 17:57:46,291 - mmaction - INFO - Epoch [9][440/940] lr: 4.000e-02, eta: 2 days, 22:28:22, time: 1.870, data_time: 0.008, memory: 6924, loss_aux: 2.1155, top1_acc: 0.1994, top5_acc: 0.4150, loss_cls: 3.8805, loss: 5.9960, grad_norm: 2.3313 2020-09-10 17:58:23,446 - mmaction - INFO - Epoch [9][460/940] lr: 4.000e-02, eta: 2 days, 22:27:27, time: 1.856, data_time: 0.006, memory: 6924, loss_aux: 2.1346, top1_acc: 0.1916, top5_acc: 0.4121, loss_cls: 3.9053, loss: 6.0399, grad_norm: 2.3897 2020-09-10 17:59:00,397 - mmaction - INFO - Epoch [9][480/940] lr: 4.000e-02, eta: 2 days, 22:26:30, time: 1.849, data_time: 0.006, memory: 6924, loss_aux: 2.1167, top1_acc: 0.1941, top5_acc: 0.4141, loss_cls: 3.8890, loss: 6.0057, grad_norm: 2.3396 2020-09-10 17:59:37,080 - mmaction - INFO - Epoch [9][500/940] lr: 4.000e-02, eta: 2 days, 22:25:27, time: 1.832, data_time: 0.005, memory: 6924, loss_aux: 2.1214, top1_acc: 0.1916, top5_acc: 0.4135, loss_cls: 3.8969, loss: 6.0184, grad_norm: 2.4052 2020-09-10 18:00:28,758 - mmaction - INFO - Epoch [9][520/940] lr: 4.000e-02, eta: 2 days, 22:28:29, time: 2.572, data_time: 0.007, memory: 6924, loss_aux: 2.1101, top1_acc: 0.1934, top5_acc: 0.4156, loss_cls: 3.8882, loss: 5.9983, grad_norm: 2.4523 2020-09-10 18:00:58,929 - mmaction - INFO - Epoch [9][540/940] lr: 4.000e-02, eta: 2 days, 22:25:44, time: 1.524, data_time: 0.031, memory: 6924, loss_aux: 2.1260, top1_acc: 0.2033, top5_acc: 0.4143, loss_cls: 3.8952, loss: 6.0212, grad_norm: 2.4180 2020-09-10 18:01:34,149 - mmaction - INFO - Epoch [9][560/940] lr: 4.000e-02, eta: 2 days, 22:24:17, time: 1.760, data_time: 0.006, memory: 6924, loss_aux: 2.1340, top1_acc: 0.1902, top5_acc: 0.4111, loss_cls: 3.9226, loss: 6.0566, grad_norm: 2.4084 2020-09-10 18:02:10,713 - mmaction - INFO - Epoch [9][580/940] lr: 4.000e-02, eta: 2 days, 22:23:13, time: 1.828, data_time: 0.003, memory: 6924, loss_aux: 2.1198, top1_acc: 0.1959, top5_acc: 0.4068, loss_cls: 3.9114, loss: 6.0313, grad_norm: 2.4235 2020-09-10 18:02:47,737 - mmaction - INFO - Epoch [9][600/940] lr: 4.000e-02, eta: 2 days, 22:22:17, time: 1.851, data_time: 0.007, memory: 6924, loss_aux: 2.1134, top1_acc: 0.1906, top5_acc: 0.4180, loss_cls: 3.8698, loss: 5.9832, grad_norm: 2.3785 2020-09-10 18:03:24,176 - mmaction - INFO - Epoch [9][620/940] lr: 4.000e-02, eta: 2 days, 22:21:11, time: 1.822, data_time: 0.004, memory: 6924, loss_aux: 2.1199, top1_acc: 0.1934, top5_acc: 0.4184, loss_cls: 3.9000, loss: 6.0199, grad_norm: 2.4095 2020-09-10 18:04:01,073 - mmaction - INFO - Epoch [9][640/940] lr: 4.000e-02, eta: 2 days, 22:20:13, time: 1.844, data_time: 0.006, memory: 6924, loss_aux: 2.1094, top1_acc: 0.1957, top5_acc: 0.4141, loss_cls: 3.8845, loss: 5.9940, grad_norm: 2.3826 2020-09-10 18:04:37,784 - mmaction - INFO - Epoch [9][660/940] lr: 4.000e-02, eta: 2 days, 22:19:12, time: 1.837, data_time: 0.005, memory: 6924, loss_aux: 2.1233, top1_acc: 0.1984, top5_acc: 0.4205, loss_cls: 3.8790, loss: 6.0023, grad_norm: 2.3925 2020-09-10 18:05:14,364 - mmaction - INFO - Epoch [9][680/940] lr: 4.000e-02, eta: 2 days, 22:18:08, time: 1.827, data_time: 0.006, memory: 6924, loss_aux: 2.0952, top1_acc: 0.1920, top5_acc: 0.4303, loss_cls: 3.8422, loss: 5.9374, grad_norm: 2.4379 2020-09-10 18:05:51,183 - mmaction - INFO - Epoch [9][700/940] lr: 4.000e-02, eta: 2 days, 22:17:10, time: 1.843, data_time: 0.006, memory: 6924, loss_aux: 2.1126, top1_acc: 0.1906, top5_acc: 0.4223, loss_cls: 3.9111, loss: 6.0237, grad_norm: 2.3865 2020-09-10 18:06:28,072 - mmaction - INFO - Epoch [9][720/940] lr: 4.000e-02, eta: 2 days, 22:16:12, time: 1.844, data_time: 0.004, memory: 6924, loss_aux: 2.1083, top1_acc: 0.2033, top5_acc: 0.4201, loss_cls: 3.8731, loss: 5.9815, grad_norm: 2.4222 2020-09-10 18:07:04,617 - mmaction - INFO - Epoch [9][740/940] lr: 4.000e-02, eta: 2 days, 22:15:08, time: 1.826, data_time: 0.006, memory: 6924, loss_aux: 2.1272, top1_acc: 0.1926, top5_acc: 0.4098, loss_cls: 3.9048, loss: 6.0320, grad_norm: 2.3877 2020-09-10 18:07:41,294 - mmaction - INFO - Epoch [9][760/940] lr: 4.000e-02, eta: 2 days, 22:14:07, time: 1.834, data_time: 0.006, memory: 6924, loss_aux: 2.1003, top1_acc: 0.1943, top5_acc: 0.4180, loss_cls: 3.8697, loss: 5.9700, grad_norm: 2.3839 2020-09-10 18:08:18,432 - mmaction - INFO - Epoch [9][780/940] lr: 4.000e-02, eta: 2 days, 22:13:14, time: 1.859, data_time: 0.005, memory: 6924, loss_aux: 2.1182, top1_acc: 0.1895, top5_acc: 0.4164, loss_cls: 3.8962, loss: 6.0144, grad_norm: 2.4749 2020-09-10 18:08:54,825 - mmaction - INFO - Epoch [9][800/940] lr: 4.000e-02, eta: 2 days, 22:12:08, time: 1.817, data_time: 0.006, memory: 6924, loss_aux: 2.1138, top1_acc: 0.1906, top5_acc: 0.4160, loss_cls: 3.8983, loss: 6.0121, grad_norm: 2.4423 2020-09-10 18:09:31,487 - mmaction - INFO - Epoch [9][820/940] lr: 4.000e-02, eta: 2 days, 22:11:08, time: 1.835, data_time: 0.006, memory: 6924, loss_aux: 2.0987, top1_acc: 0.1943, top5_acc: 0.4307, loss_cls: 3.8676, loss: 5.9663, grad_norm: 2.3859 2020-09-10 18:10:08,404 - mmaction - INFO - Epoch [9][840/940] lr: 4.000e-02, eta: 2 days, 22:10:11, time: 1.844, data_time: 0.006, memory: 6924, loss_aux: 2.1101, top1_acc: 0.1902, top5_acc: 0.4129, loss_cls: 3.8913, loss: 6.0015, grad_norm: 2.3989 2020-09-10 18:10:44,520 - mmaction - INFO - Epoch [9][860/940] lr: 4.000e-02, eta: 2 days, 22:09:02, time: 1.807, data_time: 0.006, memory: 6924, loss_aux: 2.1232, top1_acc: 0.1896, top5_acc: 0.4207, loss_cls: 3.8983, loss: 6.0215, grad_norm: 2.3960 2020-09-10 18:11:21,763 - mmaction - INFO - Epoch [9][880/940] lr: 4.000e-02, eta: 2 days, 22:08:10, time: 1.862, data_time: 0.003, memory: 6924, loss_aux: 2.1034, top1_acc: 0.1920, top5_acc: 0.4166, loss_cls: 3.8635, loss: 5.9669, grad_norm: 2.3858 2020-09-10 18:11:57,855 - mmaction - INFO - Epoch [9][900/940] lr: 4.000e-02, eta: 2 days, 22:07:01, time: 1.803, data_time: 0.006, memory: 6924, loss_aux: 2.0886, top1_acc: 0.2002, top5_acc: 0.4221, loss_cls: 3.8487, loss: 5.9373, grad_norm: 2.4115 2020-09-10 18:12:33,581 - mmaction - INFO - Epoch [9][920/940] lr: 4.000e-02, eta: 2 days, 22:05:46, time: 1.788, data_time: 0.006, memory: 6924, loss_aux: 2.0948, top1_acc: 0.2002, top5_acc: 0.4223, loss_cls: 3.8792, loss: 5.9741, grad_norm: 2.4361 2020-09-10 18:13:09,865 - mmaction - INFO - Epoch [9][940/940] lr: 4.000e-02, eta: 2 days, 22:04:39, time: 1.812, data_time: 0.003, memory: 6924, loss_aux: 2.1077, top1_acc: 0.1946, top5_acc: 0.4221, loss_cls: 3.8831, loss: 5.9908, grad_norm: 2.4516 2020-09-10 18:13:10,446 - mmaction - INFO - Saving checkpoint at 9 epochs 2020-09-10 18:13:56,614 - mmaction - INFO - Epoch [10][20/940] lr: 4.000e-02, eta: 2 days, 22:04:07, time: 1.921, data_time: 0.569, memory: 6924, loss_aux: 2.0756, top1_acc: 0.1986, top5_acc: 0.4406, loss_cls: 3.8066, loss: 5.8821, grad_norm: 2.3865 2020-09-10 18:14:30,771 - mmaction - INFO - Epoch [10][40/940] lr: 4.000e-02, eta: 2 days, 22:02:28, time: 1.708, data_time: 0.005, memory: 6924, loss_aux: 2.0942, top1_acc: 0.1924, top5_acc: 0.4236, loss_cls: 3.8357, loss: 5.9298, grad_norm: 2.4441 2020-09-10 18:15:05,838 - mmaction - INFO - Epoch [10][60/940] lr: 4.000e-02, eta: 2 days, 22:01:03, time: 1.754, data_time: 0.003, memory: 6924, loss_aux: 2.0957, top1_acc: 0.2027, top5_acc: 0.4279, loss_cls: 3.8389, loss: 5.9347, grad_norm: 2.4066 2020-09-10 18:15:41,794 - mmaction - INFO - Epoch [10][80/940] lr: 4.000e-02, eta: 2 days, 21:59:53, time: 1.797, data_time: 0.002, memory: 6924, loss_aux: 2.0919, top1_acc: 0.1961, top5_acc: 0.4268, loss_cls: 3.8536, loss: 5.9456, grad_norm: 2.4184 2020-09-10 18:16:17,681 - mmaction - INFO - Epoch [10][100/940] lr: 4.000e-02, eta: 2 days, 21:58:40, time: 1.792, data_time: 0.005, memory: 6924, loss_aux: 2.0847, top1_acc: 0.2053, top5_acc: 0.4314, loss_cls: 3.8382, loss: 5.9229, grad_norm: 2.4468 2020-09-10 18:16:54,851 - mmaction - INFO - Epoch [10][120/940] lr: 4.000e-02, eta: 2 days, 21:57:50, time: 1.860, data_time: 0.007, memory: 6924, loss_aux: 2.0870, top1_acc: 0.2039, top5_acc: 0.4375, loss_cls: 3.8149, loss: 5.9019, grad_norm: 2.4214 2020-09-10 18:17:30,574 - mmaction - INFO - Epoch [10][140/940] lr: 4.000e-02, eta: 2 days, 21:56:35, time: 1.785, data_time: 0.005, memory: 6924, loss_aux: 2.0805, top1_acc: 0.1965, top5_acc: 0.4338, loss_cls: 3.8326, loss: 5.9131, grad_norm: 2.4601 2020-09-10 18:18:06,559 - mmaction - INFO - Epoch [10][160/940] lr: 4.000e-02, eta: 2 days, 21:55:26, time: 1.801, data_time: 0.006, memory: 6924, loss_aux: 2.0870, top1_acc: 0.2051, top5_acc: 0.4299, loss_cls: 3.8588, loss: 5.9459, grad_norm: 2.4184 2020-09-10 18:18:42,915 - mmaction - INFO - Epoch [10][180/940] lr: 4.000e-02, eta: 2 days, 21:54:23, time: 1.817, data_time: 0.002, memory: 6924, loss_aux: 2.0835, top1_acc: 0.1973, top5_acc: 0.4299, loss_cls: 3.8284, loss: 5.9120, grad_norm: 2.4170 2020-09-10 18:19:18,731 - mmaction - INFO - Epoch [10][200/940] lr: 4.000e-02, eta: 2 days, 21:53:11, time: 1.790, data_time: 0.005, memory: 6924, loss_aux: 2.0813, top1_acc: 0.2098, top5_acc: 0.4375, loss_cls: 3.8170, loss: 5.8983, grad_norm: 2.4472 2020-09-10 18:19:55,611 - mmaction - INFO - Epoch [10][220/940] lr: 4.000e-02, eta: 2 days, 21:52:15, time: 1.844, data_time: 0.005, memory: 6924, loss_aux: 2.0957, top1_acc: 0.1967, top5_acc: 0.4191, loss_cls: 3.8472, loss: 5.9429, grad_norm: 2.4628 2020-09-10 18:20:31,556 - mmaction - INFO - Epoch [10][240/940] lr: 4.000e-02, eta: 2 days, 21:51:05, time: 1.795, data_time: 0.006, memory: 6924, loss_aux: 2.0747, top1_acc: 0.2055, top5_acc: 0.4250, loss_cls: 3.8215, loss: 5.8963, grad_norm: 2.4943 2020-09-10 18:21:07,921 - mmaction - INFO - Epoch [10][260/940] lr: 4.000e-02, eta: 2 days, 21:50:02, time: 1.819, data_time: 0.007, memory: 6924, loss_aux: 2.0747, top1_acc: 0.2066, top5_acc: 0.4373, loss_cls: 3.8223, loss: 5.8971, grad_norm: 2.3901 2020-09-10 18:21:43,786 - mmaction - INFO - Epoch [10][280/940] lr: 4.000e-02, eta: 2 days, 21:48:52, time: 1.795, data_time: 0.006, memory: 6924, loss_aux: 2.0917, top1_acc: 0.2043, top5_acc: 0.4313, loss_cls: 3.8288, loss: 5.9205, grad_norm: 2.4609 2020-09-10 18:22:20,863 - mmaction - INFO - Epoch [10][300/940] lr: 4.000e-02, eta: 2 days, 21:48:00, time: 1.854, data_time: 0.005, memory: 6924, loss_aux: 2.0762, top1_acc: 0.2018, top5_acc: 0.4275, loss_cls: 3.8194, loss: 5.8955, grad_norm: 2.4422 2020-09-10 18:22:56,073 - mmaction - INFO - Epoch [10][320/940] lr: 4.000e-02, eta: 2 days, 21:46:40, time: 1.759, data_time: 0.003, memory: 6924, loss_aux: 2.0875, top1_acc: 0.1965, top5_acc: 0.4311, loss_cls: 3.8402, loss: 5.9278, grad_norm: 2.4840 2020-09-10 18:23:33,024 - mmaction - INFO - Epoch [10][340/940] lr: 4.000e-02, eta: 2 days, 21:45:46, time: 1.849, data_time: 0.005, memory: 6924, loss_aux: 2.0535, top1_acc: 0.2152, top5_acc: 0.4508, loss_cls: 3.7461, loss: 5.7996, grad_norm: 2.4241 2020-09-10 18:24:08,627 - mmaction - INFO - Epoch [10][360/940] lr: 4.000e-02, eta: 2 days, 21:44:32, time: 1.778, data_time: 0.006, memory: 6924, loss_aux: 2.0900, top1_acc: 0.2004, top5_acc: 0.4262, loss_cls: 3.8554, loss: 5.9454, grad_norm: 2.4362 2020-09-10 18:24:45,255 - mmaction - INFO - Epoch [10][380/940] lr: 4.000e-02, eta: 2 days, 21:43:34, time: 1.833, data_time: 0.007, memory: 6924, loss_aux: 2.0833, top1_acc: 0.2004, top5_acc: 0.4297, loss_cls: 3.8236, loss: 5.9069, grad_norm: 2.4480 2020-09-10 18:25:20,901 - mmaction - INFO - Epoch [10][400/940] lr: 4.000e-02, eta: 2 days, 21:42:21, time: 1.783, data_time: 0.007, memory: 6924, loss_aux: 2.0947, top1_acc: 0.2039, top5_acc: 0.4262, loss_cls: 3.8572, loss: 5.9519, grad_norm: 2.4428 2020-09-10 18:25:56,791 - mmaction - INFO - Epoch [10][420/940] lr: 4.000e-02, eta: 2 days, 21:41:12, time: 1.794, data_time: 0.002, memory: 6924, loss_aux: 2.0943, top1_acc: 0.2031, top5_acc: 0.4186, loss_cls: 3.8457, loss: 5.9400, grad_norm: 2.3859 2020-09-10 18:26:32,921 - mmaction - INFO - Epoch [10][440/940] lr: 4.000e-02, eta: 2 days, 21:40:07, time: 1.807, data_time: 0.003, memory: 6924, loss_aux: 2.0967, top1_acc: 0.1996, top5_acc: 0.4219, loss_cls: 3.8606, loss: 5.9574, grad_norm: 2.4335 2020-09-10 18:27:08,778 - mmaction - INFO - Epoch [10][460/940] lr: 4.000e-02, eta: 2 days, 21:38:57, time: 1.791, data_time: 0.005, memory: 6924, loss_aux: 2.0761, top1_acc: 0.2088, top5_acc: 0.4355, loss_cls: 3.8189, loss: 5.8950, grad_norm: 2.4325 2020-09-10 18:27:46,782 - mmaction - INFO - Epoch [10][480/940] lr: 4.000e-02, eta: 2 days, 21:38:20, time: 1.902, data_time: 0.006, memory: 6924, loss_aux: 2.0803, top1_acc: 0.2020, top5_acc: 0.4346, loss_cls: 3.8465, loss: 5.9268, grad_norm: 2.4154 2020-09-10 18:28:22,111 - mmaction - INFO - Epoch [10][500/940] lr: 4.000e-02, eta: 2 days, 21:37:03, time: 1.767, data_time: 0.003, memory: 6924, loss_aux: 2.0645, top1_acc: 0.2053, top5_acc: 0.4330, loss_cls: 3.7950, loss: 5.8594, grad_norm: 2.4329 2020-09-10 18:28:57,678 - mmaction - INFO - Epoch [10][520/940] lr: 4.000e-02, eta: 2 days, 21:35:50, time: 1.777, data_time: 0.006, memory: 6924, loss_aux: 2.1077, top1_acc: 0.1967, top5_acc: 0.4221, loss_cls: 3.8681, loss: 5.9758, grad_norm: 2.4546 2020-09-10 18:29:33,853 - mmaction - INFO - Epoch [10][540/940] lr: 4.000e-02, eta: 2 days, 21:34:46, time: 1.810, data_time: 0.006, memory: 6924, loss_aux: 2.0827, top1_acc: 0.1936, top5_acc: 0.4252, loss_cls: 3.8393, loss: 5.9221, grad_norm: 2.4254 2020-09-10 18:30:10,820 - mmaction - INFO - Epoch [10][560/940] lr: 4.000e-02, eta: 2 days, 21:33:54, time: 1.848, data_time: 0.006, memory: 6924, loss_aux: 2.0527, top1_acc: 0.2012, top5_acc: 0.4367, loss_cls: 3.7676, loss: 5.8204, grad_norm: 2.4405 2020-09-10 18:30:47,029 - mmaction - INFO - Epoch [10][580/940] lr: 4.000e-02, eta: 2 days, 21:32:50, time: 1.808, data_time: 0.003, memory: 6924, loss_aux: 2.0686, top1_acc: 0.2123, top5_acc: 0.4426, loss_cls: 3.8058, loss: 5.8744, grad_norm: 2.4924 2020-09-10 18:31:23,167 - mmaction - INFO - Epoch [10][600/940] lr: 4.000e-02, eta: 2 days, 21:31:46, time: 1.809, data_time: 0.006, memory: 6924, loss_aux: 2.0799, top1_acc: 0.2107, top5_acc: 0.4381, loss_cls: 3.8184, loss: 5.8983, grad_norm: 2.4342 2020-09-10 18:31:58,923 - mmaction - INFO - Epoch [10][620/940] lr: 4.000e-02, eta: 2 days, 21:30:36, time: 1.786, data_time: 0.006, memory: 6924, loss_aux: 2.0557, top1_acc: 0.2043, top5_acc: 0.4338, loss_cls: 3.8115, loss: 5.8672, grad_norm: 2.4924 2020-09-10 18:32:35,023 - mmaction - INFO - Epoch [10][640/940] lr: 4.000e-02, eta: 2 days, 21:29:31, time: 1.806, data_time: 0.007, memory: 6924, loss_aux: 2.0525, top1_acc: 0.2014, top5_acc: 0.4309, loss_cls: 3.8025, loss: 5.8550, grad_norm: 2.4339 2020-09-10 18:33:11,974 - mmaction - INFO - Epoch [10][660/940] lr: 4.000e-02, eta: 2 days, 21:28:39, time: 1.847, data_time: 0.003, memory: 6924, loss_aux: 2.0821, top1_acc: 0.2055, top5_acc: 0.4365, loss_cls: 3.8107, loss: 5.8928, grad_norm: 2.4768 2020-09-10 18:33:48,855 - mmaction - INFO - Epoch [10][680/940] lr: 4.000e-02, eta: 2 days, 21:27:47, time: 1.846, data_time: 0.006, memory: 6924, loss_aux: 2.0524, top1_acc: 0.2047, top5_acc: 0.4322, loss_cls: 3.7922, loss: 5.8446, grad_norm: 2.4287 2020-09-10 18:34:25,228 - mmaction - INFO - Epoch [10][700/940] lr: 4.000e-02, eta: 2 days, 21:26:46, time: 1.817, data_time: 0.005, memory: 6924, loss_aux: 2.0442, top1_acc: 0.2051, top5_acc: 0.4404, loss_cls: 3.7680, loss: 5.8123, grad_norm: 2.4836 2020-09-10 18:35:01,231 - mmaction - INFO - Epoch [10][720/940] lr: 4.000e-02, eta: 2 days, 21:25:40, time: 1.800, data_time: 0.005, memory: 6924, loss_aux: 2.0826, top1_acc: 0.2027, top5_acc: 0.4334, loss_cls: 3.8351, loss: 5.9177, grad_norm: 2.4460 2020-09-10 18:35:38,253 - mmaction - INFO - Epoch [10][740/940] lr: 4.000e-02, eta: 2 days, 21:24:49, time: 1.852, data_time: 0.007, memory: 6924, loss_aux: 2.0612, top1_acc: 0.2098, top5_acc: 0.4414, loss_cls: 3.7805, loss: 5.8416, grad_norm: 2.4222 2020-09-10 18:36:15,050 - mmaction - INFO - Epoch [10][760/940] lr: 4.000e-02, eta: 2 days, 21:23:56, time: 1.841, data_time: 0.005, memory: 6924, loss_aux: 2.0372, top1_acc: 0.2148, top5_acc: 0.4496, loss_cls: 3.7438, loss: 5.7810, grad_norm: 2.4868 2020-09-10 18:36:51,630 - mmaction - INFO - Epoch [10][780/940] lr: 4.000e-02, eta: 2 days, 21:22:58, time: 1.828, data_time: 0.006, memory: 6924, loss_aux: 2.0627, top1_acc: 0.2131, top5_acc: 0.4453, loss_cls: 3.7708, loss: 5.8336, grad_norm: 2.4176 2020-09-10 18:37:28,349 - mmaction - INFO - Epoch [10][800/940] lr: 4.000e-02, eta: 2 days, 21:22:04, time: 1.838, data_time: 0.006, memory: 6924, loss_aux: 2.0395, top1_acc: 0.2150, top5_acc: 0.4396, loss_cls: 3.7739, loss: 5.8134, grad_norm: 2.4635 2020-09-10 18:38:05,909 - mmaction - INFO - Epoch [10][820/940] lr: 4.000e-02, eta: 2 days, 21:21:20, time: 1.876, data_time: 0.005, memory: 6924, loss_aux: 2.0601, top1_acc: 0.2061, top5_acc: 0.4344, loss_cls: 3.7974, loss: 5.8575, grad_norm: 2.4675 2020-09-10 18:38:43,135 - mmaction - INFO - Epoch [10][840/940] lr: 4.000e-02, eta: 2 days, 21:20:33, time: 1.863, data_time: 0.006, memory: 6924, loss_aux: 2.0621, top1_acc: 0.2090, top5_acc: 0.4385, loss_cls: 3.7911, loss: 5.8532, grad_norm: 2.4820 2020-09-10 18:39:19,907 - mmaction - INFO - Epoch [10][860/940] lr: 4.000e-02, eta: 2 days, 21:19:38, time: 1.835, data_time: 0.006, memory: 6924, loss_aux: 2.0598, top1_acc: 0.2154, top5_acc: 0.4445, loss_cls: 3.7760, loss: 5.8358, grad_norm: 2.4435 2020-09-10 18:39:56,571 - mmaction - INFO - Epoch [10][880/940] lr: 4.000e-02, eta: 2 days, 21:18:44, time: 1.836, data_time: 0.007, memory: 6924, loss_aux: 2.0298, top1_acc: 0.2148, top5_acc: 0.4500, loss_cls: 3.7246, loss: 5.7545, grad_norm: 2.4061 2020-09-10 18:40:34,049 - mmaction - INFO - Epoch [10][900/940] lr: 4.000e-02, eta: 2 days, 21:17:59, time: 1.872, data_time: 0.005, memory: 6924, loss_aux: 2.0585, top1_acc: 0.2037, top5_acc: 0.4375, loss_cls: 3.7957, loss: 5.8542, grad_norm: 2.5020 2020-09-10 18:41:11,508 - mmaction - INFO - Epoch [10][920/940] lr: 4.000e-02, eta: 2 days, 21:17:16, time: 1.875, data_time: 0.007, memory: 6924, loss_aux: 2.0378, top1_acc: 0.2207, top5_acc: 0.4521, loss_cls: 3.7359, loss: 5.7737, grad_norm: 2.5172 2020-09-10 18:41:47,196 - mmaction - INFO - Epoch [10][940/940] lr: 4.000e-02, eta: 2 days, 21:16:06, time: 1.783, data_time: 0.006, memory: 6924, loss_aux: 2.0567, top1_acc: 0.2070, top5_acc: 0.4357, loss_cls: 3.7808, loss: 5.8375, grad_norm: 2.4738 2020-09-10 18:41:47,683 - mmaction - INFO - Saving checkpoint at 10 epochs 2020-09-10 18:42:32,902 - mmaction - INFO - Epoch [11][20/940] lr: 4.000e-02, eta: 2 days, 21:15:10, time: 1.827, data_time: 0.321, memory: 6924, loss_aux: 2.0363, top1_acc: 0.2139, top5_acc: 0.4445, loss_cls: 3.7515, loss: 5.7879, grad_norm: 2.4479 2020-09-10 18:43:08,344 - mmaction - INFO - Epoch [11][40/940] lr: 4.000e-02, eta: 2 days, 21:13:58, time: 1.773, data_time: 0.003, memory: 6924, loss_aux: 2.0398, top1_acc: 0.2172, top5_acc: 0.4525, loss_cls: 3.7385, loss: 5.7783, grad_norm: 2.4949 2020-09-10 18:43:45,993 - mmaction - INFO - Epoch [11][60/940] lr: 4.000e-02, eta: 2 days, 21:13:16, time: 1.880, data_time: 0.006, memory: 6924, loss_aux: 2.0516, top1_acc: 0.2029, top5_acc: 0.4404, loss_cls: 3.7741, loss: 5.8257, grad_norm: 2.4746 2020-09-10 18:44:23,117 - mmaction - INFO - Epoch [11][80/940] lr: 4.000e-02, eta: 2 days, 21:12:28, time: 1.858, data_time: 0.006, memory: 6924, loss_aux: 2.0227, top1_acc: 0.2205, top5_acc: 0.4568, loss_cls: 3.7084, loss: 5.7311, grad_norm: 2.4403 2020-09-10 18:45:00,809 - mmaction - INFO - Epoch [11][100/940] lr: 4.000e-02, eta: 2 days, 21:11:47, time: 1.883, data_time: 0.005, memory: 6924, loss_aux: 2.0304, top1_acc: 0.2180, top5_acc: 0.4523, loss_cls: 3.7148, loss: 5.7453, grad_norm: 2.4605 2020-09-10 18:45:38,300 - mmaction - INFO - Epoch [11][120/940] lr: 4.000e-02, eta: 2 days, 21:11:04, time: 1.876, data_time: 0.006, memory: 6924, loss_aux: 2.0449, top1_acc: 0.2145, top5_acc: 0.4428, loss_cls: 3.7676, loss: 5.8125, grad_norm: 2.4841 2020-09-10 18:46:16,193 - mmaction - INFO - Epoch [11][140/940] lr: 4.000e-02, eta: 2 days, 21:10:25, time: 1.893, data_time: 0.005, memory: 6924, loss_aux: 2.0480, top1_acc: 0.2143, top5_acc: 0.4506, loss_cls: 3.7692, loss: 5.8172, grad_norm: 2.4557 2020-09-10 18:46:54,198 - mmaction - INFO - Epoch [11][160/940] lr: 4.000e-02, eta: 2 days, 21:09:50, time: 1.903, data_time: 0.006, memory: 6924, loss_aux: 2.0222, top1_acc: 0.2264, top5_acc: 0.4559, loss_cls: 3.6866, loss: 5.7089, grad_norm: 2.4843 2020-09-10 18:47:31,494 - mmaction - INFO - Epoch [11][180/940] lr: 4.000e-02, eta: 2 days, 21:09:03, time: 1.862, data_time: 0.005, memory: 6924, loss_aux: 2.0419, top1_acc: 0.2166, top5_acc: 0.4521, loss_cls: 3.7446, loss: 5.7865, grad_norm: 2.5615 2020-09-10 18:48:09,206 - mmaction - INFO - Epoch [11][200/940] lr: 4.000e-02, eta: 2 days, 21:08:24, time: 1.888, data_time: 0.006, memory: 6924, loss_aux: 2.0255, top1_acc: 0.2145, top5_acc: 0.4551, loss_cls: 3.7352, loss: 5.7607, grad_norm: 2.5248 2020-09-10 18:48:47,222 - mmaction - INFO - Epoch [11][220/940] lr: 4.000e-02, eta: 2 days, 21:07:47, time: 1.899, data_time: 0.006, memory: 6924, loss_aux: 2.0265, top1_acc: 0.2176, top5_acc: 0.4523, loss_cls: 3.7300, loss: 5.7565, grad_norm: 2.5324 2020-09-10 18:49:25,129 - mmaction - INFO - Epoch [11][240/940] lr: 4.000e-02, eta: 2 days, 21:07:10, time: 1.898, data_time: 0.006, memory: 6924, loss_aux: 2.0451, top1_acc: 0.2133, top5_acc: 0.4439, loss_cls: 3.7595, loss: 5.8047, grad_norm: 2.4720 2020-09-10 18:50:03,649 - mmaction - INFO - Epoch [11][260/940] lr: 4.000e-02, eta: 2 days, 21:06:40, time: 1.924, data_time: 0.006, memory: 6924, loss_aux: 2.0351, top1_acc: 0.2180, top5_acc: 0.4453, loss_cls: 3.7506, loss: 5.7857, grad_norm: 2.4944 2020-09-10 18:50:43,227 - mmaction - INFO - Epoch [11][280/940] lr: 4.000e-02, eta: 2 days, 21:06:26, time: 1.980, data_time: 0.004, memory: 6924, loss_aux: 2.0282, top1_acc: 0.2221, top5_acc: 0.4447, loss_cls: 3.7422, loss: 5.7704, grad_norm: 2.5240 2020-09-10 18:51:20,125 - mmaction - INFO - Epoch [11][300/940] lr: 4.000e-02, eta: 2 days, 21:05:34, time: 1.843, data_time: 0.006, memory: 6924, loss_aux: 2.0272, top1_acc: 0.2215, top5_acc: 0.4607, loss_cls: 3.7299, loss: 5.7571, grad_norm: 2.4942 2020-09-10 18:51:57,940 - mmaction - INFO - Epoch [11][320/940] lr: 4.000e-02, eta: 2 days, 21:04:55, time: 1.890, data_time: 0.006, memory: 6924, loss_aux: 2.0245, top1_acc: 0.2186, top5_acc: 0.4541, loss_cls: 3.7056, loss: 5.7301, grad_norm: 2.4639 2020-09-10 18:52:36,470 - mmaction - INFO - Epoch [11][340/940] lr: 4.000e-02, eta: 2 days, 21:04:26, time: 1.928, data_time: 0.007, memory: 6924, loss_aux: 2.0335, top1_acc: 0.2266, top5_acc: 0.4580, loss_cls: 3.7266, loss: 5.7600, grad_norm: 2.5378 2020-09-10 18:53:14,958 - mmaction - INFO - Epoch [11][360/940] lr: 4.000e-02, eta: 2 days, 21:03:56, time: 1.924, data_time: 0.003, memory: 6924, loss_aux: 2.0215, top1_acc: 0.2164, top5_acc: 0.4559, loss_cls: 3.7426, loss: 5.7641, grad_norm: 2.4731 2020-09-10 18:53:53,377 - mmaction - INFO - Epoch [11][380/940] lr: 4.000e-02, eta: 2 days, 21:03:25, time: 1.920, data_time: 0.006, memory: 6924, loss_aux: 2.0210, top1_acc: 0.2246, top5_acc: 0.4510, loss_cls: 3.7278, loss: 5.7488, grad_norm: 2.4697 2020-09-10 18:54:30,813 - mmaction - INFO - Epoch [11][400/940] lr: 4.000e-02, eta: 2 days, 21:02:42, time: 1.873, data_time: 0.005, memory: 6924, loss_aux: 2.0169, top1_acc: 0.2270, top5_acc: 0.4648, loss_cls: 3.6796, loss: 5.6965, grad_norm: 2.4639 2020-09-10 18:55:08,867 - mmaction - INFO - Epoch [11][420/940] lr: 4.000e-02, eta: 2 days, 21:02:06, time: 1.903, data_time: 0.006, memory: 6924, loss_aux: 2.0492, top1_acc: 0.2096, top5_acc: 0.4479, loss_cls: 3.7816, loss: 5.8308, grad_norm: 2.5431 2020-09-10 18:55:47,336 - mmaction - INFO - Epoch [11][440/940] lr: 4.000e-02, eta: 2 days, 21:01:36, time: 1.923, data_time: 0.002, memory: 6924, loss_aux: 2.0475, top1_acc: 0.2094, top5_acc: 0.4420, loss_cls: 3.7754, loss: 5.8229, grad_norm: 2.5321 2020-09-10 18:56:25,516 - mmaction - INFO - Epoch [11][460/940] lr: 4.000e-02, eta: 2 days, 21:01:01, time: 1.907, data_time: 0.005, memory: 6924, loss_aux: 1.9899, top1_acc: 0.2201, top5_acc: 0.4727, loss_cls: 3.6505, loss: 5.6404, grad_norm: 2.4720 2020-09-10 18:57:03,618 - mmaction - INFO - Epoch [11][480/940] lr: 4.000e-02, eta: 2 days, 21:00:26, time: 1.905, data_time: 0.006, memory: 6924, loss_aux: 2.0227, top1_acc: 0.2232, top5_acc: 0.4516, loss_cls: 3.7127, loss: 5.7354, grad_norm: 2.5375 2020-09-10 18:57:42,043 - mmaction - INFO - Epoch [11][500/940] lr: 4.000e-02, eta: 2 days, 20:59:56, time: 1.924, data_time: 0.007, memory: 6924, loss_aux: 2.0162, top1_acc: 0.2141, top5_acc: 0.4604, loss_cls: 3.7128, loss: 5.7290, grad_norm: 2.4892 2020-09-10 18:58:20,629 - mmaction - INFO - Epoch [11][520/940] lr: 4.000e-02, eta: 2 days, 20:59:26, time: 1.927, data_time: 0.004, memory: 6924, loss_aux: 2.0211, top1_acc: 0.2143, top5_acc: 0.4508, loss_cls: 3.7193, loss: 5.7403, grad_norm: 2.4785 2020-09-10 18:58:59,031 - mmaction - INFO - Epoch [11][540/940] lr: 4.000e-02, eta: 2 days, 20:58:56, time: 1.922, data_time: 0.006, memory: 6924, loss_aux: 2.0125, top1_acc: 0.2244, top5_acc: 0.4604, loss_cls: 3.6858, loss: 5.6983, grad_norm: 2.4801 2020-09-10 18:59:37,725 - mmaction - INFO - Epoch [11][560/940] lr: 4.000e-02, eta: 2 days, 20:58:28, time: 1.933, data_time: 0.005, memory: 6924, loss_aux: 2.0095, top1_acc: 0.2213, top5_acc: 0.4602, loss_cls: 3.6844, loss: 5.6939, grad_norm: 2.4961 2020-09-10 19:00:30,015 - mmaction - INFO - Epoch [11][580/940] lr: 4.000e-02, eta: 2 days, 21:00:56, time: 2.604, data_time: 0.007, memory: 6924, loss_aux: 2.0272, top1_acc: 0.2313, top5_acc: 0.4520, loss_cls: 3.7076, loss: 5.7348, grad_norm: 2.4856 2020-09-10 19:01:02,971 - mmaction - INFO - Epoch [11][600/940] lr: 4.000e-02, eta: 2 days, 20:59:16, time: 1.660, data_time: 0.035, memory: 6924, loss_aux: 2.0242, top1_acc: 0.2162, top5_acc: 0.4564, loss_cls: 3.7209, loss: 5.7451, grad_norm: 2.4929 2020-09-10 19:01:39,874 - mmaction - INFO - Epoch [11][620/940] lr: 4.000e-02, eta: 2 days, 20:58:25, time: 1.844, data_time: 0.005, memory: 6924, loss_aux: 2.0203, top1_acc: 0.2219, top5_acc: 0.4596, loss_cls: 3.7145, loss: 5.7348, grad_norm: 2.5034 2020-09-10 19:02:17,691 - mmaction - INFO - Epoch [11][640/940] lr: 4.000e-02, eta: 2 days, 20:57:45, time: 1.890, data_time: 0.006, memory: 6924, loss_aux: 2.0240, top1_acc: 0.2146, top5_acc: 0.4520, loss_cls: 3.7286, loss: 5.7526, grad_norm: 2.5288 2020-09-10 19:02:55,729 - mmaction - INFO - Epoch [11][660/940] lr: 4.000e-02, eta: 2 days, 20:57:09, time: 1.903, data_time: 0.007, memory: 6924, loss_aux: 2.0017, top1_acc: 0.2248, top5_acc: 0.4541, loss_cls: 3.6897, loss: 5.6914, grad_norm: 2.5172 2020-09-10 19:03:34,092 - mmaction - INFO - Epoch [11][680/940] lr: 4.000e-02, eta: 2 days, 20:56:37, time: 1.920, data_time: 0.006, memory: 6924, loss_aux: 2.0278, top1_acc: 0.2160, top5_acc: 0.4473, loss_cls: 3.7230, loss: 5.7509, grad_norm: 2.5479 2020-09-10 19:04:11,503 - mmaction - INFO - Epoch [11][700/940] lr: 4.000e-02, eta: 2 days, 20:55:53, time: 1.869, data_time: 0.007, memory: 6924, loss_aux: 1.9915, top1_acc: 0.2293, top5_acc: 0.4678, loss_cls: 3.6335, loss: 5.6251, grad_norm: 2.4898 2020-09-10 19:04:48,700 - mmaction - INFO - Epoch [11][720/940] lr: 4.000e-02, eta: 2 days, 20:55:06, time: 1.862, data_time: 0.007, memory: 6924, loss_aux: 2.0397, top1_acc: 0.2193, top5_acc: 0.4463, loss_cls: 3.7569, loss: 5.7966, grad_norm: 2.5401 2020-09-10 19:05:26,194 - mmaction - INFO - Epoch [11][740/940] lr: 4.000e-02, eta: 2 days, 20:54:22, time: 1.873, data_time: 0.006, memory: 6924, loss_aux: 2.0184, top1_acc: 0.2248, top5_acc: 0.4490, loss_cls: 3.7007, loss: 5.7191, grad_norm: 2.5181 2020-09-10 19:06:04,208 - mmaction - INFO - Epoch [11][760/940] lr: 4.000e-02, eta: 2 days, 20:53:46, time: 1.902, data_time: 0.005, memory: 6924, loss_aux: 2.0197, top1_acc: 0.2273, top5_acc: 0.4516, loss_cls: 3.7186, loss: 5.7384, grad_norm: 2.5225 2020-09-10 19:06:40,713 - mmaction - INFO - Epoch [11][780/940] lr: 4.000e-02, eta: 2 days, 20:52:49, time: 1.824, data_time: 0.006, memory: 6924, loss_aux: 2.0101, top1_acc: 0.2236, top5_acc: 0.4672, loss_cls: 3.6921, loss: 5.7022, grad_norm: 2.5186 2020-09-10 19:07:19,317 - mmaction - INFO - Epoch [11][800/940] lr: 4.000e-02, eta: 2 days, 20:52:21, time: 1.932, data_time: 0.006, memory: 6924, loss_aux: 1.9994, top1_acc: 0.2246, top5_acc: 0.4514, loss_cls: 3.6867, loss: 5.6861, grad_norm: 2.5017 2020-09-10 19:07:56,049 - mmaction - INFO - Epoch [11][820/940] lr: 4.000e-02, eta: 2 days, 20:51:28, time: 1.836, data_time: 0.006, memory: 6924, loss_aux: 2.0107, top1_acc: 0.2203, top5_acc: 0.4572, loss_cls: 3.7091, loss: 5.7198, grad_norm: 2.5366 2020-09-10 19:08:33,473 - mmaction - INFO - Epoch [11][840/940] lr: 4.000e-02, eta: 2 days, 20:50:44, time: 1.873, data_time: 0.005, memory: 6924, loss_aux: 2.0093, top1_acc: 0.2264, top5_acc: 0.4561, loss_cls: 3.7033, loss: 5.7126, grad_norm: 2.5146 2020-09-10 19:09:11,562 - mmaction - INFO - Epoch [11][860/940] lr: 4.000e-02, eta: 2 days, 20:50:08, time: 1.902, data_time: 0.005, memory: 6924, loss_aux: 2.0066, top1_acc: 0.2332, top5_acc: 0.4646, loss_cls: 3.6726, loss: 5.6791, grad_norm: 2.4693 2020-09-10 19:09:48,851 - mmaction - INFO - Epoch [11][880/940] lr: 4.000e-02, eta: 2 days, 20:49:22, time: 1.865, data_time: 0.006, memory: 6924, loss_aux: 2.0061, top1_acc: 0.2240, top5_acc: 0.4561, loss_cls: 3.7041, loss: 5.7103, grad_norm: 2.5010 2020-09-10 19:10:26,054 - mmaction - INFO - Epoch [11][900/940] lr: 4.000e-02, eta: 2 days, 20:48:35, time: 1.859, data_time: 0.006, memory: 6924, loss_aux: 2.0023, top1_acc: 0.2318, top5_acc: 0.4648, loss_cls: 3.6685, loss: 5.6708, grad_norm: 2.4973 2020-09-10 19:11:03,215 - mmaction - INFO - Epoch [11][920/940] lr: 4.000e-02, eta: 2 days, 20:47:48, time: 1.860, data_time: 0.005, memory: 6924, loss_aux: 1.9934, top1_acc: 0.2250, top5_acc: 0.4656, loss_cls: 3.6535, loss: 5.6469, grad_norm: 2.5656 2020-09-10 19:11:38,952 - mmaction - INFO - Epoch [11][940/940] lr: 4.000e-02, eta: 2 days, 20:46:42, time: 1.785, data_time: 0.006, memory: 6924, loss_aux: 1.9759, top1_acc: 0.2370, top5_acc: 0.4655, loss_cls: 3.6292, loss: 5.6050, grad_norm: 2.5276 2020-09-10 19:11:39,525 - mmaction - INFO - Saving checkpoint at 11 epochs 2020-09-10 19:12:28,140 - mmaction - INFO - Epoch [12][20/940] lr: 4.000e-02, eta: 2 days, 20:46:19, time: 1.951, data_time: 0.548, memory: 6924, loss_aux: 1.9970, top1_acc: 0.2285, top5_acc: 0.4631, loss_cls: 3.6753, loss: 5.6722, grad_norm: 2.4991 2020-09-10 19:13:01,682 - mmaction - INFO - Epoch [12][40/940] lr: 4.000e-02, eta: 2 days, 20:44:46, time: 1.678, data_time: 0.008, memory: 6924, loss_aux: 1.9996, top1_acc: 0.2252, top5_acc: 0.4617, loss_cls: 3.6791, loss: 5.6786, grad_norm: 2.5669 2020-09-10 19:13:38,530 - mmaction - INFO - Epoch [12][60/940] lr: 4.000e-02, eta: 2 days, 20:43:55, time: 1.842, data_time: 0.006, memory: 6924, loss_aux: 1.9988, top1_acc: 0.2301, top5_acc: 0.4648, loss_cls: 3.6692, loss: 5.6680, grad_norm: 2.4622 2020-09-10 19:14:16,126 - mmaction - INFO - Epoch [12][80/940] lr: 4.000e-02, eta: 2 days, 20:43:14, time: 1.881, data_time: 0.007, memory: 6924, loss_aux: 1.9727, top1_acc: 0.2320, top5_acc: 0.4738, loss_cls: 3.6322, loss: 5.6049, grad_norm: 2.5261 2020-09-10 19:14:53,097 - mmaction - INFO - Epoch [12][100/940] lr: 4.000e-02, eta: 2 days, 20:42:24, time: 1.847, data_time: 0.006, memory: 6924, loss_aux: 1.9775, top1_acc: 0.2387, top5_acc: 0.4752, loss_cls: 3.6320, loss: 5.6095, grad_norm: 2.5075 2020-09-10 19:15:29,949 - mmaction - INFO - Epoch [12][120/940] lr: 4.000e-02, eta: 2 days, 20:41:34, time: 1.845, data_time: 0.006, memory: 6924, loss_aux: 1.9993, top1_acc: 0.2361, top5_acc: 0.4650, loss_cls: 3.6674, loss: 5.6666, grad_norm: 2.5546 2020-09-10 19:16:06,970 - mmaction - INFO - Epoch [12][140/940] lr: 4.000e-02, eta: 2 days, 20:40:45, time: 1.849, data_time: 0.006, memory: 6924, loss_aux: 1.9899, top1_acc: 0.2271, top5_acc: 0.4688, loss_cls: 3.6598, loss: 5.6497, grad_norm: 2.5825 2020-09-10 19:16:44,295 - mmaction - INFO - Epoch [12][160/940] lr: 4.000e-02, eta: 2 days, 20:40:00, time: 1.868, data_time: 0.006, memory: 6924, loss_aux: 1.9742, top1_acc: 0.2379, top5_acc: 0.4676, loss_cls: 3.6133, loss: 5.5875, grad_norm: 2.4538 2020-09-10 19:17:21,004 - mmaction - INFO - Epoch [12][180/940] lr: 4.000e-02, eta: 2 days, 20:39:07, time: 1.834, data_time: 0.005, memory: 6924, loss_aux: 1.9883, top1_acc: 0.2332, top5_acc: 0.4660, loss_cls: 3.6487, loss: 5.6370, grad_norm: 2.5451 2020-09-10 19:17:58,052 - mmaction - INFO - Epoch [12][200/940] lr: 4.000e-02, eta: 2 days, 20:38:20, time: 1.855, data_time: 0.006, memory: 6924, loss_aux: 2.0033, top1_acc: 0.2201, top5_acc: 0.4611, loss_cls: 3.7001, loss: 5.7034, grad_norm: 2.5499 2020-09-10 19:18:35,454 - mmaction - INFO - Epoch [12][220/940] lr: 4.000e-02, eta: 2 days, 20:37:35, time: 1.868, data_time: 0.005, memory: 6924, loss_aux: 1.9894, top1_acc: 0.2387, top5_acc: 0.4656, loss_cls: 3.6336, loss: 5.6230, grad_norm: 2.5203 2020-09-10 19:19:13,958 - mmaction - INFO - Epoch [12][240/940] lr: 4.000e-02, eta: 2 days, 20:37:06, time: 1.927, data_time: 0.005, memory: 6924, loss_aux: 1.9981, top1_acc: 0.2311, top5_acc: 0.4600, loss_cls: 3.6824, loss: 5.6804, grad_norm: 2.5922 2020-09-10 19:19:48,974 - mmaction - INFO - Epoch [12][260/940] lr: 4.000e-02, eta: 2 days, 20:35:52, time: 1.749, data_time: 0.005, memory: 6924, loss_aux: 1.9587, top1_acc: 0.2381, top5_acc: 0.4781, loss_cls: 3.6026, loss: 5.5613, grad_norm: 2.4997 2020-09-10 19:20:25,644 - mmaction - INFO - Epoch [12][280/940] lr: 4.000e-02, eta: 2 days, 20:34:59, time: 1.834, data_time: 0.006, memory: 6924, loss_aux: 1.9890, top1_acc: 0.2291, top5_acc: 0.4682, loss_cls: 3.6586, loss: 5.6476, grad_norm: 2.5611 2020-09-10 19:21:02,162 - mmaction - INFO - Epoch [12][300/940] lr: 4.000e-02, eta: 2 days, 20:34:05, time: 1.827, data_time: 0.006, memory: 6924, loss_aux: 1.9793, top1_acc: 0.2305, top5_acc: 0.4639, loss_cls: 3.6411, loss: 5.6204, grad_norm: 2.5917 2020-09-10 19:21:39,112 - mmaction - INFO - Epoch [12][320/940] lr: 4.000e-02, eta: 2 days, 20:33:16, time: 1.848, data_time: 0.006, memory: 6924, loss_aux: 1.9927, top1_acc: 0.2236, top5_acc: 0.4654, loss_cls: 3.6657, loss: 5.6585, grad_norm: 2.5613 2020-09-10 19:22:15,843 - mmaction - INFO - Epoch [12][340/940] lr: 4.000e-02, eta: 2 days, 20:32:24, time: 1.836, data_time: 0.003, memory: 6924, loss_aux: 1.9679, top1_acc: 0.2293, top5_acc: 0.4760, loss_cls: 3.6138, loss: 5.5817, grad_norm: 2.5451 2020-09-10 19:22:53,027 - mmaction - INFO - Epoch [12][360/940] lr: 4.000e-02, eta: 2 days, 20:31:38, time: 1.857, data_time: 0.004, memory: 6924, loss_aux: 1.9867, top1_acc: 0.2207, top5_acc: 0.4697, loss_cls: 3.6597, loss: 5.6464, grad_norm: 2.5441 2020-09-10 19:23:29,554 - mmaction - INFO - Epoch [12][380/940] lr: 4.000e-02, eta: 2 days, 20:30:44, time: 1.828, data_time: 0.006, memory: 6924, loss_aux: 1.9944, top1_acc: 0.2279, top5_acc: 0.4658, loss_cls: 3.6538, loss: 5.6483, grad_norm: 2.5567 2020-09-10 19:24:06,959 - mmaction - INFO - Epoch [12][400/940] lr: 4.000e-02, eta: 2 days, 20:30:00, time: 1.869, data_time: 0.008, memory: 6924, loss_aux: 1.9828, top1_acc: 0.2209, top5_acc: 0.4703, loss_cls: 3.6486, loss: 5.6313, grad_norm: 2.5096 2020-09-10 19:24:43,232 - mmaction - INFO - Epoch [12][420/940] lr: 4.000e-02, eta: 2 days, 20:29:03, time: 1.813, data_time: 0.006, memory: 6924, loss_aux: 1.9990, top1_acc: 0.2232, top5_acc: 0.4605, loss_cls: 3.6928, loss: 5.6918, grad_norm: 2.5952 2020-09-10 19:25:19,295 - mmaction - INFO - Epoch [12][440/940] lr: 4.000e-02, eta: 2 days, 20:28:04, time: 1.804, data_time: 0.006, memory: 6924, loss_aux: 1.9731, top1_acc: 0.2293, top5_acc: 0.4635, loss_cls: 3.6396, loss: 5.6127, grad_norm: 2.5001 2020-09-10 19:25:56,087 - mmaction - INFO - Epoch [12][460/940] lr: 4.000e-02, eta: 2 days, 20:27:12, time: 1.838, data_time: 0.006, memory: 6924, loss_aux: 1.9637, top1_acc: 0.2328, top5_acc: 0.4834, loss_cls: 3.6078, loss: 5.5715, grad_norm: 2.5534 2020-09-10 19:26:32,423 - mmaction - INFO - Epoch [12][480/940] lr: 4.000e-02, eta: 2 days, 20:26:17, time: 1.820, data_time: 0.007, memory: 6924, loss_aux: 1.9585, top1_acc: 0.2295, top5_acc: 0.4697, loss_cls: 3.6208, loss: 5.5793, grad_norm: 2.5682 2020-09-10 19:27:08,729 - mmaction - INFO - Epoch [12][500/940] lr: 4.000e-02, eta: 2 days, 20:25:20, time: 1.813, data_time: 0.005, memory: 6924, loss_aux: 1.9462, top1_acc: 0.2391, top5_acc: 0.4814, loss_cls: 3.5661, loss: 5.5123, grad_norm: 2.5471 2020-09-10 19:27:45,308 - mmaction - INFO - Epoch [12][520/940] lr: 4.000e-02, eta: 2 days, 20:24:27, time: 1.831, data_time: 0.007, memory: 6924, loss_aux: 1.9555, top1_acc: 0.2371, top5_acc: 0.4734, loss_cls: 3.5961, loss: 5.5516, grad_norm: 2.5108 2020-09-10 19:28:22,055 - mmaction - INFO - Epoch [12][540/940] lr: 4.000e-02, eta: 2 days, 20:23:36, time: 1.836, data_time: 0.007, memory: 6924, loss_aux: 1.9663, top1_acc: 0.2244, top5_acc: 0.4721, loss_cls: 3.6222, loss: 5.5885, grad_norm: 2.5401 2020-09-10 19:28:58,257 - mmaction - INFO - Epoch [12][560/940] lr: 4.000e-02, eta: 2 days, 20:22:39, time: 1.812, data_time: 0.006, memory: 6924, loss_aux: 1.9707, top1_acc: 0.2391, top5_acc: 0.4824, loss_cls: 3.6089, loss: 5.5797, grad_norm: 2.6168 2020-09-10 19:29:34,664 - mmaction - INFO - Epoch [12][580/940] lr: 4.000e-02, eta: 2 days, 20:21:44, time: 1.819, data_time: 0.005, memory: 6924, loss_aux: 1.9444, top1_acc: 0.2295, top5_acc: 0.4795, loss_cls: 3.5781, loss: 5.5225, grad_norm: 2.5755 2020-09-10 19:30:11,081 - mmaction - INFO - Epoch [12][600/940] lr: 4.000e-02, eta: 2 days, 20:20:49, time: 1.821, data_time: 0.005, memory: 6924, loss_aux: 1.9800, top1_acc: 0.2297, top5_acc: 0.4697, loss_cls: 3.6476, loss: 5.6276, grad_norm: 2.5522 2020-09-10 19:30:48,259 - mmaction - INFO - Epoch [12][620/940] lr: 4.000e-02, eta: 2 days, 20:20:04, time: 1.859, data_time: 0.003, memory: 6924, loss_aux: 1.9964, top1_acc: 0.2225, top5_acc: 0.4619, loss_cls: 3.6887, loss: 5.6851, grad_norm: 2.5394 2020-09-10 19:31:24,364 - mmaction - INFO - Epoch [12][640/940] lr: 4.000e-02, eta: 2 days, 20:19:05, time: 1.803, data_time: 0.006, memory: 6924, loss_aux: 1.9746, top1_acc: 0.2307, top5_acc: 0.4736, loss_cls: 3.6295, loss: 5.6041, grad_norm: 2.5814 2020-09-10 19:32:01,505 - mmaction - INFO - Epoch [12][660/940] lr: 4.000e-02, eta: 2 days, 20:18:19, time: 1.857, data_time: 0.006, memory: 6924, loss_aux: 1.9578, top1_acc: 0.2398, top5_acc: 0.4736, loss_cls: 3.6035, loss: 5.5613, grad_norm: 2.5782 2020-09-10 19:32:37,720 - mmaction - INFO - Epoch [12][680/940] lr: 4.000e-02, eta: 2 days, 20:17:22, time: 1.811, data_time: 0.006, memory: 6924, loss_aux: 1.9691, top1_acc: 0.2338, top5_acc: 0.4738, loss_cls: 3.6269, loss: 5.5960, grad_norm: 2.5046 2020-09-10 19:33:13,804 - mmaction - INFO - Epoch [12][700/940] lr: 4.000e-02, eta: 2 days, 20:16:24, time: 1.804, data_time: 0.005, memory: 6924, loss_aux: 1.9874, top1_acc: 0.2342, top5_acc: 0.4750, loss_cls: 3.6463, loss: 5.6337, grad_norm: 2.5414 2020-09-10 19:33:51,084 - mmaction - INFO - Epoch [12][720/940] lr: 4.000e-02, eta: 2 days, 20:15:40, time: 1.864, data_time: 0.007, memory: 6924, loss_aux: 1.9800, top1_acc: 0.2246, top5_acc: 0.4639, loss_cls: 3.6472, loss: 5.6273, grad_norm: 2.6261 2020-09-10 19:34:26,659 - mmaction - INFO - Epoch [12][740/940] lr: 4.000e-02, eta: 2 days, 20:14:35, time: 1.778, data_time: 0.006, memory: 6924, loss_aux: 1.9909, top1_acc: 0.2285, top5_acc: 0.4611, loss_cls: 3.6652, loss: 5.6561, grad_norm: 2.5378 2020-09-10 19:35:02,336 - mmaction - INFO - Epoch [12][760/940] lr: 4.000e-02, eta: 2 days, 20:13:33, time: 1.786, data_time: 0.006, memory: 6924, loss_aux: 2.0005, top1_acc: 0.2307, top5_acc: 0.4555, loss_cls: 3.6754, loss: 5.6758, grad_norm: 2.5237 2020-09-10 19:35:40,161 - mmaction - INFO - Epoch [12][780/940] lr: 4.000e-02, eta: 2 days, 20:12:55, time: 1.891, data_time: 0.004, memory: 6924, loss_aux: 1.9668, top1_acc: 0.2311, top5_acc: 0.4674, loss_cls: 3.6311, loss: 5.5980, grad_norm: 2.5564 2020-09-10 19:36:15,564 - mmaction - INFO - Epoch [12][800/940] lr: 4.000e-02, eta: 2 days, 20:11:49, time: 1.770, data_time: 0.003, memory: 6924, loss_aux: 1.9473, top1_acc: 0.2299, top5_acc: 0.4799, loss_cls: 3.5890, loss: 5.5363, grad_norm: 2.5665 2020-09-10 19:36:51,852 - mmaction - INFO - Epoch [12][820/940] lr: 4.000e-02, eta: 2 days, 20:10:53, time: 1.813, data_time: 0.005, memory: 6924, loss_aux: 1.9348, top1_acc: 0.2410, top5_acc: 0.4887, loss_cls: 3.5379, loss: 5.4727, grad_norm: 2.5057 2020-09-10 19:37:29,370 - mmaction - INFO - Epoch [12][840/940] lr: 4.000e-02, eta: 2 days, 20:10:12, time: 1.878, data_time: 0.006, memory: 6924, loss_aux: 1.9332, top1_acc: 0.2434, top5_acc: 0.4885, loss_cls: 3.5549, loss: 5.4880, grad_norm: 2.5638 2020-09-10 19:38:04,377 - mmaction - INFO - Epoch [12][860/940] lr: 4.000e-02, eta: 2 days, 20:09:02, time: 1.748, data_time: 0.005, memory: 6924, loss_aux: 1.9371, top1_acc: 0.2455, top5_acc: 0.4898, loss_cls: 3.5568, loss: 5.4939, grad_norm: 2.5637 2020-09-10 19:38:40,421 - mmaction - INFO - Epoch [12][880/940] lr: 4.000e-02, eta: 2 days, 20:08:04, time: 1.804, data_time: 0.006, memory: 6924, loss_aux: 1.9611, top1_acc: 0.2305, top5_acc: 0.4697, loss_cls: 3.6114, loss: 5.5726, grad_norm: 2.5552 2020-09-10 19:39:16,279 - mmaction - INFO - Epoch [12][900/940] lr: 4.000e-02, eta: 2 days, 20:07:04, time: 1.792, data_time: 0.006, memory: 6924, loss_aux: 1.9374, top1_acc: 0.2486, top5_acc: 0.4783, loss_cls: 3.5533, loss: 5.4906, grad_norm: 2.5302 2020-09-10 19:39:52,456 - mmaction - INFO - Epoch [12][920/940] lr: 4.000e-02, eta: 2 days, 20:06:07, time: 1.810, data_time: 0.005, memory: 6924, loss_aux: 1.9811, top1_acc: 0.2289, top5_acc: 0.4750, loss_cls: 3.6261, loss: 5.6072, grad_norm: 2.5509 2020-09-10 19:40:28,809 - mmaction - INFO - Epoch [12][940/940] lr: 4.000e-02, eta: 2 days, 20:05:13, time: 1.816, data_time: 0.006, memory: 6924, loss_aux: 1.9398, top1_acc: 0.2340, top5_acc: 0.4765, loss_cls: 3.5703, loss: 5.5101, grad_norm: 2.5588 2020-09-10 19:40:29,302 - mmaction - INFO - Saving checkpoint at 12 epochs 2020-09-10 19:41:13,472 - mmaction - INFO - Epoch [13][20/940] lr: 4.000e-02, eta: 2 days, 20:04:54, time: 1.973, data_time: 0.527, memory: 6924, loss_aux: 1.9493, top1_acc: 0.2414, top5_acc: 0.4809, loss_cls: 3.5831, loss: 5.5325, grad_norm: 2.6201 2020-09-10 19:41:47,188 - mmaction - INFO - Epoch [13][40/940] lr: 4.000e-02, eta: 2 days, 20:03:30, time: 1.688, data_time: 0.007, memory: 6924, loss_aux: 1.9315, top1_acc: 0.2520, top5_acc: 0.4852, loss_cls: 3.5248, loss: 5.4564, grad_norm: 2.5422 2020-09-10 19:42:22,478 - mmaction - INFO - Epoch [13][60/940] lr: 4.000e-02, eta: 2 days, 20:02:23, time: 1.763, data_time: 0.003, memory: 6924, loss_aux: 1.9684, top1_acc: 0.2447, top5_acc: 0.4775, loss_cls: 3.6191, loss: 5.5875, grad_norm: 2.6082 2020-09-10 19:42:58,635 - mmaction - INFO - Epoch [13][80/940] lr: 4.000e-02, eta: 2 days, 20:01:27, time: 1.809, data_time: 0.004, memory: 6924, loss_aux: 1.9467, top1_acc: 0.2451, top5_acc: 0.4799, loss_cls: 3.5657, loss: 5.5124, grad_norm: 2.5580 2020-09-10 19:43:34,809 - mmaction - INFO - Epoch [13][100/940] lr: 4.000e-02, eta: 2 days, 20:00:31, time: 1.808, data_time: 0.007, memory: 6924, loss_aux: 1.9386, top1_acc: 0.2383, top5_acc: 0.4799, loss_cls: 3.5823, loss: 5.5208, grad_norm: 2.6195 2020-09-10 19:44:09,426 - mmaction - INFO - Epoch [13][120/940] lr: 4.000e-02, eta: 2 days, 19:59:17, time: 1.731, data_time: 0.003, memory: 6924, loss_aux: 1.9439, top1_acc: 0.2404, top5_acc: 0.4787, loss_cls: 3.5946, loss: 5.5384, grad_norm: 2.5726 2020-09-10 19:44:44,493 - mmaction - INFO - Epoch [13][140/940] lr: 4.000e-02, eta: 2 days, 19:58:08, time: 1.751, data_time: 0.004, memory: 6924, loss_aux: 1.9400, top1_acc: 0.2459, top5_acc: 0.4857, loss_cls: 3.5563, loss: 5.4963, grad_norm: 2.5784 2020-09-10 19:45:21,178 - mmaction - INFO - Epoch [13][160/940] lr: 4.000e-02, eta: 2 days, 19:57:19, time: 1.835, data_time: 0.006, memory: 6924, loss_aux: 1.9220, top1_acc: 0.2521, top5_acc: 0.4969, loss_cls: 3.5204, loss: 5.4424, grad_norm: 2.5615 2020-09-10 19:45:57,006 - mmaction - INFO - Epoch [13][180/940] lr: 4.000e-02, eta: 2 days, 19:56:19, time: 1.792, data_time: 0.006, memory: 6924, loss_aux: 1.9494, top1_acc: 0.2396, top5_acc: 0.4779, loss_cls: 3.5645, loss: 5.5139, grad_norm: 2.6071 2020-09-10 19:46:33,061 - mmaction - INFO - Epoch [13][200/940] lr: 4.000e-02, eta: 2 days, 19:55:22, time: 1.802, data_time: 0.007, memory: 6924, loss_aux: 1.9231, top1_acc: 0.2553, top5_acc: 0.4930, loss_cls: 3.5316, loss: 5.4547, grad_norm: 2.5742 2020-09-10 19:47:09,328 - mmaction - INFO - Epoch [13][220/940] lr: 4.000e-02, eta: 2 days, 19:54:28, time: 1.814, data_time: 0.006, memory: 6924, loss_aux: 1.9548, top1_acc: 0.2385, top5_acc: 0.4824, loss_cls: 3.6071, loss: 5.5619, grad_norm: 2.6165 2020-09-10 19:47:45,398 - mmaction - INFO - Epoch [13][240/940] lr: 4.000e-02, eta: 2 days, 19:53:31, time: 1.803, data_time: 0.006, memory: 6924, loss_aux: 1.9480, top1_acc: 0.2424, top5_acc: 0.4834, loss_cls: 3.5653, loss: 5.5133, grad_norm: 2.5412 2020-09-10 19:48:21,420 - mmaction - INFO - Epoch [13][260/940] lr: 4.000e-02, eta: 2 days, 19:52:34, time: 1.803, data_time: 0.005, memory: 6924, loss_aux: 1.9447, top1_acc: 0.2383, top5_acc: 0.4875, loss_cls: 3.5726, loss: 5.5173, grad_norm: 2.5800 2020-09-10 19:48:57,212 - mmaction - INFO - Epoch [13][280/940] lr: 4.000e-02, eta: 2 days, 19:51:34, time: 1.786, data_time: 0.006, memory: 6924, loss_aux: 1.9517, top1_acc: 0.2396, top5_acc: 0.4814, loss_cls: 3.6014, loss: 5.5531, grad_norm: 2.6263 2020-09-10 19:49:33,945 - mmaction - INFO - Epoch [13][300/940] lr: 4.000e-02, eta: 2 days, 19:50:45, time: 1.840, data_time: 0.008, memory: 6924, loss_aux: 1.9494, top1_acc: 0.2396, top5_acc: 0.4861, loss_cls: 3.5864, loss: 5.5358, grad_norm: 2.5784 2020-09-10 19:50:10,208 - mmaction - INFO - Epoch [13][320/940] lr: 4.000e-02, eta: 2 days, 19:49:51, time: 1.811, data_time: 0.006, memory: 6924, loss_aux: 1.9382, top1_acc: 0.2391, top5_acc: 0.4803, loss_cls: 3.5675, loss: 5.5057, grad_norm: 2.5554 2020-09-10 19:50:47,358 - mmaction - INFO - Epoch [13][340/940] lr: 4.000e-02, eta: 2 days, 19:49:07, time: 1.859, data_time: 0.005, memory: 6924, loss_aux: 1.9579, top1_acc: 0.2439, top5_acc: 0.4836, loss_cls: 3.5849, loss: 5.5428, grad_norm: 2.6257 2020-09-10 19:51:23,918 - mmaction - INFO - Epoch [13][360/940] lr: 4.000e-02, eta: 2 days, 19:48:15, time: 1.827, data_time: 0.006, memory: 6924, loss_aux: 1.9462, top1_acc: 0.2418, top5_acc: 0.4789, loss_cls: 3.5741, loss: 5.5203, grad_norm: 2.5588 2020-09-10 19:52:00,973 - mmaction - INFO - Epoch [13][380/940] lr: 4.000e-02, eta: 2 days, 19:47:30, time: 1.852, data_time: 0.005, memory: 6924, loss_aux: 1.9543, top1_acc: 0.2432, top5_acc: 0.4830, loss_cls: 3.5852, loss: 5.5394, grad_norm: 2.5358 2020-09-10 19:52:37,629 - mmaction - INFO - Epoch [13][400/940] lr: 4.000e-02, eta: 2 days, 19:46:41, time: 1.834, data_time: 0.005, memory: 6924, loss_aux: 1.9272, top1_acc: 0.2504, top5_acc: 0.5023, loss_cls: 3.5201, loss: 5.4473, grad_norm: 2.5730 2020-09-10 19:53:15,644 - mmaction - INFO - Epoch [13][420/940] lr: 4.000e-02, eta: 2 days, 19:46:06, time: 1.901, data_time: 0.002, memory: 6924, loss_aux: 1.9298, top1_acc: 0.2461, top5_acc: 0.4824, loss_cls: 3.5365, loss: 5.4662, grad_norm: 2.5576 2020-09-10 19:53:51,582 - mmaction - INFO - Epoch [13][440/940] lr: 4.000e-02, eta: 2 days, 19:45:08, time: 1.794, data_time: 0.005, memory: 6924, loss_aux: 1.9286, top1_acc: 0.2553, top5_acc: 0.4885, loss_cls: 3.5332, loss: 5.4618, grad_norm: 2.6058 2020-09-10 19:54:28,241 - mmaction - INFO - Epoch [13][460/940] lr: 4.000e-02, eta: 2 days, 19:44:19, time: 1.835, data_time: 0.007, memory: 6924, loss_aux: 1.9337, top1_acc: 0.2410, top5_acc: 0.4885, loss_cls: 3.5592, loss: 5.4929, grad_norm: 2.5661 2020-09-10 19:55:05,812 - mmaction - INFO - Epoch [13][480/940] lr: 4.000e-02, eta: 2 days, 19:43:39, time: 1.878, data_time: 0.006, memory: 6924, loss_aux: 1.9452, top1_acc: 0.2443, top5_acc: 0.4908, loss_cls: 3.5480, loss: 5.4932, grad_norm: 2.6219 2020-09-10 19:55:41,878 - mmaction - INFO - Epoch [13][500/940] lr: 4.000e-02, eta: 2 days, 19:42:43, time: 1.803, data_time: 0.003, memory: 6924, loss_aux: 1.9352, top1_acc: 0.2422, top5_acc: 0.4832, loss_cls: 3.5616, loss: 5.4968, grad_norm: 2.5688 2020-09-10 19:56:18,620 - mmaction - INFO - Epoch [13][520/940] lr: 4.000e-02, eta: 2 days, 19:41:54, time: 1.836, data_time: 0.006, memory: 6924, loss_aux: 1.9337, top1_acc: 0.2426, top5_acc: 0.4902, loss_cls: 3.5483, loss: 5.4820, grad_norm: 2.5862 2020-09-10 19:56:55,836 - mmaction - INFO - Epoch [13][540/940] lr: 4.000e-02, eta: 2 days, 19:41:11, time: 1.862, data_time: 0.005, memory: 6924, loss_aux: 1.9121, top1_acc: 0.2586, top5_acc: 0.4871, loss_cls: 3.5210, loss: 5.4331, grad_norm: 2.5442 2020-09-10 19:57:33,482 - mmaction - INFO - Epoch [13][560/940] lr: 4.000e-02, eta: 2 days, 19:40:32, time: 1.880, data_time: 0.005, memory: 6924, loss_aux: 1.9509, top1_acc: 0.2350, top5_acc: 0.4816, loss_cls: 3.5917, loss: 5.5426, grad_norm: 2.6199 2020-09-10 19:58:10,539 - mmaction - INFO - Epoch [13][580/940] lr: 4.000e-02, eta: 2 days, 19:39:47, time: 1.853, data_time: 0.006, memory: 6924, loss_aux: 1.9218, top1_acc: 0.2418, top5_acc: 0.4949, loss_cls: 3.5497, loss: 5.4715, grad_norm: 2.5995 2020-09-10 19:58:47,311 - mmaction - INFO - Epoch [13][600/940] lr: 4.000e-02, eta: 2 days, 19:39:00, time: 1.840, data_time: 0.006, memory: 6924, loss_aux: 1.9353, top1_acc: 0.2432, top5_acc: 0.4846, loss_cls: 3.5556, loss: 5.4910, grad_norm: 2.5824 2020-09-10 19:59:24,407 - mmaction - INFO - Epoch [13][620/940] lr: 4.000e-02, eta: 2 days, 19:38:15, time: 1.854, data_time: 0.006, memory: 6924, loss_aux: 1.9263, top1_acc: 0.2547, top5_acc: 0.4836, loss_cls: 3.5560, loss: 5.4824, grad_norm: 2.6037 2020-09-10 20:00:01,259 - mmaction - INFO - Epoch [13][640/940] lr: 4.000e-02, eta: 2 days, 19:37:28, time: 1.844, data_time: 0.005, memory: 6924, loss_aux: 1.8909, top1_acc: 0.2572, top5_acc: 0.4992, loss_cls: 3.4847, loss: 5.3757, grad_norm: 2.5834 2020-09-10 20:00:41,168 - mmaction - INFO - Epoch [13][660/940] lr: 4.000e-02, eta: 2 days, 19:37:11, time: 1.983, data_time: 0.008, memory: 6924, loss_aux: 1.9384, top1_acc: 0.2441, top5_acc: 0.4928, loss_cls: 3.5480, loss: 5.4865, grad_norm: 2.6012 2020-09-10 20:01:18,098 - mmaction - INFO - Epoch [13][680/940] lr: 4.000e-02, eta: 2 days, 19:36:28, time: 1.858, data_time: 0.028, memory: 6924, loss_aux: 1.9367, top1_acc: 0.2479, top5_acc: 0.4906, loss_cls: 3.5321, loss: 5.4688, grad_norm: 2.5560 2020-09-10 20:01:56,225 - mmaction - INFO - Epoch [13][700/940] lr: 4.000e-02, eta: 2 days, 19:35:54, time: 1.905, data_time: 0.006, memory: 6924, loss_aux: 1.9228, top1_acc: 0.2496, top5_acc: 0.4965, loss_cls: 3.5218, loss: 5.4446, grad_norm: 2.5560 2020-09-10 20:02:33,701 - mmaction - INFO - Epoch [13][720/940] lr: 4.000e-02, eta: 2 days, 19:35:14, time: 1.875, data_time: 0.006, memory: 6924, loss_aux: 1.9163, top1_acc: 0.2457, top5_acc: 0.4979, loss_cls: 3.5125, loss: 5.4288, grad_norm: 2.5953 2020-09-10 20:03:11,257 - mmaction - INFO - Epoch [13][740/940] lr: 4.000e-02, eta: 2 days, 19:34:34, time: 1.877, data_time: 0.003, memory: 6924, loss_aux: 1.9243, top1_acc: 0.2488, top5_acc: 0.4857, loss_cls: 3.5430, loss: 5.4673, grad_norm: 2.6436 2020-09-10 20:03:48,915 - mmaction - INFO - Epoch [13][760/940] lr: 4.000e-02, eta: 2 days, 19:33:56, time: 1.884, data_time: 0.006, memory: 6924, loss_aux: 1.9327, top1_acc: 0.2504, top5_acc: 0.4881, loss_cls: 3.5509, loss: 5.4836, grad_norm: 2.5767 2020-09-10 20:04:26,635 - mmaction - INFO - Epoch [13][780/940] lr: 4.000e-02, eta: 2 days, 19:33:18, time: 1.884, data_time: 0.005, memory: 6924, loss_aux: 1.9156, top1_acc: 0.2457, top5_acc: 0.4807, loss_cls: 3.5259, loss: 5.4414, grad_norm: 2.5588 2020-09-10 20:05:03,988 - mmaction - INFO - Epoch [13][800/940] lr: 4.000e-02, eta: 2 days, 19:32:37, time: 1.870, data_time: 0.006, memory: 6924, loss_aux: 1.9043, top1_acc: 0.2656, top5_acc: 0.5062, loss_cls: 3.4848, loss: 5.3891, grad_norm: 2.6328 2020-09-10 20:05:42,445 - mmaction - INFO - Epoch [13][820/940] lr: 4.000e-02, eta: 2 days, 19:32:07, time: 1.923, data_time: 0.003, memory: 6924, loss_aux: 1.9222, top1_acc: 0.2420, top5_acc: 0.5002, loss_cls: 3.5196, loss: 5.4418, grad_norm: 2.6518 2020-09-10 20:06:20,076 - mmaction - INFO - Epoch [13][840/940] lr: 4.000e-02, eta: 2 days, 19:31:28, time: 1.881, data_time: 0.003, memory: 6924, loss_aux: 1.9215, top1_acc: 0.2398, top5_acc: 0.4820, loss_cls: 3.5496, loss: 5.4712, grad_norm: 2.5863 2020-09-10 20:06:58,870 - mmaction - INFO - Epoch [13][860/940] lr: 4.000e-02, eta: 2 days, 19:31:01, time: 1.939, data_time: 0.005, memory: 6924, loss_aux: 1.9326, top1_acc: 0.2387, top5_acc: 0.4938, loss_cls: 3.5539, loss: 5.4865, grad_norm: 2.6221 2020-09-10 20:07:35,641 - mmaction - INFO - Epoch [13][880/940] lr: 4.000e-02, eta: 2 days, 19:30:14, time: 1.840, data_time: 0.005, memory: 6924, loss_aux: 1.9161, top1_acc: 0.2549, top5_acc: 0.4975, loss_cls: 3.5087, loss: 5.4247, grad_norm: 2.5768 2020-09-10 20:08:14,229 - mmaction - INFO - Epoch [13][900/940] lr: 4.000e-02, eta: 2 days, 19:29:45, time: 1.926, data_time: 0.005, memory: 6924, loss_aux: 1.9268, top1_acc: 0.2551, top5_acc: 0.4824, loss_cls: 3.5508, loss: 5.4775, grad_norm: 2.6419 2020-09-10 20:08:51,940 - mmaction - INFO - Epoch [13][920/940] lr: 4.000e-02, eta: 2 days, 19:29:07, time: 1.888, data_time: 0.007, memory: 6924, loss_aux: 1.9105, top1_acc: 0.2551, top5_acc: 0.4996, loss_cls: 3.4964, loss: 5.4069, grad_norm: 2.5506 2020-09-10 20:09:28,420 - mmaction - INFO - Epoch [13][940/940] lr: 4.000e-02, eta: 2 days, 19:28:16, time: 1.823, data_time: 0.006, memory: 6924, loss_aux: 1.9132, top1_acc: 0.2549, top5_acc: 0.4892, loss_cls: 3.5316, loss: 5.4448, grad_norm: 2.6379 2020-09-10 20:09:29,009 - mmaction - INFO - Saving checkpoint at 13 epochs 2020-09-10 20:10:17,263 - mmaction - INFO - Epoch [14][20/940] lr: 4.000e-02, eta: 2 days, 19:28:37, time: 2.166, data_time: 0.716, memory: 6924, loss_aux: 1.8985, top1_acc: 0.2592, top5_acc: 0.5061, loss_cls: 3.4871, loss: 5.3856, grad_norm: 2.6506 2020-09-10 20:10:53,066 - mmaction - INFO - Epoch [14][40/940] lr: 4.000e-02, eta: 2 days, 19:27:40, time: 1.792, data_time: 0.006, memory: 6924, loss_aux: 1.8911, top1_acc: 0.2541, top5_acc: 0.5027, loss_cls: 3.4676, loss: 5.3587, grad_norm: 2.5587 2020-09-10 20:11:30,136 - mmaction - INFO - Epoch [14][60/940] lr: 4.000e-02, eta: 2 days, 19:26:55, time: 1.852, data_time: 0.006, memory: 6924, loss_aux: 1.9141, top1_acc: 0.2510, top5_acc: 0.5006, loss_cls: 3.5184, loss: 5.4325, grad_norm: 2.5899 2020-09-10 20:12:08,670 - mmaction - INFO - Epoch [14][80/940] lr: 4.000e-02, eta: 2 days, 19:26:26, time: 1.928, data_time: 0.006, memory: 6924, loss_aux: 1.9227, top1_acc: 0.2502, top5_acc: 0.5002, loss_cls: 3.5122, loss: 5.4349, grad_norm: 2.6403 2020-09-10 20:12:46,811 - mmaction - INFO - Epoch [14][100/940] lr: 4.000e-02, eta: 2 days, 19:25:52, time: 1.906, data_time: 0.004, memory: 6924, loss_aux: 1.9134, top1_acc: 0.2604, top5_acc: 0.4949, loss_cls: 3.5069, loss: 5.4202, grad_norm: 2.6429 2020-09-10 20:13:24,324 - mmaction - INFO - Epoch [14][120/940] lr: 4.000e-02, eta: 2 days, 19:25:12, time: 1.877, data_time: 0.006, memory: 6924, loss_aux: 1.8746, top1_acc: 0.2680, top5_acc: 0.5057, loss_cls: 3.4589, loss: 5.3334, grad_norm: 2.5589 2020-09-10 20:14:03,226 - mmaction - INFO - Epoch [14][140/940] lr: 4.000e-02, eta: 2 days, 19:24:46, time: 1.944, data_time: 0.006, memory: 6924, loss_aux: 1.8992, top1_acc: 0.2545, top5_acc: 0.5057, loss_cls: 3.4970, loss: 5.3962, grad_norm: 2.6056 2020-09-10 20:14:41,254 - mmaction - INFO - Epoch [14][160/940] lr: 4.000e-02, eta: 2 days, 19:24:12, time: 1.903, data_time: 0.006, memory: 6924, loss_aux: 1.8856, top1_acc: 0.2594, top5_acc: 0.5055, loss_cls: 3.4556, loss: 5.3412, grad_norm: 2.6059 2020-09-10 20:15:20,383 - mmaction - INFO - Epoch [14][180/940] lr: 4.000e-02, eta: 2 days, 19:23:49, time: 1.955, data_time: 0.005, memory: 6924, loss_aux: 1.8914, top1_acc: 0.2617, top5_acc: 0.5057, loss_cls: 3.4613, loss: 5.3526, grad_norm: 2.6114 2020-09-10 20:15:59,101 - mmaction - INFO - Epoch [14][200/940] lr: 4.000e-02, eta: 2 days, 19:23:21, time: 1.937, data_time: 0.006, memory: 6924, loss_aux: 1.8912, top1_acc: 0.2516, top5_acc: 0.5084, loss_cls: 3.4718, loss: 5.3630, grad_norm: 2.6073 2020-09-10 20:16:37,892 - mmaction - INFO - Epoch [14][220/940] lr: 4.000e-02, eta: 2 days, 19:22:54, time: 1.938, data_time: 0.007, memory: 6924, loss_aux: 1.9143, top1_acc: 0.2527, top5_acc: 0.5014, loss_cls: 3.5111, loss: 5.4254, grad_norm: 2.6243 2020-09-10 20:17:15,840 - mmaction - INFO - Epoch [14][240/940] lr: 4.000e-02, eta: 2 days, 19:22:19, time: 1.899, data_time: 0.006, memory: 6924, loss_aux: 1.9080, top1_acc: 0.2533, top5_acc: 0.5021, loss_cls: 3.5002, loss: 5.4082, grad_norm: 2.5949 2020-09-10 20:17:54,724 - mmaction - INFO - Epoch [14][260/940] lr: 4.000e-02, eta: 2 days, 19:21:53, time: 1.944, data_time: 0.006, memory: 6924, loss_aux: 1.9035, top1_acc: 0.2523, top5_acc: 0.4973, loss_cls: 3.4978, loss: 5.4013, grad_norm: 2.6442 2020-09-10 20:18:33,097 - mmaction - INFO - Epoch [14][280/940] lr: 4.000e-02, eta: 2 days, 19:21:22, time: 1.920, data_time: 0.005, memory: 6924, loss_aux: 1.9033, top1_acc: 0.2496, top5_acc: 0.4988, loss_cls: 3.4861, loss: 5.3894, grad_norm: 2.6162 2020-09-10 20:19:12,645 - mmaction - INFO - Epoch [14][300/940] lr: 4.000e-02, eta: 2 days, 19:21:02, time: 1.975, data_time: 0.006, memory: 6924, loss_aux: 1.9127, top1_acc: 0.2521, top5_acc: 0.5018, loss_cls: 3.5090, loss: 5.4216, grad_norm: 2.6324 2020-09-10 20:19:50,919 - mmaction - INFO - Epoch [14][320/940] lr: 4.000e-02, eta: 2 days, 19:20:30, time: 1.915, data_time: 0.006, memory: 6924, loss_aux: 1.9019, top1_acc: 0.2486, top5_acc: 0.4979, loss_cls: 3.5113, loss: 5.4131, grad_norm: 2.6453 2020-09-10 20:20:30,051 - mmaction - INFO - Epoch [14][340/940] lr: 4.000e-02, eta: 2 days, 19:20:06, time: 1.956, data_time: 0.009, memory: 6924, loss_aux: 1.9087, top1_acc: 0.2590, top5_acc: 0.5021, loss_cls: 3.4892, loss: 5.3979, grad_norm: 2.6500 2020-09-10 20:21:07,661 - mmaction - INFO - Epoch [14][360/940] lr: 4.000e-02, eta: 2 days, 19:19:27, time: 1.881, data_time: 0.006, memory: 6924, loss_aux: 1.8875, top1_acc: 0.2590, top5_acc: 0.5016, loss_cls: 3.4817, loss: 5.3692, grad_norm: 2.6111 2020-09-10 20:21:46,105 - mmaction - INFO - Epoch [14][380/940] lr: 4.000e-02, eta: 2 days, 19:18:57, time: 1.923, data_time: 0.007, memory: 6924, loss_aux: 1.8822, top1_acc: 0.2512, top5_acc: 0.5021, loss_cls: 3.4499, loss: 5.3321, grad_norm: 2.6565 2020-09-10 20:22:24,552 - mmaction - INFO - Epoch [14][400/940] lr: 4.000e-02, eta: 2 days, 19:18:26, time: 1.923, data_time: 0.004, memory: 6924, loss_aux: 1.8786, top1_acc: 0.2590, top5_acc: 0.4977, loss_cls: 3.4651, loss: 5.3436, grad_norm: 2.6278 2020-09-10 20:23:02,437 - mmaction - INFO - Epoch [14][420/940] lr: 4.000e-02, eta: 2 days, 19:17:50, time: 1.893, data_time: 0.006, memory: 6924, loss_aux: 1.8913, top1_acc: 0.2539, top5_acc: 0.4979, loss_cls: 3.4735, loss: 5.3648, grad_norm: 2.6098 2020-09-10 20:23:41,156 - mmaction - INFO - Epoch [14][440/940] lr: 4.000e-02, eta: 2 days, 19:17:22, time: 1.937, data_time: 0.006, memory: 6924, loss_aux: 1.9086, top1_acc: 0.2553, top5_acc: 0.4914, loss_cls: 3.5171, loss: 5.4257, grad_norm: 2.6559 2020-09-10 20:24:18,917 - mmaction - INFO - Epoch [14][460/940] lr: 4.000e-02, eta: 2 days, 19:16:44, time: 1.888, data_time: 0.006, memory: 6924, loss_aux: 1.9196, top1_acc: 0.2477, top5_acc: 0.4930, loss_cls: 3.5414, loss: 5.4610, grad_norm: 2.6763 2020-09-10 20:24:58,151 - mmaction - INFO - Epoch [14][480/940] lr: 4.000e-02, eta: 2 days, 19:16:22, time: 1.963, data_time: 0.005, memory: 6924, loss_aux: 1.8787, top1_acc: 0.2613, top5_acc: 0.5070, loss_cls: 3.4547, loss: 5.3334, grad_norm: 2.5945 2020-09-10 20:25:36,060 - mmaction - INFO - Epoch [14][500/940] lr: 4.000e-02, eta: 2 days, 19:15:45, time: 1.894, data_time: 0.006, memory: 6924, loss_aux: 1.8820, top1_acc: 0.2602, top5_acc: 0.5105, loss_cls: 3.4562, loss: 5.3382, grad_norm: 2.6199 2020-09-10 20:26:13,887 - mmaction - INFO - Epoch [14][520/940] lr: 4.000e-02, eta: 2 days, 19:15:08, time: 1.893, data_time: 0.006, memory: 6924, loss_aux: 1.9083, top1_acc: 0.2641, top5_acc: 0.4996, loss_cls: 3.4853, loss: 5.3937, grad_norm: 2.6678 2020-09-10 20:26:51,827 - mmaction - INFO - Epoch [14][540/940] lr: 4.000e-02, eta: 2 days, 19:14:32, time: 1.896, data_time: 0.006, memory: 6924, loss_aux: 1.9149, top1_acc: 0.2564, top5_acc: 0.4934, loss_cls: 3.5022, loss: 5.4172, grad_norm: 2.6102 2020-09-10 20:27:29,950 - mmaction - INFO - Epoch [14][560/940] lr: 4.000e-02, eta: 2 days, 19:13:59, time: 1.908, data_time: 0.006, memory: 6924, loss_aux: 1.9036, top1_acc: 0.2529, top5_acc: 0.5012, loss_cls: 3.5063, loss: 5.4099, grad_norm: 2.6134 2020-09-10 20:28:07,312 - mmaction - INFO - Epoch [14][580/940] lr: 4.000e-02, eta: 2 days, 19:13:16, time: 1.866, data_time: 0.005, memory: 6924, loss_aux: 1.9044, top1_acc: 0.2494, top5_acc: 0.4936, loss_cls: 3.5102, loss: 5.4146, grad_norm: 2.6151 2020-09-10 20:28:45,305 - mmaction - INFO - Epoch [14][600/940] lr: 4.000e-02, eta: 2 days, 19:12:41, time: 1.901, data_time: 0.006, memory: 6924, loss_aux: 1.8969, top1_acc: 0.2541, top5_acc: 0.5051, loss_cls: 3.4792, loss: 5.3760, grad_norm: 2.6455 2020-09-10 20:29:23,651 - mmaction - INFO - Epoch [14][620/940] lr: 4.000e-02, eta: 2 days, 19:12:09, time: 1.916, data_time: 0.006, memory: 6924, loss_aux: 1.8919, top1_acc: 0.2475, top5_acc: 0.5006, loss_cls: 3.4787, loss: 5.3707, grad_norm: 2.6408 2020-09-10 20:30:00,960 - mmaction - INFO - Epoch [14][640/940] lr: 4.000e-02, eta: 2 days, 19:11:27, time: 1.866, data_time: 0.006, memory: 6924, loss_aux: 1.8837, top1_acc: 0.2607, top5_acc: 0.5094, loss_cls: 3.4633, loss: 5.3471, grad_norm: 2.6904 2020-09-10 20:30:38,855 - mmaction - INFO - Epoch [14][660/940] lr: 4.000e-02, eta: 2 days, 19:10:51, time: 1.896, data_time: 0.006, memory: 6924, loss_aux: 1.8896, top1_acc: 0.2645, top5_acc: 0.5021, loss_cls: 3.4934, loss: 5.3829, grad_norm: 2.6104 2020-09-10 20:31:16,331 - mmaction - INFO - Epoch [14][680/940] lr: 4.000e-02, eta: 2 days, 19:10:10, time: 1.873, data_time: 0.002, memory: 6924, loss_aux: 1.8804, top1_acc: 0.2717, top5_acc: 0.5168, loss_cls: 3.4290, loss: 5.3095, grad_norm: 2.6403 2020-09-10 20:31:53,445 - mmaction - INFO - Epoch [14][700/940] lr: 4.000e-02, eta: 2 days, 19:09:26, time: 1.855, data_time: 0.007, memory: 6924, loss_aux: 1.8801, top1_acc: 0.2670, top5_acc: 0.5127, loss_cls: 3.4591, loss: 5.3392, grad_norm: 2.6798 2020-09-10 20:32:30,779 - mmaction - INFO - Epoch [14][720/940] lr: 4.000e-02, eta: 2 days, 19:08:45, time: 1.869, data_time: 0.006, memory: 6924, loss_aux: 1.8945, top1_acc: 0.2543, top5_acc: 0.5002, loss_cls: 3.4962, loss: 5.3908, grad_norm: 2.5749 2020-09-10 20:33:07,865 - mmaction - INFO - Epoch [14][740/940] lr: 4.000e-02, eta: 2 days, 19:08:00, time: 1.854, data_time: 0.002, memory: 6924, loss_aux: 1.8735, top1_acc: 0.2693, top5_acc: 0.5131, loss_cls: 3.4373, loss: 5.3108, grad_norm: 2.6528 2020-09-10 20:33:44,837 - mmaction - INFO - Epoch [14][760/940] lr: 4.000e-02, eta: 2 days, 19:07:15, time: 1.848, data_time: 0.003, memory: 6924, loss_aux: 1.8791, top1_acc: 0.2676, top5_acc: 0.5039, loss_cls: 3.4560, loss: 5.3351, grad_norm: 2.5985 2020-09-10 20:34:22,194 - mmaction - INFO - Epoch [14][780/940] lr: 4.000e-02, eta: 2 days, 19:06:33, time: 1.867, data_time: 0.006, memory: 6924, loss_aux: 1.9012, top1_acc: 0.2504, top5_acc: 0.4904, loss_cls: 3.4953, loss: 5.3965, grad_norm: 2.6107 2020-09-10 20:34:57,425 - mmaction - INFO - Epoch [14][800/940] lr: 4.000e-02, eta: 2 days, 19:05:31, time: 1.763, data_time: 0.005, memory: 6924, loss_aux: 1.8925, top1_acc: 0.2590, top5_acc: 0.4977, loss_cls: 3.4761, loss: 5.3686, grad_norm: 2.6592 2020-09-10 20:35:34,520 - mmaction - INFO - Epoch [14][820/940] lr: 4.000e-02, eta: 2 days, 19:04:46, time: 1.853, data_time: 0.007, memory: 6924, loss_aux: 1.9096, top1_acc: 0.2498, top5_acc: 0.5055, loss_cls: 3.5116, loss: 5.4213, grad_norm: 2.6376 2020-09-10 20:36:11,931 - mmaction - INFO - Epoch [14][840/940] lr: 4.000e-02, eta: 2 days, 19:04:06, time: 1.873, data_time: 0.007, memory: 6924, loss_aux: 1.8383, top1_acc: 0.2756, top5_acc: 0.5230, loss_cls: 3.3661, loss: 5.2044, grad_norm: 2.6371 2020-09-10 20:36:49,662 - mmaction - INFO - Epoch [14][860/940] lr: 4.000e-02, eta: 2 days, 19:03:27, time: 1.884, data_time: 0.005, memory: 6924, loss_aux: 1.8931, top1_acc: 0.2572, top5_acc: 0.5010, loss_cls: 3.4747, loss: 5.3678, grad_norm: 2.6952 2020-09-10 20:37:26,968 - mmaction - INFO - Epoch [14][880/940] lr: 4.000e-02, eta: 2 days, 19:02:46, time: 1.867, data_time: 0.006, memory: 6924, loss_aux: 1.8862, top1_acc: 0.2596, top5_acc: 0.5045, loss_cls: 3.4762, loss: 5.3624, grad_norm: 2.6763 2020-09-10 20:38:03,415 - mmaction - INFO - Epoch [14][900/940] lr: 4.000e-02, eta: 2 days, 19:01:55, time: 1.821, data_time: 0.006, memory: 6924, loss_aux: 1.8740, top1_acc: 0.2670, top5_acc: 0.5131, loss_cls: 3.4369, loss: 5.3109, grad_norm: 2.6389 2020-09-10 20:38:41,366 - mmaction - INFO - Epoch [14][920/940] lr: 4.000e-02, eta: 2 days, 19:01:20, time: 1.899, data_time: 0.006, memory: 6924, loss_aux: 1.8810, top1_acc: 0.2617, top5_acc: 0.5074, loss_cls: 3.4598, loss: 5.3408, grad_norm: 2.6594 2020-09-10 20:39:16,573 - mmaction - INFO - Epoch [14][940/940] lr: 4.000e-02, eta: 2 days, 19:00:17, time: 1.759, data_time: 0.005, memory: 6924, loss_aux: 1.8878, top1_acc: 0.2591, top5_acc: 0.5077, loss_cls: 3.4350, loss: 5.3228, grad_norm: 2.6506 2020-09-10 20:39:17,103 - mmaction - INFO - Saving checkpoint at 14 epochs 2020-09-10 20:40:02,137 - mmaction - INFO - Epoch [15][20/940] lr: 4.000e-02, eta: 2 days, 19:00:02, time: 2.006, data_time: 0.460, memory: 6924, loss_aux: 1.8827, top1_acc: 0.2605, top5_acc: 0.5039, loss_cls: 3.4570, loss: 5.3397, grad_norm: 2.6596 2020-09-10 20:40:38,287 - mmaction - INFO - Epoch [15][40/940] lr: 4.000e-02, eta: 2 days, 18:59:09, time: 1.806, data_time: 0.003, memory: 6924, loss_aux: 1.8765, top1_acc: 0.2621, top5_acc: 0.5059, loss_cls: 3.4639, loss: 5.3405, grad_norm: 2.6449 2020-09-10 20:41:14,468 - mmaction - INFO - Epoch [15][60/940] lr: 4.000e-02, eta: 2 days, 18:58:16, time: 1.811, data_time: 0.006, memory: 6924, loss_aux: 1.8720, top1_acc: 0.2652, top5_acc: 0.5180, loss_cls: 3.4390, loss: 5.3110, grad_norm: 2.6539 2020-09-10 20:41:51,578 - mmaction - INFO - Epoch [15][80/940] lr: 4.000e-02, eta: 2 days, 18:57:32, time: 1.854, data_time: 0.006, memory: 6924, loss_aux: 1.8701, top1_acc: 0.2600, top5_acc: 0.5174, loss_cls: 3.4284, loss: 5.2985, grad_norm: 2.6207 2020-09-10 20:42:28,187 - mmaction - INFO - Epoch [15][100/940] lr: 4.000e-02, eta: 2 days, 18:56:44, time: 1.832, data_time: 0.006, memory: 6924, loss_aux: 1.8751, top1_acc: 0.2666, top5_acc: 0.5162, loss_cls: 3.4372, loss: 5.3124, grad_norm: 2.7086 2020-09-10 20:43:04,645 - mmaction - INFO - Epoch [15][120/940] lr: 4.000e-02, eta: 2 days, 18:55:54, time: 1.821, data_time: 0.007, memory: 6924, loss_aux: 1.8831, top1_acc: 0.2623, top5_acc: 0.5105, loss_cls: 3.4551, loss: 5.3382, grad_norm: 2.6698 2020-09-10 20:43:42,251 - mmaction - INFO - Epoch [15][140/940] lr: 4.000e-02, eta: 2 days, 18:55:15, time: 1.882, data_time: 0.006, memory: 6924, loss_aux: 1.8492, top1_acc: 0.2721, top5_acc: 0.5225, loss_cls: 3.3867, loss: 5.2359, grad_norm: 2.5696 2020-09-10 20:44:19,314 - mmaction - INFO - Epoch [15][160/940] lr: 4.000e-02, eta: 2 days, 18:54:31, time: 1.851, data_time: 0.007, memory: 6924, loss_aux: 1.8592, top1_acc: 0.2648, top5_acc: 0.5219, loss_cls: 3.3985, loss: 5.2577, grad_norm: 2.6486 2020-09-10 20:44:55,878 - mmaction - INFO - Epoch [15][180/940] lr: 4.000e-02, eta: 2 days, 18:53:42, time: 1.830, data_time: 0.006, memory: 6924, loss_aux: 1.8655, top1_acc: 0.2711, top5_acc: 0.5164, loss_cls: 3.4200, loss: 5.2855, grad_norm: 2.6390 2020-09-10 20:45:32,693 - mmaction - INFO - Epoch [15][200/940] lr: 4.000e-02, eta: 2 days, 18:52:55, time: 1.839, data_time: 0.005, memory: 6924, loss_aux: 1.8899, top1_acc: 0.2639, top5_acc: 0.5121, loss_cls: 3.4561, loss: 5.3460, grad_norm: 2.6708 2020-09-10 20:46:09,345 - mmaction - INFO - Epoch [15][220/940] lr: 4.000e-02, eta: 2 days, 18:52:08, time: 1.834, data_time: 0.006, memory: 6924, loss_aux: 1.8772, top1_acc: 0.2598, top5_acc: 0.5039, loss_cls: 3.4535, loss: 5.3307, grad_norm: 2.6681 2020-09-10 20:46:45,367 - mmaction - INFO - Epoch [15][240/940] lr: 4.000e-02, eta: 2 days, 18:51:13, time: 1.799, data_time: 0.006, memory: 6924, loss_aux: 1.8748, top1_acc: 0.2662, top5_acc: 0.5105, loss_cls: 3.4209, loss: 5.2957, grad_norm: 2.6554 2020-09-10 20:47:21,862 - mmaction - INFO - Epoch [15][260/940] lr: 4.000e-02, eta: 2 days, 18:50:24, time: 1.825, data_time: 0.006, memory: 6924, loss_aux: 1.8461, top1_acc: 0.2687, top5_acc: 0.5156, loss_cls: 3.3944, loss: 5.2405, grad_norm: 2.6524 2020-09-10 20:47:58,616 - mmaction - INFO - Epoch [15][280/940] lr: 4.000e-02, eta: 2 days, 18:49:37, time: 1.840, data_time: 0.006, memory: 6924, loss_aux: 1.8671, top1_acc: 0.2625, top5_acc: 0.5168, loss_cls: 3.4080, loss: 5.2750, grad_norm: 2.6347 2020-09-10 20:48:34,600 - mmaction - INFO - Epoch [15][300/940] lr: 4.000e-02, eta: 2 days, 18:48:43, time: 1.797, data_time: 0.006, memory: 6924, loss_aux: 1.8753, top1_acc: 0.2660, top5_acc: 0.5070, loss_cls: 3.4526, loss: 5.3279, grad_norm: 2.6978 2020-09-10 20:49:10,971 - mmaction - INFO - Epoch [15][320/940] lr: 4.000e-02, eta: 2 days, 18:47:53, time: 1.820, data_time: 0.006, memory: 6924, loss_aux: 1.8692, top1_acc: 0.2680, top5_acc: 0.5096, loss_cls: 3.4428, loss: 5.3120, grad_norm: 2.6917 2020-09-10 20:49:47,661 - mmaction - INFO - Epoch [15][340/940] lr: 4.000e-02, eta: 2 days, 18:47:05, time: 1.833, data_time: 0.006, memory: 6924, loss_aux: 1.8625, top1_acc: 0.2604, top5_acc: 0.5029, loss_cls: 3.4310, loss: 5.2935, grad_norm: 2.5993 2020-09-10 20:50:23,661 - mmaction - INFO - Epoch [15][360/940] lr: 4.000e-02, eta: 2 days, 18:46:11, time: 1.800, data_time: 0.005, memory: 6924, loss_aux: 1.8573, top1_acc: 0.2648, top5_acc: 0.5199, loss_cls: 3.4182, loss: 5.2755, grad_norm: 2.7033 2020-09-10 20:50:59,532 - mmaction - INFO - Epoch [15][380/940] lr: 4.000e-02, eta: 2 days, 18:45:16, time: 1.793, data_time: 0.006, memory: 6924, loss_aux: 1.8502, top1_acc: 0.2803, top5_acc: 0.5223, loss_cls: 3.3952, loss: 5.2454, grad_norm: 2.6697 2020-09-10 20:51:36,345 - mmaction - INFO - Epoch [15][400/940] lr: 4.000e-02, eta: 2 days, 18:44:30, time: 1.840, data_time: 0.007, memory: 6924, loss_aux: 1.8641, top1_acc: 0.2758, top5_acc: 0.5096, loss_cls: 3.4252, loss: 5.2893, grad_norm: 2.6871 2020-09-10 20:52:12,884 - mmaction - INFO - Epoch [15][420/940] lr: 4.000e-02, eta: 2 days, 18:43:41, time: 1.828, data_time: 0.007, memory: 6924, loss_aux: 1.8820, top1_acc: 0.2598, top5_acc: 0.5025, loss_cls: 3.4568, loss: 5.3388, grad_norm: 2.6523 2020-09-10 20:52:50,040 - mmaction - INFO - Epoch [15][440/940] lr: 4.000e-02, eta: 2 days, 18:42:58, time: 1.857, data_time: 0.007, memory: 6924, loss_aux: 1.8415, top1_acc: 0.2768, top5_acc: 0.5262, loss_cls: 3.3893, loss: 5.2309, grad_norm: 2.6536 2020-09-10 20:53:25,748 - mmaction - INFO - Epoch [15][460/940] lr: 4.000e-02, eta: 2 days, 18:42:02, time: 1.787, data_time: 0.005, memory: 6924, loss_aux: 1.8646, top1_acc: 0.2639, top5_acc: 0.5082, loss_cls: 3.4595, loss: 5.3240, grad_norm: 2.6831 2020-09-10 20:54:02,090 - mmaction - INFO - Epoch [15][480/940] lr: 4.000e-02, eta: 2 days, 18:41:12, time: 1.817, data_time: 0.003, memory: 6924, loss_aux: 1.8423, top1_acc: 0.2727, top5_acc: 0.5221, loss_cls: 3.3796, loss: 5.2219, grad_norm: 2.6185 2020-09-10 20:54:38,203 - mmaction - INFO - Epoch [15][500/940] lr: 4.000e-02, eta: 2 days, 18:40:20, time: 1.806, data_time: 0.006, memory: 6924, loss_aux: 1.8357, top1_acc: 0.2846, top5_acc: 0.5225, loss_cls: 3.3663, loss: 5.2021, grad_norm: 2.6367 2020-09-10 20:55:14,412 - mmaction - INFO - Epoch [15][520/940] lr: 4.000e-02, eta: 2 days, 18:39:28, time: 1.808, data_time: 0.002, memory: 6924, loss_aux: 1.8609, top1_acc: 0.2676, top5_acc: 0.5127, loss_cls: 3.4242, loss: 5.2851, grad_norm: 2.6575 2020-09-10 20:55:51,267 - mmaction - INFO - Epoch [15][540/940] lr: 4.000e-02, eta: 2 days, 18:38:42, time: 1.845, data_time: 0.007, memory: 6924, loss_aux: 1.8615, top1_acc: 0.2754, top5_acc: 0.5189, loss_cls: 3.4064, loss: 5.2679, grad_norm: 2.7021 2020-09-10 20:56:27,135 - mmaction - INFO - Epoch [15][560/940] lr: 4.000e-02, eta: 2 days, 18:37:48, time: 1.792, data_time: 0.005, memory: 6924, loss_aux: 1.8604, top1_acc: 0.2707, top5_acc: 0.5092, loss_cls: 3.4356, loss: 5.2959, grad_norm: 2.6820 2020-09-10 20:57:02,735 - mmaction - INFO - Epoch [15][580/940] lr: 4.000e-02, eta: 2 days, 18:36:51, time: 1.782, data_time: 0.006, memory: 6924, loss_aux: 1.8649, top1_acc: 0.2652, top5_acc: 0.5158, loss_cls: 3.4201, loss: 5.2849, grad_norm: 2.6389 2020-09-10 20:57:39,805 - mmaction - INFO - Epoch [15][600/940] lr: 4.000e-02, eta: 2 days, 18:36:07, time: 1.852, data_time: 0.006, memory: 6924, loss_aux: 1.8375, top1_acc: 0.2713, top5_acc: 0.5217, loss_cls: 3.3967, loss: 5.2342, grad_norm: 2.6801 2020-09-10 20:58:16,120 - mmaction - INFO - Epoch [15][620/940] lr: 4.000e-02, eta: 2 days, 18:35:17, time: 1.817, data_time: 0.006, memory: 6924, loss_aux: 1.8450, top1_acc: 0.2687, top5_acc: 0.5193, loss_cls: 3.4041, loss: 5.2491, grad_norm: 2.6890 2020-09-10 20:58:52,407 - mmaction - INFO - Epoch [15][640/940] lr: 4.000e-02, eta: 2 days, 18:34:26, time: 1.813, data_time: 0.005, memory: 6924, loss_aux: 1.8226, top1_acc: 0.2801, top5_acc: 0.5311, loss_cls: 3.3334, loss: 5.1561, grad_norm: 2.6379 2020-09-10 20:59:28,867 - mmaction - INFO - Epoch [15][660/940] lr: 4.000e-02, eta: 2 days, 18:33:37, time: 1.824, data_time: 0.006, memory: 6924, loss_aux: 1.8369, top1_acc: 0.2729, top5_acc: 0.5307, loss_cls: 3.3673, loss: 5.2042, grad_norm: 2.7469 2020-09-10 21:00:19,631 - mmaction - INFO - Epoch [15][680/940] lr: 4.000e-02, eta: 2 days, 18:34:57, time: 2.524, data_time: 0.006, memory: 6924, loss_aux: 1.8531, top1_acc: 0.2674, top5_acc: 0.5172, loss_cls: 3.4151, loss: 5.2682, grad_norm: 2.6551 2020-09-10 21:00:47,986 - mmaction - INFO - Epoch [15][700/940] lr: 4.000e-02, eta: 2 days, 18:32:56, time: 1.432, data_time: 0.043, memory: 6924, loss_aux: 1.8551, top1_acc: 0.2697, top5_acc: 0.5178, loss_cls: 3.4054, loss: 5.2605, grad_norm: 2.6758 2020-09-10 21:01:21,859 - mmaction - INFO - Epoch [15][720/940] lr: 4.000e-02, eta: 2 days, 18:31:44, time: 1.693, data_time: 0.007, memory: 6924, loss_aux: 1.8423, top1_acc: 0.2672, top5_acc: 0.5191, loss_cls: 3.3883, loss: 5.2305, grad_norm: 2.6524 2020-09-10 21:01:57,474 - mmaction - INFO - Epoch [15][740/940] lr: 4.000e-02, eta: 2 days, 18:30:47, time: 1.783, data_time: 0.006, memory: 6924, loss_aux: 1.8704, top1_acc: 0.2578, top5_acc: 0.5074, loss_cls: 3.4467, loss: 5.3170, grad_norm: 2.6721 2020-09-10 21:02:34,080 - mmaction - INFO - Epoch [15][760/940] lr: 4.000e-02, eta: 2 days, 18:30:00, time: 1.829, data_time: 0.005, memory: 6924, loss_aux: 1.8527, top1_acc: 0.2701, top5_acc: 0.5191, loss_cls: 3.4049, loss: 5.2576, grad_norm: 2.6574 2020-09-10 21:03:10,182 - mmaction - INFO - Epoch [15][780/940] lr: 4.000e-02, eta: 2 days, 18:29:08, time: 1.804, data_time: 0.003, memory: 6924, loss_aux: 1.8480, top1_acc: 0.2723, top5_acc: 0.5150, loss_cls: 3.4134, loss: 5.2614, grad_norm: 2.6949 2020-09-10 21:03:47,223 - mmaction - INFO - Epoch [15][800/940] lr: 4.000e-02, eta: 2 days, 18:28:24, time: 1.854, data_time: 0.006, memory: 6924, loss_aux: 1.8485, top1_acc: 0.2773, top5_acc: 0.5203, loss_cls: 3.3893, loss: 5.2378, grad_norm: 2.6827 2020-09-10 21:04:22,788 - mmaction - INFO - Epoch [15][820/940] lr: 4.000e-02, eta: 2 days, 18:27:28, time: 1.778, data_time: 0.006, memory: 6924, loss_aux: 1.8625, top1_acc: 0.2680, top5_acc: 0.5197, loss_cls: 3.4127, loss: 5.2751, grad_norm: 2.6570 2020-09-10 21:04:58,464 - mmaction - INFO - Epoch [15][840/940] lr: 4.000e-02, eta: 2 days, 18:26:32, time: 1.784, data_time: 0.004, memory: 6924, loss_aux: 1.8639, top1_acc: 0.2742, top5_acc: 0.5133, loss_cls: 3.4386, loss: 5.3026, grad_norm: 2.6203 2020-09-10 21:05:35,970 - mmaction - INFO - Epoch [15][860/940] lr: 4.000e-02, eta: 2 days, 18:25:52, time: 1.873, data_time: 0.006, memory: 6924, loss_aux: 1.8328, top1_acc: 0.2699, top5_acc: 0.5307, loss_cls: 3.3708, loss: 5.2037, grad_norm: 2.6831 2020-09-10 21:06:12,138 - mmaction - INFO - Epoch [15][880/940] lr: 4.000e-02, eta: 2 days, 18:25:01, time: 1.810, data_time: 0.007, memory: 6924, loss_aux: 1.8575, top1_acc: 0.2711, top5_acc: 0.5227, loss_cls: 3.4053, loss: 5.2628, grad_norm: 2.7570 2020-09-10 21:06:48,709 - mmaction - INFO - Epoch [15][900/940] lr: 4.000e-02, eta: 2 days, 18:24:14, time: 1.830, data_time: 0.005, memory: 6924, loss_aux: 1.8563, top1_acc: 0.2662, top5_acc: 0.5139, loss_cls: 3.4155, loss: 5.2718, grad_norm: 2.7549 2020-09-10 21:07:24,875 - mmaction - INFO - Epoch [15][920/940] lr: 4.000e-02, eta: 2 days, 18:23:22, time: 1.806, data_time: 0.006, memory: 6924, loss_aux: 1.8672, top1_acc: 0.2684, top5_acc: 0.5145, loss_cls: 3.4188, loss: 5.2860, grad_norm: 2.6585 2020-09-10 21:08:00,107 - mmaction - INFO - Epoch [15][940/940] lr: 4.000e-02, eta: 2 days, 18:22:23, time: 1.764, data_time: 0.006, memory: 6924, loss_aux: 1.8555, top1_acc: 0.2725, top5_acc: 0.5229, loss_cls: 3.4076, loss: 5.2630, grad_norm: 2.6684 2020-09-10 21:08:00,766 - mmaction - INFO - Saving checkpoint at 15 epochs 2020-09-10 21:08:51,532 - mmaction - INFO - Epoch [16][20/940] lr: 4.000e-02, eta: 2 days, 18:22:08, time: 2.010, data_time: 0.698, memory: 6924, loss_aux: 1.8223, top1_acc: 0.2779, top5_acc: 0.5254, loss_cls: 3.3398, loss: 5.1620, grad_norm: 2.7390 2020-09-10 21:09:24,129 - mmaction - INFO - Epoch [16][40/940] lr: 4.000e-02, eta: 2 days, 18:20:46, time: 1.632, data_time: 0.007, memory: 6924, loss_aux: 1.8196, top1_acc: 0.2861, top5_acc: 0.5371, loss_cls: 3.3203, loss: 5.1399, grad_norm: 2.6777 2020-09-10 21:09:58,609 - mmaction - INFO - Epoch [16][60/940] lr: 4.000e-02, eta: 2 days, 18:19:39, time: 1.723, data_time: 0.006, memory: 6924, loss_aux: 1.8446, top1_acc: 0.2725, top5_acc: 0.5201, loss_cls: 3.3840, loss: 5.2286, grad_norm: 2.7140 2020-09-10 21:10:34,901 - mmaction - INFO - Epoch [16][80/940] lr: 4.000e-02, eta: 2 days, 18:18:50, time: 1.816, data_time: 0.006, memory: 6924, loss_aux: 1.8243, top1_acc: 0.2814, top5_acc: 0.5260, loss_cls: 3.3676, loss: 5.1919, grad_norm: 2.7599 2020-09-10 21:11:10,989 - mmaction - INFO - Epoch [16][100/940] lr: 4.000e-02, eta: 2 days, 18:17:58, time: 1.803, data_time: 0.005, memory: 6924, loss_aux: 1.8341, top1_acc: 0.2684, top5_acc: 0.5266, loss_cls: 3.3602, loss: 5.1943, grad_norm: 2.6904 2020-09-10 21:11:46,899 - mmaction - INFO - Epoch [16][120/940] lr: 4.000e-02, eta: 2 days, 18:17:05, time: 1.795, data_time: 0.005, memory: 6924, loss_aux: 1.8159, top1_acc: 0.2807, top5_acc: 0.5223, loss_cls: 3.3477, loss: 5.1636, grad_norm: 2.6542 2020-09-10 21:12:20,640 - mmaction - INFO - Epoch [16][140/940] lr: 4.000e-02, eta: 2 days, 18:15:53, time: 1.688, data_time: 0.006, memory: 6924, loss_aux: 1.8244, top1_acc: 0.2766, top5_acc: 0.5209, loss_cls: 3.3435, loss: 5.1678, grad_norm: 2.6927 2020-09-10 21:12:56,805 - mmaction - INFO - Epoch [16][160/940] lr: 4.000e-02, eta: 2 days, 18:15:02, time: 1.808, data_time: 0.003, memory: 6924, loss_aux: 1.8205, top1_acc: 0.2803, top5_acc: 0.5250, loss_cls: 3.3560, loss: 5.1765, grad_norm: 2.6742 2020-09-10 21:13:32,243 - mmaction - INFO - Epoch [16][180/940] lr: 4.000e-02, eta: 2 days, 18:14:04, time: 1.770, data_time: 0.007, memory: 6924, loss_aux: 1.8316, top1_acc: 0.2779, top5_acc: 0.5289, loss_cls: 3.3445, loss: 5.1761, grad_norm: 2.7078 2020-09-10 21:14:08,677 - mmaction - INFO - Epoch [16][200/940] lr: 4.000e-02, eta: 2 days, 18:13:16, time: 1.824, data_time: 0.006, memory: 6924, loss_aux: 1.8312, top1_acc: 0.2729, top5_acc: 0.5207, loss_cls: 3.3723, loss: 5.2035, grad_norm: 2.6804 2020-09-10 21:14:44,071 - mmaction - INFO - Epoch [16][220/940] lr: 4.000e-02, eta: 2 days, 18:12:19, time: 1.768, data_time: 0.006, memory: 6924, loss_aux: 1.8262, top1_acc: 0.2865, top5_acc: 0.5252, loss_cls: 3.3416, loss: 5.1678, grad_norm: 2.7218 2020-09-10 21:15:20,806 - mmaction - INFO - Epoch [16][240/940] lr: 4.000e-02, eta: 2 days, 18:11:34, time: 1.838, data_time: 0.006, memory: 6924, loss_aux: 1.7997, top1_acc: 0.2871, top5_acc: 0.5303, loss_cls: 3.2899, loss: 5.0896, grad_norm: 2.7146 2020-09-10 21:15:55,969 - mmaction - INFO - Epoch [16][260/940] lr: 4.000e-02, eta: 2 days, 18:10:34, time: 1.757, data_time: 0.003, memory: 6924, loss_aux: 1.8334, top1_acc: 0.2748, top5_acc: 0.5188, loss_cls: 3.3694, loss: 5.2028, grad_norm: 2.6913 2020-09-10 21:16:32,761 - mmaction - INFO - Epoch [16][280/940] lr: 4.000e-02, eta: 2 days, 18:09:49, time: 1.841, data_time: 0.006, memory: 6924, loss_aux: 1.8170, top1_acc: 0.2807, top5_acc: 0.5305, loss_cls: 3.3425, loss: 5.1595, grad_norm: 2.7374 2020-09-10 21:17:08,592 - mmaction - INFO - Epoch [16][300/940] lr: 4.000e-02, eta: 2 days, 18:08:56, time: 1.792, data_time: 0.006, memory: 6924, loss_aux: 1.8403, top1_acc: 0.2793, top5_acc: 0.5271, loss_cls: 3.3591, loss: 5.1994, grad_norm: 2.7145 2020-09-10 21:17:44,897 - mmaction - INFO - Epoch [16][320/940] lr: 4.000e-02, eta: 2 days, 18:08:07, time: 1.815, data_time: 0.002, memory: 6924, loss_aux: 1.8226, top1_acc: 0.2811, top5_acc: 0.5248, loss_cls: 3.3501, loss: 5.1727, grad_norm: 2.7002 2020-09-10 21:18:20,363 - mmaction - INFO - Epoch [16][340/940] lr: 4.000e-02, eta: 2 days, 18:07:10, time: 1.771, data_time: 0.005, memory: 6924, loss_aux: 1.8216, top1_acc: 0.2863, top5_acc: 0.5350, loss_cls: 3.3218, loss: 5.1434, grad_norm: 2.7453 2020-09-10 21:18:57,478 - mmaction - INFO - Epoch [16][360/940] lr: 4.000e-02, eta: 2 days, 18:06:28, time: 1.858, data_time: 0.006, memory: 6924, loss_aux: 1.8154, top1_acc: 0.2764, top5_acc: 0.5283, loss_cls: 3.3455, loss: 5.1609, grad_norm: 2.6739 2020-09-10 21:19:33,113 - mmaction - INFO - Epoch [16][380/940] lr: 4.000e-02, eta: 2 days, 18:05:33, time: 1.781, data_time: 0.006, memory: 6924, loss_aux: 1.8519, top1_acc: 0.2738, top5_acc: 0.5186, loss_cls: 3.3974, loss: 5.2493, grad_norm: 2.6828 2020-09-10 21:20:08,615 - mmaction - INFO - Epoch [16][400/940] lr: 4.000e-02, eta: 2 days, 18:04:37, time: 1.776, data_time: 0.006, memory: 6924, loss_aux: 1.8145, top1_acc: 0.2861, top5_acc: 0.5279, loss_cls: 3.3135, loss: 5.1280, grad_norm: 2.6943 2020-09-10 21:20:43,717 - mmaction - INFO - Epoch [16][420/940] lr: 4.000e-02, eta: 2 days, 18:03:38, time: 1.755, data_time: 0.003, memory: 6924, loss_aux: 1.8181, top1_acc: 0.2770, top5_acc: 0.5314, loss_cls: 3.3327, loss: 5.1509, grad_norm: 2.7077 2020-09-10 21:21:19,838 - mmaction - INFO - Epoch [16][440/940] lr: 4.000e-02, eta: 2 days, 18:02:47, time: 1.804, data_time: 0.005, memory: 6924, loss_aux: 1.8118, top1_acc: 0.2896, top5_acc: 0.5363, loss_cls: 3.3062, loss: 5.1181, grad_norm: 2.7175 2020-09-10 21:21:57,039 - mmaction - INFO - Epoch [16][460/940] lr: 4.000e-02, eta: 2 days, 18:02:06, time: 1.862, data_time: 0.006, memory: 6924, loss_aux: 1.8345, top1_acc: 0.2713, top5_acc: 0.5305, loss_cls: 3.3624, loss: 5.1969, grad_norm: 2.7077 2020-09-10 21:22:32,276 - mmaction - INFO - Epoch [16][480/940] lr: 4.000e-02, eta: 2 days, 18:01:08, time: 1.761, data_time: 0.007, memory: 6924, loss_aux: 1.8043, top1_acc: 0.2836, top5_acc: 0.5350, loss_cls: 3.3217, loss: 5.1260, grad_norm: 2.6582 2020-09-10 21:23:07,934 - mmaction - INFO - Epoch [16][500/940] lr: 4.000e-02, eta: 2 days, 18:00:13, time: 1.782, data_time: 0.004, memory: 6924, loss_aux: 1.8124, top1_acc: 0.2828, top5_acc: 0.5389, loss_cls: 3.3470, loss: 5.1594, grad_norm: 2.7629 2020-09-10 21:23:43,689 - mmaction - INFO - Epoch [16][520/940] lr: 4.000e-02, eta: 2 days, 17:59:20, time: 1.790, data_time: 0.006, memory: 6924, loss_aux: 1.8364, top1_acc: 0.2816, top5_acc: 0.5197, loss_cls: 3.3742, loss: 5.2106, grad_norm: 2.7051 2020-09-10 21:24:19,749 - mmaction - INFO - Epoch [16][540/940] lr: 4.000e-02, eta: 2 days, 17:58:29, time: 1.802, data_time: 0.005, memory: 6924, loss_aux: 1.8415, top1_acc: 0.2742, top5_acc: 0.5285, loss_cls: 3.3876, loss: 5.2291, grad_norm: 2.7612 2020-09-10 21:24:55,436 - mmaction - INFO - Epoch [16][560/940] lr: 4.000e-02, eta: 2 days, 17:57:35, time: 1.785, data_time: 0.006, memory: 6924, loss_aux: 1.8408, top1_acc: 0.2852, top5_acc: 0.5219, loss_cls: 3.3731, loss: 5.2139, grad_norm: 2.6654 2020-09-10 21:25:31,378 - mmaction - INFO - Epoch [16][580/940] lr: 4.000e-02, eta: 2 days, 17:56:43, time: 1.795, data_time: 0.006, memory: 6924, loss_aux: 1.8341, top1_acc: 0.2828, top5_acc: 0.5270, loss_cls: 3.3858, loss: 5.2200, grad_norm: 2.6449 2020-09-10 21:26:08,285 - mmaction - INFO - Epoch [16][600/940] lr: 4.000e-02, eta: 2 days, 17:56:00, time: 1.848, data_time: 0.007, memory: 6924, loss_aux: 1.8344, top1_acc: 0.2756, top5_acc: 0.5189, loss_cls: 3.3755, loss: 5.2100, grad_norm: 2.6925 2020-09-10 21:26:43,949 - mmaction - INFO - Epoch [16][620/940] lr: 4.000e-02, eta: 2 days, 17:55:06, time: 1.784, data_time: 0.003, memory: 6924, loss_aux: 1.8106, top1_acc: 0.2861, top5_acc: 0.5361, loss_cls: 3.3209, loss: 5.1315, grad_norm: 2.6848 2020-09-10 21:27:20,120 - mmaction - INFO - Epoch [16][640/940] lr: 4.000e-02, eta: 2 days, 17:54:16, time: 1.806, data_time: 0.006, memory: 6924, loss_aux: 1.8108, top1_acc: 0.2791, top5_acc: 0.5326, loss_cls: 3.3422, loss: 5.1529, grad_norm: 2.7230 2020-09-10 21:27:56,087 - mmaction - INFO - Epoch [16][660/940] lr: 4.000e-02, eta: 2 days, 17:53:25, time: 1.800, data_time: 0.006, memory: 6924, loss_aux: 1.7894, top1_acc: 0.2869, top5_acc: 0.5453, loss_cls: 3.2924, loss: 5.0818, grad_norm: 2.6524 2020-09-10 21:28:31,835 - mmaction - INFO - Epoch [16][680/940] lr: 4.000e-02, eta: 2 days, 17:52:31, time: 1.786, data_time: 0.008, memory: 6924, loss_aux: 1.8085, top1_acc: 0.2805, top5_acc: 0.5369, loss_cls: 3.3310, loss: 5.1395, grad_norm: 2.7396 2020-09-10 21:29:07,421 - mmaction - INFO - Epoch [16][700/940] lr: 4.000e-02, eta: 2 days, 17:51:37, time: 1.780, data_time: 0.006, memory: 6924, loss_aux: 1.8312, top1_acc: 0.2766, top5_acc: 0.5186, loss_cls: 3.3874, loss: 5.2186, grad_norm: 2.7368 2020-09-10 21:29:43,391 - mmaction - INFO - Epoch [16][720/940] lr: 4.000e-02, eta: 2 days, 17:50:45, time: 1.797, data_time: 0.008, memory: 6924, loss_aux: 1.8192, top1_acc: 0.2783, top5_acc: 0.5262, loss_cls: 3.3495, loss: 5.1687, grad_norm: 2.6575 2020-09-10 21:30:20,857 - mmaction - INFO - Epoch [16][740/940] lr: 4.000e-02, eta: 2 days, 17:50:07, time: 1.874, data_time: 0.007, memory: 6924, loss_aux: 1.8377, top1_acc: 0.2846, top5_acc: 0.5232, loss_cls: 3.3882, loss: 5.2260, grad_norm: 2.7339 2020-09-10 21:30:57,345 - mmaction - INFO - Epoch [16][760/940] lr: 4.000e-02, eta: 2 days, 17:49:21, time: 1.826, data_time: 0.006, memory: 6924, loss_aux: 1.8378, top1_acc: 0.2703, top5_acc: 0.5262, loss_cls: 3.3781, loss: 5.2159, grad_norm: 2.7361 2020-09-10 21:31:33,184 - mmaction - INFO - Epoch [16][780/940] lr: 4.000e-02, eta: 2 days, 17:48:28, time: 1.790, data_time: 0.005, memory: 6924, loss_aux: 1.7962, top1_acc: 0.2715, top5_acc: 0.5318, loss_cls: 3.3134, loss: 5.1096, grad_norm: 2.7161 2020-09-10 21:32:09,506 - mmaction - INFO - Epoch [16][800/940] lr: 4.000e-02, eta: 2 days, 17:47:40, time: 1.818, data_time: 0.005, memory: 6924, loss_aux: 1.8115, top1_acc: 0.2787, top5_acc: 0.5275, loss_cls: 3.3359, loss: 5.1474, grad_norm: 2.7398 2020-09-10 21:32:44,947 - mmaction - INFO - Epoch [16][820/940] lr: 4.000e-02, eta: 2 days, 17:46:44, time: 1.770, data_time: 0.006, memory: 6924, loss_aux: 1.8210, top1_acc: 0.2816, top5_acc: 0.5270, loss_cls: 3.3368, loss: 5.1578, grad_norm: 2.6877 2020-09-10 21:33:21,218 - mmaction - INFO - Epoch [16][840/940] lr: 4.000e-02, eta: 2 days, 17:45:56, time: 1.815, data_time: 0.005, memory: 6924, loss_aux: 1.8101, top1_acc: 0.2805, top5_acc: 0.5312, loss_cls: 3.3275, loss: 5.1376, grad_norm: 2.6666 2020-09-10 21:33:57,567 - mmaction - INFO - Epoch [16][860/940] lr: 4.000e-02, eta: 2 days, 17:45:08, time: 1.817, data_time: 0.003, memory: 6924, loss_aux: 1.8268, top1_acc: 0.2695, top5_acc: 0.5230, loss_cls: 3.3505, loss: 5.1773, grad_norm: 2.7710 2020-09-10 21:34:34,171 - mmaction - INFO - Epoch [16][880/940] lr: 4.000e-02, eta: 2 days, 17:44:23, time: 1.830, data_time: 0.006, memory: 6924, loss_aux: 1.7962, top1_acc: 0.2900, top5_acc: 0.5365, loss_cls: 3.2976, loss: 5.0938, grad_norm: 2.6770 2020-09-10 21:35:09,168 - mmaction - INFO - Epoch [16][900/940] lr: 4.000e-02, eta: 2 days, 17:43:24, time: 1.750, data_time: 0.005, memory: 6924, loss_aux: 1.8295, top1_acc: 0.2799, top5_acc: 0.5277, loss_cls: 3.3495, loss: 5.1790, grad_norm: 2.6731 2020-09-10 21:35:46,297 - mmaction - INFO - Epoch [16][920/940] lr: 4.000e-02, eta: 2 days, 17:42:43, time: 1.857, data_time: 0.003, memory: 6924, loss_aux: 1.8198, top1_acc: 0.2748, top5_acc: 0.5248, loss_cls: 3.3483, loss: 5.1680, grad_norm: 2.6903 2020-09-10 21:36:21,229 - mmaction - INFO - Epoch [16][940/940] lr: 4.000e-02, eta: 2 days, 17:41:43, time: 1.745, data_time: 0.006, memory: 6924, loss_aux: 1.8182, top1_acc: 0.2843, top5_acc: 0.5349, loss_cls: 3.3441, loss: 5.1623, grad_norm: 2.7192 2020-09-10 21:36:21,770 - mmaction - INFO - Saving checkpoint at 16 epochs 2020-09-10 21:37:05,989 - mmaction - INFO - Epoch [17][20/940] lr: 4.000e-02, eta: 2 days, 17:40:44, time: 1.748, data_time: 0.285, memory: 6924, loss_aux: 1.8173, top1_acc: 0.2891, top5_acc: 0.5324, loss_cls: 3.3220, loss: 5.1393, grad_norm: 2.7083 2020-09-10 21:37:40,446 - mmaction - INFO - Epoch [17][40/940] lr: 4.000e-02, eta: 2 days, 17:39:41, time: 1.725, data_time: 0.006, memory: 6924, loss_aux: 1.8188, top1_acc: 0.2746, top5_acc: 0.5225, loss_cls: 3.3511, loss: 5.1700, grad_norm: 2.6740 2020-09-10 21:38:16,228 - mmaction - INFO - Epoch [17][60/940] lr: 4.000e-02, eta: 2 days, 17:38:48, time: 1.787, data_time: 0.005, memory: 6924, loss_aux: 1.7952, top1_acc: 0.2889, top5_acc: 0.5402, loss_cls: 3.2688, loss: 5.0640, grad_norm: 2.7475 2020-09-10 21:38:52,346 - mmaction - INFO - Epoch [17][80/940] lr: 4.000e-02, eta: 2 days, 17:37:59, time: 1.807, data_time: 0.006, memory: 6924, loss_aux: 1.7894, top1_acc: 0.2865, top5_acc: 0.5473, loss_cls: 3.2722, loss: 5.0616, grad_norm: 2.7690 2020-09-10 21:39:28,164 - mmaction - INFO - Epoch [17][100/940] lr: 4.000e-02, eta: 2 days, 17:37:07, time: 1.791, data_time: 0.003, memory: 6924, loss_aux: 1.7934, top1_acc: 0.2916, top5_acc: 0.5441, loss_cls: 3.2840, loss: 5.0774, grad_norm: 2.7478 2020-09-10 21:40:03,969 - mmaction - INFO - Epoch [17][120/940] lr: 4.000e-02, eta: 2 days, 17:36:15, time: 1.790, data_time: 0.005, memory: 6924, loss_aux: 1.7959, top1_acc: 0.2922, top5_acc: 0.5428, loss_cls: 3.2834, loss: 5.0794, grad_norm: 2.7105 2020-09-10 21:40:40,472 - mmaction - INFO - Epoch [17][140/940] lr: 4.000e-02, eta: 2 days, 17:35:29, time: 1.825, data_time: 0.002, memory: 6924, loss_aux: 1.8037, top1_acc: 0.2930, top5_acc: 0.5398, loss_cls: 3.3011, loss: 5.1048, grad_norm: 2.7569 2020-09-10 21:41:16,334 - mmaction - INFO - Epoch [17][160/940] lr: 4.000e-02, eta: 2 days, 17:34:38, time: 1.793, data_time: 0.005, memory: 6924, loss_aux: 1.7958, top1_acc: 0.2902, top5_acc: 0.5320, loss_cls: 3.3001, loss: 5.0959, grad_norm: 2.7012 2020-09-10 21:41:52,230 - mmaction - INFO - Epoch [17][180/940] lr: 4.000e-02, eta: 2 days, 17:33:46, time: 1.794, data_time: 0.003, memory: 6924, loss_aux: 1.8134, top1_acc: 0.2846, top5_acc: 0.5365, loss_cls: 3.3275, loss: 5.1409, grad_norm: 2.7373 2020-09-10 21:42:28,311 - mmaction - INFO - Epoch [17][200/940] lr: 4.000e-02, eta: 2 days, 17:32:57, time: 1.802, data_time: 0.007, memory: 6924, loss_aux: 1.8023, top1_acc: 0.2789, top5_acc: 0.5359, loss_cls: 3.3309, loss: 5.1332, grad_norm: 2.7412 2020-09-10 21:43:04,739 - mmaction - INFO - Epoch [17][220/940] lr: 4.000e-02, eta: 2 days, 17:32:10, time: 1.823, data_time: 0.006, memory: 6924, loss_aux: 1.7595, top1_acc: 0.3090, top5_acc: 0.5553, loss_cls: 3.2076, loss: 4.9672, grad_norm: 2.6789 2020-09-10 21:43:40,889 - mmaction - INFO - Epoch [17][240/940] lr: 4.000e-02, eta: 2 days, 17:31:21, time: 1.806, data_time: 0.007, memory: 6924, loss_aux: 1.7857, top1_acc: 0.2891, top5_acc: 0.5387, loss_cls: 3.2830, loss: 5.0687, grad_norm: 2.7154 2020-09-10 21:44:17,053 - mmaction - INFO - Epoch [17][260/940] lr: 4.000e-02, eta: 2 days, 17:30:33, time: 1.810, data_time: 0.006, memory: 6924, loss_aux: 1.8095, top1_acc: 0.2842, top5_acc: 0.5340, loss_cls: 3.3171, loss: 5.1266, grad_norm: 2.7051 2020-09-10 21:44:52,354 - mmaction - INFO - Epoch [17][280/940] lr: 4.000e-02, eta: 2 days, 17:29:37, time: 1.764, data_time: 0.007, memory: 6924, loss_aux: 1.8063, top1_acc: 0.2889, top5_acc: 0.5342, loss_cls: 3.3108, loss: 5.1171, grad_norm: 2.7043 2020-09-10 21:45:29,489 - mmaction - INFO - Epoch [17][300/940] lr: 4.000e-02, eta: 2 days, 17:28:56, time: 1.858, data_time: 0.006, memory: 6924, loss_aux: 1.7947, top1_acc: 0.2832, top5_acc: 0.5340, loss_cls: 3.3026, loss: 5.0972, grad_norm: 2.7798 2020-09-10 21:46:04,851 - mmaction - INFO - Epoch [17][320/940] lr: 4.000e-02, eta: 2 days, 17:28:01, time: 1.766, data_time: 0.006, memory: 6924, loss_aux: 1.8122, top1_acc: 0.2893, top5_acc: 0.5373, loss_cls: 3.3216, loss: 5.1338, grad_norm: 2.7339 2020-09-10 21:46:40,812 - mmaction - INFO - Epoch [17][340/940] lr: 4.000e-02, eta: 2 days, 17:27:11, time: 1.801, data_time: 0.006, memory: 6924, loss_aux: 1.7882, top1_acc: 0.2840, top5_acc: 0.5424, loss_cls: 3.2876, loss: 5.0758, grad_norm: 2.7131 2020-09-10 21:47:17,139 - mmaction - INFO - Epoch [17][360/940] lr: 4.000e-02, eta: 2 days, 17:26:24, time: 1.814, data_time: 0.005, memory: 6924, loss_aux: 1.8038, top1_acc: 0.2871, top5_acc: 0.5318, loss_cls: 3.3173, loss: 5.1211, grad_norm: 2.7476 2020-09-10 21:47:52,686 - mmaction - INFO - Epoch [17][380/940] lr: 4.000e-02, eta: 2 days, 17:25:30, time: 1.779, data_time: 0.006, memory: 6924, loss_aux: 1.7800, top1_acc: 0.3006, top5_acc: 0.5484, loss_cls: 3.2441, loss: 5.0241, grad_norm: 2.6889 2020-09-10 21:48:29,233 - mmaction - INFO - Epoch [17][400/940] lr: 4.000e-02, eta: 2 days, 17:24:45, time: 1.825, data_time: 0.006, memory: 6924, loss_aux: 1.7879, top1_acc: 0.2959, top5_acc: 0.5402, loss_cls: 3.2782, loss: 5.0661, grad_norm: 2.7141 2020-09-10 21:49:05,157 - mmaction - INFO - Epoch [17][420/940] lr: 4.000e-02, eta: 2 days, 17:23:55, time: 1.799, data_time: 0.006, memory: 6924, loss_aux: 1.7850, top1_acc: 0.2949, top5_acc: 0.5406, loss_cls: 3.2797, loss: 5.0646, grad_norm: 2.7450 2020-09-10 21:49:39,965 - mmaction - INFO - Epoch [17][440/940] lr: 4.000e-02, eta: 2 days, 17:22:55, time: 1.739, data_time: 0.006, memory: 6924, loss_aux: 1.8157, top1_acc: 0.2809, top5_acc: 0.5207, loss_cls: 3.3458, loss: 5.1615, grad_norm: 2.7589 2020-09-10 21:50:15,774 - mmaction - INFO - Epoch [17][460/940] lr: 4.000e-02, eta: 2 days, 17:22:04, time: 1.790, data_time: 0.005, memory: 6924, loss_aux: 1.8086, top1_acc: 0.2793, top5_acc: 0.5305, loss_cls: 3.3291, loss: 5.1377, grad_norm: 2.7281 2020-09-10 21:50:52,062 - mmaction - INFO - Epoch [17][480/940] lr: 4.000e-02, eta: 2 days, 17:21:17, time: 1.816, data_time: 0.006, memory: 6924, loss_aux: 1.7962, top1_acc: 0.2857, top5_acc: 0.5268, loss_cls: 3.3123, loss: 5.1085, grad_norm: 2.7931 2020-09-10 21:51:28,238 - mmaction - INFO - Epoch [17][500/940] lr: 4.000e-02, eta: 2 days, 17:20:28, time: 1.806, data_time: 0.005, memory: 6924, loss_aux: 1.7845, top1_acc: 0.2953, top5_acc: 0.5504, loss_cls: 3.2524, loss: 5.0369, grad_norm: 2.7651 2020-09-10 21:52:03,586 - mmaction - INFO - Epoch [17][520/940] lr: 4.000e-02, eta: 2 days, 17:19:33, time: 1.768, data_time: 0.006, memory: 6924, loss_aux: 1.7900, top1_acc: 0.2826, top5_acc: 0.5348, loss_cls: 3.2863, loss: 5.0764, grad_norm: 2.6607 2020-09-10 21:52:40,644 - mmaction - INFO - Epoch [17][540/940] lr: 4.000e-02, eta: 2 days, 17:18:52, time: 1.852, data_time: 0.007, memory: 6924, loss_aux: 1.7897, top1_acc: 0.2930, top5_acc: 0.5471, loss_cls: 3.2727, loss: 5.0624, grad_norm: 2.6942 2020-09-10 21:53:15,487 - mmaction - INFO - Epoch [17][560/940] lr: 4.000e-02, eta: 2 days, 17:17:54, time: 1.744, data_time: 0.006, memory: 6924, loss_aux: 1.7830, top1_acc: 0.2895, top5_acc: 0.5521, loss_cls: 3.2721, loss: 5.0551, grad_norm: 2.8007 2020-09-10 21:53:51,184 - mmaction - INFO - Epoch [17][580/940] lr: 4.000e-02, eta: 2 days, 17:17:02, time: 1.784, data_time: 0.007, memory: 6924, loss_aux: 1.8143, top1_acc: 0.2863, top5_acc: 0.5277, loss_cls: 3.3475, loss: 5.1619, grad_norm: 2.7346 2020-09-10 21:54:26,367 - mmaction - INFO - Epoch [17][600/940] lr: 4.000e-02, eta: 2 days, 17:16:06, time: 1.760, data_time: 0.005, memory: 6924, loss_aux: 1.7640, top1_acc: 0.2926, top5_acc: 0.5590, loss_cls: 3.2402, loss: 5.0042, grad_norm: 2.6871 2020-09-10 21:55:02,454 - mmaction - INFO - Epoch [17][620/940] lr: 4.000e-02, eta: 2 days, 17:15:17, time: 1.804, data_time: 0.006, memory: 6924, loss_aux: 1.7962, top1_acc: 0.2898, top5_acc: 0.5437, loss_cls: 3.3107, loss: 5.1068, grad_norm: 2.7075 2020-09-10 21:55:38,669 - mmaction - INFO - Epoch [17][640/940] lr: 4.000e-02, eta: 2 days, 17:14:30, time: 1.811, data_time: 0.004, memory: 6924, loss_aux: 1.7809, top1_acc: 0.2969, top5_acc: 0.5428, loss_cls: 3.2745, loss: 5.0554, grad_norm: 2.7120 2020-09-10 21:56:14,707 - mmaction - INFO - Epoch [17][660/940] lr: 4.000e-02, eta: 2 days, 17:13:40, time: 1.800, data_time: 0.005, memory: 6924, loss_aux: 1.7800, top1_acc: 0.3057, top5_acc: 0.5445, loss_cls: 3.2566, loss: 5.0366, grad_norm: 2.7478 2020-09-10 21:56:50,736 - mmaction - INFO - Epoch [17][680/940] lr: 4.000e-02, eta: 2 days, 17:12:52, time: 1.804, data_time: 0.007, memory: 6924, loss_aux: 1.7921, top1_acc: 0.2891, top5_acc: 0.5502, loss_cls: 3.2776, loss: 5.0697, grad_norm: 2.7021 2020-09-10 21:57:25,948 - mmaction - INFO - Epoch [17][700/940] lr: 4.000e-02, eta: 2 days, 17:11:56, time: 1.758, data_time: 0.007, memory: 6924, loss_aux: 1.7721, top1_acc: 0.2969, top5_acc: 0.5477, loss_cls: 3.2478, loss: 5.0199, grad_norm: 2.7906 2020-09-10 21:58:01,668 - mmaction - INFO - Epoch [17][720/940] lr: 4.000e-02, eta: 2 days, 17:11:04, time: 1.785, data_time: 0.007, memory: 6924, loss_aux: 1.7945, top1_acc: 0.2844, top5_acc: 0.5328, loss_cls: 3.3029, loss: 5.0974, grad_norm: 2.7626 2020-09-10 21:58:38,318 - mmaction - INFO - Epoch [17][740/940] lr: 4.000e-02, eta: 2 days, 17:10:20, time: 1.832, data_time: 0.007, memory: 6924, loss_aux: 1.7810, top1_acc: 0.2928, top5_acc: 0.5486, loss_cls: 3.2696, loss: 5.0506, grad_norm: 2.7240 2020-09-10 21:59:14,096 - mmaction - INFO - Epoch [17][760/940] lr: 4.000e-02, eta: 2 days, 17:09:30, time: 1.792, data_time: 0.007, memory: 6924, loss_aux: 1.7739, top1_acc: 0.2986, top5_acc: 0.5469, loss_cls: 3.2463, loss: 5.0202, grad_norm: 2.7066 2020-09-10 21:59:49,342 - mmaction - INFO - Epoch [17][780/940] lr: 4.000e-02, eta: 2 days, 17:08:34, time: 1.761, data_time: 0.005, memory: 6924, loss_aux: 1.8168, top1_acc: 0.2812, top5_acc: 0.5262, loss_cls: 3.3665, loss: 5.1833, grad_norm: 2.7359 2020-09-10 22:00:45,283 - mmaction - INFO - Epoch [17][800/940] lr: 4.000e-02, eta: 2 days, 17:10:22, time: 2.791, data_time: 0.015, memory: 6924, loss_aux: 1.7945, top1_acc: 0.2812, top5_acc: 0.5354, loss_cls: 3.2921, loss: 5.0867, grad_norm: 2.7334 2020-09-10 22:01:16,524 - mmaction - INFO - Epoch [17][820/940] lr: 4.000e-02, eta: 2 days, 17:08:56, time: 1.569, data_time: 0.028, memory: 6924, loss_aux: 1.7780, top1_acc: 0.2893, top5_acc: 0.5471, loss_cls: 3.2829, loss: 5.0609, grad_norm: 2.7120 2020-09-10 22:01:51,486 - mmaction - INFO - Epoch [17][840/940] lr: 4.000e-02, eta: 2 days, 17:07:59, time: 1.746, data_time: 0.005, memory: 6924, loss_aux: 1.7904, top1_acc: 0.2908, top5_acc: 0.5342, loss_cls: 3.2999, loss: 5.0904, grad_norm: 2.7206 2020-09-10 22:02:27,262 - mmaction - INFO - Epoch [17][860/940] lr: 4.000e-02, eta: 2 days, 17:07:08, time: 1.790, data_time: 0.006, memory: 6924, loss_aux: 1.7743, top1_acc: 0.3020, top5_acc: 0.5443, loss_cls: 3.2662, loss: 5.0405, grad_norm: 2.7273 2020-09-10 22:03:02,513 - mmaction - INFO - Epoch [17][880/940] lr: 4.000e-02, eta: 2 days, 17:06:13, time: 1.762, data_time: 0.006, memory: 6924, loss_aux: 1.7969, top1_acc: 0.2900, top5_acc: 0.5416, loss_cls: 3.2921, loss: 5.0890, grad_norm: 2.7848 2020-09-10 22:03:38,566 - mmaction - INFO - Epoch [17][900/940] lr: 4.000e-02, eta: 2 days, 17:05:24, time: 1.802, data_time: 0.003, memory: 6924, loss_aux: 1.7919, top1_acc: 0.2873, top5_acc: 0.5412, loss_cls: 3.3005, loss: 5.0923, grad_norm: 2.7568 2020-09-10 22:04:14,560 - mmaction - INFO - Epoch [17][920/940] lr: 4.000e-02, eta: 2 days, 17:04:35, time: 1.799, data_time: 0.006, memory: 6924, loss_aux: 1.7875, top1_acc: 0.2945, top5_acc: 0.5348, loss_cls: 3.3025, loss: 5.0900, grad_norm: 2.7362 2020-09-10 22:04:47,154 - mmaction - INFO - Epoch [17][940/940] lr: 4.000e-02, eta: 2 days, 17:03:19, time: 1.630, data_time: 0.008, memory: 6924, loss_aux: 1.7892, top1_acc: 0.2855, top5_acc: 0.5375, loss_cls: 3.2964, loss: 5.0856, grad_norm: 2.7783 2020-09-10 22:04:47,735 - mmaction - INFO - Saving checkpoint at 17 epochs 2020-09-10 22:05:37,401 - mmaction - INFO - Epoch [18][20/940] lr: 4.000e-02, eta: 2 days, 17:02:41, time: 1.869, data_time: 0.388, memory: 6924, loss_aux: 1.7757, top1_acc: 0.2920, top5_acc: 0.5510, loss_cls: 3.2529, loss: 5.0286, grad_norm: 2.7777 2020-09-10 22:06:10,175 - mmaction - INFO - Epoch [18][40/940] lr: 4.000e-02, eta: 2 days, 17:01:27, time: 1.640, data_time: 0.006, memory: 6924, loss_aux: 1.7966, top1_acc: 0.3002, top5_acc: 0.5381, loss_cls: 3.2786, loss: 5.0752, grad_norm: 2.7355 2020-09-10 22:06:45,930 - mmaction - INFO - Epoch [18][60/940] lr: 4.000e-02, eta: 2 days, 17:00:37, time: 1.786, data_time: 0.003, memory: 6924, loss_aux: 1.7559, top1_acc: 0.2977, top5_acc: 0.5527, loss_cls: 3.2167, loss: 4.9726, grad_norm: 2.7101 2020-09-10 22:07:21,981 - mmaction - INFO - Epoch [18][80/940] lr: 4.000e-02, eta: 2 days, 16:59:48, time: 1.804, data_time: 0.005, memory: 6924, loss_aux: 1.7664, top1_acc: 0.3047, top5_acc: 0.5533, loss_cls: 3.2296, loss: 4.9960, grad_norm: 2.8320 2020-09-10 22:07:57,675 - mmaction - INFO - Epoch [18][100/940] lr: 4.000e-02, eta: 2 days, 16:58:57, time: 1.783, data_time: 0.006, memory: 6924, loss_aux: 1.7637, top1_acc: 0.2943, top5_acc: 0.5402, loss_cls: 3.2395, loss: 5.0032, grad_norm: 2.6900 2020-09-10 22:08:33,045 - mmaction - INFO - Epoch [18][120/940] lr: 4.000e-02, eta: 2 days, 16:58:04, time: 1.770, data_time: 0.006, memory: 6924, loss_aux: 1.8005, top1_acc: 0.2920, top5_acc: 0.5336, loss_cls: 3.3255, loss: 5.1260, grad_norm: 2.7447 2020-09-10 22:09:08,878 - mmaction - INFO - Epoch [18][140/940] lr: 4.000e-02, eta: 2 days, 16:57:13, time: 1.790, data_time: 0.005, memory: 6924, loss_aux: 1.7853, top1_acc: 0.2900, top5_acc: 0.5385, loss_cls: 3.2946, loss: 5.0799, grad_norm: 2.7632 2020-09-10 22:09:46,650 - mmaction - INFO - Epoch [18][160/940] lr: 4.000e-02, eta: 2 days, 16:56:39, time: 1.891, data_time: 0.006, memory: 6924, loss_aux: 1.7690, top1_acc: 0.2898, top5_acc: 0.5484, loss_cls: 3.2546, loss: 5.0236, grad_norm: 2.7743 2020-09-10 22:10:21,752 - mmaction - INFO - Epoch [18][180/940] lr: 4.000e-02, eta: 2 days, 16:55:43, time: 1.752, data_time: 0.006, memory: 6924, loss_aux: 1.7712, top1_acc: 0.2959, top5_acc: 0.5502, loss_cls: 3.2401, loss: 5.0114, grad_norm: 2.7745 2020-09-10 22:10:57,078 - mmaction - INFO - Epoch [18][200/940] lr: 4.000e-02, eta: 2 days, 16:54:49, time: 1.769, data_time: 0.006, memory: 6924, loss_aux: 1.7867, top1_acc: 0.2869, top5_acc: 0.5436, loss_cls: 3.2696, loss: 5.0563, grad_norm: 2.8188 2020-09-10 22:11:33,410 - mmaction - INFO - Epoch [18][220/940] lr: 4.000e-02, eta: 2 days, 16:54:03, time: 1.815, data_time: 0.006, memory: 6924, loss_aux: 1.7718, top1_acc: 0.2916, top5_acc: 0.5430, loss_cls: 3.2448, loss: 5.0166, grad_norm: 2.7466 2020-09-10 22:12:09,885 - mmaction - INFO - Epoch [18][240/940] lr: 4.000e-02, eta: 2 days, 16:53:18, time: 1.823, data_time: 0.006, memory: 6924, loss_aux: 1.7505, top1_acc: 0.3088, top5_acc: 0.5557, loss_cls: 3.2094, loss: 4.9599, grad_norm: 2.7124 2020-09-10 22:12:45,497 - mmaction - INFO - Epoch [18][260/940] lr: 4.000e-02, eta: 2 days, 16:52:26, time: 1.780, data_time: 0.006, memory: 6924, loss_aux: 1.7537, top1_acc: 0.3162, top5_acc: 0.5545, loss_cls: 3.2071, loss: 4.9608, grad_norm: 2.7490 2020-09-10 22:13:20,550 - mmaction - INFO - Epoch [18][280/940] lr: 4.000e-02, eta: 2 days, 16:51:31, time: 1.755, data_time: 0.007, memory: 6924, loss_aux: 1.7903, top1_acc: 0.2941, top5_acc: 0.5441, loss_cls: 3.2729, loss: 5.0633, grad_norm: 2.7625 2020-09-10 22:13:56,630 - mmaction - INFO - Epoch [18][300/940] lr: 4.000e-02, eta: 2 days, 16:50:43, time: 1.802, data_time: 0.006, memory: 6924, loss_aux: 1.7526, top1_acc: 0.3012, top5_acc: 0.5535, loss_cls: 3.2044, loss: 4.9569, grad_norm: 2.7696 2020-09-10 22:14:31,801 - mmaction - INFO - Epoch [18][320/940] lr: 4.000e-02, eta: 2 days, 16:49:48, time: 1.761, data_time: 0.006, memory: 6924, loss_aux: 1.7392, top1_acc: 0.2977, top5_acc: 0.5486, loss_cls: 3.1978, loss: 4.9370, grad_norm: 2.7799 2020-09-10 22:15:07,718 - mmaction - INFO - Epoch [18][340/940] lr: 4.000e-02, eta: 2 days, 16:48:59, time: 1.796, data_time: 0.006, memory: 6924, loss_aux: 1.7666, top1_acc: 0.3051, top5_acc: 0.5488, loss_cls: 3.2437, loss: 5.0103, grad_norm: 2.7775 2020-09-10 22:15:43,575 - mmaction - INFO - Epoch [18][360/940] lr: 4.000e-02, eta: 2 days, 16:48:10, time: 1.793, data_time: 0.002, memory: 6924, loss_aux: 1.7593, top1_acc: 0.2859, top5_acc: 0.5598, loss_cls: 3.2162, loss: 4.9756, grad_norm: 2.7877 2020-09-10 22:16:19,511 - mmaction - INFO - Epoch [18][380/940] lr: 4.000e-02, eta: 2 days, 16:47:21, time: 1.793, data_time: 0.002, memory: 6924, loss_aux: 1.7584, top1_acc: 0.3031, top5_acc: 0.5512, loss_cls: 3.2406, loss: 4.9990, grad_norm: 2.7432 2020-09-10 22:16:55,598 - mmaction - INFO - Epoch [18][400/940] lr: 4.000e-02, eta: 2 days, 16:46:34, time: 1.807, data_time: 0.007, memory: 6924, loss_aux: 1.7361, top1_acc: 0.3047, top5_acc: 0.5615, loss_cls: 3.1866, loss: 4.9226, grad_norm: 2.7419 2020-09-10 22:17:31,287 - mmaction - INFO - Epoch [18][420/940] lr: 4.000e-02, eta: 2 days, 16:45:43, time: 1.784, data_time: 0.006, memory: 6924, loss_aux: 1.7696, top1_acc: 0.3066, top5_acc: 0.5463, loss_cls: 3.2207, loss: 4.9904, grad_norm: 2.7971 2020-09-10 22:18:06,661 - mmaction - INFO - Epoch [18][440/940] lr: 4.000e-02, eta: 2 days, 16:44:50, time: 1.770, data_time: 0.004, memory: 6924, loss_aux: 1.7693, top1_acc: 0.3008, top5_acc: 0.5482, loss_cls: 3.2574, loss: 5.0267, grad_norm: 2.7615 2020-09-10 22:18:42,901 - mmaction - INFO - Epoch [18][460/940] lr: 4.000e-02, eta: 2 days, 16:44:03, time: 1.811, data_time: 0.007, memory: 6924, loss_aux: 1.7589, top1_acc: 0.3049, top5_acc: 0.5502, loss_cls: 3.2294, loss: 4.9882, grad_norm: 2.7500 2020-09-10 22:19:16,863 - mmaction - INFO - Epoch [18][480/940] lr: 4.000e-02, eta: 2 days, 16:43:00, time: 1.697, data_time: 0.006, memory: 6924, loss_aux: 1.7752, top1_acc: 0.3025, top5_acc: 0.5387, loss_cls: 3.2512, loss: 5.0264, grad_norm: 2.7842 2020-09-10 22:19:51,997 - mmaction - INFO - Epoch [18][500/940] lr: 4.000e-02, eta: 2 days, 16:42:05, time: 1.759, data_time: 0.007, memory: 6924, loss_aux: 1.7684, top1_acc: 0.2957, top5_acc: 0.5436, loss_cls: 3.2777, loss: 5.0461, grad_norm: 2.7375 2020-09-10 22:20:27,535 - mmaction - INFO - Epoch [18][520/940] lr: 4.000e-02, eta: 2 days, 16:41:14, time: 1.775, data_time: 0.003, memory: 6924, loss_aux: 1.7581, top1_acc: 0.2969, top5_acc: 0.5479, loss_cls: 3.2538, loss: 5.0120, grad_norm: 2.7344 2020-09-10 22:21:03,789 - mmaction - INFO - Epoch [18][540/940] lr: 4.000e-02, eta: 2 days, 16:40:28, time: 1.814, data_time: 0.006, memory: 6924, loss_aux: 1.7696, top1_acc: 0.3037, top5_acc: 0.5443, loss_cls: 3.2632, loss: 5.0328, grad_norm: 2.7731 2020-09-10 22:21:39,689 - mmaction - INFO - Epoch [18][560/940] lr: 4.000e-02, eta: 2 days, 16:39:39, time: 1.794, data_time: 0.005, memory: 6924, loss_aux: 1.7558, top1_acc: 0.3131, top5_acc: 0.5564, loss_cls: 3.2116, loss: 4.9674, grad_norm: 2.7634 2020-09-10 22:22:15,877 - mmaction - INFO - Epoch [18][580/940] lr: 4.000e-02, eta: 2 days, 16:38:52, time: 1.811, data_time: 0.005, memory: 6924, loss_aux: 1.7789, top1_acc: 0.2957, top5_acc: 0.5432, loss_cls: 3.2820, loss: 5.0609, grad_norm: 2.7582 2020-09-10 22:22:51,681 - mmaction - INFO - Epoch [18][600/940] lr: 4.000e-02, eta: 2 days, 16:38:03, time: 1.788, data_time: 0.006, memory: 6924, loss_aux: 1.7438, top1_acc: 0.2973, top5_acc: 0.5588, loss_cls: 3.2126, loss: 4.9563, grad_norm: 2.7970 2020-09-10 22:23:27,420 - mmaction - INFO - Epoch [18][620/940] lr: 4.000e-02, eta: 2 days, 16:37:13, time: 1.789, data_time: 0.007, memory: 6924, loss_aux: 1.7571, top1_acc: 0.2979, top5_acc: 0.5516, loss_cls: 3.2521, loss: 5.0092, grad_norm: 2.8055 2020-09-10 22:24:02,558 - mmaction - INFO - Epoch [18][640/940] lr: 4.000e-02, eta: 2 days, 16:36:19, time: 1.756, data_time: 0.003, memory: 6924, loss_aux: 1.7578, top1_acc: 0.2975, top5_acc: 0.5504, loss_cls: 3.2167, loss: 4.9745, grad_norm: 2.7738 2020-09-10 22:24:38,826 - mmaction - INFO - Epoch [18][660/940] lr: 4.000e-02, eta: 2 days, 16:35:33, time: 1.812, data_time: 0.005, memory: 6924, loss_aux: 1.7450, top1_acc: 0.2965, top5_acc: 0.5510, loss_cls: 3.2183, loss: 4.9633, grad_norm: 2.7974 2020-09-10 22:25:14,380 - mmaction - INFO - Epoch [18][680/940] lr: 4.000e-02, eta: 2 days, 16:34:42, time: 1.778, data_time: 0.006, memory: 6924, loss_aux: 1.7626, top1_acc: 0.2971, top5_acc: 0.5484, loss_cls: 3.2422, loss: 5.0048, grad_norm: 2.7649 2020-09-10 22:25:50,494 - mmaction - INFO - Epoch [18][700/940] lr: 4.000e-02, eta: 2 days, 16:33:55, time: 1.808, data_time: 0.006, memory: 6924, loss_aux: 1.7579, top1_acc: 0.2922, top5_acc: 0.5500, loss_cls: 3.2390, loss: 4.9970, grad_norm: 2.7444 2020-09-10 22:26:25,624 - mmaction - INFO - Epoch [18][720/940] lr: 4.000e-02, eta: 2 days, 16:33:00, time: 1.755, data_time: 0.005, memory: 6924, loss_aux: 1.7650, top1_acc: 0.2994, top5_acc: 0.5521, loss_cls: 3.2558, loss: 5.0208, grad_norm: 2.7469 2020-09-10 22:27:00,809 - mmaction - INFO - Epoch [18][740/940] lr: 4.000e-02, eta: 2 days, 16:32:07, time: 1.761, data_time: 0.006, memory: 6924, loss_aux: 1.7443, top1_acc: 0.2971, top5_acc: 0.5588, loss_cls: 3.2073, loss: 4.9516, grad_norm: 2.7696 2020-09-10 22:27:36,499 - mmaction - INFO - Epoch [18][760/940] lr: 4.000e-02, eta: 2 days, 16:31:17, time: 1.783, data_time: 0.006, memory: 6924, loss_aux: 1.7746, top1_acc: 0.2918, top5_acc: 0.5412, loss_cls: 3.2625, loss: 5.0371, grad_norm: 2.7986 2020-09-10 22:28:12,042 - mmaction - INFO - Epoch [18][780/940] lr: 4.000e-02, eta: 2 days, 16:30:26, time: 1.779, data_time: 0.006, memory: 6924, loss_aux: 1.7506, top1_acc: 0.3014, top5_acc: 0.5494, loss_cls: 3.2156, loss: 4.9662, grad_norm: 2.7514 2020-09-10 22:28:48,238 - mmaction - INFO - Epoch [18][800/940] lr: 4.000e-02, eta: 2 days, 16:29:39, time: 1.808, data_time: 0.005, memory: 6924, loss_aux: 1.7425, top1_acc: 0.3135, top5_acc: 0.5549, loss_cls: 3.1925, loss: 4.9349, grad_norm: 2.7592 2020-09-10 22:29:23,691 - mmaction - INFO - Epoch [18][820/940] lr: 4.000e-02, eta: 2 days, 16:28:48, time: 1.774, data_time: 0.006, memory: 6924, loss_aux: 1.7614, top1_acc: 0.3059, top5_acc: 0.5539, loss_cls: 3.2087, loss: 4.9701, grad_norm: 2.7614 2020-09-10 22:29:59,774 - mmaction - INFO - Epoch [18][840/940] lr: 4.000e-02, eta: 2 days, 16:28:01, time: 1.802, data_time: 0.005, memory: 6924, loss_aux: 1.7768, top1_acc: 0.2848, top5_acc: 0.5400, loss_cls: 3.2828, loss: 5.0596, grad_norm: 2.7858 2020-09-10 22:30:35,505 - mmaction - INFO - Epoch [18][860/940] lr: 4.000e-02, eta: 2 days, 16:27:12, time: 1.788, data_time: 0.005, memory: 6924, loss_aux: 1.7974, top1_acc: 0.2943, top5_acc: 0.5318, loss_cls: 3.3158, loss: 5.1131, grad_norm: 2.8026 2020-09-10 22:31:11,360 - mmaction - INFO - Epoch [18][880/940] lr: 4.000e-02, eta: 2 days, 16:26:23, time: 1.793, data_time: 0.006, memory: 6924, loss_aux: 1.7437, top1_acc: 0.3045, top5_acc: 0.5535, loss_cls: 3.2295, loss: 4.9731, grad_norm: 2.7498 2020-09-10 22:31:48,010 - mmaction - INFO - Epoch [18][900/940] lr: 4.000e-02, eta: 2 days, 16:25:40, time: 1.832, data_time: 0.002, memory: 6924, loss_aux: 1.7682, top1_acc: 0.2924, top5_acc: 0.5488, loss_cls: 3.2401, loss: 5.0083, grad_norm: 2.7836 2020-09-10 22:32:22,714 - mmaction - INFO - Epoch [18][920/940] lr: 4.000e-02, eta: 2 days, 16:24:43, time: 1.734, data_time: 0.005, memory: 6924, loss_aux: 1.7566, top1_acc: 0.2928, top5_acc: 0.5459, loss_cls: 3.2401, loss: 4.9967, grad_norm: 2.8009 2020-09-10 22:32:57,299 - mmaction - INFO - Epoch [18][940/940] lr: 4.000e-02, eta: 2 days, 16:23:45, time: 1.731, data_time: 0.006, memory: 6924, loss_aux: 1.7201, top1_acc: 0.3097, top5_acc: 0.5617, loss_cls: 3.1636, loss: 4.8838, grad_norm: 2.7541 2020-09-10 22:32:57,725 - mmaction - INFO - Saving checkpoint at 18 epochs 2020-09-10 22:33:40,171 - mmaction - INFO - Epoch [19][20/940] lr: 4.000e-02, eta: 2 days, 16:23:11, time: 1.886, data_time: 0.463, memory: 6924, loss_aux: 1.7378, top1_acc: 0.3102, top5_acc: 0.5670, loss_cls: 3.1651, loss: 4.9029, grad_norm: 2.7798 2020-09-10 22:34:13,628 - mmaction - INFO - Epoch [19][40/940] lr: 4.000e-02, eta: 2 days, 16:22:05, time: 1.675, data_time: 0.007, memory: 6924, loss_aux: 1.7436, top1_acc: 0.3016, top5_acc: 0.5510, loss_cls: 3.2208, loss: 4.9644, grad_norm: 2.7429 2020-09-10 22:34:48,721 - mmaction - INFO - Epoch [19][60/940] lr: 4.000e-02, eta: 2 days, 16:21:11, time: 1.753, data_time: 0.005, memory: 6924, loss_aux: 1.7431, top1_acc: 0.3115, top5_acc: 0.5592, loss_cls: 3.1943, loss: 4.9374, grad_norm: 2.7624 2020-09-10 22:35:24,063 - mmaction - INFO - Epoch [19][80/940] lr: 4.000e-02, eta: 2 days, 16:20:19, time: 1.767, data_time: 0.006, memory: 6924, loss_aux: 1.7207, top1_acc: 0.3205, top5_acc: 0.5609, loss_cls: 3.1343, loss: 4.8550, grad_norm: 2.7781 2020-09-10 22:36:00,074 - mmaction - INFO - Epoch [19][100/940] lr: 4.000e-02, eta: 2 days, 16:19:32, time: 1.802, data_time: 0.006, memory: 6924, loss_aux: 1.7525, top1_acc: 0.3059, top5_acc: 0.5566, loss_cls: 3.1951, loss: 4.9476, grad_norm: 2.7464 2020-09-10 22:36:35,041 - mmaction - INFO - Epoch [19][120/940] lr: 4.000e-02, eta: 2 days, 16:18:37, time: 1.747, data_time: 0.006, memory: 6924, loss_aux: 1.7228, top1_acc: 0.3203, top5_acc: 0.5652, loss_cls: 3.1633, loss: 4.8861, grad_norm: 2.7199 2020-09-10 22:37:10,893 - mmaction - INFO - Epoch [19][140/940] lr: 4.000e-02, eta: 2 days, 16:17:49, time: 1.795, data_time: 0.006, memory: 6924, loss_aux: 1.7536, top1_acc: 0.3111, top5_acc: 0.5475, loss_cls: 3.2213, loss: 4.9749, grad_norm: 2.7631 2020-09-10 22:37:46,871 - mmaction - INFO - Epoch [19][160/940] lr: 4.000e-02, eta: 2 days, 16:17:01, time: 1.797, data_time: 0.005, memory: 6924, loss_aux: 1.7485, top1_acc: 0.3037, top5_acc: 0.5488, loss_cls: 3.2182, loss: 4.9667, grad_norm: 2.8165 2020-09-10 22:38:23,047 - mmaction - INFO - Epoch [19][180/940] lr: 4.000e-02, eta: 2 days, 16:16:16, time: 1.810, data_time: 0.006, memory: 6924, loss_aux: 1.7307, top1_acc: 0.3141, top5_acc: 0.5586, loss_cls: 3.1771, loss: 4.9078, grad_norm: 2.8212 2020-09-10 22:38:58,511 - mmaction - INFO - Epoch [19][200/940] lr: 4.000e-02, eta: 2 days, 16:15:24, time: 1.772, data_time: 0.006, memory: 6924, loss_aux: 1.7393, top1_acc: 0.3119, top5_acc: 0.5564, loss_cls: 3.1945, loss: 4.9338, grad_norm: 2.8072 2020-09-10 22:39:33,831 - mmaction - INFO - Epoch [19][220/940] lr: 4.000e-02, eta: 2 days, 16:14:33, time: 1.768, data_time: 0.006, memory: 6924, loss_aux: 1.7095, top1_acc: 0.3096, top5_acc: 0.5557, loss_cls: 3.1287, loss: 4.8382, grad_norm: 2.7664 2020-09-10 22:40:09,812 - mmaction - INFO - Epoch [19][240/940] lr: 4.000e-02, eta: 2 days, 16:13:45, time: 1.799, data_time: 0.005, memory: 6924, loss_aux: 1.7443, top1_acc: 0.3018, top5_acc: 0.5498, loss_cls: 3.2086, loss: 4.9530, grad_norm: 2.8057 2020-09-10 22:40:45,596 - mmaction - INFO - Epoch [19][260/940] lr: 4.000e-02, eta: 2 days, 16:12:57, time: 1.789, data_time: 0.003, memory: 6924, loss_aux: 1.7263, top1_acc: 0.3090, top5_acc: 0.5654, loss_cls: 3.1636, loss: 4.8899, grad_norm: 2.7755 2020-09-10 22:41:21,277 - mmaction - INFO - Epoch [19][280/940] lr: 4.000e-02, eta: 2 days, 16:12:07, time: 1.782, data_time: 0.006, memory: 6924, loss_aux: 1.7367, top1_acc: 0.3051, top5_acc: 0.5613, loss_cls: 3.1770, loss: 4.9136, grad_norm: 2.8031 2020-09-10 22:41:56,401 - mmaction - INFO - Epoch [19][300/940] lr: 4.000e-02, eta: 2 days, 16:11:14, time: 1.758, data_time: 0.007, memory: 6924, loss_aux: 1.7213, top1_acc: 0.3139, top5_acc: 0.5672, loss_cls: 3.1542, loss: 4.8755, grad_norm: 2.7155 2020-09-10 22:42:32,688 - mmaction - INFO - Epoch [19][320/940] lr: 4.000e-02, eta: 2 days, 16:10:29, time: 1.814, data_time: 0.006, memory: 6924, loss_aux: 1.7394, top1_acc: 0.3045, top5_acc: 0.5527, loss_cls: 3.2018, loss: 4.9411, grad_norm: 2.8200 2020-09-10 22:43:08,786 - mmaction - INFO - Epoch [19][340/940] lr: 4.000e-02, eta: 2 days, 16:09:43, time: 1.804, data_time: 0.003, memory: 6924, loss_aux: 1.7417, top1_acc: 0.3020, top5_acc: 0.5637, loss_cls: 3.1949, loss: 4.9366, grad_norm: 2.8065 2020-09-10 22:43:45,234 - mmaction - INFO - Epoch [19][360/940] lr: 4.000e-02, eta: 2 days, 16:08:59, time: 1.821, data_time: 0.005, memory: 6924, loss_aux: 1.7408, top1_acc: 0.3113, top5_acc: 0.5588, loss_cls: 3.1909, loss: 4.9317, grad_norm: 2.8020 2020-09-10 22:44:20,016 - mmaction - INFO - Epoch [19][380/940] lr: 4.000e-02, eta: 2 days, 16:08:04, time: 1.741, data_time: 0.006, memory: 6924, loss_aux: 1.7485, top1_acc: 0.3020, top5_acc: 0.5443, loss_cls: 3.2142, loss: 4.9627, grad_norm: 2.7668 2020-09-10 22:44:55,475 - mmaction - INFO - Epoch [19][400/940] lr: 4.000e-02, eta: 2 days, 16:07:13, time: 1.773, data_time: 0.002, memory: 6924, loss_aux: 1.7489, top1_acc: 0.3129, top5_acc: 0.5512, loss_cls: 3.2169, loss: 4.9658, grad_norm: 2.7954 2020-09-10 22:45:31,193 - mmaction - INFO - Epoch [19][420/940] lr: 4.000e-02, eta: 2 days, 16:06:24, time: 1.784, data_time: 0.005, memory: 6924, loss_aux: 1.7201, top1_acc: 0.3123, top5_acc: 0.5611, loss_cls: 3.1739, loss: 4.8940, grad_norm: 2.7883 2020-09-10 22:46:07,042 - mmaction - INFO - Epoch [19][440/940] lr: 4.000e-02, eta: 2 days, 16:05:37, time: 1.794, data_time: 0.006, memory: 6924, loss_aux: 1.7327, top1_acc: 0.3066, top5_acc: 0.5561, loss_cls: 3.1899, loss: 4.9226, grad_norm: 2.8024 2020-09-10 22:46:42,742 - mmaction - INFO - Epoch [19][460/940] lr: 4.000e-02, eta: 2 days, 16:04:48, time: 1.785, data_time: 0.002, memory: 6924, loss_aux: 1.7393, top1_acc: 0.3074, top5_acc: 0.5578, loss_cls: 3.2035, loss: 4.9428, grad_norm: 2.7770 2020-09-10 22:47:18,389 - mmaction - INFO - Epoch [19][480/940] lr: 4.000e-02, eta: 2 days, 16:03:58, time: 1.782, data_time: 0.005, memory: 6924, loss_aux: 1.7242, top1_acc: 0.3027, top5_acc: 0.5637, loss_cls: 3.1734, loss: 4.8976, grad_norm: 2.7748 2020-09-10 22:47:53,425 - mmaction - INFO - Epoch [19][500/940] lr: 4.000e-02, eta: 2 days, 16:03:05, time: 1.752, data_time: 0.003, memory: 6924, loss_aux: 1.7436, top1_acc: 0.3061, top5_acc: 0.5574, loss_cls: 3.1922, loss: 4.9358, grad_norm: 2.7925 2020-09-10 22:48:29,549 - mmaction - INFO - Epoch [19][520/940] lr: 4.000e-02, eta: 2 days, 16:02:19, time: 1.804, data_time: 0.005, memory: 6924, loss_aux: 1.7164, top1_acc: 0.3152, top5_acc: 0.5713, loss_cls: 3.1572, loss: 4.8736, grad_norm: 2.7842 2020-09-10 22:49:05,427 - mmaction - INFO - Epoch [19][540/940] lr: 4.000e-02, eta: 2 days, 16:01:32, time: 1.796, data_time: 0.006, memory: 6924, loss_aux: 1.7202, top1_acc: 0.3180, top5_acc: 0.5687, loss_cls: 3.1587, loss: 4.8790, grad_norm: 2.8319 2020-09-10 22:49:40,787 - mmaction - INFO - Epoch [19][560/940] lr: 4.000e-02, eta: 2 days, 16:00:40, time: 1.766, data_time: 0.006, memory: 6924, loss_aux: 1.7408, top1_acc: 0.3008, top5_acc: 0.5572, loss_cls: 3.1886, loss: 4.9294, grad_norm: 2.8187 2020-09-10 22:50:15,860 - mmaction - INFO - Epoch [19][580/940] lr: 4.000e-02, eta: 2 days, 15:59:47, time: 1.754, data_time: 0.006, memory: 6924, loss_aux: 1.7502, top1_acc: 0.3021, top5_acc: 0.5561, loss_cls: 3.2129, loss: 4.9632, grad_norm: 2.7836 2020-09-10 22:50:51,386 - mmaction - INFO - Epoch [19][600/940] lr: 4.000e-02, eta: 2 days, 15:58:58, time: 1.778, data_time: 0.006, memory: 6924, loss_aux: 1.7224, top1_acc: 0.3053, top5_acc: 0.5658, loss_cls: 3.1657, loss: 4.8881, grad_norm: 2.8095 2020-09-10 22:51:27,065 - mmaction - INFO - Epoch [19][620/940] lr: 4.000e-02, eta: 2 days, 15:58:09, time: 1.782, data_time: 0.006, memory: 6924, loss_aux: 1.7139, top1_acc: 0.3049, top5_acc: 0.5602, loss_cls: 3.1650, loss: 4.8790, grad_norm: 2.7716 2020-09-10 22:52:03,397 - mmaction - INFO - Epoch [19][640/940] lr: 4.000e-02, eta: 2 days, 15:57:25, time: 1.818, data_time: 0.007, memory: 6924, loss_aux: 1.7467, top1_acc: 0.2994, top5_acc: 0.5498, loss_cls: 3.2298, loss: 4.9766, grad_norm: 2.7807 2020-09-10 22:52:38,307 - mmaction - INFO - Epoch [19][660/940] lr: 4.000e-02, eta: 2 days, 15:56:31, time: 1.746, data_time: 0.003, memory: 6924, loss_aux: 1.7242, top1_acc: 0.3096, top5_acc: 0.5689, loss_cls: 3.1636, loss: 4.8878, grad_norm: 2.7172 2020-09-10 22:53:14,102 - mmaction - INFO - Epoch [19][680/940] lr: 4.000e-02, eta: 2 days, 15:55:42, time: 1.788, data_time: 0.002, memory: 6924, loss_aux: 1.7088, top1_acc: 0.3158, top5_acc: 0.5652, loss_cls: 3.1460, loss: 4.8549, grad_norm: 2.8433 2020-09-10 22:53:49,873 - mmaction - INFO - Epoch [19][700/940] lr: 4.000e-02, eta: 2 days, 15:54:55, time: 1.790, data_time: 0.006, memory: 6924, loss_aux: 1.7212, top1_acc: 0.3139, top5_acc: 0.5641, loss_cls: 3.1606, loss: 4.8818, grad_norm: 2.7556 2020-09-10 22:54:25,030 - mmaction - INFO - Epoch [19][720/940] lr: 4.000e-02, eta: 2 days, 15:54:02, time: 1.756, data_time: 0.006, memory: 6924, loss_aux: 1.7244, top1_acc: 0.3189, top5_acc: 0.5682, loss_cls: 3.1407, loss: 4.8651, grad_norm: 2.7759 2020-09-10 22:55:00,632 - mmaction - INFO - Epoch [19][740/940] lr: 4.000e-02, eta: 2 days, 15:53:13, time: 1.782, data_time: 0.006, memory: 6924, loss_aux: 1.7147, top1_acc: 0.3078, top5_acc: 0.5652, loss_cls: 3.1555, loss: 4.8702, grad_norm: 2.8114 2020-09-10 22:55:36,828 - mmaction - INFO - Epoch [19][760/940] lr: 4.000e-02, eta: 2 days, 15:52:28, time: 1.808, data_time: 0.006, memory: 6924, loss_aux: 1.7567, top1_acc: 0.2992, top5_acc: 0.5500, loss_cls: 3.2374, loss: 4.9941, grad_norm: 2.7909 2020-09-10 22:56:09,833 - mmaction - INFO - Epoch [19][780/940] lr: 4.000e-02, eta: 2 days, 15:51:21, time: 1.652, data_time: 0.006, memory: 6924, loss_aux: 1.7376, top1_acc: 0.3072, top5_acc: 0.5637, loss_cls: 3.1931, loss: 4.9307, grad_norm: 2.7745 2020-09-10 22:56:45,455 - mmaction - INFO - Epoch [19][800/940] lr: 4.000e-02, eta: 2 days, 15:50:32, time: 1.779, data_time: 0.005, memory: 6924, loss_aux: 1.7315, top1_acc: 0.3143, top5_acc: 0.5568, loss_cls: 3.1453, loss: 4.8768, grad_norm: 2.7579 2020-09-10 22:57:20,768 - mmaction - INFO - Epoch [19][820/940] lr: 4.000e-02, eta: 2 days, 15:49:41, time: 1.767, data_time: 0.006, memory: 6924, loss_aux: 1.7426, top1_acc: 0.3059, top5_acc: 0.5525, loss_cls: 3.2136, loss: 4.9562, grad_norm: 2.8381 2020-09-10 22:57:56,852 - mmaction - INFO - Epoch [19][840/940] lr: 4.000e-02, eta: 2 days, 15:48:55, time: 1.803, data_time: 0.005, memory: 6924, loss_aux: 1.7034, top1_acc: 0.3285, top5_acc: 0.5687, loss_cls: 3.1189, loss: 4.8222, grad_norm: 2.8330 2020-09-10 22:58:32,350 - mmaction - INFO - Epoch [19][860/940] lr: 4.000e-02, eta: 2 days, 15:48:06, time: 1.776, data_time: 0.006, memory: 6924, loss_aux: 1.7238, top1_acc: 0.3064, top5_acc: 0.5664, loss_cls: 3.1615, loss: 4.8853, grad_norm: 2.8390 2020-09-10 22:59:07,827 - mmaction - INFO - Epoch [19][880/940] lr: 4.000e-02, eta: 2 days, 15:47:16, time: 1.772, data_time: 0.006, memory: 6924, loss_aux: 1.7471, top1_acc: 0.2998, top5_acc: 0.5572, loss_cls: 3.1775, loss: 4.9246, grad_norm: 2.7543 2020-09-10 22:59:43,737 - mmaction - INFO - Epoch [19][900/940] lr: 4.000e-02, eta: 2 days, 15:46:29, time: 1.797, data_time: 0.005, memory: 6924, loss_aux: 1.7523, top1_acc: 0.3020, top5_acc: 0.5578, loss_cls: 3.2270, loss: 4.9793, grad_norm: 2.7978 2020-09-10 23:00:43,946 - mmaction - INFO - Epoch [19][920/940] lr: 4.000e-02, eta: 2 days, 15:48:27, time: 2.985, data_time: 0.006, memory: 6924, loss_aux: 1.7412, top1_acc: 0.3051, top5_acc: 0.5596, loss_cls: 3.2036, loss: 4.9449, grad_norm: 2.7975 2020-09-10 23:01:13,980 - mmaction - INFO - Epoch [19][940/940] lr: 4.000e-02, eta: 2 days, 15:47:03, time: 1.527, data_time: 0.055, memory: 6924, loss_aux: 1.7299, top1_acc: 0.3048, top5_acc: 0.5633, loss_cls: 3.1810, loss: 4.9109, grad_norm: 2.8462 2020-09-10 23:01:14,767 - mmaction - INFO - Saving checkpoint at 19 epochs 2020-09-10 23:02:04,175 - mmaction - INFO - Epoch [20][20/940] lr: 4.000e-02, eta: 2 days, 15:47:15, time: 2.225, data_time: 0.972, memory: 6924, loss_aux: 1.7119, top1_acc: 0.3092, top5_acc: 0.5668, loss_cls: 3.1512, loss: 4.8631, grad_norm: 2.7926 2020-09-10 23:02:34,275 - mmaction - INFO - Epoch [20][40/940] lr: 4.000e-02, eta: 2 days, 15:45:49, time: 1.507, data_time: 0.008, memory: 6924, loss_aux: 1.7486, top1_acc: 0.3057, top5_acc: 0.5584, loss_cls: 3.2166, loss: 4.9653, grad_norm: 2.8264 2020-09-10 23:03:09,152 - mmaction - INFO - Epoch [20][60/940] lr: 4.000e-02, eta: 2 days, 15:44:55, time: 1.742, data_time: 0.003, memory: 6924, loss_aux: 1.7296, top1_acc: 0.3086, top5_acc: 0.5596, loss_cls: 3.1832, loss: 4.9128, grad_norm: 2.7918 2020-09-10 23:03:43,917 - mmaction - INFO - Epoch [20][80/940] lr: 4.000e-02, eta: 2 days, 15:44:00, time: 1.740, data_time: 0.006, memory: 6924, loss_aux: 1.7326, top1_acc: 0.3047, top5_acc: 0.5633, loss_cls: 3.1865, loss: 4.9191, grad_norm: 2.7762 2020-09-10 23:04:18,814 - mmaction - INFO - Epoch [20][100/940] lr: 4.000e-02, eta: 2 days, 15:43:06, time: 1.743, data_time: 0.005, memory: 6924, loss_aux: 1.6998, top1_acc: 0.3189, top5_acc: 0.5732, loss_cls: 3.1014, loss: 4.8012, grad_norm: 2.8212 2020-09-10 23:04:53,951 - mmaction - INFO - Epoch [20][120/940] lr: 4.000e-02, eta: 2 days, 15:42:15, time: 1.759, data_time: 0.006, memory: 6924, loss_aux: 1.7202, top1_acc: 0.3082, top5_acc: 0.5564, loss_cls: 3.1641, loss: 4.8844, grad_norm: 2.7761 2020-09-10 23:05:29,662 - mmaction - INFO - Epoch [20][140/940] lr: 4.000e-02, eta: 2 days, 15:41:26, time: 1.784, data_time: 0.006, memory: 6924, loss_aux: 1.7095, top1_acc: 0.3242, top5_acc: 0.5768, loss_cls: 3.1127, loss: 4.8222, grad_norm: 2.8628 2020-09-10 23:06:04,303 - mmaction - INFO - Epoch [20][160/940] lr: 4.000e-02, eta: 2 days, 15:40:31, time: 1.732, data_time: 0.006, memory: 6924, loss_aux: 1.7543, top1_acc: 0.3141, top5_acc: 0.5639, loss_cls: 3.1969, loss: 4.9512, grad_norm: 2.8309 2020-09-10 23:06:39,926 - mmaction - INFO - Epoch [20][180/940] lr: 4.000e-02, eta: 2 days, 15:39:43, time: 1.784, data_time: 0.007, memory: 6924, loss_aux: 1.7165, top1_acc: 0.3152, top5_acc: 0.5617, loss_cls: 3.1528, loss: 4.8693, grad_norm: 2.8150 2020-09-10 23:07:15,589 - mmaction - INFO - Epoch [20][200/940] lr: 4.000e-02, eta: 2 days, 15:38:54, time: 1.781, data_time: 0.006, memory: 6924, loss_aux: 1.7260, top1_acc: 0.3187, top5_acc: 0.5670, loss_cls: 3.1764, loss: 4.9025, grad_norm: 2.7682 2020-09-10 23:07:50,520 - mmaction - INFO - Epoch [20][220/940] lr: 4.000e-02, eta: 2 days, 15:38:01, time: 1.748, data_time: 0.007, memory: 6924, loss_aux: 1.7135, top1_acc: 0.3164, top5_acc: 0.5617, loss_cls: 3.1551, loss: 4.8686, grad_norm: 2.7930 2020-09-10 23:08:26,053 - mmaction - INFO - Epoch [20][240/940] lr: 4.000e-02, eta: 2 days, 15:37:12, time: 1.776, data_time: 0.003, memory: 6924, loss_aux: 1.7023, top1_acc: 0.3201, top5_acc: 0.5705, loss_cls: 3.1392, loss: 4.8415, grad_norm: 2.7715 2020-09-10 23:09:01,200 - mmaction - INFO - Epoch [20][260/940] lr: 4.000e-02, eta: 2 days, 15:36:20, time: 1.756, data_time: 0.006, memory: 6924, loss_aux: 1.7286, top1_acc: 0.3092, top5_acc: 0.5592, loss_cls: 3.1997, loss: 4.9283, grad_norm: 2.8118 2020-09-10 23:09:36,769 - mmaction - INFO - Epoch [20][280/940] lr: 4.000e-02, eta: 2 days, 15:35:32, time: 1.780, data_time: 0.006, memory: 6924, loss_aux: 1.6983, top1_acc: 0.3246, top5_acc: 0.5748, loss_cls: 3.1063, loss: 4.8045, grad_norm: 2.8067 2020-09-10 23:10:12,661 - mmaction - INFO - Epoch [20][300/940] lr: 4.000e-02, eta: 2 days, 15:34:45, time: 1.792, data_time: 0.005, memory: 6924, loss_aux: 1.7069, top1_acc: 0.3187, top5_acc: 0.5762, loss_cls: 3.1254, loss: 4.8323, grad_norm: 2.8002 2020-09-10 23:10:48,960 - mmaction - INFO - Epoch [20][320/940] lr: 4.000e-02, eta: 2 days, 15:34:01, time: 1.817, data_time: 0.007, memory: 6924, loss_aux: 1.7180, top1_acc: 0.3160, top5_acc: 0.5584, loss_cls: 3.1652, loss: 4.8832, grad_norm: 2.8271 2020-09-10 23:11:24,842 - mmaction - INFO - Epoch [20][340/940] lr: 4.000e-02, eta: 2 days, 15:33:14, time: 1.792, data_time: 0.006, memory: 6924, loss_aux: 1.7384, top1_acc: 0.3068, top5_acc: 0.5492, loss_cls: 3.2002, loss: 4.9386, grad_norm: 2.7880 2020-09-10 23:11:59,736 - mmaction - INFO - Epoch [20][360/940] lr: 4.000e-02, eta: 2 days, 15:32:21, time: 1.746, data_time: 0.006, memory: 6924, loss_aux: 1.7304, top1_acc: 0.3150, top5_acc: 0.5660, loss_cls: 3.1796, loss: 4.9100, grad_norm: 2.7990 2020-09-10 23:12:34,905 - mmaction - INFO - Epoch [20][380/940] lr: 4.000e-02, eta: 2 days, 15:31:30, time: 1.757, data_time: 0.007, memory: 6924, loss_aux: 1.7103, top1_acc: 0.3133, top5_acc: 0.5664, loss_cls: 3.1348, loss: 4.8451, grad_norm: 2.8266 2020-09-10 23:13:11,066 - mmaction - INFO - Epoch [20][400/940] lr: 4.000e-02, eta: 2 days, 15:30:46, time: 1.809, data_time: 0.004, memory: 6924, loss_aux: 1.7126, top1_acc: 0.3168, top5_acc: 0.5615, loss_cls: 3.1434, loss: 4.8560, grad_norm: 2.8457 2020-09-10 23:13:47,251 - mmaction - INFO - Epoch [20][420/940] lr: 4.000e-02, eta: 2 days, 15:30:01, time: 1.807, data_time: 0.005, memory: 6924, loss_aux: 1.6772, top1_acc: 0.3227, top5_acc: 0.5805, loss_cls: 3.0509, loss: 4.7281, grad_norm: 2.8196 2020-09-10 23:14:22,940 - mmaction - INFO - Epoch [20][440/940] lr: 4.000e-02, eta: 2 days, 15:29:13, time: 1.786, data_time: 0.006, memory: 6924, loss_aux: 1.7233, top1_acc: 0.3162, top5_acc: 0.5605, loss_cls: 3.1547, loss: 4.8780, grad_norm: 2.8412 2020-09-10 23:14:57,782 - mmaction - INFO - Epoch [20][460/940] lr: 4.000e-02, eta: 2 days, 15:28:20, time: 1.742, data_time: 0.003, memory: 6924, loss_aux: 1.7207, top1_acc: 0.3162, top5_acc: 0.5652, loss_cls: 3.1623, loss: 4.8831, grad_norm: 2.8446 2020-09-10 23:15:33,737 - mmaction - INFO - Epoch [20][480/940] lr: 4.000e-02, eta: 2 days, 15:27:34, time: 1.796, data_time: 0.005, memory: 6924, loss_aux: 1.7039, top1_acc: 0.3234, top5_acc: 0.5717, loss_cls: 3.1199, loss: 4.8238, grad_norm: 2.7813 2020-09-10 23:16:09,444 - mmaction - INFO - Epoch [20][500/940] lr: 4.000e-02, eta: 2 days, 15:26:46, time: 1.786, data_time: 0.005, memory: 6924, loss_aux: 1.6725, top1_acc: 0.3268, top5_acc: 0.5861, loss_cls: 3.0620, loss: 4.7345, grad_norm: 2.8179 2020-09-10 23:16:44,888 - mmaction - INFO - Epoch [20][520/940] lr: 4.000e-02, eta: 2 days, 15:25:57, time: 1.771, data_time: 0.006, memory: 6924, loss_aux: 1.6983, top1_acc: 0.3178, top5_acc: 0.5658, loss_cls: 3.1186, loss: 4.8170, grad_norm: 2.8498 2020-09-10 23:17:21,213 - mmaction - INFO - Epoch [20][540/940] lr: 4.000e-02, eta: 2 days, 15:25:14, time: 1.817, data_time: 0.006, memory: 6924, loss_aux: 1.6880, top1_acc: 0.3191, top5_acc: 0.5754, loss_cls: 3.0855, loss: 4.7735, grad_norm: 2.7650 2020-09-10 23:17:57,219 - mmaction - INFO - Epoch [20][560/940] lr: 4.000e-02, eta: 2 days, 15:24:28, time: 1.799, data_time: 0.007, memory: 6924, loss_aux: 1.7046, top1_acc: 0.3135, top5_acc: 0.5654, loss_cls: 3.1108, loss: 4.8154, grad_norm: 2.7780 2020-09-10 23:18:31,986 - mmaction - INFO - Epoch [20][580/940] lr: 4.000e-02, eta: 2 days, 15:23:35, time: 1.740, data_time: 0.007, memory: 6924, loss_aux: 1.7077, top1_acc: 0.3119, top5_acc: 0.5684, loss_cls: 3.1380, loss: 4.8457, grad_norm: 2.8176 2020-09-10 23:19:08,807 - mmaction - INFO - Epoch [20][600/940] lr: 4.000e-02, eta: 2 days, 15:22:54, time: 1.840, data_time: 0.006, memory: 6924, loss_aux: 1.6712, top1_acc: 0.3219, top5_acc: 0.5771, loss_cls: 3.0859, loss: 4.7571, grad_norm: 2.8355 2020-09-10 23:19:43,485 - mmaction - INFO - Epoch [20][620/940] lr: 4.000e-02, eta: 2 days, 15:22:00, time: 1.735, data_time: 0.006, memory: 6924, loss_aux: 1.7148, top1_acc: 0.3258, top5_acc: 0.5748, loss_cls: 3.1287, loss: 4.8436, grad_norm: 2.8724 2020-09-10 23:20:19,610 - mmaction - INFO - Epoch [20][640/940] lr: 4.000e-02, eta: 2 days, 15:21:15, time: 1.804, data_time: 0.006, memory: 6924, loss_aux: 1.7043, top1_acc: 0.3094, top5_acc: 0.5693, loss_cls: 3.1336, loss: 4.8380, grad_norm: 2.8075 2020-09-10 23:20:56,520 - mmaction - INFO - Epoch [20][660/940] lr: 4.000e-02, eta: 2 days, 15:20:36, time: 1.847, data_time: 0.006, memory: 6924, loss_aux: 1.6846, top1_acc: 0.3170, top5_acc: 0.5736, loss_cls: 3.0853, loss: 4.7699, grad_norm: 2.8059 2020-09-10 23:21:32,540 - mmaction - INFO - Epoch [20][680/940] lr: 4.000e-02, eta: 2 days, 15:19:51, time: 1.801, data_time: 0.006, memory: 6924, loss_aux: 1.7224, top1_acc: 0.3059, top5_acc: 0.5561, loss_cls: 3.1742, loss: 4.8966, grad_norm: 2.8269 2020-09-10 23:22:07,066 - mmaction - INFO - Epoch [20][700/940] lr: 4.000e-02, eta: 2 days, 15:18:56, time: 1.726, data_time: 0.005, memory: 6924, loss_aux: 1.7266, top1_acc: 0.3135, top5_acc: 0.5561, loss_cls: 3.1925, loss: 4.9191, grad_norm: 2.8299 2020-09-10 23:22:42,763 - mmaction - INFO - Epoch [20][720/940] lr: 4.000e-02, eta: 2 days, 15:18:08, time: 1.782, data_time: 0.003, memory: 6924, loss_aux: 1.6837, top1_acc: 0.3271, top5_acc: 0.5732, loss_cls: 3.0840, loss: 4.7677, grad_norm: 2.8068 2020-09-10 23:23:18,551 - mmaction - INFO - Epoch [20][740/940] lr: 4.000e-02, eta: 2 days, 15:17:22, time: 1.790, data_time: 0.007, memory: 6924, loss_aux: 1.7099, top1_acc: 0.3150, top5_acc: 0.5654, loss_cls: 3.1207, loss: 4.8306, grad_norm: 2.8895 2020-09-10 23:23:54,109 - mmaction - INFO - Epoch [20][760/940] lr: 4.000e-02, eta: 2 days, 15:16:33, time: 1.778, data_time: 0.006, memory: 6924, loss_aux: 1.7251, top1_acc: 0.3156, top5_acc: 0.5582, loss_cls: 3.1728, loss: 4.8980, grad_norm: 2.7932 2020-09-10 23:24:29,830 - mmaction - INFO - Epoch [20][780/940] lr: 4.000e-02, eta: 2 days, 15:15:46, time: 1.787, data_time: 0.006, memory: 6924, loss_aux: 1.7090, top1_acc: 0.3199, top5_acc: 0.5592, loss_cls: 3.1381, loss: 4.8470, grad_norm: 2.8234 2020-09-10 23:25:06,055 - mmaction - INFO - Epoch [20][800/940] lr: 4.000e-02, eta: 2 days, 15:15:03, time: 1.812, data_time: 0.007, memory: 6924, loss_aux: 1.7159, top1_acc: 0.3135, top5_acc: 0.5660, loss_cls: 3.1512, loss: 4.8670, grad_norm: 2.8142 2020-09-10 23:25:40,967 - mmaction - INFO - Epoch [20][820/940] lr: 4.000e-02, eta: 2 days, 15:14:10, time: 1.745, data_time: 0.003, memory: 6924, loss_aux: 1.6902, top1_acc: 0.3229, top5_acc: 0.5754, loss_cls: 3.1059, loss: 4.7960, grad_norm: 2.8147 2020-09-10 23:26:16,344 - mmaction - INFO - Epoch [20][840/940] lr: 4.000e-02, eta: 2 days, 15:13:21, time: 1.767, data_time: 0.006, memory: 6924, loss_aux: 1.7151, top1_acc: 0.3145, top5_acc: 0.5602, loss_cls: 3.1513, loss: 4.8663, grad_norm: 2.8492 2020-09-10 23:26:51,652 - mmaction - INFO - Epoch [20][860/940] lr: 4.000e-02, eta: 2 days, 15:12:31, time: 1.767, data_time: 0.008, memory: 6924, loss_aux: 1.7127, top1_acc: 0.3279, top5_acc: 0.5680, loss_cls: 3.1145, loss: 4.8273, grad_norm: 2.8104 2020-09-10 23:27:27,791 - mmaction - INFO - Epoch [20][880/940] lr: 4.000e-02, eta: 2 days, 15:11:47, time: 1.806, data_time: 0.007, memory: 6924, loss_aux: 1.7045, top1_acc: 0.3199, top5_acc: 0.5668, loss_cls: 3.1185, loss: 4.8230, grad_norm: 2.9246 2020-09-10 23:28:03,219 - mmaction - INFO - Epoch [20][900/940] lr: 4.000e-02, eta: 2 days, 15:10:58, time: 1.773, data_time: 0.007, memory: 6924, loss_aux: 1.7189, top1_acc: 0.3129, top5_acc: 0.5611, loss_cls: 3.1695, loss: 4.8884, grad_norm: 2.7875 2020-09-10 23:28:38,745 - mmaction - INFO - Epoch [20][920/940] lr: 4.000e-02, eta: 2 days, 15:10:10, time: 1.775, data_time: 0.006, memory: 6924, loss_aux: 1.7162, top1_acc: 0.3131, top5_acc: 0.5687, loss_cls: 3.1489, loss: 4.8651, grad_norm: 2.8032 2020-09-10 23:29:12,842 - mmaction - INFO - Epoch [20][940/940] lr: 4.000e-02, eta: 2 days, 15:09:12, time: 1.706, data_time: 0.005, memory: 6924, loss_aux: 1.7108, top1_acc: 0.3123, top5_acc: 0.5708, loss_cls: 3.1270, loss: 4.8378, grad_norm: 2.8565 2020-09-10 23:29:13,254 - mmaction - INFO - Saving checkpoint at 20 epochs 2020-09-10 23:29:55,338 - mmaction - INFO - Epoch [21][20/940] lr: 4.000e-02, eta: 2 days, 15:08:26, time: 1.789, data_time: 0.365, memory: 6924, loss_aux: 1.7117, top1_acc: 0.3178, top5_acc: 0.5715, loss_cls: 3.1377, loss: 4.8493, grad_norm: 2.8316 2020-09-10 23:30:28,190 - mmaction - INFO - Epoch [21][40/940] lr: 4.000e-02, eta: 2 days, 15:07:21, time: 1.644, data_time: 0.006, memory: 6924, loss_aux: 1.7134, top1_acc: 0.3158, top5_acc: 0.5658, loss_cls: 3.1590, loss: 4.8724, grad_norm: 2.8431 2020-09-10 23:31:03,871 - mmaction - INFO - Epoch [21][60/940] lr: 4.000e-02, eta: 2 days, 15:06:33, time: 1.782, data_time: 0.005, memory: 6924, loss_aux: 1.6967, top1_acc: 0.3281, top5_acc: 0.5830, loss_cls: 3.0874, loss: 4.7840, grad_norm: 2.8161 2020-09-10 23:31:39,081 - mmaction - INFO - Epoch [21][80/940] lr: 4.000e-02, eta: 2 days, 15:05:44, time: 1.762, data_time: 0.006, memory: 6924, loss_aux: 1.6496, top1_acc: 0.3459, top5_acc: 0.5920, loss_cls: 3.0112, loss: 4.6608, grad_norm: 2.7902 2020-09-10 23:32:14,118 - mmaction - INFO - Epoch [21][100/940] lr: 4.000e-02, eta: 2 days, 15:04:52, time: 1.751, data_time: 0.003, memory: 6924, loss_aux: 1.6968, top1_acc: 0.3246, top5_acc: 0.5682, loss_cls: 3.0930, loss: 4.7898, grad_norm: 2.8220 2020-09-10 23:32:49,226 - mmaction - INFO - Epoch [21][120/940] lr: 4.000e-02, eta: 2 days, 15:04:02, time: 1.754, data_time: 0.005, memory: 6924, loss_aux: 1.6874, top1_acc: 0.3230, top5_acc: 0.5762, loss_cls: 3.0843, loss: 4.7717, grad_norm: 2.8464 2020-09-10 23:33:26,426 - mmaction - INFO - Epoch [21][140/940] lr: 4.000e-02, eta: 2 days, 15:03:24, time: 1.860, data_time: 0.006, memory: 6924, loss_aux: 1.6868, top1_acc: 0.3293, top5_acc: 0.5715, loss_cls: 3.0818, loss: 4.7685, grad_norm: 2.8372 2020-09-10 23:34:01,848 - mmaction - INFO - Epoch [21][160/940] lr: 4.000e-02, eta: 2 days, 15:02:36, time: 1.773, data_time: 0.006, memory: 6924, loss_aux: 1.6971, top1_acc: 0.3262, top5_acc: 0.5674, loss_cls: 3.1058, loss: 4.8029, grad_norm: 2.8224 2020-09-10 23:34:37,035 - mmaction - INFO - Epoch [21][180/940] lr: 4.000e-02, eta: 2 days, 15:01:46, time: 1.758, data_time: 0.005, memory: 6924, loss_aux: 1.6857, top1_acc: 0.3223, top5_acc: 0.5734, loss_cls: 3.0837, loss: 4.7695, grad_norm: 2.8280 2020-09-10 23:35:12,309 - mmaction - INFO - Epoch [21][200/940] lr: 4.000e-02, eta: 2 days, 15:00:56, time: 1.763, data_time: 0.006, memory: 6924, loss_aux: 1.6759, top1_acc: 0.3195, top5_acc: 0.5760, loss_cls: 3.0828, loss: 4.7587, grad_norm: 2.8418 2020-09-10 23:35:47,174 - mmaction - INFO - Epoch [21][220/940] lr: 4.000e-02, eta: 2 days, 15:00:04, time: 1.744, data_time: 0.006, memory: 6924, loss_aux: 1.7157, top1_acc: 0.3072, top5_acc: 0.5633, loss_cls: 3.1508, loss: 4.8664, grad_norm: 2.8385 2020-09-10 23:36:22,878 - mmaction - INFO - Epoch [21][240/940] lr: 4.000e-02, eta: 2 days, 14:59:17, time: 1.784, data_time: 0.007, memory: 6924, loss_aux: 1.6885, top1_acc: 0.3254, top5_acc: 0.5686, loss_cls: 3.1129, loss: 4.8014, grad_norm: 2.8616 2020-09-10 23:36:58,102 - mmaction - INFO - Epoch [21][260/940] lr: 4.000e-02, eta: 2 days, 14:58:28, time: 1.764, data_time: 0.006, memory: 6924, loss_aux: 1.7052, top1_acc: 0.3236, top5_acc: 0.5768, loss_cls: 3.1235, loss: 4.8287, grad_norm: 2.8053 2020-09-10 23:37:33,377 - mmaction - INFO - Epoch [21][280/940] lr: 4.000e-02, eta: 2 days, 14:57:38, time: 1.762, data_time: 0.006, memory: 6924, loss_aux: 1.6827, top1_acc: 0.3297, top5_acc: 0.5795, loss_cls: 3.0737, loss: 4.7564, grad_norm: 2.8069 2020-09-10 23:38:08,646 - mmaction - INFO - Epoch [21][300/940] lr: 4.000e-02, eta: 2 days, 14:56:49, time: 1.765, data_time: 0.005, memory: 6924, loss_aux: 1.6913, top1_acc: 0.3275, top5_acc: 0.5822, loss_cls: 3.0984, loss: 4.7897, grad_norm: 2.8682 2020-09-10 23:38:44,746 - mmaction - INFO - Epoch [21][320/940] lr: 4.000e-02, eta: 2 days, 14:56:05, time: 1.803, data_time: 0.005, memory: 6924, loss_aux: 1.6969, top1_acc: 0.3225, top5_acc: 0.5721, loss_cls: 3.1081, loss: 4.8050, grad_norm: 2.8442 2020-09-10 23:39:20,127 - mmaction - INFO - Epoch [21][340/940] lr: 4.000e-02, eta: 2 days, 14:55:16, time: 1.771, data_time: 0.006, memory: 6924, loss_aux: 1.6972, top1_acc: 0.3270, top5_acc: 0.5715, loss_cls: 3.1102, loss: 4.8074, grad_norm: 2.8346 2020-09-10 23:39:55,341 - mmaction - INFO - Epoch [21][360/940] lr: 4.000e-02, eta: 2 days, 14:54:26, time: 1.759, data_time: 0.005, memory: 6924, loss_aux: 1.6914, top1_acc: 0.3195, top5_acc: 0.5721, loss_cls: 3.0963, loss: 4.7877, grad_norm: 2.8364 2020-09-10 23:40:30,835 - mmaction - INFO - Epoch [21][380/940] lr: 4.000e-02, eta: 2 days, 14:53:39, time: 1.777, data_time: 0.006, memory: 6924, loss_aux: 1.6904, top1_acc: 0.3152, top5_acc: 0.5766, loss_cls: 3.1017, loss: 4.7922, grad_norm: 2.8023 2020-09-10 23:41:05,919 - mmaction - INFO - Epoch [21][400/940] lr: 4.000e-02, eta: 2 days, 14:52:48, time: 1.752, data_time: 0.005, memory: 6924, loss_aux: 1.6964, top1_acc: 0.3182, top5_acc: 0.5725, loss_cls: 3.1073, loss: 4.8037, grad_norm: 2.8295 2020-09-10 23:41:42,786 - mmaction - INFO - Epoch [21][420/940] lr: 4.000e-02, eta: 2 days, 14:52:09, time: 1.845, data_time: 0.006, memory: 6924, loss_aux: 1.6868, top1_acc: 0.3248, top5_acc: 0.5793, loss_cls: 3.0801, loss: 4.7668, grad_norm: 2.8755 2020-09-10 23:42:17,665 - mmaction - INFO - Epoch [21][440/940] lr: 4.000e-02, eta: 2 days, 14:51:18, time: 1.744, data_time: 0.003, memory: 6924, loss_aux: 1.6698, top1_acc: 0.3230, top5_acc: 0.5852, loss_cls: 3.0695, loss: 4.7392, grad_norm: 2.8363 2020-09-10 23:42:53,216 - mmaction - INFO - Epoch [21][460/940] lr: 4.000e-02, eta: 2 days, 14:50:30, time: 1.776, data_time: 0.007, memory: 6924, loss_aux: 1.6990, top1_acc: 0.3201, top5_acc: 0.5723, loss_cls: 3.1067, loss: 4.8057, grad_norm: 2.8612 2020-09-10 23:43:28,448 - mmaction - INFO - Epoch [21][480/940] lr: 4.000e-02, eta: 2 days, 14:49:41, time: 1.763, data_time: 0.006, memory: 6924, loss_aux: 1.6852, top1_acc: 0.3215, top5_acc: 0.5734, loss_cls: 3.1120, loss: 4.7972, grad_norm: 2.8443 2020-09-10 23:44:04,235 - mmaction - INFO - Epoch [21][500/940] lr: 4.000e-02, eta: 2 days, 14:48:55, time: 1.787, data_time: 0.006, memory: 6924, loss_aux: 1.7116, top1_acc: 0.3154, top5_acc: 0.5598, loss_cls: 3.1472, loss: 4.8588, grad_norm: 2.8867 2020-09-10 23:44:39,541 - mmaction - INFO - Epoch [21][520/940] lr: 4.000e-02, eta: 2 days, 14:48:06, time: 1.768, data_time: 0.006, memory: 6924, loss_aux: 1.6958, top1_acc: 0.3264, top5_acc: 0.5795, loss_cls: 3.1036, loss: 4.7994, grad_norm: 2.8460 2020-09-10 23:45:14,644 - mmaction - INFO - Epoch [21][540/940] lr: 4.000e-02, eta: 2 days, 14:47:16, time: 1.753, data_time: 0.005, memory: 6924, loss_aux: 1.6875, top1_acc: 0.3246, top5_acc: 0.5793, loss_cls: 3.1039, loss: 4.7914, grad_norm: 2.8370 2020-09-10 23:45:50,257 - mmaction - INFO - Epoch [21][560/940] lr: 4.000e-02, eta: 2 days, 14:46:29, time: 1.781, data_time: 0.006, memory: 6924, loss_aux: 1.6680, top1_acc: 0.3326, top5_acc: 0.5832, loss_cls: 3.0696, loss: 4.7376, grad_norm: 2.8027 2020-09-10 23:46:25,631 - mmaction - INFO - Epoch [21][580/940] lr: 4.000e-02, eta: 2 days, 14:45:41, time: 1.771, data_time: 0.006, memory: 6924, loss_aux: 1.6978, top1_acc: 0.3248, top5_acc: 0.5758, loss_cls: 3.0883, loss: 4.7861, grad_norm: 2.8373 2020-09-10 23:47:01,062 - mmaction - INFO - Epoch [21][600/940] lr: 4.000e-02, eta: 2 days, 14:44:53, time: 1.769, data_time: 0.005, memory: 6924, loss_aux: 1.6798, top1_acc: 0.3299, top5_acc: 0.5797, loss_cls: 3.0773, loss: 4.7571, grad_norm: 2.8925 2020-09-10 23:47:36,684 - mmaction - INFO - Epoch [21][620/940] lr: 4.000e-02, eta: 2 days, 14:44:06, time: 1.782, data_time: 0.006, memory: 6924, loss_aux: 1.6869, top1_acc: 0.3143, top5_acc: 0.5758, loss_cls: 3.0920, loss: 4.7789, grad_norm: 2.8598 2020-09-10 23:48:12,345 - mmaction - INFO - Epoch [21][640/940] lr: 4.000e-02, eta: 2 days, 14:43:19, time: 1.782, data_time: 0.006, memory: 6924, loss_aux: 1.6771, top1_acc: 0.3285, top5_acc: 0.5830, loss_cls: 3.0791, loss: 4.7561, grad_norm: 2.8152 2020-09-10 23:48:47,451 - mmaction - INFO - Epoch [21][660/940] lr: 4.000e-02, eta: 2 days, 14:42:30, time: 1.757, data_time: 0.006, memory: 6924, loss_aux: 1.6900, top1_acc: 0.3250, top5_acc: 0.5801, loss_cls: 3.0837, loss: 4.7737, grad_norm: 2.8841 2020-09-10 23:49:23,151 - mmaction - INFO - Epoch [21][680/940] lr: 4.000e-02, eta: 2 days, 14:41:43, time: 1.783, data_time: 0.006, memory: 6924, loss_aux: 1.6744, top1_acc: 0.3254, top5_acc: 0.5781, loss_cls: 3.0756, loss: 4.7500, grad_norm: 2.8447 2020-09-10 23:49:58,683 - mmaction - INFO - Epoch [21][700/940] lr: 4.000e-02, eta: 2 days, 14:40:56, time: 1.779, data_time: 0.006, memory: 6924, loss_aux: 1.6946, top1_acc: 0.3225, top5_acc: 0.5799, loss_cls: 3.1125, loss: 4.8071, grad_norm: 2.8555 2020-09-10 23:50:33,863 - mmaction - INFO - Epoch [21][720/940] lr: 4.000e-02, eta: 2 days, 14:40:07, time: 1.759, data_time: 0.003, memory: 6924, loss_aux: 1.6938, top1_acc: 0.3232, top5_acc: 0.5723, loss_cls: 3.1079, loss: 4.8017, grad_norm: 2.8246 2020-09-10 23:51:09,999 - mmaction - INFO - Epoch [21][740/940] lr: 4.000e-02, eta: 2 days, 14:39:23, time: 1.805, data_time: 0.006, memory: 6924, loss_aux: 1.6867, top1_acc: 0.3291, top5_acc: 0.5807, loss_cls: 3.0854, loss: 4.7721, grad_norm: 2.8041 2020-09-10 23:51:44,538 - mmaction - INFO - Epoch [21][760/940] lr: 4.000e-02, eta: 2 days, 14:38:30, time: 1.729, data_time: 0.006, memory: 6924, loss_aux: 1.6920, top1_acc: 0.3199, top5_acc: 0.5797, loss_cls: 3.0849, loss: 4.7769, grad_norm: 2.8536 2020-09-10 23:52:20,646 - mmaction - INFO - Epoch [21][780/940] lr: 4.000e-02, eta: 2 days, 14:37:47, time: 1.804, data_time: 0.005, memory: 6924, loss_aux: 1.6973, top1_acc: 0.3311, top5_acc: 0.5771, loss_cls: 3.0868, loss: 4.7841, grad_norm: 2.8108 2020-09-10 23:52:55,789 - mmaction - INFO - Epoch [21][800/940] lr: 4.000e-02, eta: 2 days, 14:36:57, time: 1.758, data_time: 0.005, memory: 6924, loss_aux: 1.6958, top1_acc: 0.3230, top5_acc: 0.5666, loss_cls: 3.1318, loss: 4.8276, grad_norm: 2.8776 2020-09-10 23:53:31,648 - mmaction - INFO - Epoch [21][820/940] lr: 4.000e-02, eta: 2 days, 14:36:12, time: 1.790, data_time: 0.006, memory: 6924, loss_aux: 1.6709, top1_acc: 0.3301, top5_acc: 0.5869, loss_cls: 3.0583, loss: 4.7292, grad_norm: 2.8610 2020-09-10 23:54:06,862 - mmaction - INFO - Epoch [21][840/940] lr: 4.000e-02, eta: 2 days, 14:35:23, time: 1.764, data_time: 0.007, memory: 6924, loss_aux: 1.6806, top1_acc: 0.3205, top5_acc: 0.5760, loss_cls: 3.0974, loss: 4.7780, grad_norm: 2.8714 2020-09-10 23:54:43,205 - mmaction - INFO - Epoch [21][860/940] lr: 4.000e-02, eta: 2 days, 14:34:41, time: 1.816, data_time: 0.005, memory: 6924, loss_aux: 1.6567, top1_acc: 0.3303, top5_acc: 0.5887, loss_cls: 3.0473, loss: 4.7039, grad_norm: 2.8345 2020-09-10 23:55:17,843 - mmaction - INFO - Epoch [21][880/940] lr: 4.000e-02, eta: 2 days, 14:33:49, time: 1.732, data_time: 0.005, memory: 6924, loss_aux: 1.6903, top1_acc: 0.3217, top5_acc: 0.5797, loss_cls: 3.0915, loss: 4.7818, grad_norm: 2.8175 2020-09-10 23:55:53,195 - mmaction - INFO - Epoch [21][900/940] lr: 4.000e-02, eta: 2 days, 14:33:01, time: 1.769, data_time: 0.005, memory: 6924, loss_aux: 1.6862, top1_acc: 0.3293, top5_acc: 0.5773, loss_cls: 3.1000, loss: 4.7862, grad_norm: 2.8401 2020-09-10 23:56:28,453 - mmaction - INFO - Epoch [21][920/940] lr: 4.000e-02, eta: 2 days, 14:32:12, time: 1.761, data_time: 0.005, memory: 6924, loss_aux: 1.6814, top1_acc: 0.3252, top5_acc: 0.5676, loss_cls: 3.0836, loss: 4.7650, grad_norm: 2.8337 2020-09-10 23:57:02,614 - mmaction - INFO - Epoch [21][940/940] lr: 4.000e-02, eta: 2 days, 14:31:17, time: 1.710, data_time: 0.006, memory: 6924, loss_aux: 1.7057, top1_acc: 0.3198, top5_acc: 0.5629, loss_cls: 3.1465, loss: 4.8522, grad_norm: 2.9028 2020-09-10 23:57:03,075 - mmaction - INFO - Saving checkpoint at 21 epochs 2020-09-10 23:57:45,716 - mmaction - INFO - Epoch [22][20/940] lr: 4.000e-02, eta: 2 days, 14:30:48, time: 1.929, data_time: 0.509, memory: 6924, loss_aux: 1.6624, top1_acc: 0.3365, top5_acc: 0.5867, loss_cls: 3.0341, loss: 4.6965, grad_norm: 2.8685 2020-09-10 23:58:20,122 - mmaction - INFO - Epoch [22][40/940] lr: 4.000e-02, eta: 2 days, 14:29:55, time: 1.722, data_time: 0.006, memory: 6924, loss_aux: 1.6733, top1_acc: 0.3291, top5_acc: 0.5811, loss_cls: 3.0701, loss: 4.7434, grad_norm: 2.8562 2020-09-10 23:58:54,535 - mmaction - INFO - Epoch [22][60/940] lr: 4.000e-02, eta: 2 days, 14:29:01, time: 1.719, data_time: 0.005, memory: 6924, loss_aux: 1.6443, top1_acc: 0.3264, top5_acc: 0.5834, loss_cls: 3.0388, loss: 4.6831, grad_norm: 2.8330 2020-09-10 23:59:30,042 - mmaction - INFO - Epoch [22][80/940] lr: 4.000e-02, eta: 2 days, 14:28:14, time: 1.777, data_time: 0.006, memory: 6924, loss_aux: 1.6637, top1_acc: 0.3295, top5_acc: 0.5877, loss_cls: 3.0453, loss: 4.7090, grad_norm: 2.8263 2020-09-11 00:00:29,738 - mmaction - INFO - Epoch [22][100/940] lr: 4.000e-02, eta: 2 days, 14:29:52, time: 2.960, data_time: 0.010, memory: 6924, loss_aux: 1.6769, top1_acc: 0.3201, top5_acc: 0.5764, loss_cls: 3.0824, loss: 4.7594, grad_norm: 2.9296 2020-09-11 00:00:57,277 - mmaction - INFO - Epoch [22][120/940] lr: 4.000e-02, eta: 2 days, 14:28:19, time: 1.401, data_time: 0.045, memory: 6924, loss_aux: 1.6743, top1_acc: 0.3348, top5_acc: 0.5852, loss_cls: 3.0612, loss: 4.7354, grad_norm: 2.8234 2020-09-11 00:01:29,710 - mmaction - INFO - Epoch [22][140/940] lr: 4.000e-02, eta: 2 days, 14:27:13, time: 1.619, data_time: 0.006, memory: 6924, loss_aux: 1.6983, top1_acc: 0.3205, top5_acc: 0.5717, loss_cls: 3.1090, loss: 4.8074, grad_norm: 2.8963 2020-09-11 00:02:04,281 - mmaction - INFO - Epoch [22][160/940] lr: 4.000e-02, eta: 2 days, 14:26:21, time: 1.731, data_time: 0.007, memory: 6924, loss_aux: 1.6855, top1_acc: 0.3289, top5_acc: 0.5734, loss_cls: 3.0947, loss: 4.7802, grad_norm: 2.8567 2020-09-11 00:02:39,167 - mmaction - INFO - Epoch [22][180/940] lr: 4.000e-02, eta: 2 days, 14:25:30, time: 1.744, data_time: 0.003, memory: 6924, loss_aux: 1.6578, top1_acc: 0.3285, top5_acc: 0.5830, loss_cls: 3.0405, loss: 4.6983, grad_norm: 2.8078 2020-09-11 00:03:14,162 - mmaction - INFO - Epoch [22][200/940] lr: 4.000e-02, eta: 2 days, 14:24:40, time: 1.750, data_time: 0.003, memory: 6924, loss_aux: 1.6632, top1_acc: 0.3307, top5_acc: 0.5789, loss_cls: 3.0552, loss: 4.7184, grad_norm: 2.8362 2020-09-11 00:03:50,049 - mmaction - INFO - Epoch [22][220/940] lr: 4.000e-02, eta: 2 days, 14:23:55, time: 1.793, data_time: 0.005, memory: 6924, loss_aux: 1.6716, top1_acc: 0.3293, top5_acc: 0.5852, loss_cls: 3.0409, loss: 4.7125, grad_norm: 2.9261 2020-09-11 00:04:26,076 - mmaction - INFO - Epoch [22][240/940] lr: 4.000e-02, eta: 2 days, 14:23:12, time: 1.803, data_time: 0.005, memory: 6924, loss_aux: 1.6776, top1_acc: 0.3330, top5_acc: 0.5754, loss_cls: 3.0846, loss: 4.7622, grad_norm: 2.8874 2020-09-11 00:05:01,350 - mmaction - INFO - Epoch [22][260/940] lr: 4.000e-02, eta: 2 days, 14:22:23, time: 1.761, data_time: 0.006, memory: 6924, loss_aux: 1.6690, top1_acc: 0.3342, top5_acc: 0.5865, loss_cls: 3.0595, loss: 4.7285, grad_norm: 2.8463 2020-09-11 00:05:36,683 - mmaction - INFO - Epoch [22][280/940] lr: 4.000e-02, eta: 2 days, 14:21:36, time: 1.769, data_time: 0.007, memory: 6924, loss_aux: 1.6966, top1_acc: 0.3168, top5_acc: 0.5711, loss_cls: 3.1179, loss: 4.8145, grad_norm: 2.8583 2020-09-11 00:06:12,022 - mmaction - INFO - Epoch [22][300/940] lr: 4.000e-02, eta: 2 days, 14:20:48, time: 1.766, data_time: 0.006, memory: 6924, loss_aux: 1.6630, top1_acc: 0.3381, top5_acc: 0.5803, loss_cls: 3.0590, loss: 4.7220, grad_norm: 2.8337 2020-09-11 00:06:48,005 - mmaction - INFO - Epoch [22][320/940] lr: 4.000e-02, eta: 2 days, 14:20:04, time: 1.800, data_time: 0.005, memory: 6924, loss_aux: 1.6628, top1_acc: 0.3363, top5_acc: 0.5801, loss_cls: 3.0409, loss: 4.7037, grad_norm: 2.8398 2020-09-11 00:07:22,647 - mmaction - INFO - Epoch [22][340/940] lr: 4.000e-02, eta: 2 days, 14:19:12, time: 1.730, data_time: 0.006, memory: 6924, loss_aux: 1.6605, top1_acc: 0.3316, top5_acc: 0.5857, loss_cls: 3.0478, loss: 4.7082, grad_norm: 2.8440 2020-09-11 00:07:58,312 - mmaction - INFO - Epoch [22][360/940] lr: 4.000e-02, eta: 2 days, 14:18:26, time: 1.784, data_time: 0.006, memory: 6924, loss_aux: 1.6462, top1_acc: 0.3402, top5_acc: 0.5904, loss_cls: 3.0054, loss: 4.6516, grad_norm: 2.8744 2020-09-11 00:08:33,389 - mmaction - INFO - Epoch [22][380/940] lr: 4.000e-02, eta: 2 days, 14:17:37, time: 1.753, data_time: 0.006, memory: 6924, loss_aux: 1.6683, top1_acc: 0.3295, top5_acc: 0.5850, loss_cls: 3.0582, loss: 4.7265, grad_norm: 2.8330 2020-09-11 00:09:09,182 - mmaction - INFO - Epoch [22][400/940] lr: 4.000e-02, eta: 2 days, 14:16:52, time: 1.792, data_time: 0.006, memory: 6924, loss_aux: 1.6670, top1_acc: 0.3254, top5_acc: 0.5838, loss_cls: 3.0742, loss: 4.7412, grad_norm: 2.9017 2020-09-11 00:09:41,755 - mmaction - INFO - Epoch [22][420/940] lr: 4.000e-02, eta: 2 days, 14:15:47, time: 1.627, data_time: 0.006, memory: 6924, loss_aux: 1.6614, top1_acc: 0.3242, top5_acc: 0.5852, loss_cls: 3.0467, loss: 4.7081, grad_norm: 2.8206 2020-09-11 00:10:16,744 - mmaction - INFO - Epoch [22][440/940] lr: 4.000e-02, eta: 2 days, 14:14:58, time: 1.750, data_time: 0.005, memory: 6924, loss_aux: 1.6593, top1_acc: 0.3369, top5_acc: 0.5844, loss_cls: 3.0461, loss: 4.7054, grad_norm: 2.8560 2020-09-11 00:10:52,851 - mmaction - INFO - Epoch [22][460/940] lr: 4.000e-02, eta: 2 days, 14:14:15, time: 1.807, data_time: 0.005, memory: 6924, loss_aux: 1.6789, top1_acc: 0.3270, top5_acc: 0.5703, loss_cls: 3.1100, loss: 4.7889, grad_norm: 2.8895 2020-09-11 00:11:28,573 - mmaction - INFO - Epoch [22][480/940] lr: 4.000e-02, eta: 2 days, 14:13:29, time: 1.784, data_time: 0.003, memory: 6924, loss_aux: 1.6683, top1_acc: 0.3377, top5_acc: 0.5748, loss_cls: 3.0626, loss: 4.7308, grad_norm: 2.8167 2020-09-11 00:12:03,456 - mmaction - INFO - Epoch [22][500/940] lr: 4.000e-02, eta: 2 days, 14:12:39, time: 1.744, data_time: 0.007, memory: 6924, loss_aux: 1.6608, top1_acc: 0.3359, top5_acc: 0.5885, loss_cls: 3.0399, loss: 4.7007, grad_norm: 2.8629 2020-09-11 00:12:38,735 - mmaction - INFO - Epoch [22][520/940] lr: 4.000e-02, eta: 2 days, 14:11:51, time: 1.766, data_time: 0.006, memory: 6924, loss_aux: 1.6462, top1_acc: 0.3363, top5_acc: 0.5916, loss_cls: 3.0068, loss: 4.6530, grad_norm: 2.8752 2020-09-11 00:13:14,404 - mmaction - INFO - Epoch [22][540/940] lr: 4.000e-02, eta: 2 days, 14:11:06, time: 1.783, data_time: 0.003, memory: 6924, loss_aux: 1.6693, top1_acc: 0.3391, top5_acc: 0.5805, loss_cls: 3.0587, loss: 4.7280, grad_norm: 2.8790 2020-09-11 00:13:49,522 - mmaction - INFO - Epoch [22][560/940] lr: 4.000e-02, eta: 2 days, 14:10:17, time: 1.757, data_time: 0.006, memory: 6924, loss_aux: 1.6500, top1_acc: 0.3266, top5_acc: 0.5932, loss_cls: 3.0358, loss: 4.6858, grad_norm: 2.8435 2020-09-11 00:14:24,708 - mmaction - INFO - Epoch [22][580/940] lr: 4.000e-02, eta: 2 days, 14:09:28, time: 1.758, data_time: 0.006, memory: 6924, loss_aux: 1.6616, top1_acc: 0.3295, top5_acc: 0.5732, loss_cls: 3.0685, loss: 4.7301, grad_norm: 2.9133 2020-09-11 00:15:00,715 - mmaction - INFO - Epoch [22][600/940] lr: 4.000e-02, eta: 2 days, 14:08:45, time: 1.802, data_time: 0.006, memory: 6924, loss_aux: 1.6599, top1_acc: 0.3367, top5_acc: 0.5881, loss_cls: 3.0568, loss: 4.7166, grad_norm: 2.9030 2020-09-11 00:15:35,881 - mmaction - INFO - Epoch [22][620/940] lr: 4.000e-02, eta: 2 days, 14:07:56, time: 1.756, data_time: 0.006, memory: 6924, loss_aux: 1.6512, top1_acc: 0.3361, top5_acc: 0.5850, loss_cls: 3.0198, loss: 4.6711, grad_norm: 2.8529 2020-09-11 00:16:11,444 - mmaction - INFO - Epoch [22][640/940] lr: 4.000e-02, eta: 2 days, 14:07:11, time: 1.780, data_time: 0.010, memory: 6924, loss_aux: 1.6811, top1_acc: 0.3227, top5_acc: 0.5777, loss_cls: 3.0831, loss: 4.7642, grad_norm: 2.8604 2020-09-11 00:16:47,383 - mmaction - INFO - Epoch [22][660/940] lr: 4.000e-02, eta: 2 days, 14:06:27, time: 1.797, data_time: 0.003, memory: 6924, loss_aux: 1.6794, top1_acc: 0.3283, top5_acc: 0.5822, loss_cls: 3.0709, loss: 4.7504, grad_norm: 2.8658 2020-09-11 00:17:22,399 - mmaction - INFO - Epoch [22][680/940] lr: 4.000e-02, eta: 2 days, 14:05:37, time: 1.750, data_time: 0.006, memory: 6924, loss_aux: 1.6574, top1_acc: 0.3342, top5_acc: 0.5877, loss_cls: 3.0549, loss: 4.7123, grad_norm: 2.8347 2020-09-11 00:17:57,970 - mmaction - INFO - Epoch [22][700/940] lr: 4.000e-02, eta: 2 days, 14:04:52, time: 1.780, data_time: 0.006, memory: 6924, loss_aux: 1.6622, top1_acc: 0.3254, top5_acc: 0.5846, loss_cls: 3.0569, loss: 4.7191, grad_norm: 2.9058 2020-09-11 00:18:32,809 - mmaction - INFO - Epoch [22][720/940] lr: 4.000e-02, eta: 2 days, 14:04:01, time: 1.739, data_time: 0.005, memory: 6924, loss_aux: 1.6724, top1_acc: 0.3377, top5_acc: 0.5795, loss_cls: 3.0561, loss: 4.7285, grad_norm: 2.8783 2020-09-11 00:19:07,303 - mmaction - INFO - Epoch [22][740/940] lr: 4.000e-02, eta: 2 days, 14:03:09, time: 1.727, data_time: 0.006, memory: 6924, loss_aux: 1.6676, top1_acc: 0.3297, top5_acc: 0.5801, loss_cls: 3.0653, loss: 4.7329, grad_norm: 2.8629 2020-09-11 00:19:42,298 - mmaction - INFO - Epoch [22][760/940] lr: 4.000e-02, eta: 2 days, 14:02:20, time: 1.748, data_time: 0.006, memory: 6924, loss_aux: 1.6703, top1_acc: 0.3299, top5_acc: 0.5807, loss_cls: 3.0648, loss: 4.7350, grad_norm: 2.9027 2020-09-11 00:20:18,981 - mmaction - INFO - Epoch [22][780/940] lr: 4.000e-02, eta: 2 days, 14:01:40, time: 1.835, data_time: 0.007, memory: 6924, loss_aux: 1.6502, top1_acc: 0.3387, top5_acc: 0.5863, loss_cls: 3.0154, loss: 4.6656, grad_norm: 2.8349 2020-09-11 00:20:54,203 - mmaction - INFO - Epoch [22][800/940] lr: 4.000e-02, eta: 2 days, 14:00:53, time: 1.762, data_time: 0.006, memory: 6924, loss_aux: 1.6659, top1_acc: 0.3338, top5_acc: 0.5848, loss_cls: 3.0673, loss: 4.7332, grad_norm: 2.9286 2020-09-11 00:21:29,259 - mmaction - INFO - Epoch [22][820/940] lr: 4.000e-02, eta: 2 days, 14:00:04, time: 1.753, data_time: 0.006, memory: 6924, loss_aux: 1.6488, top1_acc: 0.3443, top5_acc: 0.5900, loss_cls: 3.0046, loss: 4.6534, grad_norm: 2.8473 2020-09-11 00:22:04,719 - mmaction - INFO - Epoch [22][840/940] lr: 4.000e-02, eta: 2 days, 13:59:17, time: 1.773, data_time: 0.004, memory: 6924, loss_aux: 1.6731, top1_acc: 0.3361, top5_acc: 0.5816, loss_cls: 3.0744, loss: 4.7475, grad_norm: 2.8584 2020-09-11 00:22:39,853 - mmaction - INFO - Epoch [22][860/940] lr: 4.000e-02, eta: 2 days, 13:58:29, time: 1.755, data_time: 0.006, memory: 6924, loss_aux: 1.6521, top1_acc: 0.3291, top5_acc: 0.5799, loss_cls: 3.0341, loss: 4.6862, grad_norm: 2.8406 2020-09-11 00:23:15,714 - mmaction - INFO - Epoch [22][880/940] lr: 4.000e-02, eta: 2 days, 13:57:45, time: 1.793, data_time: 0.006, memory: 6924, loss_aux: 1.6439, top1_acc: 0.3303, top5_acc: 0.5967, loss_cls: 3.0242, loss: 4.6681, grad_norm: 2.8646 2020-09-11 00:23:50,675 - mmaction - INFO - Epoch [22][900/940] lr: 4.000e-02, eta: 2 days, 13:56:55, time: 1.749, data_time: 0.006, memory: 6924, loss_aux: 1.6398, top1_acc: 0.3461, top5_acc: 0.5883, loss_cls: 3.0193, loss: 4.6591, grad_norm: 2.8777 2020-09-11 00:24:24,404 - mmaction - INFO - Epoch [22][920/940] lr: 4.000e-02, eta: 2 days, 13:55:59, time: 1.685, data_time: 0.008, memory: 6924, loss_aux: 1.6530, top1_acc: 0.3396, top5_acc: 0.5912, loss_cls: 3.0171, loss: 4.6701, grad_norm: 2.8662 2020-09-11 00:24:58,537 - mmaction - INFO - Epoch [22][940/940] lr: 4.000e-02, eta: 2 days, 13:55:05, time: 1.709, data_time: 0.007, memory: 6924, loss_aux: 1.6653, top1_acc: 0.3358, top5_acc: 0.5810, loss_cls: 3.0642, loss: 4.7294, grad_norm: 2.9047 2020-09-11 00:24:59,153 - mmaction - INFO - Saving checkpoint at 22 epochs 2020-09-11 00:25:49,549 - mmaction - INFO - Epoch [23][20/940] lr: 4.000e-02, eta: 2 days, 13:55:17, time: 2.278, data_time: 1.037, memory: 6924, loss_aux: 1.6359, top1_acc: 0.3506, top5_acc: 0.6029, loss_cls: 2.9927, loss: 4.6286, grad_norm: 2.8415 2020-09-11 00:26:20,939 - mmaction - INFO - Epoch [23][40/940] lr: 4.000e-02, eta: 2 days, 13:54:08, time: 1.570, data_time: 0.007, memory: 6924, loss_aux: 1.6603, top1_acc: 0.3336, top5_acc: 0.5795, loss_cls: 3.0515, loss: 4.7119, grad_norm: 2.8995 2020-09-11 00:26:55,320 - mmaction - INFO - Epoch [23][60/940] lr: 4.000e-02, eta: 2 days, 13:53:15, time: 1.721, data_time: 0.007, memory: 6924, loss_aux: 1.6359, top1_acc: 0.3438, top5_acc: 0.6031, loss_cls: 2.9716, loss: 4.6075, grad_norm: 2.8827 2020-09-11 00:27:31,137 - mmaction - INFO - Epoch [23][80/940] lr: 4.000e-02, eta: 2 days, 13:52:31, time: 1.789, data_time: 0.005, memory: 6924, loss_aux: 1.6260, top1_acc: 0.3447, top5_acc: 0.5951, loss_cls: 2.9596, loss: 4.5856, grad_norm: 2.8894 2020-09-11 00:28:06,035 - mmaction - INFO - Epoch [23][100/940] lr: 4.000e-02, eta: 2 days, 13:51:41, time: 1.746, data_time: 0.006, memory: 6924, loss_aux: 1.6455, top1_acc: 0.3309, top5_acc: 0.5906, loss_cls: 3.0069, loss: 4.6523, grad_norm: 2.8807 2020-09-11 00:28:41,643 - mmaction - INFO - Epoch [23][120/940] lr: 4.000e-02, eta: 2 days, 13:50:56, time: 1.779, data_time: 0.005, memory: 6924, loss_aux: 1.6469, top1_acc: 0.3367, top5_acc: 0.5936, loss_cls: 3.0211, loss: 4.6680, grad_norm: 2.8313 2020-09-11 00:29:17,337 - mmaction - INFO - Epoch [23][140/940] lr: 4.000e-02, eta: 2 days, 13:50:11, time: 1.786, data_time: 0.006, memory: 6924, loss_aux: 1.6618, top1_acc: 0.3432, top5_acc: 0.5850, loss_cls: 3.0400, loss: 4.7019, grad_norm: 2.8755 2020-09-11 00:29:54,233 - mmaction - INFO - Epoch [23][160/940] lr: 4.000e-02, eta: 2 days, 13:49:33, time: 1.843, data_time: 0.005, memory: 6924, loss_aux: 1.6532, top1_acc: 0.3275, top5_acc: 0.5889, loss_cls: 3.0328, loss: 4.6860, grad_norm: 2.8794 2020-09-11 00:30:28,760 - mmaction - INFO - Epoch [23][180/940] lr: 4.000e-02, eta: 2 days, 13:48:42, time: 1.729, data_time: 0.006, memory: 6924, loss_aux: 1.6499, top1_acc: 0.3312, top5_acc: 0.5883, loss_cls: 3.0393, loss: 4.6892, grad_norm: 2.8551 2020-09-11 00:31:05,038 - mmaction - INFO - Epoch [23][200/940] lr: 4.000e-02, eta: 2 days, 13:48:00, time: 1.811, data_time: 0.005, memory: 6924, loss_aux: 1.6394, top1_acc: 0.3365, top5_acc: 0.5986, loss_cls: 3.0022, loss: 4.6415, grad_norm: 2.9107 2020-09-11 00:31:40,413 - mmaction - INFO - Epoch [23][220/940] lr: 4.000e-02, eta: 2 days, 13:47:14, time: 1.771, data_time: 0.006, memory: 6924, loss_aux: 1.6541, top1_acc: 0.3391, top5_acc: 0.5879, loss_cls: 3.0420, loss: 4.6961, grad_norm: 2.8681 2020-09-11 00:32:16,421 - mmaction - INFO - Epoch [23][240/940] lr: 4.000e-02, eta: 2 days, 13:46:31, time: 1.799, data_time: 0.005, memory: 6924, loss_aux: 1.6558, top1_acc: 0.3361, top5_acc: 0.5832, loss_cls: 3.0168, loss: 4.6726, grad_norm: 2.8927 2020-09-11 00:32:51,717 - mmaction - INFO - Epoch [23][260/940] lr: 4.000e-02, eta: 2 days, 13:45:43, time: 1.764, data_time: 0.005, memory: 6924, loss_aux: 1.6278, top1_acc: 0.3426, top5_acc: 0.6057, loss_cls: 2.9743, loss: 4.6021, grad_norm: 2.8774 2020-09-11 00:33:27,546 - mmaction - INFO - Epoch [23][280/940] lr: 4.000e-02, eta: 2 days, 13:44:59, time: 1.791, data_time: 0.007, memory: 6924, loss_aux: 1.6638, top1_acc: 0.3340, top5_acc: 0.5762, loss_cls: 3.0700, loss: 4.7338, grad_norm: 2.8796 2020-09-11 00:34:03,270 - mmaction - INFO - Epoch [23][300/940] lr: 4.000e-02, eta: 2 days, 13:44:15, time: 1.788, data_time: 0.007, memory: 6924, loss_aux: 1.6503, top1_acc: 0.3324, top5_acc: 0.5939, loss_cls: 3.0381, loss: 4.6884, grad_norm: 2.8972 2020-09-11 00:34:39,050 - mmaction - INFO - Epoch [23][320/940] lr: 4.000e-02, eta: 2 days, 13:43:31, time: 1.788, data_time: 0.007, memory: 6924, loss_aux: 1.6548, top1_acc: 0.3320, top5_acc: 0.5885, loss_cls: 3.0389, loss: 4.6936, grad_norm: 2.8701 2020-09-11 00:35:13,870 - mmaction - INFO - Epoch [23][340/940] lr: 4.000e-02, eta: 2 days, 13:42:41, time: 1.741, data_time: 0.006, memory: 6924, loss_aux: 1.6237, top1_acc: 0.3424, top5_acc: 0.6012, loss_cls: 2.9629, loss: 4.5866, grad_norm: 2.8610 2020-09-11 00:35:49,995 - mmaction - INFO - Epoch [23][360/940] lr: 4.000e-02, eta: 2 days, 13:41:59, time: 1.808, data_time: 0.006, memory: 6924, loss_aux: 1.6441, top1_acc: 0.3375, top5_acc: 0.5906, loss_cls: 3.0101, loss: 4.6542, grad_norm: 2.8402 2020-09-11 00:36:26,174 - mmaction - INFO - Epoch [23][380/940] lr: 4.000e-02, eta: 2 days, 13:41:17, time: 1.808, data_time: 0.006, memory: 6924, loss_aux: 1.6276, top1_acc: 0.3502, top5_acc: 0.5908, loss_cls: 2.9914, loss: 4.6190, grad_norm: 2.9014 2020-09-11 00:37:02,024 - mmaction - INFO - Epoch [23][400/940] lr: 4.000e-02, eta: 2 days, 13:40:33, time: 1.794, data_time: 0.006, memory: 6924, loss_aux: 1.6534, top1_acc: 0.3469, top5_acc: 0.5834, loss_cls: 3.0253, loss: 4.6787, grad_norm: 2.9113 2020-09-11 00:37:38,887 - mmaction - INFO - Epoch [23][420/940] lr: 4.000e-02, eta: 2 days, 13:39:55, time: 1.841, data_time: 0.006, memory: 6924, loss_aux: 1.6412, top1_acc: 0.3404, top5_acc: 0.5910, loss_cls: 3.0066, loss: 4.6478, grad_norm: 2.9422 2020-09-11 00:38:14,808 - mmaction - INFO - Epoch [23][440/940] lr: 4.000e-02, eta: 2 days, 13:39:12, time: 1.798, data_time: 0.007, memory: 6924, loss_aux: 1.6537, top1_acc: 0.3266, top5_acc: 0.5895, loss_cls: 3.0382, loss: 4.6919, grad_norm: 2.9214 2020-09-11 00:38:51,619 - mmaction - INFO - Epoch [23][460/940] lr: 4.000e-02, eta: 2 days, 13:38:34, time: 1.838, data_time: 0.006, memory: 6924, loss_aux: 1.6471, top1_acc: 0.3420, top5_acc: 0.5846, loss_cls: 3.0192, loss: 4.6663, grad_norm: 2.8829 2020-09-11 00:39:29,223 - mmaction - INFO - Epoch [23][480/940] lr: 4.000e-02, eta: 2 days, 13:38:00, time: 1.883, data_time: 0.007, memory: 6924, loss_aux: 1.6238, top1_acc: 0.3449, top5_acc: 0.5941, loss_cls: 2.9705, loss: 4.5944, grad_norm: 2.8629 2020-09-11 00:40:06,145 - mmaction - INFO - Epoch [23][500/940] lr: 4.000e-02, eta: 2 days, 13:37:22, time: 1.845, data_time: 0.006, memory: 6924, loss_aux: 1.6560, top1_acc: 0.3275, top5_acc: 0.5807, loss_cls: 3.0668, loss: 4.7228, grad_norm: 2.9341 2020-09-11 00:40:43,824 - mmaction - INFO - Epoch [23][520/940] lr: 4.000e-02, eta: 2 days, 13:36:49, time: 1.884, data_time: 0.003, memory: 6924, loss_aux: 1.6614, top1_acc: 0.3363, top5_acc: 0.5861, loss_cls: 3.0346, loss: 4.6960, grad_norm: 2.9135 2020-09-11 00:41:21,526 - mmaction - INFO - Epoch [23][540/940] lr: 4.000e-02, eta: 2 days, 13:36:16, time: 1.884, data_time: 0.006, memory: 6924, loss_aux: 1.6456, top1_acc: 0.3430, top5_acc: 0.5859, loss_cls: 3.0076, loss: 4.6532, grad_norm: 2.9328 2020-09-11 00:41:59,674 - mmaction - INFO - Epoch [23][560/940] lr: 4.000e-02, eta: 2 days, 13:35:45, time: 1.908, data_time: 0.006, memory: 6924, loss_aux: 1.6498, top1_acc: 0.3395, top5_acc: 0.5898, loss_cls: 3.0392, loss: 4.6890, grad_norm: 2.8700 2020-09-11 00:42:37,599 - mmaction - INFO - Epoch [23][580/940] lr: 4.000e-02, eta: 2 days, 13:35:13, time: 1.897, data_time: 0.003, memory: 6924, loss_aux: 1.6515, top1_acc: 0.3393, top5_acc: 0.5902, loss_cls: 3.0442, loss: 4.6957, grad_norm: 2.8550 2020-09-11 00:43:15,691 - mmaction - INFO - Epoch [23][600/940] lr: 4.000e-02, eta: 2 days, 13:34:42, time: 1.904, data_time: 0.002, memory: 6924, loss_aux: 1.6580, top1_acc: 0.3398, top5_acc: 0.5924, loss_cls: 3.0307, loss: 4.6888, grad_norm: 2.8812 2020-09-11 00:43:54,588 - mmaction - INFO - Epoch [23][620/940] lr: 4.000e-02, eta: 2 days, 13:34:15, time: 1.946, data_time: 0.005, memory: 6924, loss_aux: 1.6428, top1_acc: 0.3426, top5_acc: 0.5924, loss_cls: 3.0097, loss: 4.6525, grad_norm: 2.8924 2020-09-11 00:44:33,045 - mmaction - INFO - Epoch [23][640/940] lr: 4.000e-02, eta: 2 days, 13:33:46, time: 1.921, data_time: 0.005, memory: 6924, loss_aux: 1.6529, top1_acc: 0.3373, top5_acc: 0.5889, loss_cls: 3.0372, loss: 4.6901, grad_norm: 2.8856 2020-09-11 00:45:11,744 - mmaction - INFO - Epoch [23][660/940] lr: 4.000e-02, eta: 2 days, 13:33:19, time: 1.937, data_time: 0.006, memory: 6924, loss_aux: 1.6323, top1_acc: 0.3498, top5_acc: 0.5988, loss_cls: 2.9793, loss: 4.6116, grad_norm: 2.8563 2020-09-11 00:45:50,731 - mmaction - INFO - Epoch [23][680/940] lr: 4.000e-02, eta: 2 days, 13:32:52, time: 1.948, data_time: 0.002, memory: 6924, loss_aux: 1.6219, top1_acc: 0.3426, top5_acc: 0.5916, loss_cls: 2.9764, loss: 4.5983, grad_norm: 2.8510 2020-09-11 00:46:29,220 - mmaction - INFO - Epoch [23][700/940] lr: 4.000e-02, eta: 2 days, 13:32:23, time: 1.922, data_time: 0.006, memory: 6924, loss_aux: 1.6507, top1_acc: 0.3371, top5_acc: 0.5930, loss_cls: 3.0307, loss: 4.6814, grad_norm: 2.8984 2020-09-11 00:47:08,786 - mmaction - INFO - Epoch [23][720/940] lr: 4.000e-02, eta: 2 days, 13:32:01, time: 1.982, data_time: 0.007, memory: 6924, loss_aux: 1.6548, top1_acc: 0.3354, top5_acc: 0.5781, loss_cls: 3.0426, loss: 4.6975, grad_norm: 2.9121 2020-09-11 00:47:48,297 - mmaction - INFO - Epoch [23][740/940] lr: 4.000e-02, eta: 2 days, 13:31:37, time: 1.974, data_time: 0.005, memory: 6924, loss_aux: 1.6307, top1_acc: 0.3529, top5_acc: 0.5941, loss_cls: 2.9861, loss: 4.6169, grad_norm: 2.8685 2020-09-11 00:48:27,322 - mmaction - INFO - Epoch [23][760/940] lr: 4.000e-02, eta: 2 days, 13:31:11, time: 1.953, data_time: 0.005, memory: 6924, loss_aux: 1.6534, top1_acc: 0.3322, top5_acc: 0.5908, loss_cls: 3.0305, loss: 4.6839, grad_norm: 2.8965 2020-09-11 00:49:06,888 - mmaction - INFO - Epoch [23][780/940] lr: 4.000e-02, eta: 2 days, 13:30:48, time: 1.975, data_time: 0.005, memory: 6924, loss_aux: 1.6636, top1_acc: 0.3301, top5_acc: 0.5816, loss_cls: 3.0519, loss: 4.7155, grad_norm: 2.9280 2020-09-11 00:49:44,704 - mmaction - INFO - Epoch [23][800/940] lr: 4.000e-02, eta: 2 days, 13:30:16, time: 1.894, data_time: 0.008, memory: 6924, loss_aux: 1.6304, top1_acc: 0.3416, top5_acc: 0.5932, loss_cls: 2.9926, loss: 4.6229, grad_norm: 2.8908 2020-09-11 00:50:22,923 - mmaction - INFO - Epoch [23][820/940] lr: 4.000e-02, eta: 2 days, 13:29:45, time: 1.910, data_time: 0.006, memory: 6924, loss_aux: 1.6182, top1_acc: 0.3473, top5_acc: 0.5975, loss_cls: 2.9742, loss: 4.5924, grad_norm: 2.8873 2020-09-11 00:51:03,524 - mmaction - INFO - Epoch [23][840/940] lr: 4.000e-02, eta: 2 days, 13:29:28, time: 2.032, data_time: 0.006, memory: 6924, loss_aux: 1.6479, top1_acc: 0.3363, top5_acc: 0.5871, loss_cls: 3.0377, loss: 4.6856, grad_norm: 2.8429 2020-09-11 00:51:43,343 - mmaction - INFO - Epoch [23][860/940] lr: 4.000e-02, eta: 2 days, 13:29:06, time: 1.989, data_time: 0.006, memory: 6924, loss_aux: 1.6163, top1_acc: 0.3480, top5_acc: 0.5996, loss_cls: 2.9687, loss: 4.5849, grad_norm: 2.8332 2020-09-11 00:52:23,082 - mmaction - INFO - Epoch [23][880/940] lr: 4.000e-02, eta: 2 days, 13:28:44, time: 1.989, data_time: 0.006, memory: 6924, loss_aux: 1.6245, top1_acc: 0.3393, top5_acc: 0.6014, loss_cls: 2.9855, loss: 4.6100, grad_norm: 2.8889 2020-09-11 00:53:02,834 - mmaction - INFO - Epoch [23][900/940] lr: 4.000e-02, eta: 2 days, 13:28:22, time: 1.988, data_time: 0.003, memory: 6924, loss_aux: 1.6583, top1_acc: 0.3348, top5_acc: 0.5840, loss_cls: 3.0585, loss: 4.7169, grad_norm: 2.9357 2020-09-11 00:53:43,573 - mmaction - INFO - Epoch [23][920/940] lr: 4.000e-02, eta: 2 days, 13:28:05, time: 2.034, data_time: 0.007, memory: 6924, loss_aux: 1.6315, top1_acc: 0.3455, top5_acc: 0.5984, loss_cls: 2.9828, loss: 4.6143, grad_norm: 2.9124 2020-09-11 00:54:23,151 - mmaction - INFO - Epoch [23][940/940] lr: 4.000e-02, eta: 2 days, 13:27:42, time: 1.980, data_time: 0.007, memory: 6924, loss_aux: 1.6714, top1_acc: 0.3289, top5_acc: 0.5739, loss_cls: 3.0698, loss: 4.7412, grad_norm: 2.9118 2020-09-11 00:54:23,675 - mmaction - INFO - Saving checkpoint at 23 epochs 2020-09-11 00:55:10,889 - mmaction - INFO - Epoch [24][20/940] lr: 4.000e-02, eta: 2 days, 13:27:20, time: 1.997, data_time: 0.334, memory: 6924, loss_aux: 1.6305, top1_acc: 0.3549, top5_acc: 0.5969, loss_cls: 2.9794, loss: 4.6099, grad_norm: 2.8894 2020-09-11 00:55:46,930 - mmaction - INFO - Epoch [24][40/940] lr: 4.000e-02, eta: 2 days, 13:26:38, time: 1.804, data_time: 0.006, memory: 6924, loss_aux: 1.6285, top1_acc: 0.3488, top5_acc: 0.5994, loss_cls: 2.9697, loss: 4.5982, grad_norm: 2.9288 2020-09-11 00:56:24,793 - mmaction - INFO - Epoch [24][60/940] lr: 4.000e-02, eta: 2 days, 13:26:05, time: 1.891, data_time: 0.005, memory: 6924, loss_aux: 1.6454, top1_acc: 0.3369, top5_acc: 0.5889, loss_cls: 3.0175, loss: 4.6629, grad_norm: 2.8989 2020-09-11 00:57:03,664 - mmaction - INFO - Epoch [24][80/940] lr: 4.000e-02, eta: 2 days, 13:25:38, time: 1.946, data_time: 0.007, memory: 6924, loss_aux: 1.6223, top1_acc: 0.3398, top5_acc: 0.5988, loss_cls: 2.9664, loss: 4.5887, grad_norm: 2.8876 2020-09-11 00:57:42,361 - mmaction - INFO - Epoch [24][100/940] lr: 4.000e-02, eta: 2 days, 13:25:09, time: 1.932, data_time: 0.005, memory: 6924, loss_aux: 1.6352, top1_acc: 0.3311, top5_acc: 0.5992, loss_cls: 2.9959, loss: 4.6312, grad_norm: 2.9269 2020-09-11 00:58:21,210 - mmaction - INFO - Epoch [24][120/940] lr: 4.000e-02, eta: 2 days, 13:24:42, time: 1.944, data_time: 0.006, memory: 6924, loss_aux: 1.6448, top1_acc: 0.3447, top5_acc: 0.5924, loss_cls: 2.9956, loss: 4.6404, grad_norm: 2.8905 2020-09-11 00:59:00,298 - mmaction - INFO - Epoch [24][140/940] lr: 4.000e-02, eta: 2 days, 13:24:16, time: 1.954, data_time: 0.006, memory: 6924, loss_aux: 1.6214, top1_acc: 0.3443, top5_acc: 0.5914, loss_cls: 2.9706, loss: 4.5920, grad_norm: 2.8835 2020-09-11 00:59:38,256 - mmaction - INFO - Epoch [24][160/940] lr: 4.000e-02, eta: 2 days, 13:23:44, time: 1.900, data_time: 0.006, memory: 6924, loss_aux: 1.6169, top1_acc: 0.3482, top5_acc: 0.6021, loss_cls: 2.9703, loss: 4.5871, grad_norm: 2.8674 2020-09-11 01:00:25,403 - mmaction - INFO - Epoch [24][180/940] lr: 4.000e-02, eta: 2 days, 13:24:00, time: 2.338, data_time: 0.008, memory: 6924, loss_aux: 1.6399, top1_acc: 0.3395, top5_acc: 0.5928, loss_cls: 3.0087, loss: 4.6487, grad_norm: 2.8914 2020-09-11 01:01:00,661 - mmaction - INFO - Epoch [24][200/940] lr: 4.000e-02, eta: 2 days, 13:23:15, time: 1.782, data_time: 0.037, memory: 6924, loss_aux: 1.6158, top1_acc: 0.3465, top5_acc: 0.5975, loss_cls: 2.9721, loss: 4.5879, grad_norm: 2.9309 2020-09-11 01:01:38,413 - mmaction - INFO - Epoch [24][220/940] lr: 4.000e-02, eta: 2 days, 13:22:41, time: 1.887, data_time: 0.006, memory: 6924, loss_aux: 1.6333, top1_acc: 0.3514, top5_acc: 0.5945, loss_cls: 2.9765, loss: 4.6098, grad_norm: 2.8274 2020-09-11 01:02:16,300 - mmaction - INFO - Epoch [24][240/940] lr: 4.000e-02, eta: 2 days, 13:22:09, time: 1.895, data_time: 0.005, memory: 6924, loss_aux: 1.6240, top1_acc: 0.3477, top5_acc: 0.5979, loss_cls: 2.9805, loss: 4.6044, grad_norm: 2.8900 2020-09-11 01:02:54,101 - mmaction - INFO - Epoch [24][260/940] lr: 4.000e-02, eta: 2 days, 13:21:35, time: 1.888, data_time: 0.006, memory: 6924, loss_aux: 1.6287, top1_acc: 0.3461, top5_acc: 0.5967, loss_cls: 2.9816, loss: 4.6103, grad_norm: 2.9540 2020-09-11 01:03:31,373 - mmaction - INFO - Epoch [24][280/940] lr: 4.000e-02, eta: 2 days, 13:20:59, time: 1.864, data_time: 0.006, memory: 6924, loss_aux: 1.6328, top1_acc: 0.3391, top5_acc: 0.5963, loss_cls: 3.0035, loss: 4.6363, grad_norm: 2.9287 2020-09-11 01:04:08,726 - mmaction - INFO - Epoch [24][300/940] lr: 4.000e-02, eta: 2 days, 13:20:24, time: 1.869, data_time: 0.006, memory: 6924, loss_aux: 1.6154, top1_acc: 0.3500, top5_acc: 0.6014, loss_cls: 2.9500, loss: 4.5653, grad_norm: 2.8849 2020-09-11 01:04:46,048 - mmaction - INFO - Epoch [24][320/940] lr: 4.000e-02, eta: 2 days, 13:19:48, time: 1.866, data_time: 0.002, memory: 6924, loss_aux: 1.6118, top1_acc: 0.3479, top5_acc: 0.5916, loss_cls: 2.9575, loss: 4.5693, grad_norm: 2.8559 2020-09-11 01:05:23,200 - mmaction - INFO - Epoch [24][340/940] lr: 4.000e-02, eta: 2 days, 13:19:11, time: 1.856, data_time: 0.005, memory: 6924, loss_aux: 1.6171, top1_acc: 0.3525, top5_acc: 0.5961, loss_cls: 2.9594, loss: 4.5765, grad_norm: 2.8862 2020-09-11 01:06:00,449 - mmaction - INFO - Epoch [24][360/940] lr: 4.000e-02, eta: 2 days, 13:18:35, time: 1.860, data_time: 0.006, memory: 6924, loss_aux: 1.6185, top1_acc: 0.3441, top5_acc: 0.6068, loss_cls: 2.9521, loss: 4.5706, grad_norm: 2.8745 2020-09-11 01:06:38,083 - mmaction - INFO - Epoch [24][380/940] lr: 4.000e-02, eta: 2 days, 13:18:01, time: 1.885, data_time: 0.008, memory: 6924, loss_aux: 1.6004, top1_acc: 0.3529, top5_acc: 0.6043, loss_cls: 2.9266, loss: 4.5270, grad_norm: 2.8935 2020-09-11 01:07:14,988 - mmaction - INFO - Epoch [24][400/940] lr: 4.000e-02, eta: 2 days, 13:17:22, time: 1.842, data_time: 0.006, memory: 6924, loss_aux: 1.5954, top1_acc: 0.3529, top5_acc: 0.6031, loss_cls: 2.9375, loss: 4.5329, grad_norm: 2.9142 2020-09-11 01:07:51,782 - mmaction - INFO - Epoch [24][420/940] lr: 4.000e-02, eta: 2 days, 13:16:44, time: 1.842, data_time: 0.007, memory: 6924, loss_aux: 1.6201, top1_acc: 0.3428, top5_acc: 0.5984, loss_cls: 2.9647, loss: 4.5848, grad_norm: 2.9387 2020-09-11 01:08:28,663 - mmaction - INFO - Epoch [24][440/940] lr: 4.000e-02, eta: 2 days, 13:16:06, time: 1.841, data_time: 0.005, memory: 6924, loss_aux: 1.6509, top1_acc: 0.3307, top5_acc: 0.5902, loss_cls: 3.0303, loss: 4.6812, grad_norm: 2.8927 2020-09-11 01:09:05,594 - mmaction - INFO - Epoch [24][460/940] lr: 4.000e-02, eta: 2 days, 13:15:28, time: 1.849, data_time: 0.007, memory: 6924, loss_aux: 1.6170, top1_acc: 0.3502, top5_acc: 0.6102, loss_cls: 2.9629, loss: 4.5798, grad_norm: 2.9660 2020-09-11 01:09:42,779 - mmaction - INFO - Epoch [24][480/940] lr: 4.000e-02, eta: 2 days, 13:14:51, time: 1.857, data_time: 0.005, memory: 6924, loss_aux: 1.6356, top1_acc: 0.3373, top5_acc: 0.5961, loss_cls: 3.0059, loss: 4.6415, grad_norm: 2.8785 2020-09-11 01:10:19,673 - mmaction - INFO - Epoch [24][500/940] lr: 4.000e-02, eta: 2 days, 13:14:13, time: 1.845, data_time: 0.006, memory: 6924, loss_aux: 1.6317, top1_acc: 0.3422, top5_acc: 0.5879, loss_cls: 2.9917, loss: 4.6234, grad_norm: 2.9246 2020-09-11 01:10:56,950 - mmaction - INFO - Epoch [24][520/940] lr: 4.000e-02, eta: 2 days, 13:13:37, time: 1.866, data_time: 0.006, memory: 6924, loss_aux: 1.6196, top1_acc: 0.3408, top5_acc: 0.5908, loss_cls: 2.9885, loss: 4.6081, grad_norm: 2.8299 2020-09-11 01:11:32,820 - mmaction - INFO - Epoch [24][540/940] lr: 4.000e-02, eta: 2 days, 13:12:53, time: 1.791, data_time: 0.005, memory: 6924, loss_aux: 1.6195, top1_acc: 0.3500, top5_acc: 0.5953, loss_cls: 2.9568, loss: 4.5763, grad_norm: 2.8743 2020-09-11 01:12:09,873 - mmaction - INFO - Epoch [24][560/940] lr: 4.000e-02, eta: 2 days, 13:12:16, time: 1.853, data_time: 0.006, memory: 6924, loss_aux: 1.6055, top1_acc: 0.3529, top5_acc: 0.6018, loss_cls: 2.9408, loss: 4.5464, grad_norm: 2.9540 2020-09-11 01:12:46,879 - mmaction - INFO - Epoch [24][580/940] lr: 4.000e-02, eta: 2 days, 13:11:39, time: 1.850, data_time: 0.006, memory: 6924, loss_aux: 1.6176, top1_acc: 0.3379, top5_acc: 0.5902, loss_cls: 2.9721, loss: 4.5897, grad_norm: 2.8910 2020-09-11 01:13:23,718 - mmaction - INFO - Epoch [24][600/940] lr: 4.000e-02, eta: 2 days, 13:11:00, time: 1.843, data_time: 0.006, memory: 6924, loss_aux: 1.6205, top1_acc: 0.3424, top5_acc: 0.6025, loss_cls: 2.9812, loss: 4.6017, grad_norm: 2.8845 2020-09-11 01:13:59,973 - mmaction - INFO - Epoch [24][620/940] lr: 4.000e-02, eta: 2 days, 13:10:19, time: 1.812, data_time: 0.006, memory: 6924, loss_aux: 1.6376, top1_acc: 0.3396, top5_acc: 0.5900, loss_cls: 3.0095, loss: 4.6471, grad_norm: 2.8931 2020-09-11 01:14:36,157 - mmaction - INFO - Epoch [24][640/940] lr: 4.000e-02, eta: 2 days, 13:09:37, time: 1.811, data_time: 0.006, memory: 6924, loss_aux: 1.6138, top1_acc: 0.3484, top5_acc: 0.6096, loss_cls: 2.9399, loss: 4.5537, grad_norm: 2.9079 2020-09-11 01:15:12,727 - mmaction - INFO - Epoch [24][660/940] lr: 4.000e-02, eta: 2 days, 13:08:57, time: 1.827, data_time: 0.006, memory: 6924, loss_aux: 1.6100, top1_acc: 0.3488, top5_acc: 0.6020, loss_cls: 2.9575, loss: 4.5675, grad_norm: 2.9125 2020-09-11 01:15:49,642 - mmaction - INFO - Epoch [24][680/940] lr: 4.000e-02, eta: 2 days, 13:08:19, time: 1.848, data_time: 0.006, memory: 6924, loss_aux: 1.6293, top1_acc: 0.3453, top5_acc: 0.5975, loss_cls: 2.9886, loss: 4.6179, grad_norm: 2.9041 2020-09-11 01:16:27,132 - mmaction - INFO - Epoch [24][700/940] lr: 4.000e-02, eta: 2 days, 13:07:44, time: 1.874, data_time: 0.005, memory: 6924, loss_aux: 1.5970, top1_acc: 0.3564, top5_acc: 0.6090, loss_cls: 2.9265, loss: 4.5235, grad_norm: 2.9062 2020-09-11 01:17:02,601 - mmaction - INFO - Epoch [24][720/940] lr: 4.000e-02, eta: 2 days, 13:06:58, time: 1.773, data_time: 0.002, memory: 6924, loss_aux: 1.6256, top1_acc: 0.3480, top5_acc: 0.5932, loss_cls: 2.9909, loss: 4.6165, grad_norm: 2.9374 2020-09-11 01:17:39,261 - mmaction - INFO - Epoch [24][740/940] lr: 4.000e-02, eta: 2 days, 13:06:19, time: 1.831, data_time: 0.004, memory: 6924, loss_aux: 1.6337, top1_acc: 0.3482, top5_acc: 0.5992, loss_cls: 2.9801, loss: 4.6138, grad_norm: 2.8284 2020-09-11 01:18:15,426 - mmaction - INFO - Epoch [24][760/940] lr: 4.000e-02, eta: 2 days, 13:05:37, time: 1.809, data_time: 0.006, memory: 6924, loss_aux: 1.6399, top1_acc: 0.3330, top5_acc: 0.5898, loss_cls: 3.0228, loss: 4.6627, grad_norm: 2.9221 2020-09-11 01:18:51,768 - mmaction - INFO - Epoch [24][780/940] lr: 4.000e-02, eta: 2 days, 13:04:56, time: 1.816, data_time: 0.006, memory: 6924, loss_aux: 1.6424, top1_acc: 0.3424, top5_acc: 0.5912, loss_cls: 3.0228, loss: 4.6652, grad_norm: 2.9144 2020-09-11 01:19:28,246 - mmaction - INFO - Epoch [24][800/940] lr: 4.000e-02, eta: 2 days, 13:04:16, time: 1.825, data_time: 0.006, memory: 6924, loss_aux: 1.6094, top1_acc: 0.3533, top5_acc: 0.6016, loss_cls: 2.9570, loss: 4.5664, grad_norm: 2.8901 2020-09-11 01:20:04,864 - mmaction - INFO - Epoch [24][820/940] lr: 4.000e-02, eta: 2 days, 13:03:36, time: 1.830, data_time: 0.006, memory: 6924, loss_aux: 1.6220, top1_acc: 0.3438, top5_acc: 0.6061, loss_cls: 2.9631, loss: 4.5852, grad_norm: 2.9337 2020-09-11 01:20:40,836 - mmaction - INFO - Epoch [24][840/940] lr: 4.000e-02, eta: 2 days, 13:02:53, time: 1.800, data_time: 0.003, memory: 6924, loss_aux: 1.6157, top1_acc: 0.3555, top5_acc: 0.6043, loss_cls: 2.9647, loss: 4.5804, grad_norm: 2.9040 2020-09-11 01:21:17,164 - mmaction - INFO - Epoch [24][860/940] lr: 4.000e-02, eta: 2 days, 13:02:12, time: 1.815, data_time: 0.005, memory: 6924, loss_aux: 1.6271, top1_acc: 0.3418, top5_acc: 0.5984, loss_cls: 2.9624, loss: 4.5895, grad_norm: 2.9528 2020-09-11 01:21:53,299 - mmaction - INFO - Epoch [24][880/940] lr: 4.000e-02, eta: 2 days, 13:01:30, time: 1.808, data_time: 0.005, memory: 6924, loss_aux: 1.5994, top1_acc: 0.3479, top5_acc: 0.6033, loss_cls: 2.9334, loss: 4.5328, grad_norm: 2.8891 2020-09-11 01:22:29,875 - mmaction - INFO - Epoch [24][900/940] lr: 4.000e-02, eta: 2 days, 13:00:51, time: 1.828, data_time: 0.005, memory: 6924, loss_aux: 1.6219, top1_acc: 0.3480, top5_acc: 0.5967, loss_cls: 2.9763, loss: 4.5981, grad_norm: 2.8944 2020-09-11 01:23:06,460 - mmaction - INFO - Epoch [24][920/940] lr: 4.000e-02, eta: 2 days, 13:00:11, time: 1.829, data_time: 0.005, memory: 6924, loss_aux: 1.6191, top1_acc: 0.3473, top5_acc: 0.6043, loss_cls: 2.9781, loss: 4.5973, grad_norm: 2.9069 2020-09-11 01:23:41,460 - mmaction - INFO - Epoch [24][940/940] lr: 4.000e-02, eta: 2 days, 12:59:23, time: 1.748, data_time: 0.006, memory: 6924, loss_aux: 1.6427, top1_acc: 0.3440, top5_acc: 0.5848, loss_cls: 3.0226, loss: 4.6653, grad_norm: 2.9180 2020-09-11 01:23:42,068 - mmaction - INFO - Saving checkpoint at 24 epochs 2020-09-11 01:24:30,235 - mmaction - INFO - Epoch [25][20/940] lr: 4.000e-02, eta: 2 days, 12:58:59, time: 1.980, data_time: 0.639, memory: 6924, loss_aux: 1.6132, top1_acc: 0.3529, top5_acc: 0.6102, loss_cls: 2.9409, loss: 4.5541, grad_norm: 2.9338 2020-09-11 01:25:02,314 - mmaction - INFO - Epoch [25][40/940] lr: 4.000e-02, eta: 2 days, 12:57:56, time: 1.604, data_time: 0.005, memory: 6924, loss_aux: 1.6313, top1_acc: 0.3416, top5_acc: 0.5977, loss_cls: 2.9951, loss: 4.6265, grad_norm: 2.9079 2020-09-11 01:25:37,600 - mmaction - INFO - Epoch [25][60/940] lr: 4.000e-02, eta: 2 days, 12:57:09, time: 1.764, data_time: 0.004, memory: 6924, loss_aux: 1.6199, top1_acc: 0.3482, top5_acc: 0.6076, loss_cls: 2.9384, loss: 4.5583, grad_norm: 2.9064 2020-09-11 01:26:14,091 - mmaction - INFO - Epoch [25][80/940] lr: 4.000e-02, eta: 2 days, 12:56:29, time: 1.825, data_time: 0.006, memory: 6924, loss_aux: 1.5990, top1_acc: 0.3604, top5_acc: 0.6100, loss_cls: 2.9127, loss: 4.5117, grad_norm: 2.9089 2020-09-11 01:26:50,094 - mmaction - INFO - Epoch [25][100/940] lr: 4.000e-02, eta: 2 days, 12:55:46, time: 1.801, data_time: 0.006, memory: 6924, loss_aux: 1.6113, top1_acc: 0.3424, top5_acc: 0.5988, loss_cls: 2.9486, loss: 4.5600, grad_norm: 2.9051 2020-09-11 01:27:26,016 - mmaction - INFO - Epoch [25][120/940] lr: 4.000e-02, eta: 2 days, 12:55:03, time: 1.796, data_time: 0.006, memory: 6924, loss_aux: 1.6136, top1_acc: 0.3561, top5_acc: 0.6102, loss_cls: 2.9532, loss: 4.5669, grad_norm: 2.9310 2020-09-11 01:28:01,608 - mmaction - INFO - Epoch [25][140/940] lr: 4.000e-02, eta: 2 days, 12:54:19, time: 1.780, data_time: 0.005, memory: 6924, loss_aux: 1.6164, top1_acc: 0.3477, top5_acc: 0.5975, loss_cls: 2.9714, loss: 4.5879, grad_norm: 2.9498 2020-09-11 01:28:38,516 - mmaction - INFO - Epoch [25][160/940] lr: 4.000e-02, eta: 2 days, 12:53:41, time: 1.844, data_time: 0.005, memory: 6924, loss_aux: 1.5984, top1_acc: 0.3578, top5_acc: 0.6098, loss_cls: 2.9270, loss: 4.5254, grad_norm: 2.8865 2020-09-11 01:29:15,007 - mmaction - INFO - Epoch [25][180/940] lr: 4.000e-02, eta: 2 days, 12:53:01, time: 1.826, data_time: 0.005, memory: 6924, loss_aux: 1.6075, top1_acc: 0.3514, top5_acc: 0.6066, loss_cls: 2.9198, loss: 4.5273, grad_norm: 2.9325 2020-09-11 01:29:50,542 - mmaction - INFO - Epoch [25][200/940] lr: 4.000e-02, eta: 2 days, 12:52:16, time: 1.776, data_time: 0.005, memory: 6924, loss_aux: 1.6251, top1_acc: 0.3477, top5_acc: 0.5977, loss_cls: 2.9783, loss: 4.6033, grad_norm: 2.9316 2020-09-11 01:30:26,965 - mmaction - INFO - Epoch [25][220/940] lr: 4.000e-02, eta: 2 days, 12:51:35, time: 1.820, data_time: 0.004, memory: 6924, loss_aux: 1.6053, top1_acc: 0.3709, top5_acc: 0.6051, loss_cls: 2.9280, loss: 4.5334, grad_norm: 2.9212 2020-09-11 01:31:03,349 - mmaction - INFO - Epoch [25][240/940] lr: 4.000e-02, eta: 2 days, 12:50:54, time: 1.818, data_time: 0.006, memory: 6924, loss_aux: 1.6047, top1_acc: 0.3598, top5_acc: 0.6088, loss_cls: 2.9182, loss: 4.5230, grad_norm: 2.8886 2020-09-11 01:31:40,239 - mmaction - INFO - Epoch [25][260/940] lr: 4.000e-02, eta: 2 days, 12:50:17, time: 1.845, data_time: 0.007, memory: 6924, loss_aux: 1.6216, top1_acc: 0.3467, top5_acc: 0.5908, loss_cls: 2.9833, loss: 4.6049, grad_norm: 2.9066 2020-09-11 01:32:15,238 - mmaction - INFO - Epoch [25][280/940] lr: 4.000e-02, eta: 2 days, 12:49:29, time: 1.749, data_time: 0.006, memory: 6924, loss_aux: 1.6124, top1_acc: 0.3494, top5_acc: 0.6025, loss_cls: 2.9560, loss: 4.5684, grad_norm: 2.9191 2020-09-11 01:32:51,591 - mmaction - INFO - Epoch [25][300/940] lr: 4.000e-02, eta: 2 days, 12:48:48, time: 1.818, data_time: 0.006, memory: 6924, loss_aux: 1.6103, top1_acc: 0.3500, top5_acc: 0.6105, loss_cls: 2.9392, loss: 4.5496, grad_norm: 2.9644 2020-09-11 01:33:27,403 - mmaction - INFO - Epoch [25][320/940] lr: 4.000e-02, eta: 2 days, 12:48:05, time: 1.791, data_time: 0.005, memory: 6924, loss_aux: 1.5887, top1_acc: 0.3520, top5_acc: 0.6105, loss_cls: 2.9113, loss: 4.5000, grad_norm: 2.9426 2020-09-11 01:34:03,621 - mmaction - INFO - Epoch [25][340/940] lr: 4.000e-02, eta: 2 days, 12:47:23, time: 1.813, data_time: 0.006, memory: 6924, loss_aux: 1.6146, top1_acc: 0.3533, top5_acc: 0.6043, loss_cls: 2.9482, loss: 4.5628, grad_norm: 2.9542 2020-09-11 01:34:39,429 - mmaction - INFO - Epoch [25][360/940] lr: 4.000e-02, eta: 2 days, 12:46:40, time: 1.788, data_time: 0.006, memory: 6924, loss_aux: 1.6007, top1_acc: 0.3574, top5_acc: 0.6029, loss_cls: 2.9194, loss: 4.5201, grad_norm: 2.9196 2020-09-11 01:35:15,100 - mmaction - INFO - Epoch [25][380/940] lr: 4.000e-02, eta: 2 days, 12:45:55, time: 1.783, data_time: 0.006, memory: 6924, loss_aux: 1.6164, top1_acc: 0.3570, top5_acc: 0.6010, loss_cls: 2.9661, loss: 4.5824, grad_norm: 2.9164 2020-09-11 01:35:51,152 - mmaction - INFO - Epoch [25][400/940] lr: 4.000e-02, eta: 2 days, 12:45:13, time: 1.805, data_time: 0.006, memory: 6924, loss_aux: 1.6198, top1_acc: 0.3576, top5_acc: 0.6002, loss_cls: 2.9527, loss: 4.5725, grad_norm: 2.9139 2020-09-11 01:36:26,834 - mmaction - INFO - Epoch [25][420/940] lr: 4.000e-02, eta: 2 days, 12:44:29, time: 1.782, data_time: 0.005, memory: 6924, loss_aux: 1.6281, top1_acc: 0.3496, top5_acc: 0.6000, loss_cls: 2.9828, loss: 4.6109, grad_norm: 2.8993 2020-09-11 01:37:02,776 - mmaction - INFO - Epoch [25][440/940] lr: 4.000e-02, eta: 2 days, 12:43:46, time: 1.799, data_time: 0.006, memory: 6924, loss_aux: 1.5895, top1_acc: 0.3516, top5_acc: 0.5984, loss_cls: 2.9296, loss: 4.5191, grad_norm: 2.8715 2020-09-11 01:37:40,020 - mmaction - INFO - Epoch [25][460/940] lr: 4.000e-02, eta: 2 days, 12:43:10, time: 1.860, data_time: 0.006, memory: 6924, loss_aux: 1.6119, top1_acc: 0.3459, top5_acc: 0.5939, loss_cls: 2.9684, loss: 4.5803, grad_norm: 2.9206 2020-09-11 01:38:16,453 - mmaction - INFO - Epoch [25][480/940] lr: 4.000e-02, eta: 2 days, 12:42:30, time: 1.823, data_time: 0.006, memory: 6924, loss_aux: 1.6270, top1_acc: 0.3443, top5_acc: 0.5984, loss_cls: 2.9970, loss: 4.6240, grad_norm: 2.9355 2020-09-11 01:38:51,471 - mmaction - INFO - Epoch [25][500/940] lr: 4.000e-02, eta: 2 days, 12:41:42, time: 1.749, data_time: 0.005, memory: 6924, loss_aux: 1.6129, top1_acc: 0.3533, top5_acc: 0.6062, loss_cls: 2.9488, loss: 4.5618, grad_norm: 2.9274 2020-09-11 01:39:27,074 - mmaction - INFO - Epoch [25][520/940] lr: 4.000e-02, eta: 2 days, 12:40:58, time: 1.782, data_time: 0.006, memory: 6924, loss_aux: 1.5838, top1_acc: 0.3566, top5_acc: 0.6080, loss_cls: 2.9158, loss: 4.4996, grad_norm: 2.8847 2020-09-11 01:40:02,916 - mmaction - INFO - Epoch [25][540/940] lr: 4.000e-02, eta: 2 days, 12:40:15, time: 1.792, data_time: 0.005, memory: 6924, loss_aux: 1.5983, top1_acc: 0.3590, top5_acc: 0.6035, loss_cls: 2.9240, loss: 4.5223, grad_norm: 2.9309 2020-09-11 01:40:39,115 - mmaction - INFO - Epoch [25][560/940] lr: 4.000e-02, eta: 2 days, 12:39:34, time: 1.810, data_time: 0.004, memory: 6924, loss_aux: 1.6115, top1_acc: 0.3420, top5_acc: 0.5959, loss_cls: 2.9662, loss: 4.5777, grad_norm: 2.9370 2020-09-11 01:41:14,594 - mmaction - INFO - Epoch [25][580/940] lr: 4.000e-02, eta: 2 days, 12:38:48, time: 1.772, data_time: 0.005, memory: 6924, loss_aux: 1.6273, top1_acc: 0.3418, top5_acc: 0.5928, loss_cls: 3.0027, loss: 4.6300, grad_norm: 3.0059 2020-09-11 01:41:50,376 - mmaction - INFO - Epoch [25][600/940] lr: 4.000e-02, eta: 2 days, 12:38:05, time: 1.791, data_time: 0.006, memory: 6924, loss_aux: 1.6137, top1_acc: 0.3496, top5_acc: 0.6057, loss_cls: 2.9635, loss: 4.5772, grad_norm: 2.9309 2020-09-11 01:42:26,473 - mmaction - INFO - Epoch [25][620/940] lr: 4.000e-02, eta: 2 days, 12:37:23, time: 1.805, data_time: 0.003, memory: 6924, loss_aux: 1.6172, top1_acc: 0.3402, top5_acc: 0.5932, loss_cls: 2.9946, loss: 4.6118, grad_norm: 2.9302 2020-09-11 01:43:02,859 - mmaction - INFO - Epoch [25][640/940] lr: 4.000e-02, eta: 2 days, 12:36:43, time: 1.817, data_time: 0.007, memory: 6924, loss_aux: 1.6101, top1_acc: 0.3443, top5_acc: 0.5941, loss_cls: 2.9652, loss: 4.5753, grad_norm: 2.9241 2020-09-11 01:43:38,011 - mmaction - INFO - Epoch [25][660/940] lr: 4.000e-02, eta: 2 days, 12:35:56, time: 1.758, data_time: 0.006, memory: 6924, loss_aux: 1.6104, top1_acc: 0.3432, top5_acc: 0.6033, loss_cls: 2.9493, loss: 4.5597, grad_norm: 2.9245 2020-09-11 01:44:13,326 - mmaction - INFO - Epoch [25][680/940] lr: 4.000e-02, eta: 2 days, 12:35:10, time: 1.767, data_time: 0.005, memory: 6924, loss_aux: 1.5970, top1_acc: 0.3619, top5_acc: 0.6107, loss_cls: 2.9214, loss: 4.5184, grad_norm: 2.9111 2020-09-11 01:44:49,642 - mmaction - INFO - Epoch [25][700/940] lr: 4.000e-02, eta: 2 days, 12:34:29, time: 1.814, data_time: 0.005, memory: 6924, loss_aux: 1.6302, top1_acc: 0.3395, top5_acc: 0.5969, loss_cls: 3.0005, loss: 4.6307, grad_norm: 2.8965 2020-09-11 01:45:25,510 - mmaction - INFO - Epoch [25][720/940] lr: 4.000e-02, eta: 2 days, 12:33:46, time: 1.793, data_time: 0.006, memory: 6924, loss_aux: 1.6104, top1_acc: 0.3512, top5_acc: 0.6020, loss_cls: 2.9449, loss: 4.5553, grad_norm: 2.8710 2020-09-11 01:46:01,227 - mmaction - INFO - Epoch [25][740/940] lr: 4.000e-02, eta: 2 days, 12:33:03, time: 1.788, data_time: 0.006, memory: 6924, loss_aux: 1.5964, top1_acc: 0.3504, top5_acc: 0.6086, loss_cls: 2.9310, loss: 4.5274, grad_norm: 2.9445 2020-09-11 01:46:37,401 - mmaction - INFO - Epoch [25][760/940] lr: 4.000e-02, eta: 2 days, 12:32:21, time: 1.807, data_time: 0.005, memory: 6924, loss_aux: 1.5975, top1_acc: 0.3467, top5_acc: 0.5984, loss_cls: 2.9540, loss: 4.5514, grad_norm: 2.9097 2020-09-11 01:47:13,021 - mmaction - INFO - Epoch [25][780/940] lr: 4.000e-02, eta: 2 days, 12:31:37, time: 1.782, data_time: 0.006, memory: 6924, loss_aux: 1.6227, top1_acc: 0.3453, top5_acc: 0.5938, loss_cls: 2.9879, loss: 4.6106, grad_norm: 2.9906 2020-09-11 01:47:49,077 - mmaction - INFO - Epoch [25][800/940] lr: 4.000e-02, eta: 2 days, 12:30:55, time: 1.802, data_time: 0.007, memory: 6924, loss_aux: 1.6084, top1_acc: 0.3547, top5_acc: 0.6086, loss_cls: 2.9361, loss: 4.5444, grad_norm: 2.9902 2020-09-11 01:48:24,531 - mmaction - INFO - Epoch [25][820/940] lr: 4.000e-02, eta: 2 days, 12:30:10, time: 1.775, data_time: 0.006, memory: 6924, loss_aux: 1.6208, top1_acc: 0.3385, top5_acc: 0.5949, loss_cls: 2.9791, loss: 4.5999, grad_norm: 2.9551 2020-09-11 01:49:00,867 - mmaction - INFO - Epoch [25][840/940] lr: 4.000e-02, eta: 2 days, 12:29:29, time: 1.815, data_time: 0.005, memory: 6924, loss_aux: 1.6104, top1_acc: 0.3447, top5_acc: 0.6059, loss_cls: 2.9421, loss: 4.5525, grad_norm: 2.8917 2020-09-11 01:49:35,368 - mmaction - INFO - Epoch [25][860/940] lr: 4.000e-02, eta: 2 days, 12:28:40, time: 1.727, data_time: 0.006, memory: 6924, loss_aux: 1.6176, top1_acc: 0.3486, top5_acc: 0.6008, loss_cls: 2.9625, loss: 4.5801, grad_norm: 2.9259 2020-09-11 01:50:11,588 - mmaction - INFO - Epoch [25][880/940] lr: 4.000e-02, eta: 2 days, 12:27:59, time: 1.810, data_time: 0.006, memory: 6924, loss_aux: 1.6174, top1_acc: 0.3463, top5_acc: 0.5998, loss_cls: 2.9682, loss: 4.5856, grad_norm: 2.9309 2020-09-11 01:50:47,053 - mmaction - INFO - Epoch [25][900/940] lr: 4.000e-02, eta: 2 days, 12:27:14, time: 1.774, data_time: 0.003, memory: 6924, loss_aux: 1.5782, top1_acc: 0.3555, top5_acc: 0.6076, loss_cls: 2.8851, loss: 4.4634, grad_norm: 2.8629 2020-09-11 01:51:22,993 - mmaction - INFO - Epoch [25][920/940] lr: 4.000e-02, eta: 2 days, 12:26:31, time: 1.797, data_time: 0.003, memory: 6924, loss_aux: 1.5989, top1_acc: 0.3529, top5_acc: 0.6008, loss_cls: 2.9269, loss: 4.5258, grad_norm: 2.9357 2020-09-11 01:51:57,121 - mmaction - INFO - Epoch [25][940/940] lr: 4.000e-02, eta: 2 days, 12:25:40, time: 1.704, data_time: 0.007, memory: 6924, loss_aux: 1.6296, top1_acc: 0.3397, top5_acc: 0.5946, loss_cls: 3.0020, loss: 4.6316, grad_norm: 2.9697 2020-09-11 01:51:57,578 - mmaction - INFO - Saving checkpoint at 25 epochs 2020-09-11 01:52:41,290 - mmaction - INFO - Epoch [26][20/940] lr: 4.000e-02, eta: 2 days, 12:25:08, time: 1.911, data_time: 0.414, memory: 6924, loss_aux: 1.6013, top1_acc: 0.3574, top5_acc: 0.6045, loss_cls: 2.9260, loss: 4.5272, grad_norm: 2.9185 2020-09-11 01:53:14,928 - mmaction - INFO - Epoch [26][40/940] lr: 4.000e-02, eta: 2 days, 12:24:15, time: 1.684, data_time: 0.006, memory: 6924, loss_aux: 1.6070, top1_acc: 0.3646, top5_acc: 0.6100, loss_cls: 2.9285, loss: 4.5355, grad_norm: 2.9270 2020-09-11 01:53:50,243 - mmaction - INFO - Epoch [26][60/940] lr: 4.000e-02, eta: 2 days, 12:23:29, time: 1.764, data_time: 0.005, memory: 6924, loss_aux: 1.6104, top1_acc: 0.3586, top5_acc: 0.6020, loss_cls: 2.9326, loss: 4.5431, grad_norm: 2.8843 2020-09-11 01:54:25,334 - mmaction - INFO - Epoch [26][80/940] lr: 4.000e-02, eta: 2 days, 12:22:42, time: 1.756, data_time: 0.006, memory: 6924, loss_aux: 1.5779, top1_acc: 0.3652, top5_acc: 0.6119, loss_cls: 2.8707, loss: 4.4486, grad_norm: 2.8682 2020-09-11 01:55:01,905 - mmaction - INFO - Epoch [26][100/940] lr: 4.000e-02, eta: 2 days, 12:22:03, time: 1.826, data_time: 0.005, memory: 6924, loss_aux: 1.6095, top1_acc: 0.3549, top5_acc: 0.5961, loss_cls: 2.9391, loss: 4.5486, grad_norm: 2.9957 2020-09-11 01:55:37,297 - mmaction - INFO - Epoch [26][120/940] lr: 4.000e-02, eta: 2 days, 12:21:18, time: 1.772, data_time: 0.007, memory: 6924, loss_aux: 1.6024, top1_acc: 0.3578, top5_acc: 0.6086, loss_cls: 2.9347, loss: 4.5371, grad_norm: 2.9589 2020-09-11 01:56:13,095 - mmaction - INFO - Epoch [26][140/940] lr: 4.000e-02, eta: 2 days, 12:20:35, time: 1.788, data_time: 0.005, memory: 6924, loss_aux: 1.5994, top1_acc: 0.3578, top5_acc: 0.5998, loss_cls: 2.9347, loss: 4.5342, grad_norm: 2.9666 2020-09-11 01:56:48,955 - mmaction - INFO - Epoch [26][160/940] lr: 4.000e-02, eta: 2 days, 12:19:52, time: 1.795, data_time: 0.005, memory: 6924, loss_aux: 1.6026, top1_acc: 0.3561, top5_acc: 0.6084, loss_cls: 2.9298, loss: 4.5324, grad_norm: 2.9074 2020-09-11 01:57:24,942 - mmaction - INFO - Epoch [26][180/940] lr: 4.000e-02, eta: 2 days, 12:19:10, time: 1.797, data_time: 0.005, memory: 6924, loss_aux: 1.5508, top1_acc: 0.3729, top5_acc: 0.6301, loss_cls: 2.8192, loss: 4.3701, grad_norm: 2.9044 2020-09-11 01:58:00,746 - mmaction - INFO - Epoch [26][200/940] lr: 4.000e-02, eta: 2 days, 12:18:27, time: 1.792, data_time: 0.006, memory: 6924, loss_aux: 1.5667, top1_acc: 0.3697, top5_acc: 0.6170, loss_cls: 2.8718, loss: 4.4384, grad_norm: 2.9319 2020-09-11 01:58:36,142 - mmaction - INFO - Epoch [26][220/940] lr: 4.000e-02, eta: 2 days, 12:17:42, time: 1.768, data_time: 0.006, memory: 6924, loss_aux: 1.5824, top1_acc: 0.3611, top5_acc: 0.6150, loss_cls: 2.8943, loss: 4.4767, grad_norm: 2.9572 2020-09-11 01:59:11,791 - mmaction - INFO - Epoch [26][240/940] lr: 4.000e-02, eta: 2 days, 12:16:58, time: 1.784, data_time: 0.005, memory: 6924, loss_aux: 1.5877, top1_acc: 0.3555, top5_acc: 0.6049, loss_cls: 2.9238, loss: 4.5115, grad_norm: 2.9328 2020-09-11 01:59:48,337 - mmaction - INFO - Epoch [26][260/940] lr: 4.000e-02, eta: 2 days, 12:16:19, time: 1.825, data_time: 0.006, memory: 6924, loss_aux: 1.5884, top1_acc: 0.3561, top5_acc: 0.6160, loss_cls: 2.9035, loss: 4.4919, grad_norm: 2.9351 2020-09-11 02:00:32,538 - mmaction - INFO - Epoch [26][280/940] lr: 4.000e-02, eta: 2 days, 12:16:16, time: 2.202, data_time: 0.007, memory: 6924, loss_aux: 1.5928, top1_acc: 0.3566, top5_acc: 0.6082, loss_cls: 2.9225, loss: 4.5153, grad_norm: 3.0039 2020-09-11 02:01:04,697 - mmaction - INFO - Epoch [26][300/940] lr: 4.000e-02, eta: 2 days, 12:15:16, time: 1.619, data_time: 0.021, memory: 6924, loss_aux: 1.5946, top1_acc: 0.3539, top5_acc: 0.6084, loss_cls: 2.9315, loss: 4.5261, grad_norm: 3.0300 2020-09-11 02:01:40,352 - mmaction - INFO - Epoch [26][320/940] lr: 4.000e-02, eta: 2 days, 12:14:32, time: 1.780, data_time: 0.005, memory: 6924, loss_aux: 1.5853, top1_acc: 0.3574, top5_acc: 0.6072, loss_cls: 2.9155, loss: 4.5007, grad_norm: 2.9331 2020-09-11 02:02:15,336 - mmaction - INFO - Epoch [26][340/940] lr: 4.000e-02, eta: 2 days, 12:13:46, time: 1.751, data_time: 0.007, memory: 6924, loss_aux: 1.5792, top1_acc: 0.3621, top5_acc: 0.6068, loss_cls: 2.8978, loss: 4.4770, grad_norm: 2.8977 2020-09-11 02:02:51,934 - mmaction - INFO - Epoch [26][360/940] lr: 4.000e-02, eta: 2 days, 12:13:07, time: 1.830, data_time: 0.006, memory: 6924, loss_aux: 1.6074, top1_acc: 0.3506, top5_acc: 0.6000, loss_cls: 2.9542, loss: 4.5617, grad_norm: 2.9429 2020-09-11 02:03:28,111 - mmaction - INFO - Epoch [26][380/940] lr: 4.000e-02, eta: 2 days, 12:12:25, time: 1.809, data_time: 0.003, memory: 6924, loss_aux: 1.6026, top1_acc: 0.3570, top5_acc: 0.6041, loss_cls: 2.9322, loss: 4.5348, grad_norm: 2.9498 2020-09-11 02:04:03,358 - mmaction - INFO - Epoch [26][400/940] lr: 4.000e-02, eta: 2 days, 12:11:40, time: 1.761, data_time: 0.006, memory: 6924, loss_aux: 1.6019, top1_acc: 0.3564, top5_acc: 0.6115, loss_cls: 2.9268, loss: 4.5287, grad_norm: 3.0077 2020-09-11 02:04:38,736 - mmaction - INFO - Epoch [26][420/940] lr: 4.000e-02, eta: 2 days, 12:10:55, time: 1.769, data_time: 0.006, memory: 6924, loss_aux: 1.5975, top1_acc: 0.3578, top5_acc: 0.6035, loss_cls: 2.9215, loss: 4.5190, grad_norm: 2.9853 2020-09-11 02:05:14,268 - mmaction - INFO - Epoch [26][440/940] lr: 4.000e-02, eta: 2 days, 12:10:10, time: 1.777, data_time: 0.006, memory: 6924, loss_aux: 1.5832, top1_acc: 0.3516, top5_acc: 0.6023, loss_cls: 2.9237, loss: 4.5070, grad_norm: 2.9423 2020-09-11 02:05:50,243 - mmaction - INFO - Epoch [26][460/940] lr: 4.000e-02, eta: 2 days, 12:09:29, time: 1.800, data_time: 0.005, memory: 6924, loss_aux: 1.6030, top1_acc: 0.3578, top5_acc: 0.6035, loss_cls: 2.9377, loss: 4.5407, grad_norm: 2.9571 2020-09-11 02:06:25,172 - mmaction - INFO - Epoch [26][480/940] lr: 4.000e-02, eta: 2 days, 12:08:41, time: 1.747, data_time: 0.002, memory: 6924, loss_aux: 1.5850, top1_acc: 0.3715, top5_acc: 0.6088, loss_cls: 2.8842, loss: 4.4692, grad_norm: 2.9335 2020-09-11 02:07:01,520 - mmaction - INFO - Epoch [26][500/940] lr: 4.000e-02, eta: 2 days, 12:08:01, time: 1.815, data_time: 0.004, memory: 6924, loss_aux: 1.5908, top1_acc: 0.3525, top5_acc: 0.6148, loss_cls: 2.9361, loss: 4.5269, grad_norm: 2.9320 2020-09-11 02:07:36,769 - mmaction - INFO - Epoch [26][520/940] lr: 4.000e-02, eta: 2 days, 12:07:16, time: 1.765, data_time: 0.006, memory: 6924, loss_aux: 1.5861, top1_acc: 0.3586, top5_acc: 0.6127, loss_cls: 2.9041, loss: 4.4902, grad_norm: 2.9487 2020-09-11 02:08:12,304 - mmaction - INFO - Epoch [26][540/940] lr: 4.000e-02, eta: 2 days, 12:06:31, time: 1.775, data_time: 0.007, memory: 6924, loss_aux: 1.5734, top1_acc: 0.3611, top5_acc: 0.6283, loss_cls: 2.8688, loss: 4.4421, grad_norm: 2.9397 2020-09-11 02:08:47,277 - mmaction - INFO - Epoch [26][560/940] lr: 4.000e-02, eta: 2 days, 12:05:45, time: 1.750, data_time: 0.006, memory: 6924, loss_aux: 1.5913, top1_acc: 0.3580, top5_acc: 0.6088, loss_cls: 2.9179, loss: 4.5092, grad_norm: 2.9658 2020-09-11 02:09:23,019 - mmaction - INFO - Epoch [26][580/940] lr: 4.000e-02, eta: 2 days, 12:05:01, time: 1.785, data_time: 0.005, memory: 6924, loss_aux: 1.6092, top1_acc: 0.3484, top5_acc: 0.6021, loss_cls: 2.9559, loss: 4.5651, grad_norm: 2.9713 2020-09-11 02:09:57,819 - mmaction - INFO - Epoch [26][600/940] lr: 4.000e-02, eta: 2 days, 12:04:14, time: 1.741, data_time: 0.006, memory: 6924, loss_aux: 1.5721, top1_acc: 0.3555, top5_acc: 0.6164, loss_cls: 2.8790, loss: 4.4511, grad_norm: 2.9651 2020-09-11 02:10:33,126 - mmaction - INFO - Epoch [26][620/940] lr: 4.000e-02, eta: 2 days, 12:03:28, time: 1.764, data_time: 0.006, memory: 6924, loss_aux: 1.6115, top1_acc: 0.3615, top5_acc: 0.6012, loss_cls: 2.9512, loss: 4.5627, grad_norm: 2.9631 2020-09-11 02:11:08,765 - mmaction - INFO - Epoch [26][640/940] lr: 4.000e-02, eta: 2 days, 12:02:45, time: 1.784, data_time: 0.006, memory: 6924, loss_aux: 1.6037, top1_acc: 0.3598, top5_acc: 0.5996, loss_cls: 2.9442, loss: 4.5479, grad_norm: 2.9180 2020-09-11 02:11:44,891 - mmaction - INFO - Epoch [26][660/940] lr: 4.000e-02, eta: 2 days, 12:02:04, time: 1.804, data_time: 0.005, memory: 6924, loss_aux: 1.5987, top1_acc: 0.3572, top5_acc: 0.6090, loss_cls: 2.9324, loss: 4.5311, grad_norm: 2.9548 2020-09-11 02:12:19,829 - mmaction - INFO - Epoch [26][680/940] lr: 4.000e-02, eta: 2 days, 12:01:17, time: 1.749, data_time: 0.006, memory: 6924, loss_aux: 1.5734, top1_acc: 0.3672, top5_acc: 0.6166, loss_cls: 2.8724, loss: 4.4459, grad_norm: 2.9047 2020-09-11 02:12:55,697 - mmaction - INFO - Epoch [26][700/940] lr: 4.000e-02, eta: 2 days, 12:00:34, time: 1.791, data_time: 0.007, memory: 6924, loss_aux: 1.5978, top1_acc: 0.3535, top5_acc: 0.6057, loss_cls: 2.9180, loss: 4.5159, grad_norm: 3.0498 2020-09-11 02:13:31,210 - mmaction - INFO - Epoch [26][720/940] lr: 4.000e-02, eta: 2 days, 11:59:50, time: 1.776, data_time: 0.006, memory: 6924, loss_aux: 1.5861, top1_acc: 0.3652, top5_acc: 0.6129, loss_cls: 2.9067, loss: 4.4928, grad_norm: 2.9504 2020-09-11 02:14:07,287 - mmaction - INFO - Epoch [26][740/940] lr: 4.000e-02, eta: 2 days, 11:59:09, time: 1.805, data_time: 0.005, memory: 6924, loss_aux: 1.5879, top1_acc: 0.3646, top5_acc: 0.6141, loss_cls: 2.9196, loss: 4.5075, grad_norm: 2.9349 2020-09-11 02:14:44,098 - mmaction - INFO - Epoch [26][760/940] lr: 4.000e-02, eta: 2 days, 11:58:31, time: 1.840, data_time: 0.006, memory: 6924, loss_aux: 1.6071, top1_acc: 0.3539, top5_acc: 0.6000, loss_cls: 2.9493, loss: 4.5564, grad_norm: 2.9319 2020-09-11 02:15:20,411 - mmaction - INFO - Epoch [26][780/940] lr: 4.000e-02, eta: 2 days, 11:57:51, time: 1.815, data_time: 0.006, memory: 6924, loss_aux: 1.6079, top1_acc: 0.3566, top5_acc: 0.6047, loss_cls: 2.9558, loss: 4.5637, grad_norm: 2.9674 2020-09-11 02:15:56,967 - mmaction - INFO - Epoch [26][800/940] lr: 4.000e-02, eta: 2 days, 11:57:12, time: 1.828, data_time: 0.006, memory: 6924, loss_aux: 1.5880, top1_acc: 0.3523, top5_acc: 0.6125, loss_cls: 2.9116, loss: 4.4996, grad_norm: 2.9564 2020-09-11 02:16:33,909 - mmaction - INFO - Epoch [26][820/940] lr: 4.000e-02, eta: 2 days, 11:56:35, time: 1.849, data_time: 0.006, memory: 6924, loss_aux: 1.6131, top1_acc: 0.3420, top5_acc: 0.5936, loss_cls: 2.9635, loss: 4.5766, grad_norm: 2.9508 2020-09-11 02:17:11,155 - mmaction - INFO - Epoch [26][840/940] lr: 4.000e-02, eta: 2 days, 11:55:59, time: 1.861, data_time: 0.005, memory: 6924, loss_aux: 1.5843, top1_acc: 0.3619, top5_acc: 0.6127, loss_cls: 2.9081, loss: 4.4924, grad_norm: 2.9095 2020-09-11 02:17:48,803 - mmaction - INFO - Epoch [26][860/940] lr: 4.000e-02, eta: 2 days, 11:55:25, time: 1.884, data_time: 0.005, memory: 6924, loss_aux: 1.5881, top1_acc: 0.3648, top5_acc: 0.6105, loss_cls: 2.8994, loss: 4.4875, grad_norm: 2.9213 2020-09-11 02:18:25,888 - mmaction - INFO - Epoch [26][880/940] lr: 4.000e-02, eta: 2 days, 11:54:48, time: 1.852, data_time: 0.005, memory: 6924, loss_aux: 1.5809, top1_acc: 0.3680, top5_acc: 0.6064, loss_cls: 2.9061, loss: 4.4870, grad_norm: 2.8821 2020-09-11 02:19:04,199 - mmaction - INFO - Epoch [26][900/940] lr: 4.000e-02, eta: 2 days, 11:54:18, time: 1.918, data_time: 0.007, memory: 6924, loss_aux: 1.5803, top1_acc: 0.3574, top5_acc: 0.6100, loss_cls: 2.8931, loss: 4.4734, grad_norm: 2.9183 2020-09-11 02:19:42,148 - mmaction - INFO - Epoch [26][920/940] lr: 4.000e-02, eta: 2 days, 11:53:45, time: 1.896, data_time: 0.006, memory: 6924, loss_aux: 1.6082, top1_acc: 0.3479, top5_acc: 0.6041, loss_cls: 2.9609, loss: 4.5692, grad_norm: 2.9297 2020-09-11 02:20:18,801 - mmaction - INFO - Epoch [26][940/940] lr: 4.000e-02, eta: 2 days, 11:53:07, time: 1.832, data_time: 0.006, memory: 6924, loss_aux: 1.6007, top1_acc: 0.3500, top5_acc: 0.6122, loss_cls: 2.9289, loss: 4.5296, grad_norm: 3.0107 2020-09-11 02:20:19,505 - mmaction - INFO - Saving checkpoint at 26 epochs 2020-09-11 02:21:11,180 - mmaction - INFO - Epoch [27][20/940] lr: 4.000e-02, eta: 2 days, 11:53:15, time: 2.321, data_time: 0.766, memory: 6924, loss_aux: 1.5695, top1_acc: 0.3670, top5_acc: 0.6215, loss_cls: 2.8600, loss: 4.4295, grad_norm: 2.9938 2020-09-11 02:21:46,323 - mmaction - INFO - Epoch [27][40/940] lr: 4.000e-02, eta: 2 days, 11:52:29, time: 1.758, data_time: 0.007, memory: 6924, loss_aux: 1.5795, top1_acc: 0.3645, top5_acc: 0.6146, loss_cls: 2.8943, loss: 4.4738, grad_norm: 2.9333 2020-09-11 02:22:22,954 - mmaction - INFO - Epoch [27][60/940] lr: 4.000e-02, eta: 2 days, 11:51:50, time: 1.831, data_time: 0.006, memory: 6924, loss_aux: 1.6021, top1_acc: 0.3523, top5_acc: 0.6061, loss_cls: 2.9245, loss: 4.5266, grad_norm: 2.9690 2020-09-11 02:23:01,417 - mmaction - INFO - Epoch [27][80/940] lr: 4.000e-02, eta: 2 days, 11:51:20, time: 1.925, data_time: 0.006, memory: 6924, loss_aux: 1.5824, top1_acc: 0.3695, top5_acc: 0.6162, loss_cls: 2.8604, loss: 4.4428, grad_norm: 2.9199 2020-09-11 02:23:40,061 - mmaction - INFO - Epoch [27][100/940] lr: 4.000e-02, eta: 2 days, 11:50:51, time: 1.931, data_time: 0.007, memory: 6924, loss_aux: 1.6122, top1_acc: 0.3436, top5_acc: 0.6059, loss_cls: 2.9465, loss: 4.5587, grad_norm: 3.0040 2020-09-11 02:24:18,674 - mmaction - INFO - Epoch [27][120/940] lr: 4.000e-02, eta: 2 days, 11:50:22, time: 1.932, data_time: 0.006, memory: 6924, loss_aux: 1.5735, top1_acc: 0.3631, top5_acc: 0.6088, loss_cls: 2.8924, loss: 4.4660, grad_norm: 2.9048 2020-09-11 02:24:57,559 - mmaction - INFO - Epoch [27][140/940] lr: 4.000e-02, eta: 2 days, 11:49:53, time: 1.942, data_time: 0.005, memory: 6924, loss_aux: 1.5478, top1_acc: 0.3707, top5_acc: 0.6223, loss_cls: 2.8489, loss: 4.3968, grad_norm: 2.9351 2020-09-11 02:25:36,556 - mmaction - INFO - Epoch [27][160/940] lr: 4.000e-02, eta: 2 days, 11:49:26, time: 1.952, data_time: 0.006, memory: 6924, loss_aux: 1.5729, top1_acc: 0.3578, top5_acc: 0.6166, loss_cls: 2.8607, loss: 4.4336, grad_norm: 2.9526 2020-09-11 02:26:15,364 - mmaction - INFO - Epoch [27][180/940] lr: 4.000e-02, eta: 2 days, 11:48:57, time: 1.940, data_time: 0.004, memory: 6924, loss_aux: 1.5835, top1_acc: 0.3539, top5_acc: 0.6164, loss_cls: 2.9077, loss: 4.4912, grad_norm: 2.9494 2020-09-11 02:26:54,888 - mmaction - INFO - Epoch [27][200/940] lr: 4.000e-02, eta: 2 days, 11:48:32, time: 1.976, data_time: 0.006, memory: 6924, loss_aux: 1.5845, top1_acc: 0.3615, top5_acc: 0.6086, loss_cls: 2.9040, loss: 4.4885, grad_norm: 2.9194 2020-09-11 02:27:34,324 - mmaction - INFO - Epoch [27][220/940] lr: 4.000e-02, eta: 2 days, 11:48:07, time: 1.971, data_time: 0.004, memory: 6924, loss_aux: 1.5915, top1_acc: 0.3652, top5_acc: 0.6082, loss_cls: 2.9177, loss: 4.5092, grad_norm: 2.9545 2020-09-11 02:28:13,538 - mmaction - INFO - Epoch [27][240/940] lr: 4.000e-02, eta: 2 days, 11:47:40, time: 1.959, data_time: 0.006, memory: 6924, loss_aux: 1.5676, top1_acc: 0.3641, top5_acc: 0.6152, loss_cls: 2.8745, loss: 4.4422, grad_norm: 2.9208 2020-09-11 02:28:53,214 - mmaction - INFO - Epoch [27][260/940] lr: 4.000e-02, eta: 2 days, 11:47:16, time: 1.986, data_time: 0.006, memory: 6924, loss_aux: 1.5723, top1_acc: 0.3699, top5_acc: 0.6164, loss_cls: 2.8695, loss: 4.4418, grad_norm: 2.9578 2020-09-11 02:29:32,887 - mmaction - INFO - Epoch [27][280/940] lr: 4.000e-02, eta: 2 days, 11:46:51, time: 1.981, data_time: 0.006, memory: 6924, loss_aux: 1.5697, top1_acc: 0.3660, top5_acc: 0.6238, loss_cls: 2.8592, loss: 4.4289, grad_norm: 2.9656 2020-09-11 02:30:13,410 - mmaction - INFO - Epoch [27][300/940] lr: 4.000e-02, eta: 2 days, 11:46:30, time: 2.027, data_time: 0.007, memory: 6924, loss_aux: 1.5819, top1_acc: 0.3592, top5_acc: 0.5988, loss_cls: 2.9115, loss: 4.4934, grad_norm: 2.9389 2020-09-11 02:30:52,902 - mmaction - INFO - Epoch [27][320/940] lr: 4.000e-02, eta: 2 days, 11:46:05, time: 1.976, data_time: 0.006, memory: 6924, loss_aux: 1.5821, top1_acc: 0.3469, top5_acc: 0.6148, loss_cls: 2.9038, loss: 4.4859, grad_norm: 2.9372 2020-09-11 02:31:32,719 - mmaction - INFO - Epoch [27][340/940] lr: 4.000e-02, eta: 2 days, 11:45:41, time: 1.989, data_time: 0.006, memory: 6924, loss_aux: 1.5551, top1_acc: 0.3650, top5_acc: 0.6191, loss_cls: 2.8359, loss: 4.3910, grad_norm: 2.9269 2020-09-11 02:32:12,770 - mmaction - INFO - Epoch [27][360/940] lr: 4.000e-02, eta: 2 days, 11:45:18, time: 2.004, data_time: 0.006, memory: 6924, loss_aux: 1.5842, top1_acc: 0.3586, top5_acc: 0.6084, loss_cls: 2.9055, loss: 4.4897, grad_norm: 2.9256 2020-09-11 02:32:52,858 - mmaction - INFO - Epoch [27][380/940] lr: 4.000e-02, eta: 2 days, 11:44:56, time: 2.003, data_time: 0.005, memory: 6924, loss_aux: 1.5688, top1_acc: 0.3607, top5_acc: 0.6180, loss_cls: 2.8782, loss: 4.4470, grad_norm: 3.0055 2020-09-11 02:33:32,938 - mmaction - INFO - Epoch [27][400/940] lr: 4.000e-02, eta: 2 days, 11:44:33, time: 2.007, data_time: 0.006, memory: 6924, loss_aux: 1.5666, top1_acc: 0.3668, top5_acc: 0.6178, loss_cls: 2.8526, loss: 4.4192, grad_norm: 2.9787 2020-09-11 02:34:12,815 - mmaction - INFO - Epoch [27][420/940] lr: 4.000e-02, eta: 2 days, 11:44:09, time: 1.992, data_time: 0.006, memory: 6924, loss_aux: 1.5707, top1_acc: 0.3693, top5_acc: 0.6162, loss_cls: 2.8551, loss: 4.4258, grad_norm: 2.9427 2020-09-11 02:34:52,973 - mmaction - INFO - Epoch [27][440/940] lr: 4.000e-02, eta: 2 days, 11:43:47, time: 2.010, data_time: 0.005, memory: 6924, loss_aux: 1.5591, top1_acc: 0.3682, top5_acc: 0.6230, loss_cls: 2.8470, loss: 4.4061, grad_norm: 2.9534 2020-09-11 02:35:32,700 - mmaction - INFO - Epoch [27][460/940] lr: 4.000e-02, eta: 2 days, 11:43:22, time: 1.984, data_time: 0.007, memory: 6924, loss_aux: 1.5763, top1_acc: 0.3625, top5_acc: 0.6164, loss_cls: 2.8839, loss: 4.4601, grad_norm: 2.9570 2020-09-11 02:36:12,624 - mmaction - INFO - Epoch [27][480/940] lr: 4.000e-02, eta: 2 days, 11:42:59, time: 1.997, data_time: 0.006, memory: 6924, loss_aux: 1.5780, top1_acc: 0.3611, top5_acc: 0.6094, loss_cls: 2.8799, loss: 4.4580, grad_norm: 2.9735 2020-09-11 02:36:50,901 - mmaction - INFO - Epoch [27][500/940] lr: 4.000e-02, eta: 2 days, 11:42:27, time: 1.914, data_time: 0.006, memory: 6924, loss_aux: 1.5753, top1_acc: 0.3650, top5_acc: 0.6084, loss_cls: 2.8866, loss: 4.4619, grad_norm: 2.9591 2020-09-11 02:37:30,244 - mmaction - INFO - Epoch [27][520/940] lr: 4.000e-02, eta: 2 days, 11:42:01, time: 1.966, data_time: 0.007, memory: 6924, loss_aux: 1.5992, top1_acc: 0.3537, top5_acc: 0.6066, loss_cls: 2.9279, loss: 4.5271, grad_norm: 3.0135 2020-09-11 02:38:07,777 - mmaction - INFO - Epoch [27][540/940] lr: 4.000e-02, eta: 2 days, 11:41:26, time: 1.878, data_time: 0.006, memory: 6924, loss_aux: 1.5516, top1_acc: 0.3680, top5_acc: 0.6240, loss_cls: 2.8290, loss: 4.3806, grad_norm: 2.9352 2020-09-11 02:38:46,080 - mmaction - INFO - Epoch [27][560/940] lr: 4.000e-02, eta: 2 days, 11:40:55, time: 1.914, data_time: 0.005, memory: 6924, loss_aux: 1.5743, top1_acc: 0.3574, top5_acc: 0.6113, loss_cls: 2.8793, loss: 4.4537, grad_norm: 3.0030 2020-09-11 02:39:24,178 - mmaction - INFO - Epoch [27][580/940] lr: 4.000e-02, eta: 2 days, 11:40:23, time: 1.906, data_time: 0.005, memory: 6924, loss_aux: 1.5900, top1_acc: 0.3563, top5_acc: 0.6148, loss_cls: 2.9115, loss: 4.5015, grad_norm: 2.9820 2020-09-11 02:40:02,068 - mmaction - INFO - Epoch [27][600/940] lr: 4.000e-02, eta: 2 days, 11:39:50, time: 1.894, data_time: 0.006, memory: 6924, loss_aux: 1.5798, top1_acc: 0.3566, top5_acc: 0.6102, loss_cls: 2.8935, loss: 4.4733, grad_norm: 2.9731 2020-09-11 02:40:39,536 - mmaction - INFO - Epoch [27][620/940] lr: 4.000e-02, eta: 2 days, 11:39:15, time: 1.874, data_time: 0.005, memory: 6924, loss_aux: 1.5749, top1_acc: 0.3627, top5_acc: 0.6174, loss_cls: 2.8716, loss: 4.4465, grad_norm: 2.9673 2020-09-11 02:41:17,484 - mmaction - INFO - Epoch [27][640/940] lr: 4.000e-02, eta: 2 days, 11:38:42, time: 1.897, data_time: 0.007, memory: 6924, loss_aux: 1.5568, top1_acc: 0.3656, top5_acc: 0.6156, loss_cls: 2.8675, loss: 4.4243, grad_norm: 2.8967 2020-09-11 02:41:54,834 - mmaction - INFO - Epoch [27][660/940] lr: 4.000e-02, eta: 2 days, 11:38:06, time: 1.867, data_time: 0.003, memory: 6924, loss_aux: 1.5795, top1_acc: 0.3756, top5_acc: 0.6150, loss_cls: 2.8854, loss: 4.4648, grad_norm: 2.9413 2020-09-11 02:42:31,938 - mmaction - INFO - Epoch [27][680/940] lr: 4.000e-02, eta: 2 days, 11:37:29, time: 1.855, data_time: 0.007, memory: 6924, loss_aux: 1.5808, top1_acc: 0.3666, top5_acc: 0.6217, loss_cls: 2.8815, loss: 4.4623, grad_norm: 2.9649 2020-09-11 02:43:09,035 - mmaction - INFO - Epoch [27][700/940] lr: 4.000e-02, eta: 2 days, 11:36:52, time: 1.854, data_time: 0.003, memory: 6924, loss_aux: 1.5569, top1_acc: 0.3729, top5_acc: 0.6150, loss_cls: 2.8464, loss: 4.4033, grad_norm: 2.9229 2020-09-11 02:43:45,921 - mmaction - INFO - Epoch [27][720/940] lr: 4.000e-02, eta: 2 days, 11:36:15, time: 1.846, data_time: 0.006, memory: 6924, loss_aux: 1.5898, top1_acc: 0.3523, top5_acc: 0.6057, loss_cls: 2.9267, loss: 4.5164, grad_norm: 3.0283 2020-09-11 02:44:23,504 - mmaction - INFO - Epoch [27][740/940] lr: 4.000e-02, eta: 2 days, 11:35:40, time: 1.877, data_time: 0.007, memory: 6924, loss_aux: 1.5783, top1_acc: 0.3602, top5_acc: 0.6018, loss_cls: 2.9054, loss: 4.4837, grad_norm: 2.9571 2020-09-11 02:45:00,180 - mmaction - INFO - Epoch [27][760/940] lr: 4.000e-02, eta: 2 days, 11:35:02, time: 1.835, data_time: 0.006, memory: 6924, loss_aux: 1.5636, top1_acc: 0.3629, top5_acc: 0.6172, loss_cls: 2.8539, loss: 4.4175, grad_norm: 2.9785 2020-09-11 02:45:37,408 - mmaction - INFO - Epoch [27][780/940] lr: 4.000e-02, eta: 2 days, 11:34:25, time: 1.861, data_time: 0.006, memory: 6924, loss_aux: 1.5945, top1_acc: 0.3523, top5_acc: 0.6133, loss_cls: 2.9217, loss: 4.5161, grad_norm: 3.0058 2020-09-11 02:46:14,440 - mmaction - INFO - Epoch [27][800/940] lr: 4.000e-02, eta: 2 days, 11:33:48, time: 1.853, data_time: 0.006, memory: 6924, loss_aux: 1.5810, top1_acc: 0.3729, top5_acc: 0.6152, loss_cls: 2.8658, loss: 4.4467, grad_norm: 2.9107 2020-09-11 02:46:51,531 - mmaction - INFO - Epoch [27][820/940] lr: 4.000e-02, eta: 2 days, 11:33:11, time: 1.853, data_time: 0.005, memory: 6924, loss_aux: 1.5655, top1_acc: 0.3723, top5_acc: 0.6246, loss_cls: 2.8333, loss: 4.3989, grad_norm: 2.9180 2020-09-11 02:47:27,666 - mmaction - INFO - Epoch [27][840/940] lr: 4.000e-02, eta: 2 days, 11:32:30, time: 1.808, data_time: 0.006, memory: 6924, loss_aux: 1.5652, top1_acc: 0.3643, top5_acc: 0.6225, loss_cls: 2.8658, loss: 4.4311, grad_norm: 2.9978 2020-09-11 02:48:04,995 - mmaction - INFO - Epoch [27][860/940] lr: 4.000e-02, eta: 2 days, 11:31:54, time: 1.865, data_time: 0.007, memory: 6924, loss_aux: 1.5882, top1_acc: 0.3617, top5_acc: 0.6090, loss_cls: 2.8870, loss: 4.4752, grad_norm: 2.9473 2020-09-11 02:48:41,625 - mmaction - INFO - Epoch [27][880/940] lr: 4.000e-02, eta: 2 days, 11:31:15, time: 1.834, data_time: 0.006, memory: 6924, loss_aux: 1.5683, top1_acc: 0.3654, top5_acc: 0.6178, loss_cls: 2.8669, loss: 4.4351, grad_norm: 2.8990 2020-09-11 02:49:17,993 - mmaction - INFO - Epoch [27][900/940] lr: 4.000e-02, eta: 2 days, 11:30:35, time: 1.817, data_time: 0.006, memory: 6924, loss_aux: 1.6017, top1_acc: 0.3596, top5_acc: 0.6027, loss_cls: 2.9237, loss: 4.5254, grad_norm: 2.9975 2020-09-11 02:49:54,474 - mmaction - INFO - Epoch [27][920/940] lr: 4.000e-02, eta: 2 days, 11:29:56, time: 1.825, data_time: 0.005, memory: 6924, loss_aux: 1.5965, top1_acc: 0.3578, top5_acc: 0.6119, loss_cls: 2.9146, loss: 4.5111, grad_norm: 2.9695 2020-09-11 02:50:30,159 - mmaction - INFO - Epoch [27][940/940] lr: 4.000e-02, eta: 2 days, 11:29:12, time: 1.782, data_time: 0.006, memory: 6924, loss_aux: 1.5663, top1_acc: 0.3679, top5_acc: 0.6096, loss_cls: 2.8743, loss: 4.4407, grad_norm: 2.9573 2020-09-11 02:50:30,681 - mmaction - INFO - Saving checkpoint at 27 epochs 2020-09-11 02:51:13,576 - mmaction - INFO - Epoch [28][20/940] lr: 4.000e-02, eta: 2 days, 11:28:32, time: 1.821, data_time: 0.369, memory: 6924, loss_aux: 1.5937, top1_acc: 0.3529, top5_acc: 0.6053, loss_cls: 2.9284, loss: 4.5221, grad_norm: 2.9459 2020-09-11 02:51:48,172 - mmaction - INFO - Epoch [28][40/940] lr: 4.000e-02, eta: 2 days, 11:27:44, time: 1.731, data_time: 0.007, memory: 6924, loss_aux: 1.5642, top1_acc: 0.3668, top5_acc: 0.6227, loss_cls: 2.8509, loss: 4.4150, grad_norm: 2.9285 2020-09-11 02:52:24,250 - mmaction - INFO - Epoch [28][60/940] lr: 4.000e-02, eta: 2 days, 11:27:03, time: 1.803, data_time: 0.006, memory: 6924, loss_aux: 1.5688, top1_acc: 0.3561, top5_acc: 0.6146, loss_cls: 2.8807, loss: 4.4495, grad_norm: 3.0268 2020-09-11 02:53:01,091 - mmaction - INFO - Epoch [28][80/940] lr: 4.000e-02, eta: 2 days, 11:26:25, time: 1.844, data_time: 0.006, memory: 6924, loss_aux: 1.5707, top1_acc: 0.3713, top5_acc: 0.6156, loss_cls: 2.8750, loss: 4.4457, grad_norm: 2.9572 2020-09-11 02:53:37,025 - mmaction - INFO - Epoch [28][100/940] lr: 4.000e-02, eta: 2 days, 11:25:43, time: 1.795, data_time: 0.007, memory: 6924, loss_aux: 1.5674, top1_acc: 0.3656, top5_acc: 0.6158, loss_cls: 2.8682, loss: 4.4355, grad_norm: 2.9189 2020-09-11 02:54:13,323 - mmaction - INFO - Epoch [28][120/940] lr: 4.000e-02, eta: 2 days, 11:25:03, time: 1.817, data_time: 0.006, memory: 6924, loss_aux: 1.5625, top1_acc: 0.3680, top5_acc: 0.6242, loss_cls: 2.8567, loss: 4.4192, grad_norm: 2.9820 2020-09-11 02:54:49,126 - mmaction - INFO - Epoch [28][140/940] lr: 4.000e-02, eta: 2 days, 11:24:20, time: 1.789, data_time: 0.005, memory: 6924, loss_aux: 1.5424, top1_acc: 0.3703, top5_acc: 0.6166, loss_cls: 2.8330, loss: 4.3754, grad_norm: 2.9787 2020-09-11 02:55:26,705 - mmaction - INFO - Epoch [28][160/940] lr: 4.000e-02, eta: 2 days, 11:23:45, time: 1.879, data_time: 0.006, memory: 6924, loss_aux: 1.5724, top1_acc: 0.3586, top5_acc: 0.6217, loss_cls: 2.8845, loss: 4.4569, grad_norm: 2.9413 2020-09-11 02:56:02,490 - mmaction - INFO - Epoch [28][180/940] lr: 4.000e-02, eta: 2 days, 11:23:03, time: 1.790, data_time: 0.006, memory: 6924, loss_aux: 1.5656, top1_acc: 0.3664, top5_acc: 0.6295, loss_cls: 2.8597, loss: 4.4253, grad_norm: 2.9650 2020-09-11 02:56:37,922 - mmaction - INFO - Epoch [28][200/940] lr: 4.000e-02, eta: 2 days, 11:22:18, time: 1.772, data_time: 0.003, memory: 6924, loss_aux: 1.5744, top1_acc: 0.3627, top5_acc: 0.6123, loss_cls: 2.8849, loss: 4.4593, grad_norm: 2.9906 2020-09-11 02:57:14,340 - mmaction - INFO - Epoch [28][220/940] lr: 4.000e-02, eta: 2 days, 11:21:38, time: 1.819, data_time: 0.005, memory: 6924, loss_aux: 1.5903, top1_acc: 0.3641, top5_acc: 0.6127, loss_cls: 2.9000, loss: 4.4903, grad_norm: 2.9530 2020-09-11 02:57:49,943 - mmaction - INFO - Epoch [28][240/940] lr: 4.000e-02, eta: 2 days, 11:20:55, time: 1.782, data_time: 0.006, memory: 6924, loss_aux: 1.5542, top1_acc: 0.3684, top5_acc: 0.6254, loss_cls: 2.8398, loss: 4.3940, grad_norm: 2.9834 2020-09-11 02:58:25,967 - mmaction - INFO - Epoch [28][260/940] lr: 4.000e-02, eta: 2 days, 11:20:13, time: 1.799, data_time: 0.006, memory: 6924, loss_aux: 1.5684, top1_acc: 0.3713, top5_acc: 0.6172, loss_cls: 2.8826, loss: 4.4510, grad_norm: 3.0049 2020-09-11 02:59:01,902 - mmaction - INFO - Epoch [28][280/940] lr: 4.000e-02, eta: 2 days, 11:19:31, time: 1.798, data_time: 0.006, memory: 6924, loss_aux: 1.5644, top1_acc: 0.3730, top5_acc: 0.6182, loss_cls: 2.8646, loss: 4.4290, grad_norm: 2.9945 2020-09-11 02:59:37,901 - mmaction - INFO - Epoch [28][300/940] lr: 4.000e-02, eta: 2 days, 11:18:50, time: 1.799, data_time: 0.007, memory: 6924, loss_aux: 1.5482, top1_acc: 0.3699, top5_acc: 0.6188, loss_cls: 2.8335, loss: 4.3817, grad_norm: 2.9647 2020-09-11 03:00:28,109 - mmaction - INFO - Epoch [28][320/940] lr: 4.000e-02, eta: 2 days, 11:19:11, time: 2.506, data_time: 0.007, memory: 6924, loss_aux: 1.5475, top1_acc: 0.3674, top5_acc: 0.6266, loss_cls: 2.8356, loss: 4.3831, grad_norm: 2.9664 2020-09-11 03:00:59,322 - mmaction - INFO - Epoch [28][340/940] lr: 4.000e-02, eta: 2 days, 11:18:09, time: 1.567, data_time: 0.026, memory: 6924, loss_aux: 1.5563, top1_acc: 0.3703, top5_acc: 0.6299, loss_cls: 2.8340, loss: 4.3902, grad_norm: 2.9663 2020-09-11 03:01:34,334 - mmaction - INFO - Epoch [28][360/940] lr: 4.000e-02, eta: 2 days, 11:17:23, time: 1.750, data_time: 0.005, memory: 6924, loss_aux: 1.5368, top1_acc: 0.3691, top5_acc: 0.6248, loss_cls: 2.8118, loss: 4.3487, grad_norm: 2.8981 2020-09-11 03:02:10,077 - mmaction - INFO - Epoch [28][380/940] lr: 4.000e-02, eta: 2 days, 11:16:40, time: 1.786, data_time: 0.004, memory: 6924, loss_aux: 1.5758, top1_acc: 0.3666, top5_acc: 0.6139, loss_cls: 2.8796, loss: 4.4554, grad_norm: 2.9841 2020-09-11 03:02:45,659 - mmaction - INFO - Epoch [28][400/940] lr: 4.000e-02, eta: 2 days, 11:15:56, time: 1.778, data_time: 0.007, memory: 6924, loss_aux: 1.5361, top1_acc: 0.3879, top5_acc: 0.6295, loss_cls: 2.7960, loss: 4.3321, grad_norm: 2.9489 2020-09-11 03:03:21,704 - mmaction - INFO - Epoch [28][420/940] lr: 4.000e-02, eta: 2 days, 11:15:15, time: 1.804, data_time: 0.006, memory: 6924, loss_aux: 1.5581, top1_acc: 0.3627, top5_acc: 0.6121, loss_cls: 2.8736, loss: 4.4317, grad_norm: 2.9942 2020-09-11 03:03:57,452 - mmaction - INFO - Epoch [28][440/940] lr: 4.000e-02, eta: 2 days, 11:14:32, time: 1.785, data_time: 0.005, memory: 6924, loss_aux: 1.5513, top1_acc: 0.3740, top5_acc: 0.6205, loss_cls: 2.8369, loss: 4.3882, grad_norm: 2.9224 2020-09-11 03:04:33,020 - mmaction - INFO - Epoch [28][460/940] lr: 4.000e-02, eta: 2 days, 11:13:48, time: 1.781, data_time: 0.006, memory: 6924, loss_aux: 1.5798, top1_acc: 0.3592, top5_acc: 0.6154, loss_cls: 2.8879, loss: 4.4677, grad_norm: 3.0266 2020-09-11 03:05:08,789 - mmaction - INFO - Epoch [28][480/940] lr: 4.000e-02, eta: 2 days, 11:13:06, time: 1.787, data_time: 0.006, memory: 6924, loss_aux: 1.5397, top1_acc: 0.3715, top5_acc: 0.6225, loss_cls: 2.8088, loss: 4.3486, grad_norm: 2.9658 2020-09-11 03:05:45,308 - mmaction - INFO - Epoch [28][500/940] lr: 4.000e-02, eta: 2 days, 11:12:26, time: 1.825, data_time: 0.003, memory: 6924, loss_aux: 1.5715, top1_acc: 0.3746, top5_acc: 0.6217, loss_cls: 2.8739, loss: 4.4454, grad_norm: 2.9488 2020-09-11 03:06:20,859 - mmaction - INFO - Epoch [28][520/940] lr: 4.000e-02, eta: 2 days, 11:11:43, time: 1.780, data_time: 0.007, memory: 6924, loss_aux: 1.5485, top1_acc: 0.3811, top5_acc: 0.6252, loss_cls: 2.8210, loss: 4.3694, grad_norm: 2.9474 2020-09-11 03:06:57,019 - mmaction - INFO - Epoch [28][540/940] lr: 4.000e-02, eta: 2 days, 11:11:02, time: 1.806, data_time: 0.006, memory: 6924, loss_aux: 1.5696, top1_acc: 0.3633, top5_acc: 0.6172, loss_cls: 2.8746, loss: 4.4442, grad_norm: 2.9766 2020-09-11 03:07:33,043 - mmaction - INFO - Epoch [28][560/940] lr: 4.000e-02, eta: 2 days, 11:10:20, time: 1.802, data_time: 0.006, memory: 6924, loss_aux: 1.5678, top1_acc: 0.3645, top5_acc: 0.6166, loss_cls: 2.8753, loss: 4.4430, grad_norm: 2.9892 2020-09-11 03:08:08,337 - mmaction - INFO - Epoch [28][580/940] lr: 4.000e-02, eta: 2 days, 11:09:36, time: 1.763, data_time: 0.007, memory: 6924, loss_aux: 1.5683, top1_acc: 0.3633, top5_acc: 0.6189, loss_cls: 2.8659, loss: 4.4342, grad_norm: 2.9481 2020-09-11 03:08:44,043 - mmaction - INFO - Epoch [28][600/940] lr: 4.000e-02, eta: 2 days, 11:08:53, time: 1.787, data_time: 0.007, memory: 6924, loss_aux: 1.5699, top1_acc: 0.3727, top5_acc: 0.6195, loss_cls: 2.8761, loss: 4.4460, grad_norm: 2.9325 2020-09-11 03:09:19,811 - mmaction - INFO - Epoch [28][620/940] lr: 4.000e-02, eta: 2 days, 11:08:10, time: 1.787, data_time: 0.006, memory: 6924, loss_aux: 1.5674, top1_acc: 0.3756, top5_acc: 0.6121, loss_cls: 2.8649, loss: 4.4323, grad_norm: 2.9821 2020-09-11 03:09:55,292 - mmaction - INFO - Epoch [28][640/940] lr: 4.000e-02, eta: 2 days, 11:07:26, time: 1.776, data_time: 0.005, memory: 6924, loss_aux: 1.5524, top1_acc: 0.3666, top5_acc: 0.6205, loss_cls: 2.8486, loss: 4.4010, grad_norm: 2.9632 2020-09-11 03:10:31,211 - mmaction - INFO - Epoch [28][660/940] lr: 4.000e-02, eta: 2 days, 11:06:44, time: 1.794, data_time: 0.006, memory: 6924, loss_aux: 1.5778, top1_acc: 0.3563, top5_acc: 0.6102, loss_cls: 2.8993, loss: 4.4771, grad_norm: 2.9776 2020-09-11 03:11:06,376 - mmaction - INFO - Epoch [28][680/940] lr: 4.000e-02, eta: 2 days, 11:05:59, time: 1.760, data_time: 0.006, memory: 6924, loss_aux: 1.5835, top1_acc: 0.3594, top5_acc: 0.6070, loss_cls: 2.9014, loss: 4.4849, grad_norm: 2.9957 2020-09-11 03:11:42,208 - mmaction - INFO - Epoch [28][700/940] lr: 4.000e-02, eta: 2 days, 11:05:17, time: 1.789, data_time: 0.005, memory: 6924, loss_aux: 1.5585, top1_acc: 0.3666, top5_acc: 0.6178, loss_cls: 2.8790, loss: 4.4375, grad_norm: 2.9332 2020-09-11 03:12:18,244 - mmaction - INFO - Epoch [28][720/940] lr: 4.000e-02, eta: 2 days, 11:04:36, time: 1.804, data_time: 0.007, memory: 6924, loss_aux: 1.5635, top1_acc: 0.3646, top5_acc: 0.6150, loss_cls: 2.8621, loss: 4.4257, grad_norm: 2.9414 2020-09-11 03:12:52,969 - mmaction - INFO - Epoch [28][740/940] lr: 4.000e-02, eta: 2 days, 11:03:49, time: 1.735, data_time: 0.005, memory: 6924, loss_aux: 1.5608, top1_acc: 0.3648, top5_acc: 0.6260, loss_cls: 2.8605, loss: 4.4213, grad_norm: 2.9728 2020-09-11 03:13:29,013 - mmaction - INFO - Epoch [28][760/940] lr: 4.000e-02, eta: 2 days, 11:03:07, time: 1.802, data_time: 0.005, memory: 6924, loss_aux: 1.5636, top1_acc: 0.3662, top5_acc: 0.6172, loss_cls: 2.8626, loss: 4.4262, grad_norm: 2.9763 2020-09-11 03:14:03,760 - mmaction - INFO - Epoch [28][780/940] lr: 4.000e-02, eta: 2 days, 11:02:20, time: 1.739, data_time: 0.006, memory: 6924, loss_aux: 1.5812, top1_acc: 0.3615, top5_acc: 0.6117, loss_cls: 2.8951, loss: 4.4764, grad_norm: 2.9754 2020-09-11 03:14:38,907 - mmaction - INFO - Epoch [28][800/940] lr: 4.000e-02, eta: 2 days, 11:01:35, time: 1.756, data_time: 0.006, memory: 6924, loss_aux: 1.5530, top1_acc: 0.3676, top5_acc: 0.6156, loss_cls: 2.8749, loss: 4.4280, grad_norm: 2.9513 2020-09-11 03:15:13,996 - mmaction - INFO - Epoch [28][820/940] lr: 4.000e-02, eta: 2 days, 11:00:50, time: 1.754, data_time: 0.005, memory: 6924, loss_aux: 1.5624, top1_acc: 0.3740, top5_acc: 0.6223, loss_cls: 2.8651, loss: 4.4275, grad_norm: 2.9383 2020-09-11 03:15:49,059 - mmaction - INFO - Epoch [28][840/940] lr: 4.000e-02, eta: 2 days, 11:00:04, time: 1.754, data_time: 0.005, memory: 6924, loss_aux: 1.5493, top1_acc: 0.3775, top5_acc: 0.6293, loss_cls: 2.8183, loss: 4.3676, grad_norm: 2.9580 2020-09-11 03:16:23,811 - mmaction - INFO - Epoch [28][860/940] lr: 4.000e-02, eta: 2 days, 10:59:17, time: 1.738, data_time: 0.003, memory: 6924, loss_aux: 1.5644, top1_acc: 0.3744, top5_acc: 0.6201, loss_cls: 2.8543, loss: 4.4187, grad_norm: 2.9164 2020-09-11 03:16:59,286 - mmaction - INFO - Epoch [28][880/940] lr: 4.000e-02, eta: 2 days, 10:58:33, time: 1.773, data_time: 0.004, memory: 6924, loss_aux: 1.5668, top1_acc: 0.3645, top5_acc: 0.6158, loss_cls: 2.8514, loss: 4.4181, grad_norm: 2.9834 2020-09-11 03:17:34,835 - mmaction - INFO - Epoch [28][900/940] lr: 4.000e-02, eta: 2 days, 10:57:50, time: 1.779, data_time: 0.005, memory: 6924, loss_aux: 1.5523, top1_acc: 0.3588, top5_acc: 0.6207, loss_cls: 2.8543, loss: 4.4065, grad_norm: 2.9616 2020-09-11 03:18:09,533 - mmaction - INFO - Epoch [28][920/940] lr: 4.000e-02, eta: 2 days, 10:57:03, time: 1.734, data_time: 0.006, memory: 6924, loss_aux: 1.5478, top1_acc: 0.3787, top5_acc: 0.6281, loss_cls: 2.8306, loss: 4.3784, grad_norm: 2.9569 2020-09-11 03:18:45,691 - mmaction - INFO - Epoch [28][940/940] lr: 4.000e-02, eta: 2 days, 10:56:22, time: 1.809, data_time: 0.005, memory: 6924, loss_aux: 1.5754, top1_acc: 0.3624, top5_acc: 0.6130, loss_cls: 2.8944, loss: 4.4698, grad_norm: 3.0100 2020-09-11 03:18:46,597 - mmaction - INFO - Saving checkpoint at 28 epochs 2020-09-11 03:19:33,336 - mmaction - INFO - Epoch [29][20/940] lr: 4.000e-02, eta: 2 days, 10:55:33, time: 1.710, data_time: 0.331, memory: 6924, loss_aux: 1.5157, top1_acc: 0.3824, top5_acc: 0.6379, loss_cls: 2.7491, loss: 4.2648, grad_norm: 2.9515 2020-09-11 03:20:07,795 - mmaction - INFO - Epoch [29][40/940] lr: 4.000e-02, eta: 2 days, 10:54:45, time: 1.724, data_time: 0.007, memory: 6924, loss_aux: 1.5409, top1_acc: 0.3773, top5_acc: 0.6256, loss_cls: 2.8087, loss: 4.3496, grad_norm: 2.9621 2020-09-11 03:20:41,394 - mmaction - INFO - Epoch [29][60/940] lr: 4.000e-02, eta: 2 days, 10:53:54, time: 1.681, data_time: 0.003, memory: 6924, loss_aux: 1.5422, top1_acc: 0.3787, top5_acc: 0.6209, loss_cls: 2.8207, loss: 4.3629, grad_norm: 2.9709 2020-09-11 03:21:16,810 - mmaction - INFO - Epoch [29][80/940] lr: 4.000e-02, eta: 2 days, 10:53:10, time: 1.771, data_time: 0.005, memory: 6924, loss_aux: 1.5523, top1_acc: 0.3752, top5_acc: 0.6201, loss_cls: 2.8494, loss: 4.4018, grad_norm: 2.9327 2020-09-11 03:21:51,924 - mmaction - INFO - Epoch [29][100/940] lr: 4.000e-02, eta: 2 days, 10:52:25, time: 1.756, data_time: 0.003, memory: 6924, loss_aux: 1.5593, top1_acc: 0.3688, top5_acc: 0.6236, loss_cls: 2.8540, loss: 4.4133, grad_norm: 2.9888 2020-09-11 03:22:27,325 - mmaction - INFO - Epoch [29][120/940] lr: 4.000e-02, eta: 2 days, 10:51:41, time: 1.769, data_time: 0.007, memory: 6924, loss_aux: 1.5205, top1_acc: 0.3855, top5_acc: 0.6314, loss_cls: 2.7714, loss: 4.2920, grad_norm: 2.9875 2020-09-11 03:23:02,011 - mmaction - INFO - Epoch [29][140/940] lr: 4.000e-02, eta: 2 days, 10:50:54, time: 1.735, data_time: 0.006, memory: 6924, loss_aux: 1.5365, top1_acc: 0.3771, top5_acc: 0.6295, loss_cls: 2.8053, loss: 4.3419, grad_norm: 2.9506 2020-09-11 03:23:38,293 - mmaction - INFO - Epoch [29][160/940] lr: 4.000e-02, eta: 2 days, 10:50:13, time: 1.813, data_time: 0.007, memory: 6924, loss_aux: 1.5588, top1_acc: 0.3758, top5_acc: 0.6154, loss_cls: 2.8675, loss: 4.4263, grad_norm: 3.0018 2020-09-11 03:24:13,525 - mmaction - INFO - Epoch [29][180/940] lr: 4.000e-02, eta: 2 days, 10:49:29, time: 1.763, data_time: 0.005, memory: 6924, loss_aux: 1.5488, top1_acc: 0.3672, top5_acc: 0.6322, loss_cls: 2.8235, loss: 4.3724, grad_norm: 2.9503 2020-09-11 03:24:48,208 - mmaction - INFO - Epoch [29][200/940] lr: 4.000e-02, eta: 2 days, 10:48:42, time: 1.731, data_time: 0.005, memory: 6924, loss_aux: 1.5487, top1_acc: 0.3793, top5_acc: 0.6188, loss_cls: 2.8403, loss: 4.3890, grad_norm: 2.9407 2020-09-11 03:25:24,160 - mmaction - INFO - Epoch [29][220/940] lr: 4.000e-02, eta: 2 days, 10:48:00, time: 1.798, data_time: 0.007, memory: 6924, loss_aux: 1.5736, top1_acc: 0.3723, top5_acc: 0.6170, loss_cls: 2.8544, loss: 4.4280, grad_norm: 2.9991 2020-09-11 03:25:59,278 - mmaction - INFO - Epoch [29][240/940] lr: 4.000e-02, eta: 2 days, 10:47:15, time: 1.757, data_time: 0.007, memory: 6924, loss_aux: 1.5630, top1_acc: 0.3641, top5_acc: 0.6250, loss_cls: 2.8501, loss: 4.4131, grad_norm: 2.9791 2020-09-11 03:26:35,942 - mmaction - INFO - Epoch [29][260/940] lr: 4.000e-02, eta: 2 days, 10:46:37, time: 1.835, data_time: 0.006, memory: 6924, loss_aux: 1.5526, top1_acc: 0.3768, top5_acc: 0.6291, loss_cls: 2.8242, loss: 4.3768, grad_norm: 2.9608 2020-09-11 03:27:11,429 - mmaction - INFO - Epoch [29][280/940] lr: 4.000e-02, eta: 2 days, 10:45:53, time: 1.772, data_time: 0.005, memory: 6924, loss_aux: 1.5669, top1_acc: 0.3646, top5_acc: 0.6178, loss_cls: 2.8780, loss: 4.4449, grad_norm: 2.9908 2020-09-11 03:27:47,453 - mmaction - INFO - Epoch [29][300/940] lr: 4.000e-02, eta: 2 days, 10:45:13, time: 1.804, data_time: 0.007, memory: 6924, loss_aux: 1.5733, top1_acc: 0.3621, top5_acc: 0.6164, loss_cls: 2.8769, loss: 4.4502, grad_norm: 2.9540 2020-09-11 03:28:24,528 - mmaction - INFO - Epoch [29][320/940] lr: 4.000e-02, eta: 2 days, 10:44:36, time: 1.852, data_time: 0.006, memory: 6924, loss_aux: 1.5599, top1_acc: 0.3756, top5_acc: 0.6113, loss_cls: 2.8651, loss: 4.4251, grad_norm: 3.0253 2020-09-11 03:29:01,163 - mmaction - INFO - Epoch [29][340/940] lr: 4.000e-02, eta: 2 days, 10:43:58, time: 1.834, data_time: 0.006, memory: 6924, loss_aux: 1.5382, top1_acc: 0.3725, top5_acc: 0.6338, loss_cls: 2.8005, loss: 4.3387, grad_norm: 3.0148 2020-09-11 03:29:38,113 - mmaction - INFO - Epoch [29][360/940] lr: 4.000e-02, eta: 2 days, 10:43:20, time: 1.846, data_time: 0.006, memory: 6924, loss_aux: 1.5486, top1_acc: 0.3729, top5_acc: 0.6229, loss_cls: 2.8356, loss: 4.3842, grad_norm: 3.0043 2020-09-11 03:30:15,355 - mmaction - INFO - Epoch [29][380/940] lr: 4.000e-02, eta: 2 days, 10:42:44, time: 1.862, data_time: 0.006, memory: 6924, loss_aux: 1.5462, top1_acc: 0.3732, top5_acc: 0.6305, loss_cls: 2.8163, loss: 4.3625, grad_norm: 3.0026 2020-09-11 03:30:53,020 - mmaction - INFO - Epoch [29][400/940] lr: 4.000e-02, eta: 2 days, 10:42:10, time: 1.886, data_time: 0.006, memory: 6924, loss_aux: 1.5543, top1_acc: 0.3809, top5_acc: 0.6287, loss_cls: 2.8238, loss: 4.3781, grad_norm: 2.9826 2020-09-11 03:31:30,395 - mmaction - INFO - Epoch [29][420/940] lr: 4.000e-02, eta: 2 days, 10:41:35, time: 1.867, data_time: 0.006, memory: 6924, loss_aux: 1.5648, top1_acc: 0.3662, top5_acc: 0.6113, loss_cls: 2.8779, loss: 4.4427, grad_norm: 2.9778 2020-09-11 03:32:07,853 - mmaction - INFO - Epoch [29][440/940] lr: 4.000e-02, eta: 2 days, 10:41:00, time: 1.872, data_time: 0.005, memory: 6924, loss_aux: 1.5454, top1_acc: 0.3768, top5_acc: 0.6227, loss_cls: 2.8196, loss: 4.3651, grad_norm: 2.9205 2020-09-11 03:32:46,195 - mmaction - INFO - Epoch [29][460/940] lr: 4.000e-02, eta: 2 days, 10:40:29, time: 1.918, data_time: 0.006, memory: 6924, loss_aux: 1.5557, top1_acc: 0.3684, top5_acc: 0.6205, loss_cls: 2.8506, loss: 4.4063, grad_norm: 2.9859 2020-09-11 03:33:23,687 - mmaction - INFO - Epoch [29][480/940] lr: 4.000e-02, eta: 2 days, 10:39:54, time: 1.876, data_time: 0.006, memory: 6924, loss_aux: 1.5471, top1_acc: 0.3748, top5_acc: 0.6186, loss_cls: 2.8537, loss: 4.4008, grad_norm: 2.9741 2020-09-11 03:34:01,965 - mmaction - INFO - Epoch [29][500/940] lr: 4.000e-02, eta: 2 days, 10:39:22, time: 1.911, data_time: 0.006, memory: 6924, loss_aux: 1.5551, top1_acc: 0.3621, top5_acc: 0.6109, loss_cls: 2.8590, loss: 4.4141, grad_norm: 3.0008 2020-09-11 03:34:40,077 - mmaction - INFO - Epoch [29][520/940] lr: 4.000e-02, eta: 2 days, 10:38:50, time: 1.908, data_time: 0.006, memory: 6924, loss_aux: 1.5423, top1_acc: 0.3723, top5_acc: 0.6223, loss_cls: 2.8286, loss: 4.3709, grad_norm: 2.9936 2020-09-11 03:35:18,723 - mmaction - INFO - Epoch [29][540/940] lr: 4.000e-02, eta: 2 days, 10:38:20, time: 1.930, data_time: 0.006, memory: 6924, loss_aux: 1.5454, top1_acc: 0.3744, top5_acc: 0.6268, loss_cls: 2.8254, loss: 4.3708, grad_norm: 2.9671 2020-09-11 03:35:57,068 - mmaction - INFO - Epoch [29][560/940] lr: 4.000e-02, eta: 2 days, 10:37:49, time: 1.919, data_time: 0.007, memory: 6924, loss_aux: 1.5539, top1_acc: 0.3703, top5_acc: 0.6201, loss_cls: 2.8409, loss: 4.3948, grad_norm: 2.9946 2020-09-11 03:36:36,257 - mmaction - INFO - Epoch [29][580/940] lr: 4.000e-02, eta: 2 days, 10:37:21, time: 1.958, data_time: 0.006, memory: 6924, loss_aux: 1.5602, top1_acc: 0.3684, top5_acc: 0.6195, loss_cls: 2.8603, loss: 4.4205, grad_norm: 3.0253 2020-09-11 03:37:14,387 - mmaction - INFO - Epoch [29][600/940] lr: 4.000e-02, eta: 2 days, 10:36:49, time: 1.908, data_time: 0.006, memory: 6924, loss_aux: 1.5423, top1_acc: 0.3740, top5_acc: 0.6328, loss_cls: 2.8203, loss: 4.3626, grad_norm: 2.9860 2020-09-11 03:37:52,974 - mmaction - INFO - Epoch [29][620/940] lr: 4.000e-02, eta: 2 days, 10:36:19, time: 1.928, data_time: 0.006, memory: 6924, loss_aux: 1.5452, top1_acc: 0.3768, top5_acc: 0.6215, loss_cls: 2.8309, loss: 4.3761, grad_norm: 3.0129 2020-09-11 03:38:31,692 - mmaction - INFO - Epoch [29][640/940] lr: 4.000e-02, eta: 2 days, 10:35:49, time: 1.937, data_time: 0.006, memory: 6924, loss_aux: 1.5401, top1_acc: 0.3750, top5_acc: 0.6268, loss_cls: 2.8222, loss: 4.3623, grad_norm: 2.9977 2020-09-11 03:39:10,988 - mmaction - INFO - Epoch [29][660/940] lr: 4.000e-02, eta: 2 days, 10:35:22, time: 1.964, data_time: 0.006, memory: 6924, loss_aux: 1.5602, top1_acc: 0.3666, top5_acc: 0.6150, loss_cls: 2.8539, loss: 4.4141, grad_norm: 2.9040 2020-09-11 03:39:49,721 - mmaction - INFO - Epoch [29][680/940] lr: 4.000e-02, eta: 2 days, 10:34:52, time: 1.938, data_time: 0.006, memory: 6924, loss_aux: 1.5528, top1_acc: 0.3738, top5_acc: 0.6193, loss_cls: 2.8438, loss: 4.3966, grad_norm: 2.9625 2020-09-11 03:40:29,535 - mmaction - INFO - Epoch [29][700/940] lr: 4.000e-02, eta: 2 days, 10:34:27, time: 1.990, data_time: 0.006, memory: 6924, loss_aux: 1.5623, top1_acc: 0.3750, top5_acc: 0.6244, loss_cls: 2.8510, loss: 4.4133, grad_norm: 2.9348 2020-09-11 03:41:08,095 - mmaction - INFO - Epoch [29][720/940] lr: 4.000e-02, eta: 2 days, 10:33:57, time: 1.929, data_time: 0.006, memory: 6924, loss_aux: 1.5283, top1_acc: 0.3766, top5_acc: 0.6377, loss_cls: 2.7755, loss: 4.3038, grad_norm: 2.9492 2020-09-11 03:41:47,415 - mmaction - INFO - Epoch [29][740/940] lr: 4.000e-02, eta: 2 days, 10:33:30, time: 1.965, data_time: 0.006, memory: 6924, loss_aux: 1.5380, top1_acc: 0.3777, top5_acc: 0.6324, loss_cls: 2.8126, loss: 4.3506, grad_norm: 3.0358 2020-09-11 03:42:27,001 - mmaction - INFO - Epoch [29][760/940] lr: 4.000e-02, eta: 2 days, 10:33:04, time: 1.981, data_time: 0.005, memory: 6924, loss_aux: 1.5422, top1_acc: 0.3812, top5_acc: 0.6342, loss_cls: 2.8077, loss: 4.3499, grad_norm: 2.9807 2020-09-11 03:43:06,274 - mmaction - INFO - Epoch [29][780/940] lr: 4.000e-02, eta: 2 days, 10:32:36, time: 1.961, data_time: 0.005, memory: 6924, loss_aux: 1.5628, top1_acc: 0.3777, top5_acc: 0.6156, loss_cls: 2.8573, loss: 4.4201, grad_norm: 2.9742 2020-09-11 03:43:46,110 - mmaction - INFO - Epoch [29][800/940] lr: 4.000e-02, eta: 2 days, 10:32:11, time: 1.991, data_time: 0.006, memory: 6924, loss_aux: 1.5242, top1_acc: 0.3725, top5_acc: 0.6295, loss_cls: 2.7962, loss: 4.3203, grad_norm: 2.9969 2020-09-11 03:44:25,568 - mmaction - INFO - Epoch [29][820/940] lr: 4.000e-02, eta: 2 days, 10:31:44, time: 1.975, data_time: 0.007, memory: 6924, loss_aux: 1.5583, top1_acc: 0.3588, top5_acc: 0.6104, loss_cls: 2.8867, loss: 4.4450, grad_norm: 3.0018 2020-09-11 03:45:05,274 - mmaction - INFO - Epoch [29][840/940] lr: 4.000e-02, eta: 2 days, 10:31:19, time: 1.986, data_time: 0.006, memory: 6924, loss_aux: 1.5348, top1_acc: 0.3811, top5_acc: 0.6238, loss_cls: 2.8175, loss: 4.3523, grad_norm: 2.9660 2020-09-11 03:45:45,206 - mmaction - INFO - Epoch [29][860/940] lr: 4.000e-02, eta: 2 days, 10:30:54, time: 1.996, data_time: 0.002, memory: 6924, loss_aux: 1.5509, top1_acc: 0.3611, top5_acc: 0.6262, loss_cls: 2.8370, loss: 4.3879, grad_norm: 3.0090 2020-09-11 03:46:24,666 - mmaction - INFO - Epoch [29][880/940] lr: 4.000e-02, eta: 2 days, 10:30:27, time: 1.972, data_time: 0.006, memory: 6924, loss_aux: 1.5342, top1_acc: 0.3805, top5_acc: 0.6225, loss_cls: 2.8181, loss: 4.3523, grad_norm: 2.9857 2020-09-11 03:47:04,230 - mmaction - INFO - Epoch [29][900/940] lr: 4.000e-02, eta: 2 days, 10:30:01, time: 1.979, data_time: 0.006, memory: 6924, loss_aux: 1.5629, top1_acc: 0.3703, top5_acc: 0.6215, loss_cls: 2.8541, loss: 4.4170, grad_norm: 2.9918 2020-09-11 03:47:44,451 - mmaction - INFO - Epoch [29][920/940] lr: 4.000e-02, eta: 2 days, 10:29:37, time: 2.010, data_time: 0.006, memory: 6924, loss_aux: 1.5570, top1_acc: 0.3652, top5_acc: 0.6168, loss_cls: 2.8581, loss: 4.4152, grad_norm: 3.0347 2020-09-11 03:48:22,991 - mmaction - INFO - Epoch [29][940/940] lr: 4.000e-02, eta: 2 days, 10:29:06, time: 1.929, data_time: 0.006, memory: 6924, loss_aux: 1.5668, top1_acc: 0.3732, top5_acc: 0.6244, loss_cls: 2.8645, loss: 4.4313, grad_norm: 3.0052 2020-09-11 03:48:23,377 - mmaction - INFO - Saving checkpoint at 29 epochs 2020-09-11 03:49:07,845 - mmaction - INFO - Epoch [30][20/940] lr: 4.000e-02, eta: 2 days, 10:28:24, time: 1.791, data_time: 0.289, memory: 6924, loss_aux: 1.5300, top1_acc: 0.3824, top5_acc: 0.6268, loss_cls: 2.8084, loss: 4.3384, grad_norm: 2.9490 2020-09-11 03:49:46,260 - mmaction - INFO - Epoch [30][40/940] lr: 4.000e-02, eta: 2 days, 10:27:53, time: 1.923, data_time: 0.006, memory: 6924, loss_aux: 1.5428, top1_acc: 0.3762, top5_acc: 0.6199, loss_cls: 2.8276, loss: 4.3704, grad_norm: 3.0158 2020-09-11 03:50:26,566 - mmaction - INFO - Epoch [30][60/940] lr: 4.000e-02, eta: 2 days, 10:27:30, time: 2.013, data_time: 0.005, memory: 6924, loss_aux: 1.5572, top1_acc: 0.3652, top5_acc: 0.6137, loss_cls: 2.8597, loss: 4.4169, grad_norm: 2.9658 2020-09-11 03:51:06,237 - mmaction - INFO - Epoch [30][80/940] lr: 4.000e-02, eta: 2 days, 10:27:04, time: 1.984, data_time: 0.006, memory: 6924, loss_aux: 1.5192, top1_acc: 0.3906, top5_acc: 0.6311, loss_cls: 2.7723, loss: 4.2915, grad_norm: 2.9456 2020-09-11 03:51:46,047 - mmaction - INFO - Epoch [30][100/940] lr: 4.000e-02, eta: 2 days, 10:26:38, time: 1.990, data_time: 0.006, memory: 6924, loss_aux: 1.5180, top1_acc: 0.3873, top5_acc: 0.6430, loss_cls: 2.7736, loss: 4.2915, grad_norm: 3.0039 2020-09-11 03:52:26,918 - mmaction - INFO - Epoch [30][120/940] lr: 4.000e-02, eta: 2 days, 10:26:17, time: 2.044, data_time: 0.006, memory: 6924, loss_aux: 1.5248, top1_acc: 0.3797, top5_acc: 0.6285, loss_cls: 2.7981, loss: 4.3229, grad_norm: 2.9898 2020-09-11 03:53:06,609 - mmaction - INFO - Epoch [30][140/940] lr: 4.000e-02, eta: 2 days, 10:25:51, time: 1.986, data_time: 0.005, memory: 6924, loss_aux: 1.5233, top1_acc: 0.3801, top5_acc: 0.6408, loss_cls: 2.7621, loss: 4.2854, grad_norm: 3.0117 2020-09-11 03:53:47,058 - mmaction - INFO - Epoch [30][160/940] lr: 4.000e-02, eta: 2 days, 10:25:28, time: 2.022, data_time: 0.002, memory: 6924, loss_aux: 1.5082, top1_acc: 0.3906, top5_acc: 0.6430, loss_cls: 2.7466, loss: 4.2548, grad_norm: 3.0039 2020-09-11 03:54:27,531 - mmaction - INFO - Epoch [30][180/940] lr: 4.000e-02, eta: 2 days, 10:25:05, time: 2.022, data_time: 0.005, memory: 6924, loss_aux: 1.5387, top1_acc: 0.3783, top5_acc: 0.6373, loss_cls: 2.7957, loss: 4.3344, grad_norm: 2.9859 2020-09-11 03:55:07,428 - mmaction - INFO - Epoch [30][200/940] lr: 4.000e-02, eta: 2 days, 10:24:40, time: 1.996, data_time: 0.005, memory: 6924, loss_aux: 1.5110, top1_acc: 0.3881, top5_acc: 0.6344, loss_cls: 2.7528, loss: 4.2638, grad_norm: 2.9939 2020-09-11 03:55:47,879 - mmaction - INFO - Epoch [30][220/940] lr: 4.000e-02, eta: 2 days, 10:24:17, time: 2.023, data_time: 0.003, memory: 6924, loss_aux: 1.5605, top1_acc: 0.3736, top5_acc: 0.6219, loss_cls: 2.8394, loss: 4.3999, grad_norm: 2.9979 2020-09-11 03:56:28,083 - mmaction - INFO - Epoch [30][240/940] lr: 4.000e-02, eta: 2 days, 10:23:53, time: 2.008, data_time: 0.005, memory: 6924, loss_aux: 1.5683, top1_acc: 0.3691, top5_acc: 0.6150, loss_cls: 2.8684, loss: 4.4367, grad_norm: 2.9707 2020-09-11 03:57:09,139 - mmaction - INFO - Epoch [30][260/940] lr: 4.000e-02, eta: 2 days, 10:23:33, time: 2.055, data_time: 0.006, memory: 6924, loss_aux: 1.5259, top1_acc: 0.3779, top5_acc: 0.6332, loss_cls: 2.7815, loss: 4.3075, grad_norm: 2.9633 2020-09-11 03:57:49,460 - mmaction - INFO - Epoch [30][280/940] lr: 4.000e-02, eta: 2 days, 10:23:09, time: 2.014, data_time: 0.006, memory: 6924, loss_aux: 1.5142, top1_acc: 0.3951, top5_acc: 0.6354, loss_cls: 2.7553, loss: 4.2696, grad_norm: 2.9733 2020-09-11 03:58:29,759 - mmaction - INFO - Epoch [30][300/940] lr: 4.000e-02, eta: 2 days, 10:22:46, time: 2.017, data_time: 0.007, memory: 6924, loss_aux: 1.5292, top1_acc: 0.3871, top5_acc: 0.6312, loss_cls: 2.7908, loss: 4.3200, grad_norm: 2.9678 2020-09-11 03:59:10,132 - mmaction - INFO - Epoch [30][320/940] lr: 4.000e-02, eta: 2 days, 10:22:22, time: 2.016, data_time: 0.005, memory: 6924, loss_aux: 1.5495, top1_acc: 0.3764, top5_acc: 0.6316, loss_cls: 2.8167, loss: 4.3662, grad_norm: 3.0171 2020-09-11 03:59:50,465 - mmaction - INFO - Epoch [30][340/940] lr: 4.000e-02, eta: 2 days, 10:21:59, time: 2.019, data_time: 0.007, memory: 6924, loss_aux: 1.5198, top1_acc: 0.3791, top5_acc: 0.6434, loss_cls: 2.7809, loss: 4.3008, grad_norm: 2.9473 2020-09-11 04:00:43,829 - mmaction - INFO - Epoch [30][360/940] lr: 4.000e-02, eta: 2 days, 10:22:27, time: 2.645, data_time: 0.007, memory: 6924, loss_aux: 1.5179, top1_acc: 0.3891, top5_acc: 0.6348, loss_cls: 2.7440, loss: 4.2619, grad_norm: 3.0115 2020-09-11 04:01:20,754 - mmaction - INFO - Epoch [30][380/940] lr: 4.000e-02, eta: 2 days, 10:21:51, time: 1.868, data_time: 0.041, memory: 6924, loss_aux: 1.5312, top1_acc: 0.3768, top5_acc: 0.6303, loss_cls: 2.8106, loss: 4.3418, grad_norm: 3.0199 2020-09-11 04:01:58,998 - mmaction - INFO - Epoch [30][400/940] lr: 4.000e-02, eta: 2 days, 10:21:18, time: 1.911, data_time: 0.006, memory: 6924, loss_aux: 1.5591, top1_acc: 0.3676, top5_acc: 0.6201, loss_cls: 2.8597, loss: 4.4188, grad_norm: 3.0624 2020-09-11 04:02:36,575 - mmaction - INFO - Epoch [30][420/940] lr: 4.000e-02, eta: 2 days, 10:20:43, time: 1.881, data_time: 0.007, memory: 6924, loss_aux: 1.5726, top1_acc: 0.3639, top5_acc: 0.6160, loss_cls: 2.8834, loss: 4.4560, grad_norm: 3.0087 2020-09-11 04:03:14,561 - mmaction - INFO - Epoch [30][440/940] lr: 4.000e-02, eta: 2 days, 10:20:10, time: 1.897, data_time: 0.003, memory: 6924, loss_aux: 1.5459, top1_acc: 0.3699, top5_acc: 0.6238, loss_cls: 2.8269, loss: 4.3728, grad_norm: 3.0290 2020-09-11 04:03:52,263 - mmaction - INFO - Epoch [30][460/940] lr: 4.000e-02, eta: 2 days, 10:19:36, time: 1.888, data_time: 0.007, memory: 6924, loss_aux: 1.5381, top1_acc: 0.3762, top5_acc: 0.6238, loss_cls: 2.8191, loss: 4.3572, grad_norm: 2.9537 2020-09-11 04:04:30,061 - mmaction - INFO - Epoch [30][480/940] lr: 4.000e-02, eta: 2 days, 10:19:01, time: 1.888, data_time: 0.005, memory: 6924, loss_aux: 1.5397, top1_acc: 0.3752, top5_acc: 0.6156, loss_cls: 2.8282, loss: 4.3679, grad_norm: 2.9339 2020-09-11 04:05:07,766 - mmaction - INFO - Epoch [30][500/940] lr: 4.000e-02, eta: 2 days, 10:18:27, time: 1.886, data_time: 0.006, memory: 6924, loss_aux: 1.5475, top1_acc: 0.3652, top5_acc: 0.6289, loss_cls: 2.8248, loss: 4.3723, grad_norm: 3.0039 2020-09-11 04:05:45,536 - mmaction - INFO - Epoch [30][520/940] lr: 4.000e-02, eta: 2 days, 10:17:53, time: 1.889, data_time: 0.003, memory: 6924, loss_aux: 1.5230, top1_acc: 0.3736, top5_acc: 0.6309, loss_cls: 2.7840, loss: 4.3070, grad_norm: 2.9545 2020-09-11 04:06:24,239 - mmaction - INFO - Epoch [30][540/940] lr: 4.000e-02, eta: 2 days, 10:17:22, time: 1.935, data_time: 0.006, memory: 6924, loss_aux: 1.5300, top1_acc: 0.3820, top5_acc: 0.6238, loss_cls: 2.7837, loss: 4.3137, grad_norm: 2.9741 2020-09-11 04:07:03,461 - mmaction - INFO - Epoch [30][560/940] lr: 4.000e-02, eta: 2 days, 10:16:54, time: 1.960, data_time: 0.004, memory: 6924, loss_aux: 1.5392, top1_acc: 0.3746, top5_acc: 0.6238, loss_cls: 2.8152, loss: 4.3544, grad_norm: 3.0309 2020-09-11 04:07:43,171 - mmaction - INFO - Epoch [30][580/940] lr: 4.000e-02, eta: 2 days, 10:16:28, time: 1.985, data_time: 0.007, memory: 6924, loss_aux: 1.5556, top1_acc: 0.3723, top5_acc: 0.6305, loss_cls: 2.8392, loss: 4.3948, grad_norm: 2.9939 2020-09-11 04:08:21,887 - mmaction - INFO - Epoch [30][600/940] lr: 4.000e-02, eta: 2 days, 10:15:57, time: 1.938, data_time: 0.006, memory: 6924, loss_aux: 1.5306, top1_acc: 0.3787, top5_acc: 0.6215, loss_cls: 2.8043, loss: 4.3350, grad_norm: 2.9969 2020-09-11 04:09:01,566 - mmaction - INFO - Epoch [30][620/940] lr: 4.000e-02, eta: 2 days, 10:15:31, time: 1.982, data_time: 0.006, memory: 6924, loss_aux: 1.5486, top1_acc: 0.3713, top5_acc: 0.6162, loss_cls: 2.8392, loss: 4.3879, grad_norm: 3.0559 2020-09-11 04:09:40,350 - mmaction - INFO - Epoch [30][640/940] lr: 4.000e-02, eta: 2 days, 10:15:01, time: 1.941, data_time: 0.005, memory: 6924, loss_aux: 1.5165, top1_acc: 0.3848, top5_acc: 0.6271, loss_cls: 2.7856, loss: 4.3021, grad_norm: 2.9362 2020-09-11 04:10:18,908 - mmaction - INFO - Epoch [30][660/940] lr: 4.000e-02, eta: 2 days, 10:14:29, time: 1.927, data_time: 0.007, memory: 6924, loss_aux: 1.5299, top1_acc: 0.3863, top5_acc: 0.6211, loss_cls: 2.7910, loss: 4.3209, grad_norm: 2.9564 2020-09-11 04:10:57,451 - mmaction - INFO - Epoch [30][680/940] lr: 4.000e-02, eta: 2 days, 10:13:58, time: 1.928, data_time: 0.006, memory: 6924, loss_aux: 1.5629, top1_acc: 0.3664, top5_acc: 0.6178, loss_cls: 2.8801, loss: 4.4429, grad_norm: 3.0481 2020-09-11 04:11:35,696 - mmaction - INFO - Epoch [30][700/940] lr: 4.000e-02, eta: 2 days, 10:13:26, time: 1.911, data_time: 0.005, memory: 6924, loss_aux: 1.5205, top1_acc: 0.3906, top5_acc: 0.6406, loss_cls: 2.7570, loss: 4.2775, grad_norm: 2.9830 2020-09-11 04:12:13,371 - mmaction - INFO - Epoch [30][720/940] lr: 4.000e-02, eta: 2 days, 10:12:51, time: 1.884, data_time: 0.006, memory: 6924, loss_aux: 1.5252, top1_acc: 0.3916, top5_acc: 0.6406, loss_cls: 2.7647, loss: 4.2898, grad_norm: 3.0027 2020-09-11 04:12:51,825 - mmaction - INFO - Epoch [30][740/940] lr: 4.000e-02, eta: 2 days, 10:12:19, time: 1.922, data_time: 0.006, memory: 6924, loss_aux: 1.5298, top1_acc: 0.3793, top5_acc: 0.6254, loss_cls: 2.7966, loss: 4.3263, grad_norm: 3.0424 2020-09-11 04:13:29,473 - mmaction - INFO - Epoch [30][760/940] lr: 4.000e-02, eta: 2 days, 10:11:45, time: 1.884, data_time: 0.006, memory: 6924, loss_aux: 1.5415, top1_acc: 0.3824, top5_acc: 0.6363, loss_cls: 2.8256, loss: 4.3671, grad_norm: 3.0298 2020-09-11 04:14:07,171 - mmaction - INFO - Epoch [30][780/940] lr: 4.000e-02, eta: 2 days, 10:11:10, time: 1.882, data_time: 0.007, memory: 6924, loss_aux: 1.5302, top1_acc: 0.3766, top5_acc: 0.6303, loss_cls: 2.7846, loss: 4.3148, grad_norm: 2.9882 2020-09-11 04:14:44,021 - mmaction - INFO - Epoch [30][800/940] lr: 4.000e-02, eta: 2 days, 10:10:32, time: 1.845, data_time: 0.007, memory: 6924, loss_aux: 1.5272, top1_acc: 0.3809, top5_acc: 0.6301, loss_cls: 2.7798, loss: 4.3070, grad_norm: 2.9940 2020-09-11 04:15:21,142 - mmaction - INFO - Epoch [30][820/940] lr: 4.000e-02, eta: 2 days, 10:09:55, time: 1.855, data_time: 0.006, memory: 6924, loss_aux: 1.5538, top1_acc: 0.3787, top5_acc: 0.6297, loss_cls: 2.8478, loss: 4.4016, grad_norm: 2.9571 2020-09-11 04:15:58,271 - mmaction - INFO - Epoch [30][840/940] lr: 4.000e-02, eta: 2 days, 10:09:18, time: 1.858, data_time: 0.006, memory: 6924, loss_aux: 1.5358, top1_acc: 0.3719, top5_acc: 0.6186, loss_cls: 2.8317, loss: 4.3675, grad_norm: 2.9920 2020-09-11 04:16:35,812 - mmaction - INFO - Epoch [30][860/940] lr: 4.000e-02, eta: 2 days, 10:08:43, time: 1.875, data_time: 0.006, memory: 6924, loss_aux: 1.5266, top1_acc: 0.3791, top5_acc: 0.6287, loss_cls: 2.7758, loss: 4.3024, grad_norm: 2.9575 2020-09-11 04:17:12,962 - mmaction - INFO - Epoch [30][880/940] lr: 4.000e-02, eta: 2 days, 10:08:06, time: 1.860, data_time: 0.006, memory: 6924, loss_aux: 1.5555, top1_acc: 0.3719, top5_acc: 0.6164, loss_cls: 2.8529, loss: 4.4084, grad_norm: 2.9705 2020-09-11 04:17:49,983 - mmaction - INFO - Epoch [30][900/940] lr: 4.000e-02, eta: 2 days, 10:07:29, time: 1.849, data_time: 0.006, memory: 6924, loss_aux: 1.5441, top1_acc: 0.3707, top5_acc: 0.6283, loss_cls: 2.8223, loss: 4.3664, grad_norm: 3.0028 2020-09-11 04:18:26,760 - mmaction - INFO - Epoch [30][920/940] lr: 4.000e-02, eta: 2 days, 10:06:50, time: 1.840, data_time: 0.005, memory: 6924, loss_aux: 1.5283, top1_acc: 0.3799, top5_acc: 0.6230, loss_cls: 2.8094, loss: 4.3377, grad_norm: 2.9691 2020-09-11 04:19:01,921 - mmaction - INFO - Epoch [30][940/940] lr: 4.000e-02, eta: 2 days, 10:06:06, time: 1.757, data_time: 0.006, memory: 6924, loss_aux: 1.5330, top1_acc: 0.3784, top5_acc: 0.6262, loss_cls: 2.7987, loss: 4.3316, grad_norm: 3.0296 2020-09-11 04:19:02,485 - mmaction - INFO - Saving checkpoint at 30 epochs 2020-09-11 04:19:53,296 - mmaction - INFO - Epoch [31][20/940] lr: 4.000e-02, eta: 2 days, 10:05:55, time: 2.191, data_time: 0.803, memory: 6924, loss_aux: 1.5201, top1_acc: 0.3887, top5_acc: 0.6406, loss_cls: 2.7594, loss: 4.2795, grad_norm: 2.9814 2020-09-11 04:20:25,911 - mmaction - INFO - Epoch [31][40/940] lr: 4.000e-02, eta: 2 days, 10:05:01, time: 1.632, data_time: 0.006, memory: 6924, loss_aux: 1.5158, top1_acc: 0.3871, top5_acc: 0.6309, loss_cls: 2.7791, loss: 4.2950, grad_norm: 3.0310 2020-09-11 04:21:01,646 - mmaction - INFO - Epoch [31][60/940] lr: 4.000e-02, eta: 2 days, 10:04:18, time: 1.785, data_time: 0.005, memory: 6924, loss_aux: 1.5522, top1_acc: 0.3730, top5_acc: 0.6248, loss_cls: 2.8205, loss: 4.3727, grad_norm: 3.0006 2020-09-11 04:21:37,899 - mmaction - INFO - Epoch [31][80/940] lr: 4.000e-02, eta: 2 days, 10:03:38, time: 1.813, data_time: 0.005, memory: 6924, loss_aux: 1.5234, top1_acc: 0.3836, top5_acc: 0.6277, loss_cls: 2.7886, loss: 4.3121, grad_norm: 3.0028 2020-09-11 04:22:14,103 - mmaction - INFO - Epoch [31][100/940] lr: 4.000e-02, eta: 2 days, 10:02:57, time: 1.809, data_time: 0.006, memory: 6924, loss_aux: 1.5245, top1_acc: 0.3865, top5_acc: 0.6361, loss_cls: 2.7872, loss: 4.3117, grad_norm: 3.0117 2020-09-11 04:22:50,473 - mmaction - INFO - Epoch [31][120/940] lr: 4.000e-02, eta: 2 days, 10:02:17, time: 1.819, data_time: 0.006, memory: 6924, loss_aux: 1.5122, top1_acc: 0.3885, top5_acc: 0.6379, loss_cls: 2.7528, loss: 4.2650, grad_norm: 3.0356 2020-09-11 04:23:27,454 - mmaction - INFO - Epoch [31][140/940] lr: 4.000e-02, eta: 2 days, 10:01:40, time: 1.851, data_time: 0.006, memory: 6924, loss_aux: 1.5373, top1_acc: 0.3809, top5_acc: 0.6287, loss_cls: 2.8133, loss: 4.3506, grad_norm: 2.9815 2020-09-11 04:24:03,595 - mmaction - INFO - Epoch [31][160/940] lr: 4.000e-02, eta: 2 days, 10:00:59, time: 1.805, data_time: 0.005, memory: 6924, loss_aux: 1.5325, top1_acc: 0.3801, top5_acc: 0.6266, loss_cls: 2.7885, loss: 4.3211, grad_norm: 2.9909 2020-09-11 04:24:39,964 - mmaction - INFO - Epoch [31][180/940] lr: 4.000e-02, eta: 2 days, 10:00:19, time: 1.819, data_time: 0.005, memory: 6924, loss_aux: 1.5013, top1_acc: 0.3934, top5_acc: 0.6393, loss_cls: 2.7442, loss: 4.2455, grad_norm: 3.0077 2020-09-11 04:25:15,815 - mmaction - INFO - Epoch [31][200/940] lr: 4.000e-02, eta: 2 days, 9:59:37, time: 1.791, data_time: 0.006, memory: 6924, loss_aux: 1.5248, top1_acc: 0.3816, top5_acc: 0.6367, loss_cls: 2.7720, loss: 4.2968, grad_norm: 3.0330 2020-09-11 04:25:51,537 - mmaction - INFO - Epoch [31][220/940] lr: 4.000e-02, eta: 2 days, 9:58:54, time: 1.788, data_time: 0.005, memory: 6924, loss_aux: 1.5321, top1_acc: 0.3734, top5_acc: 0.6270, loss_cls: 2.8011, loss: 4.3332, grad_norm: 2.9931 2020-09-11 04:26:27,756 - mmaction - INFO - Epoch [31][240/940] lr: 4.000e-02, eta: 2 days, 9:58:14, time: 1.809, data_time: 0.006, memory: 6924, loss_aux: 1.5145, top1_acc: 0.3850, top5_acc: 0.6303, loss_cls: 2.7730, loss: 4.2875, grad_norm: 3.0145 2020-09-11 04:27:03,993 - mmaction - INFO - Epoch [31][260/940] lr: 4.000e-02, eta: 2 days, 9:57:33, time: 1.813, data_time: 0.005, memory: 6924, loss_aux: 1.5110, top1_acc: 0.3799, top5_acc: 0.6371, loss_cls: 2.7509, loss: 4.2619, grad_norm: 2.9822 2020-09-11 04:27:39,399 - mmaction - INFO - Epoch [31][280/940] lr: 4.000e-02, eta: 2 days, 9:56:50, time: 1.769, data_time: 0.006, memory: 6924, loss_aux: 1.5393, top1_acc: 0.3832, top5_acc: 0.6281, loss_cls: 2.7996, loss: 4.3389, grad_norm: 3.0008 2020-09-11 04:28:14,999 - mmaction - INFO - Epoch [31][300/940] lr: 4.000e-02, eta: 2 days, 9:56:07, time: 1.781, data_time: 0.006, memory: 6924, loss_aux: 1.5258, top1_acc: 0.3877, top5_acc: 0.6312, loss_cls: 2.7906, loss: 4.3163, grad_norm: 2.9810 2020-09-11 04:28:51,343 - mmaction - INFO - Epoch [31][320/940] lr: 4.000e-02, eta: 2 days, 9:55:27, time: 1.815, data_time: 0.007, memory: 6924, loss_aux: 1.5163, top1_acc: 0.3807, top5_acc: 0.6361, loss_cls: 2.7805, loss: 4.2969, grad_norm: 3.0379 2020-09-11 04:29:27,231 - mmaction - INFO - Epoch [31][340/940] lr: 4.000e-02, eta: 2 days, 9:54:45, time: 1.797, data_time: 0.006, memory: 6924, loss_aux: 1.4996, top1_acc: 0.3891, top5_acc: 0.6486, loss_cls: 2.7240, loss: 4.2237, grad_norm: 2.9848 2020-09-11 04:30:03,079 - mmaction - INFO - Epoch [31][360/940] lr: 4.000e-02, eta: 2 days, 9:54:03, time: 1.793, data_time: 0.006, memory: 6924, loss_aux: 1.5473, top1_acc: 0.3797, top5_acc: 0.6271, loss_cls: 2.8375, loss: 4.3848, grad_norm: 3.0406 2020-09-11 04:30:38,994 - mmaction - INFO - Epoch [31][380/940] lr: 4.000e-02, eta: 2 days, 9:53:22, time: 1.796, data_time: 0.002, memory: 6924, loss_aux: 1.5406, top1_acc: 0.3836, top5_acc: 0.6316, loss_cls: 2.7980, loss: 4.3386, grad_norm: 3.0173 2020-09-11 04:31:15,819 - mmaction - INFO - Epoch [31][400/940] lr: 4.000e-02, eta: 2 days, 9:52:43, time: 1.839, data_time: 0.006, memory: 6924, loss_aux: 1.5151, top1_acc: 0.3809, top5_acc: 0.6404, loss_cls: 2.7565, loss: 4.2717, grad_norm: 2.9574 2020-09-11 04:31:51,102 - mmaction - INFO - Epoch [31][420/940] lr: 4.000e-02, eta: 2 days, 9:51:59, time: 1.765, data_time: 0.007, memory: 6924, loss_aux: 1.5118, top1_acc: 0.3920, top5_acc: 0.6320, loss_cls: 2.7564, loss: 4.2682, grad_norm: 3.0294 2020-09-11 04:32:27,490 - mmaction - INFO - Epoch [31][440/940] lr: 4.000e-02, eta: 2 days, 9:51:20, time: 1.821, data_time: 0.006, memory: 6924, loss_aux: 1.5307, top1_acc: 0.3787, top5_acc: 0.6352, loss_cls: 2.7827, loss: 4.3133, grad_norm: 3.0365 2020-09-11 04:33:04,000 - mmaction - INFO - Epoch [31][460/940] lr: 4.000e-02, eta: 2 days, 9:50:40, time: 1.825, data_time: 0.005, memory: 6924, loss_aux: 1.5185, top1_acc: 0.3799, top5_acc: 0.6346, loss_cls: 2.7650, loss: 4.2834, grad_norm: 3.0330 2020-09-11 04:33:40,625 - mmaction - INFO - Epoch [31][480/940] lr: 4.000e-02, eta: 2 days, 9:50:01, time: 1.831, data_time: 0.003, memory: 6924, loss_aux: 1.5077, top1_acc: 0.3902, top5_acc: 0.6352, loss_cls: 2.7730, loss: 4.2807, grad_norm: 3.0567 2020-09-11 04:34:17,389 - mmaction - INFO - Epoch [31][500/940] lr: 4.000e-02, eta: 2 days, 9:49:23, time: 1.838, data_time: 0.003, memory: 6924, loss_aux: 1.5400, top1_acc: 0.3691, top5_acc: 0.6285, loss_cls: 2.8220, loss: 4.3620, grad_norm: 3.0542 2020-09-11 04:34:54,054 - mmaction - INFO - Epoch [31][520/940] lr: 4.000e-02, eta: 2 days, 9:48:44, time: 1.833, data_time: 0.006, memory: 6924, loss_aux: 1.5113, top1_acc: 0.3908, top5_acc: 0.6369, loss_cls: 2.7445, loss: 4.2558, grad_norm: 3.0161 2020-09-11 04:35:31,337 - mmaction - INFO - Epoch [31][540/940] lr: 4.000e-02, eta: 2 days, 9:48:08, time: 1.865, data_time: 0.005, memory: 6924, loss_aux: 1.5189, top1_acc: 0.3861, top5_acc: 0.6426, loss_cls: 2.7425, loss: 4.2614, grad_norm: 3.0065 2020-09-11 04:36:07,580 - mmaction - INFO - Epoch [31][560/940] lr: 4.000e-02, eta: 2 days, 9:47:28, time: 1.810, data_time: 0.006, memory: 6924, loss_aux: 1.5456, top1_acc: 0.3770, top5_acc: 0.6180, loss_cls: 2.8286, loss: 4.3742, grad_norm: 3.0715 2020-09-11 04:36:44,241 - mmaction - INFO - Epoch [31][580/940] lr: 4.000e-02, eta: 2 days, 9:46:49, time: 1.834, data_time: 0.007, memory: 6924, loss_aux: 1.5057, top1_acc: 0.3877, top5_acc: 0.6352, loss_cls: 2.7573, loss: 4.2630, grad_norm: 2.9846 2020-09-11 04:37:21,587 - mmaction - INFO - Epoch [31][600/940] lr: 4.000e-02, eta: 2 days, 9:46:13, time: 1.869, data_time: 0.005, memory: 6924, loss_aux: 1.5188, top1_acc: 0.3877, top5_acc: 0.6361, loss_cls: 2.7779, loss: 4.2967, grad_norm: 3.0168 2020-09-11 04:37:59,854 - mmaction - INFO - Epoch [31][620/940] lr: 4.000e-02, eta: 2 days, 9:45:41, time: 1.912, data_time: 0.003, memory: 6924, loss_aux: 1.5334, top1_acc: 0.3754, top5_acc: 0.6320, loss_cls: 2.8094, loss: 4.3427, grad_norm: 3.0118 2020-09-11 04:38:38,038 - mmaction - INFO - Epoch [31][640/940] lr: 4.000e-02, eta: 2 days, 9:45:08, time: 1.909, data_time: 0.007, memory: 6924, loss_aux: 1.5259, top1_acc: 0.3680, top5_acc: 0.6322, loss_cls: 2.7854, loss: 4.3114, grad_norm: 3.0489 2020-09-11 04:39:16,626 - mmaction - INFO - Epoch [31][660/940] lr: 4.000e-02, eta: 2 days, 9:44:37, time: 1.931, data_time: 0.006, memory: 6924, loss_aux: 1.5273, top1_acc: 0.3799, top5_acc: 0.6309, loss_cls: 2.7897, loss: 4.3170, grad_norm: 3.0105 2020-09-11 04:39:55,135 - mmaction - INFO - Epoch [31][680/940] lr: 4.000e-02, eta: 2 days, 9:44:05, time: 1.923, data_time: 0.005, memory: 6924, loss_aux: 1.5305, top1_acc: 0.3793, top5_acc: 0.6348, loss_cls: 2.7819, loss: 4.3124, grad_norm: 3.0350 2020-09-11 04:40:33,880 - mmaction - INFO - Epoch [31][700/940] lr: 4.000e-02, eta: 2 days, 9:43:35, time: 1.939, data_time: 0.006, memory: 6924, loss_aux: 1.5079, top1_acc: 0.3836, top5_acc: 0.6385, loss_cls: 2.7521, loss: 4.2600, grad_norm: 3.0011 2020-09-11 04:41:12,715 - mmaction - INFO - Epoch [31][720/940] lr: 4.000e-02, eta: 2 days, 9:43:04, time: 1.939, data_time: 0.005, memory: 6924, loss_aux: 1.5150, top1_acc: 0.3852, top5_acc: 0.6398, loss_cls: 2.7449, loss: 4.2598, grad_norm: 2.9607 2020-09-11 04:41:51,038 - mmaction - INFO - Epoch [31][740/940] lr: 4.000e-02, eta: 2 days, 9:42:32, time: 1.916, data_time: 0.007, memory: 6924, loss_aux: 1.5063, top1_acc: 0.3912, top5_acc: 0.6361, loss_cls: 2.7737, loss: 4.2800, grad_norm: 3.0104 2020-09-11 04:42:30,614 - mmaction - INFO - Epoch [31][760/940] lr: 4.000e-02, eta: 2 days, 9:42:05, time: 1.981, data_time: 0.006, memory: 6924, loss_aux: 1.5153, top1_acc: 0.3824, top5_acc: 0.6396, loss_cls: 2.7698, loss: 4.2851, grad_norm: 3.0220 2020-09-11 04:43:09,777 - mmaction - INFO - Epoch [31][780/940] lr: 4.000e-02, eta: 2 days, 9:41:36, time: 1.958, data_time: 0.002, memory: 6924, loss_aux: 1.5413, top1_acc: 0.3707, top5_acc: 0.6256, loss_cls: 2.8239, loss: 4.3652, grad_norm: 3.0534 2020-09-11 04:43:48,975 - mmaction - INFO - Epoch [31][800/940] lr: 4.000e-02, eta: 2 days, 9:41:07, time: 1.958, data_time: 0.005, memory: 6924, loss_aux: 1.5456, top1_acc: 0.3742, top5_acc: 0.6283, loss_cls: 2.8240, loss: 4.3696, grad_norm: 3.0722 2020-09-11 04:44:28,119 - mmaction - INFO - Epoch [31][820/940] lr: 4.000e-02, eta: 2 days, 9:40:38, time: 1.959, data_time: 0.006, memory: 6924, loss_aux: 1.4947, top1_acc: 0.3967, top5_acc: 0.6406, loss_cls: 2.7327, loss: 4.2274, grad_norm: 2.9912 2020-09-11 04:45:07,210 - mmaction - INFO - Epoch [31][840/940] lr: 4.000e-02, eta: 2 days, 9:40:08, time: 1.954, data_time: 0.003, memory: 6924, loss_aux: 1.5253, top1_acc: 0.3850, top5_acc: 0.6230, loss_cls: 2.7750, loss: 4.3003, grad_norm: 2.9915 2020-09-11 04:45:46,971 - mmaction - INFO - Epoch [31][860/940] lr: 4.000e-02, eta: 2 days, 9:39:42, time: 1.988, data_time: 0.003, memory: 6924, loss_aux: 1.5244, top1_acc: 0.3830, top5_acc: 0.6260, loss_cls: 2.7941, loss: 4.3185, grad_norm: 3.0009 2020-09-11 04:46:25,961 - mmaction - INFO - Epoch [31][880/940] lr: 4.000e-02, eta: 2 days, 9:39:12, time: 1.948, data_time: 0.005, memory: 6924, loss_aux: 1.5136, top1_acc: 0.3867, top5_acc: 0.6393, loss_cls: 2.7627, loss: 4.2762, grad_norm: 2.9957 2020-09-11 04:47:06,097 - mmaction - INFO - Epoch [31][900/940] lr: 4.000e-02, eta: 2 days, 9:38:47, time: 2.009, data_time: 0.006, memory: 6924, loss_aux: 1.5332, top1_acc: 0.3814, top5_acc: 0.6314, loss_cls: 2.7969, loss: 4.3301, grad_norm: 3.0102 2020-09-11 04:47:45,983 - mmaction - INFO - Epoch [31][920/940] lr: 4.000e-02, eta: 2 days, 9:38:20, time: 1.995, data_time: 0.006, memory: 6924, loss_aux: 1.5161, top1_acc: 0.3812, top5_acc: 0.6264, loss_cls: 2.7714, loss: 4.2875, grad_norm: 2.9861 2020-09-11 04:48:24,178 - mmaction - INFO - Epoch [31][940/940] lr: 4.000e-02, eta: 2 days, 9:37:47, time: 1.910, data_time: 0.002, memory: 6924, loss_aux: 1.5215, top1_acc: 0.3823, top5_acc: 0.6333, loss_cls: 2.7753, loss: 4.2968, grad_norm: 3.0865 2020-09-11 04:48:24,613 - mmaction - INFO - Saving checkpoint at 31 epochs 2020-09-11 04:49:11,788 - mmaction - INFO - Epoch [32][20/940] lr: 4.000e-02, eta: 2 days, 9:37:42, time: 2.267, data_time: 0.609, memory: 6924, loss_aux: 1.5172, top1_acc: 0.3830, top5_acc: 0.6279, loss_cls: 2.7609, loss: 4.2781, grad_norm: 3.0714 2020-09-11 04:49:50,086 - mmaction - INFO - Epoch [32][40/940] lr: 4.000e-02, eta: 2 days, 9:37:09, time: 1.917, data_time: 0.006, memory: 6924, loss_aux: 1.5237, top1_acc: 0.3812, top5_acc: 0.6244, loss_cls: 2.7869, loss: 4.3106, grad_norm: 2.9574 2020-09-11 04:50:29,267 - mmaction - INFO - Epoch [32][60/940] lr: 4.000e-02, eta: 2 days, 9:36:40, time: 1.957, data_time: 0.006, memory: 6924, loss_aux: 1.5257, top1_acc: 0.3857, top5_acc: 0.6367, loss_cls: 2.7595, loss: 4.2853, grad_norm: 3.0356 2020-09-11 04:51:09,030 - mmaction - INFO - Epoch [32][80/940] lr: 4.000e-02, eta: 2 days, 9:36:13, time: 1.990, data_time: 0.007, memory: 6924, loss_aux: 1.4869, top1_acc: 0.3891, top5_acc: 0.6461, loss_cls: 2.7270, loss: 4.2139, grad_norm: 3.0262 2020-09-11 04:51:49,509 - mmaction - INFO - Epoch [32][100/940] lr: 4.000e-02, eta: 2 days, 9:35:49, time: 2.022, data_time: 0.005, memory: 6924, loss_aux: 1.5198, top1_acc: 0.3877, top5_acc: 0.6340, loss_cls: 2.7795, loss: 4.2993, grad_norm: 3.0332 2020-09-11 04:52:29,702 - mmaction - INFO - Epoch [32][120/940] lr: 4.000e-02, eta: 2 days, 9:35:24, time: 2.009, data_time: 0.006, memory: 6924, loss_aux: 1.5162, top1_acc: 0.3846, top5_acc: 0.6348, loss_cls: 2.7515, loss: 4.2677, grad_norm: 3.0469 2020-09-11 04:53:10,253 - mmaction - INFO - Epoch [32][140/940] lr: 4.000e-02, eta: 2 days, 9:35:00, time: 2.028, data_time: 0.007, memory: 6924, loss_aux: 1.4832, top1_acc: 0.3896, top5_acc: 0.6361, loss_cls: 2.7174, loss: 4.2006, grad_norm: 3.0002 2020-09-11 04:53:50,508 - mmaction - INFO - Epoch [32][160/940] lr: 4.000e-02, eta: 2 days, 9:34:35, time: 2.015, data_time: 0.006, memory: 6924, loss_aux: 1.5095, top1_acc: 0.3941, top5_acc: 0.6369, loss_cls: 2.7438, loss: 4.2534, grad_norm: 3.0023 2020-09-11 04:54:31,589 - mmaction - INFO - Epoch [32][180/940] lr: 4.000e-02, eta: 2 days, 9:34:13, time: 2.052, data_time: 0.005, memory: 6924, loss_aux: 1.5231, top1_acc: 0.3838, top5_acc: 0.6301, loss_cls: 2.7656, loss: 4.2887, grad_norm: 3.0461 2020-09-11 04:55:11,844 - mmaction - INFO - Epoch [32][200/940] lr: 4.000e-02, eta: 2 days, 9:33:48, time: 2.013, data_time: 0.006, memory: 6924, loss_aux: 1.5074, top1_acc: 0.3930, top5_acc: 0.6404, loss_cls: 2.7339, loss: 4.2414, grad_norm: 3.0029 2020-09-11 04:55:52,275 - mmaction - INFO - Epoch [32][220/940] lr: 4.000e-02, eta: 2 days, 9:33:23, time: 2.022, data_time: 0.006, memory: 6924, loss_aux: 1.4883, top1_acc: 0.3889, top5_acc: 0.6348, loss_cls: 2.7213, loss: 4.2096, grad_norm: 3.0077 2020-09-11 04:56:33,125 - mmaction - INFO - Epoch [32][240/940] lr: 4.000e-02, eta: 2 days, 9:33:00, time: 2.044, data_time: 0.006, memory: 6924, loss_aux: 1.5241, top1_acc: 0.3824, top5_acc: 0.6365, loss_cls: 2.7789, loss: 4.3030, grad_norm: 3.0988 2020-09-11 04:57:13,723 - mmaction - INFO - Epoch [32][260/940] lr: 4.000e-02, eta: 2 days, 9:32:36, time: 2.028, data_time: 0.007, memory: 6924, loss_aux: 1.5050, top1_acc: 0.3898, top5_acc: 0.6482, loss_cls: 2.7348, loss: 4.2398, grad_norm: 3.0688 2020-09-11 04:57:55,050 - mmaction - INFO - Epoch [32][280/940] lr: 4.000e-02, eta: 2 days, 9:32:15, time: 2.069, data_time: 0.006, memory: 6924, loss_aux: 1.5089, top1_acc: 0.3842, top5_acc: 0.6387, loss_cls: 2.7497, loss: 4.2586, grad_norm: 3.0182 2020-09-11 04:58:35,595 - mmaction - INFO - Epoch [32][300/940] lr: 4.000e-02, eta: 2 days, 9:31:51, time: 2.025, data_time: 0.006, memory: 6924, loss_aux: 1.5039, top1_acc: 0.3961, top5_acc: 0.6344, loss_cls: 2.7376, loss: 4.2415, grad_norm: 3.0313 2020-09-11 04:59:16,568 - mmaction - INFO - Epoch [32][320/940] lr: 4.000e-02, eta: 2 days, 9:31:28, time: 2.049, data_time: 0.006, memory: 6924, loss_aux: 1.5028, top1_acc: 0.3914, top5_acc: 0.6377, loss_cls: 2.7537, loss: 4.2564, grad_norm: 2.9827 2020-09-11 04:59:56,278 - mmaction - INFO - Epoch [32][340/940] lr: 4.000e-02, eta: 2 days, 9:31:01, time: 1.985, data_time: 0.006, memory: 6924, loss_aux: 1.5096, top1_acc: 0.3861, top5_acc: 0.6398, loss_cls: 2.7470, loss: 4.2566, grad_norm: 3.0342 2020-09-11 05:00:44,008 - mmaction - INFO - Epoch [32][360/940] lr: 4.000e-02, eta: 2 days, 9:31:03, time: 2.376, data_time: 0.005, memory: 6924, loss_aux: 1.4897, top1_acc: 0.3980, top5_acc: 0.6457, loss_cls: 2.7094, loss: 4.1991, grad_norm: 3.0189 2020-09-11 05:01:21,604 - mmaction - INFO - Epoch [32][380/940] lr: 4.000e-02, eta: 2 days, 9:30:28, time: 1.888, data_time: 0.029, memory: 6924, loss_aux: 1.5061, top1_acc: 0.3869, top5_acc: 0.6402, loss_cls: 2.7467, loss: 4.2528, grad_norm: 3.0072 2020-09-11 05:02:00,783 - mmaction - INFO - Epoch [32][400/940] lr: 4.000e-02, eta: 2 days, 9:29:59, time: 1.962, data_time: 0.008, memory: 6924, loss_aux: 1.5150, top1_acc: 0.3809, top5_acc: 0.6391, loss_cls: 2.7739, loss: 4.2890, grad_norm: 3.0458 2020-09-11 05:02:40,039 - mmaction - INFO - Epoch [32][420/940] lr: 4.000e-02, eta: 2 days, 9:29:30, time: 1.963, data_time: 0.006, memory: 6924, loss_aux: 1.5146, top1_acc: 0.3932, top5_acc: 0.6301, loss_cls: 2.7646, loss: 4.2791, grad_norm: 3.0170 2020-09-11 05:03:18,821 - mmaction - INFO - Epoch [32][440/940] lr: 4.000e-02, eta: 2 days, 9:28:59, time: 1.939, data_time: 0.003, memory: 6924, loss_aux: 1.5077, top1_acc: 0.3873, top5_acc: 0.6393, loss_cls: 2.7644, loss: 4.2722, grad_norm: 3.0273 2020-09-11 05:03:57,107 - mmaction - INFO - Epoch [32][460/940] lr: 4.000e-02, eta: 2 days, 9:28:26, time: 1.912, data_time: 0.007, memory: 6924, loss_aux: 1.5202, top1_acc: 0.3854, top5_acc: 0.6340, loss_cls: 2.7605, loss: 4.2807, grad_norm: 3.0375 2020-09-11 05:04:36,066 - mmaction - INFO - Epoch [32][480/940] lr: 4.000e-02, eta: 2 days, 9:27:56, time: 1.950, data_time: 0.006, memory: 6924, loss_aux: 1.4887, top1_acc: 0.3971, top5_acc: 0.6477, loss_cls: 2.7125, loss: 4.2012, grad_norm: 3.0137 2020-09-11 05:05:14,292 - mmaction - INFO - Epoch [32][500/940] lr: 4.000e-02, eta: 2 days, 9:27:22, time: 1.910, data_time: 0.006, memory: 6924, loss_aux: 1.4993, top1_acc: 0.4010, top5_acc: 0.6426, loss_cls: 2.7188, loss: 4.2181, grad_norm: 3.0207 2020-09-11 05:05:53,116 - mmaction - INFO - Epoch [32][520/940] lr: 4.000e-02, eta: 2 days, 9:26:51, time: 1.941, data_time: 0.006, memory: 6924, loss_aux: 1.5153, top1_acc: 0.3924, top5_acc: 0.6275, loss_cls: 2.7808, loss: 4.2961, grad_norm: 3.0649 2020-09-11 05:06:30,413 - mmaction - INFO - Epoch [32][540/940] lr: 4.000e-02, eta: 2 days, 9:26:15, time: 1.867, data_time: 0.006, memory: 6924, loss_aux: 1.5172, top1_acc: 0.3846, top5_acc: 0.6293, loss_cls: 2.7868, loss: 4.3040, grad_norm: 3.0282 2020-09-11 05:07:07,970 - mmaction - INFO - Epoch [32][560/940] lr: 4.000e-02, eta: 2 days, 9:25:39, time: 1.876, data_time: 0.006, memory: 6924, loss_aux: 1.5064, top1_acc: 0.3937, top5_acc: 0.6381, loss_cls: 2.7483, loss: 4.2547, grad_norm: 3.0007 2020-09-11 05:07:45,916 - mmaction - INFO - Epoch [32][580/940] lr: 4.000e-02, eta: 2 days, 9:25:05, time: 1.899, data_time: 0.006, memory: 6924, loss_aux: 1.5248, top1_acc: 0.3838, top5_acc: 0.6262, loss_cls: 2.7814, loss: 4.3061, grad_norm: 2.9992 2020-09-11 05:08:23,184 - mmaction - INFO - Epoch [32][600/940] lr: 4.000e-02, eta: 2 days, 9:24:28, time: 1.862, data_time: 0.006, memory: 6924, loss_aux: 1.5251, top1_acc: 0.3859, top5_acc: 0.6355, loss_cls: 2.7835, loss: 4.3086, grad_norm: 3.0808 2020-09-11 05:09:00,702 - mmaction - INFO - Epoch [32][620/940] lr: 4.000e-02, eta: 2 days, 9:23:53, time: 1.877, data_time: 0.006, memory: 6924, loss_aux: 1.4932, top1_acc: 0.3937, top5_acc: 0.6369, loss_cls: 2.7460, loss: 4.2392, grad_norm: 3.0133 2020-09-11 05:09:37,584 - mmaction - INFO - Epoch [32][640/940] lr: 4.000e-02, eta: 2 days, 9:23:14, time: 1.843, data_time: 0.006, memory: 6924, loss_aux: 1.5071, top1_acc: 0.3855, top5_acc: 0.6461, loss_cls: 2.7567, loss: 4.2638, grad_norm: 3.0135 2020-09-11 05:10:14,640 - mmaction - INFO - Epoch [32][660/940] lr: 4.000e-02, eta: 2 days, 9:22:37, time: 1.853, data_time: 0.005, memory: 6924, loss_aux: 1.4997, top1_acc: 0.3965, top5_acc: 0.6385, loss_cls: 2.7191, loss: 4.2188, grad_norm: 3.0685 2020-09-11 05:10:51,776 - mmaction - INFO - Epoch [32][680/940] lr: 4.000e-02, eta: 2 days, 9:22:00, time: 1.859, data_time: 0.006, memory: 6924, loss_aux: 1.5194, top1_acc: 0.3816, top5_acc: 0.6289, loss_cls: 2.7786, loss: 4.2979, grad_norm: 3.0188 2020-09-11 05:11:28,755 - mmaction - INFO - Epoch [32][700/940] lr: 4.000e-02, eta: 2 days, 9:21:22, time: 1.847, data_time: 0.005, memory: 6924, loss_aux: 1.4999, top1_acc: 0.3920, top5_acc: 0.6430, loss_cls: 2.7236, loss: 4.2236, grad_norm: 3.0034 2020-09-11 05:12:05,603 - mmaction - INFO - Epoch [32][720/940] lr: 4.000e-02, eta: 2 days, 9:20:44, time: 1.841, data_time: 0.006, memory: 6924, loss_aux: 1.5357, top1_acc: 0.3711, top5_acc: 0.6242, loss_cls: 2.8121, loss: 4.3479, grad_norm: 3.0234 2020-09-11 05:12:42,905 - mmaction - INFO - Epoch [32][740/940] lr: 4.000e-02, eta: 2 days, 9:20:07, time: 1.866, data_time: 0.007, memory: 6924, loss_aux: 1.5074, top1_acc: 0.3830, top5_acc: 0.6291, loss_cls: 2.7671, loss: 4.2745, grad_norm: 3.0381 2020-09-11 05:13:19,489 - mmaction - INFO - Epoch [32][760/940] lr: 4.000e-02, eta: 2 days, 9:19:28, time: 1.831, data_time: 0.006, memory: 6924, loss_aux: 1.5380, top1_acc: 0.3797, top5_acc: 0.6236, loss_cls: 2.8130, loss: 4.3510, grad_norm: 3.1057 2020-09-11 05:13:56,157 - mmaction - INFO - Epoch [32][780/940] lr: 4.000e-02, eta: 2 days, 9:18:49, time: 1.831, data_time: 0.006, memory: 6924, loss_aux: 1.5298, top1_acc: 0.3801, top5_acc: 0.6283, loss_cls: 2.7922, loss: 4.3219, grad_norm: 3.0753 2020-09-11 05:14:32,728 - mmaction - INFO - Epoch [32][800/940] lr: 4.000e-02, eta: 2 days, 9:18:10, time: 1.830, data_time: 0.007, memory: 6924, loss_aux: 1.5039, top1_acc: 0.3916, top5_acc: 0.6330, loss_cls: 2.7582, loss: 4.2621, grad_norm: 3.0321 2020-09-11 05:15:09,587 - mmaction - INFO - Epoch [32][820/940] lr: 4.000e-02, eta: 2 days, 9:17:31, time: 1.843, data_time: 0.005, memory: 6924, loss_aux: 1.5159, top1_acc: 0.3814, top5_acc: 0.6301, loss_cls: 2.7724, loss: 4.2883, grad_norm: 2.9910 2020-09-11 05:15:45,817 - mmaction - INFO - Epoch [32][840/940] lr: 4.000e-02, eta: 2 days, 9:16:51, time: 1.812, data_time: 0.005, memory: 6924, loss_aux: 1.5155, top1_acc: 0.3902, top5_acc: 0.6359, loss_cls: 2.7675, loss: 4.2830, grad_norm: 3.0373 2020-09-11 05:16:21,902 - mmaction - INFO - Epoch [32][860/940] lr: 4.000e-02, eta: 2 days, 9:16:10, time: 1.803, data_time: 0.006, memory: 6924, loss_aux: 1.5218, top1_acc: 0.3896, top5_acc: 0.6316, loss_cls: 2.7695, loss: 4.2913, grad_norm: 3.0555 2020-09-11 05:16:58,695 - mmaction - INFO - Epoch [32][880/940] lr: 4.000e-02, eta: 2 days, 9:15:31, time: 1.838, data_time: 0.005, memory: 6924, loss_aux: 1.5117, top1_acc: 0.3836, top5_acc: 0.6324, loss_cls: 2.7690, loss: 4.2807, grad_norm: 3.0414 2020-09-11 05:17:34,863 - mmaction - INFO - Epoch [32][900/940] lr: 4.000e-02, eta: 2 days, 9:14:51, time: 1.811, data_time: 0.007, memory: 6924, loss_aux: 1.5281, top1_acc: 0.3873, top5_acc: 0.6379, loss_cls: 2.7631, loss: 4.2912, grad_norm: 2.9964 2020-09-11 05:18:10,728 - mmaction - INFO - Epoch [32][920/940] lr: 4.000e-02, eta: 2 days, 9:14:09, time: 1.792, data_time: 0.006, memory: 6924, loss_aux: 1.5108, top1_acc: 0.3885, top5_acc: 0.6510, loss_cls: 2.7587, loss: 4.2695, grad_norm: 3.0120 2020-09-11 05:18:46,517 - mmaction - INFO - Epoch [32][940/940] lr: 4.000e-02, eta: 2 days, 9:13:27, time: 1.792, data_time: 0.006, memory: 6924, loss_aux: 1.4923, top1_acc: 0.3780, top5_acc: 0.6425, loss_cls: 2.7323, loss: 4.2246, grad_norm: 3.0955 2020-09-11 05:18:47,067 - mmaction - INFO - Saving checkpoint at 32 epochs 2020-09-11 05:19:36,965 - mmaction - INFO - Epoch [33][20/940] lr: 4.000e-02, eta: 2 days, 9:13:14, time: 2.192, data_time: 0.798, memory: 6924, loss_aux: 1.5128, top1_acc: 0.3834, top5_acc: 0.6369, loss_cls: 2.7825, loss: 4.2953, grad_norm: 3.0787 2020-09-11 05:20:12,609 - mmaction - INFO - Epoch [33][40/940] lr: 4.000e-02, eta: 2 days, 9:12:31, time: 1.781, data_time: 0.006, memory: 6924, loss_aux: 1.4802, top1_acc: 0.4049, top5_acc: 0.6533, loss_cls: 2.6697, loss: 4.1500, grad_norm: 2.9659 2020-09-11 05:20:46,779 - mmaction - INFO - Epoch [33][60/940] lr: 4.000e-02, eta: 2 days, 9:11:44, time: 1.711, data_time: 0.007, memory: 6924, loss_aux: 1.4894, top1_acc: 0.3963, top5_acc: 0.6471, loss_cls: 2.7044, loss: 4.1937, grad_norm: 3.0439 2020-09-11 05:21:23,002 - mmaction - INFO - Epoch [33][80/940] lr: 4.000e-02, eta: 2 days, 9:11:03, time: 1.809, data_time: 0.006, memory: 6924, loss_aux: 1.4971, top1_acc: 0.3902, top5_acc: 0.6422, loss_cls: 2.7301, loss: 4.2273, grad_norm: 3.0373 2020-09-11 05:21:59,006 - mmaction - INFO - Epoch [33][100/940] lr: 4.000e-02, eta: 2 days, 9:10:22, time: 1.802, data_time: 0.006, memory: 6924, loss_aux: 1.5017, top1_acc: 0.3922, top5_acc: 0.6414, loss_cls: 2.7250, loss: 4.2267, grad_norm: 3.0301 2020-09-11 05:22:35,139 - mmaction - INFO - Epoch [33][120/940] lr: 4.000e-02, eta: 2 days, 9:09:41, time: 1.807, data_time: 0.005, memory: 6924, loss_aux: 1.4981, top1_acc: 0.4070, top5_acc: 0.6400, loss_cls: 2.7062, loss: 4.2043, grad_norm: 3.0849 2020-09-11 05:23:10,668 - mmaction - INFO - Epoch [33][140/940] lr: 4.000e-02, eta: 2 days, 9:08:58, time: 1.774, data_time: 0.003, memory: 6924, loss_aux: 1.5183, top1_acc: 0.3914, top5_acc: 0.6367, loss_cls: 2.7623, loss: 4.2806, grad_norm: 3.0390 2020-09-11 05:23:46,338 - mmaction - INFO - Epoch [33][160/940] lr: 4.000e-02, eta: 2 days, 9:08:15, time: 1.786, data_time: 0.006, memory: 6924, loss_aux: 1.5099, top1_acc: 0.3885, top5_acc: 0.6471, loss_cls: 2.7464, loss: 4.2562, grad_norm: 3.0119 2020-09-11 05:24:22,528 - mmaction - INFO - Epoch [33][180/940] lr: 4.000e-02, eta: 2 days, 9:07:34, time: 1.807, data_time: 0.006, memory: 6924, loss_aux: 1.4960, top1_acc: 0.3852, top5_acc: 0.6406, loss_cls: 2.7353, loss: 4.2312, grad_norm: 3.0415 2020-09-11 05:24:58,701 - mmaction - INFO - Epoch [33][200/940] lr: 4.000e-02, eta: 2 days, 9:06:54, time: 1.811, data_time: 0.006, memory: 6924, loss_aux: 1.4939, top1_acc: 0.3898, top5_acc: 0.6443, loss_cls: 2.7315, loss: 4.2254, grad_norm: 3.0488 2020-09-11 05:25:34,663 - mmaction - INFO - Epoch [33][220/940] lr: 4.000e-02, eta: 2 days, 9:06:12, time: 1.797, data_time: 0.007, memory: 6924, loss_aux: 1.5025, top1_acc: 0.3988, top5_acc: 0.6365, loss_cls: 2.7315, loss: 4.2340, grad_norm: 3.0331 2020-09-11 05:26:10,043 - mmaction - INFO - Epoch [33][240/940] lr: 4.000e-02, eta: 2 days, 9:05:29, time: 1.770, data_time: 0.006, memory: 6924, loss_aux: 1.4887, top1_acc: 0.3959, top5_acc: 0.6391, loss_cls: 2.7198, loss: 4.2085, grad_norm: 2.9733 2020-09-11 05:26:45,456 - mmaction - INFO - Epoch [33][260/940] lr: 4.000e-02, eta: 2 days, 9:04:45, time: 1.771, data_time: 0.004, memory: 6924, loss_aux: 1.4897, top1_acc: 0.3893, top5_acc: 0.6393, loss_cls: 2.7226, loss: 4.2122, grad_norm: 2.9835 2020-09-11 05:27:21,561 - mmaction - INFO - Epoch [33][280/940] lr: 4.000e-02, eta: 2 days, 9:04:04, time: 1.804, data_time: 0.006, memory: 6924, loss_aux: 1.4877, top1_acc: 0.4018, top5_acc: 0.6412, loss_cls: 2.7191, loss: 4.2068, grad_norm: 3.0434 2020-09-11 05:27:57,436 - mmaction - INFO - Epoch [33][300/940] lr: 4.000e-02, eta: 2 days, 9:03:23, time: 1.795, data_time: 0.005, memory: 6924, loss_aux: 1.5360, top1_acc: 0.3900, top5_acc: 0.6295, loss_cls: 2.8054, loss: 4.3414, grad_norm: 3.0210 2020-09-11 05:28:32,971 - mmaction - INFO - Epoch [33][320/940] lr: 4.000e-02, eta: 2 days, 9:02:40, time: 1.776, data_time: 0.006, memory: 6924, loss_aux: 1.5264, top1_acc: 0.3887, top5_acc: 0.6404, loss_cls: 2.7645, loss: 4.2909, grad_norm: 3.0565 2020-09-11 05:29:08,663 - mmaction - INFO - Epoch [33][340/940] lr: 4.000e-02, eta: 2 days, 9:01:57, time: 1.786, data_time: 0.005, memory: 6924, loss_aux: 1.5080, top1_acc: 0.3793, top5_acc: 0.6443, loss_cls: 2.7463, loss: 4.2543, grad_norm: 3.0818 2020-09-11 05:29:44,070 - mmaction - INFO - Epoch [33][360/940] lr: 4.000e-02, eta: 2 days, 9:01:14, time: 1.769, data_time: 0.005, memory: 6924, loss_aux: 1.5096, top1_acc: 0.3822, top5_acc: 0.6367, loss_cls: 2.7568, loss: 4.2664, grad_norm: 3.0031 2020-09-11 05:30:19,690 - mmaction - INFO - Epoch [33][380/940] lr: 4.000e-02, eta: 2 days, 9:00:31, time: 1.780, data_time: 0.005, memory: 6924, loss_aux: 1.4688, top1_acc: 0.4074, top5_acc: 0.6553, loss_cls: 2.6708, loss: 4.1396, grad_norm: 3.0624 2020-09-11 05:30:54,983 - mmaction - INFO - Epoch [33][400/940] lr: 4.000e-02, eta: 2 days, 8:59:48, time: 1.766, data_time: 0.006, memory: 6924, loss_aux: 1.5062, top1_acc: 0.3953, top5_acc: 0.6375, loss_cls: 2.7367, loss: 4.2429, grad_norm: 3.0582 2020-09-11 05:31:31,238 - mmaction - INFO - Epoch [33][420/940] lr: 4.000e-02, eta: 2 days, 8:59:07, time: 1.811, data_time: 0.006, memory: 6924, loss_aux: 1.5103, top1_acc: 0.3908, top5_acc: 0.6328, loss_cls: 2.7538, loss: 4.2641, grad_norm: 3.0419 2020-09-11 05:32:06,791 - mmaction - INFO - Epoch [33][440/940] lr: 4.000e-02, eta: 2 days, 8:58:24, time: 1.777, data_time: 0.005, memory: 6924, loss_aux: 1.5105, top1_acc: 0.3887, top5_acc: 0.6346, loss_cls: 2.7497, loss: 4.2602, grad_norm: 3.0255 2020-09-11 05:32:42,126 - mmaction - INFO - Epoch [33][460/940] lr: 4.000e-02, eta: 2 days, 8:57:41, time: 1.767, data_time: 0.008, memory: 6924, loss_aux: 1.5070, top1_acc: 0.3932, top5_acc: 0.6373, loss_cls: 2.7401, loss: 4.2471, grad_norm: 3.0871 2020-09-11 05:33:17,122 - mmaction - INFO - Epoch [33][480/940] lr: 4.000e-02, eta: 2 days, 8:56:56, time: 1.749, data_time: 0.006, memory: 6924, loss_aux: 1.4889, top1_acc: 0.3951, top5_acc: 0.6555, loss_cls: 2.7071, loss: 4.1960, grad_norm: 3.0480 2020-09-11 05:33:52,559 - mmaction - INFO - Epoch [33][500/940] lr: 4.000e-02, eta: 2 days, 8:56:13, time: 1.774, data_time: 0.007, memory: 6924, loss_aux: 1.4793, top1_acc: 0.3881, top5_acc: 0.6422, loss_cls: 2.7021, loss: 4.1814, grad_norm: 3.0776 2020-09-11 05:34:27,570 - mmaction - INFO - Epoch [33][520/940] lr: 4.000e-02, eta: 2 days, 8:55:28, time: 1.749, data_time: 0.005, memory: 6924, loss_aux: 1.4927, top1_acc: 0.4029, top5_acc: 0.6459, loss_cls: 2.7210, loss: 4.2137, grad_norm: 3.0730 2020-09-11 05:35:03,721 - mmaction - INFO - Epoch [33][540/940] lr: 4.000e-02, eta: 2 days, 8:54:47, time: 1.809, data_time: 0.006, memory: 6924, loss_aux: 1.5005, top1_acc: 0.3877, top5_acc: 0.6479, loss_cls: 2.7359, loss: 4.2364, grad_norm: 3.0306 2020-09-11 05:35:38,434 - mmaction - INFO - Epoch [33][560/940] lr: 4.000e-02, eta: 2 days, 8:54:02, time: 1.736, data_time: 0.002, memory: 6924, loss_aux: 1.4920, top1_acc: 0.3910, top5_acc: 0.6406, loss_cls: 2.7268, loss: 4.2188, grad_norm: 3.0388 2020-09-11 05:36:14,079 - mmaction - INFO - Epoch [33][580/940] lr: 4.000e-02, eta: 2 days, 8:53:19, time: 1.781, data_time: 0.005, memory: 6924, loss_aux: 1.5228, top1_acc: 0.3787, top5_acc: 0.6299, loss_cls: 2.7847, loss: 4.3075, grad_norm: 3.0594 2020-09-11 05:36:49,718 - mmaction - INFO - Epoch [33][600/940] lr: 4.000e-02, eta: 2 days, 8:52:37, time: 1.782, data_time: 0.005, memory: 6924, loss_aux: 1.4954, top1_acc: 0.3887, top5_acc: 0.6457, loss_cls: 2.7596, loss: 4.2549, grad_norm: 3.0661 2020-09-11 05:37:24,653 - mmaction - INFO - Epoch [33][620/940] lr: 4.000e-02, eta: 2 days, 8:51:51, time: 1.745, data_time: 0.006, memory: 6924, loss_aux: 1.4912, top1_acc: 0.3949, top5_acc: 0.6357, loss_cls: 2.7210, loss: 4.2122, grad_norm: 3.0061 2020-09-11 05:37:59,976 - mmaction - INFO - Epoch [33][640/940] lr: 4.000e-02, eta: 2 days, 8:51:08, time: 1.769, data_time: 0.007, memory: 6924, loss_aux: 1.4928, top1_acc: 0.3961, top5_acc: 0.6398, loss_cls: 2.7319, loss: 4.2247, grad_norm: 3.0454 2020-09-11 05:38:35,476 - mmaction - INFO - Epoch [33][660/940] lr: 4.000e-02, eta: 2 days, 8:50:25, time: 1.773, data_time: 0.006, memory: 6924, loss_aux: 1.4961, top1_acc: 0.3877, top5_acc: 0.6506, loss_cls: 2.7233, loss: 4.2194, grad_norm: 3.0369 2020-09-11 05:39:10,845 - mmaction - INFO - Epoch [33][680/940] lr: 4.000e-02, eta: 2 days, 8:49:42, time: 1.770, data_time: 0.006, memory: 6924, loss_aux: 1.4902, top1_acc: 0.3914, top5_acc: 0.6463, loss_cls: 2.7196, loss: 4.2098, grad_norm: 3.0328 2020-09-11 05:39:46,586 - mmaction - INFO - Epoch [33][700/940] lr: 4.000e-02, eta: 2 days, 8:49:00, time: 1.784, data_time: 0.006, memory: 6924, loss_aux: 1.4928, top1_acc: 0.4035, top5_acc: 0.6396, loss_cls: 2.7432, loss: 4.2360, grad_norm: 3.0305 2020-09-11 05:40:21,781 - mmaction - INFO - Epoch [33][720/940] lr: 4.000e-02, eta: 2 days, 8:48:16, time: 1.761, data_time: 0.007, memory: 6924, loss_aux: 1.4925, top1_acc: 0.3945, top5_acc: 0.6377, loss_cls: 2.7403, loss: 4.2328, grad_norm: 3.0627 2020-09-11 05:40:58,109 - mmaction - INFO - Epoch [33][740/940] lr: 4.000e-02, eta: 2 days, 8:47:36, time: 1.817, data_time: 0.005, memory: 6924, loss_aux: 1.4979, top1_acc: 0.3971, top5_acc: 0.6471, loss_cls: 2.7198, loss: 4.2176, grad_norm: 3.0177 2020-09-11 05:41:35,101 - mmaction - INFO - Epoch [33][760/940] lr: 4.000e-02, eta: 2 days, 8:46:58, time: 1.848, data_time: 0.005, memory: 6924, loss_aux: 1.4990, top1_acc: 0.3877, top5_acc: 0.6402, loss_cls: 2.7400, loss: 4.2390, grad_norm: 3.0273 2020-09-11 05:42:12,162 - mmaction - INFO - Epoch [33][780/940] lr: 4.000e-02, eta: 2 days, 8:46:21, time: 1.854, data_time: 0.006, memory: 6924, loss_aux: 1.5334, top1_acc: 0.3859, top5_acc: 0.6299, loss_cls: 2.7929, loss: 4.3263, grad_norm: 3.0665 2020-09-11 05:42:48,544 - mmaction - INFO - Epoch [33][800/940] lr: 4.000e-02, eta: 2 days, 8:45:41, time: 1.819, data_time: 0.006, memory: 6924, loss_aux: 1.4970, top1_acc: 0.3920, top5_acc: 0.6311, loss_cls: 2.7535, loss: 4.2505, grad_norm: 3.0497 2020-09-11 05:43:25,735 - mmaction - INFO - Epoch [33][820/940] lr: 4.000e-02, eta: 2 days, 8:45:04, time: 1.861, data_time: 0.006, memory: 6924, loss_aux: 1.4846, top1_acc: 0.3928, top5_acc: 0.6447, loss_cls: 2.7086, loss: 4.1932, grad_norm: 3.0675 2020-09-11 05:44:02,760 - mmaction - INFO - Epoch [33][840/940] lr: 4.000e-02, eta: 2 days, 8:44:27, time: 1.849, data_time: 0.005, memory: 6924, loss_aux: 1.5080, top1_acc: 0.3906, top5_acc: 0.6324, loss_cls: 2.7572, loss: 4.2652, grad_norm: 3.0582 2020-09-11 05:44:41,278 - mmaction - INFO - Epoch [33][860/940] lr: 4.000e-02, eta: 2 days, 8:43:55, time: 1.928, data_time: 0.006, memory: 6924, loss_aux: 1.4972, top1_acc: 0.3895, top5_acc: 0.6438, loss_cls: 2.7150, loss: 4.2121, grad_norm: 2.9893 2020-09-11 05:45:19,430 - mmaction - INFO - Epoch [33][880/940] lr: 4.000e-02, eta: 2 days, 8:43:21, time: 1.906, data_time: 0.006, memory: 6924, loss_aux: 1.4872, top1_acc: 0.3973, top5_acc: 0.6514, loss_cls: 2.7077, loss: 4.1949, grad_norm: 3.0286 2020-09-11 05:45:57,162 - mmaction - INFO - Epoch [33][900/940] lr: 4.000e-02, eta: 2 days, 8:42:46, time: 1.887, data_time: 0.006, memory: 6924, loss_aux: 1.5167, top1_acc: 0.3900, top5_acc: 0.6379, loss_cls: 2.7658, loss: 4.2825, grad_norm: 3.0426 2020-09-11 05:46:35,452 - mmaction - INFO - Epoch [33][920/940] lr: 4.000e-02, eta: 2 days, 8:42:14, time: 1.916, data_time: 0.006, memory: 6924, loss_aux: 1.5303, top1_acc: 0.3787, top5_acc: 0.6285, loss_cls: 2.8073, loss: 4.3377, grad_norm: 3.1016 2020-09-11 05:47:11,888 - mmaction - INFO - Epoch [33][940/940] lr: 4.000e-02, eta: 2 days, 8:41:34, time: 1.820, data_time: 0.006, memory: 6924, loss_aux: 1.5012, top1_acc: 0.3886, top5_acc: 0.6394, loss_cls: 2.7450, loss: 4.2462, grad_norm: 3.0852 2020-09-11 05:47:12,431 - mmaction - INFO - Saving checkpoint at 33 epochs 2020-09-11 05:47:58,251 - mmaction - INFO - Epoch [34][20/940] lr: 4.000e-02, eta: 2 days, 8:41:06, time: 1.986, data_time: 0.401, memory: 6924, loss_aux: 1.5086, top1_acc: 0.3900, top5_acc: 0.6359, loss_cls: 2.7499, loss: 4.2585, grad_norm: 3.0555 2020-09-11 05:48:35,283 - mmaction - INFO - Epoch [34][40/940] lr: 4.000e-02, eta: 2 days, 8:40:29, time: 1.854, data_time: 0.007, memory: 6924, loss_aux: 1.4791, top1_acc: 0.3961, top5_acc: 0.6555, loss_cls: 2.6680, loss: 4.1471, grad_norm: 3.0787 2020-09-11 05:49:12,937 - mmaction - INFO - Epoch [34][60/940] lr: 4.000e-02, eta: 2 days, 8:39:53, time: 1.880, data_time: 0.006, memory: 6924, loss_aux: 1.4663, top1_acc: 0.4020, top5_acc: 0.6568, loss_cls: 2.6634, loss: 4.1297, grad_norm: 3.0657 2020-09-11 05:49:51,017 - mmaction - INFO - Epoch [34][80/940] lr: 4.000e-02, eta: 2 days, 8:39:20, time: 1.906, data_time: 0.006, memory: 6924, loss_aux: 1.4868, top1_acc: 0.3918, top5_acc: 0.6443, loss_cls: 2.7271, loss: 4.2139, grad_norm: 3.0327 2020-09-11 05:50:30,194 - mmaction - INFO - Epoch [34][100/940] lr: 4.000e-02, eta: 2 days, 8:38:50, time: 1.957, data_time: 0.007, memory: 6924, loss_aux: 1.4945, top1_acc: 0.3926, top5_acc: 0.6480, loss_cls: 2.6923, loss: 4.1867, grad_norm: 3.0929 2020-09-11 05:51:08,485 - mmaction - INFO - Epoch [34][120/940] lr: 4.000e-02, eta: 2 days, 8:38:17, time: 1.917, data_time: 0.007, memory: 6924, loss_aux: 1.4740, top1_acc: 0.3947, top5_acc: 0.6391, loss_cls: 2.7027, loss: 4.1767, grad_norm: 3.0284 2020-09-11 05:51:47,347 - mmaction - INFO - Epoch [34][140/940] lr: 4.000e-02, eta: 2 days, 8:37:46, time: 1.942, data_time: 0.005, memory: 6924, loss_aux: 1.4774, top1_acc: 0.3930, top5_acc: 0.6479, loss_cls: 2.7033, loss: 4.1807, grad_norm: 3.0394 2020-09-11 05:52:26,997 - mmaction - INFO - Epoch [34][160/940] lr: 4.000e-02, eta: 2 days, 8:37:18, time: 1.982, data_time: 0.006, memory: 6924, loss_aux: 1.4960, top1_acc: 0.3951, top5_acc: 0.6451, loss_cls: 2.7111, loss: 4.2070, grad_norm: 3.0599 2020-09-11 05:53:05,668 - mmaction - INFO - Epoch [34][180/940] lr: 4.000e-02, eta: 2 days, 8:36:46, time: 1.933, data_time: 0.005, memory: 6924, loss_aux: 1.4870, top1_acc: 0.3949, top5_acc: 0.6492, loss_cls: 2.6926, loss: 4.1797, grad_norm: 3.1010 2020-09-11 05:53:44,557 - mmaction - INFO - Epoch [34][200/940] lr: 4.000e-02, eta: 2 days, 8:36:15, time: 1.946, data_time: 0.006, memory: 6924, loss_aux: 1.4474, top1_acc: 0.4100, top5_acc: 0.6561, loss_cls: 2.6527, loss: 4.1001, grad_norm: 3.0464 2020-09-11 05:54:23,842 - mmaction - INFO - Epoch [34][220/940] lr: 4.000e-02, eta: 2 days, 8:35:46, time: 1.962, data_time: 0.006, memory: 6924, loss_aux: 1.4600, top1_acc: 0.3996, top5_acc: 0.6520, loss_cls: 2.6629, loss: 4.1229, grad_norm: 3.0822 2020-09-11 05:55:03,245 - mmaction - INFO - Epoch [34][240/940] lr: 4.000e-02, eta: 2 days, 8:35:17, time: 1.972, data_time: 0.007, memory: 6924, loss_aux: 1.4887, top1_acc: 0.4039, top5_acc: 0.6504, loss_cls: 2.6992, loss: 4.1878, grad_norm: 3.0728 2020-09-11 05:55:43,121 - mmaction - INFO - Epoch [34][260/940] lr: 4.000e-02, eta: 2 days, 8:34:49, time: 1.994, data_time: 0.003, memory: 6924, loss_aux: 1.4691, top1_acc: 0.4047, top5_acc: 0.6486, loss_cls: 2.6674, loss: 4.1365, grad_norm: 3.0384 2020-09-11 05:56:22,629 - mmaction - INFO - Epoch [34][280/940] lr: 4.000e-02, eta: 2 days, 8:34:20, time: 1.973, data_time: 0.005, memory: 6924, loss_aux: 1.4764, top1_acc: 0.3943, top5_acc: 0.6535, loss_cls: 2.6832, loss: 4.1596, grad_norm: 3.0667 2020-09-11 05:57:02,143 - mmaction - INFO - Epoch [34][300/940] lr: 4.000e-02, eta: 2 days, 8:33:52, time: 1.978, data_time: 0.006, memory: 6924, loss_aux: 1.5014, top1_acc: 0.3928, top5_acc: 0.6404, loss_cls: 2.7595, loss: 4.2609, grad_norm: 3.0680 2020-09-11 05:57:42,200 - mmaction - INFO - Epoch [34][320/940] lr: 4.000e-02, eta: 2 days, 8:33:25, time: 2.001, data_time: 0.006, memory: 6924, loss_aux: 1.4930, top1_acc: 0.3896, top5_acc: 0.6461, loss_cls: 2.7061, loss: 4.1991, grad_norm: 3.1102 2020-09-11 05:58:21,825 - mmaction - INFO - Epoch [34][340/940] lr: 4.000e-02, eta: 2 days, 8:32:56, time: 1.983, data_time: 0.006, memory: 6924, loss_aux: 1.5007, top1_acc: 0.4018, top5_acc: 0.6465, loss_cls: 2.7069, loss: 4.2075, grad_norm: 3.0483 2020-09-11 05:59:00,799 - mmaction - INFO - Epoch [34][360/940] lr: 4.000e-02, eta: 2 days, 8:32:25, time: 1.946, data_time: 0.007, memory: 6924, loss_aux: 1.4935, top1_acc: 0.3934, top5_acc: 0.6414, loss_cls: 2.7168, loss: 4.2104, grad_norm: 3.0745 2020-09-11 05:59:40,944 - mmaction - INFO - Epoch [34][380/940] lr: 4.000e-02, eta: 2 days, 8:31:59, time: 2.010, data_time: 0.007, memory: 6924, loss_aux: 1.4751, top1_acc: 0.4039, top5_acc: 0.6496, loss_cls: 2.6851, loss: 4.1602, grad_norm: 3.0310 2020-09-11 06:00:26,668 - mmaction - INFO - Epoch [34][400/940] lr: 4.000e-02, eta: 2 days, 8:31:51, time: 2.275, data_time: 0.008, memory: 6924, loss_aux: 1.4766, top1_acc: 0.4000, top5_acc: 0.6480, loss_cls: 2.6985, loss: 4.1751, grad_norm: 3.0559 2020-09-11 06:01:04,337 - mmaction - INFO - Epoch [34][420/940] lr: 4.000e-02, eta: 2 days, 8:31:16, time: 1.895, data_time: 0.044, memory: 6924, loss_aux: 1.4917, top1_acc: 0.3959, top5_acc: 0.6428, loss_cls: 2.7257, loss: 4.2175, grad_norm: 3.0483 2020-09-11 06:01:44,064 - mmaction - INFO - Epoch [34][440/940] lr: 4.000e-02, eta: 2 days, 8:30:48, time: 1.984, data_time: 0.006, memory: 6924, loss_aux: 1.5065, top1_acc: 0.3803, top5_acc: 0.6398, loss_cls: 2.7584, loss: 4.2649, grad_norm: 3.0279 2020-09-11 06:02:24,515 - mmaction - INFO - Epoch [34][460/940] lr: 4.000e-02, eta: 2 days, 8:30:22, time: 2.024, data_time: 0.007, memory: 6924, loss_aux: 1.4950, top1_acc: 0.3920, top5_acc: 0.6480, loss_cls: 2.7408, loss: 4.2358, grad_norm: 3.0951 2020-09-11 06:03:04,091 - mmaction - INFO - Epoch [34][480/940] lr: 4.000e-02, eta: 2 days, 8:29:54, time: 1.978, data_time: 0.006, memory: 6924, loss_aux: 1.4913, top1_acc: 0.3959, top5_acc: 0.6451, loss_cls: 2.7018, loss: 4.1931, grad_norm: 3.0519 2020-09-11 06:03:44,303 - mmaction - INFO - Epoch [34][500/940] lr: 4.000e-02, eta: 2 days, 8:29:27, time: 2.013, data_time: 0.007, memory: 6924, loss_aux: 1.5288, top1_acc: 0.3807, top5_acc: 0.6326, loss_cls: 2.7871, loss: 4.3159, grad_norm: 3.0964 2020-09-11 06:04:24,827 - mmaction - INFO - Epoch [34][520/940] lr: 4.000e-02, eta: 2 days, 8:29:02, time: 2.024, data_time: 0.006, memory: 6924, loss_aux: 1.5165, top1_acc: 0.3859, top5_acc: 0.6365, loss_cls: 2.7659, loss: 4.2824, grad_norm: 3.0637 2020-09-11 06:05:04,923 - mmaction - INFO - Epoch [34][540/940] lr: 4.000e-02, eta: 2 days, 8:28:35, time: 2.007, data_time: 0.006, memory: 6924, loss_aux: 1.5085, top1_acc: 0.3908, top5_acc: 0.6393, loss_cls: 2.7544, loss: 4.2629, grad_norm: 3.0175 2020-09-11 06:05:45,430 - mmaction - INFO - Epoch [34][560/940] lr: 4.000e-02, eta: 2 days, 8:28:09, time: 2.025, data_time: 0.002, memory: 6924, loss_aux: 1.4842, top1_acc: 0.3975, top5_acc: 0.6336, loss_cls: 2.7261, loss: 4.2102, grad_norm: 3.0076 2020-09-11 06:06:25,752 - mmaction - INFO - Epoch [34][580/940] lr: 4.000e-02, eta: 2 days, 8:27:43, time: 2.017, data_time: 0.003, memory: 6924, loss_aux: 1.5189, top1_acc: 0.3941, top5_acc: 0.6348, loss_cls: 2.7540, loss: 4.2729, grad_norm: 3.0607 2020-09-11 06:07:06,504 - mmaction - INFO - Epoch [34][600/940] lr: 4.000e-02, eta: 2 days, 8:27:18, time: 2.036, data_time: 0.005, memory: 6924, loss_aux: 1.4932, top1_acc: 0.3869, top5_acc: 0.6426, loss_cls: 2.7302, loss: 4.2234, grad_norm: 3.0618 2020-09-11 06:07:47,033 - mmaction - INFO - Epoch [34][620/940] lr: 4.000e-02, eta: 2 days, 8:26:53, time: 2.028, data_time: 0.006, memory: 6924, loss_aux: 1.5031, top1_acc: 0.3896, top5_acc: 0.6309, loss_cls: 2.7467, loss: 4.2498, grad_norm: 3.0432 2020-09-11 06:08:27,705 - mmaction - INFO - Epoch [34][640/940] lr: 4.000e-02, eta: 2 days, 8:26:28, time: 2.032, data_time: 0.024, memory: 6924, loss_aux: 1.4960, top1_acc: 0.4031, top5_acc: 0.6355, loss_cls: 2.7346, loss: 4.2307, grad_norm: 3.0335 2020-09-11 06:09:08,645 - mmaction - INFO - Epoch [34][660/940] lr: 4.000e-02, eta: 2 days, 8:26:04, time: 2.048, data_time: 0.006, memory: 6924, loss_aux: 1.4958, top1_acc: 0.3912, top5_acc: 0.6479, loss_cls: 2.7232, loss: 4.2190, grad_norm: 3.0480 2020-09-11 06:09:47,714 - mmaction - INFO - Epoch [34][680/940] lr: 4.000e-02, eta: 2 days, 8:25:33, time: 1.952, data_time: 0.007, memory: 6924, loss_aux: 1.5023, top1_acc: 0.3881, top5_acc: 0.6363, loss_cls: 2.7573, loss: 4.2596, grad_norm: 3.0351 2020-09-11 06:10:25,314 - mmaction - INFO - Epoch [34][700/940] lr: 4.000e-02, eta: 2 days, 8:24:57, time: 1.880, data_time: 0.006, memory: 6924, loss_aux: 1.4792, top1_acc: 0.4045, top5_acc: 0.6418, loss_cls: 2.6938, loss: 4.1730, grad_norm: 2.9645 2020-09-11 06:11:02,741 - mmaction - INFO - Epoch [34][720/940] lr: 4.000e-02, eta: 2 days, 8:24:21, time: 1.873, data_time: 0.006, memory: 6924, loss_aux: 1.5182, top1_acc: 0.3838, top5_acc: 0.6404, loss_cls: 2.7557, loss: 4.2738, grad_norm: 3.0735 2020-09-11 06:11:40,592 - mmaction - INFO - Epoch [34][740/940] lr: 4.000e-02, eta: 2 days, 8:23:46, time: 1.891, data_time: 0.006, memory: 6924, loss_aux: 1.5123, top1_acc: 0.3863, top5_acc: 0.6307, loss_cls: 2.7712, loss: 4.2834, grad_norm: 3.0618 2020-09-11 06:12:18,687 - mmaction - INFO - Epoch [34][760/940] lr: 4.000e-02, eta: 2 days, 8:23:12, time: 1.906, data_time: 0.005, memory: 6924, loss_aux: 1.4770, top1_acc: 0.3910, top5_acc: 0.6451, loss_cls: 2.6889, loss: 4.1659, grad_norm: 3.0900 2020-09-11 06:12:55,523 - mmaction - INFO - Epoch [34][780/940] lr: 4.000e-02, eta: 2 days, 8:22:34, time: 1.841, data_time: 0.002, memory: 6924, loss_aux: 1.4985, top1_acc: 0.3936, top5_acc: 0.6375, loss_cls: 2.7354, loss: 4.2339, grad_norm: 3.0291 2020-09-11 06:13:33,356 - mmaction - INFO - Epoch [34][800/940] lr: 4.000e-02, eta: 2 days, 8:21:59, time: 1.891, data_time: 0.005, memory: 6924, loss_aux: 1.4939, top1_acc: 0.3986, top5_acc: 0.6408, loss_cls: 2.7284, loss: 4.2223, grad_norm: 3.0079 2020-09-11 06:14:11,639 - mmaction - INFO - Epoch [34][820/940] lr: 4.000e-02, eta: 2 days, 8:21:26, time: 1.916, data_time: 0.006, memory: 6924, loss_aux: 1.5119, top1_acc: 0.3992, top5_acc: 0.6424, loss_cls: 2.7468, loss: 4.2587, grad_norm: 3.1142 2020-09-11 06:14:49,036 - mmaction - INFO - Epoch [34][840/940] lr: 4.000e-02, eta: 2 days, 8:20:49, time: 1.869, data_time: 0.007, memory: 6924, loss_aux: 1.5079, top1_acc: 0.3893, top5_acc: 0.6387, loss_cls: 2.7655, loss: 4.2734, grad_norm: 3.0615 2020-09-11 06:15:27,907 - mmaction - INFO - Epoch [34][860/940] lr: 4.000e-02, eta: 2 days, 8:20:18, time: 1.945, data_time: 0.006, memory: 6924, loss_aux: 1.5060, top1_acc: 0.3967, top5_acc: 0.6414, loss_cls: 2.7302, loss: 4.2362, grad_norm: 3.0670 2020-09-11 06:16:07,438 - mmaction - INFO - Epoch [34][880/940] lr: 4.000e-02, eta: 2 days, 8:19:49, time: 1.976, data_time: 0.005, memory: 6924, loss_aux: 1.4628, top1_acc: 0.4057, top5_acc: 0.6520, loss_cls: 2.6704, loss: 4.1332, grad_norm: 3.0611 2020-09-11 06:16:46,922 - mmaction - INFO - Epoch [34][900/940] lr: 4.000e-02, eta: 2 days, 8:19:19, time: 1.973, data_time: 0.006, memory: 6924, loss_aux: 1.4903, top1_acc: 0.3918, top5_acc: 0.6496, loss_cls: 2.7210, loss: 4.2113, grad_norm: 3.0408 2020-09-11 06:17:26,079 - mmaction - INFO - Epoch [34][920/940] lr: 4.000e-02, eta: 2 days, 8:18:49, time: 1.959, data_time: 0.006, memory: 6924, loss_aux: 1.4896, top1_acc: 0.3906, top5_acc: 0.6410, loss_cls: 2.7303, loss: 4.2198, grad_norm: 3.0406 2020-09-11 06:18:04,206 - mmaction - INFO - Epoch [34][940/940] lr: 4.000e-02, eta: 2 days, 8:18:15, time: 1.906, data_time: 0.006, memory: 6924, loss_aux: 1.5019, top1_acc: 0.4036, top5_acc: 0.6435, loss_cls: 2.7211, loss: 4.2230, grad_norm: 3.0415 2020-09-11 06:18:04,777 - mmaction - INFO - Saving checkpoint at 34 epochs 2020-09-11 06:18:53,464 - mmaction - INFO - Epoch [35][20/940] lr: 4.000e-02, eta: 2 days, 8:17:59, time: 2.164, data_time: 0.743, memory: 6924, loss_aux: 1.4904, top1_acc: 0.3941, top5_acc: 0.6438, loss_cls: 2.7091, loss: 4.1995, grad_norm: 3.0561 2020-09-11 06:19:28,814 - mmaction - INFO - Epoch [35][40/940] lr: 4.000e-02, eta: 2 days, 8:17:15, time: 1.769, data_time: 0.005, memory: 6924, loss_aux: 1.5067, top1_acc: 0.3848, top5_acc: 0.6342, loss_cls: 2.7566, loss: 4.2633, grad_norm: 3.0627 2020-09-11 06:20:06,874 - mmaction - INFO - Epoch [35][60/940] lr: 4.000e-02, eta: 2 days, 8:16:41, time: 1.903, data_time: 0.006, memory: 6924, loss_aux: 1.4698, top1_acc: 0.4066, top5_acc: 0.6527, loss_cls: 2.6675, loss: 4.1374, grad_norm: 3.0574 2020-09-11 06:20:44,268 - mmaction - INFO - Epoch [35][80/940] lr: 4.000e-02, eta: 2 days, 8:16:05, time: 1.869, data_time: 0.002, memory: 6924, loss_aux: 1.4766, top1_acc: 0.3963, top5_acc: 0.6506, loss_cls: 2.6930, loss: 4.1697, grad_norm: 3.0616 2020-09-11 06:21:23,109 - mmaction - INFO - Epoch [35][100/940] lr: 4.000e-02, eta: 2 days, 8:15:33, time: 1.941, data_time: 0.006, memory: 6924, loss_aux: 1.4735, top1_acc: 0.4008, top5_acc: 0.6471, loss_cls: 2.6751, loss: 4.1486, grad_norm: 3.1197 2020-09-11 06:22:00,886 - mmaction - INFO - Epoch [35][120/940] lr: 4.000e-02, eta: 2 days, 8:14:58, time: 1.891, data_time: 0.006, memory: 6924, loss_aux: 1.4921, top1_acc: 0.3990, top5_acc: 0.6463, loss_cls: 2.7197, loss: 4.2118, grad_norm: 3.0817 2020-09-11 06:22:38,458 - mmaction - INFO - Epoch [35][140/940] lr: 4.000e-02, eta: 2 days, 8:14:22, time: 1.879, data_time: 0.006, memory: 6924, loss_aux: 1.4773, top1_acc: 0.4016, top5_acc: 0.6494, loss_cls: 2.6918, loss: 4.1691, grad_norm: 3.0591 2020-09-11 06:23:15,915 - mmaction - INFO - Epoch [35][160/940] lr: 4.000e-02, eta: 2 days, 8:13:46, time: 1.871, data_time: 0.002, memory: 6924, loss_aux: 1.4726, top1_acc: 0.4023, top5_acc: 0.6504, loss_cls: 2.6815, loss: 4.1541, grad_norm: 3.0883 2020-09-11 06:23:54,041 - mmaction - INFO - Epoch [35][180/940] lr: 4.000e-02, eta: 2 days, 8:13:12, time: 1.908, data_time: 0.006, memory: 6924, loss_aux: 1.4778, top1_acc: 0.3980, top5_acc: 0.6520, loss_cls: 2.6658, loss: 4.1435, grad_norm: 3.0694 2020-09-11 06:24:30,679 - mmaction - INFO - Epoch [35][200/940] lr: 4.000e-02, eta: 2 days, 8:12:33, time: 1.830, data_time: 0.006, memory: 6924, loss_aux: 1.4765, top1_acc: 0.3916, top5_acc: 0.6463, loss_cls: 2.6831, loss: 4.1596, grad_norm: 3.1158 2020-09-11 06:25:08,151 - mmaction - INFO - Epoch [35][220/940] lr: 4.000e-02, eta: 2 days, 8:11:57, time: 1.876, data_time: 0.006, memory: 6924, loss_aux: 1.4738, top1_acc: 0.4020, top5_acc: 0.6500, loss_cls: 2.6931, loss: 4.1669, grad_norm: 3.1373 2020-09-11 06:25:46,093 - mmaction - INFO - Epoch [35][240/940] lr: 4.000e-02, eta: 2 days, 8:11:22, time: 1.897, data_time: 0.002, memory: 6924, loss_aux: 1.4783, top1_acc: 0.4061, top5_acc: 0.6459, loss_cls: 2.6810, loss: 4.1593, grad_norm: 3.0690 2020-09-11 06:26:23,438 - mmaction - INFO - Epoch [35][260/940] lr: 4.000e-02, eta: 2 days, 8:10:45, time: 1.866, data_time: 0.007, memory: 6924, loss_aux: 1.4786, top1_acc: 0.4047, top5_acc: 0.6506, loss_cls: 2.6858, loss: 4.1643, grad_norm: 3.0542 2020-09-11 06:27:00,257 - mmaction - INFO - Epoch [35][280/940] lr: 4.000e-02, eta: 2 days, 8:10:07, time: 1.843, data_time: 0.006, memory: 6924, loss_aux: 1.5007, top1_acc: 0.4025, top5_acc: 0.6418, loss_cls: 2.7280, loss: 4.2287, grad_norm: 3.0606 2020-09-11 06:27:37,232 - mmaction - INFO - Epoch [35][300/940] lr: 4.000e-02, eta: 2 days, 8:09:29, time: 1.847, data_time: 0.005, memory: 6924, loss_aux: 1.4742, top1_acc: 0.3936, top5_acc: 0.6490, loss_cls: 2.7029, loss: 4.1770, grad_norm: 3.1084 2020-09-11 06:28:13,804 - mmaction - INFO - Epoch [35][320/940] lr: 4.000e-02, eta: 2 days, 8:08:50, time: 1.830, data_time: 0.005, memory: 6924, loss_aux: 1.4642, top1_acc: 0.4074, top5_acc: 0.6580, loss_cls: 2.6504, loss: 4.1146, grad_norm: 3.0030 2020-09-11 06:28:50,291 - mmaction - INFO - Epoch [35][340/940] lr: 4.000e-02, eta: 2 days, 8:08:10, time: 1.822, data_time: 0.005, memory: 6924, loss_aux: 1.4801, top1_acc: 0.3984, top5_acc: 0.6518, loss_cls: 2.7026, loss: 4.1828, grad_norm: 3.0805 2020-09-11 06:29:26,659 - mmaction - INFO - Epoch [35][360/940] lr: 4.000e-02, eta: 2 days, 8:07:30, time: 1.820, data_time: 0.006, memory: 6924, loss_aux: 1.4532, top1_acc: 0.3977, top5_acc: 0.6506, loss_cls: 2.6602, loss: 4.1133, grad_norm: 3.0594 2020-09-11 06:30:03,859 - mmaction - INFO - Epoch [35][380/940] lr: 4.000e-02, eta: 2 days, 8:06:53, time: 1.861, data_time: 0.006, memory: 6924, loss_aux: 1.5080, top1_acc: 0.3943, top5_acc: 0.6377, loss_cls: 2.7676, loss: 4.2756, grad_norm: 3.0513 2020-09-11 06:30:39,794 - mmaction - INFO - Epoch [35][400/940] lr: 4.000e-02, eta: 2 days, 8:06:12, time: 1.796, data_time: 0.002, memory: 6924, loss_aux: 1.5094, top1_acc: 0.3908, top5_acc: 0.6426, loss_cls: 2.7303, loss: 4.2396, grad_norm: 3.0662 2020-09-11 06:31:16,546 - mmaction - INFO - Epoch [35][420/940] lr: 4.000e-02, eta: 2 days, 8:05:33, time: 1.837, data_time: 0.006, memory: 6924, loss_aux: 1.4753, top1_acc: 0.4037, top5_acc: 0.6490, loss_cls: 2.6859, loss: 4.1612, grad_norm: 3.0652 2020-09-11 06:31:53,146 - mmaction - INFO - Epoch [35][440/940] lr: 4.000e-02, eta: 2 days, 8:04:54, time: 1.832, data_time: 0.006, memory: 6924, loss_aux: 1.4982, top1_acc: 0.3980, top5_acc: 0.6426, loss_cls: 2.7305, loss: 4.2287, grad_norm: 3.0727 2020-09-11 06:32:30,114 - mmaction - INFO - Epoch [35][460/940] lr: 4.000e-02, eta: 2 days, 8:04:16, time: 1.848, data_time: 0.003, memory: 6924, loss_aux: 1.4638, top1_acc: 0.4062, top5_acc: 0.6527, loss_cls: 2.6773, loss: 4.1411, grad_norm: 3.0647 2020-09-11 06:33:07,337 - mmaction - INFO - Epoch [35][480/940] lr: 4.000e-02, eta: 2 days, 8:03:39, time: 1.860, data_time: 0.003, memory: 6924, loss_aux: 1.4899, top1_acc: 0.4039, top5_acc: 0.6438, loss_cls: 2.7260, loss: 4.2159, grad_norm: 3.1040 2020-09-11 06:33:42,984 - mmaction - INFO - Epoch [35][500/940] lr: 4.000e-02, eta: 2 days, 8:02:57, time: 1.784, data_time: 0.004, memory: 6924, loss_aux: 1.5027, top1_acc: 0.3910, top5_acc: 0.6297, loss_cls: 2.7308, loss: 4.2335, grad_norm: 3.0529 2020-09-11 06:34:19,552 - mmaction - INFO - Epoch [35][520/940] lr: 4.000e-02, eta: 2 days, 8:02:18, time: 1.826, data_time: 0.005, memory: 6924, loss_aux: 1.4766, top1_acc: 0.3994, top5_acc: 0.6439, loss_cls: 2.6791, loss: 4.1558, grad_norm: 3.1088 2020-09-11 06:34:55,157 - mmaction - INFO - Epoch [35][540/940] lr: 4.000e-02, eta: 2 days, 8:01:35, time: 1.782, data_time: 0.006, memory: 6924, loss_aux: 1.4809, top1_acc: 0.3961, top5_acc: 0.6393, loss_cls: 2.7233, loss: 4.2042, grad_norm: 3.0688 2020-09-11 06:35:30,874 - mmaction - INFO - Epoch [35][560/940] lr: 4.000e-02, eta: 2 days, 8:00:53, time: 1.786, data_time: 0.003, memory: 6924, loss_aux: 1.5005, top1_acc: 0.3883, top5_acc: 0.6396, loss_cls: 2.7388, loss: 4.2393, grad_norm: 3.0620 2020-09-11 06:36:08,078 - mmaction - INFO - Epoch [35][580/940] lr: 4.000e-02, eta: 2 days, 8:00:16, time: 1.857, data_time: 0.006, memory: 6924, loss_aux: 1.4748, top1_acc: 0.4053, top5_acc: 0.6504, loss_cls: 2.6851, loss: 4.1599, grad_norm: 3.0347 2020-09-11 06:36:43,807 - mmaction - INFO - Epoch [35][600/940] lr: 4.000e-02, eta: 2 days, 7:59:34, time: 1.789, data_time: 0.007, memory: 6924, loss_aux: 1.4860, top1_acc: 0.3934, top5_acc: 0.6467, loss_cls: 2.7107, loss: 4.1968, grad_norm: 3.0857 2020-09-11 06:37:19,734 - mmaction - INFO - Epoch [35][620/940] lr: 4.000e-02, eta: 2 days, 7:58:53, time: 1.795, data_time: 0.006, memory: 6924, loss_aux: 1.4641, top1_acc: 0.4068, top5_acc: 0.6578, loss_cls: 2.6580, loss: 4.1221, grad_norm: 3.0536 2020-09-11 06:37:56,640 - mmaction - INFO - Epoch [35][640/940] lr: 4.000e-02, eta: 2 days, 7:58:15, time: 1.846, data_time: 0.006, memory: 6924, loss_aux: 1.4652, top1_acc: 0.3969, top5_acc: 0.6549, loss_cls: 2.6725, loss: 4.1376, grad_norm: 3.1198 2020-09-11 06:38:32,950 - mmaction - INFO - Epoch [35][660/940] lr: 4.000e-02, eta: 2 days, 7:57:35, time: 1.815, data_time: 0.006, memory: 6924, loss_aux: 1.4845, top1_acc: 0.3957, top5_acc: 0.6510, loss_cls: 2.6859, loss: 4.1704, grad_norm: 3.1183 2020-09-11 06:39:08,322 - mmaction - INFO - Epoch [35][680/940] lr: 4.000e-02, eta: 2 days, 7:56:51, time: 1.770, data_time: 0.006, memory: 6924, loss_aux: 1.4811, top1_acc: 0.4062, top5_acc: 0.6467, loss_cls: 2.7007, loss: 4.1818, grad_norm: 3.0611 2020-09-11 06:39:43,984 - mmaction - INFO - Epoch [35][700/940] lr: 4.000e-02, eta: 2 days, 7:56:09, time: 1.782, data_time: 0.006, memory: 6924, loss_aux: 1.4937, top1_acc: 0.3920, top5_acc: 0.6453, loss_cls: 2.7294, loss: 4.2230, grad_norm: 3.1229 2020-09-11 06:40:21,576 - mmaction - INFO - Epoch [35][720/940] lr: 4.000e-02, eta: 2 days, 7:55:33, time: 1.879, data_time: 0.006, memory: 6924, loss_aux: 1.4838, top1_acc: 0.4020, top5_acc: 0.6432, loss_cls: 2.7059, loss: 4.1896, grad_norm: 3.0923 2020-09-11 06:40:56,593 - mmaction - INFO - Epoch [35][740/940] lr: 4.000e-02, eta: 2 days, 7:54:49, time: 1.753, data_time: 0.007, memory: 6924, loss_aux: 1.4779, top1_acc: 0.4023, top5_acc: 0.6395, loss_cls: 2.6849, loss: 4.1628, grad_norm: 3.0896 2020-09-11 06:41:31,857 - mmaction - INFO - Epoch [35][760/940] lr: 4.000e-02, eta: 2 days, 7:54:06, time: 1.763, data_time: 0.005, memory: 6924, loss_aux: 1.4677, top1_acc: 0.4131, top5_acc: 0.6605, loss_cls: 2.6595, loss: 4.1272, grad_norm: 3.0871 2020-09-11 06:42:07,435 - mmaction - INFO - Epoch [35][780/940] lr: 4.000e-02, eta: 2 days, 7:53:23, time: 1.779, data_time: 0.003, memory: 6924, loss_aux: 1.5011, top1_acc: 0.3986, top5_acc: 0.6441, loss_cls: 2.7282, loss: 4.2294, grad_norm: 3.1646 2020-09-11 06:42:43,280 - mmaction - INFO - Epoch [35][800/940] lr: 4.000e-02, eta: 2 days, 7:52:42, time: 1.790, data_time: 0.007, memory: 6924, loss_aux: 1.4721, top1_acc: 0.4004, top5_acc: 0.6561, loss_cls: 2.6769, loss: 4.1490, grad_norm: 3.0643 2020-09-11 06:43:18,484 - mmaction - INFO - Epoch [35][820/940] lr: 4.000e-02, eta: 2 days, 7:51:58, time: 1.761, data_time: 0.006, memory: 6924, loss_aux: 1.4676, top1_acc: 0.4023, top5_acc: 0.6521, loss_cls: 2.6908, loss: 4.1584, grad_norm: 3.0619 2020-09-11 06:43:54,451 - mmaction - INFO - Epoch [35][840/940] lr: 4.000e-02, eta: 2 days, 7:51:17, time: 1.800, data_time: 0.006, memory: 6924, loss_aux: 1.4740, top1_acc: 0.4070, top5_acc: 0.6441, loss_cls: 2.6682, loss: 4.1423, grad_norm: 3.0488 2020-09-11 06:44:30,210 - mmaction - INFO - Epoch [35][860/940] lr: 4.000e-02, eta: 2 days, 7:50:35, time: 1.786, data_time: 0.006, memory: 6924, loss_aux: 1.4629, top1_acc: 0.4037, top5_acc: 0.6580, loss_cls: 2.6555, loss: 4.1184, grad_norm: 3.1051 2020-09-11 06:45:05,737 - mmaction - INFO - Epoch [35][880/940] lr: 4.000e-02, eta: 2 days, 7:49:53, time: 1.777, data_time: 0.006, memory: 6924, loss_aux: 1.4916, top1_acc: 0.3961, top5_acc: 0.6402, loss_cls: 2.7366, loss: 4.2282, grad_norm: 3.0649 2020-09-11 06:45:40,838 - mmaction - INFO - Epoch [35][900/940] lr: 4.000e-02, eta: 2 days, 7:49:09, time: 1.755, data_time: 0.003, memory: 6924, loss_aux: 1.4662, top1_acc: 0.4023, top5_acc: 0.6588, loss_cls: 2.6675, loss: 4.1337, grad_norm: 3.0535 2020-09-11 06:46:16,923 - mmaction - INFO - Epoch [35][920/940] lr: 4.000e-02, eta: 2 days, 7:48:28, time: 1.802, data_time: 0.007, memory: 6924, loss_aux: 1.4741, top1_acc: 0.3949, top5_acc: 0.6525, loss_cls: 2.6829, loss: 4.1570, grad_norm: 3.0843 2020-09-11 06:46:50,296 - mmaction - INFO - Epoch [35][940/940] lr: 4.000e-02, eta: 2 days, 7:47:38, time: 1.671, data_time: 0.007, memory: 6924, loss_aux: 1.4921, top1_acc: 0.3922, top5_acc: 0.6467, loss_cls: 2.7090, loss: 4.2011, grad_norm: 3.1483 2020-09-11 06:46:50,714 - mmaction - INFO - Saving checkpoint at 35 epochs 2020-09-11 06:47:32,120 - mmaction - INFO - Epoch [36][20/940] lr: 4.000e-02, eta: 2 days, 7:46:59, time: 1.825, data_time: 0.442, memory: 6924, loss_aux: 1.4819, top1_acc: 0.3975, top5_acc: 0.6422, loss_cls: 2.7003, loss: 4.1822, grad_norm: 3.1363 2020-09-11 06:48:06,605 - mmaction - INFO - Epoch [36][40/940] lr: 4.000e-02, eta: 2 days, 7:46:13, time: 1.726, data_time: 0.006, memory: 6924, loss_aux: 1.4425, top1_acc: 0.4086, top5_acc: 0.6539, loss_cls: 2.6357, loss: 4.0781, grad_norm: 3.0742 2020-09-11 06:48:43,063 - mmaction - INFO - Epoch [36][60/940] lr: 4.000e-02, eta: 2 days, 7:45:33, time: 1.821, data_time: 0.006, memory: 6924, loss_aux: 1.4565, top1_acc: 0.4070, top5_acc: 0.6566, loss_cls: 2.6497, loss: 4.1062, grad_norm: 3.0900 2020-09-11 06:49:20,605 - mmaction - INFO - Epoch [36][80/940] lr: 4.000e-02, eta: 2 days, 7:44:58, time: 1.879, data_time: 0.006, memory: 6924, loss_aux: 1.4473, top1_acc: 0.4104, top5_acc: 0.6619, loss_cls: 2.6415, loss: 4.0887, grad_norm: 3.0148 2020-09-11 06:49:57,375 - mmaction - INFO - Epoch [36][100/940] lr: 4.000e-02, eta: 2 days, 7:44:19, time: 1.837, data_time: 0.006, memory: 6924, loss_aux: 1.4812, top1_acc: 0.3957, top5_acc: 0.6434, loss_cls: 2.7105, loss: 4.1917, grad_norm: 3.0633 2020-09-11 06:50:34,964 - mmaction - INFO - Epoch [36][120/940] lr: 4.000e-02, eta: 2 days, 7:43:44, time: 1.881, data_time: 0.005, memory: 6924, loss_aux: 1.4755, top1_acc: 0.4051, top5_acc: 0.6508, loss_cls: 2.6806, loss: 4.1560, grad_norm: 3.0877 2020-09-11 06:51:12,294 - mmaction - INFO - Epoch [36][140/940] lr: 4.000e-02, eta: 2 days, 7:43:07, time: 1.865, data_time: 0.006, memory: 6924, loss_aux: 1.4546, top1_acc: 0.4012, top5_acc: 0.6557, loss_cls: 2.6352, loss: 4.0898, grad_norm: 3.0866 2020-09-11 06:51:50,515 - mmaction - INFO - Epoch [36][160/940] lr: 4.000e-02, eta: 2 days, 7:42:33, time: 1.912, data_time: 0.005, memory: 6924, loss_aux: 1.4837, top1_acc: 0.3988, top5_acc: 0.6547, loss_cls: 2.6921, loss: 4.1758, grad_norm: 3.1258 2020-09-11 06:52:27,430 - mmaction - INFO - Epoch [36][180/940] lr: 4.000e-02, eta: 2 days, 7:41:55, time: 1.846, data_time: 0.005, memory: 6924, loss_aux: 1.4550, top1_acc: 0.4053, top5_acc: 0.6506, loss_cls: 2.6650, loss: 4.1200, grad_norm: 3.0608 2020-09-11 06:53:04,372 - mmaction - INFO - Epoch [36][200/940] lr: 4.000e-02, eta: 2 days, 7:41:17, time: 1.847, data_time: 0.003, memory: 6924, loss_aux: 1.4607, top1_acc: 0.4158, top5_acc: 0.6555, loss_cls: 2.6493, loss: 4.1100, grad_norm: 3.0102 2020-09-11 06:53:42,651 - mmaction - INFO - Epoch [36][220/940] lr: 4.000e-02, eta: 2 days, 7:40:44, time: 1.912, data_time: 0.007, memory: 6924, loss_aux: 1.4664, top1_acc: 0.4082, top5_acc: 0.6557, loss_cls: 2.6724, loss: 4.1388, grad_norm: 3.0932 2020-09-11 06:54:21,338 - mmaction - INFO - Epoch [36][240/940] lr: 4.000e-02, eta: 2 days, 7:40:12, time: 1.935, data_time: 0.006, memory: 6924, loss_aux: 1.4616, top1_acc: 0.3951, top5_acc: 0.6533, loss_cls: 2.6646, loss: 4.1262, grad_norm: 3.0823 2020-09-11 06:55:00,177 - mmaction - INFO - Epoch [36][260/940] lr: 4.000e-02, eta: 2 days, 7:39:40, time: 1.940, data_time: 0.006, memory: 6924, loss_aux: 1.4581, top1_acc: 0.4002, top5_acc: 0.6549, loss_cls: 2.6750, loss: 4.1331, grad_norm: 3.0608 2020-09-11 06:55:39,038 - mmaction - INFO - Epoch [36][280/940] lr: 4.000e-02, eta: 2 days, 7:39:08, time: 1.945, data_time: 0.006, memory: 6924, loss_aux: 1.4499, top1_acc: 0.4123, top5_acc: 0.6549, loss_cls: 2.6516, loss: 4.1015, grad_norm: 3.0871 2020-09-11 06:56:17,842 - mmaction - INFO - Epoch [36][300/940] lr: 4.000e-02, eta: 2 days, 7:38:36, time: 1.938, data_time: 0.007, memory: 6924, loss_aux: 1.4647, top1_acc: 0.3984, top5_acc: 0.6471, loss_cls: 2.6909, loss: 4.1556, grad_norm: 3.1380 2020-09-11 06:56:57,236 - mmaction - INFO - Epoch [36][320/940] lr: 4.000e-02, eta: 2 days, 7:38:07, time: 1.971, data_time: 0.006, memory: 6924, loss_aux: 1.4802, top1_acc: 0.4037, top5_acc: 0.6500, loss_cls: 2.6696, loss: 4.1498, grad_norm: 3.1033 2020-09-11 06:57:35,841 - mmaction - INFO - Epoch [36][340/940] lr: 4.000e-02, eta: 2 days, 7:37:34, time: 1.929, data_time: 0.007, memory: 6924, loss_aux: 1.4769, top1_acc: 0.4021, top5_acc: 0.6537, loss_cls: 2.6967, loss: 4.1736, grad_norm: 3.1057 2020-09-11 06:58:14,834 - mmaction - INFO - Epoch [36][360/940] lr: 4.000e-02, eta: 2 days, 7:37:03, time: 1.952, data_time: 0.007, memory: 6924, loss_aux: 1.4674, top1_acc: 0.4020, top5_acc: 0.6457, loss_cls: 2.6641, loss: 4.1315, grad_norm: 3.1459 2020-09-11 06:58:54,164 - mmaction - INFO - Epoch [36][380/940] lr: 4.000e-02, eta: 2 days, 7:36:33, time: 1.965, data_time: 0.006, memory: 6924, loss_aux: 1.4893, top1_acc: 0.4031, top5_acc: 0.6414, loss_cls: 2.7094, loss: 4.1987, grad_norm: 3.0529 2020-09-11 06:59:33,718 - mmaction - INFO - Epoch [36][400/940] lr: 4.000e-02, eta: 2 days, 7:36:03, time: 1.979, data_time: 0.006, memory: 6924, loss_aux: 1.5002, top1_acc: 0.3957, top5_acc: 0.6359, loss_cls: 2.7469, loss: 4.2471, grad_norm: 3.0669 2020-09-11 07:00:20,854 - mmaction - INFO - Epoch [36][420/940] lr: 4.000e-02, eta: 2 days, 7:35:57, time: 2.338, data_time: 0.005, memory: 6924, loss_aux: 1.4545, top1_acc: 0.4088, top5_acc: 0.6652, loss_cls: 2.6240, loss: 4.0785, grad_norm: 3.0560 2020-09-11 07:00:56,701 - mmaction - INFO - Epoch [36][440/940] lr: 4.000e-02, eta: 2 days, 7:35:17, time: 1.811, data_time: 0.030, memory: 6924, loss_aux: 1.4526, top1_acc: 0.4055, top5_acc: 0.6564, loss_cls: 2.6570, loss: 4.1097, grad_norm: 3.0501 2020-09-11 07:01:35,218 - mmaction - INFO - Epoch [36][460/940] lr: 4.000e-02, eta: 2 days, 7:34:44, time: 1.924, data_time: 0.007, memory: 6924, loss_aux: 1.4889, top1_acc: 0.4074, top5_acc: 0.6500, loss_cls: 2.7072, loss: 4.1961, grad_norm: 3.0668 2020-09-11 07:02:14,789 - mmaction - INFO - Epoch [36][480/940] lr: 4.000e-02, eta: 2 days, 7:34:14, time: 1.981, data_time: 0.006, memory: 6924, loss_aux: 1.4885, top1_acc: 0.4006, top5_acc: 0.6502, loss_cls: 2.7019, loss: 4.1904, grad_norm: 3.1273 2020-09-11 07:02:53,979 - mmaction - INFO - Epoch [36][500/940] lr: 4.000e-02, eta: 2 days, 7:33:44, time: 1.958, data_time: 0.006, memory: 6924, loss_aux: 1.4483, top1_acc: 0.4152, top5_acc: 0.6662, loss_cls: 2.6133, loss: 4.0617, grad_norm: 3.0680 2020-09-11 07:03:33,878 - mmaction - INFO - Epoch [36][520/940] lr: 4.000e-02, eta: 2 days, 7:33:15, time: 1.996, data_time: 0.006, memory: 6924, loss_aux: 1.4858, top1_acc: 0.3932, top5_acc: 0.6428, loss_cls: 2.7251, loss: 4.2108, grad_norm: 3.0837 2020-09-11 07:04:14,293 - mmaction - INFO - Epoch [36][540/940] lr: 4.000e-02, eta: 2 days, 7:32:48, time: 2.020, data_time: 0.006, memory: 6924, loss_aux: 1.4598, top1_acc: 0.4031, top5_acc: 0.6479, loss_cls: 2.6631, loss: 4.1229, grad_norm: 3.0280 2020-09-11 07:04:54,372 - mmaction - INFO - Epoch [36][560/940] lr: 4.000e-02, eta: 2 days, 7:32:21, time: 2.005, data_time: 0.006, memory: 6924, loss_aux: 1.4968, top1_acc: 0.3965, top5_acc: 0.6441, loss_cls: 2.7237, loss: 4.2205, grad_norm: 3.0479 2020-09-11 07:05:33,850 - mmaction - INFO - Epoch [36][580/940] lr: 4.000e-02, eta: 2 days, 7:31:51, time: 1.973, data_time: 0.007, memory: 6924, loss_aux: 1.4740, top1_acc: 0.4041, top5_acc: 0.6508, loss_cls: 2.6843, loss: 4.1583, grad_norm: 3.0573 2020-09-11 07:06:14,118 - mmaction - INFO - Epoch [36][600/940] lr: 4.000e-02, eta: 2 days, 7:31:24, time: 2.014, data_time: 0.006, memory: 6924, loss_aux: 1.4831, top1_acc: 0.3920, top5_acc: 0.6355, loss_cls: 2.7194, loss: 4.2025, grad_norm: 3.0969 2020-09-11 07:06:54,060 - mmaction - INFO - Epoch [36][620/940] lr: 4.000e-02, eta: 2 days, 7:30:55, time: 1.996, data_time: 0.008, memory: 6924, loss_aux: 1.4673, top1_acc: 0.4014, top5_acc: 0.6426, loss_cls: 2.6792, loss: 4.1465, grad_norm: 3.0844 2020-09-11 07:07:34,241 - mmaction - INFO - Epoch [36][640/940] lr: 4.000e-02, eta: 2 days, 7:30:28, time: 2.011, data_time: 0.007, memory: 6924, loss_aux: 1.4547, top1_acc: 0.4051, top5_acc: 0.6576, loss_cls: 2.6501, loss: 4.1048, grad_norm: 3.0929 2020-09-11 07:08:13,753 - mmaction - INFO - Epoch [36][660/940] lr: 4.000e-02, eta: 2 days, 7:29:58, time: 1.974, data_time: 0.006, memory: 6924, loss_aux: 1.4680, top1_acc: 0.3945, top5_acc: 0.6561, loss_cls: 2.6814, loss: 4.1494, grad_norm: 3.1228 2020-09-11 07:08:53,736 - mmaction - INFO - Epoch [36][680/940] lr: 4.000e-02, eta: 2 days, 7:29:30, time: 2.002, data_time: 0.006, memory: 6924, loss_aux: 1.4766, top1_acc: 0.4006, top5_acc: 0.6523, loss_cls: 2.6859, loss: 4.1626, grad_norm: 3.0807 2020-09-11 07:09:34,140 - mmaction - INFO - Epoch [36][700/940] lr: 4.000e-02, eta: 2 days, 7:29:03, time: 2.018, data_time: 0.005, memory: 6924, loss_aux: 1.4614, top1_acc: 0.4035, top5_acc: 0.6557, loss_cls: 2.6449, loss: 4.1063, grad_norm: 3.0807 2020-09-11 07:10:15,041 - mmaction - INFO - Epoch [36][720/940] lr: 4.000e-02, eta: 2 days, 7:28:37, time: 2.045, data_time: 0.006, memory: 6924, loss_aux: 1.4715, top1_acc: 0.4066, top5_acc: 0.6439, loss_cls: 2.6817, loss: 4.1532, grad_norm: 3.0454 2020-09-11 07:10:55,186 - mmaction - INFO - Epoch [36][740/940] lr: 4.000e-02, eta: 2 days, 7:28:09, time: 2.008, data_time: 0.005, memory: 6924, loss_aux: 1.4898, top1_acc: 0.3961, top5_acc: 0.6430, loss_cls: 2.7032, loss: 4.1930, grad_norm: 3.0534 2020-09-11 07:11:35,702 - mmaction - INFO - Epoch [36][760/940] lr: 4.000e-02, eta: 2 days, 7:27:43, time: 2.024, data_time: 0.006, memory: 6924, loss_aux: 1.4977, top1_acc: 0.4012, top5_acc: 0.6469, loss_cls: 2.7181, loss: 4.2158, grad_norm: 3.1204 2020-09-11 07:12:15,755 - mmaction - INFO - Epoch [36][780/940] lr: 4.000e-02, eta: 2 days, 7:27:15, time: 2.002, data_time: 0.006, memory: 6924, loss_aux: 1.4918, top1_acc: 0.4049, top5_acc: 0.6402, loss_cls: 2.7198, loss: 4.2116, grad_norm: 3.1089 2020-09-11 07:12:56,227 - mmaction - INFO - Epoch [36][800/940] lr: 4.000e-02, eta: 2 days, 7:26:48, time: 2.024, data_time: 0.007, memory: 6924, loss_aux: 1.4984, top1_acc: 0.3992, top5_acc: 0.6402, loss_cls: 2.7321, loss: 4.2305, grad_norm: 3.0882 2020-09-11 07:13:36,719 - mmaction - INFO - Epoch [36][820/940] lr: 4.000e-02, eta: 2 days, 7:26:21, time: 2.026, data_time: 0.006, memory: 6924, loss_aux: 1.4831, top1_acc: 0.3979, top5_acc: 0.6383, loss_cls: 2.6970, loss: 4.1801, grad_norm: 3.0510 2020-09-11 07:14:17,225 - mmaction - INFO - Epoch [36][840/940] lr: 4.000e-02, eta: 2 days, 7:25:54, time: 2.024, data_time: 0.007, memory: 6924, loss_aux: 1.4686, top1_acc: 0.4029, top5_acc: 0.6506, loss_cls: 2.6720, loss: 4.1407, grad_norm: 3.0515 2020-09-11 07:14:57,163 - mmaction - INFO - Epoch [36][860/940] lr: 4.000e-02, eta: 2 days, 7:25:26, time: 1.999, data_time: 0.006, memory: 6924, loss_aux: 1.4923, top1_acc: 0.3877, top5_acc: 0.6486, loss_cls: 2.7248, loss: 4.2171, grad_norm: 3.0837 2020-09-11 07:15:36,578 - mmaction - INFO - Epoch [36][880/940] lr: 4.000e-02, eta: 2 days, 7:24:56, time: 1.969, data_time: 0.007, memory: 6924, loss_aux: 1.4637, top1_acc: 0.4066, top5_acc: 0.6523, loss_cls: 2.6637, loss: 4.1274, grad_norm: 3.0763 2020-09-11 07:16:14,214 - mmaction - INFO - Epoch [36][900/940] lr: 4.000e-02, eta: 2 days, 7:24:20, time: 1.883, data_time: 0.006, memory: 6924, loss_aux: 1.4539, top1_acc: 0.4021, top5_acc: 0.6598, loss_cls: 2.6363, loss: 4.0903, grad_norm: 3.1046 2020-09-11 07:16:51,999 - mmaction - INFO - Epoch [36][920/940] lr: 4.000e-02, eta: 2 days, 7:23:44, time: 1.888, data_time: 0.007, memory: 6924, loss_aux: 1.4745, top1_acc: 0.4045, top5_acc: 0.6520, loss_cls: 2.6776, loss: 4.1521, grad_norm: 3.1090 2020-09-11 07:17:29,199 - mmaction - INFO - Epoch [36][940/940] lr: 4.000e-02, eta: 2 days, 7:23:07, time: 1.862, data_time: 0.007, memory: 6924, loss_aux: 1.4884, top1_acc: 0.3862, top5_acc: 0.6319, loss_cls: 2.7238, loss: 4.2122, grad_norm: 3.1404 2020-09-11 07:17:29,743 - mmaction - INFO - Saving checkpoint at 36 epochs 2020-09-11 07:18:19,843 - mmaction - INFO - Epoch [37][20/940] lr: 4.000e-02, eta: 2 days, 7:22:56, time: 2.268, data_time: 0.728, memory: 6924, loss_aux: 1.4741, top1_acc: 0.4035, top5_acc: 0.6502, loss_cls: 2.6672, loss: 4.1412, grad_norm: 3.0745 2020-09-11 07:18:57,766 - mmaction - INFO - Epoch [37][40/940] lr: 4.000e-02, eta: 2 days, 7:22:21, time: 1.898, data_time: 0.006, memory: 6924, loss_aux: 1.4521, top1_acc: 0.4080, top5_acc: 0.6588, loss_cls: 2.6357, loss: 4.0878, grad_norm: 3.0969 2020-09-11 07:19:36,474 - mmaction - INFO - Epoch [37][60/940] lr: 4.000e-02, eta: 2 days, 7:21:48, time: 1.934, data_time: 0.005, memory: 6924, loss_aux: 1.4724, top1_acc: 0.4047, top5_acc: 0.6492, loss_cls: 2.6756, loss: 4.1480, grad_norm: 3.1243 2020-09-11 07:20:15,271 - mmaction - INFO - Epoch [37][80/940] lr: 4.000e-02, eta: 2 days, 7:21:16, time: 1.940, data_time: 0.005, memory: 6924, loss_aux: 1.4576, top1_acc: 0.4039, top5_acc: 0.6574, loss_cls: 2.6515, loss: 4.1091, grad_norm: 3.0743 2020-09-11 07:20:53,858 - mmaction - INFO - Epoch [37][100/940] lr: 4.000e-02, eta: 2 days, 7:20:43, time: 1.930, data_time: 0.005, memory: 6924, loss_aux: 1.4638, top1_acc: 0.4029, top5_acc: 0.6523, loss_cls: 2.6649, loss: 4.1287, grad_norm: 3.0987 2020-09-11 07:21:32,190 - mmaction - INFO - Epoch [37][120/940] lr: 4.000e-02, eta: 2 days, 7:20:09, time: 1.915, data_time: 0.006, memory: 6924, loss_aux: 1.4610, top1_acc: 0.4016, top5_acc: 0.6541, loss_cls: 2.6472, loss: 4.1082, grad_norm: 3.0615 2020-09-11 07:22:10,933 - mmaction - INFO - Epoch [37][140/940] lr: 4.000e-02, eta: 2 days, 7:19:37, time: 1.938, data_time: 0.006, memory: 6924, loss_aux: 1.4789, top1_acc: 0.3996, top5_acc: 0.6479, loss_cls: 2.6941, loss: 4.1730, grad_norm: 3.1161 2020-09-11 07:22:49,575 - mmaction - INFO - Epoch [37][160/940] lr: 4.000e-02, eta: 2 days, 7:19:04, time: 1.932, data_time: 0.006, memory: 6924, loss_aux: 1.4564, top1_acc: 0.4191, top5_acc: 0.6658, loss_cls: 2.6161, loss: 4.0726, grad_norm: 3.0659 2020-09-11 07:23:27,857 - mmaction - INFO - Epoch [37][180/940] lr: 4.000e-02, eta: 2 days, 7:18:30, time: 1.916, data_time: 0.007, memory: 6924, loss_aux: 1.4723, top1_acc: 0.4037, top5_acc: 0.6494, loss_cls: 2.6625, loss: 4.1348, grad_norm: 3.0864 2020-09-11 07:24:05,629 - mmaction - INFO - Epoch [37][200/940] lr: 4.000e-02, eta: 2 days, 7:17:55, time: 1.887, data_time: 0.006, memory: 6924, loss_aux: 1.4747, top1_acc: 0.4037, top5_acc: 0.6479, loss_cls: 2.6904, loss: 4.1651, grad_norm: 3.1009 2020-09-11 07:24:44,180 - mmaction - INFO - Epoch [37][220/940] lr: 4.000e-02, eta: 2 days, 7:17:22, time: 1.929, data_time: 0.006, memory: 6924, loss_aux: 1.4635, top1_acc: 0.4068, top5_acc: 0.6518, loss_cls: 2.6634, loss: 4.1268, grad_norm: 3.1131 2020-09-11 07:25:21,564 - mmaction - INFO - Epoch [37][240/940] lr: 4.000e-02, eta: 2 days, 7:16:45, time: 1.867, data_time: 0.007, memory: 6924, loss_aux: 1.4676, top1_acc: 0.4070, top5_acc: 0.6578, loss_cls: 2.6428, loss: 4.1103, grad_norm: 3.0921 2020-09-11 07:25:58,231 - mmaction - INFO - Epoch [37][260/940] lr: 4.000e-02, eta: 2 days, 7:16:06, time: 1.835, data_time: 0.005, memory: 6924, loss_aux: 1.4639, top1_acc: 0.4135, top5_acc: 0.6527, loss_cls: 2.6481, loss: 4.1120, grad_norm: 3.0702 2020-09-11 07:26:36,095 - mmaction - INFO - Epoch [37][280/940] lr: 4.000e-02, eta: 2 days, 7:15:31, time: 1.891, data_time: 0.006, memory: 6924, loss_aux: 1.4419, top1_acc: 0.4094, top5_acc: 0.6660, loss_cls: 2.6156, loss: 4.0574, grad_norm: 3.1134 2020-09-11 07:27:13,789 - mmaction - INFO - Epoch [37][300/940] lr: 4.000e-02, eta: 2 days, 7:14:55, time: 1.887, data_time: 0.007, memory: 6924, loss_aux: 1.4492, top1_acc: 0.4180, top5_acc: 0.6648, loss_cls: 2.6120, loss: 4.0611, grad_norm: 3.0964 2020-09-11 07:27:50,666 - mmaction - INFO - Epoch [37][320/940] lr: 4.000e-02, eta: 2 days, 7:14:17, time: 1.842, data_time: 0.006, memory: 6924, loss_aux: 1.4409, top1_acc: 0.4150, top5_acc: 0.6631, loss_cls: 2.6159, loss: 4.0569, grad_norm: 3.1201 2020-09-11 07:28:27,680 - mmaction - INFO - Epoch [37][340/940] lr: 4.000e-02, eta: 2 days, 7:13:39, time: 1.853, data_time: 0.006, memory: 6924, loss_aux: 1.4698, top1_acc: 0.4041, top5_acc: 0.6498, loss_cls: 2.6690, loss: 4.1389, grad_norm: 3.0506 2020-09-11 07:29:04,559 - mmaction - INFO - Epoch [37][360/940] lr: 4.000e-02, eta: 2 days, 7:13:01, time: 1.842, data_time: 0.005, memory: 6924, loss_aux: 1.4771, top1_acc: 0.4027, top5_acc: 0.6506, loss_cls: 2.6763, loss: 4.1534, grad_norm: 3.0711 2020-09-11 07:29:42,118 - mmaction - INFO - Epoch [37][380/940] lr: 4.000e-02, eta: 2 days, 7:12:24, time: 1.879, data_time: 0.006, memory: 6924, loss_aux: 1.4765, top1_acc: 0.3994, top5_acc: 0.6490, loss_cls: 2.6865, loss: 4.1630, grad_norm: 3.1024 2020-09-11 07:30:18,599 - mmaction - INFO - Epoch [37][400/940] lr: 4.000e-02, eta: 2 days, 7:11:45, time: 1.822, data_time: 0.007, memory: 6924, loss_aux: 1.4726, top1_acc: 0.4016, top5_acc: 0.6516, loss_cls: 2.6727, loss: 4.1454, grad_norm: 3.1123 2020-09-11 07:30:55,420 - mmaction - INFO - Epoch [37][420/940] lr: 4.000e-02, eta: 2 days, 7:11:06, time: 1.843, data_time: 0.006, memory: 6924, loss_aux: 1.4428, top1_acc: 0.4232, top5_acc: 0.6590, loss_cls: 2.6142, loss: 4.0570, grad_norm: 3.1205 2020-09-11 07:31:32,205 - mmaction - INFO - Epoch [37][440/940] lr: 4.000e-02, eta: 2 days, 7:10:28, time: 1.838, data_time: 0.006, memory: 6924, loss_aux: 1.4656, top1_acc: 0.4025, top5_acc: 0.6484, loss_cls: 2.6700, loss: 4.1357, grad_norm: 3.1060 2020-09-11 07:32:09,315 - mmaction - INFO - Epoch [37][460/940] lr: 4.000e-02, eta: 2 days, 7:09:50, time: 1.855, data_time: 0.005, memory: 6924, loss_aux: 1.4855, top1_acc: 0.3971, top5_acc: 0.6525, loss_cls: 2.6997, loss: 4.1852, grad_norm: 3.0855 2020-09-11 07:32:45,817 - mmaction - INFO - Epoch [37][480/940] lr: 4.000e-02, eta: 2 days, 7:09:11, time: 1.824, data_time: 0.006, memory: 6924, loss_aux: 1.4518, top1_acc: 0.4096, top5_acc: 0.6533, loss_cls: 2.6424, loss: 4.0941, grad_norm: 3.0618 2020-09-11 07:33:22,601 - mmaction - INFO - Epoch [37][500/940] lr: 4.000e-02, eta: 2 days, 7:08:32, time: 1.842, data_time: 0.007, memory: 6924, loss_aux: 1.4751, top1_acc: 0.3998, top5_acc: 0.6477, loss_cls: 2.6880, loss: 4.1631, grad_norm: 3.1113 2020-09-11 07:33:59,195 - mmaction - INFO - Epoch [37][520/940] lr: 4.000e-02, eta: 2 days, 7:07:53, time: 1.828, data_time: 0.007, memory: 6924, loss_aux: 1.4918, top1_acc: 0.3934, top5_acc: 0.6402, loss_cls: 2.7272, loss: 4.2191, grad_norm: 3.1412 2020-09-11 07:34:35,711 - mmaction - INFO - Epoch [37][540/940] lr: 4.000e-02, eta: 2 days, 7:07:14, time: 1.827, data_time: 0.006, memory: 6924, loss_aux: 1.4871, top1_acc: 0.3979, top5_acc: 0.6455, loss_cls: 2.7146, loss: 4.2017, grad_norm: 3.0924 2020-09-11 07:35:12,038 - mmaction - INFO - Epoch [37][560/940] lr: 4.000e-02, eta: 2 days, 7:06:33, time: 1.814, data_time: 0.006, memory: 6924, loss_aux: 1.4497, top1_acc: 0.4121, top5_acc: 0.6590, loss_cls: 2.6377, loss: 4.0875, grad_norm: 3.0795 2020-09-11 07:35:48,377 - mmaction - INFO - Epoch [37][580/940] lr: 4.000e-02, eta: 2 days, 7:05:54, time: 1.818, data_time: 0.007, memory: 6924, loss_aux: 1.4494, top1_acc: 0.4059, top5_acc: 0.6574, loss_cls: 2.6602, loss: 4.1097, grad_norm: 3.1023 2020-09-11 07:36:24,223 - mmaction - INFO - Epoch [37][600/940] lr: 4.000e-02, eta: 2 days, 7:05:12, time: 1.794, data_time: 0.006, memory: 6924, loss_aux: 1.4700, top1_acc: 0.3932, top5_acc: 0.6434, loss_cls: 2.6846, loss: 4.1546, grad_norm: 3.0531 2020-09-11 07:37:00,047 - mmaction - INFO - Epoch [37][620/940] lr: 4.000e-02, eta: 2 days, 7:04:30, time: 1.789, data_time: 0.006, memory: 6924, loss_aux: 1.4521, top1_acc: 0.4090, top5_acc: 0.6512, loss_cls: 2.6317, loss: 4.0838, grad_norm: 3.0037 2020-09-11 07:37:36,360 - mmaction - INFO - Epoch [37][640/940] lr: 4.000e-02, eta: 2 days, 7:03:51, time: 1.818, data_time: 0.006, memory: 6924, loss_aux: 1.4555, top1_acc: 0.4102, top5_acc: 0.6613, loss_cls: 2.6342, loss: 4.0896, grad_norm: 3.1039 2020-09-11 07:38:12,768 - mmaction - INFO - Epoch [37][660/940] lr: 4.000e-02, eta: 2 days, 7:03:11, time: 1.819, data_time: 0.006, memory: 6924, loss_aux: 1.4844, top1_acc: 0.3965, top5_acc: 0.6434, loss_cls: 2.7159, loss: 4.2002, grad_norm: 3.1166 2020-09-11 07:38:48,377 - mmaction - INFO - Epoch [37][680/940] lr: 4.000e-02, eta: 2 days, 7:02:29, time: 1.782, data_time: 0.006, memory: 6924, loss_aux: 1.4694, top1_acc: 0.4010, top5_acc: 0.6553, loss_cls: 2.6875, loss: 4.1569, grad_norm: 3.1051 2020-09-11 07:39:24,190 - mmaction - INFO - Epoch [37][700/940] lr: 4.000e-02, eta: 2 days, 7:01:47, time: 1.789, data_time: 0.006, memory: 6924, loss_aux: 1.4675, top1_acc: 0.3961, top5_acc: 0.6508, loss_cls: 2.6992, loss: 4.1667, grad_norm: 3.1625 2020-09-11 07:40:00,437 - mmaction - INFO - Epoch [37][720/940] lr: 4.000e-02, eta: 2 days, 7:01:07, time: 1.814, data_time: 0.006, memory: 6924, loss_aux: 1.4504, top1_acc: 0.4121, top5_acc: 0.6570, loss_cls: 2.6422, loss: 4.0925, grad_norm: 3.0664 2020-09-11 07:40:35,802 - mmaction - INFO - Epoch [37][740/940] lr: 4.000e-02, eta: 2 days, 7:00:24, time: 1.767, data_time: 0.005, memory: 6924, loss_aux: 1.4791, top1_acc: 0.3904, top5_acc: 0.6479, loss_cls: 2.6953, loss: 4.1744, grad_norm: 3.1045 2020-09-11 07:41:11,231 - mmaction - INFO - Epoch [37][760/940] lr: 4.000e-02, eta: 2 days, 6:59:41, time: 1.773, data_time: 0.005, memory: 6924, loss_aux: 1.4659, top1_acc: 0.4033, top5_acc: 0.6518, loss_cls: 2.6560, loss: 4.1220, grad_norm: 3.0794 2020-09-11 07:41:47,975 - mmaction - INFO - Epoch [37][780/940] lr: 4.000e-02, eta: 2 days, 6:59:03, time: 1.835, data_time: 0.005, memory: 6924, loss_aux: 1.4451, top1_acc: 0.4102, top5_acc: 0.6604, loss_cls: 2.6414, loss: 4.0865, grad_norm: 3.0702 2020-09-11 07:42:23,879 - mmaction - INFO - Epoch [37][800/940] lr: 4.000e-02, eta: 2 days, 6:58:21, time: 1.797, data_time: 0.006, memory: 6924, loss_aux: 1.4666, top1_acc: 0.4010, top5_acc: 0.6525, loss_cls: 2.6875, loss: 4.1541, grad_norm: 3.0977 2020-09-11 07:43:00,589 - mmaction - INFO - Epoch [37][820/940] lr: 4.000e-02, eta: 2 days, 6:57:42, time: 1.833, data_time: 0.006, memory: 6924, loss_aux: 1.5006, top1_acc: 0.3932, top5_acc: 0.6443, loss_cls: 2.7345, loss: 4.2351, grad_norm: 3.1379 2020-09-11 07:43:35,742 - mmaction - INFO - Epoch [37][840/940] lr: 4.000e-02, eta: 2 days, 6:56:59, time: 1.760, data_time: 0.007, memory: 6924, loss_aux: 1.4755, top1_acc: 0.4002, top5_acc: 0.6457, loss_cls: 2.6999, loss: 4.1755, grad_norm: 3.0893 2020-09-11 07:44:11,382 - mmaction - INFO - Epoch [37][860/940] lr: 4.000e-02, eta: 2 days, 6:56:17, time: 1.782, data_time: 0.002, memory: 6924, loss_aux: 1.4649, top1_acc: 0.4020, top5_acc: 0.6539, loss_cls: 2.6757, loss: 4.1406, grad_norm: 3.1163 2020-09-11 07:44:47,246 - mmaction - INFO - Epoch [37][880/940] lr: 4.000e-02, eta: 2 days, 6:55:36, time: 1.792, data_time: 0.006, memory: 6924, loss_aux: 1.4578, top1_acc: 0.4094, top5_acc: 0.6551, loss_cls: 2.6501, loss: 4.1079, grad_norm: 3.1259 2020-09-11 07:45:22,676 - mmaction - INFO - Epoch [37][900/940] lr: 4.000e-02, eta: 2 days, 6:54:53, time: 1.771, data_time: 0.006, memory: 6924, loss_aux: 1.4649, top1_acc: 0.3982, top5_acc: 0.6609, loss_cls: 2.6419, loss: 4.1068, grad_norm: 3.1337 2020-09-11 07:45:58,559 - mmaction - INFO - Epoch [37][920/940] lr: 4.000e-02, eta: 2 days, 6:54:12, time: 1.793, data_time: 0.006, memory: 6924, loss_aux: 1.4765, top1_acc: 0.4070, top5_acc: 0.6443, loss_cls: 2.6733, loss: 4.1498, grad_norm: 3.0835 2020-09-11 07:46:33,530 - mmaction - INFO - Epoch [37][940/940] lr: 4.000e-02, eta: 2 days, 6:53:28, time: 1.752, data_time: 0.007, memory: 6924, loss_aux: 1.4676, top1_acc: 0.4026, top5_acc: 0.6494, loss_cls: 2.6748, loss: 4.1424, grad_norm: 3.1601 2020-09-11 07:46:33,922 - mmaction - INFO - Saving checkpoint at 37 epochs 2020-09-11 07:47:17,670 - mmaction - INFO - Epoch [38][20/940] lr: 4.000e-02, eta: 2 days, 6:52:53, time: 1.898, data_time: 0.418, memory: 6924, loss_aux: 1.4578, top1_acc: 0.4121, top5_acc: 0.6535, loss_cls: 2.6530, loss: 4.1108, grad_norm: 3.1136 2020-09-11 07:47:51,926 - mmaction - INFO - Epoch [38][40/940] lr: 4.000e-02, eta: 2 days, 6:52:07, time: 1.715, data_time: 0.007, memory: 6924, loss_aux: 1.4388, top1_acc: 0.4168, top5_acc: 0.6664, loss_cls: 2.6030, loss: 4.0418, grad_norm: 3.0648 2020-09-11 07:48:28,869 - mmaction - INFO - Epoch [38][60/940] lr: 4.000e-02, eta: 2 days, 6:51:29, time: 1.845, data_time: 0.006, memory: 6924, loss_aux: 1.4290, top1_acc: 0.4148, top5_acc: 0.6672, loss_cls: 2.5922, loss: 4.0212, grad_norm: 3.1117 2020-09-11 07:49:05,684 - mmaction - INFO - Epoch [38][80/940] lr: 4.000e-02, eta: 2 days, 6:50:50, time: 1.843, data_time: 0.007, memory: 6924, loss_aux: 1.4687, top1_acc: 0.4121, top5_acc: 0.6488, loss_cls: 2.6790, loss: 4.1477, grad_norm: 3.0624 2020-09-11 07:49:43,264 - mmaction - INFO - Epoch [38][100/940] lr: 4.000e-02, eta: 2 days, 6:50:14, time: 1.878, data_time: 0.006, memory: 6924, loss_aux: 1.4689, top1_acc: 0.3996, top5_acc: 0.6469, loss_cls: 2.6670, loss: 4.1359, grad_norm: 3.0919 2020-09-11 07:50:20,780 - mmaction - INFO - Epoch [38][120/940] lr: 4.000e-02, eta: 2 days, 6:49:38, time: 1.876, data_time: 0.006, memory: 6924, loss_aux: 1.4423, top1_acc: 0.4023, top5_acc: 0.6508, loss_cls: 2.6447, loss: 4.0870, grad_norm: 3.1634 2020-09-11 07:50:58,309 - mmaction - INFO - Epoch [38][140/940] lr: 4.000e-02, eta: 2 days, 6:49:02, time: 1.878, data_time: 0.006, memory: 6924, loss_aux: 1.4583, top1_acc: 0.4027, top5_acc: 0.6518, loss_cls: 2.6609, loss: 4.1192, grad_norm: 3.1429 2020-09-11 07:51:35,867 - mmaction - INFO - Epoch [38][160/940] lr: 4.000e-02, eta: 2 days, 6:48:26, time: 1.877, data_time: 0.006, memory: 6924, loss_aux: 1.4578, top1_acc: 0.4076, top5_acc: 0.6457, loss_cls: 2.6510, loss: 4.1088, grad_norm: 3.1047 2020-09-11 07:52:14,282 - mmaction - INFO - Epoch [38][180/940] lr: 4.000e-02, eta: 2 days, 6:47:52, time: 1.919, data_time: 0.005, memory: 6924, loss_aux: 1.4402, top1_acc: 0.4068, top5_acc: 0.6498, loss_cls: 2.6227, loss: 4.0629, grad_norm: 3.0671 2020-09-11 07:52:52,605 - mmaction - INFO - Epoch [38][200/940] lr: 4.000e-02, eta: 2 days, 6:47:18, time: 1.917, data_time: 0.006, memory: 6924, loss_aux: 1.4342, top1_acc: 0.4227, top5_acc: 0.6721, loss_cls: 2.5816, loss: 4.0159, grad_norm: 3.0990 2020-09-11 07:53:30,831 - mmaction - INFO - Epoch [38][220/940] lr: 4.000e-02, eta: 2 days, 6:46:44, time: 1.912, data_time: 0.005, memory: 6924, loss_aux: 1.4584, top1_acc: 0.4068, top5_acc: 0.6547, loss_cls: 2.6444, loss: 4.1028, grad_norm: 3.1451 2020-09-11 07:54:09,073 - mmaction - INFO - Epoch [38][240/940] lr: 4.000e-02, eta: 2 days, 6:46:10, time: 1.911, data_time: 0.007, memory: 6924, loss_aux: 1.4604, top1_acc: 0.4061, top5_acc: 0.6543, loss_cls: 2.6437, loss: 4.1041, grad_norm: 3.0971 2020-09-11 07:54:48,060 - mmaction - INFO - Epoch [38][260/940] lr: 4.000e-02, eta: 2 days, 6:45:38, time: 1.950, data_time: 0.006, memory: 6924, loss_aux: 1.4448, top1_acc: 0.4176, top5_acc: 0.6555, loss_cls: 2.6373, loss: 4.0821, grad_norm: 3.1556 2020-09-11 07:55:27,288 - mmaction - INFO - Epoch [38][280/940] lr: 4.000e-02, eta: 2 days, 6:45:07, time: 1.960, data_time: 0.007, memory: 6924, loss_aux: 1.4500, top1_acc: 0.4037, top5_acc: 0.6557, loss_cls: 2.6468, loss: 4.0968, grad_norm: 3.1120 2020-09-11 07:56:06,298 - mmaction - INFO - Epoch [38][300/940] lr: 4.000e-02, eta: 2 days, 6:44:35, time: 1.950, data_time: 0.006, memory: 6924, loss_aux: 1.4681, top1_acc: 0.3953, top5_acc: 0.6455, loss_cls: 2.6696, loss: 4.1377, grad_norm: 3.1030 2020-09-11 07:56:44,775 - mmaction - INFO - Epoch [38][320/940] lr: 4.000e-02, eta: 2 days, 6:44:02, time: 1.927, data_time: 0.006, memory: 6924, loss_aux: 1.4593, top1_acc: 0.4098, top5_acc: 0.6582, loss_cls: 2.6501, loss: 4.1094, grad_norm: 3.0842 2020-09-11 07:57:23,661 - mmaction - INFO - Epoch [38][340/940] lr: 4.000e-02, eta: 2 days, 6:43:30, time: 1.942, data_time: 0.005, memory: 6924, loss_aux: 1.4626, top1_acc: 0.4084, top5_acc: 0.6504, loss_cls: 2.6673, loss: 4.1299, grad_norm: 3.0952 2020-09-11 07:58:03,520 - mmaction - INFO - Epoch [38][360/940] lr: 4.000e-02, eta: 2 days, 6:43:01, time: 1.995, data_time: 0.006, memory: 6924, loss_aux: 1.4519, top1_acc: 0.4146, top5_acc: 0.6609, loss_cls: 2.6292, loss: 4.0811, grad_norm: 3.0868 2020-09-11 07:58:42,315 - mmaction - INFO - Epoch [38][380/940] lr: 4.000e-02, eta: 2 days, 6:42:28, time: 1.939, data_time: 0.005, memory: 6924, loss_aux: 1.4710, top1_acc: 0.4062, top5_acc: 0.6451, loss_cls: 2.6863, loss: 4.1573, grad_norm: 3.0952 2020-09-11 07:59:21,513 - mmaction - INFO - Epoch [38][400/940] lr: 4.000e-02, eta: 2 days, 6:41:57, time: 1.960, data_time: 0.005, memory: 6924, loss_aux: 1.4592, top1_acc: 0.4047, top5_acc: 0.6559, loss_cls: 2.6526, loss: 4.1117, grad_norm: 3.1170 2020-09-11 08:00:00,786 - mmaction - INFO - Epoch [38][420/940] lr: 4.000e-02, eta: 2 days, 6:41:26, time: 1.963, data_time: 0.006, memory: 6924, loss_aux: 1.4613, top1_acc: 0.4080, top5_acc: 0.6508, loss_cls: 2.6507, loss: 4.1120, grad_norm: 3.0900 2020-09-11 08:00:44,118 - mmaction - INFO - Epoch [38][440/940] lr: 4.000e-02, eta: 2 days, 6:41:06, time: 2.145, data_time: 0.010, memory: 6924, loss_aux: 1.4417, top1_acc: 0.4137, top5_acc: 0.6613, loss_cls: 2.6237, loss: 4.0654, grad_norm: 3.1725 2020-09-11 08:01:21,886 - mmaction - INFO - Epoch [38][460/940] lr: 4.000e-02, eta: 2 days, 6:40:31, time: 1.908, data_time: 0.033, memory: 6924, loss_aux: 1.5117, top1_acc: 0.3953, top5_acc: 0.6348, loss_cls: 2.7528, loss: 4.2645, grad_norm: 3.1378 2020-09-11 08:02:01,449 - mmaction - INFO - Epoch [38][480/940] lr: 4.000e-02, eta: 2 days, 6:40:01, time: 1.980, data_time: 0.007, memory: 6924, loss_aux: 1.4762, top1_acc: 0.4053, top5_acc: 0.6443, loss_cls: 2.6659, loss: 4.1420, grad_norm: 3.1179 2020-09-11 08:02:41,084 - mmaction - INFO - Epoch [38][500/940] lr: 4.000e-02, eta: 2 days, 6:39:31, time: 1.980, data_time: 0.006, memory: 6924, loss_aux: 1.4692, top1_acc: 0.4082, top5_acc: 0.6607, loss_cls: 2.6563, loss: 4.1255, grad_norm: 3.1646 2020-09-11 08:03:20,904 - mmaction - INFO - Epoch [38][520/940] lr: 4.000e-02, eta: 2 days, 6:39:02, time: 1.992, data_time: 0.005, memory: 6924, loss_aux: 1.4597, top1_acc: 0.4018, top5_acc: 0.6479, loss_cls: 2.6615, loss: 4.1212, grad_norm: 3.1081 2020-09-11 08:04:00,219 - mmaction - INFO - Epoch [38][540/940] lr: 4.000e-02, eta: 2 days, 6:38:31, time: 1.966, data_time: 0.003, memory: 6924, loss_aux: 1.4854, top1_acc: 0.4016, top5_acc: 0.6480, loss_cls: 2.6862, loss: 4.1716, grad_norm: 3.1022 2020-09-11 08:04:40,186 - mmaction - INFO - Epoch [38][560/940] lr: 4.000e-02, eta: 2 days, 6:38:02, time: 1.997, data_time: 0.006, memory: 6924, loss_aux: 1.4667, top1_acc: 0.4104, top5_acc: 0.6559, loss_cls: 2.6607, loss: 4.1274, grad_norm: 3.0794 2020-09-11 08:05:20,297 - mmaction - INFO - Epoch [38][580/940] lr: 4.000e-02, eta: 2 days, 6:37:33, time: 2.005, data_time: 0.006, memory: 6924, loss_aux: 1.4529, top1_acc: 0.4119, top5_acc: 0.6521, loss_cls: 2.6407, loss: 4.0936, grad_norm: 3.0949 2020-09-11 08:06:00,204 - mmaction - INFO - Epoch [38][600/940] lr: 4.000e-02, eta: 2 days, 6:37:04, time: 1.997, data_time: 0.006, memory: 6924, loss_aux: 1.4417, top1_acc: 0.4145, top5_acc: 0.6535, loss_cls: 2.6296, loss: 4.0713, grad_norm: 3.1312 2020-09-11 08:06:40,060 - mmaction - INFO - Epoch [38][620/940] lr: 4.000e-02, eta: 2 days, 6:36:34, time: 1.992, data_time: 0.006, memory: 6924, loss_aux: 1.4682, top1_acc: 0.4053, top5_acc: 0.6471, loss_cls: 2.6817, loss: 4.1499, grad_norm: 3.1434 2020-09-11 08:07:19,790 - mmaction - INFO - Epoch [38][640/940] lr: 4.000e-02, eta: 2 days, 6:36:05, time: 1.988, data_time: 0.006, memory: 6924, loss_aux: 1.4483, top1_acc: 0.4143, top5_acc: 0.6611, loss_cls: 2.6240, loss: 4.0724, grad_norm: 3.0821 2020-09-11 08:07:59,881 - mmaction - INFO - Epoch [38][660/940] lr: 4.000e-02, eta: 2 days, 6:35:36, time: 2.003, data_time: 0.006, memory: 6924, loss_aux: 1.4545, top1_acc: 0.4066, top5_acc: 0.6631, loss_cls: 2.6157, loss: 4.0702, grad_norm: 3.1192 2020-09-11 08:08:40,672 - mmaction - INFO - Epoch [38][680/940] lr: 4.000e-02, eta: 2 days, 6:35:09, time: 2.042, data_time: 0.006, memory: 6924, loss_aux: 1.4256, top1_acc: 0.4205, top5_acc: 0.6645, loss_cls: 2.5899, loss: 4.0155, grad_norm: 3.0823 2020-09-11 08:09:20,710 - mmaction - INFO - Epoch [38][700/940] lr: 4.000e-02, eta: 2 days, 6:34:40, time: 2.001, data_time: 0.006, memory: 6924, loss_aux: 1.4585, top1_acc: 0.4080, top5_acc: 0.6506, loss_cls: 2.6525, loss: 4.1110, grad_norm: 3.1583 2020-09-11 08:10:00,351 - mmaction - INFO - Epoch [38][720/940] lr: 4.000e-02, eta: 2 days, 6:34:10, time: 1.983, data_time: 0.005, memory: 6924, loss_aux: 1.4601, top1_acc: 0.4111, top5_acc: 0.6520, loss_cls: 2.6597, loss: 4.1198, grad_norm: 3.0671 2020-09-11 08:10:40,948 - mmaction - INFO - Epoch [38][740/940] lr: 4.000e-02, eta: 2 days, 6:33:43, time: 2.027, data_time: 0.006, memory: 6924, loss_aux: 1.4614, top1_acc: 0.4080, top5_acc: 0.6576, loss_cls: 2.6440, loss: 4.1053, grad_norm: 3.1315 2020-09-11 08:11:21,487 - mmaction - INFO - Epoch [38][760/940] lr: 4.000e-02, eta: 2 days, 6:33:15, time: 2.029, data_time: 0.007, memory: 6924, loss_aux: 1.4367, top1_acc: 0.4275, top5_acc: 0.6611, loss_cls: 2.5654, loss: 4.0021, grad_norm: 3.1130 2020-09-11 08:12:02,102 - mmaction - INFO - Epoch [38][780/940] lr: 4.000e-02, eta: 2 days, 6:32:48, time: 2.031, data_time: 0.006, memory: 6924, loss_aux: 1.4960, top1_acc: 0.3914, top5_acc: 0.6475, loss_cls: 2.7232, loss: 4.2192, grad_norm: 3.1816 2020-09-11 08:12:42,046 - mmaction - INFO - Epoch [38][800/940] lr: 4.000e-02, eta: 2 days, 6:32:19, time: 1.995, data_time: 0.003, memory: 6924, loss_aux: 1.4435, top1_acc: 0.4113, top5_acc: 0.6582, loss_cls: 2.6351, loss: 4.0786, grad_norm: 3.1049 2020-09-11 08:13:22,152 - mmaction - INFO - Epoch [38][820/940] lr: 4.000e-02, eta: 2 days, 6:31:50, time: 2.007, data_time: 0.006, memory: 6924, loss_aux: 1.4543, top1_acc: 0.4090, top5_acc: 0.6576, loss_cls: 2.6364, loss: 4.0907, grad_norm: 3.1207 2020-09-11 08:14:02,349 - mmaction - INFO - Epoch [38][840/940] lr: 4.000e-02, eta: 2 days, 6:31:22, time: 2.008, data_time: 0.007, memory: 6924, loss_aux: 1.4448, top1_acc: 0.4168, top5_acc: 0.6486, loss_cls: 2.6290, loss: 4.0737, grad_norm: 3.0746 2020-09-11 08:14:43,143 - mmaction - INFO - Epoch [38][860/940] lr: 4.000e-02, eta: 2 days, 6:30:55, time: 2.041, data_time: 0.006, memory: 6924, loss_aux: 1.4665, top1_acc: 0.4080, top5_acc: 0.6531, loss_cls: 2.6638, loss: 4.1303, grad_norm: 3.1495 2020-09-11 08:15:23,235 - mmaction - INFO - Epoch [38][880/940] lr: 4.000e-02, eta: 2 days, 6:30:26, time: 2.004, data_time: 0.007, memory: 6924, loss_aux: 1.4649, top1_acc: 0.4102, top5_acc: 0.6463, loss_cls: 2.6674, loss: 4.1323, grad_norm: 3.1139 2020-09-11 08:16:03,794 - mmaction - INFO - Epoch [38][900/940] lr: 4.000e-02, eta: 2 days, 6:29:58, time: 2.028, data_time: 0.005, memory: 6924, loss_aux: 1.4571, top1_acc: 0.4088, top5_acc: 0.6572, loss_cls: 2.6345, loss: 4.0916, grad_norm: 3.0690 2020-09-11 08:16:44,271 - mmaction - INFO - Epoch [38][920/940] lr: 4.000e-02, eta: 2 days, 6:29:31, time: 2.025, data_time: 0.005, memory: 6924, loss_aux: 1.4403, top1_acc: 0.4092, top5_acc: 0.6609, loss_cls: 2.6179, loss: 4.0581, grad_norm: 3.0361 2020-09-11 08:17:24,216 - mmaction - INFO - Epoch [38][940/940] lr: 4.000e-02, eta: 2 days, 6:29:01, time: 1.995, data_time: 0.006, memory: 6924, loss_aux: 1.4448, top1_acc: 0.4134, top5_acc: 0.6550, loss_cls: 2.6203, loss: 4.0651, grad_norm: 3.1844 2020-09-11 08:17:24,835 - mmaction - INFO - Saving checkpoint at 38 epochs 2020-09-11 08:18:11,995 - mmaction - INFO - Epoch [39][20/940] lr: 4.000e-02, eta: 2 days, 6:28:35, time: 2.054, data_time: 0.579, memory: 6924, loss_aux: 1.4738, top1_acc: 0.4037, top5_acc: 0.6438, loss_cls: 2.6915, loss: 4.1653, grad_norm: 3.1922 2020-09-11 08:18:50,034 - mmaction - INFO - Epoch [39][40/940] lr: 4.000e-02, eta: 2 days, 6:28:00, time: 1.904, data_time: 0.006, memory: 6924, loss_aux: 1.4366, top1_acc: 0.4172, top5_acc: 0.6629, loss_cls: 2.6002, loss: 4.0368, grad_norm: 3.0859 2020-09-11 08:19:29,908 - mmaction - INFO - Epoch [39][60/940] lr: 4.000e-02, eta: 2 days, 6:27:31, time: 1.992, data_time: 0.005, memory: 6924, loss_aux: 1.4262, top1_acc: 0.4273, top5_acc: 0.6664, loss_cls: 2.5781, loss: 4.0044, grad_norm: 3.1004 2020-09-11 08:20:10,757 - mmaction - INFO - Epoch [39][80/940] lr: 4.000e-02, eta: 2 days, 6:27:04, time: 2.042, data_time: 0.006, memory: 6924, loss_aux: 1.4357, top1_acc: 0.4178, top5_acc: 0.6687, loss_cls: 2.5914, loss: 4.0271, grad_norm: 3.0488 2020-09-11 08:20:51,048 - mmaction - INFO - Epoch [39][100/940] lr: 4.000e-02, eta: 2 days, 6:26:36, time: 2.017, data_time: 0.006, memory: 6924, loss_aux: 1.4636, top1_acc: 0.4029, top5_acc: 0.6496, loss_cls: 2.6568, loss: 4.1204, grad_norm: 3.1056 2020-09-11 08:21:31,651 - mmaction - INFO - Epoch [39][120/940] lr: 4.000e-02, eta: 2 days, 6:26:08, time: 2.028, data_time: 0.005, memory: 6924, loss_aux: 1.4471, top1_acc: 0.4086, top5_acc: 0.6572, loss_cls: 2.6230, loss: 4.0701, grad_norm: 3.1694 2020-09-11 08:22:12,326 - mmaction - INFO - Epoch [39][140/940] lr: 4.000e-02, eta: 2 days, 6:25:41, time: 2.036, data_time: 0.006, memory: 6924, loss_aux: 1.4476, top1_acc: 0.4111, top5_acc: 0.6568, loss_cls: 2.6310, loss: 4.0786, grad_norm: 3.1463 2020-09-11 08:22:52,651 - mmaction - INFO - Epoch [39][160/940] lr: 4.000e-02, eta: 2 days, 6:25:12, time: 2.013, data_time: 0.007, memory: 6924, loss_aux: 1.4346, top1_acc: 0.4182, top5_acc: 0.6557, loss_cls: 2.5975, loss: 4.0321, grad_norm: 3.1153 2020-09-11 08:23:31,448 - mmaction - INFO - Epoch [39][180/940] lr: 4.000e-02, eta: 2 days, 6:24:40, time: 1.943, data_time: 0.006, memory: 6924, loss_aux: 1.4263, top1_acc: 0.4201, top5_acc: 0.6613, loss_cls: 2.5958, loss: 4.0221, grad_norm: 3.1042 2020-09-11 08:24:09,634 - mmaction - INFO - Epoch [39][200/940] lr: 4.000e-02, eta: 2 days, 6:24:05, time: 1.907, data_time: 0.006, memory: 6924, loss_aux: 1.4581, top1_acc: 0.4143, top5_acc: 0.6506, loss_cls: 2.6471, loss: 4.1053, grad_norm: 3.1192 2020-09-11 08:24:49,233 - mmaction - INFO - Epoch [39][220/940] lr: 4.000e-02, eta: 2 days, 6:23:35, time: 1.981, data_time: 0.006, memory: 6924, loss_aux: 1.4613, top1_acc: 0.4098, top5_acc: 0.6574, loss_cls: 2.6489, loss: 4.1103, grad_norm: 3.1437 2020-09-11 08:25:28,970 - mmaction - INFO - Epoch [39][240/940] lr: 4.000e-02, eta: 2 days, 6:23:04, time: 1.986, data_time: 0.007, memory: 6924, loss_aux: 1.4750, top1_acc: 0.4029, top5_acc: 0.6539, loss_cls: 2.6680, loss: 4.1430, grad_norm: 3.1467 2020-09-11 08:26:08,459 - mmaction - INFO - Epoch [39][260/940] lr: 4.000e-02, eta: 2 days, 6:22:34, time: 1.975, data_time: 0.006, memory: 6924, loss_aux: 1.4330, top1_acc: 0.4188, top5_acc: 0.6609, loss_cls: 2.5937, loss: 4.0267, grad_norm: 3.0924 2020-09-11 08:26:47,930 - mmaction - INFO - Epoch [39][280/940] lr: 4.000e-02, eta: 2 days, 6:22:03, time: 1.973, data_time: 0.006, memory: 6924, loss_aux: 1.4581, top1_acc: 0.4158, top5_acc: 0.6594, loss_cls: 2.6544, loss: 4.1124, grad_norm: 3.1105 2020-09-11 08:27:27,085 - mmaction - INFO - Epoch [39][300/940] lr: 4.000e-02, eta: 2 days, 6:21:31, time: 1.959, data_time: 0.006, memory: 6924, loss_aux: 1.4605, top1_acc: 0.4141, top5_acc: 0.6586, loss_cls: 2.6423, loss: 4.1028, grad_norm: 3.1254 2020-09-11 08:28:05,573 - mmaction - INFO - Epoch [39][320/940] lr: 4.000e-02, eta: 2 days, 6:20:57, time: 1.923, data_time: 0.006, memory: 6924, loss_aux: 1.4655, top1_acc: 0.4072, top5_acc: 0.6580, loss_cls: 2.6589, loss: 4.1244, grad_norm: 3.1699 2020-09-11 08:28:44,636 - mmaction - INFO - Epoch [39][340/940] lr: 4.000e-02, eta: 2 days, 6:20:25, time: 1.954, data_time: 0.005, memory: 6924, loss_aux: 1.4477, top1_acc: 0.4162, top5_acc: 0.6547, loss_cls: 2.6182, loss: 4.0659, grad_norm: 3.2102 2020-09-11 08:29:22,459 - mmaction - INFO - Epoch [39][360/940] lr: 4.000e-02, eta: 2 days, 6:19:49, time: 1.890, data_time: 0.006, memory: 6924, loss_aux: 1.4308, top1_acc: 0.4189, top5_acc: 0.6645, loss_cls: 2.6022, loss: 4.0331, grad_norm: 3.0825 2020-09-11 08:30:01,397 - mmaction - INFO - Epoch [39][380/940] lr: 4.000e-02, eta: 2 days, 6:19:17, time: 1.946, data_time: 0.006, memory: 6924, loss_aux: 1.4657, top1_acc: 0.4164, top5_acc: 0.6541, loss_cls: 2.6346, loss: 4.1003, grad_norm: 3.1249 2020-09-11 08:30:39,521 - mmaction - INFO - Epoch [39][400/940] lr: 4.000e-02, eta: 2 days, 6:18:42, time: 1.906, data_time: 0.008, memory: 6924, loss_aux: 1.4424, top1_acc: 0.4111, top5_acc: 0.6588, loss_cls: 2.6281, loss: 4.0705, grad_norm: 3.1724 2020-09-11 08:31:16,819 - mmaction - INFO - Epoch [39][420/940] lr: 4.000e-02, eta: 2 days, 6:18:05, time: 1.868, data_time: 0.007, memory: 6924, loss_aux: 1.4337, top1_acc: 0.4172, top5_acc: 0.6615, loss_cls: 2.6156, loss: 4.0493, grad_norm: 3.1687 2020-09-11 08:31:55,564 - mmaction - INFO - Epoch [39][440/940] lr: 4.000e-02, eta: 2 days, 6:17:32, time: 1.937, data_time: 0.002, memory: 6924, loss_aux: 1.4612, top1_acc: 0.4115, top5_acc: 0.6607, loss_cls: 2.6413, loss: 4.1025, grad_norm: 3.1448 2020-09-11 08:32:32,653 - mmaction - INFO - Epoch [39][460/940] lr: 4.000e-02, eta: 2 days, 6:16:54, time: 1.854, data_time: 0.007, memory: 6924, loss_aux: 1.4492, top1_acc: 0.4061, top5_acc: 0.6490, loss_cls: 2.6570, loss: 4.1062, grad_norm: 3.1239 2020-09-11 08:33:10,472 - mmaction - INFO - Epoch [39][480/940] lr: 4.000e-02, eta: 2 days, 6:16:18, time: 1.892, data_time: 0.003, memory: 6924, loss_aux: 1.4617, top1_acc: 0.4113, top5_acc: 0.6523, loss_cls: 2.6653, loss: 4.1270, grad_norm: 3.1740 2020-09-11 08:33:47,520 - mmaction - INFO - Epoch [39][500/940] lr: 4.000e-02, eta: 2 days, 6:15:40, time: 1.850, data_time: 0.005, memory: 6924, loss_aux: 1.4479, top1_acc: 0.4158, top5_acc: 0.6652, loss_cls: 2.6414, loss: 4.0893, grad_norm: 3.1038 2020-09-11 08:34:24,893 - mmaction - INFO - Epoch [39][520/940] lr: 4.000e-02, eta: 2 days, 6:15:03, time: 1.870, data_time: 0.006, memory: 6924, loss_aux: 1.4484, top1_acc: 0.4109, top5_acc: 0.6520, loss_cls: 2.6265, loss: 4.0750, grad_norm: 3.0770 2020-09-11 08:35:02,526 - mmaction - INFO - Epoch [39][540/940] lr: 4.000e-02, eta: 2 days, 6:14:27, time: 1.880, data_time: 0.003, memory: 6924, loss_aux: 1.4528, top1_acc: 0.4158, top5_acc: 0.6625, loss_cls: 2.6328, loss: 4.0856, grad_norm: 3.1066 2020-09-11 08:35:39,292 - mmaction - INFO - Epoch [39][560/940] lr: 4.000e-02, eta: 2 days, 6:13:48, time: 1.840, data_time: 0.004, memory: 6924, loss_aux: 1.4488, top1_acc: 0.4158, top5_acc: 0.6570, loss_cls: 2.6478, loss: 4.0967, grad_norm: 3.1162 2020-09-11 08:36:16,697 - mmaction - INFO - Epoch [39][580/940] lr: 4.000e-02, eta: 2 days, 6:13:11, time: 1.868, data_time: 0.005, memory: 6924, loss_aux: 1.4699, top1_acc: 0.4043, top5_acc: 0.6396, loss_cls: 2.6897, loss: 4.1596, grad_norm: 3.0764 2020-09-11 08:36:53,444 - mmaction - INFO - Epoch [39][600/940] lr: 4.000e-02, eta: 2 days, 6:12:32, time: 1.839, data_time: 0.006, memory: 6924, loss_aux: 1.4334, top1_acc: 0.4127, top5_acc: 0.6654, loss_cls: 2.6129, loss: 4.0463, grad_norm: 3.1172 2020-09-11 08:37:30,834 - mmaction - INFO - Epoch [39][620/940] lr: 4.000e-02, eta: 2 days, 6:11:55, time: 1.868, data_time: 0.006, memory: 6924, loss_aux: 1.4465, top1_acc: 0.4127, top5_acc: 0.6646, loss_cls: 2.6283, loss: 4.0748, grad_norm: 3.1474 2020-09-11 08:38:07,336 - mmaction - INFO - Epoch [39][640/940] lr: 4.000e-02, eta: 2 days, 6:11:16, time: 1.827, data_time: 0.006, memory: 6924, loss_aux: 1.4343, top1_acc: 0.4145, top5_acc: 0.6658, loss_cls: 2.6224, loss: 4.0567, grad_norm: 3.1495 2020-09-11 08:38:44,505 - mmaction - INFO - Epoch [39][660/940] lr: 4.000e-02, eta: 2 days, 6:10:38, time: 1.856, data_time: 0.007, memory: 6924, loss_aux: 1.4431, top1_acc: 0.4107, top5_acc: 0.6562, loss_cls: 2.6172, loss: 4.0603, grad_norm: 3.1154 2020-09-11 08:39:20,936 - mmaction - INFO - Epoch [39][680/940] lr: 4.000e-02, eta: 2 days, 6:09:58, time: 1.824, data_time: 0.007, memory: 6924, loss_aux: 1.4312, top1_acc: 0.4158, top5_acc: 0.6648, loss_cls: 2.6006, loss: 4.0318, grad_norm: 3.1097 2020-09-11 08:39:58,646 - mmaction - INFO - Epoch [39][700/940] lr: 4.000e-02, eta: 2 days, 6:09:22, time: 1.884, data_time: 0.005, memory: 6924, loss_aux: 1.4505, top1_acc: 0.4213, top5_acc: 0.6586, loss_cls: 2.6222, loss: 4.0726, grad_norm: 3.1418 2020-09-11 08:40:34,663 - mmaction - INFO - Epoch [39][720/940] lr: 4.000e-02, eta: 2 days, 6:08:41, time: 1.803, data_time: 0.006, memory: 6924, loss_aux: 1.4230, top1_acc: 0.4164, top5_acc: 0.6674, loss_cls: 2.5712, loss: 3.9942, grad_norm: 3.0618 2020-09-11 08:41:11,837 - mmaction - INFO - Epoch [39][740/940] lr: 4.000e-02, eta: 2 days, 6:08:04, time: 1.858, data_time: 0.005, memory: 6924, loss_aux: 1.4773, top1_acc: 0.4049, top5_acc: 0.6467, loss_cls: 2.6854, loss: 4.1627, grad_norm: 3.1476 2020-09-11 08:41:48,202 - mmaction - INFO - Epoch [39][760/940] lr: 4.000e-02, eta: 2 days, 6:07:24, time: 1.818, data_time: 0.003, memory: 6924, loss_aux: 1.4557, top1_acc: 0.4092, top5_acc: 0.6594, loss_cls: 2.6408, loss: 4.0965, grad_norm: 3.2001 2020-09-11 08:42:24,549 - mmaction - INFO - Epoch [39][780/940] lr: 4.000e-02, eta: 2 days, 6:06:44, time: 1.815, data_time: 0.007, memory: 6924, loss_aux: 1.4593, top1_acc: 0.4006, top5_acc: 0.6527, loss_cls: 2.6670, loss: 4.1263, grad_norm: 3.1502 2020-09-11 08:43:00,727 - mmaction - INFO - Epoch [39][800/940] lr: 4.000e-02, eta: 2 days, 6:06:03, time: 1.810, data_time: 0.008, memory: 6924, loss_aux: 1.4549, top1_acc: 0.4162, top5_acc: 0.6613, loss_cls: 2.6301, loss: 4.0850, grad_norm: 3.1314 2020-09-11 08:43:37,058 - mmaction - INFO - Epoch [39][820/940] lr: 4.000e-02, eta: 2 days, 6:05:23, time: 1.818, data_time: 0.006, memory: 6924, loss_aux: 1.4742, top1_acc: 0.4041, top5_acc: 0.6418, loss_cls: 2.6904, loss: 4.1646, grad_norm: 3.1338 2020-09-11 08:44:13,460 - mmaction - INFO - Epoch [39][840/940] lr: 4.000e-02, eta: 2 days, 6:04:44, time: 1.819, data_time: 0.006, memory: 6924, loss_aux: 1.4642, top1_acc: 0.4039, top5_acc: 0.6574, loss_cls: 2.6586, loss: 4.1228, grad_norm: 3.0614 2020-09-11 08:44:50,448 - mmaction - INFO - Epoch [39][860/940] lr: 4.000e-02, eta: 2 days, 6:04:06, time: 1.851, data_time: 0.006, memory: 6924, loss_aux: 1.4582, top1_acc: 0.4076, top5_acc: 0.6543, loss_cls: 2.6509, loss: 4.1091, grad_norm: 3.1428 2020-09-11 08:45:26,412 - mmaction - INFO - Epoch [39][880/940] lr: 4.000e-02, eta: 2 days, 6:03:24, time: 1.796, data_time: 0.006, memory: 6924, loss_aux: 1.4417, top1_acc: 0.4176, top5_acc: 0.6598, loss_cls: 2.6131, loss: 4.0548, grad_norm: 3.0846 2020-09-11 08:46:02,157 - mmaction - INFO - Epoch [39][900/940] lr: 4.000e-02, eta: 2 days, 6:02:43, time: 1.788, data_time: 0.005, memory: 6924, loss_aux: 1.4647, top1_acc: 0.4010, top5_acc: 0.6482, loss_cls: 2.6480, loss: 4.1127, grad_norm: 3.1012 2020-09-11 08:46:38,722 - mmaction - INFO - Epoch [39][920/940] lr: 4.000e-02, eta: 2 days, 6:02:04, time: 1.830, data_time: 0.005, memory: 6924, loss_aux: 1.4671, top1_acc: 0.4031, top5_acc: 0.6463, loss_cls: 2.6794, loss: 4.1464, grad_norm: 3.1632 2020-09-11 08:47:12,722 - mmaction - INFO - Epoch [39][940/940] lr: 4.000e-02, eta: 2 days, 6:01:17, time: 1.698, data_time: 0.005, memory: 6924, loss_aux: 1.4231, top1_acc: 0.4168, top5_acc: 0.6713, loss_cls: 2.5897, loss: 4.0127, grad_norm: 3.2200 2020-09-11 08:47:13,243 - mmaction - INFO - Saving checkpoint at 39 epochs 2020-09-11 08:47:56,496 - mmaction - INFO - Epoch [40][20/940] lr: 4.000e-02, eta: 2 days, 6:00:46, time: 1.984, data_time: 0.525, memory: 6924, loss_aux: 1.4697, top1_acc: 0.4092, top5_acc: 0.6467, loss_cls: 2.6779, loss: 4.1476, grad_norm: 3.1997 2020-09-11 08:48:31,032 - mmaction - INFO - Epoch [40][40/940] lr: 4.000e-02, eta: 2 days, 6:00:02, time: 1.730, data_time: 0.007, memory: 6924, loss_aux: 1.4473, top1_acc: 0.4170, top5_acc: 0.6625, loss_cls: 2.6073, loss: 4.0546, grad_norm: 3.1329 2020-09-11 08:49:06,481 - mmaction - INFO - Epoch [40][60/940] lr: 4.000e-02, eta: 2 days, 5:59:19, time: 1.771, data_time: 0.006, memory: 6924, loss_aux: 1.4327, top1_acc: 0.4168, top5_acc: 0.6672, loss_cls: 2.5908, loss: 4.0235, grad_norm: 3.1257 2020-09-11 08:49:42,476 - mmaction - INFO - Epoch [40][80/940] lr: 4.000e-02, eta: 2 days, 5:58:38, time: 1.801, data_time: 0.006, memory: 6924, loss_aux: 1.4182, top1_acc: 0.4207, top5_acc: 0.6654, loss_cls: 2.5714, loss: 3.9896, grad_norm: 3.1346 2020-09-11 08:50:18,037 - mmaction - INFO - Epoch [40][100/940] lr: 4.000e-02, eta: 2 days, 5:57:56, time: 1.775, data_time: 0.006, memory: 6924, loss_aux: 1.4559, top1_acc: 0.4115, top5_acc: 0.6480, loss_cls: 2.6265, loss: 4.0824, grad_norm: 3.1448 2020-09-11 08:50:54,123 - mmaction - INFO - Epoch [40][120/940] lr: 4.000e-02, eta: 2 days, 5:57:15, time: 1.807, data_time: 0.007, memory: 6924, loss_aux: 1.4495, top1_acc: 0.4168, top5_acc: 0.6631, loss_cls: 2.6152, loss: 4.0647, grad_norm: 3.1021 2020-09-11 08:51:29,745 - mmaction - INFO - Epoch [40][140/940] lr: 4.000e-02, eta: 2 days, 5:56:33, time: 1.778, data_time: 0.006, memory: 6924, loss_aux: 1.4187, top1_acc: 0.4219, top5_acc: 0.6650, loss_cls: 2.5638, loss: 3.9826, grad_norm: 3.1537 2020-09-11 08:52:05,344 - mmaction - INFO - Epoch [40][160/940] lr: 4.000e-02, eta: 2 days, 5:55:51, time: 1.781, data_time: 0.007, memory: 6924, loss_aux: 1.4466, top1_acc: 0.4111, top5_acc: 0.6586, loss_cls: 2.6236, loss: 4.0702, grad_norm: 3.1790 2020-09-11 08:52:40,565 - mmaction - INFO - Epoch [40][180/940] lr: 4.000e-02, eta: 2 days, 5:55:08, time: 1.761, data_time: 0.006, memory: 6924, loss_aux: 1.4301, top1_acc: 0.4178, top5_acc: 0.6723, loss_cls: 2.5855, loss: 4.0156, grad_norm: 3.1255 2020-09-11 08:53:16,456 - mmaction - INFO - Epoch [40][200/940] lr: 4.000e-02, eta: 2 days, 5:54:27, time: 1.796, data_time: 0.006, memory: 6924, loss_aux: 1.4225, top1_acc: 0.4273, top5_acc: 0.6680, loss_cls: 2.5787, loss: 4.0013, grad_norm: 3.1072 2020-09-11 08:53:52,268 - mmaction - INFO - Epoch [40][220/940] lr: 4.000e-02, eta: 2 days, 5:53:46, time: 1.789, data_time: 0.005, memory: 6924, loss_aux: 1.4369, top1_acc: 0.4086, top5_acc: 0.6619, loss_cls: 2.6109, loss: 4.0479, grad_norm: 3.1674 2020-09-11 08:54:27,648 - mmaction - INFO - Epoch [40][240/940] lr: 4.000e-02, eta: 2 days, 5:53:03, time: 1.771, data_time: 0.006, memory: 6924, loss_aux: 1.4476, top1_acc: 0.4104, top5_acc: 0.6574, loss_cls: 2.6339, loss: 4.0815, grad_norm: 3.1391 2020-09-11 08:55:03,182 - mmaction - INFO - Epoch [40][260/940] lr: 4.000e-02, eta: 2 days, 5:52:21, time: 1.777, data_time: 0.005, memory: 6924, loss_aux: 1.4452, top1_acc: 0.4152, top5_acc: 0.6574, loss_cls: 2.6002, loss: 4.0454, grad_norm: 3.1666 2020-09-11 08:55:38,680 - mmaction - INFO - Epoch [40][280/940] lr: 4.000e-02, eta: 2 days, 5:51:39, time: 1.775, data_time: 0.002, memory: 6924, loss_aux: 1.4511, top1_acc: 0.4141, top5_acc: 0.6596, loss_cls: 2.6228, loss: 4.0739, grad_norm: 3.1896 2020-09-11 08:56:13,985 - mmaction - INFO - Epoch [40][300/940] lr: 4.000e-02, eta: 2 days, 5:50:56, time: 1.763, data_time: 0.006, memory: 6924, loss_aux: 1.4543, top1_acc: 0.4172, top5_acc: 0.6574, loss_cls: 2.6359, loss: 4.0902, grad_norm: 3.1479 2020-09-11 08:56:49,391 - mmaction - INFO - Epoch [40][320/940] lr: 4.000e-02, eta: 2 days, 5:50:13, time: 1.772, data_time: 0.007, memory: 6924, loss_aux: 1.4537, top1_acc: 0.4143, top5_acc: 0.6590, loss_cls: 2.6097, loss: 4.0634, grad_norm: 3.1088 2020-09-11 08:57:25,438 - mmaction - INFO - Epoch [40][340/940] lr: 4.000e-02, eta: 2 days, 5:49:33, time: 1.802, data_time: 0.003, memory: 6924, loss_aux: 1.4502, top1_acc: 0.4090, top5_acc: 0.6646, loss_cls: 2.6296, loss: 4.0797, grad_norm: 3.1412 2020-09-11 08:58:01,067 - mmaction - INFO - Epoch [40][360/940] lr: 4.000e-02, eta: 2 days, 5:48:51, time: 1.781, data_time: 0.006, memory: 6924, loss_aux: 1.4263, top1_acc: 0.4184, top5_acc: 0.6650, loss_cls: 2.5817, loss: 4.0080, grad_norm: 3.1304 2020-09-11 08:58:36,265 - mmaction - INFO - Epoch [40][380/940] lr: 4.000e-02, eta: 2 days, 5:48:08, time: 1.761, data_time: 0.006, memory: 6924, loss_aux: 1.4718, top1_acc: 0.4016, top5_acc: 0.6449, loss_cls: 2.6871, loss: 4.1590, grad_norm: 3.1245 2020-09-11 08:59:11,788 - mmaction - INFO - Epoch [40][400/940] lr: 4.000e-02, eta: 2 days, 5:47:26, time: 1.775, data_time: 0.006, memory: 6924, loss_aux: 1.4398, top1_acc: 0.4164, top5_acc: 0.6574, loss_cls: 2.6101, loss: 4.0499, grad_norm: 3.1720 2020-09-11 08:59:47,037 - mmaction - INFO - Epoch [40][420/940] lr: 4.000e-02, eta: 2 days, 5:46:43, time: 1.764, data_time: 0.006, memory: 6924, loss_aux: 1.4490, top1_acc: 0.4066, top5_acc: 0.6541, loss_cls: 2.6234, loss: 4.0724, grad_norm: 3.1750 2020-09-11 09:00:29,844 - mmaction - INFO - Epoch [40][440/940] lr: 4.000e-02, eta: 2 days, 5:46:20, time: 2.114, data_time: 0.006, memory: 6924, loss_aux: 1.4651, top1_acc: 0.4123, top5_acc: 0.6590, loss_cls: 2.6562, loss: 4.1213, grad_norm: 3.1023 2020-09-11 09:01:03,720 - mmaction - INFO - Epoch [40][460/940] lr: 4.000e-02, eta: 2 days, 5:45:34, time: 1.720, data_time: 0.051, memory: 6924, loss_aux: 1.4477, top1_acc: 0.4125, top5_acc: 0.6635, loss_cls: 2.6079, loss: 4.0556, grad_norm: 3.1552 2020-09-11 09:01:38,263 - mmaction - INFO - Epoch [40][480/940] lr: 4.000e-02, eta: 2 days, 5:44:49, time: 1.725, data_time: 0.005, memory: 6924, loss_aux: 1.4448, top1_acc: 0.4045, top5_acc: 0.6602, loss_cls: 2.6133, loss: 4.0581, grad_norm: 3.1820 2020-09-11 09:02:13,336 - mmaction - INFO - Epoch [40][500/940] lr: 4.000e-02, eta: 2 days, 5:44:06, time: 1.754, data_time: 0.006, memory: 6924, loss_aux: 1.4649, top1_acc: 0.4037, top5_acc: 0.6537, loss_cls: 2.6567, loss: 4.1215, grad_norm: 3.1527 2020-09-11 09:02:48,364 - mmaction - INFO - Epoch [40][520/940] lr: 4.000e-02, eta: 2 days, 5:43:23, time: 1.750, data_time: 0.006, memory: 6924, loss_aux: 1.4371, top1_acc: 0.4221, top5_acc: 0.6631, loss_cls: 2.6043, loss: 4.0414, grad_norm: 3.1657 2020-09-11 09:03:22,229 - mmaction - INFO - Epoch [40][540/940] lr: 4.000e-02, eta: 2 days, 5:42:36, time: 1.695, data_time: 0.007, memory: 6924, loss_aux: 1.4389, top1_acc: 0.4084, top5_acc: 0.6637, loss_cls: 2.6118, loss: 4.0507, grad_norm: 3.1761 2020-09-11 09:03:56,579 - mmaction - INFO - Epoch [40][560/940] lr: 4.000e-02, eta: 2 days, 5:41:50, time: 1.716, data_time: 0.007, memory: 6924, loss_aux: 1.4394, top1_acc: 0.4199, top5_acc: 0.6723, loss_cls: 2.5985, loss: 4.0379, grad_norm: 3.1180 2020-09-11 09:04:32,417 - mmaction - INFO - Epoch [40][580/940] lr: 4.000e-02, eta: 2 days, 5:41:09, time: 1.794, data_time: 0.006, memory: 6924, loss_aux: 1.4370, top1_acc: 0.4211, top5_acc: 0.6574, loss_cls: 2.5987, loss: 4.0356, grad_norm: 3.0962 2020-09-11 09:05:07,872 - mmaction - INFO - Epoch [40][600/940] lr: 4.000e-02, eta: 2 days, 5:40:27, time: 1.771, data_time: 0.006, memory: 6924, loss_aux: 1.4475, top1_acc: 0.4121, top5_acc: 0.6635, loss_cls: 2.6093, loss: 4.0567, grad_norm: 3.1168 2020-09-11 09:05:43,488 - mmaction - INFO - Epoch [40][620/940] lr: 4.000e-02, eta: 2 days, 5:39:45, time: 1.782, data_time: 0.003, memory: 6924, loss_aux: 1.4354, top1_acc: 0.4150, top5_acc: 0.6639, loss_cls: 2.6112, loss: 4.0465, grad_norm: 3.0704 2020-09-11 09:06:19,151 - mmaction - INFO - Epoch [40][640/940] lr: 4.000e-02, eta: 2 days, 5:39:04, time: 1.781, data_time: 0.005, memory: 6924, loss_aux: 1.4234, top1_acc: 0.4182, top5_acc: 0.6648, loss_cls: 2.5867, loss: 4.0101, grad_norm: 3.0993 2020-09-11 09:06:55,469 - mmaction - INFO - Epoch [40][660/940] lr: 4.000e-02, eta: 2 days, 5:38:24, time: 1.817, data_time: 0.005, memory: 6924, loss_aux: 1.4316, top1_acc: 0.4211, top5_acc: 0.6686, loss_cls: 2.5876, loss: 4.0192, grad_norm: 3.1105 2020-09-11 09:07:29,595 - mmaction - INFO - Epoch [40][680/940] lr: 4.000e-02, eta: 2 days, 5:37:38, time: 1.706, data_time: 0.006, memory: 6924, loss_aux: 1.4328, top1_acc: 0.4148, top5_acc: 0.6596, loss_cls: 2.6198, loss: 4.0525, grad_norm: 3.1607 2020-09-11 09:08:04,135 - mmaction - INFO - Epoch [40][700/940] lr: 4.000e-02, eta: 2 days, 5:36:53, time: 1.728, data_time: 0.005, memory: 6924, loss_aux: 1.4431, top1_acc: 0.4098, top5_acc: 0.6555, loss_cls: 2.6086, loss: 4.0518, grad_norm: 3.1262 2020-09-11 09:08:39,758 - mmaction - INFO - Epoch [40][720/940] lr: 4.000e-02, eta: 2 days, 5:36:11, time: 1.779, data_time: 0.006, memory: 6924, loss_aux: 1.4181, top1_acc: 0.4229, top5_acc: 0.6756, loss_cls: 2.5614, loss: 3.9796, grad_norm: 3.1378 2020-09-11 09:09:14,237 - mmaction - INFO - Epoch [40][740/940] lr: 4.000e-02, eta: 2 days, 5:35:26, time: 1.726, data_time: 0.006, memory: 6924, loss_aux: 1.4219, top1_acc: 0.4324, top5_acc: 0.6684, loss_cls: 2.5640, loss: 3.9859, grad_norm: 3.0764 2020-09-11 09:09:49,606 - mmaction - INFO - Epoch [40][760/940] lr: 4.000e-02, eta: 2 days, 5:34:44, time: 1.766, data_time: 0.005, memory: 6924, loss_aux: 1.4549, top1_acc: 0.4082, top5_acc: 0.6596, loss_cls: 2.6535, loss: 4.1084, grad_norm: 3.1965 2020-09-11 09:10:24,419 - mmaction - INFO - Epoch [40][780/940] lr: 4.000e-02, eta: 2 days, 5:34:00, time: 1.740, data_time: 0.006, memory: 6924, loss_aux: 1.4318, top1_acc: 0.4217, top5_acc: 0.6658, loss_cls: 2.5968, loss: 4.0287, grad_norm: 3.1386 2020-09-11 09:10:58,946 - mmaction - INFO - Epoch [40][800/940] lr: 4.000e-02, eta: 2 days, 5:33:15, time: 1.728, data_time: 0.007, memory: 6924, loss_aux: 1.4337, top1_acc: 0.4170, top5_acc: 0.6621, loss_cls: 2.6058, loss: 4.0396, grad_norm: 3.1110 2020-09-11 09:11:34,537 - mmaction - INFO - Epoch [40][820/940] lr: 4.000e-02, eta: 2 days, 5:32:33, time: 1.779, data_time: 0.008, memory: 6924, loss_aux: 1.4679, top1_acc: 0.4088, top5_acc: 0.6551, loss_cls: 2.6624, loss: 4.1303, grad_norm: 3.1278 2020-09-11 09:12:09,868 - mmaction - INFO - Epoch [40][840/940] lr: 4.000e-02, eta: 2 days, 5:31:51, time: 1.766, data_time: 0.006, memory: 6924, loss_aux: 1.4687, top1_acc: 0.4186, top5_acc: 0.6492, loss_cls: 2.6556, loss: 4.1243, grad_norm: 3.1141 2020-09-11 09:12:45,293 - mmaction - INFO - Epoch [40][860/940] lr: 4.000e-02, eta: 2 days, 5:31:09, time: 1.774, data_time: 0.008, memory: 6924, loss_aux: 1.4523, top1_acc: 0.4119, top5_acc: 0.6650, loss_cls: 2.6296, loss: 4.0820, grad_norm: 3.1236 2020-09-11 09:13:20,101 - mmaction - INFO - Epoch [40][880/940] lr: 4.000e-02, eta: 2 days, 5:30:25, time: 1.740, data_time: 0.003, memory: 6924, loss_aux: 1.4396, top1_acc: 0.4209, top5_acc: 0.6619, loss_cls: 2.6122, loss: 4.0519, grad_norm: 3.1632 2020-09-11 09:13:54,743 - mmaction - INFO - Epoch [40][900/940] lr: 4.000e-02, eta: 2 days, 5:29:40, time: 1.731, data_time: 0.007, memory: 6924, loss_aux: 1.4403, top1_acc: 0.4092, top5_acc: 0.6645, loss_cls: 2.6152, loss: 4.0555, grad_norm: 3.1452 2020-09-11 09:14:29,521 - mmaction - INFO - Epoch [40][920/940] lr: 4.000e-02, eta: 2 days, 5:28:56, time: 1.740, data_time: 0.006, memory: 6924, loss_aux: 1.4569, top1_acc: 0.4070, top5_acc: 0.6561, loss_cls: 2.6466, loss: 4.1035, grad_norm: 3.1528 2020-09-11 09:15:03,581 - mmaction - INFO - Epoch [40][940/940] lr: 4.000e-02, eta: 2 days, 5:28:10, time: 1.703, data_time: 0.006, memory: 6924, loss_aux: 1.4582, top1_acc: 0.4040, top5_acc: 0.6579, loss_cls: 2.6597, loss: 4.1179, grad_norm: 3.1276 2020-09-11 09:15:04,098 - mmaction - INFO - Saving checkpoint at 40 epochs 2020-09-11 09:15:51,760 - mmaction - INFO - Epoch [41][20/940] lr: 4.000e-02, eta: 2 days, 5:27:47, time: 2.104, data_time: 0.757, memory: 6924, loss_aux: 1.4115, top1_acc: 0.4289, top5_acc: 0.6742, loss_cls: 2.5713, loss: 3.9828, grad_norm: 3.0959 2020-09-11 09:16:25,195 - mmaction - INFO - Epoch [41][40/940] lr: 4.000e-02, eta: 2 days, 5:26:59, time: 1.674, data_time: 0.007, memory: 6924, loss_aux: 1.4421, top1_acc: 0.4160, top5_acc: 0.6594, loss_cls: 2.6122, loss: 4.0543, grad_norm: 3.1459 2020-09-11 09:17:00,370 - mmaction - INFO - Epoch [41][60/940] lr: 4.000e-02, eta: 2 days, 5:26:16, time: 1.757, data_time: 0.006, memory: 6924, loss_aux: 1.4511, top1_acc: 0.4164, top5_acc: 0.6539, loss_cls: 2.6472, loss: 4.0983, grad_norm: 3.1115 2020-09-11 09:17:37,116 - mmaction - INFO - Epoch [41][80/940] lr: 4.000e-02, eta: 2 days, 5:25:38, time: 1.839, data_time: 0.006, memory: 6924, loss_aux: 1.4163, top1_acc: 0.4287, top5_acc: 0.6607, loss_cls: 2.5796, loss: 3.9959, grad_norm: 3.0928 2020-09-11 09:18:13,314 - mmaction - INFO - Epoch [41][100/940] lr: 4.000e-02, eta: 2 days, 5:24:57, time: 1.808, data_time: 0.006, memory: 6924, loss_aux: 1.4219, top1_acc: 0.4266, top5_acc: 0.6736, loss_cls: 2.5578, loss: 3.9797, grad_norm: 3.1513 2020-09-11 09:18:49,476 - mmaction - INFO - Epoch [41][120/940] lr: 4.000e-02, eta: 2 days, 5:24:17, time: 1.809, data_time: 0.006, memory: 6924, loss_aux: 1.4160, top1_acc: 0.4311, top5_acc: 0.6605, loss_cls: 2.5551, loss: 3.9712, grad_norm: 3.1405 2020-09-11 09:19:26,616 - mmaction - INFO - Epoch [41][140/940] lr: 4.000e-02, eta: 2 days, 5:23:40, time: 1.858, data_time: 0.007, memory: 6924, loss_aux: 1.4431, top1_acc: 0.4154, top5_acc: 0.6656, loss_cls: 2.6185, loss: 4.0615, grad_norm: 3.1818 2020-09-11 09:20:03,798 - mmaction - INFO - Epoch [41][160/940] lr: 4.000e-02, eta: 2 days, 5:23:02, time: 1.859, data_time: 0.005, memory: 6924, loss_aux: 1.4560, top1_acc: 0.4150, top5_acc: 0.6629, loss_cls: 2.6469, loss: 4.1029, grad_norm: 3.1049 2020-09-11 09:20:40,802 - mmaction - INFO - Epoch [41][180/940] lr: 4.000e-02, eta: 2 days, 5:22:25, time: 1.850, data_time: 0.002, memory: 6924, loss_aux: 1.4081, top1_acc: 0.4225, top5_acc: 0.6744, loss_cls: 2.5545, loss: 3.9626, grad_norm: 3.1431 2020-09-11 09:21:18,643 - mmaction - INFO - Epoch [41][200/940] lr: 4.000e-02, eta: 2 days, 5:21:49, time: 1.891, data_time: 0.007, memory: 6924, loss_aux: 1.4159, top1_acc: 0.4186, top5_acc: 0.6699, loss_cls: 2.5679, loss: 3.9838, grad_norm: 3.1498 2020-09-11 09:21:56,961 - mmaction - INFO - Epoch [41][220/940] lr: 4.000e-02, eta: 2 days, 5:21:15, time: 1.917, data_time: 0.003, memory: 6924, loss_aux: 1.4386, top1_acc: 0.4121, top5_acc: 0.6611, loss_cls: 2.6141, loss: 4.0527, grad_norm: 3.1584 2020-09-11 09:22:34,468 - mmaction - INFO - Epoch [41][240/940] lr: 4.000e-02, eta: 2 days, 5:20:38, time: 1.875, data_time: 0.007, memory: 6924, loss_aux: 1.4439, top1_acc: 0.4154, top5_acc: 0.6584, loss_cls: 2.6244, loss: 4.0683, grad_norm: 3.1859 2020-09-11 09:23:12,314 - mmaction - INFO - Epoch [41][260/940] lr: 4.000e-02, eta: 2 days, 5:20:03, time: 1.892, data_time: 0.002, memory: 6924, loss_aux: 1.4224, top1_acc: 0.4209, top5_acc: 0.6691, loss_cls: 2.5665, loss: 3.9889, grad_norm: 3.1862 2020-09-11 09:23:50,399 - mmaction - INFO - Epoch [41][280/940] lr: 4.000e-02, eta: 2 days, 5:19:28, time: 1.903, data_time: 0.006, memory: 6924, loss_aux: 1.4475, top1_acc: 0.4215, top5_acc: 0.6561, loss_cls: 2.6344, loss: 4.0819, grad_norm: 3.1707 2020-09-11 09:24:29,499 - mmaction - INFO - Epoch [41][300/940] lr: 4.000e-02, eta: 2 days, 5:18:56, time: 1.956, data_time: 0.006, memory: 6924, loss_aux: 1.4364, top1_acc: 0.4172, top5_acc: 0.6598, loss_cls: 2.6023, loss: 4.0386, grad_norm: 3.0927 2020-09-11 09:25:07,494 - mmaction - INFO - Epoch [41][320/940] lr: 4.000e-02, eta: 2 days, 5:18:21, time: 1.901, data_time: 0.004, memory: 6924, loss_aux: 1.4401, top1_acc: 0.4131, top5_acc: 0.6646, loss_cls: 2.6254, loss: 4.0655, grad_norm: 3.1422 2020-09-11 09:25:46,069 - mmaction - INFO - Epoch [41][340/940] lr: 4.000e-02, eta: 2 days, 5:17:47, time: 1.929, data_time: 0.002, memory: 6924, loss_aux: 1.4328, top1_acc: 0.4158, top5_acc: 0.6637, loss_cls: 2.6096, loss: 4.0424, grad_norm: 3.1210 2020-09-11 09:26:24,684 - mmaction - INFO - Epoch [41][360/940] lr: 4.000e-02, eta: 2 days, 5:17:13, time: 1.928, data_time: 0.005, memory: 6924, loss_aux: 1.4444, top1_acc: 0.4086, top5_acc: 0.6541, loss_cls: 2.6310, loss: 4.0754, grad_norm: 3.1733 2020-09-11 09:27:03,568 - mmaction - INFO - Epoch [41][380/940] lr: 4.000e-02, eta: 2 days, 5:16:41, time: 1.947, data_time: 0.006, memory: 6924, loss_aux: 1.4406, top1_acc: 0.4229, top5_acc: 0.6701, loss_cls: 2.5890, loss: 4.0296, grad_norm: 3.2306 2020-09-11 09:27:42,255 - mmaction - INFO - Epoch [41][400/940] lr: 4.000e-02, eta: 2 days, 5:16:07, time: 1.932, data_time: 0.005, memory: 6924, loss_aux: 1.4367, top1_acc: 0.4150, top5_acc: 0.6607, loss_cls: 2.6211, loss: 4.0578, grad_norm: 3.1172 2020-09-11 09:28:20,826 - mmaction - INFO - Epoch [41][420/940] lr: 4.000e-02, eta: 2 days, 5:15:34, time: 1.930, data_time: 0.006, memory: 6924, loss_aux: 1.4514, top1_acc: 0.4139, top5_acc: 0.6584, loss_cls: 2.6380, loss: 4.0894, grad_norm: 3.1571 2020-09-11 09:29:00,119 - mmaction - INFO - Epoch [41][440/940] lr: 4.000e-02, eta: 2 days, 5:15:02, time: 1.963, data_time: 0.006, memory: 6924, loss_aux: 1.4251, top1_acc: 0.4219, top5_acc: 0.6678, loss_cls: 2.5706, loss: 3.9957, grad_norm: 3.1250 2020-09-11 09:29:38,799 - mmaction - INFO - Epoch [41][460/940] lr: 4.000e-02, eta: 2 days, 5:14:29, time: 1.935, data_time: 0.006, memory: 6924, loss_aux: 1.4223, top1_acc: 0.4197, top5_acc: 0.6691, loss_cls: 2.5816, loss: 4.0040, grad_norm: 3.1298 2020-09-11 09:30:17,710 - mmaction - INFO - Epoch [41][480/940] lr: 4.000e-02, eta: 2 days, 5:13:56, time: 1.943, data_time: 0.003, memory: 6924, loss_aux: 1.4346, top1_acc: 0.4215, top5_acc: 0.6660, loss_cls: 2.6093, loss: 4.0439, grad_norm: 3.1950 2020-09-11 09:30:57,340 - mmaction - INFO - Epoch [41][500/940] lr: 4.000e-02, eta: 2 days, 5:13:25, time: 1.983, data_time: 0.006, memory: 6924, loss_aux: 1.4485, top1_acc: 0.4133, top5_acc: 0.6549, loss_cls: 2.6258, loss: 4.0742, grad_norm: 3.2031 2020-09-11 09:31:36,696 - mmaction - INFO - Epoch [41][520/940] lr: 4.000e-02, eta: 2 days, 5:12:54, time: 1.967, data_time: 0.006, memory: 6924, loss_aux: 1.4566, top1_acc: 0.4104, top5_acc: 0.6559, loss_cls: 2.6580, loss: 4.1147, grad_norm: 3.1440 2020-09-11 09:32:15,847 - mmaction - INFO - Epoch [41][540/940] lr: 4.000e-02, eta: 2 days, 5:12:22, time: 1.956, data_time: 0.005, memory: 6924, loss_aux: 1.4047, top1_acc: 0.4256, top5_acc: 0.6658, loss_cls: 2.5685, loss: 3.9732, grad_norm: 3.1903 2020-09-11 09:32:55,051 - mmaction - INFO - Epoch [41][560/940] lr: 4.000e-02, eta: 2 days, 5:11:50, time: 1.961, data_time: 0.006, memory: 6924, loss_aux: 1.4358, top1_acc: 0.4133, top5_acc: 0.6568, loss_cls: 2.6199, loss: 4.0557, grad_norm: 3.1685 2020-09-11 09:33:35,495 - mmaction - INFO - Epoch [41][580/940] lr: 4.000e-02, eta: 2 days, 5:11:21, time: 2.024, data_time: 0.006, memory: 6924, loss_aux: 1.4477, top1_acc: 0.4088, top5_acc: 0.6582, loss_cls: 2.6315, loss: 4.0792, grad_norm: 3.1532 2020-09-11 09:34:15,248 - mmaction - INFO - Epoch [41][600/940] lr: 4.000e-02, eta: 2 days, 5:10:50, time: 1.986, data_time: 0.007, memory: 6924, loss_aux: 1.4165, top1_acc: 0.4326, top5_acc: 0.6756, loss_cls: 2.5583, loss: 3.9748, grad_norm: 3.1590 2020-09-11 09:34:54,527 - mmaction - INFO - Epoch [41][620/940] lr: 4.000e-02, eta: 2 days, 5:10:19, time: 1.966, data_time: 0.006, memory: 6924, loss_aux: 1.4435, top1_acc: 0.4143, top5_acc: 0.6566, loss_cls: 2.6333, loss: 4.0769, grad_norm: 3.1369 2020-09-11 09:35:34,700 - mmaction - INFO - Epoch [41][640/940] lr: 4.000e-02, eta: 2 days, 5:09:49, time: 2.006, data_time: 0.005, memory: 6924, loss_aux: 1.4208, top1_acc: 0.4279, top5_acc: 0.6668, loss_cls: 2.5636, loss: 3.9844, grad_norm: 3.1492 2020-09-11 09:36:14,669 - mmaction - INFO - Epoch [41][660/940] lr: 4.000e-02, eta: 2 days, 5:09:19, time: 2.001, data_time: 0.006, memory: 6924, loss_aux: 1.4334, top1_acc: 0.4211, top5_acc: 0.6680, loss_cls: 2.5936, loss: 4.0270, grad_norm: 3.1273 2020-09-11 09:36:55,078 - mmaction - INFO - Epoch [41][680/940] lr: 4.000e-02, eta: 2 days, 5:08:51, time: 2.019, data_time: 0.004, memory: 6924, loss_aux: 1.4195, top1_acc: 0.4156, top5_acc: 0.6736, loss_cls: 2.5807, loss: 4.0002, grad_norm: 3.1227 2020-09-11 09:37:35,545 - mmaction - INFO - Epoch [41][700/940] lr: 4.000e-02, eta: 2 days, 5:08:22, time: 2.023, data_time: 0.006, memory: 6924, loss_aux: 1.4213, top1_acc: 0.4230, top5_acc: 0.6691, loss_cls: 2.5801, loss: 4.0014, grad_norm: 3.1219 2020-09-11 09:38:15,276 - mmaction - INFO - Epoch [41][720/940] lr: 4.000e-02, eta: 2 days, 5:07:51, time: 1.988, data_time: 0.005, memory: 6924, loss_aux: 1.4174, top1_acc: 0.4184, top5_acc: 0.6701, loss_cls: 2.5729, loss: 3.9903, grad_norm: 3.1735 2020-09-11 09:38:55,024 - mmaction - INFO - Epoch [41][740/940] lr: 4.000e-02, eta: 2 days, 5:07:21, time: 1.987, data_time: 0.006, memory: 6924, loss_aux: 1.4527, top1_acc: 0.4125, top5_acc: 0.6566, loss_cls: 2.6477, loss: 4.1004, grad_norm: 3.1211 2020-09-11 09:39:35,542 - mmaction - INFO - Epoch [41][760/940] lr: 4.000e-02, eta: 2 days, 5:06:52, time: 2.026, data_time: 0.003, memory: 6924, loss_aux: 1.4242, top1_acc: 0.4182, top5_acc: 0.6537, loss_cls: 2.6154, loss: 4.0396, grad_norm: 3.1779 2020-09-11 09:40:15,252 - mmaction - INFO - Epoch [41][780/940] lr: 4.000e-02, eta: 2 days, 5:06:21, time: 1.984, data_time: 0.006, memory: 6924, loss_aux: 1.4235, top1_acc: 0.4176, top5_acc: 0.6650, loss_cls: 2.5824, loss: 4.0058, grad_norm: 3.1502 2020-09-11 09:40:55,549 - mmaction - INFO - Epoch [41][800/940] lr: 4.000e-02, eta: 2 days, 5:05:52, time: 2.016, data_time: 0.005, memory: 6924, loss_aux: 1.4274, top1_acc: 0.4156, top5_acc: 0.6684, loss_cls: 2.5825, loss: 4.0099, grad_norm: 3.1048 2020-09-11 09:41:35,599 - mmaction - INFO - Epoch [41][820/940] lr: 4.000e-02, eta: 2 days, 5:05:23, time: 2.002, data_time: 0.006, memory: 6924, loss_aux: 1.4589, top1_acc: 0.4078, top5_acc: 0.6508, loss_cls: 2.6493, loss: 4.1082, grad_norm: 3.1853 2020-09-11 09:42:15,725 - mmaction - INFO - Epoch [41][840/940] lr: 4.000e-02, eta: 2 days, 5:04:53, time: 2.007, data_time: 0.004, memory: 6924, loss_aux: 1.4477, top1_acc: 0.4121, top5_acc: 0.6602, loss_cls: 2.6373, loss: 4.0851, grad_norm: 3.2035 2020-09-11 09:42:56,310 - mmaction - INFO - Epoch [41][860/940] lr: 4.000e-02, eta: 2 days, 5:04:24, time: 2.027, data_time: 0.007, memory: 6924, loss_aux: 1.4376, top1_acc: 0.4238, top5_acc: 0.6654, loss_cls: 2.6036, loss: 4.0411, grad_norm: 3.1561 2020-09-11 09:43:36,476 - mmaction - INFO - Epoch [41][880/940] lr: 4.000e-02, eta: 2 days, 5:03:55, time: 2.011, data_time: 0.007, memory: 6924, loss_aux: 1.4348, top1_acc: 0.4246, top5_acc: 0.6609, loss_cls: 2.6155, loss: 4.0504, grad_norm: 3.1710 2020-09-11 09:44:17,553 - mmaction - INFO - Epoch [41][900/940] lr: 4.000e-02, eta: 2 days, 5:03:28, time: 2.052, data_time: 0.006, memory: 6924, loss_aux: 1.4280, top1_acc: 0.4178, top5_acc: 0.6598, loss_cls: 2.5854, loss: 4.0134, grad_norm: 3.1255 2020-09-11 09:44:57,884 - mmaction - INFO - Epoch [41][920/940] lr: 4.000e-02, eta: 2 days, 5:02:59, time: 2.018, data_time: 0.006, memory: 6924, loss_aux: 1.4506, top1_acc: 0.4186, top5_acc: 0.6637, loss_cls: 2.6302, loss: 4.0809, grad_norm: 3.2026 2020-09-11 09:45:37,112 - mmaction - INFO - Epoch [41][940/940] lr: 4.000e-02, eta: 2 days, 5:02:27, time: 1.960, data_time: 0.007, memory: 6924, loss_aux: 1.4384, top1_acc: 0.4194, top5_acc: 0.6617, loss_cls: 2.6088, loss: 4.0473, grad_norm: 3.2011 2020-09-11 09:45:37,610 - mmaction - INFO - Saving checkpoint at 41 epochs 2020-09-11 09:46:20,807 - mmaction - INFO - Epoch [42][20/940] lr: 4.000e-02, eta: 2 days, 5:01:50, time: 1.879, data_time: 0.399, memory: 6924, loss_aux: 1.4246, top1_acc: 0.4256, top5_acc: 0.6670, loss_cls: 2.5799, loss: 4.0045, grad_norm: 3.1725 2020-09-11 09:46:57,985 - mmaction - INFO - Epoch [42][40/940] lr: 4.000e-02, eta: 2 days, 5:01:13, time: 1.860, data_time: 0.006, memory: 6924, loss_aux: 1.4214, top1_acc: 0.4213, top5_acc: 0.6783, loss_cls: 2.5642, loss: 3.9855, grad_norm: 3.1709 2020-09-11 09:47:35,585 - mmaction - INFO - Epoch [42][60/940] lr: 4.000e-02, eta: 2 days, 5:00:36, time: 1.879, data_time: 0.007, memory: 6924, loss_aux: 1.3914, top1_acc: 0.4305, top5_acc: 0.6748, loss_cls: 2.5294, loss: 3.9208, grad_norm: 3.1405 2020-09-11 09:48:12,862 - mmaction - INFO - Epoch [42][80/940] lr: 4.000e-02, eta: 2 days, 4:59:59, time: 1.865, data_time: 0.005, memory: 6924, loss_aux: 1.4025, top1_acc: 0.4252, top5_acc: 0.6672, loss_cls: 2.5632, loss: 3.9657, grad_norm: 3.1545 2020-09-11 09:48:52,467 - mmaction - INFO - Epoch [42][100/940] lr: 4.000e-02, eta: 2 days, 4:59:28, time: 1.978, data_time: 0.006, memory: 6924, loss_aux: 1.4171, top1_acc: 0.4307, top5_acc: 0.6664, loss_cls: 2.5650, loss: 3.9821, grad_norm: 3.1360 2020-09-11 09:49:32,103 - mmaction - INFO - Epoch [42][120/940] lr: 4.000e-02, eta: 2 days, 4:58:57, time: 1.984, data_time: 0.006, memory: 6924, loss_aux: 1.4145, top1_acc: 0.4191, top5_acc: 0.6711, loss_cls: 2.5698, loss: 3.9843, grad_norm: 3.1490 2020-09-11 09:50:11,316 - mmaction - INFO - Epoch [42][140/940] lr: 4.000e-02, eta: 2 days, 4:58:25, time: 1.958, data_time: 0.005, memory: 6924, loss_aux: 1.4261, top1_acc: 0.4141, top5_acc: 0.6625, loss_cls: 2.6102, loss: 4.0363, grad_norm: 3.1486 2020-09-11 09:50:50,947 - mmaction - INFO - Epoch [42][160/940] lr: 4.000e-02, eta: 2 days, 4:57:54, time: 1.984, data_time: 0.007, memory: 6924, loss_aux: 1.4422, top1_acc: 0.4240, top5_acc: 0.6682, loss_cls: 2.5868, loss: 4.0290, grad_norm: 3.2266 2020-09-11 09:51:29,815 - mmaction - INFO - Epoch [42][180/940] lr: 4.000e-02, eta: 2 days, 4:57:21, time: 1.943, data_time: 0.006, memory: 6924, loss_aux: 1.4128, top1_acc: 0.4293, top5_acc: 0.6711, loss_cls: 2.5516, loss: 3.9644, grad_norm: 3.1843 2020-09-11 09:52:08,528 - mmaction - INFO - Epoch [42][200/940] lr: 4.000e-02, eta: 2 days, 4:56:47, time: 1.937, data_time: 0.005, memory: 6924, loss_aux: 1.4067, top1_acc: 0.4232, top5_acc: 0.6750, loss_cls: 2.5497, loss: 3.9564, grad_norm: 3.1647 2020-09-11 09:52:47,065 - mmaction - INFO - Epoch [42][220/940] lr: 4.000e-02, eta: 2 days, 4:56:13, time: 1.925, data_time: 0.003, memory: 6924, loss_aux: 1.4198, top1_acc: 0.4256, top5_acc: 0.6691, loss_cls: 2.5539, loss: 3.9737, grad_norm: 3.1853 2020-09-11 09:53:26,653 - mmaction - INFO - Epoch [42][240/940] lr: 4.000e-02, eta: 2 days, 4:55:42, time: 1.981, data_time: 0.006, memory: 6924, loss_aux: 1.4331, top1_acc: 0.4236, top5_acc: 0.6682, loss_cls: 2.5865, loss: 4.0197, grad_norm: 3.1837 2020-09-11 09:54:04,036 - mmaction - INFO - Epoch [42][260/940] lr: 4.000e-02, eta: 2 days, 4:55:05, time: 1.867, data_time: 0.007, memory: 6924, loss_aux: 1.4009, top1_acc: 0.4303, top5_acc: 0.6729, loss_cls: 2.5495, loss: 3.9503, grad_norm: 3.1696 2020-09-11 09:54:41,935 - mmaction - INFO - Epoch [42][280/940] lr: 4.000e-02, eta: 2 days, 4:54:29, time: 1.896, data_time: 0.006, memory: 6924, loss_aux: 1.4606, top1_acc: 0.4164, top5_acc: 0.6561, loss_cls: 2.6416, loss: 4.1022, grad_norm: 3.1940 2020-09-11 09:55:19,915 - mmaction - INFO - Epoch [42][300/940] lr: 4.000e-02, eta: 2 days, 4:53:54, time: 1.897, data_time: 0.007, memory: 6924, loss_aux: 1.4303, top1_acc: 0.4191, top5_acc: 0.6658, loss_cls: 2.5898, loss: 4.0201, grad_norm: 3.1281 2020-09-11 09:55:57,577 - mmaction - INFO - Epoch [42][320/940] lr: 4.000e-02, eta: 2 days, 4:53:18, time: 1.886, data_time: 0.007, memory: 6924, loss_aux: 1.4642, top1_acc: 0.4064, top5_acc: 0.6551, loss_cls: 2.6593, loss: 4.1235, grad_norm: 3.1614 2020-09-11 09:56:35,045 - mmaction - INFO - Epoch [42][340/940] lr: 4.000e-02, eta: 2 days, 4:52:41, time: 1.871, data_time: 0.006, memory: 6924, loss_aux: 1.3997, top1_acc: 0.4283, top5_acc: 0.6762, loss_cls: 2.5209, loss: 3.9206, grad_norm: 3.1337 2020-09-11 09:57:11,960 - mmaction - INFO - Epoch [42][360/940] lr: 4.000e-02, eta: 2 days, 4:52:03, time: 1.848, data_time: 0.007, memory: 6924, loss_aux: 1.4345, top1_acc: 0.4176, top5_acc: 0.6609, loss_cls: 2.6024, loss: 4.0369, grad_norm: 3.1715 2020-09-11 09:57:49,796 - mmaction - INFO - Epoch [42][380/940] lr: 4.000e-02, eta: 2 days, 4:51:27, time: 1.889, data_time: 0.005, memory: 6924, loss_aux: 1.4381, top1_acc: 0.4129, top5_acc: 0.6658, loss_cls: 2.6055, loss: 4.0436, grad_norm: 3.1902 2020-09-11 09:58:26,700 - mmaction - INFO - Epoch [42][400/940] lr: 4.000e-02, eta: 2 days, 4:50:48, time: 1.847, data_time: 0.007, memory: 6924, loss_aux: 1.4412, top1_acc: 0.4186, top5_acc: 0.6615, loss_cls: 2.5912, loss: 4.0325, grad_norm: 3.1823 2020-09-11 09:59:04,320 - mmaction - INFO - Epoch [42][420/940] lr: 4.000e-02, eta: 2 days, 4:50:12, time: 1.880, data_time: 0.007, memory: 6924, loss_aux: 1.4395, top1_acc: 0.4186, top5_acc: 0.6648, loss_cls: 2.6034, loss: 4.0429, grad_norm: 3.1306 2020-09-11 09:59:40,870 - mmaction - INFO - Epoch [42][440/940] lr: 4.000e-02, eta: 2 days, 4:49:33, time: 1.829, data_time: 0.006, memory: 6924, loss_aux: 1.4358, top1_acc: 0.4289, top5_acc: 0.6664, loss_cls: 2.5908, loss: 4.0265, grad_norm: 3.1268 2020-09-11 10:00:27,341 - mmaction - INFO - Epoch [42][460/940] lr: 4.000e-02, eta: 2 days, 4:49:19, time: 2.315, data_time: 0.003, memory: 6924, loss_aux: 1.4579, top1_acc: 0.4109, top5_acc: 0.6592, loss_cls: 2.6510, loss: 4.1089, grad_norm: 3.1916 2020-09-11 10:01:00,635 - mmaction - INFO - Epoch [42][480/940] lr: 4.000e-02, eta: 2 days, 4:48:32, time: 1.673, data_time: 0.024, memory: 6924, loss_aux: 1.4302, top1_acc: 0.4137, top5_acc: 0.6602, loss_cls: 2.6315, loss: 4.0617, grad_norm: 3.1352 2020-09-11 10:01:36,768 - mmaction - INFO - Epoch [42][500/940] lr: 4.000e-02, eta: 2 days, 4:47:52, time: 1.807, data_time: 0.007, memory: 6924, loss_aux: 1.4086, top1_acc: 0.4324, top5_acc: 0.6744, loss_cls: 2.5231, loss: 3.9317, grad_norm: 3.0769 2020-09-11 10:02:12,641 - mmaction - INFO - Epoch [42][520/940] lr: 4.000e-02, eta: 2 days, 4:47:11, time: 1.794, data_time: 0.005, memory: 6924, loss_aux: 1.4399, top1_acc: 0.4160, top5_acc: 0.6557, loss_cls: 2.6318, loss: 4.0717, grad_norm: 3.1391 2020-09-11 10:02:48,947 - mmaction - INFO - Epoch [42][540/940] lr: 4.000e-02, eta: 2 days, 4:46:31, time: 1.814, data_time: 0.007, memory: 6924, loss_aux: 1.4342, top1_acc: 0.4219, top5_acc: 0.6613, loss_cls: 2.5866, loss: 4.0207, grad_norm: 3.1749 2020-09-11 10:03:25,374 - mmaction - INFO - Epoch [42][560/940] lr: 4.000e-02, eta: 2 days, 4:45:51, time: 1.823, data_time: 0.009, memory: 6924, loss_aux: 1.4499, top1_acc: 0.4148, top5_acc: 0.6531, loss_cls: 2.6504, loss: 4.1003, grad_norm: 3.1536 2020-09-11 10:04:01,643 - mmaction - INFO - Epoch [42][580/940] lr: 4.000e-02, eta: 2 days, 4:45:11, time: 1.810, data_time: 0.005, memory: 6924, loss_aux: 1.4302, top1_acc: 0.4137, top5_acc: 0.6662, loss_cls: 2.6035, loss: 4.0337, grad_norm: 3.0933 2020-09-11 10:04:38,078 - mmaction - INFO - Epoch [42][600/940] lr: 4.000e-02, eta: 2 days, 4:44:32, time: 1.825, data_time: 0.007, memory: 6924, loss_aux: 1.4033, top1_acc: 0.4309, top5_acc: 0.6748, loss_cls: 2.5450, loss: 3.9483, grad_norm: 3.0712 2020-09-11 10:05:14,802 - mmaction - INFO - Epoch [42][620/940] lr: 4.000e-02, eta: 2 days, 4:43:53, time: 1.831, data_time: 0.006, memory: 6924, loss_aux: 1.4154, top1_acc: 0.4301, top5_acc: 0.6713, loss_cls: 2.5550, loss: 3.9704, grad_norm: 3.0910 2020-09-11 10:05:50,076 - mmaction - INFO - Epoch [42][640/940] lr: 4.000e-02, eta: 2 days, 4:43:11, time: 1.768, data_time: 0.009, memory: 6924, loss_aux: 1.4097, top1_acc: 0.4168, top5_acc: 0.6713, loss_cls: 2.5744, loss: 3.9841, grad_norm: 3.1471 2020-09-11 10:06:27,145 - mmaction - INFO - Epoch [42][660/940] lr: 4.000e-02, eta: 2 days, 4:42:33, time: 1.852, data_time: 0.006, memory: 6924, loss_aux: 1.4117, top1_acc: 0.4219, top5_acc: 0.6736, loss_cls: 2.5391, loss: 3.9507, grad_norm: 3.1785 2020-09-11 10:07:02,749 - mmaction - INFO - Epoch [42][680/940] lr: 4.000e-02, eta: 2 days, 4:41:51, time: 1.782, data_time: 0.006, memory: 6924, loss_aux: 1.4380, top1_acc: 0.4146, top5_acc: 0.6678, loss_cls: 2.5878, loss: 4.0259, grad_norm: 3.1466 2020-09-11 10:07:35,901 - mmaction - INFO - Epoch [42][700/940] lr: 4.000e-02, eta: 2 days, 4:41:03, time: 1.656, data_time: 0.005, memory: 6924, loss_aux: 1.4241, top1_acc: 0.4260, top5_acc: 0.6633, loss_cls: 2.5771, loss: 4.0011, grad_norm: 3.1534 2020-09-11 10:08:11,212 - mmaction - INFO - Epoch [42][720/940] lr: 4.000e-02, eta: 2 days, 4:40:21, time: 1.768, data_time: 0.006, memory: 6924, loss_aux: 1.4103, top1_acc: 0.4254, top5_acc: 0.6723, loss_cls: 2.5465, loss: 3.9568, grad_norm: 3.1495 2020-09-11 10:08:46,988 - mmaction - INFO - Epoch [42][740/940] lr: 4.000e-02, eta: 2 days, 4:39:40, time: 1.787, data_time: 0.006, memory: 6924, loss_aux: 1.4574, top1_acc: 0.4041, top5_acc: 0.6516, loss_cls: 2.6648, loss: 4.1222, grad_norm: 3.2390 2020-09-11 10:09:22,761 - mmaction - INFO - Epoch [42][760/940] lr: 4.000e-02, eta: 2 days, 4:38:59, time: 1.790, data_time: 0.006, memory: 6924, loss_aux: 1.4358, top1_acc: 0.4182, top5_acc: 0.6656, loss_cls: 2.5990, loss: 4.0348, grad_norm: 3.2011 2020-09-11 10:09:58,992 - mmaction - INFO - Epoch [42][780/940] lr: 4.000e-02, eta: 2 days, 4:38:18, time: 1.809, data_time: 0.006, memory: 6924, loss_aux: 1.4442, top1_acc: 0.4082, top5_acc: 0.6592, loss_cls: 2.6271, loss: 4.0712, grad_norm: 3.2412 2020-09-11 10:10:35,044 - mmaction - INFO - Epoch [42][800/940] lr: 4.000e-02, eta: 2 days, 4:37:38, time: 1.804, data_time: 0.006, memory: 6924, loss_aux: 1.4488, top1_acc: 0.4111, top5_acc: 0.6639, loss_cls: 2.6272, loss: 4.0760, grad_norm: 3.4923 2020-09-11 10:11:10,485 - mmaction - INFO - Epoch [42][820/940] lr: 4.000e-02, eta: 2 days, 4:36:56, time: 1.772, data_time: 0.007, memory: 6924, loss_aux: 1.4430, top1_acc: 0.4148, top5_acc: 0.6635, loss_cls: 2.6078, loss: 4.0508, grad_norm: 3.1854 2020-09-11 10:11:45,709 - mmaction - INFO - Epoch [42][840/940] lr: 4.000e-02, eta: 2 days, 4:36:14, time: 1.762, data_time: 0.005, memory: 6924, loss_aux: 1.4185, top1_acc: 0.4229, top5_acc: 0.6668, loss_cls: 2.5778, loss: 3.9964, grad_norm: 3.1737 2020-09-11 10:12:21,566 - mmaction - INFO - Epoch [42][860/940] lr: 4.000e-02, eta: 2 days, 4:35:33, time: 1.792, data_time: 0.005, memory: 6924, loss_aux: 1.4266, top1_acc: 0.4277, top5_acc: 0.6719, loss_cls: 2.5835, loss: 4.0100, grad_norm: 3.1648 2020-09-11 10:12:57,232 - mmaction - INFO - Epoch [42][880/940] lr: 4.000e-02, eta: 2 days, 4:34:51, time: 1.785, data_time: 0.006, memory: 6924, loss_aux: 1.4141, top1_acc: 0.4188, top5_acc: 0.6729, loss_cls: 2.5679, loss: 3.9820, grad_norm: 3.1012 2020-09-11 10:13:32,600 - mmaction - INFO - Epoch [42][900/940] lr: 4.000e-02, eta: 2 days, 4:34:09, time: 1.768, data_time: 0.002, memory: 6924, loss_aux: 1.4333, top1_acc: 0.4135, top5_acc: 0.6643, loss_cls: 2.6137, loss: 4.0470, grad_norm: 3.1630 2020-09-11 10:14:08,037 - mmaction - INFO - Epoch [42][920/940] lr: 4.000e-02, eta: 2 days, 4:33:27, time: 1.770, data_time: 0.005, memory: 6924, loss_aux: 1.4251, top1_acc: 0.4250, top5_acc: 0.6668, loss_cls: 2.5822, loss: 4.0074, grad_norm: 3.1350 2020-09-11 10:14:43,600 - mmaction - INFO - Epoch [42][940/940] lr: 4.000e-02, eta: 2 days, 4:32:45, time: 1.780, data_time: 0.006, memory: 6924, loss_aux: 1.4410, top1_acc: 0.4178, top5_acc: 0.6662, loss_cls: 2.5996, loss: 4.0405, grad_norm: 3.2821 2020-09-11 10:14:44,141 - mmaction - INFO - Saving checkpoint at 42 epochs 2020-09-11 10:15:30,412 - mmaction - INFO - Epoch [43][20/940] lr: 4.000e-02, eta: 2 days, 4:32:20, time: 2.090, data_time: 0.796, memory: 6924, loss_aux: 1.4165, top1_acc: 0.4289, top5_acc: 0.6672, loss_cls: 2.5745, loss: 3.9910, grad_norm: 3.1979 2020-09-11 10:16:03,130 - mmaction - INFO - Epoch [43][40/940] lr: 4.000e-02, eta: 2 days, 4:31:31, time: 1.636, data_time: 0.005, memory: 6924, loss_aux: 1.4313, top1_acc: 0.4189, top5_acc: 0.6658, loss_cls: 2.5749, loss: 4.0062, grad_norm: 3.1944 2020-09-11 10:16:37,511 - mmaction - INFO - Epoch [43][60/940] lr: 4.000e-02, eta: 2 days, 4:30:46, time: 1.717, data_time: 0.006, memory: 6924, loss_aux: 1.4031, top1_acc: 0.4305, top5_acc: 0.6758, loss_cls: 2.5403, loss: 3.9434, grad_norm: 3.2111 2020-09-11 10:17:12,806 - mmaction - INFO - Epoch [43][80/940] lr: 4.000e-02, eta: 2 days, 4:30:04, time: 1.765, data_time: 0.006, memory: 6924, loss_aux: 1.3975, top1_acc: 0.4391, top5_acc: 0.6775, loss_cls: 2.5247, loss: 3.9222, grad_norm: 3.1950 2020-09-11 10:17:48,903 - mmaction - INFO - Epoch [43][100/940] lr: 4.000e-02, eta: 2 days, 4:29:24, time: 1.805, data_time: 0.007, memory: 6924, loss_aux: 1.4134, top1_acc: 0.4318, top5_acc: 0.6744, loss_cls: 2.5448, loss: 3.9582, grad_norm: 3.1100 2020-09-11 10:18:24,219 - mmaction - INFO - Epoch [43][120/940] lr: 4.000e-02, eta: 2 days, 4:28:41, time: 1.767, data_time: 0.006, memory: 6924, loss_aux: 1.4226, top1_acc: 0.4279, top5_acc: 0.6717, loss_cls: 2.5494, loss: 3.9721, grad_norm: 3.1601 2020-09-11 10:18:58,936 - mmaction - INFO - Epoch [43][140/940] lr: 4.000e-02, eta: 2 days, 4:27:58, time: 1.734, data_time: 0.005, memory: 6924, loss_aux: 1.4123, top1_acc: 0.4227, top5_acc: 0.6654, loss_cls: 2.5626, loss: 3.9748, grad_norm: 3.1583 2020-09-11 10:19:34,027 - mmaction - INFO - Epoch [43][160/940] lr: 4.000e-02, eta: 2 days, 4:27:15, time: 1.757, data_time: 0.006, memory: 6924, loss_aux: 1.4088, top1_acc: 0.4281, top5_acc: 0.6697, loss_cls: 2.5549, loss: 3.9636, grad_norm: 3.1623 2020-09-11 10:20:09,578 - mmaction - INFO - Epoch [43][180/940] lr: 4.000e-02, eta: 2 days, 4:26:33, time: 1.776, data_time: 0.006, memory: 6924, loss_aux: 1.3947, top1_acc: 0.4320, top5_acc: 0.6754, loss_cls: 2.5272, loss: 3.9219, grad_norm: 3.1737 2020-09-11 10:20:46,148 - mmaction - INFO - Epoch [43][200/940] lr: 4.000e-02, eta: 2 days, 4:25:54, time: 1.829, data_time: 0.003, memory: 6924, loss_aux: 1.4269, top1_acc: 0.4209, top5_acc: 0.6635, loss_cls: 2.5802, loss: 4.0070, grad_norm: 3.1534 2020-09-11 10:21:22,491 - mmaction - INFO - Epoch [43][220/940] lr: 4.000e-02, eta: 2 days, 4:25:14, time: 1.815, data_time: 0.005, memory: 6924, loss_aux: 1.4276, top1_acc: 0.4254, top5_acc: 0.6723, loss_cls: 2.5882, loss: 4.0158, grad_norm: 3.1269 2020-09-11 10:21:58,856 - mmaction - INFO - Epoch [43][240/940] lr: 4.000e-02, eta: 2 days, 4:24:35, time: 1.818, data_time: 0.006, memory: 6924, loss_aux: 1.4459, top1_acc: 0.4170, top5_acc: 0.6604, loss_cls: 2.6169, loss: 4.0628, grad_norm: 3.2544 2020-09-11 10:22:35,259 - mmaction - INFO - Epoch [43][260/940] lr: 4.000e-02, eta: 2 days, 4:23:56, time: 1.821, data_time: 0.007, memory: 6924, loss_aux: 1.4097, top1_acc: 0.4354, top5_acc: 0.6699, loss_cls: 2.5520, loss: 3.9617, grad_norm: 3.2085 2020-09-11 10:23:12,327 - mmaction - INFO - Epoch [43][280/940] lr: 4.000e-02, eta: 2 days, 4:23:18, time: 1.855, data_time: 0.005, memory: 6924, loss_aux: 1.3987, top1_acc: 0.4381, top5_acc: 0.6785, loss_cls: 2.5193, loss: 3.9180, grad_norm: 3.1473 2020-09-11 10:23:49,201 - mmaction - INFO - Epoch [43][300/940] lr: 4.000e-02, eta: 2 days, 4:22:40, time: 1.843, data_time: 0.004, memory: 6924, loss_aux: 1.4287, top1_acc: 0.4088, top5_acc: 0.6664, loss_cls: 2.5909, loss: 4.0197, grad_norm: 3.1899 2020-09-11 10:24:26,198 - mmaction - INFO - Epoch [43][320/940] lr: 4.000e-02, eta: 2 days, 4:22:02, time: 1.848, data_time: 0.007, memory: 6924, loss_aux: 1.4313, top1_acc: 0.4180, top5_acc: 0.6570, loss_cls: 2.6046, loss: 4.0359, grad_norm: 3.1425 2020-09-11 10:25:03,950 - mmaction - INFO - Epoch [43][340/940] lr: 4.000e-02, eta: 2 days, 4:21:26, time: 1.890, data_time: 0.006, memory: 6924, loss_aux: 1.4320, top1_acc: 0.4076, top5_acc: 0.6586, loss_cls: 2.6189, loss: 4.0509, grad_norm: 3.1618 2020-09-11 10:25:41,682 - mmaction - INFO - Epoch [43][360/940] lr: 4.000e-02, eta: 2 days, 4:20:50, time: 1.887, data_time: 0.002, memory: 6924, loss_aux: 1.4234, top1_acc: 0.4311, top5_acc: 0.6721, loss_cls: 2.5663, loss: 3.9897, grad_norm: 3.1565 2020-09-11 10:26:19,328 - mmaction - INFO - Epoch [43][380/940] lr: 4.000e-02, eta: 2 days, 4:20:13, time: 1.881, data_time: 0.006, memory: 6924, loss_aux: 1.4404, top1_acc: 0.4176, top5_acc: 0.6582, loss_cls: 2.6286, loss: 4.0690, grad_norm: 3.1667 2020-09-11 10:26:56,738 - mmaction - INFO - Epoch [43][400/940] lr: 4.000e-02, eta: 2 days, 4:19:36, time: 1.871, data_time: 0.006, memory: 6924, loss_aux: 1.4265, top1_acc: 0.4297, top5_acc: 0.6646, loss_cls: 2.5788, loss: 4.0054, grad_norm: 3.1754 2020-09-11 10:27:34,443 - mmaction - INFO - Epoch [43][420/940] lr: 4.000e-02, eta: 2 days, 4:19:00, time: 1.884, data_time: 0.007, memory: 6924, loss_aux: 1.4200, top1_acc: 0.4297, top5_acc: 0.6719, loss_cls: 2.5641, loss: 3.9841, grad_norm: 3.1373 2020-09-11 10:28:12,247 - mmaction - INFO - Epoch [43][440/940] lr: 4.000e-02, eta: 2 days, 4:18:25, time: 1.892, data_time: 0.006, memory: 6924, loss_aux: 1.4240, top1_acc: 0.4166, top5_acc: 0.6602, loss_cls: 2.5673, loss: 3.9913, grad_norm: 3.1283 2020-09-11 10:28:50,505 - mmaction - INFO - Epoch [43][460/940] lr: 4.000e-02, eta: 2 days, 4:17:50, time: 1.913, data_time: 0.006, memory: 6924, loss_aux: 1.4515, top1_acc: 0.4191, top5_acc: 0.6582, loss_cls: 2.6371, loss: 4.0886, grad_norm: 3.1902 2020-09-11 10:29:29,195 - mmaction - INFO - Epoch [43][480/940] lr: 4.000e-02, eta: 2 days, 4:17:16, time: 1.935, data_time: 0.002, memory: 6924, loss_aux: 1.4348, top1_acc: 0.4158, top5_acc: 0.6604, loss_cls: 2.6193, loss: 4.0541, grad_norm: 3.2227 2020-09-11 10:30:07,469 - mmaction - INFO - Epoch [43][500/940] lr: 4.000e-02, eta: 2 days, 4:16:41, time: 1.913, data_time: 0.005, memory: 6924, loss_aux: 1.4332, top1_acc: 0.4148, top5_acc: 0.6678, loss_cls: 2.5922, loss: 4.0255, grad_norm: 3.1980 2020-09-11 10:30:46,209 - mmaction - INFO - Epoch [43][520/940] lr: 4.000e-02, eta: 2 days, 4:16:08, time: 1.937, data_time: 0.003, memory: 6924, loss_aux: 1.4391, top1_acc: 0.4148, top5_acc: 0.6488, loss_cls: 2.6129, loss: 4.0521, grad_norm: 3.1186 2020-09-11 10:31:26,206 - mmaction - INFO - Epoch [43][540/940] lr: 4.000e-02, eta: 2 days, 4:15:37, time: 1.997, data_time: 0.003, memory: 6924, loss_aux: 1.3978, top1_acc: 0.4377, top5_acc: 0.6830, loss_cls: 2.5282, loss: 3.9261, grad_norm: 3.1392 2020-09-11 10:32:04,557 - mmaction - INFO - Epoch [43][560/940] lr: 4.000e-02, eta: 2 days, 4:15:03, time: 1.918, data_time: 0.009, memory: 6924, loss_aux: 1.4485, top1_acc: 0.4133, top5_acc: 0.6557, loss_cls: 2.6289, loss: 4.0775, grad_norm: 3.1538 2020-09-11 10:32:43,412 - mmaction - INFO - Epoch [43][580/940] lr: 4.000e-02, eta: 2 days, 4:14:30, time: 1.943, data_time: 0.006, memory: 6924, loss_aux: 1.4424, top1_acc: 0.4191, top5_acc: 0.6598, loss_cls: 2.6288, loss: 4.0712, grad_norm: 3.1065 2020-09-11 10:33:22,174 - mmaction - INFO - Epoch [43][600/940] lr: 4.000e-02, eta: 2 days, 4:13:56, time: 1.938, data_time: 0.007, memory: 6924, loss_aux: 1.3881, top1_acc: 0.4398, top5_acc: 0.6736, loss_cls: 2.5022, loss: 3.8903, grad_norm: 3.1122 2020-09-11 10:34:01,049 - mmaction - INFO - Epoch [43][620/940] lr: 4.000e-02, eta: 2 days, 4:13:23, time: 1.946, data_time: 0.006, memory: 6924, loss_aux: 1.4263, top1_acc: 0.4186, top5_acc: 0.6680, loss_cls: 2.6036, loss: 4.0299, grad_norm: 3.1606 2020-09-11 10:34:40,622 - mmaction - INFO - Epoch [43][640/940] lr: 4.000e-02, eta: 2 days, 4:12:52, time: 1.977, data_time: 0.006, memory: 6924, loss_aux: 1.4305, top1_acc: 0.4168, top5_acc: 0.6709, loss_cls: 2.5876, loss: 4.0181, grad_norm: 3.1797 2020-09-11 10:35:19,557 - mmaction - INFO - Epoch [43][660/940] lr: 4.000e-02, eta: 2 days, 4:12:18, time: 1.947, data_time: 0.006, memory: 6924, loss_aux: 1.4123, top1_acc: 0.4287, top5_acc: 0.6783, loss_cls: 2.5442, loss: 3.9566, grad_norm: 3.1592 2020-09-11 10:35:58,848 - mmaction - INFO - Epoch [43][680/940] lr: 4.000e-02, eta: 2 days, 4:11:46, time: 1.966, data_time: 0.006, memory: 6924, loss_aux: 1.4223, top1_acc: 0.4268, top5_acc: 0.6645, loss_cls: 2.5780, loss: 4.0003, grad_norm: 3.1286 2020-09-11 10:36:38,600 - mmaction - INFO - Epoch [43][700/940] lr: 4.000e-02, eta: 2 days, 4:11:15, time: 1.986, data_time: 0.006, memory: 6924, loss_aux: 1.4015, top1_acc: 0.4297, top5_acc: 0.6777, loss_cls: 2.5347, loss: 3.9362, grad_norm: 3.2277 2020-09-11 10:37:17,761 - mmaction - INFO - Epoch [43][720/940] lr: 4.000e-02, eta: 2 days, 4:10:43, time: 1.960, data_time: 0.006, memory: 6924, loss_aux: 1.4262, top1_acc: 0.4193, top5_acc: 0.6715, loss_cls: 2.5642, loss: 3.9904, grad_norm: 3.2562 2020-09-11 10:37:58,015 - mmaction - INFO - Epoch [43][740/940] lr: 4.000e-02, eta: 2 days, 4:10:13, time: 2.012, data_time: 0.006, memory: 6924, loss_aux: 1.4353, top1_acc: 0.4232, top5_acc: 0.6619, loss_cls: 2.6064, loss: 4.0416, grad_norm: 3.2396 2020-09-11 10:38:37,045 - mmaction - INFO - Epoch [43][760/940] lr: 4.000e-02, eta: 2 days, 4:09:40, time: 1.952, data_time: 0.005, memory: 6924, loss_aux: 1.4279, top1_acc: 0.4188, top5_acc: 0.6641, loss_cls: 2.5957, loss: 4.0236, grad_norm: 3.1550 2020-09-11 10:39:16,829 - mmaction - INFO - Epoch [43][780/940] lr: 4.000e-02, eta: 2 days, 4:09:09, time: 1.987, data_time: 0.003, memory: 6924, loss_aux: 1.4228, top1_acc: 0.4203, top5_acc: 0.6645, loss_cls: 2.5720, loss: 3.9948, grad_norm: 3.1782 2020-09-11 10:39:56,464 - mmaction - INFO - Epoch [43][800/940] lr: 4.000e-02, eta: 2 days, 4:08:38, time: 1.982, data_time: 0.006, memory: 6924, loss_aux: 1.4175, top1_acc: 0.4100, top5_acc: 0.6752, loss_cls: 2.5726, loss: 3.9901, grad_norm: 3.1485 2020-09-11 10:40:35,683 - mmaction - INFO - Epoch [43][820/940] lr: 4.000e-02, eta: 2 days, 4:08:05, time: 1.962, data_time: 0.006, memory: 6924, loss_aux: 1.4038, top1_acc: 0.4293, top5_acc: 0.6787, loss_cls: 2.5323, loss: 3.9362, grad_norm: 3.1333 2020-09-11 10:41:16,129 - mmaction - INFO - Epoch [43][840/940] lr: 4.000e-02, eta: 2 days, 4:07:36, time: 2.021, data_time: 0.006, memory: 6924, loss_aux: 1.4283, top1_acc: 0.4236, top5_acc: 0.6594, loss_cls: 2.6094, loss: 4.0377, grad_norm: 3.1424 2020-09-11 10:41:55,668 - mmaction - INFO - Epoch [43][860/940] lr: 4.000e-02, eta: 2 days, 4:07:04, time: 1.978, data_time: 0.006, memory: 6924, loss_aux: 1.4496, top1_acc: 0.4207, top5_acc: 0.6611, loss_cls: 2.6437, loss: 4.0932, grad_norm: 3.2260 2020-09-11 10:42:35,735 - mmaction - INFO - Epoch [43][880/940] lr: 4.000e-02, eta: 2 days, 4:06:34, time: 2.003, data_time: 0.006, memory: 6924, loss_aux: 1.4310, top1_acc: 0.4291, top5_acc: 0.6711, loss_cls: 2.5792, loss: 4.0101, grad_norm: 3.1667 2020-09-11 10:43:16,142 - mmaction - INFO - Epoch [43][900/940] lr: 4.000e-02, eta: 2 days, 4:06:04, time: 2.019, data_time: 0.003, memory: 6924, loss_aux: 1.4331, top1_acc: 0.4195, top5_acc: 0.6646, loss_cls: 2.6146, loss: 4.0477, grad_norm: 3.1583 2020-09-11 10:43:56,296 - mmaction - INFO - Epoch [43][920/940] lr: 4.000e-02, eta: 2 days, 4:05:34, time: 2.008, data_time: 0.006, memory: 6924, loss_aux: 1.4147, top1_acc: 0.4240, top5_acc: 0.6777, loss_cls: 2.5677, loss: 3.9824, grad_norm: 3.1896 2020-09-11 10:44:35,031 - mmaction - INFO - Epoch [43][940/940] lr: 4.000e-02, eta: 2 days, 4:05:01, time: 1.938, data_time: 0.005, memory: 6924, loss_aux: 1.4518, top1_acc: 0.4160, top5_acc: 0.6530, loss_cls: 2.6434, loss: 4.0952, grad_norm: 3.3087 2020-09-11 10:44:35,444 - mmaction - INFO - Saving checkpoint at 43 epochs 2020-09-11 10:45:22,755 - mmaction - INFO - Epoch [44][20/940] lr: 4.000e-02, eta: 2 days, 4:04:30, time: 1.988, data_time: 0.302, memory: 6924, loss_aux: 1.4408, top1_acc: 0.4193, top5_acc: 0.6666, loss_cls: 2.5979, loss: 4.0387, grad_norm: 3.2542 2020-09-11 10:46:00,974 - mmaction - INFO - Epoch [44][40/940] lr: 4.000e-02, eta: 2 days, 4:03:55, time: 1.913, data_time: 0.006, memory: 6924, loss_aux: 1.4151, top1_acc: 0.4236, top5_acc: 0.6754, loss_cls: 2.5561, loss: 3.9712, grad_norm: 3.1847 2020-09-11 10:46:41,091 - mmaction - INFO - Epoch [44][60/940] lr: 4.000e-02, eta: 2 days, 4:03:24, time: 2.004, data_time: 0.005, memory: 6924, loss_aux: 1.4234, top1_acc: 0.4201, top5_acc: 0.6656, loss_cls: 2.5879, loss: 4.0113, grad_norm: 3.1275 2020-09-11 10:47:21,587 - mmaction - INFO - Epoch [44][80/940] lr: 4.000e-02, eta: 2 days, 4:02:55, time: 2.026, data_time: 0.006, memory: 6924, loss_aux: 1.4074, top1_acc: 0.4275, top5_acc: 0.6666, loss_cls: 2.5465, loss: 3.9539, grad_norm: 3.1367 2020-09-11 10:48:01,730 - mmaction - INFO - Epoch [44][100/940] lr: 4.000e-02, eta: 2 days, 4:02:25, time: 2.006, data_time: 0.007, memory: 6924, loss_aux: 1.4210, top1_acc: 0.4248, top5_acc: 0.6705, loss_cls: 2.5897, loss: 4.0107, grad_norm: 3.1568 2020-09-11 10:48:41,336 - mmaction - INFO - Epoch [44][120/940] lr: 4.000e-02, eta: 2 days, 4:01:53, time: 1.981, data_time: 0.005, memory: 6924, loss_aux: 1.3850, top1_acc: 0.4324, top5_acc: 0.6900, loss_cls: 2.4798, loss: 3.8648, grad_norm: 3.1217 2020-09-11 10:49:20,916 - mmaction - INFO - Epoch [44][140/940] lr: 4.000e-02, eta: 2 days, 4:01:22, time: 1.977, data_time: 0.006, memory: 6924, loss_aux: 1.3829, top1_acc: 0.4340, top5_acc: 0.6857, loss_cls: 2.4916, loss: 3.8745, grad_norm: 3.1820 2020-09-11 10:50:00,357 - mmaction - INFO - Epoch [44][160/940] lr: 4.000e-02, eta: 2 days, 4:00:50, time: 1.973, data_time: 0.006, memory: 6924, loss_aux: 1.4038, top1_acc: 0.4320, top5_acc: 0.6779, loss_cls: 2.5265, loss: 3.9303, grad_norm: 3.1834 2020-09-11 10:50:39,589 - mmaction - INFO - Epoch [44][180/940] lr: 4.000e-02, eta: 2 days, 4:00:17, time: 1.963, data_time: 0.005, memory: 6924, loss_aux: 1.3964, top1_acc: 0.4191, top5_acc: 0.6746, loss_cls: 2.5349, loss: 3.9313, grad_norm: 3.1849 2020-09-11 10:51:18,085 - mmaction - INFO - Epoch [44][200/940] lr: 4.000e-02, eta: 2 days, 3:59:43, time: 1.922, data_time: 0.006, memory: 6924, loss_aux: 1.4075, top1_acc: 0.4230, top5_acc: 0.6713, loss_cls: 2.5350, loss: 3.9425, grad_norm: 3.1753 2020-09-11 10:51:56,691 - mmaction - INFO - Epoch [44][220/940] lr: 4.000e-02, eta: 2 days, 3:59:09, time: 1.930, data_time: 0.006, memory: 6924, loss_aux: 1.4409, top1_acc: 0.4168, top5_acc: 0.6613, loss_cls: 2.6201, loss: 4.0610, grad_norm: 3.2162 2020-09-11 10:52:34,925 - mmaction - INFO - Epoch [44][240/940] lr: 4.000e-02, eta: 2 days, 3:58:34, time: 1.914, data_time: 0.006, memory: 6924, loss_aux: 1.4164, top1_acc: 0.4229, top5_acc: 0.6621, loss_cls: 2.5799, loss: 3.9963, grad_norm: 3.1414 2020-09-11 10:53:12,786 - mmaction - INFO - Epoch [44][260/940] lr: 4.000e-02, eta: 2 days, 3:57:58, time: 1.892, data_time: 0.003, memory: 6924, loss_aux: 1.4102, top1_acc: 0.4316, top5_acc: 0.6662, loss_cls: 2.5640, loss: 3.9742, grad_norm: 3.1623 2020-09-11 10:53:50,681 - mmaction - INFO - Epoch [44][280/940] lr: 4.000e-02, eta: 2 days, 3:57:22, time: 1.894, data_time: 0.006, memory: 6924, loss_aux: 1.4142, top1_acc: 0.4332, top5_acc: 0.6687, loss_cls: 2.5490, loss: 3.9632, grad_norm: 3.1480 2020-09-11 10:54:28,661 - mmaction - INFO - Epoch [44][300/940] lr: 4.000e-02, eta: 2 days, 3:56:47, time: 1.901, data_time: 0.006, memory: 6924, loss_aux: 1.4348, top1_acc: 0.4336, top5_acc: 0.6662, loss_cls: 2.5670, loss: 4.0018, grad_norm: 3.1761 2020-09-11 10:55:06,323 - mmaction - INFO - Epoch [44][320/940] lr: 4.000e-02, eta: 2 days, 3:56:10, time: 1.883, data_time: 0.006, memory: 6924, loss_aux: 1.4259, top1_acc: 0.4193, top5_acc: 0.6723, loss_cls: 2.5941, loss: 4.0201, grad_norm: 3.2091 2020-09-11 10:55:43,477 - mmaction - INFO - Epoch [44][340/940] lr: 4.000e-02, eta: 2 days, 3:55:32, time: 1.856, data_time: 0.003, memory: 6924, loss_aux: 1.4205, top1_acc: 0.4211, top5_acc: 0.6641, loss_cls: 2.5631, loss: 3.9837, grad_norm: 3.1958 2020-09-11 10:56:20,538 - mmaction - INFO - Epoch [44][360/940] lr: 4.000e-02, eta: 2 days, 3:54:55, time: 1.855, data_time: 0.006, memory: 6924, loss_aux: 1.4059, top1_acc: 0.4221, top5_acc: 0.6730, loss_cls: 2.5413, loss: 3.9472, grad_norm: 3.1900 2020-09-11 10:56:58,079 - mmaction - INFO - Epoch [44][380/940] lr: 4.000e-02, eta: 2 days, 3:54:18, time: 1.876, data_time: 0.006, memory: 6924, loss_aux: 1.4475, top1_acc: 0.4275, top5_acc: 0.6555, loss_cls: 2.6229, loss: 4.0705, grad_norm: 3.1862 2020-09-11 10:57:35,761 - mmaction - INFO - Epoch [44][400/940] lr: 4.000e-02, eta: 2 days, 3:53:42, time: 1.885, data_time: 0.005, memory: 6924, loss_aux: 1.4186, top1_acc: 0.4277, top5_acc: 0.6627, loss_cls: 2.5737, loss: 3.9924, grad_norm: 3.1696 2020-09-11 10:58:13,741 - mmaction - INFO - Epoch [44][420/940] lr: 4.000e-02, eta: 2 days, 3:53:06, time: 1.897, data_time: 0.007, memory: 6924, loss_aux: 1.4444, top1_acc: 0.4113, top5_acc: 0.6574, loss_cls: 2.6334, loss: 4.0778, grad_norm: 3.2142 2020-09-11 10:58:50,368 - mmaction - INFO - Epoch [44][440/940] lr: 4.000e-02, eta: 2 days, 3:52:27, time: 1.831, data_time: 0.006, memory: 6924, loss_aux: 1.4417, top1_acc: 0.4150, top5_acc: 0.6676, loss_cls: 2.6035, loss: 4.0453, grad_norm: 3.2158 2020-09-11 10:59:26,786 - mmaction - INFO - Epoch [44][460/940] lr: 4.000e-02, eta: 2 days, 3:51:48, time: 1.823, data_time: 0.006, memory: 6924, loss_aux: 1.4453, top1_acc: 0.4178, top5_acc: 0.6607, loss_cls: 2.6123, loss: 4.0575, grad_norm: 3.1483 2020-09-11 11:00:15,055 - mmaction - INFO - Epoch [44][480/940] lr: 4.000e-02, eta: 2 days, 3:51:35, time: 2.365, data_time: 0.006, memory: 6924, loss_aux: 1.4110, top1_acc: 0.4334, top5_acc: 0.6850, loss_cls: 2.5344, loss: 3.9454, grad_norm: 3.1599 2020-09-11 11:00:48,769 - mmaction - INFO - Epoch [44][500/940] lr: 4.000e-02, eta: 2 days, 3:50:51, time: 1.734, data_time: 0.077, memory: 6924, loss_aux: 1.4267, top1_acc: 0.4303, top5_acc: 0.6619, loss_cls: 2.5791, loss: 4.0058, grad_norm: 3.1478 2020-09-11 11:01:25,317 - mmaction - INFO - Epoch [44][520/940] lr: 4.000e-02, eta: 2 days, 3:50:12, time: 1.824, data_time: 0.006, memory: 6924, loss_aux: 1.4156, top1_acc: 0.4215, top5_acc: 0.6730, loss_cls: 2.5504, loss: 3.9660, grad_norm: 3.1558 2020-09-11 11:02:00,554 - mmaction - INFO - Epoch [44][540/940] lr: 4.000e-02, eta: 2 days, 3:49:30, time: 1.765, data_time: 0.008, memory: 6924, loss_aux: 1.4035, top1_acc: 0.4297, top5_acc: 0.6768, loss_cls: 2.5284, loss: 3.9320, grad_norm: 3.1786 2020-09-11 11:02:37,243 - mmaction - INFO - Epoch [44][560/940] lr: 4.000e-02, eta: 2 days, 3:48:51, time: 1.834, data_time: 0.002, memory: 6924, loss_aux: 1.4390, top1_acc: 0.4189, top5_acc: 0.6562, loss_cls: 2.6155, loss: 4.0545, grad_norm: 3.1762 2020-09-11 11:03:13,924 - mmaction - INFO - Epoch [44][580/940] lr: 4.000e-02, eta: 2 days, 3:48:12, time: 1.831, data_time: 0.003, memory: 6924, loss_aux: 1.4173, top1_acc: 0.4223, top5_acc: 0.6742, loss_cls: 2.5605, loss: 3.9778, grad_norm: 3.2500 2020-09-11 11:03:50,421 - mmaction - INFO - Epoch [44][600/940] lr: 4.000e-02, eta: 2 days, 3:47:33, time: 1.827, data_time: 0.006, memory: 6924, loss_aux: 1.4083, top1_acc: 0.4313, top5_acc: 0.6730, loss_cls: 2.5445, loss: 3.9529, grad_norm: 3.1838 2020-09-11 11:04:27,627 - mmaction - INFO - Epoch [44][620/940] lr: 4.000e-02, eta: 2 days, 3:46:55, time: 1.858, data_time: 0.006, memory: 6924, loss_aux: 1.4257, top1_acc: 0.4170, top5_acc: 0.6730, loss_cls: 2.5826, loss: 4.0083, grad_norm: 3.1547 2020-09-11 11:05:04,165 - mmaction - INFO - Epoch [44][640/940] lr: 4.000e-02, eta: 2 days, 3:46:16, time: 1.829, data_time: 0.006, memory: 6924, loss_aux: 1.4210, top1_acc: 0.4238, top5_acc: 0.6742, loss_cls: 2.5702, loss: 3.9912, grad_norm: 3.2353 2020-09-11 11:05:40,300 - mmaction - INFO - Epoch [44][660/940] lr: 4.000e-02, eta: 2 days, 3:45:36, time: 1.807, data_time: 0.003, memory: 6924, loss_aux: 1.4311, top1_acc: 0.4207, top5_acc: 0.6686, loss_cls: 2.5755, loss: 4.0067, grad_norm: 3.1505 2020-09-11 11:06:16,471 - mmaction - INFO - Epoch [44][680/940] lr: 4.000e-02, eta: 2 days, 3:44:56, time: 1.808, data_time: 0.005, memory: 6924, loss_aux: 1.4213, top1_acc: 0.4240, top5_acc: 0.6674, loss_cls: 2.5611, loss: 3.9825, grad_norm: 3.2025 2020-09-11 11:06:53,084 - mmaction - INFO - Epoch [44][700/940] lr: 4.000e-02, eta: 2 days, 3:44:17, time: 1.831, data_time: 0.004, memory: 6924, loss_aux: 1.4024, top1_acc: 0.4316, top5_acc: 0.6687, loss_cls: 2.5404, loss: 3.9427, grad_norm: 3.1859 2020-09-11 11:07:29,295 - mmaction - INFO - Epoch [44][720/940] lr: 4.000e-02, eta: 2 days, 3:43:37, time: 1.809, data_time: 0.006, memory: 6924, loss_aux: 1.4302, top1_acc: 0.4188, top5_acc: 0.6643, loss_cls: 2.5851, loss: 4.0153, grad_norm: 3.1885 2020-09-11 11:08:05,042 - mmaction - INFO - Epoch [44][740/940] lr: 4.000e-02, eta: 2 days, 3:42:56, time: 1.789, data_time: 0.006, memory: 6924, loss_aux: 1.4057, top1_acc: 0.4273, top5_acc: 0.6752, loss_cls: 2.5527, loss: 3.9584, grad_norm: 3.1699 2020-09-11 11:08:41,471 - mmaction - INFO - Epoch [44][760/940] lr: 4.000e-02, eta: 2 days, 3:42:16, time: 1.820, data_time: 0.006, memory: 6924, loss_aux: 1.4037, top1_acc: 0.4262, top5_acc: 0.6697, loss_cls: 2.5522, loss: 3.9559, grad_norm: 3.1644 2020-09-11 11:09:17,661 - mmaction - INFO - Epoch [44][780/940] lr: 4.000e-02, eta: 2 days, 3:41:37, time: 1.811, data_time: 0.006, memory: 6924, loss_aux: 1.4508, top1_acc: 0.4166, top5_acc: 0.6537, loss_cls: 2.6324, loss: 4.0832, grad_norm: 3.2058 2020-09-11 11:09:54,175 - mmaction - INFO - Epoch [44][800/940] lr: 4.000e-02, eta: 2 days, 3:40:57, time: 1.824, data_time: 0.006, memory: 6924, loss_aux: 1.4164, top1_acc: 0.4408, top5_acc: 0.6711, loss_cls: 2.5443, loss: 3.9607, grad_norm: 3.1523 2020-09-11 11:10:30,376 - mmaction - INFO - Epoch [44][820/940] lr: 4.000e-02, eta: 2 days, 3:40:17, time: 1.812, data_time: 0.006, memory: 6924, loss_aux: 1.4287, top1_acc: 0.4279, top5_acc: 0.6729, loss_cls: 2.5888, loss: 4.0174, grad_norm: 3.1965 2020-09-11 11:11:06,524 - mmaction - INFO - Epoch [44][840/940] lr: 4.000e-02, eta: 2 days, 3:39:37, time: 1.805, data_time: 0.006, memory: 6924, loss_aux: 1.4070, top1_acc: 0.4232, top5_acc: 0.6809, loss_cls: 2.5328, loss: 3.9398, grad_norm: 3.1687 2020-09-11 11:11:42,358 - mmaction - INFO - Epoch [44][860/940] lr: 4.000e-02, eta: 2 days, 3:38:57, time: 1.793, data_time: 0.006, memory: 6924, loss_aux: 1.4216, top1_acc: 0.4301, top5_acc: 0.6676, loss_cls: 2.5706, loss: 3.9922, grad_norm: 3.2317 2020-09-11 11:12:19,404 - mmaction - INFO - Epoch [44][880/940] lr: 4.000e-02, eta: 2 days, 3:38:19, time: 1.850, data_time: 0.003, memory: 6924, loss_aux: 1.4406, top1_acc: 0.4172, top5_acc: 0.6664, loss_cls: 2.6065, loss: 4.0471, grad_norm: 3.2607 2020-09-11 11:12:54,953 - mmaction - INFO - Epoch [44][900/940] lr: 4.000e-02, eta: 2 days, 3:37:37, time: 1.777, data_time: 0.006, memory: 6924, loss_aux: 1.3753, top1_acc: 0.4428, top5_acc: 0.6818, loss_cls: 2.4798, loss: 3.8551, grad_norm: 3.1305 2020-09-11 11:13:31,844 - mmaction - INFO - Epoch [44][920/940] lr: 4.000e-02, eta: 2 days, 3:36:59, time: 1.847, data_time: 0.006, memory: 6924, loss_aux: 1.4483, top1_acc: 0.4160, top5_acc: 0.6482, loss_cls: 2.6499, loss: 4.0981, grad_norm: 3.1768 2020-09-11 11:14:06,512 - mmaction - INFO - Epoch [44][940/940] lr: 4.000e-02, eta: 2 days, 3:36:15, time: 1.732, data_time: 0.006, memory: 6924, loss_aux: 1.4053, top1_acc: 0.4237, top5_acc: 0.6709, loss_cls: 2.5667, loss: 3.9720, grad_norm: 3.2522 2020-09-11 11:14:07,123 - mmaction - INFO - Saving checkpoint at 44 epochs 2020-09-11 11:14:54,308 - mmaction - INFO - Epoch [45][20/940] lr: 4.000e-02, eta: 2 days, 3:35:47, time: 2.049, data_time: 0.652, memory: 6924, loss_aux: 1.4464, top1_acc: 0.4170, top5_acc: 0.6566, loss_cls: 2.6413, loss: 4.0877, grad_norm: 3.1824 2020-09-11 11:15:28,360 - mmaction - INFO - Epoch [45][40/940] lr: 4.000e-02, eta: 2 days, 3:35:02, time: 1.704, data_time: 0.006, memory: 6924, loss_aux: 1.4124, top1_acc: 0.4256, top5_acc: 0.6697, loss_cls: 2.5666, loss: 3.9789, grad_norm: 3.1766 2020-09-11 11:16:03,027 - mmaction - INFO - Epoch [45][60/940] lr: 4.000e-02, eta: 2 days, 3:34:18, time: 1.732, data_time: 0.006, memory: 6924, loss_aux: 1.4298, top1_acc: 0.4236, top5_acc: 0.6621, loss_cls: 2.5782, loss: 4.0080, grad_norm: 3.1780 2020-09-11 11:16:39,034 - mmaction - INFO - Epoch [45][80/940] lr: 4.000e-02, eta: 2 days, 3:33:38, time: 1.801, data_time: 0.005, memory: 6924, loss_aux: 1.3946, top1_acc: 0.4328, top5_acc: 0.6750, loss_cls: 2.5346, loss: 3.9292, grad_norm: 3.1311 2020-09-11 11:17:14,720 - mmaction - INFO - Epoch [45][100/940] lr: 4.000e-02, eta: 2 days, 3:32:57, time: 1.783, data_time: 0.006, memory: 6924, loss_aux: 1.4148, top1_acc: 0.4303, top5_acc: 0.6709, loss_cls: 2.5566, loss: 3.9714, grad_norm: 3.2000 2020-09-11 11:17:50,794 - mmaction - INFO - Epoch [45][120/940] lr: 4.000e-02, eta: 2 days, 3:32:17, time: 1.805, data_time: 0.006, memory: 6924, loss_aux: 1.3902, top1_acc: 0.4393, top5_acc: 0.6746, loss_cls: 2.5175, loss: 3.9077, grad_norm: 3.1516 2020-09-11 11:18:26,732 - mmaction - INFO - Epoch [45][140/940] lr: 4.000e-02, eta: 2 days, 3:31:36, time: 1.796, data_time: 0.005, memory: 6924, loss_aux: 1.3927, top1_acc: 0.4320, top5_acc: 0.6678, loss_cls: 2.5231, loss: 3.9157, grad_norm: 3.1778 2020-09-11 11:19:02,622 - mmaction - INFO - Epoch [45][160/940] lr: 4.000e-02, eta: 2 days, 3:30:55, time: 1.794, data_time: 0.005, memory: 6924, loss_aux: 1.4049, top1_acc: 0.4275, top5_acc: 0.6760, loss_cls: 2.5519, loss: 3.9568, grad_norm: 3.1342 2020-09-11 11:19:38,348 - mmaction - INFO - Epoch [45][180/940] lr: 4.000e-02, eta: 2 days, 3:30:14, time: 1.785, data_time: 0.006, memory: 6924, loss_aux: 1.4380, top1_acc: 0.4186, top5_acc: 0.6609, loss_cls: 2.6015, loss: 4.0395, grad_norm: 3.2288 2020-09-11 11:20:14,208 - mmaction - INFO - Epoch [45][200/940] lr: 4.000e-02, eta: 2 days, 3:29:34, time: 1.793, data_time: 0.006, memory: 6924, loss_aux: 1.4109, top1_acc: 0.4322, top5_acc: 0.6691, loss_cls: 2.5388, loss: 3.9497, grad_norm: 3.2003 2020-09-11 11:20:50,863 - mmaction - INFO - Epoch [45][220/940] lr: 4.000e-02, eta: 2 days, 3:28:55, time: 1.835, data_time: 0.007, memory: 6924, loss_aux: 1.4085, top1_acc: 0.4270, top5_acc: 0.6785, loss_cls: 2.5599, loss: 3.9684, grad_norm: 3.1874 2020-09-11 11:21:26,342 - mmaction - INFO - Epoch [45][240/940] lr: 4.000e-02, eta: 2 days, 3:28:13, time: 1.773, data_time: 0.006, memory: 6924, loss_aux: 1.3946, top1_acc: 0.4281, top5_acc: 0.6766, loss_cls: 2.5300, loss: 3.9246, grad_norm: 3.2307 2020-09-11 11:22:02,163 - mmaction - INFO - Epoch [45][260/940] lr: 4.000e-02, eta: 2 days, 3:27:32, time: 1.790, data_time: 0.005, memory: 6924, loss_aux: 1.4090, top1_acc: 0.4318, top5_acc: 0.6713, loss_cls: 2.5517, loss: 3.9607, grad_norm: 3.2168 2020-09-11 11:22:37,693 - mmaction - INFO - Epoch [45][280/940] lr: 4.000e-02, eta: 2 days, 3:26:51, time: 1.778, data_time: 0.006, memory: 6924, loss_aux: 1.3890, top1_acc: 0.4305, top5_acc: 0.6820, loss_cls: 2.5003, loss: 3.8893, grad_norm: 3.1516 2020-09-11 11:23:13,567 - mmaction - INFO - Epoch [45][300/940] lr: 4.000e-02, eta: 2 days, 3:26:10, time: 1.792, data_time: 0.003, memory: 6924, loss_aux: 1.4356, top1_acc: 0.4203, top5_acc: 0.6678, loss_cls: 2.6112, loss: 4.0468, grad_norm: 3.2225 2020-09-11 11:23:49,566 - mmaction - INFO - Epoch [45][320/940] lr: 4.000e-02, eta: 2 days, 3:25:30, time: 1.800, data_time: 0.006, memory: 6924, loss_aux: 1.4142, top1_acc: 0.4273, top5_acc: 0.6723, loss_cls: 2.5571, loss: 3.9713, grad_norm: 3.2075 2020-09-11 11:24:25,569 - mmaction - INFO - Epoch [45][340/940] lr: 4.000e-02, eta: 2 days, 3:24:50, time: 1.801, data_time: 0.006, memory: 6924, loss_aux: 1.4056, top1_acc: 0.4234, top5_acc: 0.6732, loss_cls: 2.5533, loss: 3.9588, grad_norm: 3.1865 2020-09-11 11:25:01,335 - mmaction - INFO - Epoch [45][360/940] lr: 4.000e-02, eta: 2 days, 3:24:09, time: 1.786, data_time: 0.006, memory: 6924, loss_aux: 1.3791, top1_acc: 0.4410, top5_acc: 0.6811, loss_cls: 2.4995, loss: 3.8786, grad_norm: 3.1661 2020-09-11 11:25:37,077 - mmaction - INFO - Epoch [45][380/940] lr: 4.000e-02, eta: 2 days, 3:23:28, time: 1.787, data_time: 0.006, memory: 6924, loss_aux: 1.4072, top1_acc: 0.4344, top5_acc: 0.6736, loss_cls: 2.5570, loss: 3.9642, grad_norm: 3.1301 2020-09-11 11:26:12,710 - mmaction - INFO - Epoch [45][400/940] lr: 4.000e-02, eta: 2 days, 3:22:47, time: 1.783, data_time: 0.007, memory: 6924, loss_aux: 1.4056, top1_acc: 0.4279, top5_acc: 0.6699, loss_cls: 2.5608, loss: 3.9664, grad_norm: 3.1824 2020-09-11 11:26:48,986 - mmaction - INFO - Epoch [45][420/940] lr: 4.000e-02, eta: 2 days, 3:22:07, time: 1.812, data_time: 0.007, memory: 6924, loss_aux: 1.4154, top1_acc: 0.4160, top5_acc: 0.6693, loss_cls: 2.5762, loss: 3.9916, grad_norm: 3.2100 2020-09-11 11:27:25,438 - mmaction - INFO - Epoch [45][440/940] lr: 4.000e-02, eta: 2 days, 3:21:28, time: 1.825, data_time: 0.007, memory: 6924, loss_aux: 1.4098, top1_acc: 0.4209, top5_acc: 0.6711, loss_cls: 2.5375, loss: 3.9472, grad_norm: 3.1260 2020-09-11 11:28:01,476 - mmaction - INFO - Epoch [45][460/940] lr: 4.000e-02, eta: 2 days, 3:20:48, time: 1.801, data_time: 0.006, memory: 6924, loss_aux: 1.4007, top1_acc: 0.4287, top5_acc: 0.6736, loss_cls: 2.5409, loss: 3.9417, grad_norm: 3.1959 2020-09-11 11:28:36,345 - mmaction - INFO - Epoch [45][480/940] lr: 4.000e-02, eta: 2 days, 3:20:05, time: 1.744, data_time: 0.005, memory: 6924, loss_aux: 1.4065, top1_acc: 0.4295, top5_acc: 0.6666, loss_cls: 2.5584, loss: 3.9650, grad_norm: 3.1732 2020-09-11 11:29:11,622 - mmaction - INFO - Epoch [45][500/940] lr: 4.000e-02, eta: 2 days, 3:19:23, time: 1.763, data_time: 0.007, memory: 6924, loss_aux: 1.4051, top1_acc: 0.4234, top5_acc: 0.6752, loss_cls: 2.5509, loss: 3.9560, grad_norm: 3.2077 2020-09-11 11:29:48,185 - mmaction - INFO - Epoch [45][520/940] lr: 4.000e-02, eta: 2 days, 3:18:44, time: 1.830, data_time: 0.006, memory: 6924, loss_aux: 1.4045, top1_acc: 0.4316, top5_acc: 0.6773, loss_cls: 2.5182, loss: 3.9227, grad_norm: 3.1600 2020-09-11 11:30:23,851 - mmaction - INFO - Epoch [45][540/940] lr: 4.000e-02, eta: 2 days, 3:18:03, time: 1.783, data_time: 0.006, memory: 6924, loss_aux: 1.3933, top1_acc: 0.4359, top5_acc: 0.6799, loss_cls: 2.5164, loss: 3.9097, grad_norm: 3.1834 2020-09-11 11:30:58,694 - mmaction - INFO - Epoch [45][560/940] lr: 4.000e-02, eta: 2 days, 3:17:20, time: 1.742, data_time: 0.003, memory: 6924, loss_aux: 1.3864, top1_acc: 0.4309, top5_acc: 0.6789, loss_cls: 2.5159, loss: 3.9022, grad_norm: 3.1906 2020-09-11 11:31:35,515 - mmaction - INFO - Epoch [45][580/940] lr: 4.000e-02, eta: 2 days, 3:16:41, time: 1.839, data_time: 0.005, memory: 6924, loss_aux: 1.4141, top1_acc: 0.4184, top5_acc: 0.6645, loss_cls: 2.5695, loss: 3.9837, grad_norm: 3.1547 2020-09-11 11:32:10,460 - mmaction - INFO - Epoch [45][600/940] lr: 4.000e-02, eta: 2 days, 3:15:59, time: 1.750, data_time: 0.006, memory: 6924, loss_aux: 1.4212, top1_acc: 0.4285, top5_acc: 0.6699, loss_cls: 2.5663, loss: 3.9875, grad_norm: 3.2119 2020-09-11 11:32:46,390 - mmaction - INFO - Epoch [45][620/940] lr: 4.000e-02, eta: 2 days, 3:15:18, time: 1.795, data_time: 0.002, memory: 6924, loss_aux: 1.3844, top1_acc: 0.4418, top5_acc: 0.6855, loss_cls: 2.4969, loss: 3.8813, grad_norm: 3.1342 2020-09-11 11:33:21,786 - mmaction - INFO - Epoch [45][640/940] lr: 4.000e-02, eta: 2 days, 3:14:36, time: 1.769, data_time: 0.005, memory: 6924, loss_aux: 1.4026, top1_acc: 0.4303, top5_acc: 0.6793, loss_cls: 2.5314, loss: 3.9340, grad_norm: 3.2293 2020-09-11 11:33:57,108 - mmaction - INFO - Epoch [45][660/940] lr: 4.000e-02, eta: 2 days, 3:13:55, time: 1.768, data_time: 0.006, memory: 6924, loss_aux: 1.3864, top1_acc: 0.4402, top5_acc: 0.6807, loss_cls: 2.5023, loss: 3.8886, grad_norm: 3.2255 2020-09-11 11:34:32,999 - mmaction - INFO - Epoch [45][680/940] lr: 4.000e-02, eta: 2 days, 3:13:14, time: 1.793, data_time: 0.007, memory: 6924, loss_aux: 1.4232, top1_acc: 0.4221, top5_acc: 0.6717, loss_cls: 2.5770, loss: 4.0002, grad_norm: 3.1892 2020-09-11 11:35:06,805 - mmaction - INFO - Epoch [45][700/940] lr: 4.000e-02, eta: 2 days, 3:12:29, time: 1.692, data_time: 0.006, memory: 6924, loss_aux: 1.3950, top1_acc: 0.4242, top5_acc: 0.6768, loss_cls: 2.5286, loss: 3.9236, grad_norm: 3.1785 2020-09-11 11:35:41,388 - mmaction - INFO - Epoch [45][720/940] lr: 4.000e-02, eta: 2 days, 3:11:45, time: 1.730, data_time: 0.002, memory: 6924, loss_aux: 1.4055, top1_acc: 0.4297, top5_acc: 0.6797, loss_cls: 2.5587, loss: 3.9643, grad_norm: 3.1408 2020-09-11 11:36:17,319 - mmaction - INFO - Epoch [45][740/940] lr: 4.000e-02, eta: 2 days, 3:11:05, time: 1.794, data_time: 0.004, memory: 6924, loss_aux: 1.4074, top1_acc: 0.4342, top5_acc: 0.6693, loss_cls: 2.5458, loss: 3.9532, grad_norm: 3.1313 2020-09-11 11:36:52,798 - mmaction - INFO - Epoch [45][760/940] lr: 4.000e-02, eta: 2 days, 3:10:23, time: 1.773, data_time: 0.009, memory: 6924, loss_aux: 1.3811, top1_acc: 0.4326, top5_acc: 0.6787, loss_cls: 2.5141, loss: 3.8952, grad_norm: 3.2266 2020-09-11 11:37:27,951 - mmaction - INFO - Epoch [45][780/940] lr: 4.000e-02, eta: 2 days, 3:09:41, time: 1.760, data_time: 0.006, memory: 6924, loss_aux: 1.4456, top1_acc: 0.4271, top5_acc: 0.6562, loss_cls: 2.6236, loss: 4.0692, grad_norm: 3.1851 2020-09-11 11:38:03,650 - mmaction - INFO - Epoch [45][800/940] lr: 4.000e-02, eta: 2 days, 3:09:00, time: 1.783, data_time: 0.006, memory: 6924, loss_aux: 1.3865, top1_acc: 0.4359, top5_acc: 0.6793, loss_cls: 2.5063, loss: 3.8928, grad_norm: 3.1429 2020-09-11 11:38:39,005 - mmaction - INFO - Epoch [45][820/940] lr: 4.000e-02, eta: 2 days, 3:08:18, time: 1.769, data_time: 0.006, memory: 6924, loss_aux: 1.4273, top1_acc: 0.4127, top5_acc: 0.6648, loss_cls: 2.5731, loss: 4.0004, grad_norm: 3.1892 2020-09-11 11:39:14,480 - mmaction - INFO - Epoch [45][840/940] lr: 4.000e-02, eta: 2 days, 3:07:37, time: 1.773, data_time: 0.007, memory: 6924, loss_aux: 1.4153, top1_acc: 0.4242, top5_acc: 0.6689, loss_cls: 2.5597, loss: 3.9750, grad_norm: 3.1722 2020-09-11 11:39:49,560 - mmaction - INFO - Epoch [45][860/940] lr: 4.000e-02, eta: 2 days, 3:06:55, time: 1.755, data_time: 0.006, memory: 6924, loss_aux: 1.4480, top1_acc: 0.4176, top5_acc: 0.6570, loss_cls: 2.6221, loss: 4.0701, grad_norm: 3.1981 2020-09-11 11:40:24,781 - mmaction - INFO - Epoch [45][880/940] lr: 4.000e-02, eta: 2 days, 3:06:13, time: 1.759, data_time: 0.006, memory: 6924, loss_aux: 1.3962, top1_acc: 0.4393, top5_acc: 0.6723, loss_cls: 2.5225, loss: 3.9187, grad_norm: 3.2345 2020-09-11 11:41:00,125 - mmaction - INFO - Epoch [45][900/940] lr: 4.000e-02, eta: 2 days, 3:05:31, time: 1.769, data_time: 0.006, memory: 6924, loss_aux: 1.4108, top1_acc: 0.4262, top5_acc: 0.6693, loss_cls: 2.5477, loss: 3.9585, grad_norm: 3.1975 2020-09-11 11:41:35,700 - mmaction - INFO - Epoch [45][920/940] lr: 4.000e-02, eta: 2 days, 3:04:50, time: 1.777, data_time: 0.006, memory: 6924, loss_aux: 1.4427, top1_acc: 0.4111, top5_acc: 0.6545, loss_cls: 2.6402, loss: 4.0829, grad_norm: 3.2060 2020-09-11 11:42:09,540 - mmaction - INFO - Epoch [45][940/940] lr: 4.000e-02, eta: 2 days, 3:04:04, time: 1.694, data_time: 0.006, memory: 6924, loss_aux: 1.4218, top1_acc: 0.4233, top5_acc: 0.6652, loss_cls: 2.5826, loss: 4.0044, grad_norm: 3.3265 2020-09-11 11:42:09,956 - mmaction - INFO - Saving checkpoint at 45 epochs 2020-09-11 11:42:52,955 - mmaction - INFO - Epoch [46][20/940] lr: 4.000e-02, eta: 2 days, 3:03:32, time: 1.973, data_time: 0.525, memory: 6924, loss_aux: 1.4105, top1_acc: 0.4336, top5_acc: 0.6771, loss_cls: 2.5394, loss: 3.9499, grad_norm: 3.2128 2020-09-11 11:43:26,137 - mmaction - INFO - Epoch [46][40/940] lr: 4.000e-02, eta: 2 days, 3:02:46, time: 1.660, data_time: 0.006, memory: 6924, loss_aux: 1.4120, top1_acc: 0.4313, top5_acc: 0.6734, loss_cls: 2.5314, loss: 3.9435, grad_norm: 3.1998 2020-09-11 11:44:01,756 - mmaction - INFO - Epoch [46][60/940] lr: 4.000e-02, eta: 2 days, 3:02:05, time: 1.780, data_time: 0.006, memory: 6924, loss_aux: 1.4274, top1_acc: 0.4221, top5_acc: 0.6613, loss_cls: 2.5879, loss: 4.0153, grad_norm: 3.2045 2020-09-11 11:44:36,246 - mmaction - INFO - Epoch [46][80/940] lr: 4.000e-02, eta: 2 days, 3:01:21, time: 1.726, data_time: 0.006, memory: 6924, loss_aux: 1.3964, top1_acc: 0.4387, top5_acc: 0.6783, loss_cls: 2.5111, loss: 3.9076, grad_norm: 3.1855 2020-09-11 11:45:11,668 - mmaction - INFO - Epoch [46][100/940] lr: 4.000e-02, eta: 2 days, 3:00:39, time: 1.769, data_time: 0.006, memory: 6924, loss_aux: 1.4128, top1_acc: 0.4281, top5_acc: 0.6699, loss_cls: 2.5467, loss: 3.9594, grad_norm: 3.1547 2020-09-11 11:45:47,402 - mmaction - INFO - Epoch [46][120/940] lr: 4.000e-02, eta: 2 days, 2:59:59, time: 1.788, data_time: 0.006, memory: 6924, loss_aux: 1.3822, top1_acc: 0.4357, top5_acc: 0.6891, loss_cls: 2.4805, loss: 3.8627, grad_norm: 3.2407 2020-09-11 11:46:22,318 - mmaction - INFO - Epoch [46][140/940] lr: 4.000e-02, eta: 2 days, 2:59:16, time: 1.747, data_time: 0.003, memory: 6924, loss_aux: 1.4038, top1_acc: 0.4262, top5_acc: 0.6740, loss_cls: 2.5521, loss: 3.9559, grad_norm: 3.1852 2020-09-11 11:46:58,227 - mmaction - INFO - Epoch [46][160/940] lr: 4.000e-02, eta: 2 days, 2:58:36, time: 1.794, data_time: 0.005, memory: 6924, loss_aux: 1.4108, top1_acc: 0.4287, top5_acc: 0.6723, loss_cls: 2.5499, loss: 3.9607, grad_norm: 3.1771 2020-09-11 11:47:33,694 - mmaction - INFO - Epoch [46][180/940] lr: 4.000e-02, eta: 2 days, 2:57:54, time: 1.775, data_time: 0.006, memory: 6924, loss_aux: 1.3893, top1_acc: 0.4363, top5_acc: 0.6836, loss_cls: 2.5166, loss: 3.9059, grad_norm: 3.2078 2020-09-11 11:48:08,833 - mmaction - INFO - Epoch [46][200/940] lr: 4.000e-02, eta: 2 days, 2:57:12, time: 1.755, data_time: 0.008, memory: 6924, loss_aux: 1.4221, top1_acc: 0.4283, top5_acc: 0.6682, loss_cls: 2.5750, loss: 3.9971, grad_norm: 3.2386 2020-09-11 11:48:43,705 - mmaction - INFO - Epoch [46][220/940] lr: 4.000e-02, eta: 2 days, 2:56:29, time: 1.745, data_time: 0.006, memory: 6924, loss_aux: 1.3824, top1_acc: 0.4389, top5_acc: 0.6842, loss_cls: 2.4949, loss: 3.8773, grad_norm: 3.2083 2020-09-11 11:49:19,094 - mmaction - INFO - Epoch [46][240/940] lr: 4.000e-02, eta: 2 days, 2:55:48, time: 1.769, data_time: 0.007, memory: 6924, loss_aux: 1.4055, top1_acc: 0.4221, top5_acc: 0.6709, loss_cls: 2.5364, loss: 3.9419, grad_norm: 3.1787 2020-09-11 11:49:54,293 - mmaction - INFO - Epoch [46][260/940] lr: 4.000e-02, eta: 2 days, 2:55:06, time: 1.761, data_time: 0.005, memory: 6924, loss_aux: 1.3871, top1_acc: 0.4281, top5_acc: 0.6824, loss_cls: 2.5108, loss: 3.8979, grad_norm: 3.1780 2020-09-11 11:50:29,250 - mmaction - INFO - Epoch [46][280/940] lr: 4.000e-02, eta: 2 days, 2:54:23, time: 1.747, data_time: 0.007, memory: 6924, loss_aux: 1.3997, top1_acc: 0.4266, top5_acc: 0.6736, loss_cls: 2.5383, loss: 3.9380, grad_norm: 3.2739 2020-09-11 11:51:04,760 - mmaction - INFO - Epoch [46][300/940] lr: 4.000e-02, eta: 2 days, 2:53:42, time: 1.776, data_time: 0.005, memory: 6924, loss_aux: 1.4000, top1_acc: 0.4215, top5_acc: 0.6781, loss_cls: 2.5220, loss: 3.9219, grad_norm: 3.2416 2020-09-11 11:51:39,422 - mmaction - INFO - Epoch [46][320/940] lr: 4.000e-02, eta: 2 days, 2:52:59, time: 1.731, data_time: 0.006, memory: 6924, loss_aux: 1.4165, top1_acc: 0.4189, top5_acc: 0.6738, loss_cls: 2.5598, loss: 3.9763, grad_norm: 3.1650 2020-09-11 11:52:14,968 - mmaction - INFO - Epoch [46][340/940] lr: 4.000e-02, eta: 2 days, 2:52:18, time: 1.779, data_time: 0.006, memory: 6924, loss_aux: 1.3793, top1_acc: 0.4406, top5_acc: 0.6906, loss_cls: 2.4854, loss: 3.8647, grad_norm: 3.2373 2020-09-11 11:52:50,425 - mmaction - INFO - Epoch [46][360/940] lr: 4.000e-02, eta: 2 days, 2:51:36, time: 1.771, data_time: 0.006, memory: 6924, loss_aux: 1.4038, top1_acc: 0.4328, top5_acc: 0.6756, loss_cls: 2.5499, loss: 3.9538, grad_norm: 3.1584 2020-09-11 11:53:25,723 - mmaction - INFO - Epoch [46][380/940] lr: 4.000e-02, eta: 2 days, 2:50:55, time: 1.764, data_time: 0.005, memory: 6924, loss_aux: 1.3928, top1_acc: 0.4271, top5_acc: 0.6785, loss_cls: 2.5370, loss: 3.9298, grad_norm: 3.2426 2020-09-11 11:54:00,717 - mmaction - INFO - Epoch [46][400/940] lr: 4.000e-02, eta: 2 days, 2:50:12, time: 1.752, data_time: 0.006, memory: 6924, loss_aux: 1.4089, top1_acc: 0.4254, top5_acc: 0.6771, loss_cls: 2.5413, loss: 3.9502, grad_norm: 3.1838 2020-09-11 11:54:35,771 - mmaction - INFO - Epoch [46][420/940] lr: 4.000e-02, eta: 2 days, 2:49:30, time: 1.751, data_time: 0.006, memory: 6924, loss_aux: 1.3722, top1_acc: 0.4373, top5_acc: 0.6807, loss_cls: 2.4828, loss: 3.8550, grad_norm: 3.1416 2020-09-11 11:55:11,101 - mmaction - INFO - Epoch [46][440/940] lr: 4.000e-02, eta: 2 days, 2:48:48, time: 1.768, data_time: 0.005, memory: 6924, loss_aux: 1.3993, top1_acc: 0.4348, top5_acc: 0.6760, loss_cls: 2.5348, loss: 3.9341, grad_norm: 3.1985 2020-09-11 11:55:43,576 - mmaction - INFO - Epoch [46][460/940] lr: 4.000e-02, eta: 2 days, 2:48:00, time: 1.623, data_time: 0.002, memory: 6924, loss_aux: 1.4101, top1_acc: 0.4311, top5_acc: 0.6756, loss_cls: 2.5509, loss: 3.9610, grad_norm: 3.1705 2020-09-11 11:56:18,630 - mmaction - INFO - Epoch [46][480/940] lr: 4.000e-02, eta: 2 days, 2:47:18, time: 1.754, data_time: 0.003, memory: 6924, loss_aux: 1.4037, top1_acc: 0.4291, top5_acc: 0.6715, loss_cls: 2.5465, loss: 3.9502, grad_norm: 3.2128 2020-09-11 11:56:54,201 - mmaction - INFO - Epoch [46][500/940] lr: 4.000e-02, eta: 2 days, 2:46:37, time: 1.777, data_time: 0.005, memory: 6924, loss_aux: 1.4063, top1_acc: 0.4285, top5_acc: 0.6758, loss_cls: 2.5464, loss: 3.9527, grad_norm: 3.1705 2020-09-11 11:57:29,306 - mmaction - INFO - Epoch [46][520/940] lr: 4.000e-02, eta: 2 days, 2:45:55, time: 1.757, data_time: 0.005, memory: 6924, loss_aux: 1.3948, top1_acc: 0.4309, top5_acc: 0.6797, loss_cls: 2.5301, loss: 3.9249, grad_norm: 3.1788 2020-09-11 11:58:05,270 - mmaction - INFO - Epoch [46][540/940] lr: 4.000e-02, eta: 2 days, 2:45:15, time: 1.796, data_time: 0.006, memory: 6924, loss_aux: 1.4175, top1_acc: 0.4346, top5_acc: 0.6760, loss_cls: 2.5459, loss: 3.9634, grad_norm: 3.2321 2020-09-11 11:58:40,514 - mmaction - INFO - Epoch [46][560/940] lr: 4.000e-02, eta: 2 days, 2:44:33, time: 1.764, data_time: 0.006, memory: 6924, loss_aux: 1.4156, top1_acc: 0.4344, top5_acc: 0.6707, loss_cls: 2.5600, loss: 3.9756, grad_norm: 3.1955 2020-09-11 11:59:15,425 - mmaction - INFO - Epoch [46][580/940] lr: 4.000e-02, eta: 2 days, 2:43:50, time: 1.744, data_time: 0.006, memory: 6924, loss_aux: 1.3940, top1_acc: 0.4355, top5_acc: 0.6758, loss_cls: 2.5116, loss: 3.9056, grad_norm: 3.1761 2020-09-11 11:59:50,359 - mmaction - INFO - Epoch [46][600/940] lr: 4.000e-02, eta: 2 days, 2:43:08, time: 1.748, data_time: 0.007, memory: 6924, loss_aux: 1.4135, top1_acc: 0.4258, top5_acc: 0.6729, loss_cls: 2.5617, loss: 3.9752, grad_norm: 3.1378 2020-09-11 12:00:34,831 - mmaction - INFO - Epoch [46][620/940] lr: 4.000e-02, eta: 2 days, 2:42:47, time: 2.216, data_time: 0.010, memory: 6924, loss_aux: 1.3986, top1_acc: 0.4338, top5_acc: 0.6766, loss_cls: 2.5290, loss: 3.9276, grad_norm: 3.2176 2020-09-11 12:01:05,381 - mmaction - INFO - Epoch [46][640/940] lr: 4.000e-02, eta: 2 days, 2:41:55, time: 1.535, data_time: 0.025, memory: 6924, loss_aux: 1.4077, top1_acc: 0.4326, top5_acc: 0.6773, loss_cls: 2.5458, loss: 3.9535, grad_norm: 3.2315 2020-09-11 12:01:41,250 - mmaction - INFO - Epoch [46][660/940] lr: 4.000e-02, eta: 2 days, 2:41:15, time: 1.794, data_time: 0.005, memory: 6924, loss_aux: 1.4015, top1_acc: 0.4289, top5_acc: 0.6750, loss_cls: 2.5452, loss: 3.9467, grad_norm: 3.2434 2020-09-11 12:02:15,722 - mmaction - INFO - Epoch [46][680/940] lr: 4.000e-02, eta: 2 days, 2:40:31, time: 1.722, data_time: 0.002, memory: 6924, loss_aux: 1.3791, top1_acc: 0.4398, top5_acc: 0.6836, loss_cls: 2.4926, loss: 3.8717, grad_norm: 3.2448 2020-09-11 12:02:51,288 - mmaction - INFO - Epoch [46][700/940] lr: 4.000e-02, eta: 2 days, 2:39:50, time: 1.777, data_time: 0.006, memory: 6924, loss_aux: 1.4046, top1_acc: 0.4305, top5_acc: 0.6711, loss_cls: 2.5239, loss: 3.9285, grad_norm: 3.2621 2020-09-11 12:03:25,934 - mmaction - INFO - Epoch [46][720/940] lr: 4.000e-02, eta: 2 days, 2:39:07, time: 1.735, data_time: 0.006, memory: 6924, loss_aux: 1.4066, top1_acc: 0.4221, top5_acc: 0.6684, loss_cls: 2.5709, loss: 3.9775, grad_norm: 3.1849 2020-09-11 12:04:01,720 - mmaction - INFO - Epoch [46][740/940] lr: 4.000e-02, eta: 2 days, 2:38:26, time: 1.788, data_time: 0.006, memory: 6924, loss_aux: 1.4156, top1_acc: 0.4283, top5_acc: 0.6713, loss_cls: 2.5673, loss: 3.9829, grad_norm: 3.1837 2020-09-11 12:04:37,131 - mmaction - INFO - Epoch [46][760/940] lr: 4.000e-02, eta: 2 days, 2:37:45, time: 1.772, data_time: 0.006, memory: 6924, loss_aux: 1.3919, top1_acc: 0.4322, top5_acc: 0.6777, loss_cls: 2.5371, loss: 3.9290, grad_norm: 3.1173 2020-09-11 12:05:13,150 - mmaction - INFO - Epoch [46][780/940] lr: 4.000e-02, eta: 2 days, 2:37:05, time: 1.799, data_time: 0.005, memory: 6924, loss_aux: 1.3960, top1_acc: 0.4279, top5_acc: 0.6701, loss_cls: 2.5325, loss: 3.9285, grad_norm: 3.1721 2020-09-11 12:05:47,918 - mmaction - INFO - Epoch [46][800/940] lr: 4.000e-02, eta: 2 days, 2:36:22, time: 1.740, data_time: 0.006, memory: 6924, loss_aux: 1.4060, top1_acc: 0.4268, top5_acc: 0.6711, loss_cls: 2.5474, loss: 3.9534, grad_norm: 3.1695 2020-09-11 12:06:24,440 - mmaction - INFO - Epoch [46][820/940] lr: 4.000e-02, eta: 2 days, 2:35:44, time: 1.825, data_time: 0.006, memory: 6924, loss_aux: 1.3777, top1_acc: 0.4375, top5_acc: 0.6838, loss_cls: 2.5041, loss: 3.8818, grad_norm: 3.2104 2020-09-11 12:06:58,555 - mmaction - INFO - Epoch [46][840/940] lr: 4.000e-02, eta: 2 days, 2:34:59, time: 1.708, data_time: 0.006, memory: 6924, loss_aux: 1.3844, top1_acc: 0.4363, top5_acc: 0.6723, loss_cls: 2.5123, loss: 3.8968, grad_norm: 3.1861 2020-09-11 12:07:34,840 - mmaction - INFO - Epoch [46][860/940] lr: 4.000e-02, eta: 2 days, 2:34:20, time: 1.812, data_time: 0.006, memory: 6924, loss_aux: 1.3852, top1_acc: 0.4492, top5_acc: 0.6766, loss_cls: 2.5040, loss: 3.8892, grad_norm: 3.1597 2020-09-11 12:08:09,968 - mmaction - INFO - Epoch [46][880/940] lr: 4.000e-02, eta: 2 days, 2:33:38, time: 1.758, data_time: 0.006, memory: 6924, loss_aux: 1.4108, top1_acc: 0.4234, top5_acc: 0.6781, loss_cls: 2.5575, loss: 3.9682, grad_norm: 3.2922 2020-09-11 12:08:44,438 - mmaction - INFO - Epoch [46][900/940] lr: 4.000e-02, eta: 2 days, 2:32:55, time: 1.722, data_time: 0.007, memory: 6924, loss_aux: 1.4040, top1_acc: 0.4332, top5_acc: 0.6744, loss_cls: 2.5467, loss: 3.9507, grad_norm: 3.1898 2020-09-11 12:09:19,989 - mmaction - INFO - Epoch [46][920/940] lr: 4.000e-02, eta: 2 days, 2:32:14, time: 1.780, data_time: 0.006, memory: 6924, loss_aux: 1.3981, top1_acc: 0.4373, top5_acc: 0.6742, loss_cls: 2.5182, loss: 3.9162, grad_norm: 3.1789 2020-09-11 12:09:53,596 - mmaction - INFO - Epoch [46][940/940] lr: 4.000e-02, eta: 2 days, 2:31:28, time: 1.678, data_time: 0.006, memory: 6924, loss_aux: 1.4088, top1_acc: 0.4324, top5_acc: 0.6735, loss_cls: 2.5545, loss: 3.9633, grad_norm: 3.2206 2020-09-11 12:09:54,216 - mmaction - INFO - Saving checkpoint at 46 epochs 2020-09-11 12:10:42,265 - mmaction - INFO - Epoch [47][20/940] lr: 4.000e-02, eta: 2 days, 2:31:05, time: 2.172, data_time: 0.777, memory: 6924, loss_aux: 1.4160, top1_acc: 0.4256, top5_acc: 0.6727, loss_cls: 2.5592, loss: 3.9752, grad_norm: 3.1963 2020-09-11 12:11:15,534 - mmaction - INFO - Epoch [47][40/940] lr: 4.000e-02, eta: 2 days, 2:30:19, time: 1.666, data_time: 0.006, memory: 6924, loss_aux: 1.4048, top1_acc: 0.4283, top5_acc: 0.6721, loss_cls: 2.5539, loss: 3.9588, grad_norm: 3.1917 2020-09-11 12:11:50,210 - mmaction - INFO - Epoch [47][60/940] lr: 4.000e-02, eta: 2 days, 2:29:36, time: 1.731, data_time: 0.006, memory: 6924, loss_aux: 1.4190, top1_acc: 0.4350, top5_acc: 0.6715, loss_cls: 2.5510, loss: 3.9700, grad_norm: 3.1523 2020-09-11 12:12:24,867 - mmaction - INFO - Epoch [47][80/940] lr: 4.000e-02, eta: 2 days, 2:28:53, time: 1.735, data_time: 0.008, memory: 6924, loss_aux: 1.4125, top1_acc: 0.4254, top5_acc: 0.6783, loss_cls: 2.5412, loss: 3.9537, grad_norm: 3.1595 2020-09-11 12:12:59,796 - mmaction - INFO - Epoch [47][100/940] lr: 4.000e-02, eta: 2 days, 2:28:11, time: 1.746, data_time: 0.005, memory: 6924, loss_aux: 1.4052, top1_acc: 0.4379, top5_acc: 0.6730, loss_cls: 2.5379, loss: 3.9431, grad_norm: 3.2411 2020-09-11 12:13:35,149 - mmaction - INFO - Epoch [47][120/940] lr: 4.000e-02, eta: 2 days, 2:27:29, time: 1.766, data_time: 0.006, memory: 6924, loss_aux: 1.3826, top1_acc: 0.4414, top5_acc: 0.6811, loss_cls: 2.5001, loss: 3.8826, grad_norm: 3.1778 2020-09-11 12:14:10,170 - mmaction - INFO - Epoch [47][140/940] lr: 4.000e-02, eta: 2 days, 2:26:47, time: 1.752, data_time: 0.005, memory: 6924, loss_aux: 1.4014, top1_acc: 0.4430, top5_acc: 0.6770, loss_cls: 2.5153, loss: 3.9167, grad_norm: 3.1623 2020-09-11 12:14:45,817 - mmaction - INFO - Epoch [47][160/940] lr: 4.000e-02, eta: 2 days, 2:26:07, time: 1.780, data_time: 0.006, memory: 6924, loss_aux: 1.4004, top1_acc: 0.4297, top5_acc: 0.6844, loss_cls: 2.5124, loss: 3.9127, grad_norm: 3.1987 2020-09-11 12:15:20,127 - mmaction - INFO - Epoch [47][180/940] lr: 4.000e-02, eta: 2 days, 2:25:23, time: 1.716, data_time: 0.006, memory: 6924, loss_aux: 1.3819, top1_acc: 0.4396, top5_acc: 0.6826, loss_cls: 2.4846, loss: 3.8665, grad_norm: 3.1775 2020-09-11 12:15:55,735 - mmaction - INFO - Epoch [47][200/940] lr: 4.000e-02, eta: 2 days, 2:24:42, time: 1.782, data_time: 0.006, memory: 6924, loss_aux: 1.3795, top1_acc: 0.4457, top5_acc: 0.6889, loss_cls: 2.4512, loss: 3.8307, grad_norm: 3.2068 2020-09-11 12:16:30,825 - mmaction - INFO - Epoch [47][220/940] lr: 4.000e-02, eta: 2 days, 2:24:00, time: 1.752, data_time: 0.005, memory: 6924, loss_aux: 1.4054, top1_acc: 0.4289, top5_acc: 0.6775, loss_cls: 2.5488, loss: 3.9542, grad_norm: 3.1808 2020-09-11 12:17:05,138 - mmaction - INFO - Epoch [47][240/940] lr: 4.000e-02, eta: 2 days, 2:23:16, time: 1.718, data_time: 0.007, memory: 6924, loss_aux: 1.3803, top1_acc: 0.4428, top5_acc: 0.6885, loss_cls: 2.4929, loss: 3.8733, grad_norm: 3.1989 2020-09-11 12:17:40,137 - mmaction - INFO - Epoch [47][260/940] lr: 4.000e-02, eta: 2 days, 2:22:34, time: 1.749, data_time: 0.006, memory: 6924, loss_aux: 1.4251, top1_acc: 0.4145, top5_acc: 0.6686, loss_cls: 2.5817, loss: 4.0068, grad_norm: 3.2803 2020-09-11 12:18:15,626 - mmaction - INFO - Epoch [47][280/940] lr: 4.000e-02, eta: 2 days, 2:21:53, time: 1.776, data_time: 0.006, memory: 6924, loss_aux: 1.3975, top1_acc: 0.4285, top5_acc: 0.6789, loss_cls: 2.5324, loss: 3.9299, grad_norm: 3.2126 2020-09-11 12:18:51,850 - mmaction - INFO - Epoch [47][300/940] lr: 4.000e-02, eta: 2 days, 2:21:14, time: 1.809, data_time: 0.007, memory: 6924, loss_aux: 1.3911, top1_acc: 0.4297, top5_acc: 0.6859, loss_cls: 2.4916, loss: 3.8828, grad_norm: 3.2338 2020-09-11 12:19:25,654 - mmaction - INFO - Epoch [47][320/940] lr: 4.000e-02, eta: 2 days, 2:20:29, time: 1.692, data_time: 0.006, memory: 6924, loss_aux: 1.3922, top1_acc: 0.4287, top5_acc: 0.6846, loss_cls: 2.5234, loss: 3.9156, grad_norm: 3.1974 2020-09-11 12:20:01,074 - mmaction - INFO - Epoch [47][340/940] lr: 4.000e-02, eta: 2 days, 2:19:48, time: 1.769, data_time: 0.007, memory: 6924, loss_aux: 1.3748, top1_acc: 0.4406, top5_acc: 0.6795, loss_cls: 2.4978, loss: 3.8726, grad_norm: 3.1914 2020-09-11 12:20:36,265 - mmaction - INFO - Epoch [47][360/940] lr: 4.000e-02, eta: 2 days, 2:19:06, time: 1.762, data_time: 0.007, memory: 6924, loss_aux: 1.3977, top1_acc: 0.4355, top5_acc: 0.6748, loss_cls: 2.5343, loss: 3.9320, grad_norm: 3.1888 2020-09-11 12:21:12,074 - mmaction - INFO - Epoch [47][380/940] lr: 4.000e-02, eta: 2 days, 2:18:26, time: 1.788, data_time: 0.006, memory: 6924, loss_aux: 1.4130, top1_acc: 0.4215, top5_acc: 0.6666, loss_cls: 2.5645, loss: 3.9774, grad_norm: 3.2309 2020-09-11 12:21:46,426 - mmaction - INFO - Epoch [47][400/940] lr: 4.000e-02, eta: 2 days, 2:17:42, time: 1.718, data_time: 0.006, memory: 6924, loss_aux: 1.4010, top1_acc: 0.4346, top5_acc: 0.6752, loss_cls: 2.5332, loss: 3.9343, grad_norm: 3.2045 2020-09-11 12:22:21,324 - mmaction - INFO - Epoch [47][420/940] lr: 4.000e-02, eta: 2 days, 2:17:00, time: 1.745, data_time: 0.007, memory: 6924, loss_aux: 1.4126, top1_acc: 0.4217, top5_acc: 0.6668, loss_cls: 2.5710, loss: 3.9836, grad_norm: 3.1851 2020-09-11 12:22:56,272 - mmaction - INFO - Epoch [47][440/940] lr: 4.000e-02, eta: 2 days, 2:16:18, time: 1.746, data_time: 0.006, memory: 6924, loss_aux: 1.3909, top1_acc: 0.4334, top5_acc: 0.6809, loss_cls: 2.5116, loss: 3.9026, grad_norm: 3.1640 2020-09-11 12:23:31,384 - mmaction - INFO - Epoch [47][460/940] lr: 4.000e-02, eta: 2 days, 2:15:36, time: 1.757, data_time: 0.008, memory: 6924, loss_aux: 1.4041, top1_acc: 0.4273, top5_acc: 0.6686, loss_cls: 2.5405, loss: 3.9446, grad_norm: 3.1503 2020-09-11 12:24:06,161 - mmaction - INFO - Epoch [47][480/940] lr: 4.000e-02, eta: 2 days, 2:14:54, time: 1.741, data_time: 0.006, memory: 6924, loss_aux: 1.3924, top1_acc: 0.4350, top5_acc: 0.6781, loss_cls: 2.5279, loss: 3.9203, grad_norm: 3.2133 2020-09-11 12:24:40,967 - mmaction - INFO - Epoch [47][500/940] lr: 4.000e-02, eta: 2 days, 2:14:11, time: 1.738, data_time: 0.006, memory: 6924, loss_aux: 1.4110, top1_acc: 0.4281, top5_acc: 0.6715, loss_cls: 2.5551, loss: 3.9661, grad_norm: 3.1763 2020-09-11 12:25:16,115 - mmaction - INFO - Epoch [47][520/940] lr: 4.000e-02, eta: 2 days, 2:13:29, time: 1.757, data_time: 0.006, memory: 6924, loss_aux: 1.4271, top1_acc: 0.4232, top5_acc: 0.6654, loss_cls: 2.5915, loss: 4.0185, grad_norm: 3.2911 2020-09-11 12:25:50,820 - mmaction - INFO - Epoch [47][540/940] lr: 4.000e-02, eta: 2 days, 2:12:47, time: 1.737, data_time: 0.006, memory: 6924, loss_aux: 1.3949, top1_acc: 0.4387, top5_acc: 0.6738, loss_cls: 2.5152, loss: 3.9100, grad_norm: 3.2288 2020-09-11 12:26:26,010 - mmaction - INFO - Epoch [47][560/940] lr: 4.000e-02, eta: 2 days, 2:12:05, time: 1.757, data_time: 0.005, memory: 6924, loss_aux: 1.4048, top1_acc: 0.4232, top5_acc: 0.6729, loss_cls: 2.5426, loss: 3.9474, grad_norm: 3.1944 2020-09-11 12:27:00,598 - mmaction - INFO - Epoch [47][580/940] lr: 4.000e-02, eta: 2 days, 2:11:22, time: 1.731, data_time: 0.006, memory: 6924, loss_aux: 1.4068, top1_acc: 0.4275, top5_acc: 0.6732, loss_cls: 2.5272, loss: 3.9340, grad_norm: 3.2159 2020-09-11 12:27:35,425 - mmaction - INFO - Epoch [47][600/940] lr: 4.000e-02, eta: 2 days, 2:10:40, time: 1.741, data_time: 0.003, memory: 6924, loss_aux: 1.3838, top1_acc: 0.4389, top5_acc: 0.6795, loss_cls: 2.4916, loss: 3.8754, grad_norm: 3.2695 2020-09-11 12:28:10,654 - mmaction - INFO - Epoch [47][620/940] lr: 4.000e-02, eta: 2 days, 2:09:58, time: 1.761, data_time: 0.006, memory: 6924, loss_aux: 1.4071, top1_acc: 0.4330, top5_acc: 0.6719, loss_cls: 2.5495, loss: 3.9566, grad_norm: 3.2446 2020-09-11 12:28:45,807 - mmaction - INFO - Epoch [47][640/940] lr: 4.000e-02, eta: 2 days, 2:09:16, time: 1.758, data_time: 0.005, memory: 6924, loss_aux: 1.4012, top1_acc: 0.4344, top5_acc: 0.6756, loss_cls: 2.5326, loss: 3.9339, grad_norm: 3.2175 2020-09-11 12:29:21,362 - mmaction - INFO - Epoch [47][660/940] lr: 4.000e-02, eta: 2 days, 2:08:36, time: 1.778, data_time: 0.006, memory: 6924, loss_aux: 1.3804, top1_acc: 0.4301, top5_acc: 0.6830, loss_cls: 2.4932, loss: 3.8737, grad_norm: 3.1723 2020-09-11 12:29:56,305 - mmaction - INFO - Epoch [47][680/940] lr: 4.000e-02, eta: 2 days, 2:07:54, time: 1.747, data_time: 0.004, memory: 6924, loss_aux: 1.3794, top1_acc: 0.4369, top5_acc: 0.6826, loss_cls: 2.5018, loss: 3.8812, grad_norm: 3.2096 2020-09-11 12:30:31,081 - mmaction - INFO - Epoch [47][700/940] lr: 4.000e-02, eta: 2 days, 2:07:11, time: 1.737, data_time: 0.006, memory: 6924, loss_aux: 1.3891, top1_acc: 0.4406, top5_acc: 0.6768, loss_cls: 2.5122, loss: 3.9013, grad_norm: 3.1927 2020-09-11 12:31:05,918 - mmaction - INFO - Epoch [47][720/940] lr: 4.000e-02, eta: 2 days, 2:06:29, time: 1.743, data_time: 0.006, memory: 6924, loss_aux: 1.4052, top1_acc: 0.4281, top5_acc: 0.6754, loss_cls: 2.5415, loss: 3.9467, grad_norm: 3.1991 2020-09-11 12:31:41,534 - mmaction - INFO - Epoch [47][740/940] lr: 4.000e-02, eta: 2 days, 2:05:48, time: 1.780, data_time: 0.006, memory: 6924, loss_aux: 1.3909, top1_acc: 0.4318, top5_acc: 0.6811, loss_cls: 2.5085, loss: 3.8995, grad_norm: 3.1722 2020-09-11 12:32:16,059 - mmaction - INFO - Epoch [47][760/940] lr: 4.000e-02, eta: 2 days, 2:05:05, time: 1.728, data_time: 0.006, memory: 6924, loss_aux: 1.3947, top1_acc: 0.4328, top5_acc: 0.6820, loss_cls: 2.5083, loss: 3.9030, grad_norm: 3.1934 2020-09-11 12:32:50,854 - mmaction - INFO - Epoch [47][780/940] lr: 4.000e-02, eta: 2 days, 2:04:23, time: 1.739, data_time: 0.002, memory: 6924, loss_aux: 1.3986, top1_acc: 0.4301, top5_acc: 0.6766, loss_cls: 2.5382, loss: 3.9368, grad_norm: 3.1327 2020-09-11 12:33:25,261 - mmaction - INFO - Epoch [47][800/940] lr: 4.000e-02, eta: 2 days, 2:03:39, time: 1.719, data_time: 0.005, memory: 6924, loss_aux: 1.4097, top1_acc: 0.4250, top5_acc: 0.6725, loss_cls: 2.5567, loss: 3.9664, grad_norm: 3.2473 2020-09-11 12:34:00,109 - mmaction - INFO - Epoch [47][820/940] lr: 4.000e-02, eta: 2 days, 2:02:57, time: 1.744, data_time: 0.006, memory: 6924, loss_aux: 1.4204, top1_acc: 0.4215, top5_acc: 0.6660, loss_cls: 2.5740, loss: 3.9943, grad_norm: 3.2437 2020-09-11 12:34:34,620 - mmaction - INFO - Epoch [47][840/940] lr: 4.000e-02, eta: 2 days, 2:02:14, time: 1.724, data_time: 0.006, memory: 6924, loss_aux: 1.4143, top1_acc: 0.4309, top5_acc: 0.6768, loss_cls: 2.5414, loss: 3.9557, grad_norm: 3.2114 2020-09-11 12:35:09,403 - mmaction - INFO - Epoch [47][860/940] lr: 4.000e-02, eta: 2 days, 2:01:32, time: 1.740, data_time: 0.005, memory: 6924, loss_aux: 1.4053, top1_acc: 0.4324, top5_acc: 0.6670, loss_cls: 2.5523, loss: 3.9576, grad_norm: 3.1560 2020-09-11 12:35:44,204 - mmaction - INFO - Epoch [47][880/940] lr: 4.000e-02, eta: 2 days, 2:00:49, time: 1.740, data_time: 0.002, memory: 6924, loss_aux: 1.3854, top1_acc: 0.4369, top5_acc: 0.6838, loss_cls: 2.4866, loss: 3.8720, grad_norm: 3.1908 2020-09-11 12:36:19,276 - mmaction - INFO - Epoch [47][900/940] lr: 4.000e-02, eta: 2 days, 2:00:07, time: 1.752, data_time: 0.006, memory: 6924, loss_aux: 1.3679, top1_acc: 0.4533, top5_acc: 0.6947, loss_cls: 2.4575, loss: 3.8255, grad_norm: 3.1953 2020-09-11 12:36:54,448 - mmaction - INFO - Epoch [47][920/940] lr: 4.000e-02, eta: 2 days, 1:59:26, time: 1.760, data_time: 0.007, memory: 6924, loss_aux: 1.3932, top1_acc: 0.4313, top5_acc: 0.6721, loss_cls: 2.5354, loss: 3.9285, grad_norm: 3.2837 2020-09-11 12:37:27,937 - mmaction - INFO - Epoch [47][940/940] lr: 4.000e-02, eta: 2 days, 1:58:41, time: 1.673, data_time: 0.007, memory: 6924, loss_aux: 1.4179, top1_acc: 0.4247, top5_acc: 0.6700, loss_cls: 2.5619, loss: 3.9798, grad_norm: 3.3265 2020-09-11 12:37:28,444 - mmaction - INFO - Saving checkpoint at 47 epochs 2020-09-11 12:38:11,806 - mmaction - INFO - Epoch [48][20/940] lr: 4.000e-02, eta: 2 days, 1:58:04, time: 1.862, data_time: 0.386, memory: 6924, loss_aux: 1.4020, top1_acc: 0.4348, top5_acc: 0.6707, loss_cls: 2.5282, loss: 3.9302, grad_norm: 3.1753 2020-09-11 12:38:44,982 - mmaction - INFO - Epoch [48][40/940] lr: 4.000e-02, eta: 2 days, 1:57:18, time: 1.662, data_time: 0.007, memory: 6924, loss_aux: 1.4072, top1_acc: 0.4191, top5_acc: 0.6705, loss_cls: 2.5562, loss: 3.9634, grad_norm: 3.2249 2020-09-11 12:39:20,812 - mmaction - INFO - Epoch [48][60/940] lr: 4.000e-02, eta: 2 days, 1:56:38, time: 1.789, data_time: 0.006, memory: 6924, loss_aux: 1.3778, top1_acc: 0.4508, top5_acc: 0.6857, loss_cls: 2.4750, loss: 3.8528, grad_norm: 3.1921 2020-09-11 12:39:54,551 - mmaction - INFO - Epoch [48][80/940] lr: 4.000e-02, eta: 2 days, 1:55:53, time: 1.690, data_time: 0.007, memory: 6924, loss_aux: 1.3988, top1_acc: 0.4309, top5_acc: 0.6770, loss_cls: 2.5290, loss: 3.9278, grad_norm: 3.2079 2020-09-11 12:40:29,242 - mmaction - INFO - Epoch [48][100/940] lr: 4.000e-02, eta: 2 days, 1:55:10, time: 1.732, data_time: 0.005, memory: 6924, loss_aux: 1.3777, top1_acc: 0.4436, top5_acc: 0.6918, loss_cls: 2.4467, loss: 3.8245, grad_norm: 3.2341 2020-09-11 12:41:03,337 - mmaction - INFO - Epoch [48][120/940] lr: 4.000e-02, eta: 2 days, 1:54:27, time: 1.706, data_time: 0.006, memory: 6924, loss_aux: 1.3962, top1_acc: 0.4410, top5_acc: 0.6729, loss_cls: 2.5350, loss: 3.9312, grad_norm: 3.2331 2020-09-11 12:41:39,383 - mmaction - INFO - Epoch [48][140/940] lr: 4.000e-02, eta: 2 days, 1:53:47, time: 1.801, data_time: 0.006, memory: 6924, loss_aux: 1.3772, top1_acc: 0.4344, top5_acc: 0.6854, loss_cls: 2.4926, loss: 3.8698, grad_norm: 3.1720 2020-09-11 12:42:13,319 - mmaction - INFO - Epoch [48][160/940] lr: 4.000e-02, eta: 2 days, 1:53:03, time: 1.698, data_time: 0.006, memory: 6924, loss_aux: 1.3984, top1_acc: 0.4322, top5_acc: 0.6760, loss_cls: 2.5276, loss: 3.9259, grad_norm: 3.1780 2020-09-11 12:42:48,457 - mmaction - INFO - Epoch [48][180/940] lr: 4.000e-02, eta: 2 days, 1:52:21, time: 1.755, data_time: 0.003, memory: 6924, loss_aux: 1.3715, top1_acc: 0.4471, top5_acc: 0.6922, loss_cls: 2.4627, loss: 3.8342, grad_norm: 3.1876 2020-09-11 12:43:23,054 - mmaction - INFO - Epoch [48][200/940] lr: 4.000e-02, eta: 2 days, 1:51:38, time: 1.730, data_time: 0.007, memory: 6924, loss_aux: 1.3886, top1_acc: 0.4361, top5_acc: 0.6770, loss_cls: 2.5133, loss: 3.9019, grad_norm: 3.2087 2020-09-11 12:43:58,315 - mmaction - INFO - Epoch [48][220/940] lr: 4.000e-02, eta: 2 days, 1:50:57, time: 1.764, data_time: 0.007, memory: 6924, loss_aux: 1.3875, top1_acc: 0.4379, top5_acc: 0.6814, loss_cls: 2.5050, loss: 3.8925, grad_norm: 3.2160 2020-09-11 12:44:33,127 - mmaction - INFO - Epoch [48][240/940] lr: 4.000e-02, eta: 2 days, 1:50:15, time: 1.741, data_time: 0.005, memory: 6924, loss_aux: 1.3878, top1_acc: 0.4398, top5_acc: 0.6816, loss_cls: 2.4978, loss: 3.8856, grad_norm: 3.2366 2020-09-11 12:45:08,664 - mmaction - INFO - Epoch [48][260/940] lr: 4.000e-02, eta: 2 days, 1:49:34, time: 1.776, data_time: 0.006, memory: 6924, loss_aux: 1.3853, top1_acc: 0.4307, top5_acc: 0.6813, loss_cls: 2.5178, loss: 3.9031, grad_norm: 3.2678 2020-09-11 12:45:42,856 - mmaction - INFO - Epoch [48][280/940] lr: 4.000e-02, eta: 2 days, 1:48:51, time: 1.710, data_time: 0.003, memory: 6924, loss_aux: 1.3962, top1_acc: 0.4348, top5_acc: 0.6838, loss_cls: 2.5102, loss: 3.9064, grad_norm: 3.2026 2020-09-11 12:46:17,586 - mmaction - INFO - Epoch [48][300/940] lr: 4.000e-02, eta: 2 days, 1:48:08, time: 1.734, data_time: 0.006, memory: 6924, loss_aux: 1.4008, top1_acc: 0.4283, top5_acc: 0.6717, loss_cls: 2.5336, loss: 3.9344, grad_norm: 3.1978 2020-09-11 12:46:53,266 - mmaction - INFO - Epoch [48][320/940] lr: 4.000e-02, eta: 2 days, 1:47:28, time: 1.786, data_time: 0.007, memory: 6924, loss_aux: 1.3863, top1_acc: 0.4410, top5_acc: 0.6838, loss_cls: 2.4800, loss: 3.8664, grad_norm: 3.2149 2020-09-11 12:47:28,147 - mmaction - INFO - Epoch [48][340/940] lr: 4.000e-02, eta: 2 days, 1:46:46, time: 1.742, data_time: 0.006, memory: 6924, loss_aux: 1.4131, top1_acc: 0.4176, top5_acc: 0.6695, loss_cls: 2.5684, loss: 3.9816, grad_norm: 3.2886 2020-09-11 12:48:02,433 - mmaction - INFO - Epoch [48][360/940] lr: 4.000e-02, eta: 2 days, 1:46:03, time: 1.714, data_time: 0.007, memory: 6924, loss_aux: 1.3891, top1_acc: 0.4322, top5_acc: 0.6758, loss_cls: 2.5139, loss: 3.9030, grad_norm: 3.1695 2020-09-11 12:48:37,510 - mmaction - INFO - Epoch [48][380/940] lr: 4.000e-02, eta: 2 days, 1:45:21, time: 1.753, data_time: 0.006, memory: 6924, loss_aux: 1.3994, top1_acc: 0.4334, top5_acc: 0.6801, loss_cls: 2.5183, loss: 3.9177, grad_norm: 3.1633 2020-09-11 12:49:12,148 - mmaction - INFO - Epoch [48][400/940] lr: 4.000e-02, eta: 2 days, 1:44:38, time: 1.735, data_time: 0.007, memory: 6924, loss_aux: 1.3612, top1_acc: 0.4455, top5_acc: 0.6920, loss_cls: 2.4666, loss: 3.8278, grad_norm: 3.2168 2020-09-11 12:49:47,039 - mmaction - INFO - Epoch [48][420/940] lr: 4.000e-02, eta: 2 days, 1:43:56, time: 1.743, data_time: 0.005, memory: 6924, loss_aux: 1.4061, top1_acc: 0.4363, top5_acc: 0.6652, loss_cls: 2.5367, loss: 3.9428, grad_norm: 3.1963 2020-09-11 12:50:21,551 - mmaction - INFO - Epoch [48][440/940] lr: 4.000e-02, eta: 2 days, 1:43:13, time: 1.724, data_time: 0.005, memory: 6924, loss_aux: 1.3749, top1_acc: 0.4400, top5_acc: 0.6768, loss_cls: 2.4818, loss: 3.8567, grad_norm: 3.2201 2020-09-11 12:50:56,869 - mmaction - INFO - Epoch [48][460/940] lr: 4.000e-02, eta: 2 days, 1:42:32, time: 1.768, data_time: 0.006, memory: 6924, loss_aux: 1.3998, top1_acc: 0.4316, top5_acc: 0.6748, loss_cls: 2.5289, loss: 3.9287, grad_norm: 3.2095 2020-09-11 12:51:31,019 - mmaction - INFO - Epoch [48][480/940] lr: 4.000e-02, eta: 2 days, 1:41:49, time: 1.707, data_time: 0.006, memory: 6924, loss_aux: 1.4104, top1_acc: 0.4318, top5_acc: 0.6705, loss_cls: 2.5374, loss: 3.9478, grad_norm: 3.2035 2020-09-11 12:52:06,833 - mmaction - INFO - Epoch [48][500/940] lr: 4.000e-02, eta: 2 days, 1:41:09, time: 1.791, data_time: 0.006, memory: 6924, loss_aux: 1.4006, top1_acc: 0.4314, top5_acc: 0.6658, loss_cls: 2.5381, loss: 3.9388, grad_norm: 3.1330 2020-09-11 12:52:41,375 - mmaction - INFO - Epoch [48][520/940] lr: 4.000e-02, eta: 2 days, 1:40:26, time: 1.726, data_time: 0.005, memory: 6924, loss_aux: 1.3983, top1_acc: 0.4287, top5_acc: 0.6764, loss_cls: 2.5185, loss: 3.9167, grad_norm: 3.2438 2020-09-11 12:53:17,375 - mmaction - INFO - Epoch [48][540/940] lr: 4.000e-02, eta: 2 days, 1:39:47, time: 1.802, data_time: 0.007, memory: 6924, loss_aux: 1.3910, top1_acc: 0.4367, top5_acc: 0.6826, loss_cls: 2.5006, loss: 3.8916, grad_norm: 3.1887 2020-09-11 12:53:52,671 - mmaction - INFO - Epoch [48][560/940] lr: 4.000e-02, eta: 2 days, 1:39:05, time: 1.763, data_time: 0.007, memory: 6924, loss_aux: 1.4070, top1_acc: 0.4316, top5_acc: 0.6818, loss_cls: 2.5345, loss: 3.9415, grad_norm: 3.2361 2020-09-11 12:54:27,508 - mmaction - INFO - Epoch [48][580/940] lr: 4.000e-02, eta: 2 days, 1:38:23, time: 1.744, data_time: 0.006, memory: 6924, loss_aux: 1.4112, top1_acc: 0.4211, top5_acc: 0.6762, loss_cls: 2.5425, loss: 3.9538, grad_norm: 3.2681 2020-09-11 12:55:03,447 - mmaction - INFO - Epoch [48][600/940] lr: 4.000e-02, eta: 2 days, 1:37:44, time: 1.796, data_time: 0.006, memory: 6924, loss_aux: 1.4120, top1_acc: 0.4381, top5_acc: 0.6715, loss_cls: 2.5503, loss: 3.9623, grad_norm: 3.2252 2020-09-11 12:55:39,541 - mmaction - INFO - Epoch [48][620/940] lr: 4.000e-02, eta: 2 days, 1:37:04, time: 1.805, data_time: 0.003, memory: 6924, loss_aux: 1.4024, top1_acc: 0.4277, top5_acc: 0.6736, loss_cls: 2.5338, loss: 3.9362, grad_norm: 3.3161 2020-09-11 12:56:15,962 - mmaction - INFO - Epoch [48][640/940] lr: 4.000e-02, eta: 2 days, 1:36:26, time: 1.820, data_time: 0.006, memory: 6924, loss_aux: 1.3837, top1_acc: 0.4250, top5_acc: 0.6711, loss_cls: 2.5308, loss: 3.9144, grad_norm: 3.2209 2020-09-11 12:56:52,914 - mmaction - INFO - Epoch [48][660/940] lr: 4.000e-02, eta: 2 days, 1:35:48, time: 1.849, data_time: 0.006, memory: 6924, loss_aux: 1.3928, top1_acc: 0.4340, top5_acc: 0.6756, loss_cls: 2.5180, loss: 3.9108, grad_norm: 3.1523 2020-09-11 12:57:29,539 - mmaction - INFO - Epoch [48][680/940] lr: 4.000e-02, eta: 2 days, 1:35:10, time: 1.830, data_time: 0.007, memory: 6924, loss_aux: 1.3829, top1_acc: 0.4377, top5_acc: 0.6785, loss_cls: 2.4932, loss: 3.8761, grad_norm: 3.1950 2020-09-11 12:58:05,680 - mmaction - INFO - Epoch [48][700/940] lr: 4.000e-02, eta: 2 days, 1:34:31, time: 1.808, data_time: 0.006, memory: 6924, loss_aux: 1.3883, top1_acc: 0.4363, top5_acc: 0.6871, loss_cls: 2.4975, loss: 3.8858, grad_norm: 3.2159 2020-09-11 12:58:42,642 - mmaction - INFO - Epoch [48][720/940] lr: 4.000e-02, eta: 2 days, 1:33:53, time: 1.847, data_time: 0.007, memory: 6924, loss_aux: 1.3933, top1_acc: 0.4287, top5_acc: 0.6766, loss_cls: 2.5151, loss: 3.9084, grad_norm: 3.2397 2020-09-11 12:59:20,096 - mmaction - INFO - Epoch [48][740/940] lr: 4.000e-02, eta: 2 days, 1:33:17, time: 1.874, data_time: 0.005, memory: 6924, loss_aux: 1.4169, top1_acc: 0.4252, top5_acc: 0.6687, loss_cls: 2.5603, loss: 3.9773, grad_norm: 3.2297 2020-09-11 12:59:57,268 - mmaction - INFO - Epoch [48][760/940] lr: 4.000e-02, eta: 2 days, 1:32:39, time: 1.856, data_time: 0.007, memory: 6924, loss_aux: 1.3928, top1_acc: 0.4258, top5_acc: 0.6721, loss_cls: 2.5345, loss: 3.9273, grad_norm: 3.1675 2020-09-11 13:00:43,700 - mmaction - INFO - Epoch [48][780/940] lr: 4.000e-02, eta: 2 days, 1:32:22, time: 2.318, data_time: 0.007, memory: 6924, loss_aux: 1.3760, top1_acc: 0.4463, top5_acc: 0.6936, loss_cls: 2.4705, loss: 3.8466, grad_norm: 3.2040 2020-09-11 13:01:19,203 - mmaction - INFO - Epoch [48][800/940] lr: 4.000e-02, eta: 2 days, 1:31:42, time: 1.779, data_time: 0.027, memory: 6924, loss_aux: 1.3982, top1_acc: 0.4227, top5_acc: 0.6768, loss_cls: 2.5230, loss: 3.9212, grad_norm: 3.3016 2020-09-11 13:01:56,400 - mmaction - INFO - Epoch [48][820/940] lr: 4.000e-02, eta: 2 days, 1:31:05, time: 1.861, data_time: 0.006, memory: 6924, loss_aux: 1.3915, top1_acc: 0.4357, top5_acc: 0.6785, loss_cls: 2.5095, loss: 3.9010, grad_norm: 3.2256 2020-09-11 13:02:34,054 - mmaction - INFO - Epoch [48][840/940] lr: 4.000e-02, eta: 2 days, 1:30:29, time: 1.883, data_time: 0.007, memory: 6924, loss_aux: 1.3999, top1_acc: 0.4297, top5_acc: 0.6738, loss_cls: 2.5338, loss: 3.9338, grad_norm: 3.1998 2020-09-11 13:03:12,433 - mmaction - INFO - Epoch [48][860/940] lr: 4.000e-02, eta: 2 days, 1:29:54, time: 1.917, data_time: 0.002, memory: 6924, loss_aux: 1.3835, top1_acc: 0.4461, top5_acc: 0.6814, loss_cls: 2.4929, loss: 3.8764, grad_norm: 3.1767 2020-09-11 13:03:51,042 - mmaction - INFO - Epoch [48][880/940] lr: 4.000e-02, eta: 2 days, 1:29:20, time: 1.932, data_time: 0.006, memory: 6924, loss_aux: 1.3750, top1_acc: 0.4447, top5_acc: 0.6803, loss_cls: 2.4837, loss: 3.8587, grad_norm: 3.2562 2020-09-11 13:04:28,633 - mmaction - INFO - Epoch [48][900/940] lr: 4.000e-02, eta: 2 days, 1:28:44, time: 1.878, data_time: 0.006, memory: 6924, loss_aux: 1.3971, top1_acc: 0.4359, top5_acc: 0.6766, loss_cls: 2.5119, loss: 3.9090, grad_norm: 3.2315 2020-09-11 13:05:06,863 - mmaction - INFO - Epoch [48][920/940] lr: 4.000e-02, eta: 2 days, 1:28:09, time: 1.912, data_time: 0.006, memory: 6924, loss_aux: 1.4086, top1_acc: 0.4266, top5_acc: 0.6691, loss_cls: 2.5712, loss: 3.9798, grad_norm: 3.2368 2020-09-11 13:05:44,306 - mmaction - INFO - Epoch [48][940/940] lr: 4.000e-02, eta: 2 days, 1:27:33, time: 1.873, data_time: 0.003, memory: 6924, loss_aux: 1.4001, top1_acc: 0.4393, top5_acc: 0.6713, loss_cls: 2.5529, loss: 3.9529, grad_norm: 3.2577 2020-09-11 13:05:44,972 - mmaction - INFO - Saving checkpoint at 48 epochs 2020-09-11 13:06:33,937 - mmaction - INFO - Epoch [49][20/940] lr: 4.000e-02, eta: 2 days, 1:27:08, time: 2.158, data_time: 0.642, memory: 6924, loss_aux: 1.3786, top1_acc: 0.4437, top5_acc: 0.6840, loss_cls: 2.4917, loss: 3.8704, grad_norm: 3.2084 2020-09-11 13:07:11,109 - mmaction - INFO - Epoch [49][40/940] lr: 4.000e-02, eta: 2 days, 1:26:31, time: 1.860, data_time: 0.009, memory: 6924, loss_aux: 1.4100, top1_acc: 0.4334, top5_acc: 0.6771, loss_cls: 2.5352, loss: 3.9452, grad_norm: 3.2546 2020-09-11 13:07:49,012 - mmaction - INFO - Epoch [49][60/940] lr: 4.000e-02, eta: 2 days, 1:25:56, time: 1.894, data_time: 0.006, memory: 6924, loss_aux: 1.3545, top1_acc: 0.4469, top5_acc: 0.6957, loss_cls: 2.4274, loss: 3.7818, grad_norm: 3.2264 2020-09-11 13:08:27,463 - mmaction - INFO - Epoch [49][80/940] lr: 4.000e-02, eta: 2 days, 1:25:21, time: 1.923, data_time: 0.006, memory: 6924, loss_aux: 1.3707, top1_acc: 0.4346, top5_acc: 0.6920, loss_cls: 2.4652, loss: 3.8359, grad_norm: 3.2054 2020-09-11 13:09:06,390 - mmaction - INFO - Epoch [49][100/940] lr: 4.000e-02, eta: 2 days, 1:24:48, time: 1.946, data_time: 0.003, memory: 6924, loss_aux: 1.3911, top1_acc: 0.4264, top5_acc: 0.6809, loss_cls: 2.5044, loss: 3.8956, grad_norm: 3.2422 2020-09-11 13:09:44,649 - mmaction - INFO - Epoch [49][120/940] lr: 4.000e-02, eta: 2 days, 1:24:13, time: 1.914, data_time: 0.005, memory: 6924, loss_aux: 1.3868, top1_acc: 0.4340, top5_acc: 0.6830, loss_cls: 2.4942, loss: 3.8810, grad_norm: 3.1642 2020-09-11 13:10:23,908 - mmaction - INFO - Epoch [49][140/940] lr: 4.000e-02, eta: 2 days, 1:23:40, time: 1.962, data_time: 0.003, memory: 6924, loss_aux: 1.3727, top1_acc: 0.4453, top5_acc: 0.6896, loss_cls: 2.4624, loss: 3.8351, grad_norm: 3.1897 2020-09-11 13:11:03,583 - mmaction - INFO - Epoch [49][160/940] lr: 4.000e-02, eta: 2 days, 1:23:09, time: 1.983, data_time: 0.006, memory: 6924, loss_aux: 1.3658, top1_acc: 0.4393, top5_acc: 0.6893, loss_cls: 2.4554, loss: 3.8212, grad_norm: 3.1878 2020-09-11 13:11:43,063 - mmaction - INFO - Epoch [49][180/940] lr: 4.000e-02, eta: 2 days, 1:22:37, time: 1.977, data_time: 0.007, memory: 6924, loss_aux: 1.3894, top1_acc: 0.4432, top5_acc: 0.6717, loss_cls: 2.4981, loss: 3.8875, grad_norm: 3.2273 2020-09-11 13:12:21,668 - mmaction - INFO - Epoch [49][200/940] lr: 4.000e-02, eta: 2 days, 1:22:02, time: 1.930, data_time: 0.002, memory: 6924, loss_aux: 1.3763, top1_acc: 0.4377, top5_acc: 0.6852, loss_cls: 2.4901, loss: 3.8664, grad_norm: 3.1966 2020-09-11 13:13:01,635 - mmaction - INFO - Epoch [49][220/940] lr: 4.000e-02, eta: 2 days, 1:21:31, time: 1.996, data_time: 0.006, memory: 6924, loss_aux: 1.4155, top1_acc: 0.4238, top5_acc: 0.6740, loss_cls: 2.5424, loss: 3.9578, grad_norm: 3.1686 2020-09-11 13:13:40,993 - mmaction - INFO - Epoch [49][240/940] lr: 4.000e-02, eta: 2 days, 1:20:59, time: 1.968, data_time: 0.006, memory: 6924, loss_aux: 1.3595, top1_acc: 0.4443, top5_acc: 0.6877, loss_cls: 2.4339, loss: 3.7933, grad_norm: 3.1924 2020-09-11 13:14:20,178 - mmaction - INFO - Epoch [49][260/940] lr: 4.000e-02, eta: 2 days, 1:20:26, time: 1.961, data_time: 0.006, memory: 6924, loss_aux: 1.3901, top1_acc: 0.4471, top5_acc: 0.6801, loss_cls: 2.5089, loss: 3.8990, grad_norm: 3.2438 2020-09-11 13:15:00,035 - mmaction - INFO - Epoch [49][280/940] lr: 4.000e-02, eta: 2 days, 1:19:54, time: 1.992, data_time: 0.006, memory: 6924, loss_aux: 1.3692, top1_acc: 0.4475, top5_acc: 0.6906, loss_cls: 2.4618, loss: 3.8310, grad_norm: 3.2287 2020-09-11 13:15:39,820 - mmaction - INFO - Epoch [49][300/940] lr: 4.000e-02, eta: 2 days, 1:19:23, time: 1.990, data_time: 0.005, memory: 6924, loss_aux: 1.3777, top1_acc: 0.4367, top5_acc: 0.6852, loss_cls: 2.4875, loss: 3.8653, grad_norm: 3.2568 2020-09-11 13:16:19,728 - mmaction - INFO - Epoch [49][320/940] lr: 4.000e-02, eta: 2 days, 1:18:51, time: 1.996, data_time: 0.006, memory: 6924, loss_aux: 1.3892, top1_acc: 0.4379, top5_acc: 0.6750, loss_cls: 2.4996, loss: 3.8888, grad_norm: 3.2166 2020-09-11 13:16:59,354 - mmaction - INFO - Epoch [49][340/940] lr: 4.000e-02, eta: 2 days, 1:18:19, time: 1.981, data_time: 0.004, memory: 6924, loss_aux: 1.3825, top1_acc: 0.4316, top5_acc: 0.6754, loss_cls: 2.5203, loss: 3.9028, grad_norm: 3.2557 2020-09-11 13:17:39,273 - mmaction - INFO - Epoch [49][360/940] lr: 4.000e-02, eta: 2 days, 1:17:48, time: 1.995, data_time: 0.006, memory: 6924, loss_aux: 1.3630, top1_acc: 0.4412, top5_acc: 0.6883, loss_cls: 2.4659, loss: 3.8288, grad_norm: 3.2247 2020-09-11 13:18:19,505 - mmaction - INFO - Epoch [49][380/940] lr: 4.000e-02, eta: 2 days, 1:17:17, time: 2.012, data_time: 0.006, memory: 6924, loss_aux: 1.3923, top1_acc: 0.4383, top5_acc: 0.6793, loss_cls: 2.5179, loss: 3.9103, grad_norm: 3.2069 2020-09-11 13:18:58,871 - mmaction - INFO - Epoch [49][400/940] lr: 4.000e-02, eta: 2 days, 1:16:45, time: 1.965, data_time: 0.003, memory: 6924, loss_aux: 1.3764, top1_acc: 0.4439, top5_acc: 0.6855, loss_cls: 2.4773, loss: 3.8537, grad_norm: 3.1616 2020-09-11 13:19:37,572 - mmaction - INFO - Epoch [49][420/940] lr: 4.000e-02, eta: 2 days, 1:16:11, time: 1.938, data_time: 0.008, memory: 6924, loss_aux: 1.3939, top1_acc: 0.4365, top5_acc: 0.6789, loss_cls: 2.5130, loss: 3.9070, grad_norm: 3.2183 2020-09-11 13:20:16,317 - mmaction - INFO - Epoch [49][440/940] lr: 4.000e-02, eta: 2 days, 1:15:37, time: 1.935, data_time: 0.003, memory: 6924, loss_aux: 1.3770, top1_acc: 0.4344, top5_acc: 0.6889, loss_cls: 2.4837, loss: 3.8607, grad_norm: 3.2852 2020-09-11 13:20:54,443 - mmaction - INFO - Epoch [49][460/940] lr: 4.000e-02, eta: 2 days, 1:15:02, time: 1.909, data_time: 0.007, memory: 6924, loss_aux: 1.3686, top1_acc: 0.4494, top5_acc: 0.6988, loss_cls: 2.4514, loss: 3.8200, grad_norm: 3.2248 2020-09-11 13:21:32,664 - mmaction - INFO - Epoch [49][480/940] lr: 4.000e-02, eta: 2 days, 1:14:27, time: 1.909, data_time: 0.006, memory: 6924, loss_aux: 1.3963, top1_acc: 0.4301, top5_acc: 0.6734, loss_cls: 2.5414, loss: 3.9377, grad_norm: 3.2025 2020-09-11 13:22:11,203 - mmaction - INFO - Epoch [49][500/940] lr: 4.000e-02, eta: 2 days, 1:13:53, time: 1.926, data_time: 0.006, memory: 6924, loss_aux: 1.4046, top1_acc: 0.4256, top5_acc: 0.6719, loss_cls: 2.5462, loss: 3.9508, grad_norm: 3.2757 2020-09-11 13:22:48,522 - mmaction - INFO - Epoch [49][520/940] lr: 4.000e-02, eta: 2 days, 1:13:16, time: 1.870, data_time: 0.007, memory: 6924, loss_aux: 1.3865, top1_acc: 0.4311, top5_acc: 0.6783, loss_cls: 2.5273, loss: 3.9138, grad_norm: 3.2281 2020-09-11 13:23:26,061 - mmaction - INFO - Epoch [49][540/940] lr: 4.000e-02, eta: 2 days, 1:12:39, time: 1.875, data_time: 0.004, memory: 6924, loss_aux: 1.3516, top1_acc: 0.4539, top5_acc: 0.6961, loss_cls: 2.4345, loss: 3.7862, grad_norm: 3.1733 2020-09-11 13:24:03,204 - mmaction - INFO - Epoch [49][560/940] lr: 4.000e-02, eta: 2 days, 1:12:02, time: 1.858, data_time: 0.006, memory: 6924, loss_aux: 1.3529, top1_acc: 0.4443, top5_acc: 0.6937, loss_cls: 2.4426, loss: 3.7955, grad_norm: 3.1695 2020-09-11 13:24:40,220 - mmaction - INFO - Epoch [49][580/940] lr: 4.000e-02, eta: 2 days, 1:11:25, time: 1.849, data_time: 0.006, memory: 6924, loss_aux: 1.4006, top1_acc: 0.4328, top5_acc: 0.6781, loss_cls: 2.5364, loss: 3.9370, grad_norm: 3.3066 2020-09-11 13:25:17,131 - mmaction - INFO - Epoch [49][600/940] lr: 4.000e-02, eta: 2 days, 1:10:47, time: 1.846, data_time: 0.006, memory: 6924, loss_aux: 1.3842, top1_acc: 0.4342, top5_acc: 0.6854, loss_cls: 2.4969, loss: 3.8811, grad_norm: 3.2573 2020-09-11 13:25:54,532 - mmaction - INFO - Epoch [49][620/940] lr: 4.000e-02, eta: 2 days, 1:10:10, time: 1.872, data_time: 0.006, memory: 6924, loss_aux: 1.4182, top1_acc: 0.4271, top5_acc: 0.6666, loss_cls: 2.5633, loss: 3.9815, grad_norm: 3.1669 2020-09-11 13:26:31,410 - mmaction - INFO - Epoch [49][640/940] lr: 4.000e-02, eta: 2 days, 1:09:33, time: 1.842, data_time: 0.005, memory: 6924, loss_aux: 1.3635, top1_acc: 0.4479, top5_acc: 0.6934, loss_cls: 2.4426, loss: 3.8061, grad_norm: 3.2066 2020-09-11 13:27:08,064 - mmaction - INFO - Epoch [49][660/940] lr: 4.000e-02, eta: 2 days, 1:08:54, time: 1.833, data_time: 0.007, memory: 6924, loss_aux: 1.4046, top1_acc: 0.4336, top5_acc: 0.6797, loss_cls: 2.5264, loss: 3.9310, grad_norm: 3.3043 2020-09-11 13:27:45,613 - mmaction - INFO - Epoch [49][680/940] lr: 4.000e-02, eta: 2 days, 1:08:18, time: 1.879, data_time: 0.006, memory: 6924, loss_aux: 1.3862, top1_acc: 0.4457, top5_acc: 0.6813, loss_cls: 2.5015, loss: 3.8877, grad_norm: 3.1929 2020-09-11 13:28:22,111 - mmaction - INFO - Epoch [49][700/940] lr: 4.000e-02, eta: 2 days, 1:07:39, time: 1.823, data_time: 0.006, memory: 6924, loss_aux: 1.3829, top1_acc: 0.4383, top5_acc: 0.6775, loss_cls: 2.5194, loss: 3.9023, grad_norm: 3.2261 2020-09-11 13:28:58,883 - mmaction - INFO - Epoch [49][720/940] lr: 4.000e-02, eta: 2 days, 1:07:02, time: 1.841, data_time: 0.006, memory: 6924, loss_aux: 1.3853, top1_acc: 0.4473, top5_acc: 0.6799, loss_cls: 2.5010, loss: 3.8863, grad_norm: 3.2136 2020-09-11 13:29:35,605 - mmaction - INFO - Epoch [49][740/940] lr: 4.000e-02, eta: 2 days, 1:06:23, time: 1.834, data_time: 0.006, memory: 6924, loss_aux: 1.3842, top1_acc: 0.4451, top5_acc: 0.6791, loss_cls: 2.4829, loss: 3.8671, grad_norm: 3.1969 2020-09-11 13:30:12,295 - mmaction - INFO - Epoch [49][760/940] lr: 4.000e-02, eta: 2 days, 1:05:45, time: 1.835, data_time: 0.007, memory: 6924, loss_aux: 1.4126, top1_acc: 0.4311, top5_acc: 0.6670, loss_cls: 2.5592, loss: 3.9718, grad_norm: 3.2318 2020-09-11 13:30:48,641 - mmaction - INFO - Epoch [49][780/940] lr: 4.000e-02, eta: 2 days, 1:05:06, time: 1.818, data_time: 0.004, memory: 6924, loss_aux: 1.3875, top1_acc: 0.4330, top5_acc: 0.6807, loss_cls: 2.5191, loss: 3.9066, grad_norm: 3.1814 2020-09-11 13:31:26,075 - mmaction - INFO - Epoch [49][800/940] lr: 4.000e-02, eta: 2 days, 1:04:30, time: 1.872, data_time: 0.006, memory: 6924, loss_aux: 1.3969, top1_acc: 0.4340, top5_acc: 0.6734, loss_cls: 2.5290, loss: 3.9259, grad_norm: 3.2152 2020-09-11 13:32:02,470 - mmaction - INFO - Epoch [49][820/940] lr: 4.000e-02, eta: 2 days, 1:03:51, time: 1.820, data_time: 0.004, memory: 6924, loss_aux: 1.3901, top1_acc: 0.4355, top5_acc: 0.6762, loss_cls: 2.5126, loss: 3.9028, grad_norm: 3.1912 2020-09-11 13:32:38,419 - mmaction - INFO - Epoch [49][840/940] lr: 4.000e-02, eta: 2 days, 1:03:11, time: 1.797, data_time: 0.006, memory: 6924, loss_aux: 1.3601, top1_acc: 0.4547, top5_acc: 0.6883, loss_cls: 2.4502, loss: 3.8104, grad_norm: 3.1976 2020-09-11 13:33:15,549 - mmaction - INFO - Epoch [49][860/940] lr: 4.000e-02, eta: 2 days, 1:02:34, time: 1.855, data_time: 0.002, memory: 6924, loss_aux: 1.3966, top1_acc: 0.4254, top5_acc: 0.6740, loss_cls: 2.5236, loss: 3.9202, grad_norm: 3.2050 2020-09-11 13:33:51,161 - mmaction - INFO - Epoch [49][880/940] lr: 4.000e-02, eta: 2 days, 1:01:54, time: 1.782, data_time: 0.003, memory: 6924, loss_aux: 1.3972, top1_acc: 0.4320, top5_acc: 0.6791, loss_cls: 2.5075, loss: 3.9046, grad_norm: 3.1833 2020-09-11 13:34:27,084 - mmaction - INFO - Epoch [49][900/940] lr: 4.000e-02, eta: 2 days, 1:01:14, time: 1.794, data_time: 0.006, memory: 6924, loss_aux: 1.4187, top1_acc: 0.4318, top5_acc: 0.6738, loss_cls: 2.5444, loss: 3.9631, grad_norm: 3.2195 2020-09-11 13:35:03,655 - mmaction - INFO - Epoch [49][920/940] lr: 4.000e-02, eta: 2 days, 1:00:36, time: 1.831, data_time: 0.007, memory: 6924, loss_aux: 1.3930, top1_acc: 0.4311, top5_acc: 0.6803, loss_cls: 2.5235, loss: 3.9165, grad_norm: 3.2216 2020-09-11 13:35:38,390 - mmaction - INFO - Epoch [49][940/940] lr: 4.000e-02, eta: 2 days, 0:59:54, time: 1.738, data_time: 0.003, memory: 6924, loss_aux: 1.3887, top1_acc: 0.4375, top5_acc: 0.6751, loss_cls: 2.5305, loss: 3.9191, grad_norm: 3.2288 2020-09-11 13:35:38,811 - mmaction - INFO - Saving checkpoint at 49 epochs 2020-09-11 13:36:21,696 - mmaction - INFO - Epoch [50][20/940] lr: 4.000e-02, eta: 2 days, 0:59:22, time: 2.001, data_time: 0.528, memory: 6924, loss_aux: 1.3740, top1_acc: 0.4287, top5_acc: 0.6828, loss_cls: 2.5058, loss: 3.8798, grad_norm: 3.2181 2020-09-11 13:36:57,912 - mmaction - INFO - Epoch [50][40/940] lr: 4.000e-02, eta: 2 days, 0:58:43, time: 1.813, data_time: 0.006, memory: 6924, loss_aux: 1.3724, top1_acc: 0.4455, top5_acc: 0.6902, loss_cls: 2.4563, loss: 3.8287, grad_norm: 3.2053 2020-09-11 13:37:32,581 - mmaction - INFO - Epoch [50][60/940] lr: 4.000e-02, eta: 2 days, 0:58:01, time: 1.731, data_time: 0.005, memory: 6924, loss_aux: 1.3495, top1_acc: 0.4488, top5_acc: 0.6936, loss_cls: 2.4408, loss: 3.7903, grad_norm: 3.1907 2020-09-11 13:38:08,603 - mmaction - INFO - Epoch [50][80/940] lr: 4.000e-02, eta: 2 days, 0:57:22, time: 1.803, data_time: 0.006, memory: 6924, loss_aux: 1.3692, top1_acc: 0.4418, top5_acc: 0.6859, loss_cls: 2.4584, loss: 3.8277, grad_norm: 3.1401 2020-09-11 13:38:45,434 - mmaction - INFO - Epoch [50][100/940] lr: 4.000e-02, eta: 2 days, 0:56:44, time: 1.840, data_time: 0.005, memory: 6924, loss_aux: 1.3735, top1_acc: 0.4406, top5_acc: 0.6840, loss_cls: 2.4705, loss: 3.8440, grad_norm: 3.1957 2020-09-11 13:39:21,564 - mmaction - INFO - Epoch [50][120/940] lr: 4.000e-02, eta: 2 days, 0:56:04, time: 1.808, data_time: 0.006, memory: 6924, loss_aux: 1.3827, top1_acc: 0.4359, top5_acc: 0.6826, loss_cls: 2.5144, loss: 3.8971, grad_norm: 3.2657 2020-09-11 13:39:58,130 - mmaction - INFO - Epoch [50][140/940] lr: 4.000e-02, eta: 2 days, 0:55:26, time: 1.826, data_time: 0.005, memory: 6924, loss_aux: 1.3913, top1_acc: 0.4346, top5_acc: 0.6867, loss_cls: 2.5001, loss: 3.8914, grad_norm: 3.2087 2020-09-11 13:40:32,946 - mmaction - INFO - Epoch [50][160/940] lr: 4.000e-02, eta: 2 days, 0:54:44, time: 1.743, data_time: 0.006, memory: 6924, loss_aux: 1.3614, top1_acc: 0.4404, top5_acc: 0.6824, loss_cls: 2.4718, loss: 3.8332, grad_norm: 3.2059 2020-09-11 13:41:08,987 - mmaction - INFO - Epoch [50][180/940] lr: 4.000e-02, eta: 2 days, 0:54:05, time: 1.799, data_time: 0.006, memory: 6924, loss_aux: 1.3616, top1_acc: 0.4443, top5_acc: 0.6867, loss_cls: 2.4601, loss: 3.8218, grad_norm: 3.2415 2020-09-11 13:41:45,180 - mmaction - INFO - Epoch [50][200/940] lr: 4.000e-02, eta: 2 days, 0:53:26, time: 1.812, data_time: 0.006, memory: 6924, loss_aux: 1.3552, top1_acc: 0.4484, top5_acc: 0.6885, loss_cls: 2.4452, loss: 3.8004, grad_norm: 3.2109 2020-09-11 13:42:20,765 - mmaction - INFO - Epoch [50][220/940] lr: 4.000e-02, eta: 2 days, 0:52:45, time: 1.778, data_time: 0.006, memory: 6924, loss_aux: 1.4132, top1_acc: 0.4363, top5_acc: 0.6713, loss_cls: 2.5463, loss: 3.9595, grad_norm: 3.2816 2020-09-11 13:42:56,739 - mmaction - INFO - Epoch [50][240/940] lr: 4.000e-02, eta: 2 days, 0:52:06, time: 1.799, data_time: 0.006, memory: 6924, loss_aux: 1.3736, top1_acc: 0.4428, top5_acc: 0.6822, loss_cls: 2.4780, loss: 3.8516, grad_norm: 3.1906 2020-09-11 13:43:33,664 - mmaction - INFO - Epoch [50][260/940] lr: 4.000e-02, eta: 2 days, 0:51:28, time: 1.848, data_time: 0.006, memory: 6924, loss_aux: 1.3980, top1_acc: 0.4406, top5_acc: 0.6732, loss_cls: 2.5046, loss: 3.9027, grad_norm: 3.2032 2020-09-11 13:44:08,578 - mmaction - INFO - Epoch [50][280/940] lr: 4.000e-02, eta: 2 days, 0:50:46, time: 1.743, data_time: 0.006, memory: 6924, loss_aux: 1.3417, top1_acc: 0.4568, top5_acc: 0.6941, loss_cls: 2.4054, loss: 3.7471, grad_norm: 3.1928 2020-09-11 13:44:43,832 - mmaction - INFO - Epoch [50][300/940] lr: 4.000e-02, eta: 2 days, 0:50:05, time: 1.765, data_time: 0.006, memory: 6924, loss_aux: 1.4133, top1_acc: 0.4320, top5_acc: 0.6740, loss_cls: 2.5342, loss: 3.9475, grad_norm: 3.2997 2020-09-11 13:45:20,078 - mmaction - INFO - Epoch [50][320/940] lr: 4.000e-02, eta: 2 days, 0:49:26, time: 1.810, data_time: 0.006, memory: 6924, loss_aux: 1.3746, top1_acc: 0.4484, top5_acc: 0.6803, loss_cls: 2.4823, loss: 3.8569, grad_norm: 3.1942 2020-09-11 13:45:55,918 - mmaction - INFO - Epoch [50][340/940] lr: 4.000e-02, eta: 2 days, 0:48:46, time: 1.794, data_time: 0.006, memory: 6924, loss_aux: 1.3623, top1_acc: 0.4402, top5_acc: 0.6850, loss_cls: 2.4607, loss: 3.8229, grad_norm: 3.2293 2020-09-11 13:46:31,491 - mmaction - INFO - Epoch [50][360/940] lr: 4.000e-02, eta: 2 days, 0:48:06, time: 1.778, data_time: 0.007, memory: 6924, loss_aux: 1.3658, top1_acc: 0.4406, top5_acc: 0.6873, loss_cls: 2.4767, loss: 3.8425, grad_norm: 3.2116 2020-09-11 13:47:08,838 - mmaction - INFO - Epoch [50][380/940] lr: 4.000e-02, eta: 2 days, 0:47:29, time: 1.868, data_time: 0.006, memory: 6924, loss_aux: 1.3792, top1_acc: 0.4318, top5_acc: 0.6824, loss_cls: 2.4884, loss: 3.8676, grad_norm: 3.2387 2020-09-11 13:47:43,597 - mmaction - INFO - Epoch [50][400/940] lr: 4.000e-02, eta: 2 days, 0:46:47, time: 1.736, data_time: 0.006, memory: 6924, loss_aux: 1.3769, top1_acc: 0.4420, top5_acc: 0.6895, loss_cls: 2.4807, loss: 3.8577, grad_norm: 3.1998 2020-09-11 13:48:19,840 - mmaction - INFO - Epoch [50][420/940] lr: 4.000e-02, eta: 2 days, 0:46:08, time: 1.814, data_time: 0.007, memory: 6924, loss_aux: 1.3853, top1_acc: 0.4322, top5_acc: 0.6807, loss_cls: 2.5089, loss: 3.8942, grad_norm: 3.3281 2020-09-11 13:48:55,351 - mmaction - INFO - Epoch [50][440/940] lr: 4.000e-02, eta: 2 days, 0:45:28, time: 1.775, data_time: 0.005, memory: 6924, loss_aux: 1.3599, top1_acc: 0.4445, top5_acc: 0.6867, loss_cls: 2.4577, loss: 3.8177, grad_norm: 3.2070 2020-09-11 13:49:31,562 - mmaction - INFO - Epoch [50][460/940] lr: 4.000e-02, eta: 2 days, 0:44:49, time: 1.809, data_time: 0.007, memory: 6924, loss_aux: 1.3772, top1_acc: 0.4461, top5_acc: 0.6904, loss_cls: 2.4714, loss: 3.8486, grad_norm: 3.2049 2020-09-11 13:50:06,849 - mmaction - INFO - Epoch [50][480/940] lr: 4.000e-02, eta: 2 days, 0:44:08, time: 1.767, data_time: 0.006, memory: 6924, loss_aux: 1.3759, top1_acc: 0.4437, top5_acc: 0.6871, loss_cls: 2.4718, loss: 3.8477, grad_norm: 3.2039 2020-09-11 13:50:42,154 - mmaction - INFO - Epoch [50][500/940] lr: 4.000e-02, eta: 2 days, 0:43:27, time: 1.765, data_time: 0.002, memory: 6924, loss_aux: 1.3914, top1_acc: 0.4383, top5_acc: 0.6773, loss_cls: 2.5155, loss: 3.9069, grad_norm: 3.2408 2020-09-11 13:51:18,042 - mmaction - INFO - Epoch [50][520/940] lr: 4.000e-02, eta: 2 days, 0:42:47, time: 1.793, data_time: 0.006, memory: 6924, loss_aux: 1.3871, top1_acc: 0.4373, top5_acc: 0.6797, loss_cls: 2.4991, loss: 3.8862, grad_norm: 3.2060 2020-09-11 13:51:52,960 - mmaction - INFO - Epoch [50][540/940] lr: 4.000e-02, eta: 2 days, 0:42:06, time: 1.747, data_time: 0.005, memory: 6924, loss_aux: 1.3777, top1_acc: 0.4377, top5_acc: 0.6777, loss_cls: 2.4989, loss: 3.8766, grad_norm: 3.2133 2020-09-11 13:52:28,620 - mmaction - INFO - Epoch [50][560/940] lr: 4.000e-02, eta: 2 days, 0:41:25, time: 1.783, data_time: 0.007, memory: 6924, loss_aux: 1.3698, top1_acc: 0.4412, top5_acc: 0.6820, loss_cls: 2.4858, loss: 3.8556, grad_norm: 3.2194 2020-09-11 13:53:04,966 - mmaction - INFO - Epoch [50][580/940] lr: 4.000e-02, eta: 2 days, 0:40:47, time: 1.818, data_time: 0.003, memory: 6924, loss_aux: 1.3946, top1_acc: 0.4254, top5_acc: 0.6719, loss_cls: 2.5355, loss: 3.9301, grad_norm: 3.2158 2020-09-11 13:53:40,559 - mmaction - INFO - Epoch [50][600/940] lr: 4.000e-02, eta: 2 days, 0:40:06, time: 1.777, data_time: 0.007, memory: 6924, loss_aux: 1.3442, top1_acc: 0.4461, top5_acc: 0.6881, loss_cls: 2.4212, loss: 3.7654, grad_norm: 3.1476 2020-09-11 13:54:16,083 - mmaction - INFO - Epoch [50][620/940] lr: 4.000e-02, eta: 2 days, 0:39:26, time: 1.778, data_time: 0.007, memory: 6924, loss_aux: 1.3865, top1_acc: 0.4359, top5_acc: 0.6811, loss_cls: 2.5143, loss: 3.9008, grad_norm: 3.2195 2020-09-11 13:54:51,956 - mmaction - INFO - Epoch [50][640/940] lr: 4.000e-02, eta: 2 days, 0:38:46, time: 1.794, data_time: 0.004, memory: 6924, loss_aux: 1.3689, top1_acc: 0.4529, top5_acc: 0.6791, loss_cls: 2.4919, loss: 3.8608, grad_norm: 3.1982 2020-09-11 13:55:27,373 - mmaction - INFO - Epoch [50][660/940] lr: 4.000e-02, eta: 2 days, 0:38:06, time: 1.769, data_time: 0.006, memory: 6924, loss_aux: 1.3766, top1_acc: 0.4455, top5_acc: 0.6887, loss_cls: 2.4729, loss: 3.8495, grad_norm: 3.2552 2020-09-11 13:56:02,904 - mmaction - INFO - Epoch [50][680/940] lr: 4.000e-02, eta: 2 days, 0:37:25, time: 1.777, data_time: 0.006, memory: 6924, loss_aux: 1.3835, top1_acc: 0.4377, top5_acc: 0.6828, loss_cls: 2.4946, loss: 3.8780, grad_norm: 3.2073 2020-09-11 13:56:38,958 - mmaction - INFO - Epoch [50][700/940] lr: 4.000e-02, eta: 2 days, 0:36:46, time: 1.802, data_time: 0.003, memory: 6924, loss_aux: 1.3933, top1_acc: 0.4383, top5_acc: 0.6768, loss_cls: 2.5137, loss: 3.9071, grad_norm: 3.1833 2020-09-11 13:57:14,526 - mmaction - INFO - Epoch [50][720/940] lr: 4.000e-02, eta: 2 days, 0:36:06, time: 1.777, data_time: 0.006, memory: 6924, loss_aux: 1.3730, top1_acc: 0.4406, top5_acc: 0.6877, loss_cls: 2.4708, loss: 3.8438, grad_norm: 3.2332 2020-09-11 13:57:49,939 - mmaction - INFO - Epoch [50][740/940] lr: 4.000e-02, eta: 2 days, 0:35:25, time: 1.772, data_time: 0.006, memory: 6924, loss_aux: 1.3794, top1_acc: 0.4412, top5_acc: 0.6855, loss_cls: 2.4870, loss: 3.8664, grad_norm: 3.2709 2020-09-11 13:58:26,507 - mmaction - INFO - Epoch [50][760/940] lr: 4.000e-02, eta: 2 days, 0:34:47, time: 1.828, data_time: 0.008, memory: 6924, loss_aux: 1.3802, top1_acc: 0.4400, top5_acc: 0.6760, loss_cls: 2.5080, loss: 3.8882, grad_norm: 3.2268 2020-09-11 13:59:01,303 - mmaction - INFO - Epoch [50][780/940] lr: 4.000e-02, eta: 2 days, 0:34:05, time: 1.741, data_time: 0.005, memory: 6924, loss_aux: 1.3867, top1_acc: 0.4369, top5_acc: 0.6820, loss_cls: 2.5002, loss: 3.8868, grad_norm: 3.2049 2020-09-11 13:59:37,398 - mmaction - INFO - Epoch [50][800/940] lr: 4.000e-02, eta: 2 days, 0:33:26, time: 1.803, data_time: 0.006, memory: 6924, loss_aux: 1.3598, top1_acc: 0.4430, top5_acc: 0.6887, loss_cls: 2.4600, loss: 3.8198, grad_norm: 3.1861 2020-09-11 14:00:20,690 - mmaction - INFO - Epoch [50][820/940] lr: 4.000e-02, eta: 2 days, 0:33:00, time: 2.158, data_time: 0.007, memory: 6924, loss_aux: 1.3691, top1_acc: 0.4359, top5_acc: 0.6824, loss_cls: 2.4884, loss: 3.8575, grad_norm: 3.2181 2020-09-11 14:00:53,263 - mmaction - INFO - Epoch [50][840/940] lr: 4.000e-02, eta: 2 days, 0:32:15, time: 1.637, data_time: 0.036, memory: 6924, loss_aux: 1.3813, top1_acc: 0.4383, top5_acc: 0.6945, loss_cls: 2.4913, loss: 3.8727, grad_norm: 3.2009 2020-09-11 14:01:28,006 - mmaction - INFO - Epoch [50][860/940] lr: 4.000e-02, eta: 2 days, 0:31:32, time: 1.734, data_time: 0.006, memory: 6924, loss_aux: 1.3630, top1_acc: 0.4445, top5_acc: 0.6877, loss_cls: 2.4585, loss: 3.8215, grad_norm: 3.1533 2020-09-11 14:02:04,439 - mmaction - INFO - Epoch [50][880/940] lr: 4.000e-02, eta: 2 days, 0:30:54, time: 1.824, data_time: 0.007, memory: 6924, loss_aux: 1.3522, top1_acc: 0.4527, top5_acc: 0.6883, loss_cls: 2.4526, loss: 3.8048, grad_norm: 3.2089 2020-09-11 14:02:39,611 - mmaction - INFO - Epoch [50][900/940] lr: 4.000e-02, eta: 2 days, 0:30:13, time: 1.758, data_time: 0.003, memory: 6924, loss_aux: 1.3887, top1_acc: 0.4320, top5_acc: 0.6781, loss_cls: 2.5344, loss: 3.9231, grad_norm: 3.2121 2020-09-11 14:03:15,448 - mmaction - INFO - Epoch [50][920/940] lr: 4.000e-02, eta: 2 days, 0:29:33, time: 1.790, data_time: 0.003, memory: 6924, loss_aux: 1.3901, top1_acc: 0.4373, top5_acc: 0.6791, loss_cls: 2.5111, loss: 3.9012, grad_norm: 3.2536 2020-09-11 14:03:51,310 - mmaction - INFO - Epoch [50][940/940] lr: 4.000e-02, eta: 2 days, 0:28:53, time: 1.794, data_time: 0.006, memory: 6924, loss_aux: 1.3906, top1_acc: 0.4361, top5_acc: 0.6767, loss_cls: 2.5049, loss: 3.8954, grad_norm: 3.2668 2020-09-11 14:03:51,887 - mmaction - INFO - Saving checkpoint at 50 epochs 2020-09-11 14:04:36,573 - mmaction - INFO - Epoch [51][20/940] lr: 4.000e-02, eta: 2 days, 0:28:20, time: 1.939, data_time: 0.607, memory: 6924, loss_aux: 1.3491, top1_acc: 0.4549, top5_acc: 0.6924, loss_cls: 2.4242, loss: 3.7733, grad_norm: 3.1727 2020-09-11 14:05:09,027 - mmaction - INFO - Epoch [51][40/940] lr: 4.000e-02, eta: 2 days, 0:27:33, time: 1.624, data_time: 0.006, memory: 6924, loss_aux: 1.3608, top1_acc: 0.4520, top5_acc: 0.6875, loss_cls: 2.4483, loss: 3.8091, grad_norm: 3.1513 2020-09-11 14:05:43,806 - mmaction - INFO - Epoch [51][60/940] lr: 4.000e-02, eta: 2 days, 0:26:51, time: 1.740, data_time: 0.003, memory: 6924, loss_aux: 1.3617, top1_acc: 0.4506, top5_acc: 0.6896, loss_cls: 2.4434, loss: 3.8051, grad_norm: 3.2511 2020-09-11 14:06:19,057 - mmaction - INFO - Epoch [51][80/940] lr: 4.000e-02, eta: 2 days, 0:26:10, time: 1.761, data_time: 0.005, memory: 6924, loss_aux: 1.3726, top1_acc: 0.4318, top5_acc: 0.6803, loss_cls: 2.4857, loss: 3.8583, grad_norm: 3.2513 2020-09-11 14:06:53,907 - mmaction - INFO - Epoch [51][100/940] lr: 4.000e-02, eta: 2 days, 0:25:29, time: 1.744, data_time: 0.006, memory: 6924, loss_aux: 1.3747, top1_acc: 0.4502, top5_acc: 0.6861, loss_cls: 2.4619, loss: 3.8366, grad_norm: 3.2336 2020-09-11 14:07:29,736 - mmaction - INFO - Epoch [51][120/940] lr: 4.000e-02, eta: 2 days, 0:24:49, time: 1.789, data_time: 0.005, memory: 6924, loss_aux: 1.3608, top1_acc: 0.4514, top5_acc: 0.6904, loss_cls: 2.4623, loss: 3.8231, grad_norm: 3.2503 2020-09-11 14:08:04,177 - mmaction - INFO - Epoch [51][140/940] lr: 4.000e-02, eta: 2 days, 0:24:07, time: 1.724, data_time: 0.006, memory: 6924, loss_aux: 1.3591, top1_acc: 0.4461, top5_acc: 0.6926, loss_cls: 2.4493, loss: 3.8084, grad_norm: 3.2035 2020-09-11 14:08:40,430 - mmaction - INFO - Epoch [51][160/940] lr: 4.000e-02, eta: 2 days, 0:23:28, time: 1.811, data_time: 0.006, memory: 6924, loss_aux: 1.3835, top1_acc: 0.4320, top5_acc: 0.6764, loss_cls: 2.5209, loss: 3.9044, grad_norm: 3.2186 2020-09-11 14:09:14,968 - mmaction - INFO - Epoch [51][180/940] lr: 4.000e-02, eta: 2 days, 0:22:45, time: 1.728, data_time: 0.006, memory: 6924, loss_aux: 1.3610, top1_acc: 0.4439, top5_acc: 0.6895, loss_cls: 2.4507, loss: 3.8117, grad_norm: 3.1771 2020-09-11 14:09:50,565 - mmaction - INFO - Epoch [51][200/940] lr: 4.000e-02, eta: 2 days, 0:22:05, time: 1.781, data_time: 0.006, memory: 6924, loss_aux: 1.3839, top1_acc: 0.4396, top5_acc: 0.6787, loss_cls: 2.4972, loss: 3.8812, grad_norm: 3.2038 2020-09-11 14:10:25,288 - mmaction - INFO - Epoch [51][220/940] lr: 4.000e-02, eta: 2 days, 0:21:23, time: 1.735, data_time: 0.003, memory: 6924, loss_aux: 1.3801, top1_acc: 0.4398, top5_acc: 0.6842, loss_cls: 2.4977, loss: 3.8778, grad_norm: 3.2322 2020-09-11 14:11:00,633 - mmaction - INFO - Epoch [51][240/940] lr: 4.000e-02, eta: 2 days, 0:20:43, time: 1.769, data_time: 0.005, memory: 6924, loss_aux: 1.3798, top1_acc: 0.4404, top5_acc: 0.6838, loss_cls: 2.4911, loss: 3.8709, grad_norm: 3.2149 2020-09-11 14:11:36,876 - mmaction - INFO - Epoch [51][260/940] lr: 4.000e-02, eta: 2 days, 0:20:04, time: 1.810, data_time: 0.005, memory: 6924, loss_aux: 1.3780, top1_acc: 0.4547, top5_acc: 0.6811, loss_cls: 2.4772, loss: 3.8552, grad_norm: 3.2861 2020-09-11 14:12:11,007 - mmaction - INFO - Epoch [51][280/940] lr: 4.000e-02, eta: 2 days, 0:19:21, time: 1.709, data_time: 0.006, memory: 6924, loss_aux: 1.3931, top1_acc: 0.4363, top5_acc: 0.6740, loss_cls: 2.5095, loss: 3.9027, grad_norm: 3.2409 2020-09-11 14:12:46,100 - mmaction - INFO - Epoch [51][300/940] lr: 4.000e-02, eta: 2 days, 0:18:40, time: 1.752, data_time: 0.007, memory: 6924, loss_aux: 1.3827, top1_acc: 0.4475, top5_acc: 0.6861, loss_cls: 2.4855, loss: 3.8683, grad_norm: 3.2408 2020-09-11 14:13:19,702 - mmaction - INFO - Epoch [51][320/940] lr: 4.000e-02, eta: 2 days, 0:17:55, time: 1.681, data_time: 0.006, memory: 6924, loss_aux: 1.3896, top1_acc: 0.4426, top5_acc: 0.6793, loss_cls: 2.4881, loss: 3.8776, grad_norm: 3.1723 2020-09-11 14:13:54,110 - mmaction - INFO - Epoch [51][340/940] lr: 4.000e-02, eta: 2 days, 0:17:13, time: 1.721, data_time: 0.005, memory: 6924, loss_aux: 1.3592, top1_acc: 0.4482, top5_acc: 0.6865, loss_cls: 2.4321, loss: 3.7914, grad_norm: 3.2120 2020-09-11 14:14:29,784 - mmaction - INFO - Epoch [51][360/940] lr: 4.000e-02, eta: 2 days, 0:16:33, time: 1.782, data_time: 0.006, memory: 6924, loss_aux: 1.3681, top1_acc: 0.4424, top5_acc: 0.6881, loss_cls: 2.4834, loss: 3.8515, grad_norm: 3.2131 2020-09-11 14:15:05,320 - mmaction - INFO - Epoch [51][380/940] lr: 4.000e-02, eta: 2 days, 0:15:53, time: 1.779, data_time: 0.006, memory: 6924, loss_aux: 1.3720, top1_acc: 0.4447, top5_acc: 0.6875, loss_cls: 2.4795, loss: 3.8515, grad_norm: 3.2631 2020-09-11 14:15:39,626 - mmaction - INFO - Epoch [51][400/940] lr: 4.000e-02, eta: 2 days, 0:15:10, time: 1.715, data_time: 0.003, memory: 6924, loss_aux: 1.3717, top1_acc: 0.4395, top5_acc: 0.6754, loss_cls: 2.5081, loss: 3.8798, grad_norm: 3.2668 2020-09-11 14:16:14,409 - mmaction - INFO - Epoch [51][420/940] lr: 4.000e-02, eta: 2 days, 0:14:28, time: 1.738, data_time: 0.006, memory: 6924, loss_aux: 1.3703, top1_acc: 0.4400, top5_acc: 0.6881, loss_cls: 2.4709, loss: 3.8412, grad_norm: 3.1900 2020-09-11 14:16:49,896 - mmaction - INFO - Epoch [51][440/940] lr: 4.000e-02, eta: 2 days, 0:13:48, time: 1.776, data_time: 0.006, memory: 6924, loss_aux: 1.3894, top1_acc: 0.4363, top5_acc: 0.6756, loss_cls: 2.5077, loss: 3.8971, grad_norm: 3.2248 2020-09-11 14:17:25,786 - mmaction - INFO - Epoch [51][460/940] lr: 4.000e-02, eta: 2 days, 0:13:09, time: 1.793, data_time: 0.007, memory: 6924, loss_aux: 1.3875, top1_acc: 0.4385, top5_acc: 0.6783, loss_cls: 2.4906, loss: 3.8782, grad_norm: 3.2748 2020-09-11 14:18:00,235 - mmaction - INFO - Epoch [51][480/940] lr: 4.000e-02, eta: 2 days, 0:12:26, time: 1.724, data_time: 0.005, memory: 6924, loss_aux: 1.4070, top1_acc: 0.4277, top5_acc: 0.6678, loss_cls: 2.5567, loss: 3.9638, grad_norm: 3.3608 2020-09-11 14:18:35,075 - mmaction - INFO - Epoch [51][500/940] lr: 4.000e-02, eta: 2 days, 0:11:45, time: 1.742, data_time: 0.006, memory: 6924, loss_aux: 1.3708, top1_acc: 0.4439, top5_acc: 0.6824, loss_cls: 2.4721, loss: 3.8429, grad_norm: 3.2126 2020-09-11 14:19:10,411 - mmaction - INFO - Epoch [51][520/940] lr: 4.000e-02, eta: 2 days, 0:11:04, time: 1.765, data_time: 0.004, memory: 6924, loss_aux: 1.3729, top1_acc: 0.4455, top5_acc: 0.6811, loss_cls: 2.4913, loss: 3.8641, grad_norm: 3.1960 2020-09-11 14:19:45,463 - mmaction - INFO - Epoch [51][540/940] lr: 4.000e-02, eta: 2 days, 0:10:23, time: 1.754, data_time: 0.006, memory: 6924, loss_aux: 1.3707, top1_acc: 0.4389, top5_acc: 0.6813, loss_cls: 2.4986, loss: 3.8694, grad_norm: 3.2394 2020-09-11 14:20:21,014 - mmaction - INFO - Epoch [51][560/940] lr: 4.000e-02, eta: 2 days, 0:09:43, time: 1.775, data_time: 0.005, memory: 6924, loss_aux: 1.3716, top1_acc: 0.4398, top5_acc: 0.6803, loss_cls: 2.4915, loss: 3.8631, grad_norm: 3.1876 2020-09-11 14:20:55,986 - mmaction - INFO - Epoch [51][580/940] lr: 4.000e-02, eta: 2 days, 0:09:01, time: 1.749, data_time: 0.006, memory: 6924, loss_aux: 1.3745, top1_acc: 0.4350, top5_acc: 0.6814, loss_cls: 2.4880, loss: 3.8624, grad_norm: 3.2398 2020-09-11 14:21:31,050 - mmaction - INFO - Epoch [51][600/940] lr: 4.000e-02, eta: 2 days, 0:08:20, time: 1.755, data_time: 0.005, memory: 6924, loss_aux: 1.3784, top1_acc: 0.4418, top5_acc: 0.6900, loss_cls: 2.4866, loss: 3.8650, grad_norm: 3.2400 2020-09-11 14:22:06,451 - mmaction - INFO - Epoch [51][620/940] lr: 4.000e-02, eta: 2 days, 0:07:40, time: 1.768, data_time: 0.006, memory: 6924, loss_aux: 1.3722, top1_acc: 0.4383, top5_acc: 0.6789, loss_cls: 2.4685, loss: 3.8407, grad_norm: 3.1985 2020-09-11 14:22:41,055 - mmaction - INFO - Epoch [51][640/940] lr: 4.000e-02, eta: 2 days, 0:06:58, time: 1.731, data_time: 0.007, memory: 6924, loss_aux: 1.3804, top1_acc: 0.4414, top5_acc: 0.6779, loss_cls: 2.4823, loss: 3.8627, grad_norm: 3.2204 2020-09-11 14:23:15,957 - mmaction - INFO - Epoch [51][660/940] lr: 4.000e-02, eta: 2 days, 0:06:16, time: 1.745, data_time: 0.006, memory: 6924, loss_aux: 1.3895, top1_acc: 0.4359, top5_acc: 0.6789, loss_cls: 2.5046, loss: 3.8941, grad_norm: 3.2246 2020-09-11 14:23:50,697 - mmaction - INFO - Epoch [51][680/940] lr: 4.000e-02, eta: 2 days, 0:05:35, time: 1.739, data_time: 0.006, memory: 6924, loss_aux: 1.3684, top1_acc: 0.4420, top5_acc: 0.6820, loss_cls: 2.4786, loss: 3.8471, grad_norm: 3.2417 2020-09-11 14:24:26,205 - mmaction - INFO - Epoch [51][700/940] lr: 4.000e-02, eta: 2 days, 0:04:54, time: 1.774, data_time: 0.006, memory: 6924, loss_aux: 1.3485, top1_acc: 0.4484, top5_acc: 0.6984, loss_cls: 2.4137, loss: 3.7622, grad_norm: 3.2123 2020-09-11 14:25:01,149 - mmaction - INFO - Epoch [51][720/940] lr: 4.000e-02, eta: 2 days, 0:04:13, time: 1.749, data_time: 0.006, memory: 6924, loss_aux: 1.3994, top1_acc: 0.4389, top5_acc: 0.6762, loss_cls: 2.5159, loss: 3.9153, grad_norm: 3.3369 2020-09-11 14:25:36,843 - mmaction - INFO - Epoch [51][740/940] lr: 4.000e-02, eta: 2 days, 0:03:33, time: 1.784, data_time: 0.005, memory: 6924, loss_aux: 1.3855, top1_acc: 0.4408, top5_acc: 0.6850, loss_cls: 2.4979, loss: 3.8834, grad_norm: 3.3187 2020-09-11 14:26:11,981 - mmaction - INFO - Epoch [51][760/940] lr: 4.000e-02, eta: 2 days, 0:02:52, time: 1.755, data_time: 0.007, memory: 6924, loss_aux: 1.3587, top1_acc: 0.4461, top5_acc: 0.6826, loss_cls: 2.4627, loss: 3.8214, grad_norm: 3.2026 2020-09-11 14:26:47,073 - mmaction - INFO - Epoch [51][780/940] lr: 4.000e-02, eta: 2 days, 0:02:11, time: 1.757, data_time: 0.007, memory: 6924, loss_aux: 1.3834, top1_acc: 0.4365, top5_acc: 0.6805, loss_cls: 2.5036, loss: 3.8870, grad_norm: 3.2158 2020-09-11 14:27:22,845 - mmaction - INFO - Epoch [51][800/940] lr: 4.000e-02, eta: 2 days, 0:01:31, time: 1.788, data_time: 0.006, memory: 6924, loss_aux: 1.4001, top1_acc: 0.4354, top5_acc: 0.6680, loss_cls: 2.5437, loss: 3.9437, grad_norm: 3.2128 2020-09-11 14:27:57,895 - mmaction - INFO - Epoch [51][820/940] lr: 4.000e-02, eta: 2 days, 0:00:50, time: 1.753, data_time: 0.005, memory: 6924, loss_aux: 1.3820, top1_acc: 0.4459, top5_acc: 0.6877, loss_cls: 2.4717, loss: 3.8537, grad_norm: 3.2002 2020-09-11 14:28:33,084 - mmaction - INFO - Epoch [51][840/940] lr: 4.000e-02, eta: 2 days, 0:00:09, time: 1.757, data_time: 0.006, memory: 6924, loss_aux: 1.3622, top1_acc: 0.4496, top5_acc: 0.6912, loss_cls: 2.4417, loss: 3.8039, grad_norm: 3.2120 2020-09-11 14:29:08,667 - mmaction - INFO - Epoch [51][860/940] lr: 4.000e-02, eta: 1 day, 23:59:29, time: 1.780, data_time: 0.006, memory: 6924, loss_aux: 1.3749, top1_acc: 0.4410, top5_acc: 0.6783, loss_cls: 2.5031, loss: 3.8780, grad_norm: 3.2136 2020-09-11 14:29:44,412 - mmaction - INFO - Epoch [51][880/940] lr: 4.000e-02, eta: 1 day, 23:58:50, time: 1.789, data_time: 0.006, memory: 6924, loss_aux: 1.3807, top1_acc: 0.4432, top5_acc: 0.6795, loss_cls: 2.5046, loss: 3.8853, grad_norm: 3.1792 2020-09-11 14:30:19,664 - mmaction - INFO - Epoch [51][900/940] lr: 4.000e-02, eta: 1 day, 23:58:09, time: 1.762, data_time: 0.005, memory: 6924, loss_aux: 1.3912, top1_acc: 0.4318, top5_acc: 0.6738, loss_cls: 2.5343, loss: 3.9255, grad_norm: 3.2144 2020-09-11 14:30:54,447 - mmaction - INFO - Epoch [51][920/940] lr: 4.000e-02, eta: 1 day, 23:57:27, time: 1.738, data_time: 0.005, memory: 6924, loss_aux: 1.3480, top1_acc: 0.4410, top5_acc: 0.6963, loss_cls: 2.4391, loss: 3.7871, grad_norm: 3.2382 2020-09-11 14:31:28,260 - mmaction - INFO - Epoch [51][940/940] lr: 4.000e-02, eta: 1 day, 23:56:44, time: 1.692, data_time: 0.006, memory: 6924, loss_aux: 1.3583, top1_acc: 0.4487, top5_acc: 0.6909, loss_cls: 2.4492, loss: 3.8075, grad_norm: 3.2071 2020-09-11 14:31:28,675 - mmaction - INFO - Saving checkpoint at 51 epochs 2020-09-11 14:32:10,598 - mmaction - INFO - Epoch [52][20/940] lr: 4.000e-02, eta: 1 day, 23:56:08, time: 1.875, data_time: 0.468, memory: 6924, loss_aux: 1.3498, top1_acc: 0.4629, top5_acc: 0.7010, loss_cls: 2.4174, loss: 3.7673, grad_norm: 3.2127 2020-09-11 14:32:44,392 - mmaction - INFO - Epoch [52][40/940] lr: 4.000e-02, eta: 1 day, 23:55:24, time: 1.690, data_time: 0.006, memory: 6924, loss_aux: 1.3739, top1_acc: 0.4467, top5_acc: 0.6781, loss_cls: 2.4742, loss: 3.8482, grad_norm: 3.1977 2020-09-11 14:33:18,765 - mmaction - INFO - Epoch [52][60/940] lr: 4.000e-02, eta: 1 day, 23:54:42, time: 1.719, data_time: 0.006, memory: 6924, loss_aux: 1.4012, top1_acc: 0.4305, top5_acc: 0.6748, loss_cls: 2.5346, loss: 3.9359, grad_norm: 3.2256 2020-09-11 14:33:54,115 - mmaction - INFO - Epoch [52][80/940] lr: 4.000e-02, eta: 1 day, 23:54:01, time: 1.769, data_time: 0.005, memory: 6924, loss_aux: 1.3824, top1_acc: 0.4453, top5_acc: 0.6859, loss_cls: 2.4709, loss: 3.8534, grad_norm: 3.2318 2020-09-11 14:34:29,659 - mmaction - INFO - Epoch [52][100/940] lr: 4.000e-02, eta: 1 day, 23:53:21, time: 1.775, data_time: 0.005, memory: 6924, loss_aux: 1.3620, top1_acc: 0.4488, top5_acc: 0.6969, loss_cls: 2.4506, loss: 3.8126, grad_norm: 3.2400 2020-09-11 14:35:05,174 - mmaction - INFO - Epoch [52][120/940] lr: 4.000e-02, eta: 1 day, 23:52:41, time: 1.777, data_time: 0.006, memory: 6924, loss_aux: 1.3754, top1_acc: 0.4391, top5_acc: 0.6854, loss_cls: 2.4927, loss: 3.8681, grad_norm: 3.1945 2020-09-11 14:35:40,157 - mmaction - INFO - Epoch [52][140/940] lr: 4.000e-02, eta: 1 day, 23:52:00, time: 1.749, data_time: 0.002, memory: 6924, loss_aux: 1.3882, top1_acc: 0.4354, top5_acc: 0.6770, loss_cls: 2.5042, loss: 3.8924, grad_norm: 3.1970 2020-09-11 14:36:16,026 - mmaction - INFO - Epoch [52][160/940] lr: 4.000e-02, eta: 1 day, 23:51:21, time: 1.792, data_time: 0.006, memory: 6924, loss_aux: 1.3624, top1_acc: 0.4455, top5_acc: 0.6887, loss_cls: 2.4588, loss: 3.8213, grad_norm: 3.1334 2020-09-11 14:36:51,498 - mmaction - INFO - Epoch [52][180/940] lr: 4.000e-02, eta: 1 day, 23:50:40, time: 1.773, data_time: 0.006, memory: 6924, loss_aux: 1.3916, top1_acc: 0.4342, top5_acc: 0.6797, loss_cls: 2.5048, loss: 3.8964, grad_norm: 3.1919 2020-09-11 14:37:27,726 - mmaction - INFO - Epoch [52][200/940] lr: 4.000e-02, eta: 1 day, 23:50:02, time: 1.811, data_time: 0.006, memory: 6924, loss_aux: 1.3651, top1_acc: 0.4412, top5_acc: 0.6881, loss_cls: 2.4574, loss: 3.8225, grad_norm: 3.2002 2020-09-11 14:38:03,172 - mmaction - INFO - Epoch [52][220/940] lr: 4.000e-02, eta: 1 day, 23:49:21, time: 1.775, data_time: 0.007, memory: 6924, loss_aux: 1.3503, top1_acc: 0.4500, top5_acc: 0.6955, loss_cls: 2.4207, loss: 3.7710, grad_norm: 3.2188 2020-09-11 14:38:38,821 - mmaction - INFO - Epoch [52][240/940] lr: 4.000e-02, eta: 1 day, 23:48:41, time: 1.780, data_time: 0.005, memory: 6924, loss_aux: 1.3835, top1_acc: 0.4357, top5_acc: 0.6826, loss_cls: 2.5017, loss: 3.8852, grad_norm: 3.2411 2020-09-11 14:39:14,152 - mmaction - INFO - Epoch [52][260/940] lr: 4.000e-02, eta: 1 day, 23:48:01, time: 1.769, data_time: 0.007, memory: 6924, loss_aux: 1.3827, top1_acc: 0.4396, top5_acc: 0.6852, loss_cls: 2.4864, loss: 3.8691, grad_norm: 3.2590 2020-09-11 14:39:49,587 - mmaction - INFO - Epoch [52][280/940] lr: 4.000e-02, eta: 1 day, 23:47:21, time: 1.770, data_time: 0.006, memory: 6924, loss_aux: 1.3677, top1_acc: 0.4447, top5_acc: 0.6930, loss_cls: 2.4559, loss: 3.8236, grad_norm: 3.2234 2020-09-11 14:40:25,204 - mmaction - INFO - Epoch [52][300/940] lr: 4.000e-02, eta: 1 day, 23:46:41, time: 1.780, data_time: 0.006, memory: 6924, loss_aux: 1.4065, top1_acc: 0.4332, top5_acc: 0.6740, loss_cls: 2.5399, loss: 3.9464, grad_norm: 3.2471 2020-09-11 14:41:01,062 - mmaction - INFO - Epoch [52][320/940] lr: 4.000e-02, eta: 1 day, 23:46:01, time: 1.796, data_time: 0.008, memory: 6924, loss_aux: 1.3433, top1_acc: 0.4473, top5_acc: 0.6971, loss_cls: 2.4072, loss: 3.7505, grad_norm: 3.2325 2020-09-11 14:41:36,800 - mmaction - INFO - Epoch [52][340/940] lr: 4.000e-02, eta: 1 day, 23:45:22, time: 1.785, data_time: 0.005, memory: 6924, loss_aux: 1.3689, top1_acc: 0.4422, top5_acc: 0.6834, loss_cls: 2.4667, loss: 3.8356, grad_norm: 3.2343 2020-09-11 14:42:12,245 - mmaction - INFO - Epoch [52][360/940] lr: 4.000e-02, eta: 1 day, 23:44:41, time: 1.772, data_time: 0.005, memory: 6924, loss_aux: 1.3542, top1_acc: 0.4539, top5_acc: 0.6834, loss_cls: 2.4540, loss: 3.8081, grad_norm: 3.1846 2020-09-11 14:42:47,618 - mmaction - INFO - Epoch [52][380/940] lr: 4.000e-02, eta: 1 day, 23:44:01, time: 1.767, data_time: 0.006, memory: 6924, loss_aux: 1.3808, top1_acc: 0.4371, top5_acc: 0.6832, loss_cls: 2.4933, loss: 3.8741, grad_norm: 3.2113 2020-09-11 14:43:24,094 - mmaction - INFO - Epoch [52][400/940] lr: 4.000e-02, eta: 1 day, 23:43:23, time: 1.827, data_time: 0.007, memory: 6924, loss_aux: 1.3858, top1_acc: 0.4311, top5_acc: 0.6719, loss_cls: 2.5271, loss: 3.9128, grad_norm: 3.2418 2020-09-11 14:43:59,245 - mmaction - INFO - Epoch [52][420/940] lr: 4.000e-02, eta: 1 day, 23:42:42, time: 1.756, data_time: 0.006, memory: 6924, loss_aux: 1.3681, top1_acc: 0.4402, top5_acc: 0.6912, loss_cls: 2.4732, loss: 3.8414, grad_norm: 3.1967 2020-09-11 14:44:35,085 - mmaction - INFO - Epoch [52][440/940] lr: 4.000e-02, eta: 1 day, 23:42:03, time: 1.793, data_time: 0.005, memory: 6924, loss_aux: 1.3732, top1_acc: 0.4389, top5_acc: 0.6887, loss_cls: 2.4699, loss: 3.8431, grad_norm: 3.2170 2020-09-11 14:45:10,289 - mmaction - INFO - Epoch [52][460/940] lr: 4.000e-02, eta: 1 day, 23:41:22, time: 1.760, data_time: 0.006, memory: 6924, loss_aux: 1.3943, top1_acc: 0.4336, top5_acc: 0.6775, loss_cls: 2.5162, loss: 3.9106, grad_norm: 3.2453 2020-09-11 14:45:46,180 - mmaction - INFO - Epoch [52][480/940] lr: 4.000e-02, eta: 1 day, 23:40:43, time: 1.793, data_time: 0.003, memory: 6924, loss_aux: 1.3819, top1_acc: 0.4430, top5_acc: 0.6830, loss_cls: 2.4928, loss: 3.8747, grad_norm: 3.1949 2020-09-11 14:46:28,233 - mmaction - INFO - Epoch [52][500/940] lr: 4.000e-02, eta: 1 day, 23:40:15, time: 2.103, data_time: 0.582, memory: 6924, loss_aux: 1.3622, top1_acc: 0.4477, top5_acc: 0.6840, loss_cls: 2.4748, loss: 3.8370, grad_norm: 3.2051 2020-09-11 14:47:02,368 - mmaction - INFO - Epoch [52][520/940] lr: 4.000e-02, eta: 1 day, 23:39:32, time: 1.708, data_time: 0.007, memory: 6924, loss_aux: 1.4082, top1_acc: 0.4412, top5_acc: 0.6701, loss_cls: 2.5448, loss: 3.9530, grad_norm: 3.2610 2020-09-11 14:47:37,826 - mmaction - INFO - Epoch [52][540/940] lr: 4.000e-02, eta: 1 day, 23:38:52, time: 1.772, data_time: 0.006, memory: 6924, loss_aux: 1.3657, top1_acc: 0.4418, top5_acc: 0.6871, loss_cls: 2.4488, loss: 3.8145, grad_norm: 3.2348 2020-09-11 14:48:13,693 - mmaction - INFO - Epoch [52][560/940] lr: 4.000e-02, eta: 1 day, 23:38:13, time: 1.794, data_time: 0.005, memory: 6924, loss_aux: 1.3788, top1_acc: 0.4406, top5_acc: 0.6840, loss_cls: 2.4842, loss: 3.8629, grad_norm: 3.2739 2020-09-11 14:48:49,457 - mmaction - INFO - Epoch [52][580/940] lr: 4.000e-02, eta: 1 day, 23:37:33, time: 1.787, data_time: 0.007, memory: 6924, loss_aux: 1.3950, top1_acc: 0.4381, top5_acc: 0.6879, loss_cls: 2.4916, loss: 3.8866, grad_norm: 3.2778 2020-09-11 14:49:25,164 - mmaction - INFO - Epoch [52][600/940] lr: 4.000e-02, eta: 1 day, 23:36:54, time: 1.787, data_time: 0.006, memory: 6924, loss_aux: 1.3674, top1_acc: 0.4412, top5_acc: 0.6867, loss_cls: 2.4737, loss: 3.8411, grad_norm: 3.3122 2020-09-11 14:50:00,204 - mmaction - INFO - Epoch [52][620/940] lr: 4.000e-02, eta: 1 day, 23:36:13, time: 1.750, data_time: 0.006, memory: 6924, loss_aux: 1.3547, top1_acc: 0.4572, top5_acc: 0.6900, loss_cls: 2.4341, loss: 3.7888, grad_norm: 3.1561 2020-09-11 14:50:35,900 - mmaction - INFO - Epoch [52][640/940] lr: 4.000e-02, eta: 1 day, 23:35:33, time: 1.785, data_time: 0.006, memory: 6924, loss_aux: 1.3767, top1_acc: 0.4391, top5_acc: 0.6805, loss_cls: 2.4831, loss: 3.8598, grad_norm: 3.2939 2020-09-11 14:51:11,683 - mmaction - INFO - Epoch [52][660/940] lr: 4.000e-02, eta: 1 day, 23:34:53, time: 1.791, data_time: 0.008, memory: 6924, loss_aux: 1.3583, top1_acc: 0.4463, top5_acc: 0.6902, loss_cls: 2.4497, loss: 3.8080, grad_norm: 3.2000 2020-09-11 14:51:48,155 - mmaction - INFO - Epoch [52][680/940] lr: 4.000e-02, eta: 1 day, 23:34:15, time: 1.823, data_time: 0.004, memory: 6924, loss_aux: 1.3770, top1_acc: 0.4326, top5_acc: 0.6756, loss_cls: 2.5042, loss: 3.8812, grad_norm: 3.2436 2020-09-11 14:52:24,938 - mmaction - INFO - Epoch [52][700/940] lr: 4.000e-02, eta: 1 day, 23:33:37, time: 1.837, data_time: 0.006, memory: 6924, loss_aux: 1.3559, top1_acc: 0.4432, top5_acc: 0.6893, loss_cls: 2.4501, loss: 3.8060, grad_norm: 3.1978 2020-09-11 14:52:59,805 - mmaction - INFO - Epoch [52][720/940] lr: 4.000e-02, eta: 1 day, 23:32:56, time: 1.746, data_time: 0.006, memory: 6924, loss_aux: 1.3419, top1_acc: 0.4576, top5_acc: 0.6920, loss_cls: 2.4267, loss: 3.7685, grad_norm: 3.2602 2020-09-11 14:53:36,281 - mmaction - INFO - Epoch [52][740/940] lr: 4.000e-02, eta: 1 day, 23:32:18, time: 1.821, data_time: 0.002, memory: 6924, loss_aux: 1.3748, top1_acc: 0.4453, top5_acc: 0.6807, loss_cls: 2.4903, loss: 3.8651, grad_norm: 3.2645 2020-09-11 14:54:11,224 - mmaction - INFO - Epoch [52][760/940] lr: 4.000e-02, eta: 1 day, 23:31:37, time: 1.749, data_time: 0.006, memory: 6924, loss_aux: 1.3971, top1_acc: 0.4352, top5_acc: 0.6727, loss_cls: 2.5283, loss: 3.9254, grad_norm: 3.2857 2020-09-11 14:54:47,851 - mmaction - INFO - Epoch [52][780/940] lr: 4.000e-02, eta: 1 day, 23:30:59, time: 1.830, data_time: 0.005, memory: 6924, loss_aux: 1.3840, top1_acc: 0.4311, top5_acc: 0.6855, loss_cls: 2.4933, loss: 3.8773, grad_norm: 3.2955 2020-09-11 14:55:23,088 - mmaction - INFO - Epoch [52][800/940] lr: 4.000e-02, eta: 1 day, 23:30:18, time: 1.761, data_time: 0.005, memory: 6924, loss_aux: 1.3684, top1_acc: 0.4430, top5_acc: 0.6910, loss_cls: 2.4700, loss: 3.8384, grad_norm: 3.1978 2020-09-11 14:55:59,018 - mmaction - INFO - Epoch [52][820/940] lr: 4.000e-02, eta: 1 day, 23:29:39, time: 1.798, data_time: 0.006, memory: 6924, loss_aux: 1.3520, top1_acc: 0.4514, top5_acc: 0.6877, loss_cls: 2.4550, loss: 3.8071, grad_norm: 3.2239 2020-09-11 14:56:35,462 - mmaction - INFO - Epoch [52][840/940] lr: 4.000e-02, eta: 1 day, 23:29:01, time: 1.821, data_time: 0.006, memory: 6924, loss_aux: 1.3725, top1_acc: 0.4336, top5_acc: 0.6777, loss_cls: 2.4974, loss: 3.8699, grad_norm: 3.2364 2020-09-11 14:57:11,184 - mmaction - INFO - Epoch [52][860/940] lr: 4.000e-02, eta: 1 day, 23:28:21, time: 1.787, data_time: 0.005, memory: 6924, loss_aux: 1.3834, top1_acc: 0.4311, top5_acc: 0.6801, loss_cls: 2.5182, loss: 3.9016, grad_norm: 3.2712 2020-09-11 14:57:47,018 - mmaction - INFO - Epoch [52][880/940] lr: 4.000e-02, eta: 1 day, 23:27:42, time: 1.791, data_time: 0.006, memory: 6924, loss_aux: 1.3804, top1_acc: 0.4381, top5_acc: 0.6795, loss_cls: 2.5094, loss: 3.8898, grad_norm: 3.2791 2020-09-11 14:58:22,589 - mmaction - INFO - Epoch [52][900/940] lr: 4.000e-02, eta: 1 day, 23:27:02, time: 1.779, data_time: 0.005, memory: 6924, loss_aux: 1.3665, top1_acc: 0.4443, top5_acc: 0.6863, loss_cls: 2.4740, loss: 3.8405, grad_norm: 3.2011 2020-09-11 14:58:58,573 - mmaction - INFO - Epoch [52][920/940] lr: 4.000e-02, eta: 1 day, 23:26:23, time: 1.799, data_time: 0.003, memory: 6924, loss_aux: 1.3958, top1_acc: 0.4305, top5_acc: 0.6762, loss_cls: 2.5160, loss: 3.9119, grad_norm: 3.2373 2020-09-11 14:59:33,295 - mmaction - INFO - Epoch [52][940/940] lr: 4.000e-02, eta: 1 day, 23:25:41, time: 1.735, data_time: 0.006, memory: 6924, loss_aux: 1.3853, top1_acc: 0.4458, top5_acc: 0.6855, loss_cls: 2.4806, loss: 3.8659, grad_norm: 3.5112 2020-09-11 14:59:33,853 - mmaction - INFO - Saving checkpoint at 52 epochs 2020-09-11 15:00:24,248 - mmaction - INFO - Epoch [53][20/940] lr: 4.000e-02, eta: 1 day, 23:25:21, time: 2.286, data_time: 0.467, memory: 6924, loss_aux: 1.4353, top1_acc: 0.4213, top5_acc: 0.6598, loss_cls: 2.6100, loss: 4.0453, grad_norm: 3.4893 2020-09-11 15:00:54,419 - mmaction - INFO - Epoch [53][40/940] lr: 4.000e-02, eta: 1 day, 23:24:31, time: 1.529, data_time: 0.037, memory: 6924, loss_aux: 1.4269, top1_acc: 0.4230, top5_acc: 0.6619, loss_cls: 2.6121, loss: 4.0390, grad_norm: 3.3388 2020-09-11 15:01:28,887 - mmaction - INFO - Epoch [53][60/940] lr: 4.000e-02, eta: 1 day, 23:23:49, time: 1.723, data_time: 0.003, memory: 6924, loss_aux: 1.4023, top1_acc: 0.4322, top5_acc: 0.6709, loss_cls: 2.5341, loss: 3.9364, grad_norm: 3.2285 2020-09-11 15:02:05,072 - mmaction - INFO - Epoch [53][80/940] lr: 4.000e-02, eta: 1 day, 23:23:11, time: 1.808, data_time: 0.007, memory: 6924, loss_aux: 1.3747, top1_acc: 0.4385, top5_acc: 0.6867, loss_cls: 2.4726, loss: 3.8474, grad_norm: 3.1894 2020-09-11 15:02:40,767 - mmaction - INFO - Epoch [53][100/940] lr: 4.000e-02, eta: 1 day, 23:22:31, time: 1.783, data_time: 0.006, memory: 6924, loss_aux: 1.3775, top1_acc: 0.4484, top5_acc: 0.6869, loss_cls: 2.4644, loss: 3.8419, grad_norm: 3.2992 2020-09-11 15:03:17,009 - mmaction - INFO - Epoch [53][120/940] lr: 4.000e-02, eta: 1 day, 23:21:52, time: 1.815, data_time: 0.007, memory: 6924, loss_aux: 1.3784, top1_acc: 0.4510, top5_acc: 0.6813, loss_cls: 2.4704, loss: 3.8489, grad_norm: 3.3229 2020-09-11 15:03:53,541 - mmaction - INFO - Epoch [53][140/940] lr: 4.000e-02, eta: 1 day, 23:21:14, time: 1.824, data_time: 0.004, memory: 6924, loss_aux: 1.3837, top1_acc: 0.4354, top5_acc: 0.6822, loss_cls: 2.5002, loss: 3.8839, grad_norm: 3.3029 2020-09-11 15:04:28,697 - mmaction - INFO - Epoch [53][160/940] lr: 4.000e-02, eta: 1 day, 23:20:34, time: 1.760, data_time: 0.006, memory: 6924, loss_aux: 1.3685, top1_acc: 0.4469, top5_acc: 0.6912, loss_cls: 2.4596, loss: 3.8281, grad_norm: 3.2934 2020-09-11 15:05:05,057 - mmaction - INFO - Epoch [53][180/940] lr: 4.000e-02, eta: 1 day, 23:19:55, time: 1.818, data_time: 0.007, memory: 6924, loss_aux: 1.3786, top1_acc: 0.4400, top5_acc: 0.6816, loss_cls: 2.4879, loss: 3.8665, grad_norm: 3.2074 2020-09-11 15:05:40,537 - mmaction - INFO - Epoch [53][200/940] lr: 4.000e-02, eta: 1 day, 23:19:15, time: 1.773, data_time: 0.002, memory: 6924, loss_aux: 1.3779, top1_acc: 0.4465, top5_acc: 0.6895, loss_cls: 2.4607, loss: 3.8386, grad_norm: 3.2728 2020-09-11 15:06:15,957 - mmaction - INFO - Epoch [53][220/940] lr: 4.000e-02, eta: 1 day, 23:18:35, time: 1.770, data_time: 0.007, memory: 6924, loss_aux: 1.3775, top1_acc: 0.4443, top5_acc: 0.6795, loss_cls: 2.4913, loss: 3.8688, grad_norm: 3.2567 2020-09-11 15:06:52,329 - mmaction - INFO - Epoch [53][240/940] lr: 4.000e-02, eta: 1 day, 23:17:57, time: 1.818, data_time: 0.006, memory: 6924, loss_aux: 1.3771, top1_acc: 0.4434, top5_acc: 0.6871, loss_cls: 2.4916, loss: 3.8687, grad_norm: 3.2166 2020-09-11 15:07:27,790 - mmaction - INFO - Epoch [53][260/940] lr: 4.000e-02, eta: 1 day, 23:17:17, time: 1.775, data_time: 0.006, memory: 6924, loss_aux: 1.3565, top1_acc: 0.4492, top5_acc: 0.6963, loss_cls: 2.4353, loss: 3.7918, grad_norm: 3.1720 2020-09-11 15:08:04,150 - mmaction - INFO - Epoch [53][280/940] lr: 4.000e-02, eta: 1 day, 23:16:38, time: 1.816, data_time: 0.006, memory: 6924, loss_aux: 1.3405, top1_acc: 0.4576, top5_acc: 0.6947, loss_cls: 2.4090, loss: 3.7495, grad_norm: 3.2302 2020-09-11 15:08:40,365 - mmaction - INFO - Epoch [53][300/940] lr: 4.000e-02, eta: 1 day, 23:15:59, time: 1.810, data_time: 0.006, memory: 6924, loss_aux: 1.3787, top1_acc: 0.4453, top5_acc: 0.6836, loss_cls: 2.4862, loss: 3.8650, grad_norm: 3.2637 2020-09-11 15:09:15,938 - mmaction - INFO - Epoch [53][320/940] lr: 4.000e-02, eta: 1 day, 23:15:20, time: 1.780, data_time: 0.006, memory: 6924, loss_aux: 1.3658, top1_acc: 0.4414, top5_acc: 0.6914, loss_cls: 2.4681, loss: 3.8339, grad_norm: 3.2283 2020-09-11 15:09:52,199 - mmaction - INFO - Epoch [53][340/940] lr: 4.000e-02, eta: 1 day, 23:14:41, time: 1.812, data_time: 0.008, memory: 6924, loss_aux: 1.3634, top1_acc: 0.4480, top5_acc: 0.6906, loss_cls: 2.4483, loss: 3.8117, grad_norm: 3.2500 2020-09-11 15:10:28,068 - mmaction - INFO - Epoch [53][360/940] lr: 4.000e-02, eta: 1 day, 23:14:02, time: 1.796, data_time: 0.006, memory: 6924, loss_aux: 1.3589, top1_acc: 0.4551, top5_acc: 0.6949, loss_cls: 2.4401, loss: 3.7990, grad_norm: 3.1963 2020-09-11 15:11:05,607 - mmaction - INFO - Epoch [53][380/940] lr: 4.000e-02, eta: 1 day, 23:13:26, time: 1.877, data_time: 0.005, memory: 6924, loss_aux: 1.4013, top1_acc: 0.4367, top5_acc: 0.6758, loss_cls: 2.5159, loss: 3.9172, grad_norm: 3.3021 2020-09-11 15:11:41,241 - mmaction - INFO - Epoch [53][400/940] lr: 4.000e-02, eta: 1 day, 23:12:46, time: 1.782, data_time: 0.004, memory: 6924, loss_aux: 1.3571, top1_acc: 0.4562, top5_acc: 0.6873, loss_cls: 2.4432, loss: 3.8003, grad_norm: 3.2178 2020-09-11 15:12:16,971 - mmaction - INFO - Epoch [53][420/940] lr: 4.000e-02, eta: 1 day, 23:12:06, time: 1.784, data_time: 0.007, memory: 6924, loss_aux: 1.3730, top1_acc: 0.4359, top5_acc: 0.6893, loss_cls: 2.4799, loss: 3.8529, grad_norm: 3.2690 2020-09-11 15:12:52,791 - mmaction - INFO - Epoch [53][440/940] lr: 4.000e-02, eta: 1 day, 23:11:27, time: 1.792, data_time: 0.007, memory: 6924, loss_aux: 1.3571, top1_acc: 0.4432, top5_acc: 0.6885, loss_cls: 2.4637, loss: 3.8209, grad_norm: 3.1967 2020-09-11 15:13:28,981 - mmaction - INFO - Epoch [53][460/940] lr: 4.000e-02, eta: 1 day, 23:10:48, time: 1.811, data_time: 0.006, memory: 6924, loss_aux: 1.3723, top1_acc: 0.4445, top5_acc: 0.6914, loss_cls: 2.4794, loss: 3.8517, grad_norm: 3.3073 2020-09-11 15:14:05,091 - mmaction - INFO - Epoch [53][480/940] lr: 4.000e-02, eta: 1 day, 23:10:09, time: 1.804, data_time: 0.007, memory: 6924, loss_aux: 1.3845, top1_acc: 0.4371, top5_acc: 0.6736, loss_cls: 2.5127, loss: 3.8972, grad_norm: 3.2425 2020-09-11 15:14:40,405 - mmaction - INFO - Epoch [53][500/940] lr: 4.000e-02, eta: 1 day, 23:09:29, time: 1.767, data_time: 0.005, memory: 6924, loss_aux: 1.3708, top1_acc: 0.4373, top5_acc: 0.6879, loss_cls: 2.4664, loss: 3.8372, grad_norm: 3.2710 2020-09-11 15:15:17,047 - mmaction - INFO - Epoch [53][520/940] lr: 4.000e-02, eta: 1 day, 23:08:51, time: 1.830, data_time: 0.006, memory: 6924, loss_aux: 1.3997, top1_acc: 0.4299, top5_acc: 0.6771, loss_cls: 2.5342, loss: 3.9338, grad_norm: 3.2176 2020-09-11 15:15:52,401 - mmaction - INFO - Epoch [53][540/940] lr: 4.000e-02, eta: 1 day, 23:08:11, time: 1.769, data_time: 0.006, memory: 6924, loss_aux: 1.3782, top1_acc: 0.4473, top5_acc: 0.6828, loss_cls: 2.4598, loss: 3.8380, grad_norm: 3.2331 2020-09-11 15:16:29,125 - mmaction - INFO - Epoch [53][560/940] lr: 4.000e-02, eta: 1 day, 23:07:33, time: 1.835, data_time: 0.006, memory: 6924, loss_aux: 1.3616, top1_acc: 0.4410, top5_acc: 0.6863, loss_cls: 2.4580, loss: 3.8196, grad_norm: 3.2124 2020-09-11 15:17:03,301 - mmaction - INFO - Epoch [53][580/940] lr: 4.000e-02, eta: 1 day, 23:06:51, time: 1.710, data_time: 0.006, memory: 6924, loss_aux: 1.3834, top1_acc: 0.4266, top5_acc: 0.6768, loss_cls: 2.5230, loss: 3.9064, grad_norm: 3.2815 2020-09-11 15:17:38,099 - mmaction - INFO - Epoch [53][600/940] lr: 4.000e-02, eta: 1 day, 23:06:10, time: 1.740, data_time: 0.007, memory: 6924, loss_aux: 1.3653, top1_acc: 0.4506, top5_acc: 0.6924, loss_cls: 2.4436, loss: 3.8089, grad_norm: 3.2649 2020-09-11 15:18:14,582 - mmaction - INFO - Epoch [53][620/940] lr: 4.000e-02, eta: 1 day, 23:05:32, time: 1.824, data_time: 0.005, memory: 6924, loss_aux: 1.3792, top1_acc: 0.4488, top5_acc: 0.6832, loss_cls: 2.4941, loss: 3.8733, grad_norm: 3.2572 2020-09-11 15:18:50,844 - mmaction - INFO - Epoch [53][640/940] lr: 4.000e-02, eta: 1 day, 23:04:53, time: 1.812, data_time: 0.007, memory: 6924, loss_aux: 1.3437, top1_acc: 0.4500, top5_acc: 0.6914, loss_cls: 2.4246, loss: 3.7683, grad_norm: 3.2628 2020-09-11 15:19:26,221 - mmaction - INFO - Epoch [53][660/940] lr: 4.000e-02, eta: 1 day, 23:04:13, time: 1.771, data_time: 0.006, memory: 6924, loss_aux: 1.3462, top1_acc: 0.4533, top5_acc: 0.7006, loss_cls: 2.4240, loss: 3.7701, grad_norm: 3.2472 2020-09-11 15:20:02,128 - mmaction - INFO - Epoch [53][680/940] lr: 4.000e-02, eta: 1 day, 23:03:34, time: 1.794, data_time: 0.006, memory: 6924, loss_aux: 1.3573, top1_acc: 0.4557, top5_acc: 0.6918, loss_cls: 2.4327, loss: 3.7900, grad_norm: 3.2306 2020-09-11 15:20:37,937 - mmaction - INFO - Epoch [53][700/940] lr: 4.000e-02, eta: 1 day, 23:02:55, time: 1.792, data_time: 0.005, memory: 6924, loss_aux: 1.3735, top1_acc: 0.4498, top5_acc: 0.6871, loss_cls: 2.4633, loss: 3.8368, grad_norm: 3.2985 2020-09-11 15:21:13,989 - mmaction - INFO - Epoch [53][720/940] lr: 4.000e-02, eta: 1 day, 23:02:16, time: 1.801, data_time: 0.005, memory: 6924, loss_aux: 1.3590, top1_acc: 0.4420, top5_acc: 0.6883, loss_cls: 2.4738, loss: 3.8328, grad_norm: 3.2620 2020-09-11 15:21:50,410 - mmaction - INFO - Epoch [53][740/940] lr: 4.000e-02, eta: 1 day, 23:01:37, time: 1.820, data_time: 0.006, memory: 6924, loss_aux: 1.3608, top1_acc: 0.4514, top5_acc: 0.6961, loss_cls: 2.4446, loss: 3.8054, grad_norm: 3.2846 2020-09-11 15:22:26,170 - mmaction - INFO - Epoch [53][760/940] lr: 4.000e-02, eta: 1 day, 23:00:58, time: 1.790, data_time: 0.006, memory: 6924, loss_aux: 1.3653, top1_acc: 0.4367, top5_acc: 0.6771, loss_cls: 2.4746, loss: 3.8399, grad_norm: 3.2422 2020-09-11 15:23:02,172 - mmaction - INFO - Epoch [53][780/940] lr: 4.000e-02, eta: 1 day, 23:00:19, time: 1.799, data_time: 0.006, memory: 6924, loss_aux: 1.3621, top1_acc: 0.4584, top5_acc: 0.6879, loss_cls: 2.4360, loss: 3.7981, grad_norm: 3.2335 2020-09-11 15:23:38,687 - mmaction - INFO - Epoch [53][800/940] lr: 4.000e-02, eta: 1 day, 22:59:41, time: 1.826, data_time: 0.006, memory: 6924, loss_aux: 1.3773, top1_acc: 0.4369, top5_acc: 0.6867, loss_cls: 2.4740, loss: 3.8514, grad_norm: 3.2440 2020-09-11 15:24:14,837 - mmaction - INFO - Epoch [53][820/940] lr: 4.000e-02, eta: 1 day, 22:59:02, time: 1.806, data_time: 0.007, memory: 6924, loss_aux: 1.3663, top1_acc: 0.4547, top5_acc: 0.6889, loss_cls: 2.4415, loss: 3.8079, grad_norm: 3.2373 2020-09-11 15:24:50,797 - mmaction - INFO - Epoch [53][840/940] lr: 4.000e-02, eta: 1 day, 22:58:23, time: 1.800, data_time: 0.006, memory: 6924, loss_aux: 1.3651, top1_acc: 0.4506, top5_acc: 0.6789, loss_cls: 2.4683, loss: 3.8334, grad_norm: 3.2390 2020-09-11 15:25:26,591 - mmaction - INFO - Epoch [53][860/940] lr: 4.000e-02, eta: 1 day, 22:57:44, time: 1.790, data_time: 0.006, memory: 6924, loss_aux: 1.3636, top1_acc: 0.4387, top5_acc: 0.6900, loss_cls: 2.4644, loss: 3.8280, grad_norm: 3.3195 2020-09-11 15:26:02,433 - mmaction - INFO - Epoch [53][880/940] lr: 4.000e-02, eta: 1 day, 22:57:05, time: 1.792, data_time: 0.003, memory: 6924, loss_aux: 1.3707, top1_acc: 0.4416, top5_acc: 0.6828, loss_cls: 2.4911, loss: 3.8618, grad_norm: 3.2752 2020-09-11 15:26:38,147 - mmaction - INFO - Epoch [53][900/940] lr: 4.000e-02, eta: 1 day, 22:56:25, time: 1.784, data_time: 0.004, memory: 6924, loss_aux: 1.3693, top1_acc: 0.4496, top5_acc: 0.6889, loss_cls: 2.4697, loss: 3.8390, grad_norm: 3.2115 2020-09-11 15:27:14,294 - mmaction - INFO - Epoch [53][920/940] lr: 4.000e-02, eta: 1 day, 22:55:46, time: 1.807, data_time: 0.006, memory: 6924, loss_aux: 1.3785, top1_acc: 0.4371, top5_acc: 0.6762, loss_cls: 2.5050, loss: 3.8835, grad_norm: 3.2540 2020-09-11 15:27:49,728 - mmaction - INFO - Epoch [53][940/940] lr: 4.000e-02, eta: 1 day, 22:55:06, time: 1.774, data_time: 0.006, memory: 6924, loss_aux: 1.3914, top1_acc: 0.4347, top5_acc: 0.6790, loss_cls: 2.5119, loss: 3.9034, grad_norm: 3.3045 2020-09-11 15:27:50,374 - mmaction - INFO - Saving checkpoint at 53 epochs 2020-09-11 15:28:37,528 - mmaction - INFO - Epoch [54][20/940] lr: 4.000e-02, eta: 1 day, 22:54:42, time: 2.188, data_time: 0.791, memory: 6924, loss_aux: 1.3971, top1_acc: 0.4291, top5_acc: 0.6711, loss_cls: 2.5145, loss: 3.9117, grad_norm: 3.2432 2020-09-11 15:29:10,234 - mmaction - INFO - Epoch [54][40/940] lr: 4.000e-02, eta: 1 day, 22:53:57, time: 1.637, data_time: 0.006, memory: 6924, loss_aux: 1.3629, top1_acc: 0.4500, top5_acc: 0.6871, loss_cls: 2.4472, loss: 3.8101, grad_norm: 3.1894 2020-09-11 15:29:45,488 - mmaction - INFO - Epoch [54][60/940] lr: 4.000e-02, eta: 1 day, 22:53:16, time: 1.763, data_time: 0.005, memory: 6924, loss_aux: 1.3527, top1_acc: 0.4488, top5_acc: 0.6896, loss_cls: 2.4332, loss: 3.7859, grad_norm: 3.2045 2020-09-11 15:30:20,762 - mmaction - INFO - Epoch [54][80/940] lr: 4.000e-02, eta: 1 day, 22:52:36, time: 1.761, data_time: 0.005, memory: 6924, loss_aux: 1.3765, top1_acc: 0.4514, top5_acc: 0.6871, loss_cls: 2.4700, loss: 3.8465, grad_norm: 3.2279 2020-09-11 15:30:56,461 - mmaction - INFO - Epoch [54][100/940] lr: 4.000e-02, eta: 1 day, 22:51:56, time: 1.787, data_time: 0.007, memory: 6924, loss_aux: 1.3651, top1_acc: 0.4486, top5_acc: 0.6846, loss_cls: 2.4680, loss: 3.8331, grad_norm: 3.2394 2020-09-11 15:31:32,944 - mmaction - INFO - Epoch [54][120/940] lr: 4.000e-02, eta: 1 day, 22:51:18, time: 1.822, data_time: 0.005, memory: 6924, loss_aux: 1.3725, top1_acc: 0.4461, top5_acc: 0.6830, loss_cls: 2.4759, loss: 3.8484, grad_norm: 3.2256 2020-09-11 15:32:09,593 - mmaction - INFO - Epoch [54][140/940] lr: 4.000e-02, eta: 1 day, 22:50:41, time: 1.833, data_time: 0.006, memory: 6924, loss_aux: 1.3412, top1_acc: 0.4488, top5_acc: 0.6986, loss_cls: 2.4176, loss: 3.7587, grad_norm: 3.2443 2020-09-11 15:32:45,540 - mmaction - INFO - Epoch [54][160/940] lr: 4.000e-02, eta: 1 day, 22:50:02, time: 1.797, data_time: 0.006, memory: 6924, loss_aux: 1.3838, top1_acc: 0.4445, top5_acc: 0.6861, loss_cls: 2.4663, loss: 3.8501, grad_norm: 3.1882 2020-09-11 15:33:20,832 - mmaction - INFO - Epoch [54][180/940] lr: 4.000e-02, eta: 1 day, 22:49:21, time: 1.764, data_time: 0.006, memory: 6924, loss_aux: 1.3845, top1_acc: 0.4408, top5_acc: 0.6824, loss_cls: 2.4809, loss: 3.8654, grad_norm: 3.2627 2020-09-11 15:33:56,953 - mmaction - INFO - Epoch [54][200/940] lr: 4.000e-02, eta: 1 day, 22:48:43, time: 1.808, data_time: 0.007, memory: 6924, loss_aux: 1.3730, top1_acc: 0.4393, top5_acc: 0.6881, loss_cls: 2.4901, loss: 3.8631, grad_norm: 3.2349 2020-09-11 15:34:33,103 - mmaction - INFO - Epoch [54][220/940] lr: 4.000e-02, eta: 1 day, 22:48:04, time: 1.806, data_time: 0.005, memory: 6924, loss_aux: 1.3438, top1_acc: 0.4506, top5_acc: 0.6916, loss_cls: 2.4094, loss: 3.7532, grad_norm: 3.2319 2020-09-11 15:35:09,158 - mmaction - INFO - Epoch [54][240/940] lr: 4.000e-02, eta: 1 day, 22:47:25, time: 1.805, data_time: 0.006, memory: 6924, loss_aux: 1.3861, top1_acc: 0.4412, top5_acc: 0.6789, loss_cls: 2.4823, loss: 3.8684, grad_norm: 3.2397 2020-09-11 15:35:46,164 - mmaction - INFO - Epoch [54][260/940] lr: 4.000e-02, eta: 1 day, 22:46:48, time: 1.850, data_time: 0.002, memory: 6924, loss_aux: 1.3530, top1_acc: 0.4555, top5_acc: 0.6967, loss_cls: 2.4267, loss: 3.7797, grad_norm: 3.2003 2020-09-11 15:36:22,185 - mmaction - INFO - Epoch [54][280/940] lr: 4.000e-02, eta: 1 day, 22:46:09, time: 1.799, data_time: 0.007, memory: 6924, loss_aux: 1.3727, top1_acc: 0.4467, top5_acc: 0.6777, loss_cls: 2.4743, loss: 3.8469, grad_norm: 3.2102 2020-09-11 15:36:57,764 - mmaction - INFO - Epoch [54][300/940] lr: 4.000e-02, eta: 1 day, 22:45:29, time: 1.781, data_time: 0.006, memory: 6924, loss_aux: 1.3638, top1_acc: 0.4459, top5_acc: 0.6961, loss_cls: 2.4446, loss: 3.8085, grad_norm: 3.2380 2020-09-11 15:37:34,146 - mmaction - INFO - Epoch [54][320/940] lr: 4.000e-02, eta: 1 day, 22:44:51, time: 1.818, data_time: 0.007, memory: 6924, loss_aux: 1.3506, top1_acc: 0.4557, top5_acc: 0.6982, loss_cls: 2.4124, loss: 3.7630, grad_norm: 3.2649 2020-09-11 15:38:10,269 - mmaction - INFO - Epoch [54][340/940] lr: 4.000e-02, eta: 1 day, 22:44:12, time: 1.807, data_time: 0.005, memory: 6924, loss_aux: 1.3803, top1_acc: 0.4367, top5_acc: 0.6883, loss_cls: 2.4963, loss: 3.8766, grad_norm: 3.3113 2020-09-11 15:38:46,232 - mmaction - INFO - Epoch [54][360/940] lr: 4.000e-02, eta: 1 day, 22:43:33, time: 1.797, data_time: 0.017, memory: 6924, loss_aux: 1.3591, top1_acc: 0.4523, top5_acc: 0.6859, loss_cls: 2.4568, loss: 3.8159, grad_norm: 3.2024 2020-09-11 15:39:22,793 - mmaction - INFO - Epoch [54][380/940] lr: 4.000e-02, eta: 1 day, 22:42:56, time: 1.830, data_time: 0.005, memory: 6924, loss_aux: 1.3726, top1_acc: 0.4414, top5_acc: 0.6814, loss_cls: 2.4935, loss: 3.8661, grad_norm: 3.2389 2020-09-11 15:39:58,742 - mmaction - INFO - Epoch [54][400/940] lr: 4.000e-02, eta: 1 day, 22:42:16, time: 1.795, data_time: 0.006, memory: 6924, loss_aux: 1.3231, top1_acc: 0.4623, top5_acc: 0.7006, loss_cls: 2.3722, loss: 3.6953, grad_norm: 3.2060 2020-09-11 15:40:34,383 - mmaction - INFO - Epoch [54][420/940] lr: 4.000e-02, eta: 1 day, 22:41:37, time: 1.782, data_time: 0.006, memory: 6924, loss_aux: 1.3546, top1_acc: 0.4496, top5_acc: 0.6850, loss_cls: 2.4469, loss: 3.8015, grad_norm: 3.2831 2020-09-11 15:41:10,376 - mmaction - INFO - Epoch [54][440/940] lr: 4.000e-02, eta: 1 day, 22:40:58, time: 1.800, data_time: 0.008, memory: 6924, loss_aux: 1.3671, top1_acc: 0.4494, top5_acc: 0.6863, loss_cls: 2.4619, loss: 3.8291, grad_norm: 3.2355 2020-09-11 15:41:46,640 - mmaction - INFO - Epoch [54][460/940] lr: 4.000e-02, eta: 1 day, 22:40:19, time: 1.815, data_time: 0.007, memory: 6924, loss_aux: 1.3760, top1_acc: 0.4449, top5_acc: 0.6727, loss_cls: 2.4876, loss: 3.8635, grad_norm: 3.1991 2020-09-11 15:42:22,141 - mmaction - INFO - Epoch [54][480/940] lr: 4.000e-02, eta: 1 day, 22:39:40, time: 1.775, data_time: 0.008, memory: 6924, loss_aux: 1.3591, top1_acc: 0.4475, top5_acc: 0.6854, loss_cls: 2.4461, loss: 3.8053, grad_norm: 3.2332 2020-09-11 15:42:58,428 - mmaction - INFO - Epoch [54][500/940] lr: 4.000e-02, eta: 1 day, 22:39:01, time: 1.815, data_time: 0.003, memory: 6924, loss_aux: 1.3590, top1_acc: 0.4432, top5_acc: 0.6840, loss_cls: 2.4550, loss: 3.8141, grad_norm: 3.2029 2020-09-11 15:43:34,159 - mmaction - INFO - Epoch [54][520/940] lr: 4.000e-02, eta: 1 day, 22:38:22, time: 1.785, data_time: 0.007, memory: 6924, loss_aux: 1.3486, top1_acc: 0.4512, top5_acc: 0.6934, loss_cls: 2.4283, loss: 3.7769, grad_norm: 3.2591 2020-09-11 15:44:10,443 - mmaction - INFO - Epoch [54][540/940] lr: 4.000e-02, eta: 1 day, 22:37:43, time: 1.816, data_time: 0.006, memory: 6924, loss_aux: 1.3614, top1_acc: 0.4469, top5_acc: 0.6920, loss_cls: 2.4478, loss: 3.8092, grad_norm: 3.2553 2020-09-11 15:44:47,680 - mmaction - INFO - Epoch [54][560/940] lr: 4.000e-02, eta: 1 day, 22:37:07, time: 1.861, data_time: 0.005, memory: 6924, loss_aux: 1.3800, top1_acc: 0.4377, top5_acc: 0.6885, loss_cls: 2.4708, loss: 3.8508, grad_norm: 3.2578 2020-09-11 15:45:22,559 - mmaction - INFO - Epoch [54][580/940] lr: 4.000e-02, eta: 1 day, 22:36:26, time: 1.744, data_time: 0.005, memory: 6924, loss_aux: 1.3462, top1_acc: 0.4559, top5_acc: 0.6939, loss_cls: 2.4103, loss: 3.7565, grad_norm: 3.2033 2020-09-11 15:45:58,186 - mmaction - INFO - Epoch [54][600/940] lr: 4.000e-02, eta: 1 day, 22:35:46, time: 1.783, data_time: 0.006, memory: 6924, loss_aux: 1.3710, top1_acc: 0.4406, top5_acc: 0.6811, loss_cls: 2.4757, loss: 3.8467, grad_norm: 3.3207 2020-09-11 15:46:34,709 - mmaction - INFO - Epoch [54][620/940] lr: 4.000e-02, eta: 1 day, 22:35:08, time: 1.825, data_time: 0.006, memory: 6924, loss_aux: 1.3479, top1_acc: 0.4461, top5_acc: 0.6861, loss_cls: 2.4372, loss: 3.7850, grad_norm: 3.2626 2020-09-11 15:47:11,149 - mmaction - INFO - Epoch [54][640/940] lr: 4.000e-02, eta: 1 day, 22:34:30, time: 1.821, data_time: 0.006, memory: 6924, loss_aux: 1.3577, top1_acc: 0.4504, top5_acc: 0.6881, loss_cls: 2.4525, loss: 3.8102, grad_norm: 3.2490 2020-09-11 15:47:47,122 - mmaction - INFO - Epoch [54][660/940] lr: 4.000e-02, eta: 1 day, 22:33:51, time: 1.800, data_time: 0.007, memory: 6924, loss_aux: 1.3827, top1_acc: 0.4324, top5_acc: 0.6840, loss_cls: 2.4960, loss: 3.8787, grad_norm: 3.2583 2020-09-11 15:48:22,599 - mmaction - INFO - Epoch [54][680/940] lr: 4.000e-02, eta: 1 day, 22:33:11, time: 1.775, data_time: 0.006, memory: 6924, loss_aux: 1.3563, top1_acc: 0.4492, top5_acc: 0.6895, loss_cls: 2.4421, loss: 3.7984, grad_norm: 3.2530 2020-09-11 15:48:59,049 - mmaction - INFO - Epoch [54][700/940] lr: 4.000e-02, eta: 1 day, 22:32:33, time: 1.822, data_time: 0.004, memory: 6924, loss_aux: 1.3912, top1_acc: 0.4361, top5_acc: 0.6842, loss_cls: 2.5212, loss: 3.9124, grad_norm: 3.3250 2020-09-11 15:49:34,905 - mmaction - INFO - Epoch [54][720/940] lr: 4.000e-02, eta: 1 day, 22:31:54, time: 1.792, data_time: 0.006, memory: 6924, loss_aux: 1.3610, top1_acc: 0.4424, top5_acc: 0.6928, loss_cls: 2.4564, loss: 3.8174, grad_norm: 3.2418 2020-09-11 15:50:10,730 - mmaction - INFO - Epoch [54][740/940] lr: 4.000e-02, eta: 1 day, 22:31:15, time: 1.792, data_time: 0.005, memory: 6924, loss_aux: 1.3703, top1_acc: 0.4430, top5_acc: 0.6895, loss_cls: 2.4771, loss: 3.8474, grad_norm: 3.2902 2020-09-11 15:50:47,723 - mmaction - INFO - Epoch [54][760/940] lr: 4.000e-02, eta: 1 day, 22:30:38, time: 1.850, data_time: 0.002, memory: 6924, loss_aux: 1.3730, top1_acc: 0.4355, top5_acc: 0.6795, loss_cls: 2.4875, loss: 3.8605, grad_norm: 3.1948 2020-09-11 15:51:23,527 - mmaction - INFO - Epoch [54][780/940] lr: 4.000e-02, eta: 1 day, 22:29:59, time: 1.788, data_time: 0.006, memory: 6924, loss_aux: 1.3696, top1_acc: 0.4416, top5_acc: 0.6869, loss_cls: 2.4752, loss: 3.8448, grad_norm: 3.2212 2020-09-11 15:51:58,934 - mmaction - INFO - Epoch [54][800/940] lr: 4.000e-02, eta: 1 day, 22:29:19, time: 1.772, data_time: 0.007, memory: 6924, loss_aux: 1.3602, top1_acc: 0.4490, top5_acc: 0.6863, loss_cls: 2.4605, loss: 3.8207, grad_norm: 3.2445 2020-09-11 15:52:34,445 - mmaction - INFO - Epoch [54][820/940] lr: 4.000e-02, eta: 1 day, 22:28:39, time: 1.776, data_time: 0.005, memory: 6924, loss_aux: 1.3249, top1_acc: 0.4553, top5_acc: 0.7055, loss_cls: 2.3852, loss: 3.7101, grad_norm: 3.2675 2020-09-11 15:53:10,435 - mmaction - INFO - Epoch [54][840/940] lr: 4.000e-02, eta: 1 day, 22:28:00, time: 1.798, data_time: 0.002, memory: 6924, loss_aux: 1.3524, top1_acc: 0.4363, top5_acc: 0.6945, loss_cls: 2.4723, loss: 3.8247, grad_norm: 3.2456 2020-09-11 15:53:46,350 - mmaction - INFO - Epoch [54][860/940] lr: 4.000e-02, eta: 1 day, 22:27:21, time: 1.798, data_time: 0.006, memory: 6924, loss_aux: 1.3759, top1_acc: 0.4383, top5_acc: 0.6834, loss_cls: 2.4861, loss: 3.8620, grad_norm: 3.2687 2020-09-11 15:54:22,049 - mmaction - INFO - Epoch [54][880/940] lr: 4.000e-02, eta: 1 day, 22:26:42, time: 1.782, data_time: 0.007, memory: 6924, loss_aux: 1.3618, top1_acc: 0.4471, top5_acc: 0.6994, loss_cls: 2.4383, loss: 3.8001, grad_norm: 3.2523 2020-09-11 15:54:58,208 - mmaction - INFO - Epoch [54][900/940] lr: 4.000e-02, eta: 1 day, 22:26:03, time: 1.810, data_time: 0.006, memory: 6924, loss_aux: 1.3394, top1_acc: 0.4521, top5_acc: 0.6928, loss_cls: 2.4154, loss: 3.7548, grad_norm: 3.2191 2020-09-11 15:55:34,549 - mmaction - INFO - Epoch [54][920/940] lr: 4.000e-02, eta: 1 day, 22:25:25, time: 1.815, data_time: 0.006, memory: 6924, loss_aux: 1.3797, top1_acc: 0.4475, top5_acc: 0.6830, loss_cls: 2.4876, loss: 3.8673, grad_norm: 3.2557 2020-09-11 15:56:08,879 - mmaction - INFO - Epoch [54][940/940] lr: 4.000e-02, eta: 1 day, 22:24:43, time: 1.718, data_time: 0.006, memory: 6924, loss_aux: 1.3905, top1_acc: 0.4347, top5_acc: 0.6816, loss_cls: 2.5068, loss: 3.8973, grad_norm: 3.4001 2020-09-11 15:56:09,357 - mmaction - INFO - Saving checkpoint at 54 epochs 2020-09-11 15:56:53,173 - mmaction - INFO - Epoch [55][20/940] lr: 4.000e-02, eta: 1 day, 22:24:10, time: 1.977, data_time: 0.472, memory: 6924, loss_aux: 1.3961, top1_acc: 0.4338, top5_acc: 0.6736, loss_cls: 2.5311, loss: 3.9272, grad_norm: 3.2471 2020-09-11 15:57:27,552 - mmaction - INFO - Epoch [55][40/940] lr: 4.000e-02, eta: 1 day, 22:23:29, time: 1.719, data_time: 0.004, memory: 6924, loss_aux: 1.3474, top1_acc: 0.4531, top5_acc: 0.6959, loss_cls: 2.4307, loss: 3.7781, grad_norm: 3.2383 2020-09-11 15:58:02,818 - mmaction - INFO - Epoch [55][60/940] lr: 4.000e-02, eta: 1 day, 22:22:48, time: 1.763, data_time: 0.003, memory: 6924, loss_aux: 1.3719, top1_acc: 0.4471, top5_acc: 0.6941, loss_cls: 2.4429, loss: 3.8148, grad_norm: 3.2169 2020-09-11 15:58:38,124 - mmaction - INFO - Epoch [55][80/940] lr: 4.000e-02, eta: 1 day, 22:22:08, time: 1.763, data_time: 0.005, memory: 6924, loss_aux: 1.3532, top1_acc: 0.4516, top5_acc: 0.6965, loss_cls: 2.4329, loss: 3.7861, grad_norm: 3.1740 2020-09-11 15:59:13,812 - mmaction - INFO - Epoch [55][100/940] lr: 4.000e-02, eta: 1 day, 22:21:29, time: 1.786, data_time: 0.006, memory: 6924, loss_aux: 1.3688, top1_acc: 0.4436, top5_acc: 0.6865, loss_cls: 2.4637, loss: 3.8325, grad_norm: 3.2698 2020-09-11 15:59:50,049 - mmaction - INFO - Epoch [55][120/940] lr: 4.000e-02, eta: 1 day, 22:20:50, time: 1.811, data_time: 0.005, memory: 6924, loss_aux: 1.3512, top1_acc: 0.4451, top5_acc: 0.6895, loss_cls: 2.4408, loss: 3.7920, grad_norm: 3.2054 2020-09-11 16:00:29,779 - mmaction - INFO - Epoch [55][140/940] lr: 4.000e-02, eta: 1 day, 22:20:18, time: 1.977, data_time: 0.006, memory: 6924, loss_aux: 1.3434, top1_acc: 0.4527, top5_acc: 0.6936, loss_cls: 2.4249, loss: 3.7683, grad_norm: 3.2827 2020-09-11 16:01:04,782 - mmaction - INFO - Epoch [55][160/940] lr: 4.000e-02, eta: 1 day, 22:19:38, time: 1.761, data_time: 0.021, memory: 6924, loss_aux: 1.3414, top1_acc: 0.4467, top5_acc: 0.6957, loss_cls: 2.4213, loss: 3.7627, grad_norm: 3.1517 2020-09-11 16:01:40,956 - mmaction - INFO - Epoch [55][180/940] lr: 4.000e-02, eta: 1 day, 22:18:59, time: 1.807, data_time: 0.006, memory: 6924, loss_aux: 1.3541, top1_acc: 0.4459, top5_acc: 0.6941, loss_cls: 2.4563, loss: 3.8103, grad_norm: 3.2759 2020-09-11 16:02:16,244 - mmaction - INFO - Epoch [55][200/940] lr: 4.000e-02, eta: 1 day, 22:18:19, time: 1.766, data_time: 0.006, memory: 6924, loss_aux: 1.3810, top1_acc: 0.4465, top5_acc: 0.6842, loss_cls: 2.4797, loss: 3.8607, grad_norm: 3.2402 2020-09-11 16:02:52,180 - mmaction - INFO - Epoch [55][220/940] lr: 4.000e-02, eta: 1 day, 22:17:40, time: 1.795, data_time: 0.006, memory: 6924, loss_aux: 1.3439, top1_acc: 0.4619, top5_acc: 0.6941, loss_cls: 2.4210, loss: 3.7649, grad_norm: 3.1958 2020-09-11 16:03:27,822 - mmaction - INFO - Epoch [55][240/940] lr: 4.000e-02, eta: 1 day, 22:17:01, time: 1.784, data_time: 0.006, memory: 6924, loss_aux: 1.3182, top1_acc: 0.4658, top5_acc: 0.7092, loss_cls: 2.3600, loss: 3.6783, grad_norm: 3.2130 2020-09-11 16:04:04,316 - mmaction - INFO - Epoch [55][260/940] lr: 4.000e-02, eta: 1 day, 22:16:23, time: 1.824, data_time: 0.004, memory: 6924, loss_aux: 1.3440, top1_acc: 0.4596, top5_acc: 0.6924, loss_cls: 2.4207, loss: 3.7647, grad_norm: 3.2087 2020-09-11 16:04:39,395 - mmaction - INFO - Epoch [55][280/940] lr: 4.000e-02, eta: 1 day, 22:15:42, time: 1.753, data_time: 0.006, memory: 6924, loss_aux: 1.3566, top1_acc: 0.4437, top5_acc: 0.6936, loss_cls: 2.4432, loss: 3.7997, grad_norm: 3.2785 2020-09-11 16:05:15,885 - mmaction - INFO - Epoch [55][300/940] lr: 4.000e-02, eta: 1 day, 22:15:04, time: 1.823, data_time: 0.005, memory: 6924, loss_aux: 1.3667, top1_acc: 0.4359, top5_acc: 0.6859, loss_cls: 2.4820, loss: 3.8487, grad_norm: 3.2263 2020-09-11 16:05:51,057 - mmaction - INFO - Epoch [55][320/940] lr: 4.000e-02, eta: 1 day, 22:14:24, time: 1.761, data_time: 0.006, memory: 6924, loss_aux: 1.3756, top1_acc: 0.4379, top5_acc: 0.6689, loss_cls: 2.4849, loss: 3.8605, grad_norm: 3.2891 2020-09-11 16:06:26,050 - mmaction - INFO - Epoch [55][340/940] lr: 4.000e-02, eta: 1 day, 22:13:43, time: 1.749, data_time: 0.008, memory: 6924, loss_aux: 1.3573, top1_acc: 0.4502, top5_acc: 0.6898, loss_cls: 2.4258, loss: 3.7831, grad_norm: 3.1657 2020-09-11 16:07:01,899 - mmaction - INFO - Epoch [55][360/940] lr: 4.000e-02, eta: 1 day, 22:13:04, time: 1.793, data_time: 0.005, memory: 6924, loss_aux: 1.3633, top1_acc: 0.4475, top5_acc: 0.6916, loss_cls: 2.4365, loss: 3.7998, grad_norm: 3.2255 2020-09-11 16:07:37,551 - mmaction - INFO - Epoch [55][380/940] lr: 4.000e-02, eta: 1 day, 22:12:25, time: 1.781, data_time: 0.006, memory: 6924, loss_aux: 1.3574, top1_acc: 0.4408, top5_acc: 0.6852, loss_cls: 2.4730, loss: 3.8304, grad_norm: 3.1951 2020-09-11 16:08:13,470 - mmaction - INFO - Epoch [55][400/940] lr: 4.000e-02, eta: 1 day, 22:11:46, time: 1.798, data_time: 0.006, memory: 6924, loss_aux: 1.3860, top1_acc: 0.4375, top5_acc: 0.6848, loss_cls: 2.4881, loss: 3.8741, grad_norm: 3.2683 2020-09-11 16:08:49,424 - mmaction - INFO - Epoch [55][420/940] lr: 4.000e-02, eta: 1 day, 22:11:07, time: 1.796, data_time: 0.006, memory: 6924, loss_aux: 1.3745, top1_acc: 0.4418, top5_acc: 0.6910, loss_cls: 2.4780, loss: 3.8525, grad_norm: 3.2532 2020-09-11 16:09:24,977 - mmaction - INFO - Epoch [55][440/940] lr: 4.000e-02, eta: 1 day, 22:10:27, time: 1.779, data_time: 0.006, memory: 6924, loss_aux: 1.3522, top1_acc: 0.4404, top5_acc: 0.6898, loss_cls: 2.4482, loss: 3.8004, grad_norm: 3.2286 2020-09-11 16:10:00,860 - mmaction - INFO - Epoch [55][460/940] lr: 4.000e-02, eta: 1 day, 22:09:48, time: 1.793, data_time: 0.006, memory: 6924, loss_aux: 1.3682, top1_acc: 0.4400, top5_acc: 0.6854, loss_cls: 2.4848, loss: 3.8531, grad_norm: 3.2451 2020-09-11 16:10:37,290 - mmaction - INFO - Epoch [55][480/940] lr: 4.000e-02, eta: 1 day, 22:09:10, time: 1.824, data_time: 0.007, memory: 6924, loss_aux: 1.3280, top1_acc: 0.4604, top5_acc: 0.6961, loss_cls: 2.3872, loss: 3.7152, grad_norm: 3.1934 2020-09-11 16:11:13,170 - mmaction - INFO - Epoch [55][500/940] lr: 4.000e-02, eta: 1 day, 22:08:31, time: 1.793, data_time: 0.005, memory: 6924, loss_aux: 1.3571, top1_acc: 0.4537, top5_acc: 0.6855, loss_cls: 2.4543, loss: 3.8114, grad_norm: 3.2675 2020-09-11 16:11:48,438 - mmaction - INFO - Epoch [55][520/940] lr: 4.000e-02, eta: 1 day, 22:07:51, time: 1.763, data_time: 0.003, memory: 6924, loss_aux: 1.3564, top1_acc: 0.4379, top5_acc: 0.6896, loss_cls: 2.4618, loss: 3.8182, grad_norm: 3.2612 2020-09-11 16:12:24,592 - mmaction - INFO - Epoch [55][540/940] lr: 4.000e-02, eta: 1 day, 22:07:13, time: 1.809, data_time: 0.005, memory: 6924, loss_aux: 1.3606, top1_acc: 0.4518, top5_acc: 0.6953, loss_cls: 2.4418, loss: 3.8024, grad_norm: 3.2355 2020-09-11 16:12:59,897 - mmaction - INFO - Epoch [55][560/940] lr: 4.000e-02, eta: 1 day, 22:06:33, time: 1.765, data_time: 0.003, memory: 6924, loss_aux: 1.3686, top1_acc: 0.4523, top5_acc: 0.6896, loss_cls: 2.4622, loss: 3.8307, grad_norm: 3.2651 2020-09-11 16:13:36,256 - mmaction - INFO - Epoch [55][580/940] lr: 4.000e-02, eta: 1 day, 22:05:54, time: 1.817, data_time: 0.007, memory: 6924, loss_aux: 1.3222, top1_acc: 0.4525, top5_acc: 0.7000, loss_cls: 2.3884, loss: 3.7107, grad_norm: 3.1810 2020-09-11 16:14:11,433 - mmaction - INFO - Epoch [55][600/940] lr: 4.000e-02, eta: 1 day, 22:05:14, time: 1.760, data_time: 0.006, memory: 6924, loss_aux: 1.3495, top1_acc: 0.4467, top5_acc: 0.6904, loss_cls: 2.4409, loss: 3.7904, grad_norm: 3.2924 2020-09-11 16:14:46,734 - mmaction - INFO - Epoch [55][620/940] lr: 4.000e-02, eta: 1 day, 22:04:34, time: 1.764, data_time: 0.006, memory: 6924, loss_aux: 1.3729, top1_acc: 0.4408, top5_acc: 0.6824, loss_cls: 2.4796, loss: 3.8525, grad_norm: 3.2304 2020-09-11 16:15:22,084 - mmaction - INFO - Epoch [55][640/940] lr: 4.000e-02, eta: 1 day, 22:03:54, time: 1.768, data_time: 0.007, memory: 6924, loss_aux: 1.3882, top1_acc: 0.4479, top5_acc: 0.6818, loss_cls: 2.5260, loss: 3.9142, grad_norm: 3.3433 2020-09-11 16:15:57,558 - mmaction - INFO - Epoch [55][660/940] lr: 4.000e-02, eta: 1 day, 22:03:15, time: 1.776, data_time: 0.006, memory: 6924, loss_aux: 1.3847, top1_acc: 0.4471, top5_acc: 0.6787, loss_cls: 2.5034, loss: 3.8880, grad_norm: 3.2101 2020-09-11 16:16:32,780 - mmaction - INFO - Epoch [55][680/940] lr: 4.000e-02, eta: 1 day, 22:02:34, time: 1.758, data_time: 0.006, memory: 6924, loss_aux: 1.3514, top1_acc: 0.4539, top5_acc: 0.6945, loss_cls: 2.4307, loss: 3.7821, grad_norm: 3.1947 2020-09-11 16:17:08,966 - mmaction - INFO - Epoch [55][700/940] lr: 4.000e-02, eta: 1 day, 22:01:56, time: 1.811, data_time: 0.007, memory: 6924, loss_aux: 1.3693, top1_acc: 0.4428, top5_acc: 0.6834, loss_cls: 2.4717, loss: 3.8410, grad_norm: 3.2448 2020-09-11 16:17:44,553 - mmaction - INFO - Epoch [55][720/940] lr: 4.000e-02, eta: 1 day, 22:01:16, time: 1.777, data_time: 0.007, memory: 6924, loss_aux: 1.3829, top1_acc: 0.4402, top5_acc: 0.6768, loss_cls: 2.5135, loss: 3.8965, grad_norm: 3.2429 2020-09-11 16:18:19,572 - mmaction - INFO - Epoch [55][740/940] lr: 4.000e-02, eta: 1 day, 22:00:36, time: 1.753, data_time: 0.007, memory: 6924, loss_aux: 1.3746, top1_acc: 0.4432, top5_acc: 0.6896, loss_cls: 2.4702, loss: 3.8448, grad_norm: 3.2361 2020-09-11 16:18:55,225 - mmaction - INFO - Epoch [55][760/940] lr: 4.000e-02, eta: 1 day, 21:59:57, time: 1.782, data_time: 0.006, memory: 6924, loss_aux: 1.3629, top1_acc: 0.4455, top5_acc: 0.6916, loss_cls: 2.4569, loss: 3.8198, grad_norm: 3.2527 2020-09-11 16:19:30,931 - mmaction - INFO - Epoch [55][780/940] lr: 4.000e-02, eta: 1 day, 21:59:17, time: 1.786, data_time: 0.006, memory: 6924, loss_aux: 1.3837, top1_acc: 0.4439, top5_acc: 0.6848, loss_cls: 2.4853, loss: 3.8690, grad_norm: 3.2088 2020-09-11 16:20:06,485 - mmaction - INFO - Epoch [55][800/940] lr: 4.000e-02, eta: 1 day, 21:58:38, time: 1.778, data_time: 0.007, memory: 6924, loss_aux: 1.3457, top1_acc: 0.4533, top5_acc: 0.6930, loss_cls: 2.4148, loss: 3.7605, grad_norm: 3.1842 2020-09-11 16:20:41,087 - mmaction - INFO - Epoch [55][820/940] lr: 4.000e-02, eta: 1 day, 21:57:57, time: 1.731, data_time: 0.003, memory: 6924, loss_aux: 1.3570, top1_acc: 0.4441, top5_acc: 0.6859, loss_cls: 2.4713, loss: 3.8283, grad_norm: 3.2330 2020-09-11 16:21:16,552 - mmaction - INFO - Epoch [55][840/940] lr: 4.000e-02, eta: 1 day, 21:57:17, time: 1.772, data_time: 0.006, memory: 6924, loss_aux: 1.3617, top1_acc: 0.4539, top5_acc: 0.6961, loss_cls: 2.4347, loss: 3.7964, grad_norm: 3.2424 2020-09-11 16:21:52,104 - mmaction - INFO - Epoch [55][860/940] lr: 4.000e-02, eta: 1 day, 21:56:37, time: 1.779, data_time: 0.006, memory: 6924, loss_aux: 1.3538, top1_acc: 0.4514, top5_acc: 0.6912, loss_cls: 2.4256, loss: 3.7794, grad_norm: 3.2379 2020-09-11 16:22:28,217 - mmaction - INFO - Epoch [55][880/940] lr: 4.000e-02, eta: 1 day, 21:55:59, time: 1.806, data_time: 0.003, memory: 6924, loss_aux: 1.3626, top1_acc: 0.4441, top5_acc: 0.6838, loss_cls: 2.4702, loss: 3.8329, grad_norm: 3.2391 2020-09-11 16:23:03,079 - mmaction - INFO - Epoch [55][900/940] lr: 4.000e-02, eta: 1 day, 21:55:18, time: 1.743, data_time: 0.004, memory: 6924, loss_aux: 1.3808, top1_acc: 0.4373, top5_acc: 0.6875, loss_cls: 2.4790, loss: 3.8598, grad_norm: 3.2392 2020-09-11 16:23:39,775 - mmaction - INFO - Epoch [55][920/940] lr: 4.000e-02, eta: 1 day, 21:54:40, time: 1.834, data_time: 0.006, memory: 6924, loss_aux: 1.3579, top1_acc: 0.4447, top5_acc: 0.6939, loss_cls: 2.4397, loss: 3.7975, grad_norm: 3.2736 2020-09-11 16:24:14,131 - mmaction - INFO - Epoch [55][940/940] lr: 4.000e-02, eta: 1 day, 21:53:59, time: 1.717, data_time: 0.005, memory: 6924, loss_aux: 1.3483, top1_acc: 0.4491, top5_acc: 0.6867, loss_cls: 2.4630, loss: 3.8114, grad_norm: 3.2907 2020-09-11 16:24:14,713 - mmaction - INFO - Saving checkpoint at 55 epochs 2020-09-11 16:25:00,436 - mmaction - INFO - Epoch [56][20/940] lr: 4.000e-02, eta: 1 day, 21:53:31, time: 2.106, data_time: 0.640, memory: 6924, loss_aux: 1.3649, top1_acc: 0.4535, top5_acc: 0.6844, loss_cls: 2.4557, loss: 3.8206, grad_norm: 3.2315 2020-09-11 16:25:33,986 - mmaction - INFO - Epoch [56][40/940] lr: 4.000e-02, eta: 1 day, 21:52:48, time: 1.680, data_time: 0.007, memory: 6924, loss_aux: 1.3363, top1_acc: 0.4582, top5_acc: 0.6990, loss_cls: 2.4071, loss: 3.7434, grad_norm: 3.1964 2020-09-11 16:26:08,685 - mmaction - INFO - Epoch [56][60/940] lr: 4.000e-02, eta: 1 day, 21:52:07, time: 1.733, data_time: 0.005, memory: 6924, loss_aux: 1.3168, top1_acc: 0.4531, top5_acc: 0.7004, loss_cls: 2.3668, loss: 3.6836, grad_norm: 3.1872 2020-09-11 16:26:43,552 - mmaction - INFO - Epoch [56][80/940] lr: 4.000e-02, eta: 1 day, 21:51:26, time: 1.744, data_time: 0.006, memory: 6924, loss_aux: 1.3393, top1_acc: 0.4459, top5_acc: 0.6963, loss_cls: 2.4120, loss: 3.7513, grad_norm: 3.2542 2020-09-11 16:27:18,884 - mmaction - INFO - Epoch [56][100/940] lr: 4.000e-02, eta: 1 day, 21:50:46, time: 1.766, data_time: 0.006, memory: 6924, loss_aux: 1.3517, top1_acc: 0.4582, top5_acc: 0.6947, loss_cls: 2.4234, loss: 3.7751, grad_norm: 3.1968 2020-09-11 16:27:54,184 - mmaction - INFO - Epoch [56][120/940] lr: 4.000e-02, eta: 1 day, 21:50:06, time: 1.767, data_time: 0.006, memory: 6924, loss_aux: 1.3429, top1_acc: 0.4576, top5_acc: 0.7014, loss_cls: 2.4108, loss: 3.7537, grad_norm: 3.2179 2020-09-11 16:28:29,813 - mmaction - INFO - Epoch [56][140/940] lr: 4.000e-02, eta: 1 day, 21:49:27, time: 1.782, data_time: 0.006, memory: 6924, loss_aux: 1.3406, top1_acc: 0.4557, top5_acc: 0.7070, loss_cls: 2.4039, loss: 3.7445, grad_norm: 3.2665 2020-09-11 16:29:05,166 - mmaction - INFO - Epoch [56][160/940] lr: 4.000e-02, eta: 1 day, 21:48:47, time: 1.767, data_time: 0.004, memory: 6924, loss_aux: 1.3496, top1_acc: 0.4498, top5_acc: 0.6957, loss_cls: 2.4310, loss: 3.7806, grad_norm: 3.2537 2020-09-11 16:29:40,284 - mmaction - INFO - Epoch [56][180/940] lr: 4.000e-02, eta: 1 day, 21:48:07, time: 1.755, data_time: 0.006, memory: 6924, loss_aux: 1.3432, top1_acc: 0.4525, top5_acc: 0.7023, loss_cls: 2.4054, loss: 3.7485, grad_norm: 3.2985 2020-09-11 16:30:16,444 - mmaction - INFO - Epoch [56][200/940] lr: 4.000e-02, eta: 1 day, 21:47:28, time: 1.808, data_time: 0.005, memory: 6924, loss_aux: 1.3662, top1_acc: 0.4479, top5_acc: 0.6918, loss_cls: 2.4310, loss: 3.7972, grad_norm: 3.2427 2020-09-11 16:30:51,696 - mmaction - INFO - Epoch [56][220/940] lr: 4.000e-02, eta: 1 day, 21:46:48, time: 1.762, data_time: 0.006, memory: 6924, loss_aux: 1.3716, top1_acc: 0.4428, top5_acc: 0.6824, loss_cls: 2.4803, loss: 3.8519, grad_norm: 3.2172 2020-09-11 16:31:27,638 - mmaction - INFO - Epoch [56][240/940] lr: 4.000e-02, eta: 1 day, 21:46:09, time: 1.798, data_time: 0.007, memory: 6924, loss_aux: 1.3646, top1_acc: 0.4549, top5_acc: 0.6867, loss_cls: 2.4673, loss: 3.8319, grad_norm: 3.2305 2020-09-11 16:32:03,123 - mmaction - INFO - Epoch [56][260/940] lr: 4.000e-02, eta: 1 day, 21:45:30, time: 1.775, data_time: 0.006, memory: 6924, loss_aux: 1.3619, top1_acc: 0.4443, top5_acc: 0.6932, loss_cls: 2.4312, loss: 3.7930, grad_norm: 3.3017 2020-09-11 16:32:37,926 - mmaction - INFO - Epoch [56][280/940] lr: 4.000e-02, eta: 1 day, 21:44:49, time: 1.741, data_time: 0.003, memory: 6924, loss_aux: 1.3443, top1_acc: 0.4576, top5_acc: 0.6947, loss_cls: 2.4167, loss: 3.7610, grad_norm: 3.2120 2020-09-11 16:33:13,122 - mmaction - INFO - Epoch [56][300/940] lr: 4.000e-02, eta: 1 day, 21:44:09, time: 1.760, data_time: 0.002, memory: 6924, loss_aux: 1.3485, top1_acc: 0.4525, top5_acc: 0.6912, loss_cls: 2.4641, loss: 3.8126, grad_norm: 3.2949 2020-09-11 16:33:49,198 - mmaction - INFO - Epoch [56][320/940] lr: 4.000e-02, eta: 1 day, 21:43:30, time: 1.802, data_time: 0.006, memory: 6924, loss_aux: 1.3514, top1_acc: 0.4461, top5_acc: 0.6969, loss_cls: 2.4426, loss: 3.7939, grad_norm: 3.2684 2020-09-11 16:34:23,941 - mmaction - INFO - Epoch [56][340/940] lr: 4.000e-02, eta: 1 day, 21:42:50, time: 1.739, data_time: 0.005, memory: 6924, loss_aux: 1.3548, top1_acc: 0.4514, top5_acc: 0.6902, loss_cls: 2.4469, loss: 3.8017, grad_norm: 3.2394 2020-09-11 16:34:59,590 - mmaction - INFO - Epoch [56][360/940] lr: 4.000e-02, eta: 1 day, 21:42:10, time: 1.780, data_time: 0.005, memory: 6924, loss_aux: 1.3546, top1_acc: 0.4535, top5_acc: 0.6896, loss_cls: 2.4450, loss: 3.7996, grad_norm: 3.2774 2020-09-11 16:35:34,882 - mmaction - INFO - Epoch [56][380/940] lr: 4.000e-02, eta: 1 day, 21:41:30, time: 1.766, data_time: 0.006, memory: 6924, loss_aux: 1.3902, top1_acc: 0.4453, top5_acc: 0.6779, loss_cls: 2.4989, loss: 3.8890, grad_norm: 3.2670 2020-09-11 16:36:10,555 - mmaction - INFO - Epoch [56][400/940] lr: 4.000e-02, eta: 1 day, 21:40:51, time: 1.782, data_time: 0.008, memory: 6924, loss_aux: 1.3608, top1_acc: 0.4502, top5_acc: 0.6936, loss_cls: 2.4569, loss: 3.8177, grad_norm: 3.2977 2020-09-11 16:36:45,767 - mmaction - INFO - Epoch [56][420/940] lr: 4.000e-02, eta: 1 day, 21:40:11, time: 1.762, data_time: 0.006, memory: 6924, loss_aux: 1.3770, top1_acc: 0.4559, top5_acc: 0.6873, loss_cls: 2.4537, loss: 3.8307, grad_norm: 3.2264 2020-09-11 16:37:20,963 - mmaction - INFO - Epoch [56][440/940] lr: 4.000e-02, eta: 1 day, 21:39:31, time: 1.758, data_time: 0.006, memory: 6924, loss_aux: 1.3666, top1_acc: 0.4453, top5_acc: 0.6848, loss_cls: 2.4594, loss: 3.8260, grad_norm: 3.2634 2020-09-11 16:37:56,423 - mmaction - INFO - Epoch [56][460/940] lr: 4.000e-02, eta: 1 day, 21:38:51, time: 1.774, data_time: 0.006, memory: 6924, loss_aux: 1.3346, top1_acc: 0.4547, top5_acc: 0.6965, loss_cls: 2.4109, loss: 3.7455, grad_norm: 3.1839 2020-09-11 16:38:32,381 - mmaction - INFO - Epoch [56][480/940] lr: 4.000e-02, eta: 1 day, 21:38:13, time: 1.797, data_time: 0.007, memory: 6924, loss_aux: 1.3434, top1_acc: 0.4600, top5_acc: 0.6984, loss_cls: 2.4208, loss: 3.7642, grad_norm: 3.2255 2020-09-11 16:39:07,424 - mmaction - INFO - Epoch [56][500/940] lr: 4.000e-02, eta: 1 day, 21:37:32, time: 1.753, data_time: 0.005, memory: 6924, loss_aux: 1.3621, top1_acc: 0.4436, top5_acc: 0.6910, loss_cls: 2.4341, loss: 3.7961, grad_norm: 3.2825 2020-09-11 16:39:42,218 - mmaction - INFO - Epoch [56][520/940] lr: 4.000e-02, eta: 1 day, 21:36:52, time: 1.740, data_time: 0.006, memory: 6924, loss_aux: 1.3597, top1_acc: 0.4496, top5_acc: 0.6846, loss_cls: 2.4558, loss: 3.8155, grad_norm: 3.2788 2020-09-11 16:40:17,437 - mmaction - INFO - Epoch [56][540/940] lr: 4.000e-02, eta: 1 day, 21:36:12, time: 1.760, data_time: 0.004, memory: 6924, loss_aux: 1.3389, top1_acc: 0.4602, top5_acc: 0.6947, loss_cls: 2.4147, loss: 3.7536, grad_norm: 3.2553 2020-09-11 16:40:52,233 - mmaction - INFO - Epoch [56][560/940] lr: 4.000e-02, eta: 1 day, 21:35:31, time: 1.741, data_time: 0.005, memory: 6924, loss_aux: 1.3409, top1_acc: 0.4607, top5_acc: 0.6951, loss_cls: 2.4164, loss: 3.7573, grad_norm: 3.2749 2020-09-11 16:41:28,179 - mmaction - INFO - Epoch [56][580/940] lr: 4.000e-02, eta: 1 day, 21:34:52, time: 1.795, data_time: 0.006, memory: 6924, loss_aux: 1.3774, top1_acc: 0.4361, top5_acc: 0.6850, loss_cls: 2.4807, loss: 3.8581, grad_norm: 3.2524 2020-09-11 16:42:03,677 - mmaction - INFO - Epoch [56][600/940] lr: 4.000e-02, eta: 1 day, 21:34:13, time: 1.777, data_time: 0.004, memory: 6924, loss_aux: 1.3125, top1_acc: 0.4588, top5_acc: 0.7016, loss_cls: 2.3549, loss: 3.6675, grad_norm: 3.2070 2020-09-11 16:42:38,358 - mmaction - INFO - Epoch [56][620/940] lr: 4.000e-02, eta: 1 day, 21:33:32, time: 1.733, data_time: 0.002, memory: 6924, loss_aux: 1.3502, top1_acc: 0.4420, top5_acc: 0.6861, loss_cls: 2.4547, loss: 3.8048, grad_norm: 3.2421 2020-09-11 16:43:13,431 - mmaction - INFO - Epoch [56][640/940] lr: 4.000e-02, eta: 1 day, 21:32:51, time: 1.754, data_time: 0.003, memory: 6924, loss_aux: 1.3485, top1_acc: 0.4541, top5_acc: 0.6977, loss_cls: 2.4324, loss: 3.7809, grad_norm: 3.2526 2020-09-11 16:43:48,636 - mmaction - INFO - Epoch [56][660/940] lr: 4.000e-02, eta: 1 day, 21:32:11, time: 1.759, data_time: 0.007, memory: 6924, loss_aux: 1.3391, top1_acc: 0.4523, top5_acc: 0.6937, loss_cls: 2.4139, loss: 3.7531, grad_norm: 3.2439 2020-09-11 16:44:23,612 - mmaction - INFO - Epoch [56][680/940] lr: 4.000e-02, eta: 1 day, 21:31:31, time: 1.750, data_time: 0.006, memory: 6924, loss_aux: 1.3619, top1_acc: 0.4539, top5_acc: 0.6924, loss_cls: 2.4554, loss: 3.8173, grad_norm: 3.2449 2020-09-11 16:44:58,960 - mmaction - INFO - Epoch [56][700/940] lr: 4.000e-02, eta: 1 day, 21:30:51, time: 1.766, data_time: 0.006, memory: 6924, loss_aux: 1.3793, top1_acc: 0.4299, top5_acc: 0.6752, loss_cls: 2.4998, loss: 3.8791, grad_norm: 3.2616 2020-09-11 16:45:34,275 - mmaction - INFO - Epoch [56][720/940] lr: 4.000e-02, eta: 1 day, 21:30:11, time: 1.767, data_time: 0.006, memory: 6924, loss_aux: 1.3597, top1_acc: 0.4510, top5_acc: 0.6902, loss_cls: 2.4551, loss: 3.8149, grad_norm: 3.1875 2020-09-11 16:46:09,134 - mmaction - INFO - Epoch [56][740/940] lr: 4.000e-02, eta: 1 day, 21:29:31, time: 1.741, data_time: 0.006, memory: 6924, loss_aux: 1.3337, top1_acc: 0.4607, top5_acc: 0.6887, loss_cls: 2.4020, loss: 3.7357, grad_norm: 3.2172 2020-09-11 16:46:44,560 - mmaction - INFO - Epoch [56][760/940] lr: 4.000e-02, eta: 1 day, 21:28:51, time: 1.773, data_time: 0.006, memory: 6924, loss_aux: 1.3444, top1_acc: 0.4648, top5_acc: 0.6910, loss_cls: 2.4068, loss: 3.7512, grad_norm: 3.2209 2020-09-11 16:47:19,604 - mmaction - INFO - Epoch [56][780/940] lr: 4.000e-02, eta: 1 day, 21:28:11, time: 1.752, data_time: 0.006, memory: 6924, loss_aux: 1.3588, top1_acc: 0.4549, top5_acc: 0.6971, loss_cls: 2.4161, loss: 3.7749, grad_norm: 3.2377 2020-09-11 16:47:56,033 - mmaction - INFO - Epoch [56][800/940] lr: 4.000e-02, eta: 1 day, 21:27:33, time: 1.822, data_time: 0.005, memory: 6924, loss_aux: 1.3511, top1_acc: 0.4535, top5_acc: 0.6877, loss_cls: 2.4394, loss: 3.7906, grad_norm: 3.2525 2020-09-11 16:48:30,538 - mmaction - INFO - Epoch [56][820/940] lr: 4.000e-02, eta: 1 day, 21:26:52, time: 1.723, data_time: 0.006, memory: 6924, loss_aux: 1.3212, top1_acc: 0.4650, top5_acc: 0.7125, loss_cls: 2.3605, loss: 3.6818, grad_norm: 3.2354 2020-09-11 16:49:05,215 - mmaction - INFO - Epoch [56][840/940] lr: 4.000e-02, eta: 1 day, 21:26:11, time: 1.735, data_time: 0.006, memory: 6924, loss_aux: 1.3302, top1_acc: 0.4479, top5_acc: 0.6945, loss_cls: 2.4026, loss: 3.7328, grad_norm: 3.2585 2020-09-11 16:49:40,369 - mmaction - INFO - Epoch [56][860/940] lr: 4.000e-02, eta: 1 day, 21:25:31, time: 1.756, data_time: 0.007, memory: 6924, loss_aux: 1.3492, top1_acc: 0.4494, top5_acc: 0.6965, loss_cls: 2.4337, loss: 3.7829, grad_norm: 3.2428 2020-09-11 16:50:15,173 - mmaction - INFO - Epoch [56][880/940] lr: 4.000e-02, eta: 1 day, 21:24:50, time: 1.741, data_time: 0.006, memory: 6924, loss_aux: 1.3380, top1_acc: 0.4598, top5_acc: 0.7018, loss_cls: 2.3896, loss: 3.7276, grad_norm: 3.2398 2020-09-11 16:50:51,740 - mmaction - INFO - Epoch [56][900/940] lr: 4.000e-02, eta: 1 day, 21:24:13, time: 1.831, data_time: 0.006, memory: 6924, loss_aux: 1.3498, top1_acc: 0.4527, top5_acc: 0.6902, loss_cls: 2.4404, loss: 3.7902, grad_norm: 3.2500 2020-09-11 16:51:25,957 - mmaction - INFO - Epoch [56][920/940] lr: 4.000e-02, eta: 1 day, 21:23:31, time: 1.709, data_time: 0.006, memory: 6924, loss_aux: 1.3610, top1_acc: 0.4500, top5_acc: 0.6912, loss_cls: 2.4591, loss: 3.8201, grad_norm: 3.2174 2020-09-11 16:51:59,849 - mmaction - INFO - Epoch [56][940/940] lr: 4.000e-02, eta: 1 day, 21:22:49, time: 1.694, data_time: 0.006, memory: 6924, loss_aux: 1.3420, top1_acc: 0.4550, top5_acc: 0.7037, loss_cls: 2.4043, loss: 3.7463, grad_norm: 3.2855 2020-09-11 16:52:00,281 - mmaction - INFO - Saving checkpoint at 56 epochs 2020-09-11 16:52:43,871 - mmaction - INFO - Epoch [57][20/940] lr: 4.000e-02, eta: 1 day, 21:22:16, time: 1.972, data_time: 0.469, memory: 6924, loss_aux: 1.3233, top1_acc: 0.4615, top5_acc: 0.7027, loss_cls: 2.3717, loss: 3.6950, grad_norm: 3.2158 2020-09-11 16:53:16,738 - mmaction - INFO - Epoch [57][40/940] lr: 4.000e-02, eta: 1 day, 21:21:32, time: 1.643, data_time: 0.004, memory: 6924, loss_aux: 1.3510, top1_acc: 0.4584, top5_acc: 0.6859, loss_cls: 2.4426, loss: 3.7936, grad_norm: 3.2420 2020-09-11 16:53:51,331 - mmaction - INFO - Epoch [57][60/940] lr: 4.000e-02, eta: 1 day, 21:20:51, time: 1.730, data_time: 0.003, memory: 6924, loss_aux: 1.3399, top1_acc: 0.4566, top5_acc: 0.6994, loss_cls: 2.4067, loss: 3.7466, grad_norm: 3.2671 2020-09-11 16:54:26,608 - mmaction - INFO - Epoch [57][80/940] lr: 4.000e-02, eta: 1 day, 21:20:11, time: 1.762, data_time: 0.005, memory: 6924, loss_aux: 1.3262, top1_acc: 0.4625, top5_acc: 0.7033, loss_cls: 2.3678, loss: 3.6940, grad_norm: 3.2570 2020-09-11 16:55:01,835 - mmaction - INFO - Epoch [57][100/940] lr: 4.000e-02, eta: 1 day, 21:19:31, time: 1.763, data_time: 0.006, memory: 6924, loss_aux: 1.3631, top1_acc: 0.4420, top5_acc: 0.6908, loss_cls: 2.4449, loss: 3.8080, grad_norm: 3.2514 2020-09-11 16:55:36,420 - mmaction - INFO - Epoch [57][120/940] lr: 4.000e-02, eta: 1 day, 21:18:50, time: 1.729, data_time: 0.005, memory: 6924, loss_aux: 1.3535, top1_acc: 0.4539, top5_acc: 0.6918, loss_cls: 2.4224, loss: 3.7759, grad_norm: 3.2533 2020-09-11 16:56:10,811 - mmaction - INFO - Epoch [57][140/940] lr: 4.000e-02, eta: 1 day, 21:18:09, time: 1.718, data_time: 0.006, memory: 6924, loss_aux: 1.3604, top1_acc: 0.4549, top5_acc: 0.6832, loss_cls: 2.4499, loss: 3.8103, grad_norm: 3.2580 2020-09-11 16:56:46,920 - mmaction - INFO - Epoch [57][160/940] lr: 4.000e-02, eta: 1 day, 21:17:31, time: 1.807, data_time: 0.006, memory: 6924, loss_aux: 1.3274, top1_acc: 0.4625, top5_acc: 0.7014, loss_cls: 2.3825, loss: 3.7099, grad_norm: 3.2697 2020-09-11 16:57:21,076 - mmaction - INFO - Epoch [57][180/940] lr: 4.000e-02, eta: 1 day, 21:16:49, time: 1.706, data_time: 0.006, memory: 6924, loss_aux: 1.3302, top1_acc: 0.4668, top5_acc: 0.7006, loss_cls: 2.3769, loss: 3.7071, grad_norm: 3.2594 2020-09-11 16:57:56,078 - mmaction - INFO - Epoch [57][200/940] lr: 4.000e-02, eta: 1 day, 21:16:09, time: 1.752, data_time: 0.006, memory: 6924, loss_aux: 1.3389, top1_acc: 0.4471, top5_acc: 0.6967, loss_cls: 2.4088, loss: 3.7476, grad_norm: 3.2247 2020-09-11 16:58:30,760 - mmaction - INFO - Epoch [57][220/940] lr: 4.000e-02, eta: 1 day, 21:15:28, time: 1.732, data_time: 0.005, memory: 6924, loss_aux: 1.3676, top1_acc: 0.4355, top5_acc: 0.6906, loss_cls: 2.4866, loss: 3.8543, grad_norm: 3.2939 2020-09-11 16:59:06,025 - mmaction - INFO - Epoch [57][240/940] lr: 4.000e-02, eta: 1 day, 21:14:48, time: 1.765, data_time: 0.006, memory: 6924, loss_aux: 1.3405, top1_acc: 0.4523, top5_acc: 0.6979, loss_cls: 2.4100, loss: 3.7505, grad_norm: 3.2903 2020-09-11 16:59:40,848 - mmaction - INFO - Epoch [57][260/940] lr: 4.000e-02, eta: 1 day, 21:14:08, time: 1.739, data_time: 0.006, memory: 6924, loss_aux: 1.3296, top1_acc: 0.4631, top5_acc: 0.6930, loss_cls: 2.3997, loss: 3.7293, grad_norm: 3.2628 2020-09-11 17:00:27,247 - mmaction - INFO - Epoch [57][280/940] lr: 4.000e-02, eta: 1 day, 21:13:46, time: 2.315, data_time: 0.010, memory: 6924, loss_aux: 1.3390, top1_acc: 0.4646, top5_acc: 0.7016, loss_cls: 2.3860, loss: 3.7250, grad_norm: 3.2274 2020-09-11 17:00:58,720 - mmaction - INFO - Epoch [57][300/940] lr: 4.000e-02, eta: 1 day, 21:13:00, time: 1.581, data_time: 0.022, memory: 6924, loss_aux: 1.3356, top1_acc: 0.4633, top5_acc: 0.7006, loss_cls: 2.3855, loss: 3.7211, grad_norm: 3.2170 2020-09-11 17:01:33,265 - mmaction - INFO - Epoch [57][320/940] lr: 4.000e-02, eta: 1 day, 21:12:19, time: 1.726, data_time: 0.006, memory: 6924, loss_aux: 1.3533, top1_acc: 0.4473, top5_acc: 0.6898, loss_cls: 2.4397, loss: 3.7929, grad_norm: 3.2375 2020-09-11 17:02:07,322 - mmaction - INFO - Epoch [57][340/940] lr: 4.000e-02, eta: 1 day, 21:11:37, time: 1.704, data_time: 0.005, memory: 6924, loss_aux: 1.3420, top1_acc: 0.4521, top5_acc: 0.6984, loss_cls: 2.4321, loss: 3.7742, grad_norm: 3.2581 2020-09-11 17:02:41,766 - mmaction - INFO - Epoch [57][360/940] lr: 4.000e-02, eta: 1 day, 21:10:56, time: 1.721, data_time: 0.007, memory: 6924, loss_aux: 1.3380, top1_acc: 0.4547, top5_acc: 0.7014, loss_cls: 2.3853, loss: 3.7233, grad_norm: 3.2065 2020-09-11 17:03:16,722 - mmaction - INFO - Epoch [57][380/940] lr: 4.000e-02, eta: 1 day, 21:10:16, time: 1.749, data_time: 0.006, memory: 6924, loss_aux: 1.3340, top1_acc: 0.4633, top5_acc: 0.7012, loss_cls: 2.3993, loss: 3.7333, grad_norm: 3.2349 2020-09-11 17:03:51,507 - mmaction - INFO - Epoch [57][400/940] lr: 4.000e-02, eta: 1 day, 21:09:35, time: 1.739, data_time: 0.005, memory: 6924, loss_aux: 1.3329, top1_acc: 0.4561, top5_acc: 0.6980, loss_cls: 2.3940, loss: 3.7269, grad_norm: 3.2660 2020-09-11 17:04:26,364 - mmaction - INFO - Epoch [57][420/940] lr: 4.000e-02, eta: 1 day, 21:08:55, time: 1.744, data_time: 0.006, memory: 6924, loss_aux: 1.3529, top1_acc: 0.4443, top5_acc: 0.6875, loss_cls: 2.4647, loss: 3.8176, grad_norm: 3.3018 2020-09-11 17:05:01,498 - mmaction - INFO - Epoch [57][440/940] lr: 4.000e-02, eta: 1 day, 21:08:15, time: 1.755, data_time: 0.008, memory: 6924, loss_aux: 1.3545, top1_acc: 0.4510, top5_acc: 0.6906, loss_cls: 2.4402, loss: 3.7948, grad_norm: 3.3115 2020-09-11 17:05:36,436 - mmaction - INFO - Epoch [57][460/940] lr: 4.000e-02, eta: 1 day, 21:07:35, time: 1.747, data_time: 0.006, memory: 6924, loss_aux: 1.3556, top1_acc: 0.4561, top5_acc: 0.6879, loss_cls: 2.4379, loss: 3.7935, grad_norm: 3.2739 2020-09-11 17:06:10,920 - mmaction - INFO - Epoch [57][480/940] lr: 4.000e-02, eta: 1 day, 21:06:54, time: 1.725, data_time: 0.008, memory: 6924, loss_aux: 1.3626, top1_acc: 0.4490, top5_acc: 0.6859, loss_cls: 2.4741, loss: 3.8367, grad_norm: 3.2940 2020-09-11 17:06:46,547 - mmaction - INFO - Epoch [57][500/940] lr: 4.000e-02, eta: 1 day, 21:06:14, time: 1.782, data_time: 0.006, memory: 6924, loss_aux: 1.3396, top1_acc: 0.4627, top5_acc: 0.6951, loss_cls: 2.4047, loss: 3.7444, grad_norm: 3.2118 2020-09-11 17:07:22,066 - mmaction - INFO - Epoch [57][520/940] lr: 4.000e-02, eta: 1 day, 21:05:35, time: 1.775, data_time: 0.008, memory: 6924, loss_aux: 1.3381, top1_acc: 0.4541, top5_acc: 0.7047, loss_cls: 2.4025, loss: 3.7406, grad_norm: 3.2366 2020-09-11 17:07:58,191 - mmaction - INFO - Epoch [57][540/940] lr: 4.000e-02, eta: 1 day, 21:04:57, time: 1.808, data_time: 0.006, memory: 6924, loss_aux: 1.3565, top1_acc: 0.4578, top5_acc: 0.6930, loss_cls: 2.4414, loss: 3.7979, grad_norm: 3.2647 2020-09-11 17:08:34,617 - mmaction - INFO - Epoch [57][560/940] lr: 4.000e-02, eta: 1 day, 21:04:19, time: 1.819, data_time: 0.005, memory: 6924, loss_aux: 1.3282, top1_acc: 0.4574, top5_acc: 0.7076, loss_cls: 2.3789, loss: 3.7071, grad_norm: 3.3028 2020-09-11 17:09:10,641 - mmaction - INFO - Epoch [57][580/940] lr: 4.000e-02, eta: 1 day, 21:03:40, time: 1.804, data_time: 0.006, memory: 6924, loss_aux: 1.3535, top1_acc: 0.4471, top5_acc: 0.6873, loss_cls: 2.4440, loss: 3.7975, grad_norm: 3.2869 2020-09-11 17:09:47,813 - mmaction - INFO - Epoch [57][600/940] lr: 4.000e-02, eta: 1 day, 21:03:04, time: 1.856, data_time: 0.006, memory: 6924, loss_aux: 1.3727, top1_acc: 0.4473, top5_acc: 0.6822, loss_cls: 2.4845, loss: 3.8572, grad_norm: 3.2511 2020-09-11 17:10:25,283 - mmaction - INFO - Epoch [57][620/940] lr: 4.000e-02, eta: 1 day, 21:02:28, time: 1.874, data_time: 0.006, memory: 6924, loss_aux: 1.3408, top1_acc: 0.4543, top5_acc: 0.6910, loss_cls: 2.4298, loss: 3.7706, grad_norm: 3.2111 2020-09-11 17:11:02,958 - mmaction - INFO - Epoch [57][640/940] lr: 4.000e-02, eta: 1 day, 21:01:52, time: 1.885, data_time: 0.006, memory: 6924, loss_aux: 1.3591, top1_acc: 0.4396, top5_acc: 0.6951, loss_cls: 2.4506, loss: 3.8097, grad_norm: 3.2926 2020-09-11 17:11:40,196 - mmaction - INFO - Epoch [57][660/940] lr: 4.000e-02, eta: 1 day, 21:01:15, time: 1.861, data_time: 0.006, memory: 6924, loss_aux: 1.3421, top1_acc: 0.4516, top5_acc: 0.6992, loss_cls: 2.4106, loss: 3.7527, grad_norm: 3.2500 2020-09-11 17:12:18,395 - mmaction - INFO - Epoch [57][680/940] lr: 4.000e-02, eta: 1 day, 21:00:40, time: 1.909, data_time: 0.005, memory: 6924, loss_aux: 1.3474, top1_acc: 0.4564, top5_acc: 0.6928, loss_cls: 2.4190, loss: 3.7664, grad_norm: 3.2734 2020-09-11 17:12:56,795 - mmaction - INFO - Epoch [57][700/940] lr: 4.000e-02, eta: 1 day, 21:00:06, time: 1.919, data_time: 0.005, memory: 6924, loss_aux: 1.3737, top1_acc: 0.4408, top5_acc: 0.6814, loss_cls: 2.4725, loss: 3.8462, grad_norm: 3.2531 2020-09-11 17:13:35,170 - mmaction - INFO - Epoch [57][720/940] lr: 4.000e-02, eta: 1 day, 20:59:31, time: 1.921, data_time: 0.007, memory: 6924, loss_aux: 1.3786, top1_acc: 0.4477, top5_acc: 0.6811, loss_cls: 2.4965, loss: 3.8752, grad_norm: 3.2986 2020-09-11 17:14:14,594 - mmaction - INFO - Epoch [57][740/940] lr: 4.000e-02, eta: 1 day, 20:58:58, time: 1.969, data_time: 0.006, memory: 6924, loss_aux: 1.3550, top1_acc: 0.4449, top5_acc: 0.6846, loss_cls: 2.4313, loss: 3.7864, grad_norm: 3.2071 2020-09-11 17:14:53,921 - mmaction - INFO - Epoch [57][760/940] lr: 4.000e-02, eta: 1 day, 20:58:25, time: 1.968, data_time: 0.005, memory: 6924, loss_aux: 1.3489, top1_acc: 0.4564, top5_acc: 0.6926, loss_cls: 2.4249, loss: 3.7739, grad_norm: 3.3415 2020-09-11 17:15:32,814 - mmaction - INFO - Epoch [57][780/940] lr: 4.000e-02, eta: 1 day, 20:57:51, time: 1.943, data_time: 0.007, memory: 6924, loss_aux: 1.3513, top1_acc: 0.4484, top5_acc: 0.6912, loss_cls: 2.4345, loss: 3.7857, grad_norm: 3.2766 2020-09-11 17:16:11,748 - mmaction - INFO - Epoch [57][800/940] lr: 4.000e-02, eta: 1 day, 20:57:18, time: 1.949, data_time: 0.007, memory: 6924, loss_aux: 1.3340, top1_acc: 0.4678, top5_acc: 0.7000, loss_cls: 2.3881, loss: 3.7221, grad_norm: 3.2749 2020-09-11 17:16:50,490 - mmaction - INFO - Epoch [57][820/940] lr: 4.000e-02, eta: 1 day, 20:56:43, time: 1.936, data_time: 0.006, memory: 6924, loss_aux: 1.3669, top1_acc: 0.4564, top5_acc: 0.6838, loss_cls: 2.4695, loss: 3.8364, grad_norm: 3.2766 2020-09-11 17:17:29,357 - mmaction - INFO - Epoch [57][840/940] lr: 4.000e-02, eta: 1 day, 20:56:10, time: 1.945, data_time: 0.006, memory: 6924, loss_aux: 1.3601, top1_acc: 0.4402, top5_acc: 0.6908, loss_cls: 2.4657, loss: 3.8258, grad_norm: 3.2864 2020-09-11 17:18:07,764 - mmaction - INFO - Epoch [57][860/940] lr: 4.000e-02, eta: 1 day, 20:55:35, time: 1.918, data_time: 0.006, memory: 6924, loss_aux: 1.3629, top1_acc: 0.4375, top5_acc: 0.6854, loss_cls: 2.4560, loss: 3.8189, grad_norm: 3.2150 2020-09-11 17:18:46,308 - mmaction - INFO - Epoch [57][880/940] lr: 4.000e-02, eta: 1 day, 20:55:01, time: 1.929, data_time: 0.006, memory: 6924, loss_aux: 1.3648, top1_acc: 0.4449, top5_acc: 0.6941, loss_cls: 2.4504, loss: 3.8151, grad_norm: 3.2640 2020-09-11 17:19:25,144 - mmaction - INFO - Epoch [57][900/940] lr: 4.000e-02, eta: 1 day, 20:54:27, time: 1.940, data_time: 0.006, memory: 6924, loss_aux: 1.3747, top1_acc: 0.4398, top5_acc: 0.6832, loss_cls: 2.4776, loss: 3.8524, grad_norm: 3.2732 2020-09-11 17:20:02,997 - mmaction - INFO - Epoch [57][920/940] lr: 4.000e-02, eta: 1 day, 20:53:51, time: 1.895, data_time: 0.006, memory: 6924, loss_aux: 1.3268, top1_acc: 0.4631, top5_acc: 0.6914, loss_cls: 2.3859, loss: 3.7127, grad_norm: 3.2673 2020-09-11 17:20:39,665 - mmaction - INFO - Epoch [57][940/940] lr: 4.000e-02, eta: 1 day, 20:53:14, time: 1.833, data_time: 0.002, memory: 6924, loss_aux: 1.3630, top1_acc: 0.4466, top5_acc: 0.6830, loss_cls: 2.4692, loss: 3.8322, grad_norm: 3.3473 2020-09-11 17:20:40,285 - mmaction - INFO - Saving checkpoint at 57 epochs 2020-09-11 17:21:26,802 - mmaction - INFO - Epoch [58][20/940] lr: 4.000e-02, eta: 1 day, 20:52:46, time: 2.132, data_time: 0.714, memory: 6924, loss_aux: 1.3213, top1_acc: 0.4688, top5_acc: 0.6998, loss_cls: 2.3819, loss: 3.7031, grad_norm: 3.2610 2020-09-11 17:22:01,940 - mmaction - INFO - Epoch [58][40/940] lr: 4.000e-02, eta: 1 day, 20:52:06, time: 1.758, data_time: 0.006, memory: 6924, loss_aux: 1.3353, top1_acc: 0.4619, top5_acc: 0.6918, loss_cls: 2.3962, loss: 3.7315, grad_norm: 3.2467 2020-09-11 17:22:38,706 - mmaction - INFO - Epoch [58][60/940] lr: 4.000e-02, eta: 1 day, 20:51:29, time: 1.838, data_time: 0.003, memory: 6924, loss_aux: 1.3445, top1_acc: 0.4582, top5_acc: 0.6967, loss_cls: 2.4039, loss: 3.7484, grad_norm: 3.3189 2020-09-11 17:23:17,200 - mmaction - INFO - Epoch [58][80/940] lr: 4.000e-02, eta: 1 day, 20:50:54, time: 1.925, data_time: 0.003, memory: 6924, loss_aux: 1.3453, top1_acc: 0.4447, top5_acc: 0.6922, loss_cls: 2.4308, loss: 3.7761, grad_norm: 3.2890 2020-09-11 17:23:55,240 - mmaction - INFO - Epoch [58][100/940] lr: 4.000e-02, eta: 1 day, 20:50:19, time: 1.902, data_time: 0.003, memory: 6924, loss_aux: 1.3488, top1_acc: 0.4580, top5_acc: 0.6988, loss_cls: 2.4073, loss: 3.7560, grad_norm: 3.2466 2020-09-11 17:24:33,455 - mmaction - INFO - Epoch [58][120/940] lr: 4.000e-02, eta: 1 day, 20:49:44, time: 1.911, data_time: 0.005, memory: 6924, loss_aux: 1.3227, top1_acc: 0.4504, top5_acc: 0.7033, loss_cls: 2.3767, loss: 3.6994, grad_norm: 3.2581 2020-09-11 17:25:10,778 - mmaction - INFO - Epoch [58][140/940] lr: 4.000e-02, eta: 1 day, 20:49:08, time: 1.866, data_time: 0.006, memory: 6924, loss_aux: 1.3319, top1_acc: 0.4543, top5_acc: 0.6982, loss_cls: 2.4185, loss: 3.7504, grad_norm: 3.2622 2020-09-11 17:25:48,304 - mmaction - INFO - Epoch [58][160/940] lr: 4.000e-02, eta: 1 day, 20:48:32, time: 1.877, data_time: 0.003, memory: 6924, loss_aux: 1.3422, top1_acc: 0.4617, top5_acc: 0.7055, loss_cls: 2.3686, loss: 3.7108, grad_norm: 3.2249 2020-09-11 17:26:25,315 - mmaction - INFO - Epoch [58][180/940] lr: 4.000e-02, eta: 1 day, 20:47:55, time: 1.849, data_time: 0.006, memory: 6924, loss_aux: 1.3697, top1_acc: 0.4459, top5_acc: 0.6889, loss_cls: 2.4473, loss: 3.8170, grad_norm: 3.3834 2020-09-11 17:27:02,118 - mmaction - INFO - Epoch [58][200/940] lr: 4.000e-02, eta: 1 day, 20:47:18, time: 1.842, data_time: 0.006, memory: 6924, loss_aux: 1.3319, top1_acc: 0.4568, top5_acc: 0.6898, loss_cls: 2.3983, loss: 3.7302, grad_norm: 3.2334 2020-09-11 17:27:39,753 - mmaction - INFO - Epoch [58][220/940] lr: 4.000e-02, eta: 1 day, 20:46:42, time: 1.882, data_time: 0.002, memory: 6924, loss_aux: 1.3468, top1_acc: 0.4520, top5_acc: 0.6945, loss_cls: 2.4234, loss: 3.7702, grad_norm: 3.2969 2020-09-11 17:28:16,767 - mmaction - INFO - Epoch [58][240/940] lr: 4.000e-02, eta: 1 day, 20:46:05, time: 1.851, data_time: 0.002, memory: 6924, loss_aux: 1.3726, top1_acc: 0.4467, top5_acc: 0.6830, loss_cls: 2.4842, loss: 3.8568, grad_norm: 3.3366 2020-09-11 17:28:54,091 - mmaction - INFO - Epoch [58][260/940] lr: 4.000e-02, eta: 1 day, 20:45:28, time: 1.865, data_time: 0.007, memory: 6924, loss_aux: 1.3640, top1_acc: 0.4457, top5_acc: 0.6840, loss_cls: 2.4578, loss: 3.8218, grad_norm: 3.2305 2020-09-11 17:29:31,636 - mmaction - INFO - Epoch [58][280/940] lr: 4.000e-02, eta: 1 day, 20:44:52, time: 1.879, data_time: 0.006, memory: 6924, loss_aux: 1.3144, top1_acc: 0.4738, top5_acc: 0.7102, loss_cls: 2.3475, loss: 3.6618, grad_norm: 3.2622 2020-09-11 17:30:08,087 - mmaction - INFO - Epoch [58][300/940] lr: 4.000e-02, eta: 1 day, 20:44:14, time: 1.822, data_time: 0.006, memory: 6924, loss_aux: 1.3551, top1_acc: 0.4461, top5_acc: 0.6840, loss_cls: 2.4470, loss: 3.8021, grad_norm: 3.2573 2020-09-11 17:30:44,936 - mmaction - INFO - Epoch [58][320/940] lr: 4.000e-02, eta: 1 day, 20:43:37, time: 1.843, data_time: 0.003, memory: 6924, loss_aux: 1.3434, top1_acc: 0.4572, top5_acc: 0.6937, loss_cls: 2.4004, loss: 3.7438, grad_norm: 3.2647 2020-09-11 17:31:21,640 - mmaction - INFO - Epoch [58][340/940] lr: 4.000e-02, eta: 1 day, 20:43:00, time: 1.835, data_time: 0.002, memory: 6924, loss_aux: 1.3568, top1_acc: 0.4492, top5_acc: 0.6969, loss_cls: 2.4368, loss: 3.7935, grad_norm: 3.3176 2020-09-11 17:31:58,835 - mmaction - INFO - Epoch [58][360/940] lr: 4.000e-02, eta: 1 day, 20:42:23, time: 1.858, data_time: 0.006, memory: 6924, loss_aux: 1.3271, top1_acc: 0.4645, top5_acc: 0.7031, loss_cls: 2.3789, loss: 3.7060, grad_norm: 3.2711 2020-09-11 17:32:35,391 - mmaction - INFO - Epoch [58][380/940] lr: 4.000e-02, eta: 1 day, 20:41:46, time: 1.829, data_time: 0.007, memory: 6924, loss_aux: 1.3459, top1_acc: 0.4510, top5_acc: 0.6967, loss_cls: 2.4290, loss: 3.7750, grad_norm: 3.3327 2020-09-11 17:33:13,083 - mmaction - INFO - Epoch [58][400/940] lr: 4.000e-02, eta: 1 day, 20:41:10, time: 1.885, data_time: 0.003, memory: 6924, loss_aux: 1.3384, top1_acc: 0.4629, top5_acc: 0.6930, loss_cls: 2.4109, loss: 3.7493, grad_norm: 3.2400 2020-09-11 17:33:48,715 - mmaction - INFO - Epoch [58][420/940] lr: 4.000e-02, eta: 1 day, 20:40:31, time: 1.781, data_time: 0.003, memory: 6924, loss_aux: 1.3404, top1_acc: 0.4543, top5_acc: 0.6939, loss_cls: 2.4096, loss: 3.7500, grad_norm: 3.3717 2020-09-11 17:34:25,400 - mmaction - INFO - Epoch [58][440/940] lr: 4.000e-02, eta: 1 day, 20:39:53, time: 1.835, data_time: 0.003, memory: 6924, loss_aux: 1.3451, top1_acc: 0.4467, top5_acc: 0.6902, loss_cls: 2.4346, loss: 3.7796, grad_norm: 3.7169 2020-09-11 17:35:01,507 - mmaction - INFO - Epoch [58][460/940] lr: 4.000e-02, eta: 1 day, 20:39:15, time: 1.804, data_time: 0.003, memory: 6924, loss_aux: 1.3660, top1_acc: 0.4590, top5_acc: 0.6875, loss_cls: 2.4475, loss: 3.8134, grad_norm: 3.3277 2020-09-11 17:35:37,666 - mmaction - INFO - Epoch [58][480/940] lr: 4.000e-02, eta: 1 day, 20:38:37, time: 1.808, data_time: 0.008, memory: 6924, loss_aux: 1.3532, top1_acc: 0.4555, top5_acc: 0.6959, loss_cls: 2.4272, loss: 3.7804, grad_norm: 3.3332 2020-09-11 17:36:13,875 - mmaction - INFO - Epoch [58][500/940] lr: 4.000e-02, eta: 1 day, 20:37:58, time: 1.812, data_time: 0.005, memory: 6924, loss_aux: 1.3340, top1_acc: 0.4477, top5_acc: 0.6971, loss_cls: 2.4158, loss: 3.7498, grad_norm: 3.3608 2020-09-11 17:36:50,502 - mmaction - INFO - Epoch [58][520/940] lr: 4.000e-02, eta: 1 day, 20:37:21, time: 1.829, data_time: 0.007, memory: 6924, loss_aux: 1.3556, top1_acc: 0.4533, top5_acc: 0.6834, loss_cls: 2.4311, loss: 3.7866, grad_norm: 3.2826 2020-09-11 17:37:27,236 - mmaction - INFO - Epoch [58][540/940] lr: 4.000e-02, eta: 1 day, 20:36:43, time: 1.839, data_time: 0.007, memory: 6924, loss_aux: 1.3193, top1_acc: 0.4643, top5_acc: 0.6990, loss_cls: 2.3768, loss: 3.6961, grad_norm: 3.2451 2020-09-11 17:38:03,044 - mmaction - INFO - Epoch [58][560/940] lr: 4.000e-02, eta: 1 day, 20:36:05, time: 1.789, data_time: 0.006, memory: 6924, loss_aux: 1.3833, top1_acc: 0.4416, top5_acc: 0.6789, loss_cls: 2.4916, loss: 3.8749, grad_norm: 3.3837 2020-09-11 17:38:38,920 - mmaction - INFO - Epoch [58][580/940] lr: 4.000e-02, eta: 1 day, 20:35:26, time: 1.794, data_time: 0.006, memory: 6924, loss_aux: 1.3412, top1_acc: 0.4543, top5_acc: 0.6990, loss_cls: 2.4201, loss: 3.7613, grad_norm: 3.2601 2020-09-11 17:39:15,455 - mmaction - INFO - Epoch [58][600/940] lr: 4.000e-02, eta: 1 day, 20:34:48, time: 1.828, data_time: 0.006, memory: 6924, loss_aux: 1.3534, top1_acc: 0.4479, top5_acc: 0.6941, loss_cls: 2.4312, loss: 3.7847, grad_norm: 3.2747 2020-09-11 17:39:51,209 - mmaction - INFO - Epoch [58][620/940] lr: 4.000e-02, eta: 1 day, 20:34:09, time: 1.788, data_time: 0.006, memory: 6924, loss_aux: 1.3487, top1_acc: 0.4377, top5_acc: 0.6873, loss_cls: 2.4536, loss: 3.8023, grad_norm: 3.2538 2020-09-11 17:40:27,442 - mmaction - INFO - Epoch [58][640/940] lr: 4.000e-02, eta: 1 day, 20:33:31, time: 1.809, data_time: 0.004, memory: 6924, loss_aux: 1.3689, top1_acc: 0.4375, top5_acc: 0.6891, loss_cls: 2.4561, loss: 3.8250, grad_norm: 3.3161 2020-09-11 17:41:03,154 - mmaction - INFO - Epoch [58][660/940] lr: 4.000e-02, eta: 1 day, 20:32:52, time: 1.787, data_time: 0.006, memory: 6924, loss_aux: 1.3372, top1_acc: 0.4477, top5_acc: 0.6980, loss_cls: 2.4303, loss: 3.7675, grad_norm: 3.2872 2020-09-11 17:41:39,971 - mmaction - INFO - Epoch [58][680/940] lr: 4.000e-02, eta: 1 day, 20:32:15, time: 1.841, data_time: 0.003, memory: 6924, loss_aux: 1.3412, top1_acc: 0.4506, top5_acc: 0.6924, loss_cls: 2.4207, loss: 3.7619, grad_norm: 3.2362 2020-09-11 17:42:15,221 - mmaction - INFO - Epoch [58][700/940] lr: 4.000e-02, eta: 1 day, 20:31:35, time: 1.762, data_time: 0.002, memory: 6924, loss_aux: 1.3179, top1_acc: 0.4641, top5_acc: 0.6977, loss_cls: 2.3792, loss: 3.6971, grad_norm: 3.2642 2020-09-11 17:42:51,401 - mmaction - INFO - Epoch [58][720/940] lr: 4.000e-02, eta: 1 day, 20:30:57, time: 1.808, data_time: 0.003, memory: 6924, loss_aux: 1.3654, top1_acc: 0.4461, top5_acc: 0.6887, loss_cls: 2.4768, loss: 3.8422, grad_norm: 3.2660 2020-09-11 17:43:27,202 - mmaction - INFO - Epoch [58][740/940] lr: 4.000e-02, eta: 1 day, 20:30:18, time: 1.792, data_time: 0.006, memory: 6924, loss_aux: 1.3614, top1_acc: 0.4576, top5_acc: 0.6922, loss_cls: 2.4381, loss: 3.7995, grad_norm: 3.2568 2020-09-11 17:44:03,028 - mmaction - INFO - Epoch [58][760/940] lr: 4.000e-02, eta: 1 day, 20:29:39, time: 1.790, data_time: 0.002, memory: 6924, loss_aux: 1.3686, top1_acc: 0.4400, top5_acc: 0.6893, loss_cls: 2.4684, loss: 3.8371, grad_norm: 3.3278 2020-09-11 17:44:38,789 - mmaction - INFO - Epoch [58][780/940] lr: 4.000e-02, eta: 1 day, 20:29:00, time: 1.787, data_time: 0.006, memory: 6924, loss_aux: 1.3349, top1_acc: 0.4646, top5_acc: 0.6984, loss_cls: 2.3994, loss: 3.7342, grad_norm: 3.3245 2020-09-11 17:45:15,966 - mmaction - INFO - Epoch [58][800/940] lr: 4.000e-02, eta: 1 day, 20:28:24, time: 1.858, data_time: 0.006, memory: 6924, loss_aux: 1.3340, top1_acc: 0.4541, top5_acc: 0.7012, loss_cls: 2.4060, loss: 3.7400, grad_norm: 3.3107 2020-09-11 17:45:51,468 - mmaction - INFO - Epoch [58][820/940] lr: 4.000e-02, eta: 1 day, 20:27:45, time: 1.777, data_time: 0.007, memory: 6924, loss_aux: 1.3533, top1_acc: 0.4553, top5_acc: 0.6912, loss_cls: 2.4332, loss: 3.7865, grad_norm: 3.2450 2020-09-11 17:46:26,788 - mmaction - INFO - Epoch [58][840/940] lr: 4.000e-02, eta: 1 day, 20:27:05, time: 1.766, data_time: 0.008, memory: 6924, loss_aux: 1.3514, top1_acc: 0.4459, top5_acc: 0.6916, loss_cls: 2.4386, loss: 3.7900, grad_norm: 3.2942 2020-09-11 17:47:03,081 - mmaction - INFO - Epoch [58][860/940] lr: 4.000e-02, eta: 1 day, 20:26:27, time: 1.815, data_time: 0.005, memory: 6924, loss_aux: 1.3444, top1_acc: 0.4543, top5_acc: 0.6984, loss_cls: 2.4085, loss: 3.7529, grad_norm: 3.2422 2020-09-11 17:47:38,987 - mmaction - INFO - Epoch [58][880/940] lr: 4.000e-02, eta: 1 day, 20:25:48, time: 1.794, data_time: 0.006, memory: 6924, loss_aux: 1.3515, top1_acc: 0.4535, top5_acc: 0.6973, loss_cls: 2.4263, loss: 3.7778, grad_norm: 3.2787 2020-09-11 17:48:14,735 - mmaction - INFO - Epoch [58][900/940] lr: 4.000e-02, eta: 1 day, 20:25:09, time: 1.789, data_time: 0.005, memory: 6924, loss_aux: 1.3463, top1_acc: 0.4492, top5_acc: 0.6912, loss_cls: 2.4211, loss: 3.7674, grad_norm: 3.2454 2020-09-11 17:48:50,386 - mmaction - INFO - Epoch [58][920/940] lr: 4.000e-02, eta: 1 day, 20:24:30, time: 1.783, data_time: 0.006, memory: 6924, loss_aux: 1.3456, top1_acc: 0.4617, top5_acc: 0.7016, loss_cls: 2.4118, loss: 3.7574, grad_norm: 3.3169 2020-09-11 17:49:25,034 - mmaction - INFO - Epoch [58][940/940] lr: 4.000e-02, eta: 1 day, 20:23:50, time: 1.733, data_time: 0.003, memory: 6924, loss_aux: 1.3662, top1_acc: 0.4428, top5_acc: 0.6792, loss_cls: 2.4753, loss: 3.8416, grad_norm: 3.3379 2020-09-11 17:49:25,470 - mmaction - INFO - Saving checkpoint at 58 epochs 2020-09-11 17:50:09,919 - mmaction - INFO - Epoch [59][20/940] lr: 4.000e-02, eta: 1 day, 20:23:16, time: 1.951, data_time: 0.439, memory: 6924, loss_aux: 1.3665, top1_acc: 0.4480, top5_acc: 0.6852, loss_cls: 2.4589, loss: 3.8254, grad_norm: 3.4336 2020-09-11 17:50:43,644 - mmaction - INFO - Epoch [59][40/940] lr: 4.000e-02, eta: 1 day, 20:22:34, time: 1.688, data_time: 0.006, memory: 6924, loss_aux: 1.3730, top1_acc: 0.4471, top5_acc: 0.6881, loss_cls: 2.4859, loss: 3.8589, grad_norm: 3.2983 2020-09-11 17:51:18,938 - mmaction - INFO - Epoch [59][60/940] lr: 4.000e-02, eta: 1 day, 20:21:54, time: 1.764, data_time: 0.006, memory: 6924, loss_aux: 1.3305, top1_acc: 0.4576, top5_acc: 0.7029, loss_cls: 2.3831, loss: 3.7137, grad_norm: 3.1978 2020-09-11 17:51:54,145 - mmaction - INFO - Epoch [59][80/940] lr: 4.000e-02, eta: 1 day, 20:21:15, time: 1.762, data_time: 0.006, memory: 6924, loss_aux: 1.3509, top1_acc: 0.4439, top5_acc: 0.6891, loss_cls: 2.4472, loss: 3.7982, grad_norm: 3.2657 2020-09-11 17:52:30,127 - mmaction - INFO - Epoch [59][100/940] lr: 4.000e-02, eta: 1 day, 20:20:36, time: 1.799, data_time: 0.005, memory: 6924, loss_aux: 1.3372, top1_acc: 0.4531, top5_acc: 0.6971, loss_cls: 2.4023, loss: 3.7396, grad_norm: 3.2158 2020-09-11 17:53:05,874 - mmaction - INFO - Epoch [59][120/940] lr: 4.000e-02, eta: 1 day, 20:19:57, time: 1.787, data_time: 0.004, memory: 6924, loss_aux: 1.3341, top1_acc: 0.4604, top5_acc: 0.6965, loss_cls: 2.3954, loss: 3.7296, grad_norm: 3.3001 2020-09-11 17:53:41,726 - mmaction - INFO - Epoch [59][140/940] lr: 4.000e-02, eta: 1 day, 20:19:18, time: 1.790, data_time: 0.005, memory: 6924, loss_aux: 1.3644, top1_acc: 0.4510, top5_acc: 0.6896, loss_cls: 2.4408, loss: 3.8052, grad_norm: 3.2504 2020-09-11 17:54:17,762 - mmaction - INFO - Epoch [59][160/940] lr: 4.000e-02, eta: 1 day, 20:18:40, time: 1.804, data_time: 0.006, memory: 6924, loss_aux: 1.3290, top1_acc: 0.4623, top5_acc: 0.6969, loss_cls: 2.3838, loss: 3.7128, grad_norm: 3.2343 2020-09-11 17:54:54,246 - mmaction - INFO - Epoch [59][180/940] lr: 4.000e-02, eta: 1 day, 20:18:02, time: 1.823, data_time: 0.005, memory: 6924, loss_aux: 1.3361, top1_acc: 0.4592, top5_acc: 0.6969, loss_cls: 2.4041, loss: 3.7402, grad_norm: 3.2676 2020-09-11 17:55:29,166 - mmaction - INFO - Epoch [59][200/940] lr: 4.000e-02, eta: 1 day, 20:17:22, time: 1.747, data_time: 0.005, memory: 6924, loss_aux: 1.3377, top1_acc: 0.4500, top5_acc: 0.6959, loss_cls: 2.4006, loss: 3.7383, grad_norm: 3.3011 2020-09-11 17:56:04,978 - mmaction - INFO - Epoch [59][220/940] lr: 4.000e-02, eta: 1 day, 20:16:43, time: 1.789, data_time: 0.007, memory: 6924, loss_aux: 1.3466, top1_acc: 0.4572, top5_acc: 0.6895, loss_cls: 2.4243, loss: 3.7709, grad_norm: 3.2745 2020-09-11 17:56:40,934 - mmaction - INFO - Epoch [59][240/940] lr: 4.000e-02, eta: 1 day, 20:16:05, time: 1.799, data_time: 0.005, memory: 6924, loss_aux: 1.3203, top1_acc: 0.4506, top5_acc: 0.6969, loss_cls: 2.3797, loss: 3.7001, grad_norm: 3.2424 2020-09-11 17:57:16,669 - mmaction - INFO - Epoch [59][260/940] lr: 4.000e-02, eta: 1 day, 20:15:26, time: 1.785, data_time: 0.006, memory: 6924, loss_aux: 1.3390, top1_acc: 0.4570, top5_acc: 0.6957, loss_cls: 2.4018, loss: 3.7408, grad_norm: 3.2586 2020-09-11 17:57:52,563 - mmaction - INFO - Epoch [59][280/940] lr: 4.000e-02, eta: 1 day, 20:14:47, time: 1.796, data_time: 0.006, memory: 6924, loss_aux: 1.3505, top1_acc: 0.4541, top5_acc: 0.6920, loss_cls: 2.4342, loss: 3.7847, grad_norm: 3.3343 2020-09-11 17:58:27,804 - mmaction - INFO - Epoch [59][300/940] lr: 4.000e-02, eta: 1 day, 20:14:08, time: 1.761, data_time: 0.006, memory: 6924, loss_aux: 1.3448, top1_acc: 0.4619, top5_acc: 0.6908, loss_cls: 2.4052, loss: 3.7500, grad_norm: 3.3266 2020-09-11 17:59:04,176 - mmaction - INFO - Epoch [59][320/940] lr: 4.000e-02, eta: 1 day, 20:13:30, time: 1.820, data_time: 0.006, memory: 6924, loss_aux: 1.3281, top1_acc: 0.4639, top5_acc: 0.6928, loss_cls: 2.4017, loss: 3.7298, grad_norm: 3.2796 2020-09-11 17:59:40,144 - mmaction - INFO - Epoch [59][340/940] lr: 4.000e-02, eta: 1 day, 20:12:51, time: 1.797, data_time: 0.005, memory: 6924, loss_aux: 1.3445, top1_acc: 0.4592, top5_acc: 0.6963, loss_cls: 2.4349, loss: 3.7795, grad_norm: 3.2432 2020-09-11 18:00:20,029 - mmaction - INFO - Epoch [59][360/940] lr: 4.000e-02, eta: 1 day, 20:12:18, time: 1.978, data_time: 0.006, memory: 6924, loss_aux: 1.3487, top1_acc: 0.4426, top5_acc: 0.6916, loss_cls: 2.4259, loss: 3.7746, grad_norm: 3.3414 2020-09-11 18:00:55,340 - mmaction - INFO - Epoch [59][380/940] lr: 4.000e-02, eta: 1 day, 20:11:39, time: 1.781, data_time: 0.040, memory: 6924, loss_aux: 1.3556, top1_acc: 0.4498, top5_acc: 0.6943, loss_cls: 2.4253, loss: 3.7808, grad_norm: 3.2778 2020-09-11 18:01:30,363 - mmaction - INFO - Epoch [59][400/940] lr: 4.000e-02, eta: 1 day, 20:10:59, time: 1.750, data_time: 0.007, memory: 6924, loss_aux: 1.3464, top1_acc: 0.4527, top5_acc: 0.6934, loss_cls: 2.4104, loss: 3.7568, grad_norm: 3.2597 2020-09-11 18:02:06,416 - mmaction - INFO - Epoch [59][420/940] lr: 4.000e-02, eta: 1 day, 20:10:21, time: 1.804, data_time: 0.007, memory: 6924, loss_aux: 1.3521, top1_acc: 0.4471, top5_acc: 0.6912, loss_cls: 2.4334, loss: 3.7854, grad_norm: 3.1888 2020-09-11 18:02:41,372 - mmaction - INFO - Epoch [59][440/940] lr: 4.000e-02, eta: 1 day, 20:09:41, time: 1.747, data_time: 0.007, memory: 6924, loss_aux: 1.3481, top1_acc: 0.4553, top5_acc: 0.6943, loss_cls: 2.4089, loss: 3.7569, grad_norm: 3.2774 2020-09-11 18:03:17,153 - mmaction - INFO - Epoch [59][460/940] lr: 4.000e-02, eta: 1 day, 20:09:02, time: 1.791, data_time: 0.006, memory: 6924, loss_aux: 1.3689, top1_acc: 0.4506, top5_acc: 0.6828, loss_cls: 2.4599, loss: 3.8288, grad_norm: 3.2722 2020-09-11 18:03:52,470 - mmaction - INFO - Epoch [59][480/940] lr: 4.000e-02, eta: 1 day, 20:08:23, time: 1.764, data_time: 0.006, memory: 6924, loss_aux: 1.3464, top1_acc: 0.4631, top5_acc: 0.7014, loss_cls: 2.4004, loss: 3.7468, grad_norm: 3.2428 2020-09-11 18:04:27,998 - mmaction - INFO - Epoch [59][500/940] lr: 4.000e-02, eta: 1 day, 20:07:44, time: 1.779, data_time: 0.006, memory: 6924, loss_aux: 1.3540, top1_acc: 0.4467, top5_acc: 0.6865, loss_cls: 2.4415, loss: 3.7955, grad_norm: 3.2683 2020-09-11 18:05:04,009 - mmaction - INFO - Epoch [59][520/940] lr: 4.000e-02, eta: 1 day, 20:07:05, time: 1.800, data_time: 0.005, memory: 6924, loss_aux: 1.3567, top1_acc: 0.4459, top5_acc: 0.6785, loss_cls: 2.4565, loss: 3.8132, grad_norm: 3.2423 2020-09-11 18:05:39,567 - mmaction - INFO - Epoch [59][540/940] lr: 4.000e-02, eta: 1 day, 20:06:26, time: 1.777, data_time: 0.003, memory: 6924, loss_aux: 1.3171, top1_acc: 0.4686, top5_acc: 0.7025, loss_cls: 2.3785, loss: 3.6956, grad_norm: 3.2117 2020-09-11 18:06:15,670 - mmaction - INFO - Epoch [59][560/940] lr: 4.000e-02, eta: 1 day, 20:05:48, time: 1.806, data_time: 0.007, memory: 6924, loss_aux: 1.3468, top1_acc: 0.4604, top5_acc: 0.6916, loss_cls: 2.4165, loss: 3.7633, grad_norm: 3.2913 2020-09-11 18:06:50,838 - mmaction - INFO - Epoch [59][580/940] lr: 4.000e-02, eta: 1 day, 20:05:08, time: 1.759, data_time: 0.014, memory: 6924, loss_aux: 1.3206, top1_acc: 0.4680, top5_acc: 0.7059, loss_cls: 2.3659, loss: 3.6865, grad_norm: 3.2697 2020-09-11 18:07:26,592 - mmaction - INFO - Epoch [59][600/940] lr: 4.000e-02, eta: 1 day, 20:04:29, time: 1.787, data_time: 0.007, memory: 6924, loss_aux: 1.3273, top1_acc: 0.4584, top5_acc: 0.6979, loss_cls: 2.3864, loss: 3.7137, grad_norm: 3.3144 2020-09-11 18:08:02,068 - mmaction - INFO - Epoch [59][620/940] lr: 4.000e-02, eta: 1 day, 20:03:50, time: 1.775, data_time: 0.006, memory: 6924, loss_aux: 1.3534, top1_acc: 0.4500, top5_acc: 0.6881, loss_cls: 2.4312, loss: 3.7847, grad_norm: 3.4307 2020-09-11 18:08:37,362 - mmaction - INFO - Epoch [59][640/940] lr: 4.000e-02, eta: 1 day, 20:03:10, time: 1.763, data_time: 0.006, memory: 6924, loss_aux: 1.3550, top1_acc: 0.4492, top5_acc: 0.6922, loss_cls: 2.4443, loss: 3.7993, grad_norm: 3.2784 2020-09-11 18:09:13,212 - mmaction - INFO - Epoch [59][660/940] lr: 4.000e-02, eta: 1 day, 20:02:32, time: 1.794, data_time: 0.006, memory: 6924, loss_aux: 1.3334, top1_acc: 0.4490, top5_acc: 0.6994, loss_cls: 2.4087, loss: 3.7421, grad_norm: 3.2885 2020-09-11 18:09:48,953 - mmaction - INFO - Epoch [59][680/940] lr: 4.000e-02, eta: 1 day, 20:01:53, time: 1.786, data_time: 0.006, memory: 6924, loss_aux: 1.3488, top1_acc: 0.4508, top5_acc: 0.6895, loss_cls: 2.4419, loss: 3.7907, grad_norm: 3.3006 2020-09-11 18:10:25,112 - mmaction - INFO - Epoch [59][700/940] lr: 4.000e-02, eta: 1 day, 20:01:15, time: 1.808, data_time: 0.006, memory: 6924, loss_aux: 1.3446, top1_acc: 0.4609, top5_acc: 0.6932, loss_cls: 2.4239, loss: 3.7685, grad_norm: 3.2802 2020-09-11 18:11:01,057 - mmaction - INFO - Epoch [59][720/940] lr: 4.000e-02, eta: 1 day, 20:00:36, time: 1.799, data_time: 0.006, memory: 6924, loss_aux: 1.3223, top1_acc: 0.4629, top5_acc: 0.7039, loss_cls: 2.3708, loss: 3.6932, grad_norm: 3.2639 2020-09-11 18:11:36,127 - mmaction - INFO - Epoch [59][740/940] lr: 4.000e-02, eta: 1 day, 19:59:56, time: 1.751, data_time: 0.005, memory: 6924, loss_aux: 1.3546, top1_acc: 0.4500, top5_acc: 0.6857, loss_cls: 2.4516, loss: 3.8061, grad_norm: 3.2423 2020-09-11 18:12:11,692 - mmaction - INFO - Epoch [59][760/940] lr: 4.000e-02, eta: 1 day, 19:59:17, time: 1.778, data_time: 0.006, memory: 6924, loss_aux: 1.3682, top1_acc: 0.4463, top5_acc: 0.6779, loss_cls: 2.4665, loss: 3.8347, grad_norm: 3.2034 2020-09-11 18:12:47,177 - mmaction - INFO - Epoch [59][780/940] lr: 4.000e-02, eta: 1 day, 19:58:38, time: 1.774, data_time: 0.006, memory: 6924, loss_aux: 1.3580, top1_acc: 0.4469, top5_acc: 0.6904, loss_cls: 2.4526, loss: 3.8106, grad_norm: 3.2793 2020-09-11 18:13:22,576 - mmaction - INFO - Epoch [59][800/940] lr: 4.000e-02, eta: 1 day, 19:57:59, time: 1.771, data_time: 0.006, memory: 6924, loss_aux: 1.3633, top1_acc: 0.4516, top5_acc: 0.6822, loss_cls: 2.4510, loss: 3.8142, grad_norm: 3.2432 2020-09-11 18:13:58,041 - mmaction - INFO - Epoch [59][820/940] lr: 4.000e-02, eta: 1 day, 19:57:19, time: 1.772, data_time: 0.007, memory: 6924, loss_aux: 1.3450, top1_acc: 0.4541, top5_acc: 0.6982, loss_cls: 2.4178, loss: 3.7628, grad_norm: 3.3100 2020-09-11 18:14:33,864 - mmaction - INFO - Epoch [59][840/940] lr: 4.000e-02, eta: 1 day, 19:56:41, time: 1.792, data_time: 0.006, memory: 6924, loss_aux: 1.3398, top1_acc: 0.4656, top5_acc: 0.6937, loss_cls: 2.4089, loss: 3.7487, grad_norm: 3.3621 2020-09-11 18:15:09,545 - mmaction - INFO - Epoch [59][860/940] lr: 4.000e-02, eta: 1 day, 19:56:02, time: 1.785, data_time: 0.003, memory: 6924, loss_aux: 1.3232, top1_acc: 0.4604, top5_acc: 0.6980, loss_cls: 2.3908, loss: 3.7139, grad_norm: 3.3753 2020-09-11 18:15:43,784 - mmaction - INFO - Epoch [59][880/940] lr: 4.000e-02, eta: 1 day, 19:55:21, time: 1.712, data_time: 0.002, memory: 6924, loss_aux: 1.3509, top1_acc: 0.4488, top5_acc: 0.6908, loss_cls: 2.4320, loss: 3.7829, grad_norm: 3.3595 2020-09-11 18:16:19,587 - mmaction - INFO - Epoch [59][900/940] lr: 4.000e-02, eta: 1 day, 19:54:42, time: 1.788, data_time: 0.005, memory: 6924, loss_aux: 1.3545, top1_acc: 0.4441, top5_acc: 0.6920, loss_cls: 2.4497, loss: 3.8041, grad_norm: 3.3473 2020-09-11 18:16:55,534 - mmaction - INFO - Epoch [59][920/940] lr: 4.000e-02, eta: 1 day, 19:54:04, time: 1.799, data_time: 0.005, memory: 6924, loss_aux: 1.3408, top1_acc: 0.4555, top5_acc: 0.6939, loss_cls: 2.4191, loss: 3.7599, grad_norm: 3.2965 2020-09-11 18:17:29,350 - mmaction - INFO - Epoch [59][940/940] lr: 4.000e-02, eta: 1 day, 19:53:22, time: 1.689, data_time: 0.007, memory: 6924, loss_aux: 1.3550, top1_acc: 0.4629, top5_acc: 0.6976, loss_cls: 2.4008, loss: 3.7558, grad_norm: 3.2588 2020-09-11 18:17:29,915 - mmaction - INFO - Saving checkpoint at 59 epochs 2020-09-11 18:18:17,588 - mmaction - INFO - Epoch [60][20/940] lr: 4.000e-02, eta: 1 day, 19:52:51, time: 2.044, data_time: 0.684, memory: 6924, loss_aux: 1.3330, top1_acc: 0.4592, top5_acc: 0.7000, loss_cls: 2.4006, loss: 3.7335, grad_norm: 3.3197 2020-09-11 18:18:50,527 - mmaction - INFO - Epoch [60][40/940] lr: 4.000e-02, eta: 1 day, 19:52:08, time: 1.648, data_time: 0.006, memory: 6924, loss_aux: 1.3282, top1_acc: 0.4621, top5_acc: 0.6982, loss_cls: 2.3858, loss: 3.7139, grad_norm: 3.2204 2020-09-11 18:19:26,100 - mmaction - INFO - Epoch [60][60/940] lr: 4.000e-02, eta: 1 day, 19:51:29, time: 1.778, data_time: 0.006, memory: 6924, loss_aux: 1.3285, top1_acc: 0.4598, top5_acc: 0.7012, loss_cls: 2.3751, loss: 3.7036, grad_norm: 3.3049 2020-09-11 18:20:01,451 - mmaction - INFO - Epoch [60][80/940] lr: 4.000e-02, eta: 1 day, 19:50:49, time: 1.767, data_time: 0.005, memory: 6924, loss_aux: 1.3527, top1_acc: 0.4496, top5_acc: 0.6949, loss_cls: 2.4012, loss: 3.7539, grad_norm: 3.2487 2020-09-11 18:20:36,763 - mmaction - INFO - Epoch [60][100/940] lr: 4.000e-02, eta: 1 day, 19:50:10, time: 1.765, data_time: 0.006, memory: 6924, loss_aux: 1.3613, top1_acc: 0.4518, top5_acc: 0.6891, loss_cls: 2.4428, loss: 3.8041, grad_norm: 3.4018 2020-09-11 18:21:12,038 - mmaction - INFO - Epoch [60][120/940] lr: 4.000e-02, eta: 1 day, 19:49:30, time: 1.765, data_time: 0.006, memory: 6924, loss_aux: 1.3369, top1_acc: 0.4596, top5_acc: 0.6926, loss_cls: 2.4151, loss: 3.7520, grad_norm: 3.2282 2020-09-11 18:21:47,932 - mmaction - INFO - Epoch [60][140/940] lr: 4.000e-02, eta: 1 day, 19:48:52, time: 1.793, data_time: 0.007, memory: 6924, loss_aux: 1.3310, top1_acc: 0.4641, top5_acc: 0.6998, loss_cls: 2.3910, loss: 3.7220, grad_norm: 3.3014 2020-09-11 18:22:22,694 - mmaction - INFO - Epoch [60][160/940] lr: 4.000e-02, eta: 1 day, 19:48:12, time: 1.741, data_time: 0.007, memory: 6924, loss_aux: 1.3294, top1_acc: 0.4680, top5_acc: 0.6934, loss_cls: 2.4022, loss: 3.7316, grad_norm: 3.2951 2020-09-11 18:22:58,737 - mmaction - INFO - Epoch [60][180/940] lr: 4.000e-02, eta: 1 day, 19:47:33, time: 1.800, data_time: 0.006, memory: 6924, loss_aux: 1.3619, top1_acc: 0.4486, top5_acc: 0.6859, loss_cls: 2.4508, loss: 3.8127, grad_norm: 3.3606 2020-09-11 18:23:34,128 - mmaction - INFO - Epoch [60][200/940] lr: 4.000e-02, eta: 1 day, 19:46:54, time: 1.771, data_time: 0.006, memory: 6924, loss_aux: 1.3500, top1_acc: 0.4451, top5_acc: 0.6936, loss_cls: 2.4269, loss: 3.7769, grad_norm: 3.3474 2020-09-11 18:24:09,655 - mmaction - INFO - Epoch [60][220/940] lr: 4.000e-02, eta: 1 day, 19:46:15, time: 1.774, data_time: 0.005, memory: 6924, loss_aux: 1.3564, top1_acc: 0.4559, top5_acc: 0.6939, loss_cls: 2.4176, loss: 3.7740, grad_norm: 3.2857 2020-09-11 18:24:45,280 - mmaction - INFO - Epoch [60][240/940] lr: 4.000e-02, eta: 1 day, 19:45:36, time: 1.784, data_time: 0.007, memory: 6924, loss_aux: 1.3613, top1_acc: 0.4451, top5_acc: 0.6893, loss_cls: 2.4468, loss: 3.8080, grad_norm: 3.2741 2020-09-11 18:25:21,164 - mmaction - INFO - Epoch [60][260/940] lr: 4.000e-02, eta: 1 day, 19:44:57, time: 1.793, data_time: 0.006, memory: 6924, loss_aux: 1.3372, top1_acc: 0.4676, top5_acc: 0.6990, loss_cls: 2.3963, loss: 3.7335, grad_norm: 3.2546 2020-09-11 18:25:56,415 - mmaction - INFO - Epoch [60][280/940] lr: 4.000e-02, eta: 1 day, 19:44:18, time: 1.761, data_time: 0.006, memory: 6924, loss_aux: 1.3525, top1_acc: 0.4512, top5_acc: 0.6904, loss_cls: 2.4363, loss: 3.7888, grad_norm: 3.7474 2020-09-11 18:26:31,870 - mmaction - INFO - Epoch [60][300/940] lr: 4.000e-02, eta: 1 day, 19:43:39, time: 1.776, data_time: 0.007, memory: 6924, loss_aux: 1.3863, top1_acc: 0.4449, top5_acc: 0.6832, loss_cls: 2.4941, loss: 3.8803, grad_norm: 3.3651 2020-09-11 18:27:07,612 - mmaction - INFO - Epoch [60][320/940] lr: 4.000e-02, eta: 1 day, 19:43:00, time: 1.785, data_time: 0.006, memory: 6924, loss_aux: 1.3298, top1_acc: 0.4641, top5_acc: 0.6977, loss_cls: 2.3839, loss: 3.7137, grad_norm: 3.2380 2020-09-11 18:27:44,282 - mmaction - INFO - Epoch [60][340/940] lr: 4.000e-02, eta: 1 day, 19:42:23, time: 1.835, data_time: 0.005, memory: 6924, loss_aux: 1.3169, top1_acc: 0.4637, top5_acc: 0.7053, loss_cls: 2.3654, loss: 3.6823, grad_norm: 3.2410 2020-09-11 18:28:19,108 - mmaction - INFO - Epoch [60][360/940] lr: 4.000e-02, eta: 1 day, 19:41:42, time: 1.740, data_time: 0.006, memory: 6924, loss_aux: 1.3378, top1_acc: 0.4596, top5_acc: 0.6963, loss_cls: 2.4136, loss: 3.7515, grad_norm: 3.2995 2020-09-11 18:28:54,670 - mmaction - INFO - Epoch [60][380/940] lr: 4.000e-02, eta: 1 day, 19:41:03, time: 1.779, data_time: 0.005, memory: 6924, loss_aux: 1.3234, top1_acc: 0.4652, top5_acc: 0.7098, loss_cls: 2.3669, loss: 3.6903, grad_norm: 3.2872 2020-09-11 18:29:30,625 - mmaction - INFO - Epoch [60][400/940] lr: 4.000e-02, eta: 1 day, 19:40:25, time: 1.797, data_time: 0.006, memory: 6924, loss_aux: 1.3471, top1_acc: 0.4541, top5_acc: 0.6871, loss_cls: 2.4333, loss: 3.7805, grad_norm: 3.3424 2020-09-11 18:30:05,867 - mmaction - INFO - Epoch [60][420/940] lr: 4.000e-02, eta: 1 day, 19:39:45, time: 1.763, data_time: 0.006, memory: 6924, loss_aux: 1.3393, top1_acc: 0.4562, top5_acc: 0.6971, loss_cls: 2.3953, loss: 3.7346, grad_norm: 3.3474 2020-09-11 18:30:41,578 - mmaction - INFO - Epoch [60][440/940] lr: 4.000e-02, eta: 1 day, 19:39:07, time: 1.786, data_time: 0.003, memory: 6924, loss_aux: 1.3528, top1_acc: 0.4488, top5_acc: 0.6873, loss_cls: 2.4484, loss: 3.8012, grad_norm: 3.3297 2020-09-11 18:31:18,789 - mmaction - INFO - Epoch [60][460/940] lr: 4.000e-02, eta: 1 day, 19:38:30, time: 1.859, data_time: 0.007, memory: 6924, loss_aux: 1.3590, top1_acc: 0.4574, top5_acc: 0.6875, loss_cls: 2.4578, loss: 3.8168, grad_norm: 3.2226 2020-09-11 18:31:53,938 - mmaction - INFO - Epoch [60][480/940] lr: 4.000e-02, eta: 1 day, 19:37:50, time: 1.760, data_time: 0.007, memory: 6924, loss_aux: 1.3305, top1_acc: 0.4518, top5_acc: 0.6998, loss_cls: 2.3895, loss: 3.7201, grad_norm: 3.2026 2020-09-11 18:32:29,445 - mmaction - INFO - Epoch [60][500/940] lr: 4.000e-02, eta: 1 day, 19:37:11, time: 1.774, data_time: 0.002, memory: 6924, loss_aux: 1.3179, top1_acc: 0.4734, top5_acc: 0.7031, loss_cls: 2.3664, loss: 3.6843, grad_norm: 3.3485 2020-09-11 18:33:05,382 - mmaction - INFO - Epoch [60][520/940] lr: 4.000e-02, eta: 1 day, 19:36:33, time: 1.796, data_time: 0.003, memory: 6924, loss_aux: 1.3609, top1_acc: 0.4496, top5_acc: 0.6883, loss_cls: 2.4427, loss: 3.8036, grad_norm: 3.2600 2020-09-11 18:33:40,280 - mmaction - INFO - Epoch [60][540/940] lr: 4.000e-02, eta: 1 day, 19:35:53, time: 1.746, data_time: 0.005, memory: 6924, loss_aux: 1.3257, top1_acc: 0.4590, top5_acc: 0.7055, loss_cls: 2.3791, loss: 3.7047, grad_norm: 3.2244 2020-09-11 18:34:16,427 - mmaction - INFO - Epoch [60][560/940] lr: 4.000e-02, eta: 1 day, 19:35:15, time: 1.806, data_time: 0.006, memory: 6924, loss_aux: 1.3455, top1_acc: 0.4592, top5_acc: 0.7002, loss_cls: 2.4067, loss: 3.7522, grad_norm: 3.2358 2020-09-11 18:34:52,213 - mmaction - INFO - Epoch [60][580/940] lr: 4.000e-02, eta: 1 day, 19:34:36, time: 1.791, data_time: 0.006, memory: 6924, loss_aux: 1.3642, top1_acc: 0.4480, top5_acc: 0.6875, loss_cls: 2.4682, loss: 3.8324, grad_norm: 3.3101 2020-09-11 18:35:26,970 - mmaction - INFO - Epoch [60][600/940] lr: 4.000e-02, eta: 1 day, 19:33:56, time: 1.736, data_time: 0.006, memory: 6924, loss_aux: 1.3435, top1_acc: 0.4510, top5_acc: 0.7039, loss_cls: 2.3955, loss: 3.7389, grad_norm: 3.2592 2020-09-11 18:36:02,938 - mmaction - INFO - Epoch [60][620/940] lr: 4.000e-02, eta: 1 day, 19:33:17, time: 1.799, data_time: 0.005, memory: 6924, loss_aux: 1.3463, top1_acc: 0.4502, top5_acc: 0.6945, loss_cls: 2.4227, loss: 3.7691, grad_norm: 3.3165 2020-09-11 18:36:38,156 - mmaction - INFO - Epoch [60][640/940] lr: 4.000e-02, eta: 1 day, 19:32:38, time: 1.759, data_time: 0.006, memory: 6924, loss_aux: 1.3380, top1_acc: 0.4570, top5_acc: 0.7012, loss_cls: 2.4109, loss: 3.7489, grad_norm: 3.3148 2020-09-11 18:37:13,397 - mmaction - INFO - Epoch [60][660/940] lr: 4.000e-02, eta: 1 day, 19:31:58, time: 1.763, data_time: 0.006, memory: 6924, loss_aux: 1.3153, top1_acc: 0.4594, top5_acc: 0.7033, loss_cls: 2.3807, loss: 3.6961, grad_norm: 3.2376 2020-09-11 18:37:49,437 - mmaction - INFO - Epoch [60][680/940] lr: 4.000e-02, eta: 1 day, 19:31:20, time: 1.802, data_time: 0.005, memory: 6924, loss_aux: 1.3480, top1_acc: 0.4568, top5_acc: 0.6908, loss_cls: 2.4343, loss: 3.7824, grad_norm: 3.2909 2020-09-11 18:38:24,740 - mmaction - INFO - Epoch [60][700/940] lr: 4.000e-02, eta: 1 day, 19:30:41, time: 1.764, data_time: 0.007, memory: 6924, loss_aux: 1.3540, top1_acc: 0.4516, top5_acc: 0.6838, loss_cls: 2.4342, loss: 3.7883, grad_norm: 3.2233 2020-09-11 18:39:01,553 - mmaction - INFO - Epoch [60][720/940] lr: 4.000e-02, eta: 1 day, 19:30:04, time: 1.841, data_time: 0.006, memory: 6924, loss_aux: 1.3410, top1_acc: 0.4570, top5_acc: 0.6939, loss_cls: 2.4048, loss: 3.7458, grad_norm: 3.2504 2020-09-11 18:39:36,554 - mmaction - INFO - Epoch [60][740/940] lr: 4.000e-02, eta: 1 day, 19:29:24, time: 1.752, data_time: 0.006, memory: 6924, loss_aux: 1.3602, top1_acc: 0.4547, top5_acc: 0.6865, loss_cls: 2.4338, loss: 3.7940, grad_norm: 3.3170 2020-09-11 18:40:12,006 - mmaction - INFO - Epoch [60][760/940] lr: 4.000e-02, eta: 1 day, 19:28:45, time: 1.771, data_time: 0.006, memory: 6924, loss_aux: 1.3609, top1_acc: 0.4459, top5_acc: 0.6799, loss_cls: 2.4545, loss: 3.8153, grad_norm: 3.2827 2020-09-11 18:40:47,374 - mmaction - INFO - Epoch [60][780/940] lr: 4.000e-02, eta: 1 day, 19:28:05, time: 1.769, data_time: 0.005, memory: 6924, loss_aux: 1.3457, top1_acc: 0.4498, top5_acc: 0.6961, loss_cls: 2.4339, loss: 3.7795, grad_norm: 3.2360 2020-09-11 18:41:22,552 - mmaction - INFO - Epoch [60][800/940] lr: 4.000e-02, eta: 1 day, 19:27:26, time: 1.758, data_time: 0.007, memory: 6924, loss_aux: 1.3368, top1_acc: 0.4484, top5_acc: 0.6941, loss_cls: 2.4086, loss: 3.7454, grad_norm: 3.2724 2020-09-11 18:41:57,880 - mmaction - INFO - Epoch [60][820/940] lr: 4.000e-02, eta: 1 day, 19:26:47, time: 1.767, data_time: 0.006, memory: 6924, loss_aux: 1.3378, top1_acc: 0.4490, top5_acc: 0.6975, loss_cls: 2.4002, loss: 3.7380, grad_norm: 3.2557 2020-09-11 18:42:33,729 - mmaction - INFO - Epoch [60][840/940] lr: 4.000e-02, eta: 1 day, 19:26:08, time: 1.792, data_time: 0.008, memory: 6924, loss_aux: 1.3581, top1_acc: 0.4516, top5_acc: 0.6846, loss_cls: 2.4610, loss: 3.8191, grad_norm: 3.2814 2020-09-11 18:43:09,123 - mmaction - INFO - Epoch [60][860/940] lr: 4.000e-02, eta: 1 day, 19:25:29, time: 1.770, data_time: 0.003, memory: 6924, loss_aux: 1.3451, top1_acc: 0.4578, top5_acc: 0.6973, loss_cls: 2.4186, loss: 3.7637, grad_norm: 3.2650 2020-09-11 18:43:45,194 - mmaction - INFO - Epoch [60][880/940] lr: 4.000e-02, eta: 1 day, 19:24:51, time: 1.802, data_time: 0.007, memory: 6924, loss_aux: 1.3423, top1_acc: 0.4467, top5_acc: 0.6863, loss_cls: 2.4198, loss: 3.7621, grad_norm: 3.2774 2020-09-11 18:44:20,441 - mmaction - INFO - Epoch [60][900/940] lr: 4.000e-02, eta: 1 day, 19:24:11, time: 1.764, data_time: 0.006, memory: 6924, loss_aux: 1.3585, top1_acc: 0.4498, top5_acc: 0.6904, loss_cls: 2.4380, loss: 3.7965, grad_norm: 3.1852 2020-09-11 18:44:55,729 - mmaction - INFO - Epoch [60][920/940] lr: 4.000e-02, eta: 1 day, 19:23:32, time: 1.762, data_time: 0.006, memory: 6924, loss_aux: 1.3427, top1_acc: 0.4557, top5_acc: 0.6945, loss_cls: 2.4203, loss: 3.7630, grad_norm: 3.2394 2020-09-11 18:45:29,796 - mmaction - INFO - Epoch [60][940/940] lr: 4.000e-02, eta: 1 day, 19:22:51, time: 1.706, data_time: 0.006, memory: 6924, loss_aux: 1.3600, top1_acc: 0.4491, top5_acc: 0.6899, loss_cls: 2.4597, loss: 3.8197, grad_norm: 3.3991 2020-09-11 18:45:30,238 - mmaction - INFO - Saving checkpoint at 60 epochs 2020-09-11 18:46:14,054 - mmaction - INFO - Epoch [61][20/940] lr: 4.000e-02, eta: 1 day, 19:22:17, time: 1.953, data_time: 0.446, memory: 6924, loss_aux: 1.3222, top1_acc: 0.4617, top5_acc: 0.7066, loss_cls: 2.3764, loss: 3.6986, grad_norm: 3.2351 2020-09-11 18:46:47,239 - mmaction - INFO - Epoch [61][40/940] lr: 4.000e-02, eta: 1 day, 19:21:35, time: 1.662, data_time: 0.006, memory: 6924, loss_aux: 1.3243, top1_acc: 0.4645, top5_acc: 0.6986, loss_cls: 2.3713, loss: 3.6955, grad_norm: 3.2399 2020-09-11 18:47:22,689 - mmaction - INFO - Epoch [61][60/940] lr: 4.000e-02, eta: 1 day, 19:20:55, time: 1.771, data_time: 0.005, memory: 6924, loss_aux: 1.3374, top1_acc: 0.4596, top5_acc: 0.7008, loss_cls: 2.3930, loss: 3.7304, grad_norm: 3.2866 2020-09-11 18:47:57,742 - mmaction - INFO - Epoch [61][80/940] lr: 4.000e-02, eta: 1 day, 19:20:16, time: 1.754, data_time: 0.006, memory: 6924, loss_aux: 1.3466, top1_acc: 0.4666, top5_acc: 0.6879, loss_cls: 2.4080, loss: 3.7546, grad_norm: 3.2417 2020-09-11 18:48:33,646 - mmaction - INFO - Epoch [61][100/940] lr: 4.000e-02, eta: 1 day, 19:19:37, time: 1.794, data_time: 0.005, memory: 6924, loss_aux: 1.3109, top1_acc: 0.4645, top5_acc: 0.7055, loss_cls: 2.3478, loss: 3.6587, grad_norm: 3.1794 2020-09-11 18:49:09,463 - mmaction - INFO - Epoch [61][120/940] lr: 4.000e-02, eta: 1 day, 19:18:59, time: 1.792, data_time: 0.006, memory: 6924, loss_aux: 1.2982, top1_acc: 0.4744, top5_acc: 0.7045, loss_cls: 2.3385, loss: 3.6367, grad_norm: 3.2200 2020-09-11 18:49:44,789 - mmaction - INFO - Epoch [61][140/940] lr: 4.000e-02, eta: 1 day, 19:18:19, time: 1.765, data_time: 0.006, memory: 6924, loss_aux: 1.3381, top1_acc: 0.4650, top5_acc: 0.7014, loss_cls: 2.3740, loss: 3.7121, grad_norm: 3.2806 2020-09-11 18:50:20,204 - mmaction - INFO - Epoch [61][160/940] lr: 4.000e-02, eta: 1 day, 19:17:40, time: 1.771, data_time: 0.006, memory: 6924, loss_aux: 1.3562, top1_acc: 0.4551, top5_acc: 0.6961, loss_cls: 2.4059, loss: 3.7622, grad_norm: 3.2988 2020-09-11 18:50:55,676 - mmaction - INFO - Epoch [61][180/940] lr: 4.000e-02, eta: 1 day, 19:17:01, time: 1.775, data_time: 0.006, memory: 6924, loss_aux: 1.3318, top1_acc: 0.4570, top5_acc: 0.7010, loss_cls: 2.3884, loss: 3.7203, grad_norm: 3.2750 2020-09-11 18:51:31,328 - mmaction - INFO - Epoch [61][200/940] lr: 4.000e-02, eta: 1 day, 19:16:22, time: 1.781, data_time: 0.006, memory: 6924, loss_aux: 1.3194, top1_acc: 0.4709, top5_acc: 0.7096, loss_cls: 2.3493, loss: 3.6687, grad_norm: 3.2604 2020-09-11 18:52:07,300 - mmaction - INFO - Epoch [61][220/940] lr: 4.000e-02, eta: 1 day, 19:15:44, time: 1.800, data_time: 0.006, memory: 6924, loss_aux: 1.3286, top1_acc: 0.4643, top5_acc: 0.7053, loss_cls: 2.3820, loss: 3.7106, grad_norm: 3.2395 2020-09-11 18:52:42,475 - mmaction - INFO - Epoch [61][240/940] lr: 4.000e-02, eta: 1 day, 19:15:04, time: 1.757, data_time: 0.007, memory: 6924, loss_aux: 1.3392, top1_acc: 0.4492, top5_acc: 0.6902, loss_cls: 2.4235, loss: 3.7627, grad_norm: 3.2708 2020-09-11 18:53:17,748 - mmaction - INFO - Epoch [61][260/940] lr: 4.000e-02, eta: 1 day, 19:14:25, time: 1.766, data_time: 0.005, memory: 6924, loss_aux: 1.3266, top1_acc: 0.4629, top5_acc: 0.7023, loss_cls: 2.3695, loss: 3.6960, grad_norm: 3.2267 2020-09-11 18:53:53,855 - mmaction - INFO - Epoch [61][280/940] lr: 4.000e-02, eta: 1 day, 19:13:47, time: 1.805, data_time: 0.002, memory: 6924, loss_aux: 1.3401, top1_acc: 0.4463, top5_acc: 0.7033, loss_cls: 2.4108, loss: 3.7509, grad_norm: 3.2546 2020-09-11 18:54:29,524 - mmaction - INFO - Epoch [61][300/940] lr: 4.000e-02, eta: 1 day, 19:13:08, time: 1.782, data_time: 0.006, memory: 6924, loss_aux: 1.3455, top1_acc: 0.4611, top5_acc: 0.6951, loss_cls: 2.3837, loss: 3.7292, grad_norm: 3.2715 2020-09-11 18:55:04,426 - mmaction - INFO - Epoch [61][320/940] lr: 4.000e-02, eta: 1 day, 19:12:28, time: 1.747, data_time: 0.006, memory: 6924, loss_aux: 1.3103, top1_acc: 0.4699, top5_acc: 0.7094, loss_cls: 2.3325, loss: 3.6428, grad_norm: 3.2909 2020-09-11 18:55:40,922 - mmaction - INFO - Epoch [61][340/940] lr: 4.000e-02, eta: 1 day, 19:11:51, time: 1.825, data_time: 0.002, memory: 6924, loss_aux: 1.3160, top1_acc: 0.4664, top5_acc: 0.7033, loss_cls: 2.3512, loss: 3.6671, grad_norm: 3.2457 2020-09-11 18:56:15,924 - mmaction - INFO - Epoch [61][360/940] lr: 4.000e-02, eta: 1 day, 19:11:11, time: 1.746, data_time: 0.005, memory: 6924, loss_aux: 1.3387, top1_acc: 0.4523, top5_acc: 0.7041, loss_cls: 2.3933, loss: 3.7320, grad_norm: 3.3256 2020-09-11 18:56:52,053 - mmaction - INFO - Epoch [61][380/940] lr: 4.000e-02, eta: 1 day, 19:10:33, time: 1.808, data_time: 0.008, memory: 6924, loss_aux: 1.3591, top1_acc: 0.4547, top5_acc: 0.6916, loss_cls: 2.4257, loss: 3.7847, grad_norm: 3.2669 2020-09-11 18:57:27,388 - mmaction - INFO - Epoch [61][400/940] lr: 4.000e-02, eta: 1 day, 19:09:54, time: 1.768, data_time: 0.007, memory: 6924, loss_aux: 1.3474, top1_acc: 0.4564, top5_acc: 0.6912, loss_cls: 2.4368, loss: 3.7843, grad_norm: 3.2666 2020-09-11 18:58:03,111 - mmaction - INFO - Epoch [61][420/940] lr: 4.000e-02, eta: 1 day, 19:09:15, time: 1.785, data_time: 0.006, memory: 6924, loss_aux: 1.3447, top1_acc: 0.4445, top5_acc: 0.6936, loss_cls: 2.4205, loss: 3.7652, grad_norm: 3.2681 2020-09-11 18:58:37,918 - mmaction - INFO - Epoch [61][440/940] lr: 4.000e-02, eta: 1 day, 19:08:35, time: 1.742, data_time: 0.006, memory: 6924, loss_aux: 1.3397, top1_acc: 0.4531, top5_acc: 0.7029, loss_cls: 2.4026, loss: 3.7423, grad_norm: 3.2865 2020-09-11 18:59:13,396 - mmaction - INFO - Epoch [61][460/940] lr: 4.000e-02, eta: 1 day, 19:07:56, time: 1.773, data_time: 0.005, memory: 6924, loss_aux: 1.3338, top1_acc: 0.4578, top5_acc: 0.6959, loss_cls: 2.4001, loss: 3.7339, grad_norm: 3.2386 2020-09-11 18:59:48,748 - mmaction - INFO - Epoch [61][480/940] lr: 4.000e-02, eta: 1 day, 19:07:17, time: 1.769, data_time: 0.005, memory: 6924, loss_aux: 1.3755, top1_acc: 0.4496, top5_acc: 0.6861, loss_cls: 2.4671, loss: 3.8426, grad_norm: 3.3629 2020-09-11 19:00:27,870 - mmaction - INFO - Epoch [61][500/940] lr: 4.000e-02, eta: 1 day, 19:06:43, time: 1.949, data_time: 0.006, memory: 6924, loss_aux: 1.3229, top1_acc: 0.4629, top5_acc: 0.7094, loss_cls: 2.3596, loss: 3.6825, grad_norm: 3.2746 2020-09-11 19:01:02,409 - mmaction - INFO - Epoch [61][520/940] lr: 4.000e-02, eta: 1 day, 19:06:03, time: 1.734, data_time: 0.028, memory: 6924, loss_aux: 1.3526, top1_acc: 0.4502, top5_acc: 0.6957, loss_cls: 2.4398, loss: 3.7923, grad_norm: 3.3329 2020-09-11 19:01:38,482 - mmaction - INFO - Epoch [61][540/940] lr: 4.000e-02, eta: 1 day, 19:05:25, time: 1.802, data_time: 0.006, memory: 6924, loss_aux: 1.3430, top1_acc: 0.4488, top5_acc: 0.6980, loss_cls: 2.4162, loss: 3.7592, grad_norm: 3.3318 2020-09-11 19:02:13,345 - mmaction - INFO - Epoch [61][560/940] lr: 4.000e-02, eta: 1 day, 19:04:45, time: 1.743, data_time: 0.006, memory: 6924, loss_aux: 1.3467, top1_acc: 0.4545, top5_acc: 0.6873, loss_cls: 2.4375, loss: 3.7842, grad_norm: 3.3372 2020-09-11 19:02:49,000 - mmaction - INFO - Epoch [61][580/940] lr: 4.000e-02, eta: 1 day, 19:04:06, time: 1.783, data_time: 0.006, memory: 6924, loss_aux: 1.3399, top1_acc: 0.4633, top5_acc: 0.7016, loss_cls: 2.4123, loss: 3.7522, grad_norm: 3.3031 2020-09-11 19:03:24,802 - mmaction - INFO - Epoch [61][600/940] lr: 4.000e-02, eta: 1 day, 19:03:27, time: 1.792, data_time: 0.006, memory: 6924, loss_aux: 1.3497, top1_acc: 0.4457, top5_acc: 0.6941, loss_cls: 2.4296, loss: 3.7793, grad_norm: 3.3952 2020-09-11 19:04:00,363 - mmaction - INFO - Epoch [61][620/940] lr: 4.000e-02, eta: 1 day, 19:02:49, time: 1.777, data_time: 0.007, memory: 6924, loss_aux: 1.3370, top1_acc: 0.4518, top5_acc: 0.6895, loss_cls: 2.4078, loss: 3.7448, grad_norm: 3.2829 2020-09-11 19:04:36,160 - mmaction - INFO - Epoch [61][640/940] lr: 4.000e-02, eta: 1 day, 19:02:10, time: 1.791, data_time: 0.005, memory: 6924, loss_aux: 1.3148, top1_acc: 0.4625, top5_acc: 0.7051, loss_cls: 2.3487, loss: 3.6635, grad_norm: 3.3057 2020-09-11 19:05:11,620 - mmaction - INFO - Epoch [61][660/940] lr: 4.000e-02, eta: 1 day, 19:01:31, time: 1.773, data_time: 0.007, memory: 6924, loss_aux: 1.3494, top1_acc: 0.4539, top5_acc: 0.6961, loss_cls: 2.4160, loss: 3.7654, grad_norm: 3.2431 2020-09-11 19:05:46,968 - mmaction - INFO - Epoch [61][680/940] lr: 4.000e-02, eta: 1 day, 19:00:52, time: 1.767, data_time: 0.002, memory: 6924, loss_aux: 1.3272, top1_acc: 0.4543, top5_acc: 0.6949, loss_cls: 2.3674, loss: 3.6946, grad_norm: 3.3142 2020-09-11 19:06:22,598 - mmaction - INFO - Epoch [61][700/940] lr: 4.000e-02, eta: 1 day, 19:00:13, time: 1.780, data_time: 0.006, memory: 6924, loss_aux: 1.3346, top1_acc: 0.4551, top5_acc: 0.6988, loss_cls: 2.3974, loss: 3.7320, grad_norm: 3.2918 2020-09-11 19:06:58,279 - mmaction - INFO - Epoch [61][720/940] lr: 4.000e-02, eta: 1 day, 18:59:34, time: 1.786, data_time: 0.006, memory: 6924, loss_aux: 1.3188, top1_acc: 0.4672, top5_acc: 0.6949, loss_cls: 2.3766, loss: 3.6954, grad_norm: 3.2349 2020-09-11 19:07:33,727 - mmaction - INFO - Epoch [61][740/940] lr: 4.000e-02, eta: 1 day, 18:58:55, time: 1.770, data_time: 0.006, memory: 6924, loss_aux: 1.3098, top1_acc: 0.4646, top5_acc: 0.6986, loss_cls: 2.3746, loss: 3.6843, grad_norm: 3.2947 2020-09-11 19:08:08,990 - mmaction - INFO - Epoch [61][760/940] lr: 4.000e-02, eta: 1 day, 18:58:16, time: 1.765, data_time: 0.006, memory: 6924, loss_aux: 1.3570, top1_acc: 0.4543, top5_acc: 0.6914, loss_cls: 2.4385, loss: 3.7955, grad_norm: 3.3142 2020-09-11 19:08:44,572 - mmaction - INFO - Epoch [61][780/940] lr: 4.000e-02, eta: 1 day, 18:57:37, time: 1.777, data_time: 0.006, memory: 6924, loss_aux: 1.3209, top1_acc: 0.4576, top5_acc: 0.6969, loss_cls: 2.3790, loss: 3.6999, grad_norm: 3.2677 2020-09-11 19:09:19,806 - mmaction - INFO - Epoch [61][800/940] lr: 4.000e-02, eta: 1 day, 18:56:58, time: 1.763, data_time: 0.006, memory: 6924, loss_aux: 1.3337, top1_acc: 0.4658, top5_acc: 0.7143, loss_cls: 2.3606, loss: 3.6943, grad_norm: 3.2851 2020-09-11 19:09:55,304 - mmaction - INFO - Epoch [61][820/940] lr: 4.000e-02, eta: 1 day, 18:56:19, time: 1.773, data_time: 0.006, memory: 6924, loss_aux: 1.3560, top1_acc: 0.4588, top5_acc: 0.6967, loss_cls: 2.4150, loss: 3.7710, grad_norm: 3.3227 2020-09-11 19:10:30,978 - mmaction - INFO - Epoch [61][840/940] lr: 4.000e-02, eta: 1 day, 18:55:40, time: 1.784, data_time: 0.007, memory: 6924, loss_aux: 1.3568, top1_acc: 0.4541, top5_acc: 0.6973, loss_cls: 2.4335, loss: 3.7903, grad_norm: 3.3155 2020-09-11 19:11:06,121 - mmaction - INFO - Epoch [61][860/940] lr: 4.000e-02, eta: 1 day, 18:55:01, time: 1.758, data_time: 0.007, memory: 6924, loss_aux: 1.3436, top1_acc: 0.4582, top5_acc: 0.6937, loss_cls: 2.4004, loss: 3.7440, grad_norm: 3.2836 2020-09-11 19:11:41,970 - mmaction - INFO - Epoch [61][880/940] lr: 4.000e-02, eta: 1 day, 18:54:22, time: 1.794, data_time: 0.006, memory: 6924, loss_aux: 1.3453, top1_acc: 0.4539, top5_acc: 0.6963, loss_cls: 2.4305, loss: 3.7758, grad_norm: 3.2262 2020-09-11 19:12:17,836 - mmaction - INFO - Epoch [61][900/940] lr: 4.000e-02, eta: 1 day, 18:53:44, time: 1.791, data_time: 0.007, memory: 6924, loss_aux: 1.3587, top1_acc: 0.4480, top5_acc: 0.6875, loss_cls: 2.4589, loss: 3.8175, grad_norm: 3.2762 2020-09-11 19:12:52,891 - mmaction - INFO - Epoch [61][920/940] lr: 4.000e-02, eta: 1 day, 18:53:04, time: 1.753, data_time: 0.006, memory: 6924, loss_aux: 1.3435, top1_acc: 0.4580, top5_acc: 0.6893, loss_cls: 2.4285, loss: 3.7720, grad_norm: 3.2612 2020-09-11 19:13:27,421 - mmaction - INFO - Epoch [61][940/940] lr: 4.000e-02, eta: 1 day, 18:52:24, time: 1.728, data_time: 0.006, memory: 6924, loss_aux: 1.3567, top1_acc: 0.4527, top5_acc: 0.6964, loss_cls: 2.4452, loss: 3.8019, grad_norm: 3.3670 2020-09-11 19:13:28,020 - mmaction - INFO - Saving checkpoint at 61 epochs 2020-09-11 19:14:17,874 - mmaction - INFO - Epoch [62][20/940] lr: 4.000e-02, eta: 1 day, 18:51:57, time: 2.177, data_time: 0.788, memory: 6924, loss_aux: 1.3340, top1_acc: 0.4682, top5_acc: 0.7002, loss_cls: 2.3896, loss: 3.7236, grad_norm: 3.3657 2020-09-11 19:14:50,297 - mmaction - INFO - Epoch [62][40/940] lr: 4.000e-02, eta: 1 day, 18:51:13, time: 1.622, data_time: 0.005, memory: 6924, loss_aux: 1.3436, top1_acc: 0.4562, top5_acc: 0.6904, loss_cls: 2.4212, loss: 3.7647, grad_norm: 3.2909 2020-09-11 19:15:25,371 - mmaction - INFO - Epoch [62][60/940] lr: 4.000e-02, eta: 1 day, 18:50:34, time: 1.753, data_time: 0.003, memory: 6924, loss_aux: 1.3339, top1_acc: 0.4594, top5_acc: 0.6990, loss_cls: 2.3885, loss: 3.7225, grad_norm: 3.2728 2020-09-11 19:16:01,399 - mmaction - INFO - Epoch [62][80/940] lr: 4.000e-02, eta: 1 day, 18:49:56, time: 1.801, data_time: 0.006, memory: 6924, loss_aux: 1.3199, top1_acc: 0.4590, top5_acc: 0.7059, loss_cls: 2.3769, loss: 3.6968, grad_norm: 3.2694 2020-09-11 19:16:35,982 - mmaction - INFO - Epoch [62][100/940] lr: 4.000e-02, eta: 1 day, 18:49:15, time: 1.729, data_time: 0.007, memory: 6924, loss_aux: 1.3365, top1_acc: 0.4535, top5_acc: 0.7027, loss_cls: 2.3993, loss: 3.7358, grad_norm: 3.2944 2020-09-11 19:17:11,600 - mmaction - INFO - Epoch [62][120/940] lr: 4.000e-02, eta: 1 day, 18:48:37, time: 1.783, data_time: 0.006, memory: 6924, loss_aux: 1.3277, top1_acc: 0.4523, top5_acc: 0.6961, loss_cls: 2.3903, loss: 3.7181, grad_norm: 3.2904 2020-09-11 19:17:46,744 - mmaction - INFO - Epoch [62][140/940] lr: 4.000e-02, eta: 1 day, 18:47:57, time: 1.758, data_time: 0.003, memory: 6924, loss_aux: 1.3321, top1_acc: 0.4488, top5_acc: 0.6914, loss_cls: 2.4096, loss: 3.7416, grad_norm: 3.3333 2020-09-11 19:18:22,059 - mmaction - INFO - Epoch [62][160/940] lr: 4.000e-02, eta: 1 day, 18:47:18, time: 1.764, data_time: 0.005, memory: 6924, loss_aux: 1.2962, top1_acc: 0.4668, top5_acc: 0.7129, loss_cls: 2.3346, loss: 3.6308, grad_norm: 3.2709 2020-09-11 19:18:57,299 - mmaction - INFO - Epoch [62][180/940] lr: 4.000e-02, eta: 1 day, 18:46:39, time: 1.764, data_time: 0.006, memory: 6924, loss_aux: 1.3032, top1_acc: 0.4666, top5_acc: 0.7094, loss_cls: 2.3383, loss: 3.6414, grad_norm: 3.2388 2020-09-11 19:19:32,726 - mmaction - INFO - Epoch [62][200/940] lr: 4.000e-02, eta: 1 day, 18:46:00, time: 1.770, data_time: 0.007, memory: 6924, loss_aux: 1.3057, top1_acc: 0.4691, top5_acc: 0.7113, loss_cls: 2.3436, loss: 3.6493, grad_norm: 3.2929 2020-09-11 19:20:07,762 - mmaction - INFO - Epoch [62][220/940] lr: 4.000e-02, eta: 1 day, 18:45:20, time: 1.752, data_time: 0.006, memory: 6924, loss_aux: 1.3226, top1_acc: 0.4631, top5_acc: 0.6980, loss_cls: 2.3817, loss: 3.7043, grad_norm: 3.2565 2020-09-11 19:20:43,376 - mmaction - INFO - Epoch [62][240/940] lr: 4.000e-02, eta: 1 day, 18:44:41, time: 1.781, data_time: 0.003, memory: 6924, loss_aux: 1.3148, top1_acc: 0.4592, top5_acc: 0.6965, loss_cls: 2.3799, loss: 3.6947, grad_norm: 3.2198 2020-09-11 19:21:18,508 - mmaction - INFO - Epoch [62][260/940] lr: 4.000e-02, eta: 1 day, 18:44:02, time: 1.755, data_time: 0.006, memory: 6924, loss_aux: 1.3258, top1_acc: 0.4621, top5_acc: 0.6982, loss_cls: 2.4050, loss: 3.7309, grad_norm: 3.2680 2020-09-11 19:21:54,134 - mmaction - INFO - Epoch [62][280/940] lr: 4.000e-02, eta: 1 day, 18:43:23, time: 1.781, data_time: 0.006, memory: 6924, loss_aux: 1.3190, top1_acc: 0.4621, top5_acc: 0.7041, loss_cls: 2.3642, loss: 3.6832, grad_norm: 3.2429 2020-09-11 19:22:29,427 - mmaction - INFO - Epoch [62][300/940] lr: 4.000e-02, eta: 1 day, 18:42:44, time: 1.768, data_time: 0.007, memory: 6924, loss_aux: 1.3101, top1_acc: 0.4652, top5_acc: 0.7078, loss_cls: 2.3542, loss: 3.6643, grad_norm: 3.2412 2020-09-11 19:23:04,502 - mmaction - INFO - Epoch [62][320/940] lr: 4.000e-02, eta: 1 day, 18:42:04, time: 1.752, data_time: 0.005, memory: 6924, loss_aux: 1.3257, top1_acc: 0.4650, top5_acc: 0.6963, loss_cls: 2.3816, loss: 3.7073, grad_norm: 3.2230 2020-09-11 19:23:40,217 - mmaction - INFO - Epoch [62][340/940] lr: 4.000e-02, eta: 1 day, 18:41:26, time: 1.786, data_time: 0.006, memory: 6924, loss_aux: 1.3463, top1_acc: 0.4572, top5_acc: 0.6920, loss_cls: 2.4208, loss: 3.7670, grad_norm: 3.2964 2020-09-11 19:24:15,742 - mmaction - INFO - Epoch [62][360/940] lr: 4.000e-02, eta: 1 day, 18:40:47, time: 1.776, data_time: 0.006, memory: 6924, loss_aux: 1.3327, top1_acc: 0.4627, top5_acc: 0.7006, loss_cls: 2.3806, loss: 3.7133, grad_norm: 3.2237 2020-09-11 19:24:50,712 - mmaction - INFO - Epoch [62][380/940] lr: 4.000e-02, eta: 1 day, 18:40:07, time: 1.751, data_time: 0.006, memory: 6924, loss_aux: 1.3193, top1_acc: 0.4605, top5_acc: 0.7004, loss_cls: 2.3760, loss: 3.6953, grad_norm: 3.2305 2020-09-11 19:25:26,574 - mmaction - INFO - Epoch [62][400/940] lr: 4.000e-02, eta: 1 day, 18:39:29, time: 1.791, data_time: 0.005, memory: 6924, loss_aux: 1.2985, top1_acc: 0.4660, top5_acc: 0.7080, loss_cls: 2.3233, loss: 3.6219, grad_norm: 3.2741 2020-09-11 19:26:02,538 - mmaction - INFO - Epoch [62][420/940] lr: 4.000e-02, eta: 1 day, 18:38:51, time: 1.799, data_time: 0.006, memory: 6924, loss_aux: 1.3451, top1_acc: 0.4508, top5_acc: 0.6969, loss_cls: 2.4333, loss: 3.7784, grad_norm: 3.3392 2020-09-11 19:26:37,949 - mmaction - INFO - Epoch [62][440/940] lr: 4.000e-02, eta: 1 day, 18:38:12, time: 1.771, data_time: 0.007, memory: 6924, loss_aux: 1.3012, top1_acc: 0.4725, top5_acc: 0.7051, loss_cls: 2.3292, loss: 3.6304, grad_norm: 3.2113 2020-09-11 19:27:13,628 - mmaction - INFO - Epoch [62][460/940] lr: 4.000e-02, eta: 1 day, 18:37:33, time: 1.785, data_time: 0.005, memory: 6924, loss_aux: 1.3344, top1_acc: 0.4623, top5_acc: 0.6934, loss_cls: 2.3971, loss: 3.7315, grad_norm: 3.2539 2020-09-11 19:27:48,770 - mmaction - INFO - Epoch [62][480/940] lr: 4.000e-02, eta: 1 day, 18:36:54, time: 1.756, data_time: 0.006, memory: 6924, loss_aux: 1.3372, top1_acc: 0.4496, top5_acc: 0.6980, loss_cls: 2.4215, loss: 3.7587, grad_norm: 3.3090 2020-09-11 19:28:24,050 - mmaction - INFO - Epoch [62][500/940] lr: 4.000e-02, eta: 1 day, 18:36:14, time: 1.765, data_time: 0.006, memory: 6924, loss_aux: 1.3296, top1_acc: 0.4637, top5_acc: 0.6941, loss_cls: 2.4100, loss: 3.7395, grad_norm: 3.2960 2020-09-11 19:28:59,371 - mmaction - INFO - Epoch [62][520/940] lr: 4.000e-02, eta: 1 day, 18:35:35, time: 1.767, data_time: 0.006, memory: 6924, loss_aux: 1.3472, top1_acc: 0.4537, top5_acc: 0.7010, loss_cls: 2.4146, loss: 3.7618, grad_norm: 3.2046 2020-09-11 19:29:34,640 - mmaction - INFO - Epoch [62][540/940] lr: 4.000e-02, eta: 1 day, 18:34:56, time: 1.762, data_time: 0.006, memory: 6924, loss_aux: 1.3346, top1_acc: 0.4602, top5_acc: 0.7008, loss_cls: 2.4116, loss: 3.7462, grad_norm: 3.2124 2020-09-11 19:30:10,983 - mmaction - INFO - Epoch [62][560/940] lr: 4.000e-02, eta: 1 day, 18:34:18, time: 1.818, data_time: 0.006, memory: 6924, loss_aux: 1.3215, top1_acc: 0.4631, top5_acc: 0.7002, loss_cls: 2.3653, loss: 3.6868, grad_norm: 3.2676 2020-09-11 19:30:46,090 - mmaction - INFO - Epoch [62][580/940] lr: 4.000e-02, eta: 1 day, 18:33:39, time: 1.756, data_time: 0.003, memory: 6924, loss_aux: 1.3476, top1_acc: 0.4496, top5_acc: 0.7016, loss_cls: 2.4248, loss: 3.7724, grad_norm: 3.2907 2020-09-11 19:31:22,233 - mmaction - INFO - Epoch [62][600/940] lr: 4.000e-02, eta: 1 day, 18:33:01, time: 1.805, data_time: 0.005, memory: 6924, loss_aux: 1.3444, top1_acc: 0.4527, top5_acc: 0.6906, loss_cls: 2.4260, loss: 3.7704, grad_norm: 3.2366 2020-09-11 19:31:57,269 - mmaction - INFO - Epoch [62][620/940] lr: 4.000e-02, eta: 1 day, 18:32:21, time: 1.753, data_time: 0.006, memory: 6924, loss_aux: 1.3105, top1_acc: 0.4721, top5_acc: 0.7064, loss_cls: 2.3581, loss: 3.6687, grad_norm: 3.2071 2020-09-11 19:32:32,622 - mmaction - INFO - Epoch [62][640/940] lr: 4.000e-02, eta: 1 day, 18:31:42, time: 1.768, data_time: 0.007, memory: 6924, loss_aux: 1.3311, top1_acc: 0.4652, top5_acc: 0.7057, loss_cls: 2.3724, loss: 3.7035, grad_norm: 3.2608 2020-09-11 19:33:08,821 - mmaction - INFO - Epoch [62][660/940] lr: 4.000e-02, eta: 1 day, 18:31:04, time: 1.808, data_time: 0.002, memory: 6924, loss_aux: 1.3413, top1_acc: 0.4609, top5_acc: 0.6961, loss_cls: 2.4122, loss: 3.7535, grad_norm: 3.2699 2020-09-11 19:33:43,920 - mmaction - INFO - Epoch [62][680/940] lr: 4.000e-02, eta: 1 day, 18:30:25, time: 1.757, data_time: 0.006, memory: 6924, loss_aux: 1.3287, top1_acc: 0.4598, top5_acc: 0.6977, loss_cls: 2.4017, loss: 3.7304, grad_norm: 3.2166 2020-09-11 19:34:19,448 - mmaction - INFO - Epoch [62][700/940] lr: 4.000e-02, eta: 1 day, 18:29:46, time: 1.775, data_time: 0.006, memory: 6924, loss_aux: 1.3493, top1_acc: 0.4594, top5_acc: 0.6920, loss_cls: 2.4232, loss: 3.7725, grad_norm: 3.2968 2020-09-11 19:34:54,630 - mmaction - INFO - Epoch [62][720/940] lr: 4.000e-02, eta: 1 day, 18:29:07, time: 1.758, data_time: 0.006, memory: 6924, loss_aux: 1.3440, top1_acc: 0.4545, top5_acc: 0.6912, loss_cls: 2.4112, loss: 3.7552, grad_norm: 3.2496 2020-09-11 19:35:30,781 - mmaction - INFO - Epoch [62][740/940] lr: 4.000e-02, eta: 1 day, 18:28:29, time: 1.809, data_time: 0.007, memory: 6924, loss_aux: 1.3344, top1_acc: 0.4506, top5_acc: 0.7006, loss_cls: 2.4093, loss: 3.7437, grad_norm: 3.2733 2020-09-11 19:36:06,521 - mmaction - INFO - Epoch [62][760/940] lr: 4.000e-02, eta: 1 day, 18:27:50, time: 1.788, data_time: 0.006, memory: 6924, loss_aux: 1.3518, top1_acc: 0.4553, top5_acc: 0.6908, loss_cls: 2.4247, loss: 3.7766, grad_norm: 3.2596 2020-09-11 19:36:41,502 - mmaction - INFO - Epoch [62][780/940] lr: 4.000e-02, eta: 1 day, 18:27:11, time: 1.750, data_time: 0.008, memory: 6924, loss_aux: 1.3457, top1_acc: 0.4570, top5_acc: 0.6953, loss_cls: 2.4188, loss: 3.7645, grad_norm: 3.3230 2020-09-11 19:37:16,994 - mmaction - INFO - Epoch [62][800/940] lr: 4.000e-02, eta: 1 day, 18:26:32, time: 1.774, data_time: 0.003, memory: 6924, loss_aux: 1.3365, top1_acc: 0.4592, top5_acc: 0.6936, loss_cls: 2.4088, loss: 3.7453, grad_norm: 3.2603 2020-09-11 19:37:52,570 - mmaction - INFO - Epoch [62][820/940] lr: 4.000e-02, eta: 1 day, 18:25:53, time: 1.778, data_time: 0.006, memory: 6924, loss_aux: 1.3307, top1_acc: 0.4545, top5_acc: 0.6992, loss_cls: 2.3941, loss: 3.7248, grad_norm: 3.2449 2020-09-11 19:38:27,666 - mmaction - INFO - Epoch [62][840/940] lr: 4.000e-02, eta: 1 day, 18:25:14, time: 1.755, data_time: 0.007, memory: 6924, loss_aux: 1.3449, top1_acc: 0.4525, top5_acc: 0.6977, loss_cls: 2.4166, loss: 3.7615, grad_norm: 3.2403 2020-09-11 19:39:03,148 - mmaction - INFO - Epoch [62][860/940] lr: 4.000e-02, eta: 1 day, 18:24:35, time: 1.776, data_time: 0.006, memory: 6924, loss_aux: 1.3170, top1_acc: 0.4672, top5_acc: 0.7031, loss_cls: 2.3682, loss: 3.6851, grad_norm: 3.2473 2020-09-11 19:39:38,364 - mmaction - INFO - Epoch [62][880/940] lr: 4.000e-02, eta: 1 day, 18:23:56, time: 1.759, data_time: 0.005, memory: 6924, loss_aux: 1.3312, top1_acc: 0.4584, top5_acc: 0.6959, loss_cls: 2.4111, loss: 3.7424, grad_norm: 3.2465 2020-09-11 19:40:13,774 - mmaction - INFO - Epoch [62][900/940] lr: 4.000e-02, eta: 1 day, 18:23:17, time: 1.771, data_time: 0.006, memory: 6924, loss_aux: 1.3110, top1_acc: 0.4682, top5_acc: 0.7066, loss_cls: 2.3630, loss: 3.6740, grad_norm: 3.2272 2020-09-11 19:40:49,718 - mmaction - INFO - Epoch [62][920/940] lr: 4.000e-02, eta: 1 day, 18:22:39, time: 1.798, data_time: 0.005, memory: 6924, loss_aux: 1.3669, top1_acc: 0.4473, top5_acc: 0.6928, loss_cls: 2.4449, loss: 3.8118, grad_norm: 3.2793 2020-09-11 19:41:23,453 - mmaction - INFO - Epoch [62][940/940] lr: 4.000e-02, eta: 1 day, 18:21:57, time: 1.685, data_time: 0.006, memory: 6924, loss_aux: 1.3380, top1_acc: 0.4554, top5_acc: 0.6993, loss_cls: 2.4217, loss: 3.7596, grad_norm: 3.3093 2020-09-11 19:41:23,955 - mmaction - INFO - Saving checkpoint at 62 epochs 2020-09-11 19:42:07,438 - mmaction - INFO - Epoch [63][20/940] lr: 4.000e-02, eta: 1 day, 18:21:25, time: 2.006, data_time: 0.556, memory: 6924, loss_aux: 1.3095, top1_acc: 0.4717, top5_acc: 0.6994, loss_cls: 2.3580, loss: 3.6676, grad_norm: 3.1883 2020-09-11 19:42:40,641 - mmaction - INFO - Epoch [63][40/940] lr: 4.000e-02, eta: 1 day, 18:20:43, time: 1.660, data_time: 0.006, memory: 6924, loss_aux: 1.3163, top1_acc: 0.4684, top5_acc: 0.6982, loss_cls: 2.3585, loss: 3.6748, grad_norm: 3.2599 2020-09-11 19:43:16,048 - mmaction - INFO - Epoch [63][60/940] lr: 4.000e-02, eta: 1 day, 18:20:04, time: 1.772, data_time: 0.006, memory: 6924, loss_aux: 1.3263, top1_acc: 0.4572, top5_acc: 0.6984, loss_cls: 2.3927, loss: 3.7190, grad_norm: 3.2932 2020-09-11 19:43:52,077 - mmaction - INFO - Epoch [63][80/940] lr: 4.000e-02, eta: 1 day, 18:19:26, time: 1.799, data_time: 0.005, memory: 6924, loss_aux: 1.3028, top1_acc: 0.4633, top5_acc: 0.7102, loss_cls: 2.3386, loss: 3.6414, grad_norm: 3.2300 2020-09-11 19:44:27,026 - mmaction - INFO - Epoch [63][100/940] lr: 4.000e-02, eta: 1 day, 18:18:46, time: 1.750, data_time: 0.006, memory: 6924, loss_aux: 1.3212, top1_acc: 0.4699, top5_acc: 0.6984, loss_cls: 2.3718, loss: 3.6931, grad_norm: 3.2690 2020-09-11 19:45:02,383 - mmaction - INFO - Epoch [63][120/940] lr: 4.000e-02, eta: 1 day, 18:18:07, time: 1.768, data_time: 0.006, memory: 6924, loss_aux: 1.3282, top1_acc: 0.4670, top5_acc: 0.7014, loss_cls: 2.3837, loss: 3.7119, grad_norm: 3.2618 2020-09-11 19:45:38,391 - mmaction - INFO - Epoch [63][140/940] lr: 4.000e-02, eta: 1 day, 18:17:29, time: 1.800, data_time: 0.003, memory: 6924, loss_aux: 1.3164, top1_acc: 0.4633, top5_acc: 0.7016, loss_cls: 2.3656, loss: 3.6820, grad_norm: 3.2560 2020-09-11 19:46:14,280 - mmaction - INFO - Epoch [63][160/940] lr: 4.000e-02, eta: 1 day, 18:16:51, time: 1.794, data_time: 0.006, memory: 6924, loss_aux: 1.3296, top1_acc: 0.4668, top5_acc: 0.7029, loss_cls: 2.3801, loss: 3.7098, grad_norm: 3.2353 2020-09-11 19:46:49,101 - mmaction - INFO - Epoch [63][180/940] lr: 4.000e-02, eta: 1 day, 18:16:11, time: 1.742, data_time: 0.006, memory: 6924, loss_aux: 1.3346, top1_acc: 0.4572, top5_acc: 0.7023, loss_cls: 2.4006, loss: 3.7351, grad_norm: 3.2957 2020-09-11 19:47:24,321 - mmaction - INFO - Epoch [63][200/940] lr: 4.000e-02, eta: 1 day, 18:15:32, time: 1.760, data_time: 0.006, memory: 6924, loss_aux: 1.3026, top1_acc: 0.4660, top5_acc: 0.7012, loss_cls: 2.3452, loss: 3.6478, grad_norm: 3.2059 2020-09-11 19:48:00,443 - mmaction - INFO - Epoch [63][220/940] lr: 4.000e-02, eta: 1 day, 18:14:54, time: 1.808, data_time: 0.006, memory: 6924, loss_aux: 1.3473, top1_acc: 0.4529, top5_acc: 0.6887, loss_cls: 2.4222, loss: 3.7694, grad_norm: 3.2220 2020-09-11 19:48:35,583 - mmaction - INFO - Epoch [63][240/940] lr: 4.000e-02, eta: 1 day, 18:14:15, time: 1.756, data_time: 0.005, memory: 6924, loss_aux: 1.3347, top1_acc: 0.4598, top5_acc: 0.6986, loss_cls: 2.3875, loss: 3.7222, grad_norm: 3.2404 2020-09-11 19:49:11,013 - mmaction - INFO - Epoch [63][260/940] lr: 4.000e-02, eta: 1 day, 18:13:36, time: 1.772, data_time: 0.004, memory: 6924, loss_aux: 1.3330, top1_acc: 0.4469, top5_acc: 0.7053, loss_cls: 2.3724, loss: 3.7054, grad_norm: 3.2692 2020-09-11 19:49:46,725 - mmaction - INFO - Epoch [63][280/940] lr: 4.000e-02, eta: 1 day, 18:12:57, time: 1.783, data_time: 0.006, memory: 6924, loss_aux: 1.3226, top1_acc: 0.4619, top5_acc: 0.7061, loss_cls: 2.3809, loss: 3.7035, grad_norm: 3.2728 2020-09-11 19:50:22,466 - mmaction - INFO - Epoch [63][300/940] lr: 4.000e-02, eta: 1 day, 18:12:19, time: 1.788, data_time: 0.006, memory: 6924, loss_aux: 1.3161, top1_acc: 0.4688, top5_acc: 0.7059, loss_cls: 2.3614, loss: 3.6775, grad_norm: 3.2718 2020-09-11 19:50:58,134 - mmaction - INFO - Epoch [63][320/940] lr: 4.000e-02, eta: 1 day, 18:11:40, time: 1.781, data_time: 0.005, memory: 6924, loss_aux: 1.3377, top1_acc: 0.4545, top5_acc: 0.6984, loss_cls: 2.4060, loss: 3.7436, grad_norm: 3.2795 2020-09-11 19:51:34,340 - mmaction - INFO - Epoch [63][340/940] lr: 4.000e-02, eta: 1 day, 18:11:03, time: 1.813, data_time: 0.007, memory: 6924, loss_aux: 1.3281, top1_acc: 0.4609, top5_acc: 0.7043, loss_cls: 2.3697, loss: 3.6979, grad_norm: 3.2897 2020-09-11 19:52:10,404 - mmaction - INFO - Epoch [63][360/940] lr: 4.000e-02, eta: 1 day, 18:10:24, time: 1.801, data_time: 0.005, memory: 6924, loss_aux: 1.3202, top1_acc: 0.4592, top5_acc: 0.7057, loss_cls: 2.3568, loss: 3.6770, grad_norm: 3.2077 2020-09-11 19:52:46,277 - mmaction - INFO - Epoch [63][380/940] lr: 4.000e-02, eta: 1 day, 18:09:46, time: 1.794, data_time: 0.006, memory: 6924, loss_aux: 1.3238, top1_acc: 0.4639, top5_acc: 0.7037, loss_cls: 2.3543, loss: 3.6781, grad_norm: 3.2756 2020-09-11 19:53:22,022 - mmaction - INFO - Epoch [63][400/940] lr: 4.000e-02, eta: 1 day, 18:09:08, time: 1.788, data_time: 0.005, memory: 6924, loss_aux: 1.3378, top1_acc: 0.4678, top5_acc: 0.6965, loss_cls: 2.4022, loss: 3.7400, grad_norm: 3.2579 2020-09-11 19:53:57,266 - mmaction - INFO - Epoch [63][420/940] lr: 4.000e-02, eta: 1 day, 18:08:29, time: 1.761, data_time: 0.007, memory: 6924, loss_aux: 1.3391, top1_acc: 0.4529, top5_acc: 0.7018, loss_cls: 2.4115, loss: 3.7506, grad_norm: 3.2893 2020-09-11 19:54:33,099 - mmaction - INFO - Epoch [63][440/940] lr: 4.000e-02, eta: 1 day, 18:07:50, time: 1.794, data_time: 0.006, memory: 6924, loss_aux: 1.3223, top1_acc: 0.4607, top5_acc: 0.7066, loss_cls: 2.3666, loss: 3.6889, grad_norm: 3.2732 2020-09-11 19:55:09,716 - mmaction - INFO - Epoch [63][460/940] lr: 4.000e-02, eta: 1 day, 18:07:13, time: 1.830, data_time: 0.005, memory: 6924, loss_aux: 1.3196, top1_acc: 0.4658, top5_acc: 0.7039, loss_cls: 2.3685, loss: 3.6881, grad_norm: 3.3163 2020-09-11 19:55:44,914 - mmaction - INFO - Epoch [63][480/940] lr: 4.000e-02, eta: 1 day, 18:06:34, time: 1.760, data_time: 0.003, memory: 6924, loss_aux: 1.3285, top1_acc: 0.4695, top5_acc: 0.7027, loss_cls: 2.3651, loss: 3.6936, grad_norm: 3.2223 2020-09-11 19:56:20,210 - mmaction - INFO - Epoch [63][500/940] lr: 4.000e-02, eta: 1 day, 18:05:55, time: 1.764, data_time: 0.003, memory: 6924, loss_aux: 1.3252, top1_acc: 0.4523, top5_acc: 0.6998, loss_cls: 2.4177, loss: 3.7429, grad_norm: 3.2889 2020-09-11 19:56:55,357 - mmaction - INFO - Epoch [63][520/940] lr: 4.000e-02, eta: 1 day, 18:05:16, time: 1.757, data_time: 0.003, memory: 6924, loss_aux: 1.3129, top1_acc: 0.4609, top5_acc: 0.7027, loss_cls: 2.3513, loss: 3.6642, grad_norm: 3.2650 2020-09-11 19:57:30,921 - mmaction - INFO - Epoch [63][540/940] lr: 4.000e-02, eta: 1 day, 18:04:37, time: 1.777, data_time: 0.007, memory: 6924, loss_aux: 1.3113, top1_acc: 0.4705, top5_acc: 0.7082, loss_cls: 2.3534, loss: 3.6647, grad_norm: 3.2876 2020-09-11 19:58:06,534 - mmaction - INFO - Epoch [63][560/940] lr: 4.000e-02, eta: 1 day, 18:03:58, time: 1.782, data_time: 0.006, memory: 6924, loss_aux: 1.3192, top1_acc: 0.4584, top5_acc: 0.7004, loss_cls: 2.3664, loss: 3.6857, grad_norm: 3.2614 2020-09-11 19:58:41,788 - mmaction - INFO - Epoch [63][580/940] lr: 4.000e-02, eta: 1 day, 18:03:19, time: 1.761, data_time: 0.005, memory: 6924, loss_aux: 1.3217, top1_acc: 0.4717, top5_acc: 0.7045, loss_cls: 2.3629, loss: 3.6846, grad_norm: 3.2161 2020-09-11 19:59:17,490 - mmaction - INFO - Epoch [63][600/940] lr: 4.000e-02, eta: 1 day, 18:02:41, time: 1.786, data_time: 0.006, memory: 6924, loss_aux: 1.3333, top1_acc: 0.4678, top5_acc: 0.6984, loss_cls: 2.3633, loss: 3.6965, grad_norm: 3.2698 2020-09-11 19:59:53,424 - mmaction - INFO - Epoch [63][620/940] lr: 4.000e-02, eta: 1 day, 18:02:02, time: 1.796, data_time: 0.006, memory: 6924, loss_aux: 1.3227, top1_acc: 0.4580, top5_acc: 0.7025, loss_cls: 2.3840, loss: 3.7067, grad_norm: 3.3108 2020-09-11 20:00:32,503 - mmaction - INFO - Epoch [63][640/940] lr: 4.000e-02, eta: 1 day, 18:01:28, time: 1.944, data_time: 0.016, memory: 6924, loss_aux: 1.3150, top1_acc: 0.4678, top5_acc: 0.7070, loss_cls: 2.3527, loss: 3.6678, grad_norm: 3.2340 2020-09-11 20:01:06,201 - mmaction - INFO - Epoch [63][660/940] lr: 4.000e-02, eta: 1 day, 18:00:47, time: 1.695, data_time: 0.026, memory: 6924, loss_aux: 1.3333, top1_acc: 0.4578, top5_acc: 0.6996, loss_cls: 2.3808, loss: 3.7141, grad_norm: 3.3030 2020-09-11 20:01:41,784 - mmaction - INFO - Epoch [63][680/940] lr: 4.000e-02, eta: 1 day, 18:00:09, time: 1.779, data_time: 0.005, memory: 6924, loss_aux: 1.3186, top1_acc: 0.4639, top5_acc: 0.7008, loss_cls: 2.3747, loss: 3.6933, grad_norm: 3.2083 2020-09-11 20:02:17,259 - mmaction - INFO - Epoch [63][700/940] lr: 4.000e-02, eta: 1 day, 17:59:30, time: 1.774, data_time: 0.007, memory: 6924, loss_aux: 1.2991, top1_acc: 0.4729, top5_acc: 0.7105, loss_cls: 2.3319, loss: 3.6310, grad_norm: 3.3339 2020-09-11 20:02:53,103 - mmaction - INFO - Epoch [63][720/940] lr: 4.000e-02, eta: 1 day, 17:58:52, time: 1.793, data_time: 0.006, memory: 6924, loss_aux: 1.3323, top1_acc: 0.4525, top5_acc: 0.6973, loss_cls: 2.4047, loss: 3.7370, grad_norm: 3.3216 2020-09-11 20:03:28,841 - mmaction - INFO - Epoch [63][740/940] lr: 4.000e-02, eta: 1 day, 17:58:13, time: 1.789, data_time: 0.006, memory: 6924, loss_aux: 1.3501, top1_acc: 0.4545, top5_acc: 0.6943, loss_cls: 2.4209, loss: 3.7710, grad_norm: 3.3117 2020-09-11 20:04:04,518 - mmaction - INFO - Epoch [63][760/940] lr: 4.000e-02, eta: 1 day, 17:57:35, time: 1.782, data_time: 0.005, memory: 6924, loss_aux: 1.3388, top1_acc: 0.4512, top5_acc: 0.6977, loss_cls: 2.3968, loss: 3.7355, grad_norm: 3.3136 2020-09-11 20:04:39,984 - mmaction - INFO - Epoch [63][780/940] lr: 4.000e-02, eta: 1 day, 17:56:56, time: 1.774, data_time: 0.006, memory: 6924, loss_aux: 1.3438, top1_acc: 0.4551, top5_acc: 0.6910, loss_cls: 2.4373, loss: 3.7811, grad_norm: 3.2974 2020-09-11 20:05:15,466 - mmaction - INFO - Epoch [63][800/940] lr: 4.000e-02, eta: 1 day, 17:56:17, time: 1.772, data_time: 0.006, memory: 6924, loss_aux: 1.3397, top1_acc: 0.4584, top5_acc: 0.6969, loss_cls: 2.4154, loss: 3.7551, grad_norm: 3.2091 2020-09-11 20:05:51,186 - mmaction - INFO - Epoch [63][820/940] lr: 4.000e-02, eta: 1 day, 17:55:39, time: 1.788, data_time: 0.006, memory: 6924, loss_aux: 1.3240, top1_acc: 0.4639, top5_acc: 0.6994, loss_cls: 2.3721, loss: 3.6961, grad_norm: 3.2917 2020-09-11 20:06:26,922 - mmaction - INFO - Epoch [63][840/940] lr: 4.000e-02, eta: 1 day, 17:55:00, time: 1.785, data_time: 0.007, memory: 6924, loss_aux: 1.3150, top1_acc: 0.4697, top5_acc: 0.6996, loss_cls: 2.3626, loss: 3.6776, grad_norm: 3.3066 2020-09-11 20:07:01,963 - mmaction - INFO - Epoch [63][860/940] lr: 4.000e-02, eta: 1 day, 17:54:21, time: 1.754, data_time: 0.006, memory: 6924, loss_aux: 1.3471, top1_acc: 0.4625, top5_acc: 0.6988, loss_cls: 2.4173, loss: 3.7644, grad_norm: 3.3357 2020-09-11 20:07:37,971 - mmaction - INFO - Epoch [63][880/940] lr: 4.000e-02, eta: 1 day, 17:53:43, time: 1.798, data_time: 0.006, memory: 6924, loss_aux: 1.3059, top1_acc: 0.4686, top5_acc: 0.7102, loss_cls: 2.3401, loss: 3.6460, grad_norm: 3.2649 2020-09-11 20:08:14,202 - mmaction - INFO - Epoch [63][900/940] lr: 4.000e-02, eta: 1 day, 17:53:05, time: 1.814, data_time: 0.006, memory: 6924, loss_aux: 1.3034, top1_acc: 0.4672, top5_acc: 0.7059, loss_cls: 2.3648, loss: 3.6682, grad_norm: 3.2497 2020-09-11 20:08:49,427 - mmaction - INFO - Epoch [63][920/940] lr: 4.000e-02, eta: 1 day, 17:52:26, time: 1.760, data_time: 0.005, memory: 6924, loss_aux: 1.3497, top1_acc: 0.4580, top5_acc: 0.7021, loss_cls: 2.4129, loss: 3.7626, grad_norm: 3.3315 2020-09-11 20:09:25,633 - mmaction - INFO - Epoch [63][940/940] lr: 4.000e-02, eta: 1 day, 17:51:48, time: 1.812, data_time: 0.005, memory: 6924, loss_aux: 1.3393, top1_acc: 0.4584, top5_acc: 0.6960, loss_cls: 2.4071, loss: 3.7464, grad_norm: 3.2906 2020-09-11 20:09:26,506 - mmaction - INFO - Saving checkpoint at 63 epochs 2020-09-11 20:10:14,741 - mmaction - INFO - Epoch [64][20/940] lr: 4.000e-02, eta: 1 day, 17:51:17, time: 2.046, data_time: 0.689, memory: 6924, loss_aux: 1.2968, top1_acc: 0.4779, top5_acc: 0.7066, loss_cls: 2.3274, loss: 3.6243, grad_norm: 3.2800 2020-09-11 20:10:47,249 - mmaction - INFO - Epoch [64][40/940] lr: 4.000e-02, eta: 1 day, 17:50:34, time: 1.625, data_time: 0.006, memory: 6924, loss_aux: 1.3186, top1_acc: 0.4678, top5_acc: 0.6994, loss_cls: 2.3486, loss: 3.6672, grad_norm: 3.2467 2020-09-11 20:11:22,219 - mmaction - INFO - Epoch [64][60/940] lr: 4.000e-02, eta: 1 day, 17:49:55, time: 1.750, data_time: 0.006, memory: 6924, loss_aux: 1.3030, top1_acc: 0.4795, top5_acc: 0.7154, loss_cls: 2.3027, loss: 3.6057, grad_norm: 3.2849 2020-09-11 20:11:57,694 - mmaction - INFO - Epoch [64][80/940] lr: 4.000e-02, eta: 1 day, 17:49:16, time: 1.772, data_time: 0.007, memory: 6924, loss_aux: 1.2954, top1_acc: 0.4742, top5_acc: 0.7119, loss_cls: 2.3006, loss: 3.5960, grad_norm: 3.2691 2020-09-11 20:12:33,338 - mmaction - INFO - Epoch [64][100/940] lr: 4.000e-02, eta: 1 day, 17:48:38, time: 1.784, data_time: 0.006, memory: 6924, loss_aux: 1.3097, top1_acc: 0.4615, top5_acc: 0.7004, loss_cls: 2.3582, loss: 3.6678, grad_norm: 3.2322 2020-09-11 20:13:09,654 - mmaction - INFO - Epoch [64][120/940] lr: 4.000e-02, eta: 1 day, 17:48:00, time: 1.816, data_time: 0.003, memory: 6924, loss_aux: 1.3131, top1_acc: 0.4607, top5_acc: 0.7055, loss_cls: 2.3558, loss: 3.6688, grad_norm: 3.2891 2020-09-11 20:13:45,101 - mmaction - INFO - Epoch [64][140/940] lr: 4.000e-02, eta: 1 day, 17:47:21, time: 1.771, data_time: 0.005, memory: 6924, loss_aux: 1.3264, top1_acc: 0.4615, top5_acc: 0.7043, loss_cls: 2.3528, loss: 3.6792, grad_norm: 3.2797 2020-09-11 20:14:20,543 - mmaction - INFO - Epoch [64][160/940] lr: 4.000e-02, eta: 1 day, 17:46:42, time: 1.772, data_time: 0.006, memory: 6924, loss_aux: 1.3247, top1_acc: 0.4631, top5_acc: 0.6998, loss_cls: 2.3682, loss: 3.6929, grad_norm: 3.2722 2020-09-11 20:14:56,858 - mmaction - INFO - Epoch [64][180/940] lr: 4.000e-02, eta: 1 day, 17:46:05, time: 1.818, data_time: 0.006, memory: 6924, loss_aux: 1.3112, top1_acc: 0.4703, top5_acc: 0.7066, loss_cls: 2.3467, loss: 3.6579, grad_norm: 3.3767 2020-09-11 20:15:32,413 - mmaction - INFO - Epoch [64][200/940] lr: 4.000e-02, eta: 1 day, 17:45:26, time: 1.776, data_time: 0.007, memory: 6924, loss_aux: 1.3320, top1_acc: 0.4580, top5_acc: 0.6979, loss_cls: 2.3680, loss: 3.6999, grad_norm: 3.2290 2020-09-11 20:16:07,743 - mmaction - INFO - Epoch [64][220/940] lr: 4.000e-02, eta: 1 day, 17:44:47, time: 1.766, data_time: 0.006, memory: 6924, loss_aux: 1.3281, top1_acc: 0.4645, top5_acc: 0.6973, loss_cls: 2.3936, loss: 3.7217, grad_norm: 3.2799 2020-09-11 20:16:43,990 - mmaction - INFO - Epoch [64][240/940] lr: 4.000e-02, eta: 1 day, 17:44:10, time: 1.813, data_time: 0.006, memory: 6924, loss_aux: 1.3121, top1_acc: 0.4709, top5_acc: 0.7061, loss_cls: 2.3277, loss: 3.6397, grad_norm: 3.2430 2020-09-11 20:17:19,511 - mmaction - INFO - Epoch [64][260/940] lr: 4.000e-02, eta: 1 day, 17:43:31, time: 1.777, data_time: 0.006, memory: 6924, loss_aux: 1.3111, top1_acc: 0.4693, top5_acc: 0.7080, loss_cls: 2.3377, loss: 3.6488, grad_norm: 3.3278 2020-09-11 20:17:54,925 - mmaction - INFO - Epoch [64][280/940] lr: 4.000e-02, eta: 1 day, 17:42:52, time: 1.769, data_time: 0.006, memory: 6924, loss_aux: 1.3441, top1_acc: 0.4639, top5_acc: 0.6984, loss_cls: 2.4174, loss: 3.7615, grad_norm: 3.2789 2020-09-11 20:18:30,798 - mmaction - INFO - Epoch [64][300/940] lr: 4.000e-02, eta: 1 day, 17:42:14, time: 1.795, data_time: 0.006, memory: 6924, loss_aux: 1.3147, top1_acc: 0.4699, top5_acc: 0.6988, loss_cls: 2.3656, loss: 3.6803, grad_norm: 3.2601 2020-09-11 20:19:06,440 - mmaction - INFO - Epoch [64][320/940] lr: 4.000e-02, eta: 1 day, 17:41:35, time: 1.780, data_time: 0.007, memory: 6924, loss_aux: 1.3187, top1_acc: 0.4693, top5_acc: 0.7125, loss_cls: 2.3531, loss: 3.6718, grad_norm: 3.3371 2020-09-11 20:19:42,850 - mmaction - INFO - Epoch [64][340/940] lr: 4.000e-02, eta: 1 day, 17:40:58, time: 1.821, data_time: 0.007, memory: 6924, loss_aux: 1.3334, top1_acc: 0.4588, top5_acc: 0.6957, loss_cls: 2.4108, loss: 3.7442, grad_norm: 3.3351 2020-09-11 20:20:18,409 - mmaction - INFO - Epoch [64][360/940] lr: 4.000e-02, eta: 1 day, 17:40:19, time: 1.778, data_time: 0.006, memory: 6924, loss_aux: 1.3475, top1_acc: 0.4572, top5_acc: 0.6961, loss_cls: 2.4258, loss: 3.7733, grad_norm: 3.2619 2020-09-11 20:20:53,991 - mmaction - INFO - Epoch [64][380/940] lr: 4.000e-02, eta: 1 day, 17:39:41, time: 1.781, data_time: 0.006, memory: 6924, loss_aux: 1.3384, top1_acc: 0.4557, top5_acc: 0.6926, loss_cls: 2.3991, loss: 3.7375, grad_norm: 3.2619 2020-09-11 20:21:29,898 - mmaction - INFO - Epoch [64][400/940] lr: 4.000e-02, eta: 1 day, 17:39:03, time: 1.795, data_time: 0.006, memory: 6924, loss_aux: 1.3433, top1_acc: 0.4568, top5_acc: 0.6934, loss_cls: 2.4270, loss: 3.7703, grad_norm: 3.3373 2020-09-11 20:22:05,008 - mmaction - INFO - Epoch [64][420/940] lr: 4.000e-02, eta: 1 day, 17:38:23, time: 1.755, data_time: 0.005, memory: 6924, loss_aux: 1.3123, top1_acc: 0.4746, top5_acc: 0.7035, loss_cls: 2.3629, loss: 3.6752, grad_norm: 3.2876 2020-09-11 20:22:39,166 - mmaction - INFO - Epoch [64][440/940] lr: 4.000e-02, eta: 1 day, 17:37:43, time: 1.708, data_time: 0.006, memory: 6924, loss_aux: 1.3479, top1_acc: 0.4547, top5_acc: 0.6945, loss_cls: 2.4303, loss: 3.7781, grad_norm: 3.3418 2020-09-11 20:23:14,709 - mmaction - INFO - Epoch [64][460/940] lr: 4.000e-02, eta: 1 day, 17:37:04, time: 1.778, data_time: 0.005, memory: 6924, loss_aux: 1.3187, top1_acc: 0.4529, top5_acc: 0.6961, loss_cls: 2.3858, loss: 3.7044, grad_norm: 3.2508 2020-09-11 20:23:50,630 - mmaction - INFO - Epoch [64][480/940] lr: 4.000e-02, eta: 1 day, 17:36:26, time: 1.795, data_time: 0.006, memory: 6924, loss_aux: 1.3158, top1_acc: 0.4600, top5_acc: 0.7012, loss_cls: 2.3597, loss: 3.6755, grad_norm: 3.3273 2020-09-11 20:24:26,387 - mmaction - INFO - Epoch [64][500/940] lr: 4.000e-02, eta: 1 day, 17:35:48, time: 1.789, data_time: 0.006, memory: 6924, loss_aux: 1.3465, top1_acc: 0.4670, top5_acc: 0.6908, loss_cls: 2.4147, loss: 3.7612, grad_norm: 3.2734 2020-09-11 20:25:02,392 - mmaction - INFO - Epoch [64][520/940] lr: 4.000e-02, eta: 1 day, 17:35:10, time: 1.800, data_time: 0.006, memory: 6924, loss_aux: 1.3408, top1_acc: 0.4613, top5_acc: 0.7000, loss_cls: 2.3943, loss: 3.7351, grad_norm: 3.3290 2020-09-11 20:25:38,113 - mmaction - INFO - Epoch [64][540/940] lr: 4.000e-02, eta: 1 day, 17:34:31, time: 1.786, data_time: 0.004, memory: 6924, loss_aux: 1.3144, top1_acc: 0.4650, top5_acc: 0.7070, loss_cls: 2.3367, loss: 3.6510, grad_norm: 3.3017 2020-09-11 20:26:13,865 - mmaction - INFO - Epoch [64][560/940] lr: 4.000e-02, eta: 1 day, 17:33:53, time: 1.786, data_time: 0.005, memory: 6924, loss_aux: 1.3280, top1_acc: 0.4537, top5_acc: 0.6986, loss_cls: 2.3925, loss: 3.7205, grad_norm: 3.3368 2020-09-11 20:26:49,697 - mmaction - INFO - Epoch [64][580/940] lr: 4.000e-02, eta: 1 day, 17:33:15, time: 1.793, data_time: 0.006, memory: 6924, loss_aux: 1.3226, top1_acc: 0.4547, top5_acc: 0.7043, loss_cls: 2.3625, loss: 3.6851, grad_norm: 3.3164 2020-09-11 20:27:25,301 - mmaction - INFO - Epoch [64][600/940] lr: 4.000e-02, eta: 1 day, 17:32:36, time: 1.779, data_time: 0.007, memory: 6924, loss_aux: 1.2898, top1_acc: 0.4742, top5_acc: 0.7137, loss_cls: 2.3080, loss: 3.5978, grad_norm: 3.3661 2020-09-11 20:28:02,288 - mmaction - INFO - Epoch [64][620/940] lr: 4.000e-02, eta: 1 day, 17:32:00, time: 1.850, data_time: 0.006, memory: 6924, loss_aux: 1.3198, top1_acc: 0.4691, top5_acc: 0.7033, loss_cls: 2.3720, loss: 3.6918, grad_norm: 3.2898 2020-09-11 20:28:37,527 - mmaction - INFO - Epoch [64][640/940] lr: 4.000e-02, eta: 1 day, 17:31:21, time: 1.763, data_time: 0.006, memory: 6924, loss_aux: 1.3240, top1_acc: 0.4621, top5_acc: 0.7051, loss_cls: 2.3782, loss: 3.7021, grad_norm: 3.3077 2020-09-11 20:29:14,135 - mmaction - INFO - Epoch [64][660/940] lr: 4.000e-02, eta: 1 day, 17:30:43, time: 1.830, data_time: 0.002, memory: 6924, loss_aux: 1.2997, top1_acc: 0.4711, top5_acc: 0.7162, loss_cls: 2.3171, loss: 3.6168, grad_norm: 3.2983 2020-09-11 20:29:49,768 - mmaction - INFO - Epoch [64][680/940] lr: 4.000e-02, eta: 1 day, 17:30:05, time: 1.780, data_time: 0.007, memory: 6924, loss_aux: 1.3002, top1_acc: 0.4727, top5_acc: 0.7098, loss_cls: 2.3314, loss: 3.6315, grad_norm: 3.2730 2020-09-11 20:30:25,110 - mmaction - INFO - Epoch [64][700/940] lr: 4.000e-02, eta: 1 day, 17:29:26, time: 1.767, data_time: 0.005, memory: 6924, loss_aux: 1.3130, top1_acc: 0.4645, top5_acc: 0.6955, loss_cls: 2.3811, loss: 3.6941, grad_norm: 3.3515 2020-09-11 20:31:01,335 - mmaction - INFO - Epoch [64][720/940] lr: 4.000e-02, eta: 1 day, 17:28:48, time: 1.813, data_time: 0.006, memory: 6924, loss_aux: 1.3129, top1_acc: 0.4611, top5_acc: 0.7043, loss_cls: 2.3600, loss: 3.6728, grad_norm: 3.2880 2020-09-11 20:31:36,954 - mmaction - INFO - Epoch [64][740/940] lr: 4.000e-02, eta: 1 day, 17:28:10, time: 1.778, data_time: 0.005, memory: 6924, loss_aux: 1.3338, top1_acc: 0.4521, top5_acc: 0.6975, loss_cls: 2.4048, loss: 3.7386, grad_norm: 3.4010 2020-09-11 20:32:12,832 - mmaction - INFO - Epoch [64][760/940] lr: 4.000e-02, eta: 1 day, 17:27:32, time: 1.796, data_time: 0.006, memory: 6924, loss_aux: 1.3374, top1_acc: 0.4605, top5_acc: 0.6949, loss_cls: 2.4095, loss: 3.7469, grad_norm: 3.3409 2020-09-11 20:32:48,680 - mmaction - INFO - Epoch [64][780/940] lr: 4.000e-02, eta: 1 day, 17:26:53, time: 1.791, data_time: 0.005, memory: 6924, loss_aux: 1.3207, top1_acc: 0.4684, top5_acc: 0.6965, loss_cls: 2.3843, loss: 3.7050, grad_norm: 3.2710 2020-09-11 20:33:25,058 - mmaction - INFO - Epoch [64][800/940] lr: 4.000e-02, eta: 1 day, 17:26:16, time: 1.821, data_time: 0.005, memory: 6924, loss_aux: 1.3428, top1_acc: 0.4564, top5_acc: 0.6941, loss_cls: 2.4216, loss: 3.7644, grad_norm: 3.2885 2020-09-11 20:34:01,097 - mmaction - INFO - Epoch [64][820/940] lr: 4.000e-02, eta: 1 day, 17:25:38, time: 1.800, data_time: 0.006, memory: 6924, loss_aux: 1.3313, top1_acc: 0.4613, top5_acc: 0.6898, loss_cls: 2.4050, loss: 3.7363, grad_norm: 3.3332 2020-09-11 20:34:36,699 - mmaction - INFO - Epoch [64][840/940] lr: 4.000e-02, eta: 1 day, 17:25:00, time: 1.782, data_time: 0.006, memory: 6924, loss_aux: 1.3161, top1_acc: 0.4713, top5_acc: 0.6984, loss_cls: 2.3710, loss: 3.6870, grad_norm: 3.2173 2020-09-11 20:35:12,785 - mmaction - INFO - Epoch [64][860/940] lr: 4.000e-02, eta: 1 day, 17:24:22, time: 1.802, data_time: 0.005, memory: 6924, loss_aux: 1.3300, top1_acc: 0.4539, top5_acc: 0.6965, loss_cls: 2.3955, loss: 3.7255, grad_norm: 3.2551 2020-09-11 20:35:49,019 - mmaction - INFO - Epoch [64][880/940] lr: 4.000e-02, eta: 1 day, 17:23:44, time: 1.813, data_time: 0.006, memory: 6924, loss_aux: 1.3351, top1_acc: 0.4555, top5_acc: 0.6900, loss_cls: 2.4088, loss: 3.7439, grad_norm: 3.4111 2020-09-11 20:36:24,775 - mmaction - INFO - Epoch [64][900/940] lr: 4.000e-02, eta: 1 day, 17:23:06, time: 1.786, data_time: 0.006, memory: 6924, loss_aux: 1.3548, top1_acc: 0.4496, top5_acc: 0.6896, loss_cls: 2.4284, loss: 3.7832, grad_norm: 3.2415 2020-09-11 20:37:00,923 - mmaction - INFO - Epoch [64][920/940] lr: 4.000e-02, eta: 1 day, 17:22:28, time: 1.810, data_time: 0.006, memory: 6924, loss_aux: 1.3665, top1_acc: 0.4418, top5_acc: 0.6850, loss_cls: 2.4684, loss: 3.8348, grad_norm: 3.3792 2020-09-11 20:37:35,523 - mmaction - INFO - Epoch [64][940/940] lr: 4.000e-02, eta: 1 day, 17:21:48, time: 1.730, data_time: 0.002, memory: 6924, loss_aux: 1.3544, top1_acc: 0.4562, top5_acc: 0.6993, loss_cls: 2.4326, loss: 3.7869, grad_norm: 3.4158 2020-09-11 20:37:35,919 - mmaction - INFO - Saving checkpoint at 64 epochs 2020-09-11 20:38:18,079 - mmaction - INFO - Epoch [65][20/940] lr: 4.000e-02, eta: 1 day, 17:21:13, time: 1.909, data_time: 0.476, memory: 6924, loss_aux: 1.3448, top1_acc: 0.4557, top5_acc: 0.6994, loss_cls: 2.4051, loss: 3.7499, grad_norm: 3.3627 2020-09-11 20:38:52,362 - mmaction - INFO - Epoch [65][40/940] lr: 4.000e-02, eta: 1 day, 17:20:33, time: 1.716, data_time: 0.007, memory: 6924, loss_aux: 1.3116, top1_acc: 0.4721, top5_acc: 0.7133, loss_cls: 2.3277, loss: 3.6392, grad_norm: 3.2663 2020-09-11 20:39:27,172 - mmaction - INFO - Epoch [65][60/940] lr: 4.000e-02, eta: 1 day, 17:19:53, time: 1.738, data_time: 0.006, memory: 6924, loss_aux: 1.3192, top1_acc: 0.4725, top5_acc: 0.7055, loss_cls: 2.3579, loss: 3.6772, grad_norm: 3.2604 2020-09-11 20:40:02,955 - mmaction - INFO - Epoch [65][80/940] lr: 4.000e-02, eta: 1 day, 17:19:15, time: 1.792, data_time: 0.007, memory: 6924, loss_aux: 1.3376, top1_acc: 0.4676, top5_acc: 0.6973, loss_cls: 2.3862, loss: 3.7238, grad_norm: 3.2113 2020-09-11 20:40:38,734 - mmaction - INFO - Epoch [65][100/940] lr: 4.000e-02, eta: 1 day, 17:18:37, time: 1.789, data_time: 0.003, memory: 6924, loss_aux: 1.3049, top1_acc: 0.4648, top5_acc: 0.7070, loss_cls: 2.3449, loss: 3.6498, grad_norm: 3.2670 2020-09-11 20:41:14,725 - mmaction - INFO - Epoch [65][120/940] lr: 4.000e-02, eta: 1 day, 17:17:59, time: 1.797, data_time: 0.005, memory: 6924, loss_aux: 1.3098, top1_acc: 0.4656, top5_acc: 0.7045, loss_cls: 2.3552, loss: 3.6650, grad_norm: 3.2424 2020-09-11 20:41:50,708 - mmaction - INFO - Epoch [65][140/940] lr: 4.000e-02, eta: 1 day, 17:17:21, time: 1.801, data_time: 0.006, memory: 6924, loss_aux: 1.3162, top1_acc: 0.4734, top5_acc: 0.7082, loss_cls: 2.3321, loss: 3.6483, grad_norm: 3.2431 2020-09-11 20:42:26,912 - mmaction - INFO - Epoch [65][160/940] lr: 4.000e-02, eta: 1 day, 17:16:43, time: 1.808, data_time: 0.005, memory: 6924, loss_aux: 1.3077, top1_acc: 0.4658, top5_acc: 0.7063, loss_cls: 2.3501, loss: 3.6578, grad_norm: 3.3129 2020-09-11 20:43:02,822 - mmaction - INFO - Epoch [65][180/940] lr: 4.000e-02, eta: 1 day, 17:16:05, time: 1.796, data_time: 0.007, memory: 6924, loss_aux: 1.2988, top1_acc: 0.4699, top5_acc: 0.7105, loss_cls: 2.3202, loss: 3.6190, grad_norm: 3.3286 2020-09-11 20:43:38,815 - mmaction - INFO - Epoch [65][200/940] lr: 4.000e-02, eta: 1 day, 17:15:27, time: 1.802, data_time: 0.006, memory: 6924, loss_aux: 1.3109, top1_acc: 0.4646, top5_acc: 0.6984, loss_cls: 2.3822, loss: 3.6931, grad_norm: 3.2934 2020-09-11 20:44:15,252 - mmaction - INFO - Epoch [65][220/940] lr: 4.000e-02, eta: 1 day, 17:14:50, time: 1.820, data_time: 0.006, memory: 6924, loss_aux: 1.3277, top1_acc: 0.4549, top5_acc: 0.6988, loss_cls: 2.4042, loss: 3.7320, grad_norm: 3.2951 2020-09-11 20:44:53,217 - mmaction - INFO - Epoch [65][240/940] lr: 4.000e-02, eta: 1 day, 17:14:14, time: 1.900, data_time: 0.006, memory: 6924, loss_aux: 1.3371, top1_acc: 0.4652, top5_acc: 0.6953, loss_cls: 2.3923, loss: 3.7294, grad_norm: 3.3289 2020-09-11 20:45:28,252 - mmaction - INFO - Epoch [65][260/940] lr: 4.000e-02, eta: 1 day, 17:13:35, time: 1.751, data_time: 0.006, memory: 6924, loss_aux: 1.3220, top1_acc: 0.4627, top5_acc: 0.7064, loss_cls: 2.3606, loss: 3.6826, grad_norm: 3.2046 2020-09-11 20:46:04,762 - mmaction - INFO - Epoch [65][280/940] lr: 4.000e-02, eta: 1 day, 17:12:58, time: 1.825, data_time: 0.005, memory: 6924, loss_aux: 1.3203, top1_acc: 0.4576, top5_acc: 0.7002, loss_cls: 2.3930, loss: 3.7133, grad_norm: 3.2239 2020-09-11 20:46:41,072 - mmaction - INFO - Epoch [65][300/940] lr: 4.000e-02, eta: 1 day, 17:12:20, time: 1.818, data_time: 0.006, memory: 6924, loss_aux: 1.3018, top1_acc: 0.4676, top5_acc: 0.7094, loss_cls: 2.3252, loss: 3.6270, grad_norm: 3.2492 2020-09-11 20:47:17,504 - mmaction - INFO - Epoch [65][320/940] lr: 4.000e-02, eta: 1 day, 17:11:43, time: 1.821, data_time: 0.006, memory: 6924, loss_aux: 1.3231, top1_acc: 0.4723, top5_acc: 0.7004, loss_cls: 2.3614, loss: 3.6845, grad_norm: 3.3067 2020-09-11 20:47:53,238 - mmaction - INFO - Epoch [65][340/940] lr: 4.000e-02, eta: 1 day, 17:11:05, time: 1.788, data_time: 0.005, memory: 6924, loss_aux: 1.3188, top1_acc: 0.4637, top5_acc: 0.7068, loss_cls: 2.3676, loss: 3.6863, grad_norm: 3.3035 2020-09-11 20:48:28,939 - mmaction - INFO - Epoch [65][360/940] lr: 4.000e-02, eta: 1 day, 17:10:26, time: 1.783, data_time: 0.006, memory: 6924, loss_aux: 1.3182, top1_acc: 0.4682, top5_acc: 0.7041, loss_cls: 2.3690, loss: 3.6872, grad_norm: 3.2703 2020-09-11 20:49:06,205 - mmaction - INFO - Epoch [65][380/940] lr: 4.000e-02, eta: 1 day, 17:09:50, time: 1.866, data_time: 0.007, memory: 6924, loss_aux: 1.3079, top1_acc: 0.4701, top5_acc: 0.7109, loss_cls: 2.3414, loss: 3.6493, grad_norm: 3.2875 2020-09-11 20:49:41,748 - mmaction - INFO - Epoch [65][400/940] lr: 4.000e-02, eta: 1 day, 17:09:12, time: 1.776, data_time: 0.006, memory: 6924, loss_aux: 1.3233, top1_acc: 0.4656, top5_acc: 0.6988, loss_cls: 2.3933, loss: 3.7167, grad_norm: 3.2731 2020-09-11 20:50:17,731 - mmaction - INFO - Epoch [65][420/940] lr: 4.000e-02, eta: 1 day, 17:08:34, time: 1.799, data_time: 0.005, memory: 6924, loss_aux: 1.3211, top1_acc: 0.4744, top5_acc: 0.7035, loss_cls: 2.3499, loss: 3.6710, grad_norm: 3.2385 2020-09-11 20:50:53,172 - mmaction - INFO - Epoch [65][440/940] lr: 4.000e-02, eta: 1 day, 17:07:55, time: 1.774, data_time: 0.006, memory: 6924, loss_aux: 1.3319, top1_acc: 0.4686, top5_acc: 0.6977, loss_cls: 2.3758, loss: 3.7077, grad_norm: 3.2632 2020-09-11 20:51:28,600 - mmaction - INFO - Epoch [65][460/940] lr: 4.000e-02, eta: 1 day, 17:07:16, time: 1.769, data_time: 0.006, memory: 6924, loss_aux: 1.3359, top1_acc: 0.4662, top5_acc: 0.6992, loss_cls: 2.3867, loss: 3.7226, grad_norm: 3.2963 2020-09-11 20:52:04,609 - mmaction - INFO - Epoch [65][480/940] lr: 4.000e-02, eta: 1 day, 17:06:38, time: 1.802, data_time: 0.006, memory: 6924, loss_aux: 1.3200, top1_acc: 0.4662, top5_acc: 0.7020, loss_cls: 2.3690, loss: 3.6890, grad_norm: 3.2701 2020-09-11 20:52:40,342 - mmaction - INFO - Epoch [65][500/940] lr: 4.000e-02, eta: 1 day, 17:06:00, time: 1.786, data_time: 0.003, memory: 6924, loss_aux: 1.3192, top1_acc: 0.4639, top5_acc: 0.7018, loss_cls: 2.3737, loss: 3.6929, grad_norm: 3.3235 2020-09-11 20:53:14,525 - mmaction - INFO - Epoch [65][520/940] lr: 4.000e-02, eta: 1 day, 17:05:20, time: 1.711, data_time: 0.005, memory: 6924, loss_aux: 1.3437, top1_acc: 0.4555, top5_acc: 0.6891, loss_cls: 2.4147, loss: 3.7584, grad_norm: 3.3170 2020-09-11 20:53:51,257 - mmaction - INFO - Epoch [65][540/940] lr: 4.000e-02, eta: 1 day, 17:04:43, time: 1.835, data_time: 0.006, memory: 6924, loss_aux: 1.3398, top1_acc: 0.4549, top5_acc: 0.6979, loss_cls: 2.4049, loss: 3.7446, grad_norm: 3.3101 2020-09-11 20:54:26,977 - mmaction - INFO - Epoch [65][560/940] lr: 4.000e-02, eta: 1 day, 17:04:04, time: 1.788, data_time: 0.006, memory: 6924, loss_aux: 1.3411, top1_acc: 0.4570, top5_acc: 0.6957, loss_cls: 2.4032, loss: 3.7443, grad_norm: 3.3402 2020-09-11 20:55:03,038 - mmaction - INFO - Epoch [65][580/940] lr: 4.000e-02, eta: 1 day, 17:03:27, time: 1.803, data_time: 0.006, memory: 6924, loss_aux: 1.3415, top1_acc: 0.4602, top5_acc: 0.6992, loss_cls: 2.3947, loss: 3.7362, grad_norm: 3.3286 2020-09-11 20:55:39,485 - mmaction - INFO - Epoch [65][600/940] lr: 4.000e-02, eta: 1 day, 17:02:49, time: 1.821, data_time: 0.003, memory: 6924, loss_aux: 1.3168, top1_acc: 0.4590, top5_acc: 0.7037, loss_cls: 2.3679, loss: 3.6847, grad_norm: 3.3144 2020-09-11 20:56:15,239 - mmaction - INFO - Epoch [65][620/940] lr: 4.000e-02, eta: 1 day, 17:02:11, time: 1.789, data_time: 0.006, memory: 6924, loss_aux: 1.3252, top1_acc: 0.4564, top5_acc: 0.6973, loss_cls: 2.3770, loss: 3.7022, grad_norm: 3.2852 2020-09-11 20:56:51,304 - mmaction - INFO - Epoch [65][640/940] lr: 4.000e-02, eta: 1 day, 17:01:33, time: 1.802, data_time: 0.006, memory: 6924, loss_aux: 1.3174, top1_acc: 0.4621, top5_acc: 0.6984, loss_cls: 2.3745, loss: 3.6919, grad_norm: 3.3057 2020-09-11 20:57:27,642 - mmaction - INFO - Epoch [65][660/940] lr: 4.000e-02, eta: 1 day, 17:00:56, time: 1.818, data_time: 0.006, memory: 6924, loss_aux: 1.3355, top1_acc: 0.4547, top5_acc: 0.7023, loss_cls: 2.4059, loss: 3.7415, grad_norm: 3.3105 2020-09-11 20:58:03,483 - mmaction - INFO - Epoch [65][680/940] lr: 4.000e-02, eta: 1 day, 17:00:17, time: 1.791, data_time: 0.007, memory: 6924, loss_aux: 1.3374, top1_acc: 0.4533, top5_acc: 0.6863, loss_cls: 2.4335, loss: 3.7708, grad_norm: 3.2879 2020-09-11 20:58:39,662 - mmaction - INFO - Epoch [65][700/940] lr: 4.000e-02, eta: 1 day, 16:59:40, time: 1.811, data_time: 0.006, memory: 6924, loss_aux: 1.3140, top1_acc: 0.4625, top5_acc: 0.6988, loss_cls: 2.3721, loss: 3.6861, grad_norm: 3.2286 2020-09-11 20:59:15,410 - mmaction - INFO - Epoch [65][720/940] lr: 4.000e-02, eta: 1 day, 16:59:01, time: 1.786, data_time: 0.006, memory: 6924, loss_aux: 1.3348, top1_acc: 0.4605, top5_acc: 0.7025, loss_cls: 2.3975, loss: 3.7323, grad_norm: 3.2686 2020-09-11 20:59:51,632 - mmaction - INFO - Epoch [65][740/940] lr: 4.000e-02, eta: 1 day, 16:58:24, time: 1.812, data_time: 0.006, memory: 6924, loss_aux: 1.3297, top1_acc: 0.4562, top5_acc: 0.7020, loss_cls: 2.3773, loss: 3.7070, grad_norm: 3.2814 2020-09-11 21:00:48,851 - mmaction - INFO - Epoch [65][760/940] lr: 4.000e-02, eta: 1 day, 16:58:14, time: 2.850, data_time: 0.007, memory: 6924, loss_aux: 1.3141, top1_acc: 0.4674, top5_acc: 0.7006, loss_cls: 2.3388, loss: 3.6530, grad_norm: 3.2831 2020-09-11 21:01:20,982 - mmaction - INFO - Epoch [65][780/940] lr: 4.000e-02, eta: 1 day, 16:57:31, time: 1.617, data_time: 0.041, memory: 6924, loss_aux: 1.3390, top1_acc: 0.4533, top5_acc: 0.6955, loss_cls: 2.4304, loss: 3.7694, grad_norm: 3.3399 2020-09-11 21:01:54,851 - mmaction - INFO - Epoch [65][800/940] lr: 4.000e-02, eta: 1 day, 16:56:50, time: 1.693, data_time: 0.006, memory: 6924, loss_aux: 1.3194, top1_acc: 0.4689, top5_acc: 0.7025, loss_cls: 2.3612, loss: 3.6806, grad_norm: 3.2329 2020-09-11 21:02:30,493 - mmaction - INFO - Epoch [65][820/940] lr: 4.000e-02, eta: 1 day, 16:56:12, time: 1.784, data_time: 0.007, memory: 6924, loss_aux: 1.3353, top1_acc: 0.4549, top5_acc: 0.6932, loss_cls: 2.4101, loss: 3.7454, grad_norm: 3.3377 2020-09-11 21:03:06,920 - mmaction - INFO - Epoch [65][840/940] lr: 4.000e-02, eta: 1 day, 16:55:34, time: 1.822, data_time: 0.004, memory: 6924, loss_aux: 1.3361, top1_acc: 0.4531, top5_acc: 0.6969, loss_cls: 2.4176, loss: 3.7536, grad_norm: 3.2745 2020-09-11 21:03:43,058 - mmaction - INFO - Epoch [65][860/940] lr: 4.000e-02, eta: 1 day, 16:54:57, time: 1.806, data_time: 0.002, memory: 6924, loss_aux: 1.3235, top1_acc: 0.4609, top5_acc: 0.7041, loss_cls: 2.3709, loss: 3.6944, grad_norm: 3.2970 2020-09-11 21:04:19,190 - mmaction - INFO - Epoch [65][880/940] lr: 4.000e-02, eta: 1 day, 16:54:19, time: 1.806, data_time: 0.006, memory: 6924, loss_aux: 1.3060, top1_acc: 0.4699, top5_acc: 0.7051, loss_cls: 2.3560, loss: 3.6620, grad_norm: 3.3044 2020-09-11 21:04:55,439 - mmaction - INFO - Epoch [65][900/940] lr: 4.000e-02, eta: 1 day, 16:53:41, time: 1.813, data_time: 0.006, memory: 6924, loss_aux: 1.3388, top1_acc: 0.4490, top5_acc: 0.6910, loss_cls: 2.4283, loss: 3.7671, grad_norm: 3.3442 2020-09-11 21:05:31,529 - mmaction - INFO - Epoch [65][920/940] lr: 4.000e-02, eta: 1 day, 16:53:03, time: 1.803, data_time: 0.006, memory: 6924, loss_aux: 1.3273, top1_acc: 0.4547, top5_acc: 0.7035, loss_cls: 2.3924, loss: 3.7197, grad_norm: 3.2427 2020-09-11 21:06:06,912 - mmaction - INFO - Epoch [65][940/940] lr: 4.000e-02, eta: 1 day, 16:52:25, time: 1.771, data_time: 0.006, memory: 6924, loss_aux: 1.3277, top1_acc: 0.4588, top5_acc: 0.6995, loss_cls: 2.3931, loss: 3.7208, grad_norm: 3.4964 2020-09-11 21:06:07,467 - mmaction - INFO - Saving checkpoint at 65 epochs 2020-09-11 21:06:58,326 - mmaction - INFO - Epoch [66][20/940] lr: 4.000e-02, eta: 1 day, 16:52:00, time: 2.296, data_time: 0.810, memory: 6924, loss_aux: 1.3154, top1_acc: 0.4672, top5_acc: 0.7115, loss_cls: 2.3526, loss: 3.6680, grad_norm: 3.3580 2020-09-11 21:07:31,318 - mmaction - INFO - Epoch [66][40/940] lr: 4.000e-02, eta: 1 day, 16:51:18, time: 1.652, data_time: 0.006, memory: 6924, loss_aux: 1.3245, top1_acc: 0.4617, top5_acc: 0.7053, loss_cls: 2.3695, loss: 3.6940, grad_norm: 3.3423 2020-09-11 21:08:06,806 - mmaction - INFO - Epoch [66][60/940] lr: 4.000e-02, eta: 1 day, 16:50:39, time: 1.772, data_time: 0.007, memory: 6924, loss_aux: 1.3070, top1_acc: 0.4670, top5_acc: 0.7037, loss_cls: 2.3446, loss: 3.6516, grad_norm: 3.2992 2020-09-11 21:08:42,836 - mmaction - INFO - Epoch [66][80/940] lr: 4.000e-02, eta: 1 day, 16:50:01, time: 1.804, data_time: 0.006, memory: 6924, loss_aux: 1.3285, top1_acc: 0.4566, top5_acc: 0.6967, loss_cls: 2.3871, loss: 3.7156, grad_norm: 3.2970 2020-09-11 21:09:20,103 - mmaction - INFO - Epoch [66][100/940] lr: 4.000e-02, eta: 1 day, 16:49:25, time: 1.861, data_time: 0.005, memory: 6924, loss_aux: 1.2984, top1_acc: 0.4742, top5_acc: 0.7094, loss_cls: 2.3269, loss: 3.6254, grad_norm: 3.2681 2020-09-11 21:09:55,347 - mmaction - INFO - Epoch [66][120/940] lr: 4.000e-02, eta: 1 day, 16:48:46, time: 1.764, data_time: 0.006, memory: 6924, loss_aux: 1.3354, top1_acc: 0.4502, top5_acc: 0.6965, loss_cls: 2.4054, loss: 3.7408, grad_norm: 3.3180 2020-09-11 21:10:33,193 - mmaction - INFO - Epoch [66][140/940] lr: 4.000e-02, eta: 1 day, 16:48:11, time: 1.891, data_time: 0.006, memory: 6924, loss_aux: 1.3273, top1_acc: 0.4568, top5_acc: 0.7002, loss_cls: 2.3826, loss: 3.7099, grad_norm: 3.2992 2020-09-11 21:11:08,667 - mmaction - INFO - Epoch [66][160/940] lr: 4.000e-02, eta: 1 day, 16:47:32, time: 1.774, data_time: 0.006, memory: 6924, loss_aux: 1.3130, top1_acc: 0.4605, top5_acc: 0.7021, loss_cls: 2.3689, loss: 3.6818, grad_norm: 3.2625 2020-09-11 21:11:45,453 - mmaction - INFO - Epoch [66][180/940] lr: 4.000e-02, eta: 1 day, 16:46:55, time: 1.840, data_time: 0.007, memory: 6924, loss_aux: 1.3246, top1_acc: 0.4652, top5_acc: 0.7039, loss_cls: 2.3756, loss: 3.7002, grad_norm: 3.2726 2020-09-11 21:12:22,085 - mmaction - INFO - Epoch [66][200/940] lr: 4.000e-02, eta: 1 day, 16:46:18, time: 1.832, data_time: 0.003, memory: 6924, loss_aux: 1.3039, top1_acc: 0.4729, top5_acc: 0.7066, loss_cls: 2.3396, loss: 3.6434, grad_norm: 3.3300 2020-09-11 21:12:57,634 - mmaction - INFO - Epoch [66][220/940] lr: 4.000e-02, eta: 1 day, 16:45:40, time: 1.777, data_time: 0.006, memory: 6924, loss_aux: 1.2980, top1_acc: 0.4732, top5_acc: 0.7096, loss_cls: 2.3251, loss: 3.6230, grad_norm: 3.2657 2020-09-11 21:13:34,246 - mmaction - INFO - Epoch [66][240/940] lr: 4.000e-02, eta: 1 day, 16:45:03, time: 1.831, data_time: 0.005, memory: 6924, loss_aux: 1.3102, top1_acc: 0.4662, top5_acc: 0.7131, loss_cls: 2.3328, loss: 3.6430, grad_norm: 3.2919 2020-09-11 21:14:10,587 - mmaction - INFO - Epoch [66][260/940] lr: 4.000e-02, eta: 1 day, 16:44:25, time: 1.815, data_time: 0.006, memory: 6924, loss_aux: 1.3082, top1_acc: 0.4686, top5_acc: 0.7008, loss_cls: 2.3516, loss: 3.6598, grad_norm: 3.2769 2020-09-11 21:14:46,806 - mmaction - INFO - Epoch [66][280/940] lr: 4.000e-02, eta: 1 day, 16:43:47, time: 1.812, data_time: 0.006, memory: 6924, loss_aux: 1.3115, top1_acc: 0.4713, top5_acc: 0.7063, loss_cls: 2.3531, loss: 3.6645, grad_norm: 3.3212 2020-09-11 21:15:23,372 - mmaction - INFO - Epoch [66][300/940] lr: 4.000e-02, eta: 1 day, 16:43:10, time: 1.829, data_time: 0.007, memory: 6924, loss_aux: 1.3356, top1_acc: 0.4609, top5_acc: 0.7025, loss_cls: 2.3816, loss: 3.7172, grad_norm: 3.2754 2020-09-11 21:15:59,325 - mmaction - INFO - Epoch [66][320/940] lr: 4.000e-02, eta: 1 day, 16:42:32, time: 1.797, data_time: 0.003, memory: 6924, loss_aux: 1.3260, top1_acc: 0.4633, top5_acc: 0.7008, loss_cls: 2.3841, loss: 3.7101, grad_norm: 3.3375 2020-09-11 21:16:35,890 - mmaction - INFO - Epoch [66][340/940] lr: 4.000e-02, eta: 1 day, 16:41:55, time: 1.829, data_time: 0.005, memory: 6924, loss_aux: 1.3072, top1_acc: 0.4645, top5_acc: 0.7098, loss_cls: 2.3399, loss: 3.6471, grad_norm: 3.3410 2020-09-11 21:17:11,587 - mmaction - INFO - Epoch [66][360/940] lr: 4.000e-02, eta: 1 day, 16:41:17, time: 1.784, data_time: 0.006, memory: 6924, loss_aux: 1.2965, top1_acc: 0.4701, top5_acc: 0.7082, loss_cls: 2.3357, loss: 3.6322, grad_norm: 3.2660 2020-09-11 21:17:48,576 - mmaction - INFO - Epoch [66][380/940] lr: 4.000e-02, eta: 1 day, 16:40:40, time: 1.850, data_time: 0.006, memory: 6924, loss_aux: 1.3301, top1_acc: 0.4609, top5_acc: 0.6980, loss_cls: 2.3808, loss: 3.7108, grad_norm: 3.2838 2020-09-11 21:18:24,585 - mmaction - INFO - Epoch [66][400/940] lr: 4.000e-02, eta: 1 day, 16:40:02, time: 1.799, data_time: 0.008, memory: 6924, loss_aux: 1.3206, top1_acc: 0.4656, top5_acc: 0.7049, loss_cls: 2.3662, loss: 3.6867, grad_norm: 3.3538 2020-09-11 21:19:00,871 - mmaction - INFO - Epoch [66][420/940] lr: 4.000e-02, eta: 1 day, 16:39:25, time: 1.816, data_time: 0.005, memory: 6924, loss_aux: 1.3332, top1_acc: 0.4576, top5_acc: 0.6914, loss_cls: 2.3960, loss: 3.7292, grad_norm: 3.3227 2020-09-11 21:19:36,996 - mmaction - INFO - Epoch [66][440/940] lr: 4.000e-02, eta: 1 day, 16:38:47, time: 1.804, data_time: 0.006, memory: 6924, loss_aux: 1.3086, top1_acc: 0.4732, top5_acc: 0.7072, loss_cls: 2.3559, loss: 3.6645, grad_norm: 3.2645 2020-09-11 21:20:13,035 - mmaction - INFO - Epoch [66][460/940] lr: 4.000e-02, eta: 1 day, 16:38:09, time: 1.802, data_time: 0.006, memory: 6924, loss_aux: 1.3354, top1_acc: 0.4516, top5_acc: 0.6928, loss_cls: 2.4100, loss: 3.7453, grad_norm: 3.3183 2020-09-11 21:20:48,893 - mmaction - INFO - Epoch [66][480/940] lr: 4.000e-02, eta: 1 day, 16:37:31, time: 1.794, data_time: 0.005, memory: 6924, loss_aux: 1.3013, top1_acc: 0.4758, top5_acc: 0.7100, loss_cls: 2.3030, loss: 3.6043, grad_norm: 3.1928 2020-09-11 21:21:25,322 - mmaction - INFO - Epoch [66][500/940] lr: 4.000e-02, eta: 1 day, 16:36:54, time: 1.820, data_time: 0.007, memory: 6924, loss_aux: 1.3398, top1_acc: 0.4615, top5_acc: 0.6975, loss_cls: 2.3907, loss: 3.7305, grad_norm: 3.3288 2020-09-11 21:22:01,488 - mmaction - INFO - Epoch [66][520/940] lr: 4.000e-02, eta: 1 day, 16:36:16, time: 1.809, data_time: 0.006, memory: 6924, loss_aux: 1.3195, top1_acc: 0.4688, top5_acc: 0.7066, loss_cls: 2.3507, loss: 3.6702, grad_norm: 3.3213 2020-09-11 21:22:37,574 - mmaction - INFO - Epoch [66][540/940] lr: 4.000e-02, eta: 1 day, 16:35:38, time: 1.804, data_time: 0.007, memory: 6924, loss_aux: 1.3267, top1_acc: 0.4607, top5_acc: 0.7018, loss_cls: 2.3874, loss: 3.7142, grad_norm: 3.3146 2020-09-11 21:23:14,366 - mmaction - INFO - Epoch [66][560/940] lr: 4.000e-02, eta: 1 day, 16:35:01, time: 1.839, data_time: 0.003, memory: 6924, loss_aux: 1.3195, top1_acc: 0.4609, top5_acc: 0.6953, loss_cls: 2.3803, loss: 3.6999, grad_norm: 3.3296 2020-09-11 21:23:50,120 - mmaction - INFO - Epoch [66][580/940] lr: 4.000e-02, eta: 1 day, 16:34:23, time: 1.789, data_time: 0.003, memory: 6924, loss_aux: 1.3249, top1_acc: 0.4658, top5_acc: 0.7018, loss_cls: 2.3715, loss: 3.6964, grad_norm: 3.2732 2020-09-11 21:24:26,745 - mmaction - INFO - Epoch [66][600/940] lr: 4.000e-02, eta: 1 day, 16:33:46, time: 1.829, data_time: 0.005, memory: 6924, loss_aux: 1.3199, top1_acc: 0.4594, top5_acc: 0.7070, loss_cls: 2.3729, loss: 3.6928, grad_norm: 3.3034 2020-09-11 21:25:02,997 - mmaction - INFO - Epoch [66][620/940] lr: 4.000e-02, eta: 1 day, 16:33:09, time: 1.813, data_time: 0.005, memory: 6924, loss_aux: 1.3163, top1_acc: 0.4693, top5_acc: 0.7008, loss_cls: 2.3759, loss: 3.6922, grad_norm: 3.3225 2020-09-11 21:25:39,084 - mmaction - INFO - Epoch [66][640/940] lr: 4.000e-02, eta: 1 day, 16:32:31, time: 1.805, data_time: 0.003, memory: 6924, loss_aux: 1.3181, top1_acc: 0.4750, top5_acc: 0.7092, loss_cls: 2.3354, loss: 3.6536, grad_norm: 3.2609 2020-09-11 21:26:15,472 - mmaction - INFO - Epoch [66][660/940] lr: 4.000e-02, eta: 1 day, 16:31:53, time: 1.817, data_time: 0.006, memory: 6924, loss_aux: 1.3177, top1_acc: 0.4701, top5_acc: 0.7021, loss_cls: 2.3575, loss: 3.6752, grad_norm: 3.2988 2020-09-11 21:26:51,468 - mmaction - INFO - Epoch [66][680/940] lr: 4.000e-02, eta: 1 day, 16:31:15, time: 1.800, data_time: 0.006, memory: 6924, loss_aux: 1.3379, top1_acc: 0.4625, top5_acc: 0.7014, loss_cls: 2.3817, loss: 3.7196, grad_norm: 3.3256 2020-09-11 21:27:27,533 - mmaction - INFO - Epoch [66][700/940] lr: 4.000e-02, eta: 1 day, 16:30:38, time: 1.805, data_time: 0.006, memory: 6924, loss_aux: 1.3212, top1_acc: 0.4691, top5_acc: 0.6977, loss_cls: 2.3855, loss: 3.7067, grad_norm: 3.2885 2020-09-11 21:28:04,097 - mmaction - INFO - Epoch [66][720/940] lr: 4.000e-02, eta: 1 day, 16:30:00, time: 1.827, data_time: 0.006, memory: 6924, loss_aux: 1.3463, top1_acc: 0.4625, top5_acc: 0.6914, loss_cls: 2.4100, loss: 3.7563, grad_norm: 3.3602 2020-09-11 21:28:40,803 - mmaction - INFO - Epoch [66][740/940] lr: 4.000e-02, eta: 1 day, 16:29:24, time: 1.837, data_time: 0.006, memory: 6924, loss_aux: 1.3295, top1_acc: 0.4609, top5_acc: 0.6912, loss_cls: 2.4019, loss: 3.7314, grad_norm: 3.2639 2020-09-11 21:29:16,958 - mmaction - INFO - Epoch [66][760/940] lr: 4.000e-02, eta: 1 day, 16:28:46, time: 1.807, data_time: 0.006, memory: 6924, loss_aux: 1.3109, top1_acc: 0.4709, top5_acc: 0.7012, loss_cls: 2.3729, loss: 3.6838, grad_norm: 3.3201 2020-09-11 21:29:53,347 - mmaction - INFO - Epoch [66][780/940] lr: 4.000e-02, eta: 1 day, 16:28:08, time: 1.820, data_time: 0.005, memory: 6924, loss_aux: 1.3282, top1_acc: 0.4568, top5_acc: 0.6971, loss_cls: 2.4079, loss: 3.7361, grad_norm: 3.3762 2020-09-11 21:30:29,485 - mmaction - INFO - Epoch [66][800/940] lr: 4.000e-02, eta: 1 day, 16:27:31, time: 1.806, data_time: 0.006, memory: 6924, loss_aux: 1.3356, top1_acc: 0.4617, top5_acc: 0.7021, loss_cls: 2.3853, loss: 3.7209, grad_norm: 3.3360 2020-09-11 21:31:06,096 - mmaction - INFO - Epoch [66][820/940] lr: 4.000e-02, eta: 1 day, 16:26:54, time: 1.830, data_time: 0.005, memory: 6924, loss_aux: 1.3106, top1_acc: 0.4729, top5_acc: 0.7057, loss_cls: 2.3404, loss: 3.6510, grad_norm: 3.2574 2020-09-11 21:31:42,560 - mmaction - INFO - Epoch [66][840/940] lr: 4.000e-02, eta: 1 day, 16:26:16, time: 1.825, data_time: 0.005, memory: 6924, loss_aux: 1.3062, top1_acc: 0.4748, top5_acc: 0.7094, loss_cls: 2.3346, loss: 3.6407, grad_norm: 3.2915 2020-09-11 21:32:18,958 - mmaction - INFO - Epoch [66][860/940] lr: 4.000e-02, eta: 1 day, 16:25:39, time: 1.817, data_time: 0.002, memory: 6924, loss_aux: 1.3116, top1_acc: 0.4564, top5_acc: 0.7061, loss_cls: 2.3673, loss: 3.6789, grad_norm: 3.2852 2020-09-11 21:32:55,279 - mmaction - INFO - Epoch [66][880/940] lr: 4.000e-02, eta: 1 day, 16:25:01, time: 1.816, data_time: 0.007, memory: 6924, loss_aux: 1.3142, top1_acc: 0.4715, top5_acc: 0.7059, loss_cls: 2.3328, loss: 3.6470, grad_norm: 3.2504 2020-09-11 21:33:31,786 - mmaction - INFO - Epoch [66][900/940] lr: 4.000e-02, eta: 1 day, 16:24:24, time: 1.827, data_time: 0.006, memory: 6924, loss_aux: 1.3281, top1_acc: 0.4715, top5_acc: 0.7010, loss_cls: 2.3709, loss: 3.6991, grad_norm: 3.2907 2020-09-11 21:34:07,851 - mmaction - INFO - Epoch [66][920/940] lr: 4.000e-02, eta: 1 day, 16:23:46, time: 1.801, data_time: 0.006, memory: 6924, loss_aux: 1.3316, top1_acc: 0.4543, top5_acc: 0.6975, loss_cls: 2.3930, loss: 3.7245, grad_norm: 3.4246 2020-09-11 21:34:42,866 - mmaction - INFO - Epoch [66][940/940] lr: 4.000e-02, eta: 1 day, 16:23:07, time: 1.753, data_time: 0.007, memory: 6924, loss_aux: 1.3299, top1_acc: 0.4588, top5_acc: 0.6989, loss_cls: 2.3943, loss: 3.7242, grad_norm: 3.3526 2020-09-11 21:34:43,261 - mmaction - INFO - Saving checkpoint at 66 epochs 2020-09-11 21:35:25,793 - mmaction - INFO - Epoch [67][20/940] lr: 4.000e-02, eta: 1 day, 16:22:36, time: 2.041, data_time: 0.640, memory: 6924, loss_aux: 1.3318, top1_acc: 0.4580, top5_acc: 0.7018, loss_cls: 2.3760, loss: 3.7078, grad_norm: 3.3036 2020-09-11 21:35:59,378 - mmaction - INFO - Epoch [67][40/940] lr: 4.000e-02, eta: 1 day, 16:21:55, time: 1.680, data_time: 0.006, memory: 6924, loss_aux: 1.3002, top1_acc: 0.4766, top5_acc: 0.7023, loss_cls: 2.3380, loss: 3.6383, grad_norm: 3.2825 2020-09-11 21:36:34,881 - mmaction - INFO - Epoch [67][60/940] lr: 4.000e-02, eta: 1 day, 16:21:16, time: 1.774, data_time: 0.007, memory: 6924, loss_aux: 1.3114, top1_acc: 0.4777, top5_acc: 0.7082, loss_cls: 2.3277, loss: 3.6391, grad_norm: 3.2782 2020-09-11 21:37:11,166 - mmaction - INFO - Epoch [67][80/940] lr: 4.000e-02, eta: 1 day, 16:20:39, time: 1.816, data_time: 0.006, memory: 6924, loss_aux: 1.3139, top1_acc: 0.4646, top5_acc: 0.7111, loss_cls: 2.3322, loss: 3.6460, grad_norm: 3.3158 2020-09-11 21:37:47,796 - mmaction - INFO - Epoch [67][100/940] lr: 4.000e-02, eta: 1 day, 16:20:02, time: 1.830, data_time: 0.006, memory: 6924, loss_aux: 1.3226, top1_acc: 0.4660, top5_acc: 0.7064, loss_cls: 2.3625, loss: 3.6852, grad_norm: 3.3380 2020-09-11 21:38:24,041 - mmaction - INFO - Epoch [67][120/940] lr: 4.000e-02, eta: 1 day, 16:19:24, time: 1.814, data_time: 0.006, memory: 6924, loss_aux: 1.2810, top1_acc: 0.4838, top5_acc: 0.7143, loss_cls: 2.2851, loss: 3.5661, grad_norm: 3.3016 2020-09-11 21:39:00,574 - mmaction - INFO - Epoch [67][140/940] lr: 4.000e-02, eta: 1 day, 16:18:47, time: 1.827, data_time: 0.006, memory: 6924, loss_aux: 1.3212, top1_acc: 0.4598, top5_acc: 0.7010, loss_cls: 2.3720, loss: 3.6932, grad_norm: 3.3426 2020-09-11 21:39:36,493 - mmaction - INFO - Epoch [67][160/940] lr: 4.000e-02, eta: 1 day, 16:18:09, time: 1.796, data_time: 0.003, memory: 6924, loss_aux: 1.3115, top1_acc: 0.4711, top5_acc: 0.7100, loss_cls: 2.3305, loss: 3.6421, grad_norm: 3.3112 2020-09-11 21:40:13,052 - mmaction - INFO - Epoch [67][180/940] lr: 4.000e-02, eta: 1 day, 16:17:32, time: 1.826, data_time: 0.005, memory: 6924, loss_aux: 1.3013, top1_acc: 0.4662, top5_acc: 0.7078, loss_cls: 2.3401, loss: 3.6413, grad_norm: 3.3118 2020-09-11 21:40:49,407 - mmaction - INFO - Epoch [67][200/940] lr: 4.000e-02, eta: 1 day, 16:16:54, time: 1.820, data_time: 0.006, memory: 6924, loss_aux: 1.3168, top1_acc: 0.4730, top5_acc: 0.7021, loss_cls: 2.3538, loss: 3.6706, grad_norm: 3.3157 2020-09-11 21:41:26,269 - mmaction - INFO - Epoch [67][220/940] lr: 4.000e-02, eta: 1 day, 16:16:17, time: 1.841, data_time: 0.006, memory: 6924, loss_aux: 1.3138, top1_acc: 0.4734, top5_acc: 0.7055, loss_cls: 2.3364, loss: 3.6502, grad_norm: 3.3655 2020-09-11 21:42:02,597 - mmaction - INFO - Epoch [67][240/940] lr: 4.000e-02, eta: 1 day, 16:15:40, time: 1.816, data_time: 0.006, memory: 6924, loss_aux: 1.3271, top1_acc: 0.4754, top5_acc: 0.7092, loss_cls: 2.3541, loss: 3.6811, grad_norm: 3.2682 2020-09-11 21:42:38,730 - mmaction - INFO - Epoch [67][260/940] lr: 4.000e-02, eta: 1 day, 16:15:02, time: 1.809, data_time: 0.007, memory: 6924, loss_aux: 1.3316, top1_acc: 0.4562, top5_acc: 0.6980, loss_cls: 2.3846, loss: 3.7162, grad_norm: 3.3702 2020-09-11 21:43:15,808 - mmaction - INFO - Epoch [67][280/940] lr: 4.000e-02, eta: 1 day, 16:14:26, time: 1.852, data_time: 0.002, memory: 6924, loss_aux: 1.3218, top1_acc: 0.4666, top5_acc: 0.7049, loss_cls: 2.3648, loss: 3.6866, grad_norm: 3.3170 2020-09-11 21:43:51,894 - mmaction - INFO - Epoch [67][300/940] lr: 4.000e-02, eta: 1 day, 16:13:48, time: 1.805, data_time: 0.005, memory: 6924, loss_aux: 1.3071, top1_acc: 0.4646, top5_acc: 0.7057, loss_cls: 2.3591, loss: 3.6662, grad_norm: 3.3252 2020-09-11 21:44:28,349 - mmaction - INFO - Epoch [67][320/940] lr: 4.000e-02, eta: 1 day, 16:13:11, time: 1.821, data_time: 0.007, memory: 6924, loss_aux: 1.3174, top1_acc: 0.4609, top5_acc: 0.7061, loss_cls: 2.3711, loss: 3.6885, grad_norm: 3.3013 2020-09-11 21:45:04,087 - mmaction - INFO - Epoch [67][340/940] lr: 4.000e-02, eta: 1 day, 16:12:33, time: 1.789, data_time: 0.006, memory: 6924, loss_aux: 1.3120, top1_acc: 0.4619, top5_acc: 0.6986, loss_cls: 2.3480, loss: 3.6600, grad_norm: 3.3140 2020-09-11 21:45:40,512 - mmaction - INFO - Epoch [67][360/940] lr: 4.000e-02, eta: 1 day, 16:11:55, time: 1.822, data_time: 0.002, memory: 6924, loss_aux: 1.2984, top1_acc: 0.4719, top5_acc: 0.7158, loss_cls: 2.3215, loss: 3.6200, grad_norm: 3.2894 2020-09-11 21:46:16,973 - mmaction - INFO - Epoch [67][380/940] lr: 4.000e-02, eta: 1 day, 16:11:18, time: 1.820, data_time: 0.006, memory: 6924, loss_aux: 1.2924, top1_acc: 0.4785, top5_acc: 0.7139, loss_cls: 2.3073, loss: 3.5997, grad_norm: 3.3863 2020-09-11 21:46:53,090 - mmaction - INFO - Epoch [67][400/940] lr: 4.000e-02, eta: 1 day, 16:10:40, time: 1.808, data_time: 0.007, memory: 6924, loss_aux: 1.3506, top1_acc: 0.4590, top5_acc: 0.7061, loss_cls: 2.3970, loss: 3.7475, grad_norm: 3.3439 2020-09-11 21:47:29,461 - mmaction - INFO - Epoch [67][420/940] lr: 4.000e-02, eta: 1 day, 16:10:03, time: 1.817, data_time: 0.005, memory: 6924, loss_aux: 1.3340, top1_acc: 0.4543, top5_acc: 0.6934, loss_cls: 2.3942, loss: 3.7282, grad_norm: 3.3446 2020-09-11 21:48:05,424 - mmaction - INFO - Epoch [67][440/940] lr: 4.000e-02, eta: 1 day, 16:09:25, time: 1.801, data_time: 0.007, memory: 6924, loss_aux: 1.3336, top1_acc: 0.4516, top5_acc: 0.6937, loss_cls: 2.4139, loss: 3.7475, grad_norm: 3.2750 2020-09-11 21:48:41,930 - mmaction - INFO - Epoch [67][460/940] lr: 4.000e-02, eta: 1 day, 16:08:48, time: 1.825, data_time: 0.006, memory: 6924, loss_aux: 1.3170, top1_acc: 0.4668, top5_acc: 0.7055, loss_cls: 2.3496, loss: 3.6666, grad_norm: 3.2793 2020-09-11 21:49:18,019 - mmaction - INFO - Epoch [67][480/940] lr: 4.000e-02, eta: 1 day, 16:08:10, time: 1.804, data_time: 0.004, memory: 6924, loss_aux: 1.3280, top1_acc: 0.4555, top5_acc: 0.6973, loss_cls: 2.3985, loss: 3.7265, grad_norm: 3.3450 2020-09-11 21:49:54,008 - mmaction - INFO - Epoch [67][500/940] lr: 4.000e-02, eta: 1 day, 16:07:32, time: 1.798, data_time: 0.006, memory: 6924, loss_aux: 1.3133, top1_acc: 0.4645, top5_acc: 0.6965, loss_cls: 2.3622, loss: 3.6756, grad_norm: 3.3059 2020-09-11 21:50:30,426 - mmaction - INFO - Epoch [67][520/940] lr: 4.000e-02, eta: 1 day, 16:06:55, time: 1.820, data_time: 0.006, memory: 6924, loss_aux: 1.2938, top1_acc: 0.4789, top5_acc: 0.7018, loss_cls: 2.3146, loss: 3.6084, grad_norm: 3.2262 2020-09-11 21:51:06,785 - mmaction - INFO - Epoch [67][540/940] lr: 4.000e-02, eta: 1 day, 16:06:17, time: 1.820, data_time: 0.008, memory: 6924, loss_aux: 1.3036, top1_acc: 0.4723, top5_acc: 0.7047, loss_cls: 2.3298, loss: 3.6334, grad_norm: 3.2943 2020-09-11 21:51:42,469 - mmaction - INFO - Epoch [67][560/940] lr: 4.000e-02, eta: 1 day, 16:05:39, time: 1.784, data_time: 0.004, memory: 6924, loss_aux: 1.3317, top1_acc: 0.4629, top5_acc: 0.7020, loss_cls: 2.3790, loss: 3.7107, grad_norm: 3.3406 2020-09-11 21:52:18,653 - mmaction - INFO - Epoch [67][580/940] lr: 4.000e-02, eta: 1 day, 16:05:02, time: 1.807, data_time: 0.005, memory: 6924, loss_aux: 1.3364, top1_acc: 0.4533, top5_acc: 0.6965, loss_cls: 2.4059, loss: 3.7423, grad_norm: 3.3496 2020-09-11 21:52:55,106 - mmaction - INFO - Epoch [67][600/940] lr: 4.000e-02, eta: 1 day, 16:04:24, time: 1.823, data_time: 0.006, memory: 6924, loss_aux: 1.3265, top1_acc: 0.4559, top5_acc: 0.7021, loss_cls: 2.3890, loss: 3.7154, grad_norm: 3.3001 2020-09-11 21:53:30,687 - mmaction - INFO - Epoch [67][620/940] lr: 4.000e-02, eta: 1 day, 16:03:46, time: 1.779, data_time: 0.006, memory: 6924, loss_aux: 1.3280, top1_acc: 0.4619, top5_acc: 0.7035, loss_cls: 2.3800, loss: 3.7080, grad_norm: 3.2846 2020-09-11 21:54:06,506 - mmaction - INFO - Epoch [67][640/940] lr: 4.000e-02, eta: 1 day, 16:03:08, time: 1.792, data_time: 0.006, memory: 6924, loss_aux: 1.3401, top1_acc: 0.4537, top5_acc: 0.6932, loss_cls: 2.4084, loss: 3.7484, grad_norm: 3.3029 2020-09-11 21:54:42,564 - mmaction - INFO - Epoch [67][660/940] lr: 4.000e-02, eta: 1 day, 16:02:30, time: 1.802, data_time: 0.006, memory: 6924, loss_aux: 1.2949, top1_acc: 0.4742, top5_acc: 0.7104, loss_cls: 2.3224, loss: 3.6173, grad_norm: 3.3419 2020-09-11 21:55:18,600 - mmaction - INFO - Epoch [67][680/940] lr: 4.000e-02, eta: 1 day, 16:01:52, time: 1.800, data_time: 0.006, memory: 6924, loss_aux: 1.3425, top1_acc: 0.4609, top5_acc: 0.6945, loss_cls: 2.4104, loss: 3.7529, grad_norm: 3.3526 2020-09-11 21:55:54,587 - mmaction - INFO - Epoch [67][700/940] lr: 4.000e-02, eta: 1 day, 16:01:14, time: 1.799, data_time: 0.007, memory: 6924, loss_aux: 1.3244, top1_acc: 0.4668, top5_acc: 0.7000, loss_cls: 2.3740, loss: 3.6984, grad_norm: 3.3265 2020-09-11 21:56:31,223 - mmaction - INFO - Epoch [67][720/940] lr: 4.000e-02, eta: 1 day, 16:00:37, time: 1.834, data_time: 0.007, memory: 6924, loss_aux: 1.3009, top1_acc: 0.4750, top5_acc: 0.7047, loss_cls: 2.3372, loss: 3.6381, grad_norm: 3.2468 2020-09-11 21:57:07,381 - mmaction - INFO - Epoch [67][740/940] lr: 4.000e-02, eta: 1 day, 16:00:00, time: 1.806, data_time: 0.006, memory: 6924, loss_aux: 1.3388, top1_acc: 0.4576, top5_acc: 0.6918, loss_cls: 2.4131, loss: 3.7519, grad_norm: 3.3040 2020-09-11 21:57:43,515 - mmaction - INFO - Epoch [67][760/940] lr: 4.000e-02, eta: 1 day, 15:59:22, time: 1.809, data_time: 0.006, memory: 6924, loss_aux: 1.3161, top1_acc: 0.4674, top5_acc: 0.7016, loss_cls: 2.3667, loss: 3.6827, grad_norm: 3.3081 2020-09-11 21:58:20,159 - mmaction - INFO - Epoch [67][780/940] lr: 4.000e-02, eta: 1 day, 15:58:45, time: 1.830, data_time: 0.006, memory: 6924, loss_aux: 1.3264, top1_acc: 0.4758, top5_acc: 0.6988, loss_cls: 2.3699, loss: 3.6963, grad_norm: 3.3286 2020-09-11 21:58:56,773 - mmaction - INFO - Epoch [67][800/940] lr: 4.000e-02, eta: 1 day, 15:58:08, time: 1.833, data_time: 0.007, memory: 6924, loss_aux: 1.3536, top1_acc: 0.4502, top5_acc: 0.6869, loss_cls: 2.4349, loss: 3.7885, grad_norm: 3.3526 2020-09-11 21:59:32,084 - mmaction - INFO - Epoch [67][820/940] lr: 4.000e-02, eta: 1 day, 15:57:29, time: 1.763, data_time: 0.005, memory: 6924, loss_aux: 1.3058, top1_acc: 0.4758, top5_acc: 0.7119, loss_cls: 2.3108, loss: 3.6166, grad_norm: 3.2499 2020-09-11 22:00:21,996 - mmaction - INFO - Epoch [67][840/940] lr: 4.000e-02, eta: 1 day, 15:57:08, time: 2.487, data_time: 0.005, memory: 6924, loss_aux: 1.3156, top1_acc: 0.4719, top5_acc: 0.7000, loss_cls: 2.3510, loss: 3.6666, grad_norm: 3.3092 2020-09-11 22:00:53,009 - mmaction - INFO - Epoch [67][860/940] lr: 4.000e-02, eta: 1 day, 15:56:25, time: 1.561, data_time: 0.025, memory: 6924, loss_aux: 1.3197, top1_acc: 0.4611, top5_acc: 0.7006, loss_cls: 2.3803, loss: 3.7000, grad_norm: 3.3246 2020-09-11 22:01:28,211 - mmaction - INFO - Epoch [67][880/940] lr: 4.000e-02, eta: 1 day, 15:55:46, time: 1.758, data_time: 0.006, memory: 6924, loss_aux: 1.3246, top1_acc: 0.4631, top5_acc: 0.7018, loss_cls: 2.3858, loss: 3.7105, grad_norm: 3.2598 2020-09-11 22:02:03,990 - mmaction - INFO - Epoch [67][900/940] lr: 4.000e-02, eta: 1 day, 15:55:08, time: 1.789, data_time: 0.006, memory: 6924, loss_aux: 1.3534, top1_acc: 0.4492, top5_acc: 0.6902, loss_cls: 2.4320, loss: 3.7854, grad_norm: 3.4169 2020-09-11 22:02:39,800 - mmaction - INFO - Epoch [67][920/940] lr: 4.000e-02, eta: 1 day, 15:54:30, time: 1.790, data_time: 0.006, memory: 6924, loss_aux: 1.3321, top1_acc: 0.4547, top5_acc: 0.6947, loss_cls: 2.3894, loss: 3.7215, grad_norm: 3.3168 2020-09-11 22:03:14,641 - mmaction - INFO - Epoch [67][940/940] lr: 4.000e-02, eta: 1 day, 15:53:50, time: 1.744, data_time: 0.006, memory: 6924, loss_aux: 1.3233, top1_acc: 0.4621, top5_acc: 0.7098, loss_cls: 2.3665, loss: 3.6898, grad_norm: 3.3340 2020-09-11 22:03:15,223 - mmaction - INFO - Saving checkpoint at 67 epochs 2020-09-11 22:04:02,039 - mmaction - INFO - Epoch [68][20/940] lr: 4.000e-02, eta: 1 day, 15:53:13, time: 1.816, data_time: 0.467, memory: 6924, loss_aux: 1.3221, top1_acc: 0.4662, top5_acc: 0.7027, loss_cls: 2.3557, loss: 3.6778, grad_norm: 3.3226 2020-09-11 22:04:36,457 - mmaction - INFO - Epoch [68][40/940] lr: 4.000e-02, eta: 1 day, 15:52:33, time: 1.723, data_time: 0.007, memory: 6924, loss_aux: 1.3021, top1_acc: 0.4711, top5_acc: 0.7135, loss_cls: 2.3104, loss: 3.6125, grad_norm: 3.2962 2020-09-11 22:05:11,528 - mmaction - INFO - Epoch [68][60/940] lr: 4.000e-02, eta: 1 day, 15:51:54, time: 1.753, data_time: 0.006, memory: 6924, loss_aux: 1.3174, top1_acc: 0.4707, top5_acc: 0.7105, loss_cls: 2.3229, loss: 3.6403, grad_norm: 3.3225 2020-09-11 22:05:47,214 - mmaction - INFO - Epoch [68][80/940] lr: 4.000e-02, eta: 1 day, 15:51:16, time: 1.782, data_time: 0.003, memory: 6924, loss_aux: 1.2989, top1_acc: 0.4762, top5_acc: 0.7115, loss_cls: 2.3028, loss: 3.6018, grad_norm: 3.3179 2020-09-11 22:06:24,655 - mmaction - INFO - Epoch [68][100/940] lr: 4.000e-02, eta: 1 day, 15:50:40, time: 1.872, data_time: 0.007, memory: 6924, loss_aux: 1.2843, top1_acc: 0.4729, top5_acc: 0.7219, loss_cls: 2.2870, loss: 3.5713, grad_norm: 3.3331 2020-09-11 22:07:00,231 - mmaction - INFO - Epoch [68][120/940] lr: 4.000e-02, eta: 1 day, 15:50:02, time: 1.781, data_time: 0.006, memory: 6924, loss_aux: 1.3083, top1_acc: 0.4619, top5_acc: 0.7057, loss_cls: 2.3457, loss: 3.6540, grad_norm: 3.2911 2020-09-11 22:07:36,013 - mmaction - INFO - Epoch [68][140/940] lr: 4.000e-02, eta: 1 day, 15:49:23, time: 1.787, data_time: 0.006, memory: 6924, loss_aux: 1.3256, top1_acc: 0.4600, top5_acc: 0.6984, loss_cls: 2.3784, loss: 3.7040, grad_norm: 3.2831 2020-09-11 22:08:11,577 - mmaction - INFO - Epoch [68][160/940] lr: 4.000e-02, eta: 1 day, 15:48:45, time: 1.780, data_time: 0.006, memory: 6924, loss_aux: 1.3303, top1_acc: 0.4648, top5_acc: 0.7025, loss_cls: 2.3715, loss: 3.7018, grad_norm: 3.2745 2020-09-11 22:08:47,834 - mmaction - INFO - Epoch [68][180/940] lr: 4.000e-02, eta: 1 day, 15:48:08, time: 1.811, data_time: 0.006, memory: 6924, loss_aux: 1.2934, top1_acc: 0.4725, top5_acc: 0.7152, loss_cls: 2.3140, loss: 3.6074, grad_norm: 3.3322 2020-09-11 22:09:24,549 - mmaction - INFO - Epoch [68][200/940] lr: 4.000e-02, eta: 1 day, 15:47:31, time: 1.838, data_time: 0.007, memory: 6924, loss_aux: 1.2985, top1_acc: 0.4746, top5_acc: 0.7104, loss_cls: 2.3109, loss: 3.6094, grad_norm: 3.3371 2020-09-11 22:10:00,072 - mmaction - INFO - Epoch [68][220/940] lr: 4.000e-02, eta: 1 day, 15:46:52, time: 1.775, data_time: 0.006, memory: 6924, loss_aux: 1.3128, top1_acc: 0.4699, top5_acc: 0.7035, loss_cls: 2.3445, loss: 3.6573, grad_norm: 3.2909 2020-09-11 22:10:35,892 - mmaction - INFO - Epoch [68][240/940] lr: 4.000e-02, eta: 1 day, 15:46:14, time: 1.792, data_time: 0.006, memory: 6924, loss_aux: 1.2950, top1_acc: 0.4742, top5_acc: 0.7117, loss_cls: 2.3147, loss: 3.6097, grad_norm: 3.3325 2020-09-11 22:11:11,466 - mmaction - INFO - Epoch [68][260/940] lr: 4.000e-02, eta: 1 day, 15:45:36, time: 1.777, data_time: 0.006, memory: 6924, loss_aux: 1.2942, top1_acc: 0.4805, top5_acc: 0.7139, loss_cls: 2.3179, loss: 3.6121, grad_norm: 3.2886 2020-09-11 22:11:48,083 - mmaction - INFO - Epoch [68][280/940] lr: 4.000e-02, eta: 1 day, 15:44:59, time: 1.832, data_time: 0.006, memory: 6924, loss_aux: 1.3279, top1_acc: 0.4682, top5_acc: 0.6937, loss_cls: 2.3959, loss: 3.7238, grad_norm: 3.3904 2020-09-11 22:12:23,909 - mmaction - INFO - Epoch [68][300/940] lr: 4.000e-02, eta: 1 day, 15:44:21, time: 1.792, data_time: 0.007, memory: 6924, loss_aux: 1.3283, top1_acc: 0.4562, top5_acc: 0.6982, loss_cls: 2.3960, loss: 3.7244, grad_norm: 3.2834 2020-09-11 22:13:00,596 - mmaction - INFO - Epoch [68][320/940] lr: 4.000e-02, eta: 1 day, 15:43:44, time: 1.833, data_time: 0.005, memory: 6924, loss_aux: 1.3059, top1_acc: 0.4666, top5_acc: 0.7111, loss_cls: 2.3369, loss: 3.6428, grad_norm: 3.3315 2020-09-11 22:13:36,609 - mmaction - INFO - Epoch [68][340/940] lr: 4.000e-02, eta: 1 day, 15:43:06, time: 1.803, data_time: 0.006, memory: 6924, loss_aux: 1.3108, top1_acc: 0.4555, top5_acc: 0.7100, loss_cls: 2.3603, loss: 3.6711, grad_norm: 3.3477 2020-09-11 22:14:12,624 - mmaction - INFO - Epoch [68][360/940] lr: 4.000e-02, eta: 1 day, 15:42:28, time: 1.798, data_time: 0.005, memory: 6924, loss_aux: 1.3004, top1_acc: 0.4799, top5_acc: 0.7156, loss_cls: 2.3135, loss: 3.6140, grad_norm: 3.3067 2020-09-11 22:14:49,112 - mmaction - INFO - Epoch [68][380/940] lr: 4.000e-02, eta: 1 day, 15:41:51, time: 1.825, data_time: 0.006, memory: 6924, loss_aux: 1.3040, top1_acc: 0.4633, top5_acc: 0.7012, loss_cls: 2.3595, loss: 3.6635, grad_norm: 3.2806 2020-09-11 22:15:25,137 - mmaction - INFO - Epoch [68][400/940] lr: 4.000e-02, eta: 1 day, 15:41:13, time: 1.800, data_time: 0.007, memory: 6924, loss_aux: 1.3130, top1_acc: 0.4709, top5_acc: 0.7064, loss_cls: 2.3356, loss: 3.6487, grad_norm: 3.3174 2020-09-11 22:16:00,942 - mmaction - INFO - Epoch [68][420/940] lr: 4.000e-02, eta: 1 day, 15:40:35, time: 1.792, data_time: 0.006, memory: 6924, loss_aux: 1.3398, top1_acc: 0.4570, top5_acc: 0.6955, loss_cls: 2.3886, loss: 3.7284, grad_norm: 3.3274 2020-09-11 22:16:37,097 - mmaction - INFO - Epoch [68][440/940] lr: 4.000e-02, eta: 1 day, 15:39:58, time: 1.807, data_time: 0.006, memory: 6924, loss_aux: 1.3065, top1_acc: 0.4697, top5_acc: 0.7033, loss_cls: 2.3419, loss: 3.6484, grad_norm: 3.2706 2020-09-11 22:17:13,070 - mmaction - INFO - Epoch [68][460/940] lr: 4.000e-02, eta: 1 day, 15:39:20, time: 1.800, data_time: 0.006, memory: 6924, loss_aux: 1.3445, top1_acc: 0.4590, top5_acc: 0.6975, loss_cls: 2.4148, loss: 3.7592, grad_norm: 3.3280 2020-09-11 22:17:49,098 - mmaction - INFO - Epoch [68][480/940] lr: 4.000e-02, eta: 1 day, 15:38:42, time: 1.800, data_time: 0.006, memory: 6924, loss_aux: 1.3006, top1_acc: 0.4744, top5_acc: 0.7186, loss_cls: 2.3258, loss: 3.6264, grad_norm: 3.3365 2020-09-11 22:18:24,984 - mmaction - INFO - Epoch [68][500/940] lr: 4.000e-02, eta: 1 day, 15:38:04, time: 1.796, data_time: 0.006, memory: 6924, loss_aux: 1.3071, top1_acc: 0.4625, top5_acc: 0.7064, loss_cls: 2.3526, loss: 3.6597, grad_norm: 3.3294 2020-09-11 22:19:00,854 - mmaction - INFO - Epoch [68][520/940] lr: 4.000e-02, eta: 1 day, 15:37:26, time: 1.792, data_time: 0.007, memory: 6924, loss_aux: 1.3368, top1_acc: 0.4570, top5_acc: 0.6994, loss_cls: 2.3879, loss: 3.7247, grad_norm: 3.3239 2020-09-11 22:19:37,175 - mmaction - INFO - Epoch [68][540/940] lr: 4.000e-02, eta: 1 day, 15:36:49, time: 1.817, data_time: 0.006, memory: 6924, loss_aux: 1.3074, top1_acc: 0.4713, top5_acc: 0.7102, loss_cls: 2.3304, loss: 3.6378, grad_norm: 3.2980 2020-09-11 22:20:12,690 - mmaction - INFO - Epoch [68][560/940] lr: 4.000e-02, eta: 1 day, 15:36:10, time: 1.773, data_time: 0.007, memory: 6924, loss_aux: 1.3004, top1_acc: 0.4676, top5_acc: 0.7092, loss_cls: 2.3382, loss: 3.6386, grad_norm: 3.2939 2020-09-11 22:20:48,827 - mmaction - INFO - Epoch [68][580/940] lr: 4.000e-02, eta: 1 day, 15:35:33, time: 1.809, data_time: 0.007, memory: 6924, loss_aux: 1.3082, top1_acc: 0.4713, top5_acc: 0.7055, loss_cls: 2.3533, loss: 3.6615, grad_norm: 3.2747 2020-09-11 22:21:25,785 - mmaction - INFO - Epoch [68][600/940] lr: 4.000e-02, eta: 1 day, 15:34:56, time: 1.846, data_time: 0.007, memory: 6924, loss_aux: 1.3366, top1_acc: 0.4646, top5_acc: 0.6986, loss_cls: 2.4055, loss: 3.7421, grad_norm: 3.3252 2020-09-11 22:22:01,183 - mmaction - INFO - Epoch [68][620/940] lr: 4.000e-02, eta: 1 day, 15:34:17, time: 1.770, data_time: 0.006, memory: 6924, loss_aux: 1.2944, top1_acc: 0.4734, top5_acc: 0.7146, loss_cls: 2.3239, loss: 3.6183, grad_norm: 3.2728 2020-09-11 22:22:37,271 - mmaction - INFO - Epoch [68][640/940] lr: 4.000e-02, eta: 1 day, 15:33:40, time: 1.804, data_time: 0.006, memory: 6924, loss_aux: 1.3521, top1_acc: 0.4566, top5_acc: 0.6924, loss_cls: 2.4055, loss: 3.7576, grad_norm: 3.3440 2020-09-11 22:23:13,110 - mmaction - INFO - Epoch [68][660/940] lr: 4.000e-02, eta: 1 day, 15:33:02, time: 1.792, data_time: 0.005, memory: 6924, loss_aux: 1.3160, top1_acc: 0.4682, top5_acc: 0.7035, loss_cls: 2.3589, loss: 3.6750, grad_norm: 3.3487 2020-09-11 22:23:50,052 - mmaction - INFO - Epoch [68][680/940] lr: 4.000e-02, eta: 1 day, 15:32:25, time: 1.849, data_time: 0.007, memory: 6924, loss_aux: 1.3124, top1_acc: 0.4637, top5_acc: 0.7064, loss_cls: 2.3679, loss: 3.6803, grad_norm: 3.2997 2020-09-11 22:24:25,571 - mmaction - INFO - Epoch [68][700/940] lr: 4.000e-02, eta: 1 day, 15:31:47, time: 1.774, data_time: 0.006, memory: 6924, loss_aux: 1.2803, top1_acc: 0.4834, top5_acc: 0.7170, loss_cls: 2.2913, loss: 3.5716, grad_norm: 3.2500 2020-09-11 22:25:01,241 - mmaction - INFO - Epoch [68][720/940] lr: 4.000e-02, eta: 1 day, 15:31:09, time: 1.785, data_time: 0.005, memory: 6924, loss_aux: 1.3113, top1_acc: 0.4705, top5_acc: 0.7066, loss_cls: 2.3404, loss: 3.6517, grad_norm: 3.3339 2020-09-11 22:25:37,345 - mmaction - INFO - Epoch [68][740/940] lr: 4.000e-02, eta: 1 day, 15:30:31, time: 1.804, data_time: 0.006, memory: 6924, loss_aux: 1.2891, top1_acc: 0.4631, top5_acc: 0.7127, loss_cls: 2.3025, loss: 3.5917, grad_norm: 3.3113 2020-09-11 22:26:14,136 - mmaction - INFO - Epoch [68][760/940] lr: 4.000e-02, eta: 1 day, 15:29:54, time: 1.839, data_time: 0.007, memory: 6924, loss_aux: 1.3061, top1_acc: 0.4701, top5_acc: 0.7135, loss_cls: 2.3431, loss: 3.6492, grad_norm: 3.3082 2020-09-11 22:26:49,380 - mmaction - INFO - Epoch [68][780/940] lr: 4.000e-02, eta: 1 day, 15:29:15, time: 1.764, data_time: 0.006, memory: 6924, loss_aux: 1.3305, top1_acc: 0.4627, top5_acc: 0.7033, loss_cls: 2.3791, loss: 3.7097, grad_norm: 3.4047 2020-09-11 22:27:25,470 - mmaction - INFO - Epoch [68][800/940] lr: 4.000e-02, eta: 1 day, 15:28:38, time: 1.803, data_time: 0.006, memory: 6924, loss_aux: 1.2932, top1_acc: 0.4770, top5_acc: 0.7117, loss_cls: 2.3109, loss: 3.6041, grad_norm: 3.3037 2020-09-11 22:28:01,750 - mmaction - INFO - Epoch [68][820/940] lr: 4.000e-02, eta: 1 day, 15:28:00, time: 1.815, data_time: 0.006, memory: 6924, loss_aux: 1.3370, top1_acc: 0.4609, top5_acc: 0.6975, loss_cls: 2.3934, loss: 3.7304, grad_norm: 3.3499 2020-09-11 22:28:37,728 - mmaction - INFO - Epoch [68][840/940] lr: 4.000e-02, eta: 1 day, 15:27:22, time: 1.797, data_time: 0.007, memory: 6924, loss_aux: 1.3267, top1_acc: 0.4592, top5_acc: 0.6959, loss_cls: 2.3910, loss: 3.7177, grad_norm: 3.3860 2020-09-11 22:29:13,999 - mmaction - INFO - Epoch [68][860/940] lr: 4.000e-02, eta: 1 day, 15:26:45, time: 1.814, data_time: 0.005, memory: 6924, loss_aux: 1.3313, top1_acc: 0.4621, top5_acc: 0.6955, loss_cls: 2.3877, loss: 3.7190, grad_norm: 3.2821 2020-09-11 22:29:49,769 - mmaction - INFO - Epoch [68][880/940] lr: 4.000e-02, eta: 1 day, 15:26:07, time: 1.790, data_time: 0.006, memory: 6924, loss_aux: 1.3168, top1_acc: 0.4611, top5_acc: 0.7016, loss_cls: 2.3624, loss: 3.6792, grad_norm: 3.3187 2020-09-11 22:30:25,928 - mmaction - INFO - Epoch [68][900/940] lr: 4.000e-02, eta: 1 day, 15:25:29, time: 1.807, data_time: 0.006, memory: 6924, loss_aux: 1.3155, top1_acc: 0.4680, top5_acc: 0.7061, loss_cls: 2.3518, loss: 3.6673, grad_norm: 3.3205 2020-09-11 22:31:02,199 - mmaction - INFO - Epoch [68][920/940] lr: 4.000e-02, eta: 1 day, 15:24:52, time: 1.815, data_time: 0.005, memory: 6924, loss_aux: 1.3226, top1_acc: 0.4635, top5_acc: 0.7037, loss_cls: 2.3782, loss: 3.7008, grad_norm: 3.3456 2020-09-11 22:31:37,266 - mmaction - INFO - Epoch [68][940/940] lr: 4.000e-02, eta: 1 day, 15:24:13, time: 1.752, data_time: 0.007, memory: 6924, loss_aux: 1.3346, top1_acc: 0.4704, top5_acc: 0.6991, loss_cls: 2.3851, loss: 3.7197, grad_norm: 3.3543 2020-09-11 22:31:37,774 - mmaction - INFO - Saving checkpoint at 68 epochs 2020-09-11 22:32:21,162 - mmaction - INFO - Epoch [69][20/940] lr: 4.000e-02, eta: 1 day, 15:23:40, time: 2.003, data_time: 0.506, memory: 6924, loss_aux: 1.3067, top1_acc: 0.4668, top5_acc: 0.7100, loss_cls: 2.3304, loss: 3.6371, grad_norm: 3.3300 2020-09-11 22:32:55,366 - mmaction - INFO - Epoch [69][40/940] lr: 4.000e-02, eta: 1 day, 15:23:00, time: 1.710, data_time: 0.006, memory: 6924, loss_aux: 1.3044, top1_acc: 0.4738, top5_acc: 0.7064, loss_cls: 2.3262, loss: 3.6306, grad_norm: 3.2548 2020-09-11 22:33:31,223 - mmaction - INFO - Epoch [69][60/940] lr: 4.000e-02, eta: 1 day, 15:22:22, time: 1.794, data_time: 0.005, memory: 6924, loss_aux: 1.3079, top1_acc: 0.4654, top5_acc: 0.7084, loss_cls: 2.3437, loss: 3.6515, grad_norm: 3.2969 2020-09-11 22:34:07,136 - mmaction - INFO - Epoch [69][80/940] lr: 4.000e-02, eta: 1 day, 15:21:44, time: 1.794, data_time: 0.006, memory: 6924, loss_aux: 1.2908, top1_acc: 0.4746, top5_acc: 0.7158, loss_cls: 2.3137, loss: 3.6046, grad_norm: 3.3511 2020-09-11 22:34:43,307 - mmaction - INFO - Epoch [69][100/940] lr: 4.000e-02, eta: 1 day, 15:21:07, time: 1.810, data_time: 0.007, memory: 6924, loss_aux: 1.3019, top1_acc: 0.4783, top5_acc: 0.7121, loss_cls: 2.3224, loss: 3.6243, grad_norm: 3.3077 2020-09-11 22:35:19,454 - mmaction - INFO - Epoch [69][120/940] lr: 4.000e-02, eta: 1 day, 15:20:29, time: 1.806, data_time: 0.005, memory: 6924, loss_aux: 1.2926, top1_acc: 0.4785, top5_acc: 0.7170, loss_cls: 2.3016, loss: 3.5942, grad_norm: 3.2646 2020-09-11 22:35:55,306 - mmaction - INFO - Epoch [69][140/940] lr: 4.000e-02, eta: 1 day, 15:19:51, time: 1.794, data_time: 0.006, memory: 6924, loss_aux: 1.2796, top1_acc: 0.4846, top5_acc: 0.7156, loss_cls: 2.2746, loss: 3.5541, grad_norm: 3.2423 2020-09-11 22:36:31,655 - mmaction - INFO - Epoch [69][160/940] lr: 4.000e-02, eta: 1 day, 15:19:14, time: 1.817, data_time: 0.003, memory: 6924, loss_aux: 1.2767, top1_acc: 0.4801, top5_acc: 0.7164, loss_cls: 2.2795, loss: 3.5563, grad_norm: 3.3304 2020-09-11 22:37:05,551 - mmaction - INFO - Epoch [69][180/940] lr: 4.000e-02, eta: 1 day, 15:18:33, time: 1.693, data_time: 0.006, memory: 6924, loss_aux: 1.2932, top1_acc: 0.4699, top5_acc: 0.7131, loss_cls: 2.3189, loss: 3.6120, grad_norm: 3.3182 2020-09-11 22:37:41,369 - mmaction - INFO - Epoch [69][200/940] lr: 4.000e-02, eta: 1 day, 15:17:56, time: 1.793, data_time: 0.007, memory: 6924, loss_aux: 1.2662, top1_acc: 0.4805, top5_acc: 0.7252, loss_cls: 2.2499, loss: 3.5161, grad_norm: 3.3313 2020-09-11 22:38:18,355 - mmaction - INFO - Epoch [69][220/940] lr: 4.000e-02, eta: 1 day, 15:17:19, time: 1.848, data_time: 0.006, memory: 6924, loss_aux: 1.3011, top1_acc: 0.4764, top5_acc: 0.7115, loss_cls: 2.3102, loss: 3.6113, grad_norm: 3.2695 2020-09-11 22:38:53,841 - mmaction - INFO - Epoch [69][240/940] lr: 4.000e-02, eta: 1 day, 15:16:41, time: 1.775, data_time: 0.006, memory: 6924, loss_aux: 1.3015, top1_acc: 0.4791, top5_acc: 0.7096, loss_cls: 2.3148, loss: 3.6163, grad_norm: 3.2643 2020-09-11 22:39:29,745 - mmaction - INFO - Epoch [69][260/940] lr: 4.000e-02, eta: 1 day, 15:16:03, time: 1.793, data_time: 0.007, memory: 6924, loss_aux: 1.2970, top1_acc: 0.4729, top5_acc: 0.7068, loss_cls: 2.3141, loss: 3.6112, grad_norm: 3.3228 2020-09-11 22:40:06,049 - mmaction - INFO - Epoch [69][280/940] lr: 4.000e-02, eta: 1 day, 15:15:25, time: 1.817, data_time: 0.006, memory: 6924, loss_aux: 1.3061, top1_acc: 0.4764, top5_acc: 0.7053, loss_cls: 2.3462, loss: 3.6523, grad_norm: 3.3019 2020-09-11 22:40:42,175 - mmaction - INFO - Epoch [69][300/940] lr: 4.000e-02, eta: 1 day, 15:14:48, time: 1.805, data_time: 0.003, memory: 6924, loss_aux: 1.3119, top1_acc: 0.4713, top5_acc: 0.6994, loss_cls: 2.3418, loss: 3.6537, grad_norm: 3.3284 2020-09-11 22:41:17,974 - mmaction - INFO - Epoch [69][320/940] lr: 4.000e-02, eta: 1 day, 15:14:10, time: 1.792, data_time: 0.006, memory: 6924, loss_aux: 1.2925, top1_acc: 0.4697, top5_acc: 0.7170, loss_cls: 2.3172, loss: 3.6097, grad_norm: 3.3242 2020-09-11 22:41:54,073 - mmaction - INFO - Epoch [69][340/940] lr: 4.000e-02, eta: 1 day, 15:13:32, time: 1.805, data_time: 0.006, memory: 6924, loss_aux: 1.3036, top1_acc: 0.4740, top5_acc: 0.7051, loss_cls: 2.3349, loss: 3.6385, grad_norm: 3.2839 2020-09-11 22:42:30,310 - mmaction - INFO - Epoch [69][360/940] lr: 4.000e-02, eta: 1 day, 15:12:55, time: 1.811, data_time: 0.004, memory: 6924, loss_aux: 1.3031, top1_acc: 0.4732, top5_acc: 0.7111, loss_cls: 2.3102, loss: 3.6133, grad_norm: 3.3449 2020-09-11 22:43:06,418 - mmaction - INFO - Epoch [69][380/940] lr: 4.000e-02, eta: 1 day, 15:12:17, time: 1.806, data_time: 0.003, memory: 6924, loss_aux: 1.3015, top1_acc: 0.4736, top5_acc: 0.7059, loss_cls: 2.3368, loss: 3.6384, grad_norm: 3.3270 2020-09-11 22:43:42,155 - mmaction - INFO - Epoch [69][400/940] lr: 4.000e-02, eta: 1 day, 15:11:39, time: 1.784, data_time: 0.007, memory: 6924, loss_aux: 1.3000, top1_acc: 0.4725, top5_acc: 0.7023, loss_cls: 2.3327, loss: 3.6327, grad_norm: 3.3338 2020-09-11 22:44:18,731 - mmaction - INFO - Epoch [69][420/940] lr: 4.000e-02, eta: 1 day, 15:11:02, time: 1.830, data_time: 0.006, memory: 6924, loss_aux: 1.3197, top1_acc: 0.4654, top5_acc: 0.7023, loss_cls: 2.3594, loss: 3.6792, grad_norm: 3.2557 2020-09-11 22:44:54,781 - mmaction - INFO - Epoch [69][440/940] lr: 4.000e-02, eta: 1 day, 15:10:24, time: 1.802, data_time: 0.006, memory: 6924, loss_aux: 1.3226, top1_acc: 0.4680, top5_acc: 0.6973, loss_cls: 2.3999, loss: 3.7226, grad_norm: 3.4103 2020-09-11 22:45:30,201 - mmaction - INFO - Epoch [69][460/940] lr: 4.000e-02, eta: 1 day, 15:09:46, time: 1.772, data_time: 0.006, memory: 6924, loss_aux: 1.2893, top1_acc: 0.4678, top5_acc: 0.7070, loss_cls: 2.3232, loss: 3.6124, grad_norm: 3.2913 2020-09-11 22:46:06,041 - mmaction - INFO - Epoch [69][480/940] lr: 4.000e-02, eta: 1 day, 15:09:08, time: 1.790, data_time: 0.006, memory: 6924, loss_aux: 1.3165, top1_acc: 0.4625, top5_acc: 0.7051, loss_cls: 2.3653, loss: 3.6818, grad_norm: 3.3010 2020-09-11 22:46:42,882 - mmaction - INFO - Epoch [69][500/940] lr: 4.000e-02, eta: 1 day, 15:08:31, time: 1.844, data_time: 0.006, memory: 6924, loss_aux: 1.3010, top1_acc: 0.4719, top5_acc: 0.7168, loss_cls: 2.3298, loss: 3.6308, grad_norm: 3.2526 2020-09-11 22:47:18,368 - mmaction - INFO - Epoch [69][520/940] lr: 4.000e-02, eta: 1 day, 15:07:53, time: 1.774, data_time: 0.007, memory: 6924, loss_aux: 1.3004, top1_acc: 0.4729, top5_acc: 0.7127, loss_cls: 2.3349, loss: 3.6353, grad_norm: 3.3207 2020-09-11 22:47:54,353 - mmaction - INFO - Epoch [69][540/940] lr: 4.000e-02, eta: 1 day, 15:07:15, time: 1.800, data_time: 0.006, memory: 6924, loss_aux: 1.3154, top1_acc: 0.4645, top5_acc: 0.6988, loss_cls: 2.3869, loss: 3.7022, grad_norm: 3.3386 2020-09-11 22:48:30,839 - mmaction - INFO - Epoch [69][560/940] lr: 4.000e-02, eta: 1 day, 15:06:38, time: 1.823, data_time: 0.007, memory: 6924, loss_aux: 1.3239, top1_acc: 0.4768, top5_acc: 0.7066, loss_cls: 2.3506, loss: 3.6745, grad_norm: 3.3668 2020-09-11 22:49:06,813 - mmaction - INFO - Epoch [69][580/940] lr: 4.000e-02, eta: 1 day, 15:06:00, time: 1.800, data_time: 0.006, memory: 6924, loss_aux: 1.3144, top1_acc: 0.4623, top5_acc: 0.7092, loss_cls: 2.3535, loss: 3.6679, grad_norm: 3.3224 2020-09-11 22:49:42,355 - mmaction - INFO - Epoch [69][600/940] lr: 4.000e-02, eta: 1 day, 15:05:22, time: 1.775, data_time: 0.006, memory: 6924, loss_aux: 1.3191, top1_acc: 0.4678, top5_acc: 0.7059, loss_cls: 2.3522, loss: 3.6713, grad_norm: 3.3099 2020-09-11 22:50:18,449 - mmaction - INFO - Epoch [69][620/940] lr: 4.000e-02, eta: 1 day, 15:04:44, time: 1.804, data_time: 0.006, memory: 6924, loss_aux: 1.3061, top1_acc: 0.4695, top5_acc: 0.7098, loss_cls: 2.3343, loss: 3.6404, grad_norm: 3.3218 2020-09-11 22:50:54,252 - mmaction - INFO - Epoch [69][640/940] lr: 4.000e-02, eta: 1 day, 15:04:06, time: 1.792, data_time: 0.006, memory: 6924, loss_aux: 1.3318, top1_acc: 0.4566, top5_acc: 0.7014, loss_cls: 2.3820, loss: 3.7138, grad_norm: 3.3663 2020-09-11 22:51:30,933 - mmaction - INFO - Epoch [69][660/940] lr: 4.000e-02, eta: 1 day, 15:03:29, time: 1.833, data_time: 0.007, memory: 6924, loss_aux: 1.2937, top1_acc: 0.4666, top5_acc: 0.7172, loss_cls: 2.3247, loss: 3.6184, grad_norm: 3.3203 2020-09-11 22:52:06,625 - mmaction - INFO - Epoch [69][680/940] lr: 4.000e-02, eta: 1 day, 15:02:51, time: 1.786, data_time: 0.005, memory: 6924, loss_aux: 1.3347, top1_acc: 0.4625, top5_acc: 0.6988, loss_cls: 2.3918, loss: 3.7265, grad_norm: 3.3136 2020-09-11 22:52:42,912 - mmaction - INFO - Epoch [69][700/940] lr: 4.000e-02, eta: 1 day, 15:02:13, time: 1.812, data_time: 0.007, memory: 6924, loss_aux: 1.3062, top1_acc: 0.4713, top5_acc: 0.7125, loss_cls: 2.3458, loss: 3.6520, grad_norm: 3.2938 2020-09-11 22:53:19,780 - mmaction - INFO - Epoch [69][720/940] lr: 4.000e-02, eta: 1 day, 15:01:37, time: 1.846, data_time: 0.007, memory: 6924, loss_aux: 1.2684, top1_acc: 0.4816, top5_acc: 0.7199, loss_cls: 2.2545, loss: 3.5228, grad_norm: 3.2596 2020-09-11 22:53:55,790 - mmaction - INFO - Epoch [69][740/940] lr: 4.000e-02, eta: 1 day, 15:00:59, time: 1.799, data_time: 0.007, memory: 6924, loss_aux: 1.3276, top1_acc: 0.4629, top5_acc: 0.7047, loss_cls: 2.3852, loss: 3.7128, grad_norm: 3.3618 2020-09-11 22:54:31,647 - mmaction - INFO - Epoch [69][760/940] lr: 4.000e-02, eta: 1 day, 15:00:21, time: 1.793, data_time: 0.006, memory: 6924, loss_aux: 1.3202, top1_acc: 0.4668, top5_acc: 0.7002, loss_cls: 2.3570, loss: 3.6772, grad_norm: 3.3314 2020-09-11 22:55:06,974 - mmaction - INFO - Epoch [69][780/940] lr: 4.000e-02, eta: 1 day, 14:59:43, time: 1.768, data_time: 0.006, memory: 6924, loss_aux: 1.3385, top1_acc: 0.4625, top5_acc: 0.6980, loss_cls: 2.3869, loss: 3.7254, grad_norm: 3.3445 2020-09-11 22:55:42,948 - mmaction - INFO - Epoch [69][800/940] lr: 4.000e-02, eta: 1 day, 14:59:05, time: 1.798, data_time: 0.003, memory: 6924, loss_aux: 1.3427, top1_acc: 0.4479, top5_acc: 0.6988, loss_cls: 2.4230, loss: 3.7657, grad_norm: 3.3012 2020-09-11 22:56:19,096 - mmaction - INFO - Epoch [69][820/940] lr: 4.000e-02, eta: 1 day, 14:58:27, time: 1.806, data_time: 0.008, memory: 6924, loss_aux: 1.3111, top1_acc: 0.4641, top5_acc: 0.6994, loss_cls: 2.3433, loss: 3.6545, grad_norm: 3.3566 2020-09-11 22:56:54,861 - mmaction - INFO - Epoch [69][840/940] lr: 4.000e-02, eta: 1 day, 14:57:49, time: 1.791, data_time: 0.006, memory: 6924, loss_aux: 1.3016, top1_acc: 0.4703, top5_acc: 0.7102, loss_cls: 2.3227, loss: 3.6243, grad_norm: 3.3178 2020-09-11 22:57:31,092 - mmaction - INFO - Epoch [69][860/940] lr: 4.000e-02, eta: 1 day, 14:57:12, time: 1.810, data_time: 0.006, memory: 6924, loss_aux: 1.3001, top1_acc: 0.4729, top5_acc: 0.7092, loss_cls: 2.3251, loss: 3.6251, grad_norm: 3.2778 2020-09-11 22:58:07,281 - mmaction - INFO - Epoch [69][880/940] lr: 4.000e-02, eta: 1 day, 14:56:34, time: 1.811, data_time: 0.006, memory: 6924, loss_aux: 1.3205, top1_acc: 0.4613, top5_acc: 0.7043, loss_cls: 2.3637, loss: 3.6842, grad_norm: 3.3408 2020-09-11 22:58:43,234 - mmaction - INFO - Epoch [69][900/940] lr: 4.000e-02, eta: 1 day, 14:55:56, time: 1.796, data_time: 0.006, memory: 6924, loss_aux: 1.3077, top1_acc: 0.4758, top5_acc: 0.7148, loss_cls: 2.3357, loss: 3.6434, grad_norm: 3.3134 2020-09-11 22:59:19,449 - mmaction - INFO - Epoch [69][920/940] lr: 4.000e-02, eta: 1 day, 14:55:19, time: 1.813, data_time: 0.006, memory: 6924, loss_aux: 1.3212, top1_acc: 0.4709, top5_acc: 0.7113, loss_cls: 2.3400, loss: 3.6612, grad_norm: 3.3274 2020-09-11 22:59:54,488 - mmaction - INFO - Epoch [69][940/940] lr: 4.000e-02, eta: 1 day, 14:54:40, time: 1.751, data_time: 0.007, memory: 6924, loss_aux: 1.3280, top1_acc: 0.4649, top5_acc: 0.7050, loss_cls: 2.3785, loss: 3.7064, grad_norm: 3.4002 2020-09-11 22:59:55,038 - mmaction - INFO - Saving checkpoint at 69 epochs 2020-09-11 23:01:01,354 - mmaction - INFO - Epoch [70][20/940] lr: 4.000e-02, eta: 1 day, 14:54:34, time: 3.153, data_time: 1.393, memory: 6924, loss_aux: 1.3017, top1_acc: 0.4688, top5_acc: 0.7135, loss_cls: 2.3391, loss: 3.6408, grad_norm: 3.3807 2020-09-11 23:01:33,354 - mmaction - INFO - Epoch [70][40/940] lr: 4.000e-02, eta: 1 day, 14:53:52, time: 1.613, data_time: 0.028, memory: 6924, loss_aux: 1.3204, top1_acc: 0.4660, top5_acc: 0.7047, loss_cls: 2.3656, loss: 3.6860, grad_norm: 3.2694 2020-09-11 23:02:07,652 - mmaction - INFO - Epoch [70][60/940] lr: 4.000e-02, eta: 1 day, 14:53:12, time: 1.717, data_time: 0.006, memory: 6924, loss_aux: 1.3127, top1_acc: 0.4715, top5_acc: 0.7063, loss_cls: 2.3501, loss: 3.6628, grad_norm: 3.2642 2020-09-11 23:02:43,114 - mmaction - INFO - Epoch [70][80/940] lr: 4.000e-02, eta: 1 day, 14:52:34, time: 1.771, data_time: 0.003, memory: 6924, loss_aux: 1.2974, top1_acc: 0.4709, top5_acc: 0.7178, loss_cls: 2.2978, loss: 3.5952, grad_norm: 3.4005 2020-09-11 23:03:17,152 - mmaction - INFO - Epoch [70][100/940] lr: 4.000e-02, eta: 1 day, 14:51:54, time: 1.704, data_time: 0.006, memory: 6924, loss_aux: 1.3374, top1_acc: 0.4590, top5_acc: 0.6895, loss_cls: 2.4047, loss: 3.7421, grad_norm: 3.3514 2020-09-11 23:03:53,168 - mmaction - INFO - Epoch [70][120/940] lr: 4.000e-02, eta: 1 day, 14:51:16, time: 1.799, data_time: 0.007, memory: 6924, loss_aux: 1.3148, top1_acc: 0.4711, top5_acc: 0.7000, loss_cls: 2.3705, loss: 3.6854, grad_norm: 3.2709 2020-09-11 23:04:27,925 - mmaction - INFO - Epoch [70][140/940] lr: 4.000e-02, eta: 1 day, 14:50:37, time: 1.740, data_time: 0.006, memory: 6924, loss_aux: 1.3412, top1_acc: 0.4609, top5_acc: 0.7018, loss_cls: 2.3800, loss: 3.7212, grad_norm: 3.3708 2020-09-11 23:05:04,127 - mmaction - INFO - Epoch [70][160/940] lr: 4.000e-02, eta: 1 day, 14:50:00, time: 1.809, data_time: 0.002, memory: 6924, loss_aux: 1.2880, top1_acc: 0.4721, top5_acc: 0.7070, loss_cls: 2.3265, loss: 3.6146, grad_norm: 3.2998 2020-09-11 23:05:39,251 - mmaction - INFO - Epoch [70][180/940] lr: 4.000e-02, eta: 1 day, 14:49:21, time: 1.755, data_time: 0.003, memory: 6924, loss_aux: 1.2939, top1_acc: 0.4805, top5_acc: 0.7145, loss_cls: 2.3020, loss: 3.5959, grad_norm: 3.3158 2020-09-11 23:06:14,737 - mmaction - INFO - Epoch [70][200/940] lr: 4.000e-02, eta: 1 day, 14:48:42, time: 1.776, data_time: 0.006, memory: 6924, loss_aux: 1.2974, top1_acc: 0.4771, top5_acc: 0.7105, loss_cls: 2.3297, loss: 3.6271, grad_norm: 3.3642 2020-09-11 23:06:50,846 - mmaction - INFO - Epoch [70][220/940] lr: 4.000e-02, eta: 1 day, 14:48:05, time: 1.803, data_time: 0.006, memory: 6924, loss_aux: 1.2811, top1_acc: 0.4703, top5_acc: 0.7113, loss_cls: 2.2954, loss: 3.5765, grad_norm: 3.2854 2020-09-11 23:07:26,323 - mmaction - INFO - Epoch [70][240/940] lr: 4.000e-02, eta: 1 day, 14:47:26, time: 1.777, data_time: 0.007, memory: 6924, loss_aux: 1.2875, top1_acc: 0.4684, top5_acc: 0.7139, loss_cls: 2.3187, loss: 3.6062, grad_norm: 3.2582 2020-09-11 23:08:02,814 - mmaction - INFO - Epoch [70][260/940] lr: 4.000e-02, eta: 1 day, 14:46:49, time: 1.822, data_time: 0.005, memory: 6924, loss_aux: 1.3180, top1_acc: 0.4629, top5_acc: 0.7117, loss_cls: 2.3549, loss: 3.6729, grad_norm: 3.3237 2020-09-11 23:08:37,606 - mmaction - INFO - Epoch [70][280/940] lr: 4.000e-02, eta: 1 day, 14:46:10, time: 1.741, data_time: 0.006, memory: 6924, loss_aux: 1.3074, top1_acc: 0.4650, top5_acc: 0.7027, loss_cls: 2.3590, loss: 3.6664, grad_norm: 3.3240 2020-09-11 23:09:12,629 - mmaction - INFO - Epoch [70][300/940] lr: 4.000e-02, eta: 1 day, 14:45:31, time: 1.750, data_time: 0.006, memory: 6924, loss_aux: 1.3236, top1_acc: 0.4639, top5_acc: 0.6992, loss_cls: 2.3745, loss: 3.6981, grad_norm: 3.2465 2020-09-11 23:09:48,291 - mmaction - INFO - Epoch [70][320/940] lr: 4.000e-02, eta: 1 day, 14:44:53, time: 1.785, data_time: 0.005, memory: 6924, loss_aux: 1.2796, top1_acc: 0.4793, top5_acc: 0.7088, loss_cls: 2.3108, loss: 3.5904, grad_norm: 3.3396 2020-09-11 23:10:24,299 - mmaction - INFO - Epoch [70][340/940] lr: 4.000e-02, eta: 1 day, 14:44:15, time: 1.798, data_time: 0.006, memory: 6924, loss_aux: 1.3090, top1_acc: 0.4672, top5_acc: 0.7043, loss_cls: 2.3457, loss: 3.6547, grad_norm: 3.3154 2020-09-11 23:11:00,097 - mmaction - INFO - Epoch [70][360/940] lr: 4.000e-02, eta: 1 day, 14:43:38, time: 1.792, data_time: 0.006, memory: 6924, loss_aux: 1.2897, top1_acc: 0.4863, top5_acc: 0.7158, loss_cls: 2.2980, loss: 3.5876, grad_norm: 3.3177 2020-09-11 23:11:35,533 - mmaction - INFO - Epoch [70][380/940] lr: 4.000e-02, eta: 1 day, 14:42:59, time: 1.769, data_time: 0.006, memory: 6924, loss_aux: 1.3104, top1_acc: 0.4709, top5_acc: 0.7061, loss_cls: 2.3402, loss: 3.6506, grad_norm: 3.3215 2020-09-11 23:12:10,970 - mmaction - INFO - Epoch [70][400/940] lr: 4.000e-02, eta: 1 day, 14:42:21, time: 1.775, data_time: 0.007, memory: 6924, loss_aux: 1.3106, top1_acc: 0.4738, top5_acc: 0.7143, loss_cls: 2.3047, loss: 3.6154, grad_norm: 3.3240 2020-09-11 23:12:46,025 - mmaction - INFO - Epoch [70][420/940] lr: 4.000e-02, eta: 1 day, 14:41:42, time: 1.751, data_time: 0.007, memory: 6924, loss_aux: 1.3256, top1_acc: 0.4650, top5_acc: 0.7084, loss_cls: 2.3668, loss: 3.6924, grad_norm: 3.2989 2020-09-11 23:13:21,878 - mmaction - INFO - Epoch [70][440/940] lr: 4.000e-02, eta: 1 day, 14:41:04, time: 1.794, data_time: 0.006, memory: 6924, loss_aux: 1.3297, top1_acc: 0.4670, top5_acc: 0.7090, loss_cls: 2.3622, loss: 3.6920, grad_norm: 3.2854 2020-09-11 23:13:57,228 - mmaction - INFO - Epoch [70][460/940] lr: 4.000e-02, eta: 1 day, 14:40:26, time: 1.766, data_time: 0.006, memory: 6924, loss_aux: 1.3193, top1_acc: 0.4619, top5_acc: 0.7039, loss_cls: 2.3554, loss: 3.6748, grad_norm: 3.2503 2020-09-11 23:14:33,383 - mmaction - INFO - Epoch [70][480/940] lr: 4.000e-02, eta: 1 day, 14:39:48, time: 1.809, data_time: 0.006, memory: 6924, loss_aux: 1.2935, top1_acc: 0.4752, top5_acc: 0.7105, loss_cls: 2.3163, loss: 3.6098, grad_norm: 3.3560 2020-09-11 23:15:08,636 - mmaction - INFO - Epoch [70][500/940] lr: 4.000e-02, eta: 1 day, 14:39:10, time: 1.762, data_time: 0.006, memory: 6924, loss_aux: 1.3112, top1_acc: 0.4664, top5_acc: 0.7035, loss_cls: 2.3651, loss: 3.6763, grad_norm: 3.3494 2020-09-11 23:15:44,841 - mmaction - INFO - Epoch [70][520/940] lr: 4.000e-02, eta: 1 day, 14:38:32, time: 1.811, data_time: 0.003, memory: 6924, loss_aux: 1.3046, top1_acc: 0.4740, top5_acc: 0.7109, loss_cls: 2.3374, loss: 3.6420, grad_norm: 3.2993 2020-09-11 23:16:20,291 - mmaction - INFO - Epoch [70][540/940] lr: 4.000e-02, eta: 1 day, 14:37:54, time: 1.771, data_time: 0.006, memory: 6924, loss_aux: 1.2785, top1_acc: 0.4727, top5_acc: 0.7156, loss_cls: 2.2971, loss: 3.5756, grad_norm: 3.2922 2020-09-11 23:16:55,555 - mmaction - INFO - Epoch [70][560/940] lr: 4.000e-02, eta: 1 day, 14:37:15, time: 1.764, data_time: 0.006, memory: 6924, loss_aux: 1.3306, top1_acc: 0.4703, top5_acc: 0.6994, loss_cls: 2.3894, loss: 3.7200, grad_norm: 3.2898 2020-09-11 23:17:31,348 - mmaction - INFO - Epoch [70][580/940] lr: 4.000e-02, eta: 1 day, 14:36:37, time: 1.788, data_time: 0.007, memory: 6924, loss_aux: 1.3086, top1_acc: 0.4707, top5_acc: 0.7131, loss_cls: 2.3425, loss: 3.6512, grad_norm: 3.2876 2020-09-11 23:18:07,801 - mmaction - INFO - Epoch [70][600/940] lr: 4.000e-02, eta: 1 day, 14:36:00, time: 1.824, data_time: 0.006, memory: 6924, loss_aux: 1.3011, top1_acc: 0.4674, top5_acc: 0.7098, loss_cls: 2.3420, loss: 3.6431, grad_norm: 3.2792 2020-09-11 23:18:43,106 - mmaction - INFO - Epoch [70][620/940] lr: 4.000e-02, eta: 1 day, 14:35:21, time: 1.764, data_time: 0.006, memory: 6924, loss_aux: 1.3047, top1_acc: 0.4781, top5_acc: 0.7084, loss_cls: 2.3196, loss: 3.6243, grad_norm: 3.2653 2020-09-11 23:19:19,675 - mmaction - INFO - Epoch [70][640/940] lr: 4.000e-02, eta: 1 day, 14:34:44, time: 1.830, data_time: 0.006, memory: 6924, loss_aux: 1.3047, top1_acc: 0.4814, top5_acc: 0.7117, loss_cls: 2.3311, loss: 3.6358, grad_norm: 3.3071 2020-09-11 23:19:54,963 - mmaction - INFO - Epoch [70][660/940] lr: 4.000e-02, eta: 1 day, 14:34:06, time: 1.762, data_time: 0.005, memory: 6924, loss_aux: 1.2944, top1_acc: 0.4715, top5_acc: 0.7117, loss_cls: 2.3107, loss: 3.6051, grad_norm: 3.2930 2020-09-11 23:20:29,921 - mmaction - INFO - Epoch [70][680/940] lr: 4.000e-02, eta: 1 day, 14:33:27, time: 1.749, data_time: 0.006, memory: 6924, loss_aux: 1.2916, top1_acc: 0.4793, top5_acc: 0.7047, loss_cls: 2.2942, loss: 3.5858, grad_norm: 3.2732 2020-09-11 23:21:06,117 - mmaction - INFO - Epoch [70][700/940] lr: 4.000e-02, eta: 1 day, 14:32:50, time: 1.808, data_time: 0.007, memory: 6924, loss_aux: 1.3067, top1_acc: 0.4672, top5_acc: 0.7068, loss_cls: 2.3551, loss: 3.6617, grad_norm: 3.2930 2020-09-11 23:21:41,364 - mmaction - INFO - Epoch [70][720/940] lr: 4.000e-02, eta: 1 day, 14:32:11, time: 1.765, data_time: 0.007, memory: 6924, loss_aux: 1.3260, top1_acc: 0.4699, top5_acc: 0.7068, loss_cls: 2.3526, loss: 3.6786, grad_norm: 3.2865 2020-09-11 23:22:16,948 - mmaction - INFO - Epoch [70][740/940] lr: 4.000e-02, eta: 1 day, 14:31:33, time: 1.777, data_time: 0.006, memory: 6924, loss_aux: 1.3170, top1_acc: 0.4627, top5_acc: 0.7070, loss_cls: 2.3606, loss: 3.6775, grad_norm: 3.2989 2020-09-11 23:22:52,457 - mmaction - INFO - Epoch [70][760/940] lr: 4.000e-02, eta: 1 day, 14:30:55, time: 1.776, data_time: 0.006, memory: 6924, loss_aux: 1.2955, top1_acc: 0.4748, top5_acc: 0.7176, loss_cls: 2.3002, loss: 3.5957, grad_norm: 3.3805 2020-09-11 23:23:28,190 - mmaction - INFO - Epoch [70][780/940] lr: 4.000e-02, eta: 1 day, 14:30:17, time: 1.788, data_time: 0.005, memory: 6924, loss_aux: 1.3031, top1_acc: 0.4758, top5_acc: 0.7076, loss_cls: 2.3599, loss: 3.6630, grad_norm: 3.3460 2020-09-11 23:24:04,062 - mmaction - INFO - Epoch [70][800/940] lr: 4.000e-02, eta: 1 day, 14:29:39, time: 1.792, data_time: 0.007, memory: 6924, loss_aux: 1.3375, top1_acc: 0.4697, top5_acc: 0.6957, loss_cls: 2.3831, loss: 3.7206, grad_norm: 3.2693 2020-09-11 23:24:40,086 - mmaction - INFO - Epoch [70][820/940] lr: 4.000e-02, eta: 1 day, 14:29:01, time: 1.801, data_time: 0.006, memory: 6924, loss_aux: 1.2975, top1_acc: 0.4770, top5_acc: 0.7127, loss_cls: 2.3026, loss: 3.6001, grad_norm: 3.2965 2020-09-11 23:25:15,180 - mmaction - INFO - Epoch [70][840/940] lr: 4.000e-02, eta: 1 day, 14:28:22, time: 1.754, data_time: 0.006, memory: 6924, loss_aux: 1.3243, top1_acc: 0.4646, top5_acc: 0.6900, loss_cls: 2.3859, loss: 3.7102, grad_norm: 3.3157 2020-09-11 23:25:50,776 - mmaction - INFO - Epoch [70][860/940] lr: 4.000e-02, eta: 1 day, 14:27:44, time: 1.781, data_time: 0.006, memory: 6924, loss_aux: 1.2894, top1_acc: 0.4703, top5_acc: 0.7090, loss_cls: 2.3100, loss: 3.5994, grad_norm: 3.2983 2020-09-11 23:26:26,527 - mmaction - INFO - Epoch [70][880/940] lr: 4.000e-02, eta: 1 day, 14:27:06, time: 1.786, data_time: 0.007, memory: 6924, loss_aux: 1.3178, top1_acc: 0.4631, top5_acc: 0.7025, loss_cls: 2.3791, loss: 3.6970, grad_norm: 3.3377 2020-09-11 23:27:03,214 - mmaction - INFO - Epoch [70][900/940] lr: 4.000e-02, eta: 1 day, 14:26:29, time: 1.836, data_time: 0.007, memory: 6924, loss_aux: 1.3107, top1_acc: 0.4725, top5_acc: 0.7105, loss_cls: 2.3305, loss: 3.6412, grad_norm: 3.2590 2020-09-11 23:27:38,475 - mmaction - INFO - Epoch [70][920/940] lr: 4.000e-02, eta: 1 day, 14:25:51, time: 1.761, data_time: 0.007, memory: 6924, loss_aux: 1.3179, top1_acc: 0.4684, top5_acc: 0.7057, loss_cls: 2.3563, loss: 3.6742, grad_norm: 3.3027 2020-09-11 23:28:13,584 - mmaction - INFO - Epoch [70][940/940] lr: 4.000e-02, eta: 1 day, 14:25:12, time: 1.758, data_time: 0.006, memory: 6924, loss_aux: 1.3171, top1_acc: 0.4714, top5_acc: 0.7023, loss_cls: 2.3592, loss: 3.6763, grad_norm: 3.3823 2020-09-11 23:28:14,030 - mmaction - INFO - Saving checkpoint at 70 epochs 2020-09-11 23:28:59,714 - mmaction - INFO - Epoch [71][20/940] lr: 4.000e-02, eta: 1 day, 14:24:38, time: 1.971, data_time: 0.521, memory: 6924, loss_aux: 1.3145, top1_acc: 0.4635, top5_acc: 0.6986, loss_cls: 2.3404, loss: 3.6549, grad_norm: 3.2691 2020-09-11 23:29:32,694 - mmaction - INFO - Epoch [71][40/940] lr: 4.000e-02, eta: 1 day, 14:23:57, time: 1.651, data_time: 0.006, memory: 6924, loss_aux: 1.2796, top1_acc: 0.4822, top5_acc: 0.7236, loss_cls: 2.2619, loss: 3.5415, grad_norm: 3.2678 2020-09-11 23:30:08,057 - mmaction - INFO - Epoch [71][60/940] lr: 4.000e-02, eta: 1 day, 14:23:19, time: 1.769, data_time: 0.006, memory: 6924, loss_aux: 1.2920, top1_acc: 0.4734, top5_acc: 0.7170, loss_cls: 2.3101, loss: 3.6021, grad_norm: 3.3618 2020-09-11 23:30:43,177 - mmaction - INFO - Epoch [71][80/940] lr: 4.000e-02, eta: 1 day, 14:22:40, time: 1.756, data_time: 0.002, memory: 6924, loss_aux: 1.2859, top1_acc: 0.4869, top5_acc: 0.7186, loss_cls: 2.2816, loss: 3.5675, grad_norm: 3.3165 2020-09-11 23:31:19,705 - mmaction - INFO - Epoch [71][100/940] lr: 4.000e-02, eta: 1 day, 14:22:03, time: 1.823, data_time: 0.006, memory: 6924, loss_aux: 1.2866, top1_acc: 0.4689, top5_acc: 0.7150, loss_cls: 2.3158, loss: 3.6024, grad_norm: 3.3289 2020-09-11 23:31:55,089 - mmaction - INFO - Epoch [71][120/940] lr: 4.000e-02, eta: 1 day, 14:21:25, time: 1.770, data_time: 0.007, memory: 6924, loss_aux: 1.2713, top1_acc: 0.4770, top5_acc: 0.7221, loss_cls: 2.2717, loss: 3.5430, grad_norm: 3.2776 2020-09-11 23:32:30,796 - mmaction - INFO - Epoch [71][140/940] lr: 4.000e-02, eta: 1 day, 14:20:47, time: 1.788, data_time: 0.006, memory: 6924, loss_aux: 1.3061, top1_acc: 0.4723, top5_acc: 0.7104, loss_cls: 2.3183, loss: 3.6244, grad_norm: 3.3399 2020-09-11 23:33:06,190 - mmaction - INFO - Epoch [71][160/940] lr: 4.000e-02, eta: 1 day, 14:20:08, time: 1.768, data_time: 0.002, memory: 6924, loss_aux: 1.3380, top1_acc: 0.4637, top5_acc: 0.6996, loss_cls: 2.3794, loss: 3.7174, grad_norm: 3.3402 2020-09-11 23:33:42,064 - mmaction - INFO - Epoch [71][180/940] lr: 4.000e-02, eta: 1 day, 14:19:31, time: 1.795, data_time: 0.006, memory: 6924, loss_aux: 1.2822, top1_acc: 0.4775, top5_acc: 0.7098, loss_cls: 2.3163, loss: 3.5985, grad_norm: 3.2740 2020-09-11 23:34:17,540 - mmaction - INFO - Epoch [71][200/940] lr: 4.000e-02, eta: 1 day, 14:18:52, time: 1.772, data_time: 0.006, memory: 6924, loss_aux: 1.3007, top1_acc: 0.4805, top5_acc: 0.7063, loss_cls: 2.3327, loss: 3.6334, grad_norm: 3.3338 2020-09-11 23:34:53,191 - mmaction - INFO - Epoch [71][220/940] lr: 4.000e-02, eta: 1 day, 14:18:14, time: 1.784, data_time: 0.006, memory: 6924, loss_aux: 1.2989, top1_acc: 0.4791, top5_acc: 0.7068, loss_cls: 2.3229, loss: 3.6217, grad_norm: 3.3053 2020-09-11 23:35:29,906 - mmaction - INFO - Epoch [71][240/940] lr: 4.000e-02, eta: 1 day, 14:17:37, time: 1.834, data_time: 0.006, memory: 6924, loss_aux: 1.3156, top1_acc: 0.4719, top5_acc: 0.7031, loss_cls: 2.3538, loss: 3.6695, grad_norm: 3.3163 2020-09-11 23:36:05,058 - mmaction - INFO - Epoch [71][260/940] lr: 4.000e-02, eta: 1 day, 14:16:59, time: 1.759, data_time: 0.006, memory: 6924, loss_aux: 1.2823, top1_acc: 0.4773, top5_acc: 0.7264, loss_cls: 2.2902, loss: 3.5725, grad_norm: 3.2789 2020-09-11 23:36:40,627 - mmaction - INFO - Epoch [71][280/940] lr: 4.000e-02, eta: 1 day, 14:16:20, time: 1.777, data_time: 0.006, memory: 6924, loss_aux: 1.2970, top1_acc: 0.4635, top5_acc: 0.7068, loss_cls: 2.3396, loss: 3.6366, grad_norm: 3.3635 2020-09-11 23:37:16,691 - mmaction - INFO - Epoch [71][300/940] lr: 4.000e-02, eta: 1 day, 14:15:43, time: 1.806, data_time: 0.007, memory: 6924, loss_aux: 1.2967, top1_acc: 0.4680, top5_acc: 0.7033, loss_cls: 2.3333, loss: 3.6300, grad_norm: 3.3788 2020-09-11 23:37:53,175 - mmaction - INFO - Epoch [71][320/940] lr: 4.000e-02, eta: 1 day, 14:15:06, time: 1.823, data_time: 0.006, memory: 6924, loss_aux: 1.3279, top1_acc: 0.4604, top5_acc: 0.7045, loss_cls: 2.3837, loss: 3.7116, grad_norm: 3.3750 2020-09-11 23:38:29,334 - mmaction - INFO - Epoch [71][340/940] lr: 4.000e-02, eta: 1 day, 14:14:28, time: 1.807, data_time: 0.005, memory: 6924, loss_aux: 1.3189, top1_acc: 0.4652, top5_acc: 0.7025, loss_cls: 2.3654, loss: 3.6843, grad_norm: 3.3155 2020-09-11 23:39:04,687 - mmaction - INFO - Epoch [71][360/940] lr: 4.000e-02, eta: 1 day, 14:13:50, time: 1.770, data_time: 0.006, memory: 6924, loss_aux: 1.2994, top1_acc: 0.4750, top5_acc: 0.7137, loss_cls: 2.3051, loss: 3.6045, grad_norm: 3.2899 2020-09-11 23:39:41,554 - mmaction - INFO - Epoch [71][380/940] lr: 4.000e-02, eta: 1 day, 14:13:13, time: 1.842, data_time: 0.006, memory: 6924, loss_aux: 1.2672, top1_acc: 0.4844, top5_acc: 0.7209, loss_cls: 2.2636, loss: 3.5308, grad_norm: 3.2841 2020-09-11 23:40:17,643 - mmaction - INFO - Epoch [71][400/940] lr: 4.000e-02, eta: 1 day, 14:12:36, time: 1.805, data_time: 0.006, memory: 6924, loss_aux: 1.3133, top1_acc: 0.4682, top5_acc: 0.7021, loss_cls: 2.3474, loss: 3.6607, grad_norm: 3.3139 2020-09-11 23:40:52,303 - mmaction - INFO - Epoch [71][420/940] lr: 4.000e-02, eta: 1 day, 14:11:56, time: 1.733, data_time: 0.006, memory: 6924, loss_aux: 1.2911, top1_acc: 0.4740, top5_acc: 0.7068, loss_cls: 2.3183, loss: 3.6094, grad_norm: 3.3563 2020-09-11 23:41:27,902 - mmaction - INFO - Epoch [71][440/940] lr: 4.000e-02, eta: 1 day, 14:11:18, time: 1.780, data_time: 0.006, memory: 6924, loss_aux: 1.3020, top1_acc: 0.4713, top5_acc: 0.7139, loss_cls: 2.3168, loss: 3.6188, grad_norm: 3.3386 2020-09-11 23:42:03,421 - mmaction - INFO - Epoch [71][460/940] lr: 4.000e-02, eta: 1 day, 14:10:40, time: 1.777, data_time: 0.007, memory: 6924, loss_aux: 1.2956, top1_acc: 0.4664, top5_acc: 0.7080, loss_cls: 2.3328, loss: 3.6284, grad_norm: 3.2948 2020-09-11 23:42:38,941 - mmaction - INFO - Epoch [71][480/940] lr: 4.000e-02, eta: 1 day, 14:10:02, time: 1.777, data_time: 0.007, memory: 6924, loss_aux: 1.3164, top1_acc: 0.4686, top5_acc: 0.7021, loss_cls: 2.3603, loss: 3.6767, grad_norm: 3.3474 2020-09-11 23:43:15,177 - mmaction - INFO - Epoch [71][500/940] lr: 4.000e-02, eta: 1 day, 14:09:25, time: 1.812, data_time: 0.003, memory: 6924, loss_aux: 1.3093, top1_acc: 0.4748, top5_acc: 0.7068, loss_cls: 2.3465, loss: 3.6558, grad_norm: 3.3776 2020-09-11 23:43:50,259 - mmaction - INFO - Epoch [71][520/940] lr: 4.000e-02, eta: 1 day, 14:08:46, time: 1.752, data_time: 0.007, memory: 6924, loss_aux: 1.2851, top1_acc: 0.4824, top5_acc: 0.7137, loss_cls: 2.2983, loss: 3.5834, grad_norm: 3.2689 2020-09-11 23:44:26,015 - mmaction - INFO - Epoch [71][540/940] lr: 4.000e-02, eta: 1 day, 14:08:08, time: 1.789, data_time: 0.006, memory: 6924, loss_aux: 1.3073, top1_acc: 0.4711, top5_acc: 0.7090, loss_cls: 2.3402, loss: 3.6475, grad_norm: 3.3386 2020-09-11 23:45:01,386 - mmaction - INFO - Epoch [71][560/940] lr: 4.000e-02, eta: 1 day, 14:07:30, time: 1.768, data_time: 0.006, memory: 6924, loss_aux: 1.3030, top1_acc: 0.4682, top5_acc: 0.7127, loss_cls: 2.3368, loss: 3.6398, grad_norm: 3.3260 2020-09-11 23:45:37,231 - mmaction - INFO - Epoch [71][580/940] lr: 4.000e-02, eta: 1 day, 14:06:52, time: 1.793, data_time: 0.006, memory: 6924, loss_aux: 1.3194, top1_acc: 0.4717, top5_acc: 0.7096, loss_cls: 2.3450, loss: 3.6644, grad_norm: 3.3475 2020-09-11 23:46:13,019 - mmaction - INFO - Epoch [71][600/940] lr: 4.000e-02, eta: 1 day, 14:06:14, time: 1.788, data_time: 0.006, memory: 6924, loss_aux: 1.3147, top1_acc: 0.4574, top5_acc: 0.7063, loss_cls: 2.3627, loss: 3.6774, grad_norm: 3.3711 2020-09-11 23:46:48,029 - mmaction - INFO - Epoch [71][620/940] lr: 4.000e-02, eta: 1 day, 14:05:35, time: 1.752, data_time: 0.005, memory: 6924, loss_aux: 1.2935, top1_acc: 0.4779, top5_acc: 0.7090, loss_cls: 2.3073, loss: 3.6008, grad_norm: 3.3036 2020-09-11 23:47:23,346 - mmaction - INFO - Epoch [71][640/940] lr: 4.000e-02, eta: 1 day, 14:04:57, time: 1.764, data_time: 0.006, memory: 6924, loss_aux: 1.3021, top1_acc: 0.4756, top5_acc: 0.7125, loss_cls: 2.3499, loss: 3.6520, grad_norm: 3.2836 2020-09-11 23:47:59,517 - mmaction - INFO - Epoch [71][660/940] lr: 4.000e-02, eta: 1 day, 14:04:19, time: 1.810, data_time: 0.006, memory: 6924, loss_aux: 1.3088, top1_acc: 0.4834, top5_acc: 0.7084, loss_cls: 2.3387, loss: 3.6475, grad_norm: 3.3188 2020-09-11 23:48:35,128 - mmaction - INFO - Epoch [71][680/940] lr: 4.000e-02, eta: 1 day, 14:03:41, time: 1.779, data_time: 0.006, memory: 6924, loss_aux: 1.2962, top1_acc: 0.4678, top5_acc: 0.7102, loss_cls: 2.3149, loss: 3.6111, grad_norm: 3.3048 2020-09-11 23:49:10,843 - mmaction - INFO - Epoch [71][700/940] lr: 4.000e-02, eta: 1 day, 14:03:03, time: 1.787, data_time: 0.006, memory: 6924, loss_aux: 1.3161, top1_acc: 0.4688, top5_acc: 0.7078, loss_cls: 2.3592, loss: 3.6754, grad_norm: 3.3068 2020-09-11 23:49:46,887 - mmaction - INFO - Epoch [71][720/940] lr: 4.000e-02, eta: 1 day, 14:02:26, time: 1.802, data_time: 0.003, memory: 6924, loss_aux: 1.3348, top1_acc: 0.4645, top5_acc: 0.7047, loss_cls: 2.3950, loss: 3.7298, grad_norm: 3.2994 2020-09-11 23:50:22,652 - mmaction - INFO - Epoch [71][740/940] lr: 4.000e-02, eta: 1 day, 14:01:48, time: 1.787, data_time: 0.006, memory: 6924, loss_aux: 1.3071, top1_acc: 0.4707, top5_acc: 0.7027, loss_cls: 2.3447, loss: 3.6519, grad_norm: 3.2841 2020-09-11 23:50:58,166 - mmaction - INFO - Epoch [71][760/940] lr: 4.000e-02, eta: 1 day, 14:01:10, time: 1.778, data_time: 0.005, memory: 6924, loss_aux: 1.3147, top1_acc: 0.4725, top5_acc: 0.7043, loss_cls: 2.3500, loss: 3.6647, grad_norm: 3.2947 2020-09-11 23:51:34,074 - mmaction - INFO - Epoch [71][780/940] lr: 4.000e-02, eta: 1 day, 14:00:32, time: 1.794, data_time: 0.006, memory: 6924, loss_aux: 1.3123, top1_acc: 0.4742, top5_acc: 0.7037, loss_cls: 2.3334, loss: 3.6458, grad_norm: 3.3185 2020-09-11 23:52:09,170 - mmaction - INFO - Epoch [71][800/940] lr: 4.000e-02, eta: 1 day, 13:59:53, time: 1.757, data_time: 0.005, memory: 6924, loss_aux: 1.2952, top1_acc: 0.4682, top5_acc: 0.7051, loss_cls: 2.3204, loss: 3.6156, grad_norm: 3.2993 2020-09-11 23:52:45,264 - mmaction - INFO - Epoch [71][820/940] lr: 4.000e-02, eta: 1 day, 13:59:16, time: 1.803, data_time: 0.005, memory: 6924, loss_aux: 1.2885, top1_acc: 0.4738, top5_acc: 0.7146, loss_cls: 2.3174, loss: 3.6059, grad_norm: 3.3005 2020-09-11 23:53:21,087 - mmaction - INFO - Epoch [71][840/940] lr: 4.000e-02, eta: 1 day, 13:58:38, time: 1.793, data_time: 0.006, memory: 6924, loss_aux: 1.3034, top1_acc: 0.4637, top5_acc: 0.7104, loss_cls: 2.3447, loss: 3.6481, grad_norm: 3.2794 2020-09-11 23:53:57,020 - mmaction - INFO - Epoch [71][860/940] lr: 4.000e-02, eta: 1 day, 13:58:00, time: 1.796, data_time: 0.006, memory: 6924, loss_aux: 1.2825, top1_acc: 0.4838, top5_acc: 0.7178, loss_cls: 2.3271, loss: 3.6096, grad_norm: 3.3711 2020-09-11 23:54:32,558 - mmaction - INFO - Epoch [71][880/940] lr: 4.000e-02, eta: 1 day, 13:57:22, time: 1.778, data_time: 0.006, memory: 6924, loss_aux: 1.3374, top1_acc: 0.4596, top5_acc: 0.6996, loss_cls: 2.4016, loss: 3.7389, grad_norm: 3.3671 2020-09-11 23:55:08,785 - mmaction - INFO - Epoch [71][900/940] lr: 4.000e-02, eta: 1 day, 13:56:45, time: 1.812, data_time: 0.006, memory: 6924, loss_aux: 1.3237, top1_acc: 0.4682, top5_acc: 0.7051, loss_cls: 2.3675, loss: 3.6912, grad_norm: 3.3499 2020-09-11 23:55:44,267 - mmaction - INFO - Epoch [71][920/940] lr: 4.000e-02, eta: 1 day, 13:56:06, time: 1.774, data_time: 0.002, memory: 6924, loss_aux: 1.3186, top1_acc: 0.4719, top5_acc: 0.7061, loss_cls: 2.3668, loss: 3.6853, grad_norm: 3.3970 2020-09-11 23:56:18,215 - mmaction - INFO - Epoch [71][940/940] lr: 4.000e-02, eta: 1 day, 13:55:26, time: 1.696, data_time: 0.007, memory: 6924, loss_aux: 1.2969, top1_acc: 0.4685, top5_acc: 0.7098, loss_cls: 2.3485, loss: 3.6454, grad_norm: 3.4022 2020-09-11 23:56:18,754 - mmaction - INFO - Saving checkpoint at 71 epochs 2020-09-11 23:57:01,835 - mmaction - INFO - Epoch [72][20/940] lr: 4.000e-02, eta: 1 day, 13:54:51, time: 1.883, data_time: 0.423, memory: 6924, loss_aux: 1.3085, top1_acc: 0.4689, top5_acc: 0.7072, loss_cls: 2.3417, loss: 3.6503, grad_norm: 3.3562 2020-09-11 23:57:35,113 - mmaction - INFO - Epoch [72][40/940] lr: 4.000e-02, eta: 1 day, 13:54:10, time: 1.666, data_time: 0.006, memory: 6924, loss_aux: 1.3003, top1_acc: 0.4748, top5_acc: 0.7145, loss_cls: 2.3285, loss: 3.6288, grad_norm: 3.3208 2020-09-11 23:58:10,675 - mmaction - INFO - Epoch [72][60/940] lr: 4.000e-02, eta: 1 day, 13:53:32, time: 1.777, data_time: 0.006, memory: 6924, loss_aux: 1.3021, top1_acc: 0.4672, top5_acc: 0.7096, loss_cls: 2.3276, loss: 3.6297, grad_norm: 3.3310 2020-09-11 23:58:45,802 - mmaction - INFO - Epoch [72][80/940] lr: 4.000e-02, eta: 1 day, 13:52:53, time: 1.757, data_time: 0.005, memory: 6924, loss_aux: 1.3031, top1_acc: 0.4805, top5_acc: 0.7156, loss_cls: 2.3010, loss: 3.6041, grad_norm: 3.3181 2020-09-11 23:59:22,287 - mmaction - INFO - Epoch [72][100/940] lr: 4.000e-02, eta: 1 day, 13:52:16, time: 1.823, data_time: 0.005, memory: 6924, loss_aux: 1.3066, top1_acc: 0.4713, top5_acc: 0.7041, loss_cls: 2.3393, loss: 3.6459, grad_norm: 3.3331 2020-09-11 23:59:57,494 - mmaction - INFO - Epoch [72][120/940] lr: 4.000e-02, eta: 1 day, 13:51:38, time: 1.762, data_time: 0.006, memory: 6924, loss_aux: 1.3369, top1_acc: 0.4535, top5_acc: 0.7047, loss_cls: 2.4146, loss: 3.7515, grad_norm: 3.3896 2020-09-12 00:00:40,912 - mmaction - INFO - Epoch [72][140/940] lr: 4.000e-02, eta: 1 day, 13:51:08, time: 2.159, data_time: 0.021, memory: 6924, loss_aux: 1.3066, top1_acc: 0.4789, top5_acc: 0.7111, loss_cls: 2.3285, loss: 3.6351, grad_norm: 3.2631 2020-09-12 00:01:14,574 - mmaction - INFO - Epoch [72][160/940] lr: 4.000e-02, eta: 1 day, 13:50:28, time: 1.693, data_time: 0.030, memory: 6924, loss_aux: 1.2937, top1_acc: 0.4877, top5_acc: 0.7061, loss_cls: 2.3098, loss: 3.6036, grad_norm: 3.3008 2020-09-12 00:01:50,676 - mmaction - INFO - Epoch [72][180/940] lr: 4.000e-02, eta: 1 day, 13:49:51, time: 1.807, data_time: 0.006, memory: 6924, loss_aux: 1.2833, top1_acc: 0.4756, top5_acc: 0.7166, loss_cls: 2.2978, loss: 3.5811, grad_norm: 3.2841 2020-09-12 00:02:25,950 - mmaction - INFO - Epoch [72][200/940] lr: 4.000e-02, eta: 1 day, 13:49:12, time: 1.763, data_time: 0.006, memory: 6924, loss_aux: 1.2920, top1_acc: 0.4754, top5_acc: 0.7162, loss_cls: 2.3041, loss: 3.5962, grad_norm: 3.3899 2020-09-12 00:03:00,951 - mmaction - INFO - Epoch [72][220/940] lr: 4.000e-02, eta: 1 day, 13:48:34, time: 1.752, data_time: 0.006, memory: 6924, loss_aux: 1.3099, top1_acc: 0.4773, top5_acc: 0.7090, loss_cls: 2.3375, loss: 3.6474, grad_norm: 3.2987 2020-09-12 00:03:36,475 - mmaction - INFO - Epoch [72][240/940] lr: 4.000e-02, eta: 1 day, 13:47:55, time: 1.775, data_time: 0.007, memory: 6924, loss_aux: 1.2998, top1_acc: 0.4619, top5_acc: 0.7061, loss_cls: 2.3420, loss: 3.6418, grad_norm: 3.3196 2020-09-12 00:04:12,040 - mmaction - INFO - Epoch [72][260/940] lr: 4.000e-02, eta: 1 day, 13:47:17, time: 1.779, data_time: 0.005, memory: 6924, loss_aux: 1.3028, top1_acc: 0.4834, top5_acc: 0.7109, loss_cls: 2.3219, loss: 3.6247, grad_norm: 3.2932 2020-09-12 00:04:47,535 - mmaction - INFO - Epoch [72][280/940] lr: 4.000e-02, eta: 1 day, 13:46:39, time: 1.774, data_time: 0.006, memory: 6924, loss_aux: 1.2870, top1_acc: 0.4852, top5_acc: 0.7232, loss_cls: 2.2688, loss: 3.5558, grad_norm: 3.3146 2020-09-12 00:05:23,193 - mmaction - INFO - Epoch [72][300/940] lr: 4.000e-02, eta: 1 day, 13:46:01, time: 1.782, data_time: 0.005, memory: 6924, loss_aux: 1.2995, top1_acc: 0.4736, top5_acc: 0.7104, loss_cls: 2.3342, loss: 3.6337, grad_norm: 3.3190 2020-09-12 00:05:58,904 - mmaction - INFO - Epoch [72][320/940] lr: 4.000e-02, eta: 1 day, 13:45:23, time: 1.786, data_time: 0.005, memory: 6924, loss_aux: 1.3026, top1_acc: 0.4830, top5_acc: 0.7123, loss_cls: 2.3120, loss: 3.6146, grad_norm: 3.2739 2020-09-12 00:06:34,530 - mmaction - INFO - Epoch [72][340/940] lr: 4.000e-02, eta: 1 day, 13:44:45, time: 1.782, data_time: 0.008, memory: 6924, loss_aux: 1.2933, top1_acc: 0.4779, top5_acc: 0.7193, loss_cls: 2.2958, loss: 3.5890, grad_norm: 3.3939 2020-09-12 00:07:09,842 - mmaction - INFO - Epoch [72][360/940] lr: 4.000e-02, eta: 1 day, 13:44:07, time: 1.765, data_time: 0.005, memory: 6924, loss_aux: 1.2805, top1_acc: 0.4842, top5_acc: 0.7152, loss_cls: 2.2862, loss: 3.5668, grad_norm: 3.2609 2020-09-12 00:07:45,852 - mmaction - INFO - Epoch [72][380/940] lr: 4.000e-02, eta: 1 day, 13:43:29, time: 1.802, data_time: 0.006, memory: 6924, loss_aux: 1.2962, top1_acc: 0.4652, top5_acc: 0.7143, loss_cls: 2.3314, loss: 3.6276, grad_norm: 3.3652 2020-09-12 00:08:20,967 - mmaction - INFO - Epoch [72][400/940] lr: 4.000e-02, eta: 1 day, 13:42:51, time: 1.755, data_time: 0.006, memory: 6924, loss_aux: 1.3013, top1_acc: 0.4785, top5_acc: 0.7164, loss_cls: 2.3098, loss: 3.6112, grad_norm: 3.3612 2020-09-12 00:08:56,435 - mmaction - INFO - Epoch [72][420/940] lr: 4.000e-02, eta: 1 day, 13:42:12, time: 1.774, data_time: 0.006, memory: 6924, loss_aux: 1.3013, top1_acc: 0.4789, top5_acc: 0.7131, loss_cls: 2.3016, loss: 3.6030, grad_norm: 3.3929 2020-09-12 00:09:32,841 - mmaction - INFO - Epoch [72][440/940] lr: 4.000e-02, eta: 1 day, 13:41:35, time: 1.819, data_time: 0.007, memory: 6924, loss_aux: 1.2891, top1_acc: 0.4846, top5_acc: 0.7166, loss_cls: 2.2786, loss: 3.5677, grad_norm: 3.3648 2020-09-12 00:10:08,150 - mmaction - INFO - Epoch [72][460/940] lr: 4.000e-02, eta: 1 day, 13:40:57, time: 1.767, data_time: 0.006, memory: 6924, loss_aux: 1.2982, top1_acc: 0.4762, top5_acc: 0.7121, loss_cls: 2.3148, loss: 3.6130, grad_norm: 3.3193 2020-09-12 00:10:43,631 - mmaction - INFO - Epoch [72][480/940] lr: 4.000e-02, eta: 1 day, 13:40:19, time: 1.774, data_time: 0.003, memory: 6924, loss_aux: 1.2892, top1_acc: 0.4801, top5_acc: 0.7100, loss_cls: 2.3082, loss: 3.5974, grad_norm: 3.3448 2020-09-12 00:11:19,292 - mmaction - INFO - Epoch [72][500/940] lr: 4.000e-02, eta: 1 day, 13:39:41, time: 1.782, data_time: 0.006, memory: 6924, loss_aux: 1.3239, top1_acc: 0.4641, top5_acc: 0.7023, loss_cls: 2.3850, loss: 3.7089, grad_norm: 3.4167 2020-09-12 00:11:54,710 - mmaction - INFO - Epoch [72][520/940] lr: 4.000e-02, eta: 1 day, 13:39:03, time: 1.772, data_time: 0.005, memory: 6924, loss_aux: 1.2946, top1_acc: 0.4738, top5_acc: 0.7092, loss_cls: 2.3113, loss: 3.6059, grad_norm: 3.2982 2020-09-12 00:12:30,089 - mmaction - INFO - Epoch [72][540/940] lr: 4.000e-02, eta: 1 day, 13:38:24, time: 1.770, data_time: 0.006, memory: 6924, loss_aux: 1.3275, top1_acc: 0.4652, top5_acc: 0.6953, loss_cls: 2.3869, loss: 3.7144, grad_norm: 3.3643 2020-09-12 00:13:06,755 - mmaction - INFO - Epoch [72][560/940] lr: 4.000e-02, eta: 1 day, 13:37:47, time: 1.831, data_time: 0.004, memory: 6924, loss_aux: 1.3218, top1_acc: 0.4588, top5_acc: 0.7025, loss_cls: 2.3837, loss: 3.7056, grad_norm: 3.3094 2020-09-12 00:13:41,673 - mmaction - INFO - Epoch [72][580/940] lr: 4.000e-02, eta: 1 day, 13:37:09, time: 1.748, data_time: 0.006, memory: 6924, loss_aux: 1.2683, top1_acc: 0.4857, top5_acc: 0.7162, loss_cls: 2.2736, loss: 3.5418, grad_norm: 3.2687 2020-09-12 00:14:16,568 - mmaction - INFO - Epoch [72][600/940] lr: 4.000e-02, eta: 1 day, 13:36:30, time: 1.742, data_time: 0.007, memory: 6924, loss_aux: 1.2999, top1_acc: 0.4734, top5_acc: 0.7088, loss_cls: 2.3122, loss: 3.6121, grad_norm: 3.3243 2020-09-12 00:14:52,960 - mmaction - INFO - Epoch [72][620/940] lr: 4.000e-02, eta: 1 day, 13:35:53, time: 1.822, data_time: 0.007, memory: 6924, loss_aux: 1.2958, top1_acc: 0.4779, top5_acc: 0.7068, loss_cls: 2.3170, loss: 3.6128, grad_norm: 3.2748 2020-09-12 00:15:28,545 - mmaction - INFO - Epoch [72][640/940] lr: 4.000e-02, eta: 1 day, 13:35:15, time: 1.778, data_time: 0.006, memory: 6924, loss_aux: 1.3396, top1_acc: 0.4602, top5_acc: 0.7021, loss_cls: 2.3870, loss: 3.7265, grad_norm: 3.3397 2020-09-12 00:16:03,562 - mmaction - INFO - Epoch [72][660/940] lr: 4.000e-02, eta: 1 day, 13:34:36, time: 1.753, data_time: 0.006, memory: 6924, loss_aux: 1.3186, top1_acc: 0.4617, top5_acc: 0.7055, loss_cls: 2.3570, loss: 3.6756, grad_norm: 3.3241 2020-09-12 00:16:39,058 - mmaction - INFO - Epoch [72][680/940] lr: 4.000e-02, eta: 1 day, 13:33:58, time: 1.773, data_time: 0.006, memory: 6924, loss_aux: 1.2827, top1_acc: 0.4854, top5_acc: 0.7182, loss_cls: 2.2763, loss: 3.5590, grad_norm: 3.3173 2020-09-12 00:17:14,730 - mmaction - INFO - Epoch [72][700/940] lr: 4.000e-02, eta: 1 day, 13:33:20, time: 1.785, data_time: 0.006, memory: 6924, loss_aux: 1.2945, top1_acc: 0.4830, top5_acc: 0.7125, loss_cls: 2.3125, loss: 3.6070, grad_norm: 3.3518 2020-09-12 00:17:49,889 - mmaction - INFO - Epoch [72][720/940] lr: 4.000e-02, eta: 1 day, 13:32:41, time: 1.756, data_time: 0.005, memory: 6924, loss_aux: 1.3140, top1_acc: 0.4594, top5_acc: 0.7043, loss_cls: 2.3585, loss: 3.6725, grad_norm: 3.4354 2020-09-12 00:18:25,293 - mmaction - INFO - Epoch [72][740/940] lr: 4.000e-02, eta: 1 day, 13:32:03, time: 1.772, data_time: 0.005, memory: 6924, loss_aux: 1.3133, top1_acc: 0.4600, top5_acc: 0.6994, loss_cls: 2.3569, loss: 3.6702, grad_norm: 3.3244 2020-09-12 00:19:00,548 - mmaction - INFO - Epoch [72][760/940] lr: 4.000e-02, eta: 1 day, 13:31:25, time: 1.761, data_time: 0.005, memory: 6924, loss_aux: 1.3294, top1_acc: 0.4518, top5_acc: 0.7066, loss_cls: 2.3943, loss: 3.7237, grad_norm: 3.3730 2020-09-12 00:19:36,633 - mmaction - INFO - Epoch [72][780/940] lr: 4.000e-02, eta: 1 day, 13:30:47, time: 1.805, data_time: 0.006, memory: 6924, loss_aux: 1.3061, top1_acc: 0.4684, top5_acc: 0.7008, loss_cls: 2.3418, loss: 3.6480, grad_norm: 3.2957 2020-09-12 00:20:12,109 - mmaction - INFO - Epoch [72][800/940] lr: 4.000e-02, eta: 1 day, 13:30:09, time: 1.772, data_time: 0.006, memory: 6924, loss_aux: 1.2859, top1_acc: 0.4871, top5_acc: 0.7148, loss_cls: 2.2848, loss: 3.5707, grad_norm: 3.2388 2020-09-12 00:20:47,787 - mmaction - INFO - Epoch [72][820/940] lr: 4.000e-02, eta: 1 day, 13:29:31, time: 1.785, data_time: 0.006, memory: 6924, loss_aux: 1.3167, top1_acc: 0.4643, top5_acc: 0.7033, loss_cls: 2.3545, loss: 3.6712, grad_norm: 3.3560 2020-09-12 00:21:23,195 - mmaction - INFO - Epoch [72][840/940] lr: 4.000e-02, eta: 1 day, 13:28:53, time: 1.769, data_time: 0.006, memory: 6924, loss_aux: 1.3094, top1_acc: 0.4725, top5_acc: 0.7119, loss_cls: 2.3608, loss: 3.6702, grad_norm: 3.2789 2020-09-12 00:21:58,761 - mmaction - INFO - Epoch [72][860/940] lr: 4.000e-02, eta: 1 day, 13:28:15, time: 1.780, data_time: 0.006, memory: 6924, loss_aux: 1.2830, top1_acc: 0.4820, top5_acc: 0.7170, loss_cls: 2.2808, loss: 3.5639, grad_norm: 3.3286 2020-09-12 00:22:34,229 - mmaction - INFO - Epoch [72][880/940] lr: 4.000e-02, eta: 1 day, 13:27:37, time: 1.774, data_time: 0.006, memory: 6924, loss_aux: 1.3100, top1_acc: 0.4783, top5_acc: 0.7086, loss_cls: 2.3247, loss: 3.6347, grad_norm: 3.3483 2020-09-12 00:23:09,556 - mmaction - INFO - Epoch [72][900/940] lr: 4.000e-02, eta: 1 day, 13:26:58, time: 1.764, data_time: 0.002, memory: 6924, loss_aux: 1.3201, top1_acc: 0.4697, top5_acc: 0.6975, loss_cls: 2.3711, loss: 3.6912, grad_norm: 3.3239 2020-09-12 00:23:44,929 - mmaction - INFO - Epoch [72][920/940] lr: 4.000e-02, eta: 1 day, 13:26:20, time: 1.769, data_time: 0.006, memory: 6924, loss_aux: 1.3190, top1_acc: 0.4656, top5_acc: 0.7045, loss_cls: 2.3827, loss: 3.7016, grad_norm: 3.3252 2020-09-12 00:24:18,897 - mmaction - INFO - Epoch [72][940/940] lr: 4.000e-02, eta: 1 day, 13:25:40, time: 1.700, data_time: 0.006, memory: 6924, loss_aux: 1.2842, top1_acc: 0.4718, top5_acc: 0.7119, loss_cls: 2.3275, loss: 3.6117, grad_norm: 3.3798 2020-09-12 00:24:19,472 - mmaction - INFO - Saving checkpoint at 72 epochs 2020-09-12 00:25:07,440 - mmaction - INFO - Epoch [73][20/940] lr: 4.000e-02, eta: 1 day, 13:25:06, time: 1.949, data_time: 0.522, memory: 6924, loss_aux: 1.2899, top1_acc: 0.4803, top5_acc: 0.7086, loss_cls: 2.3156, loss: 3.6055, grad_norm: 3.3125 2020-09-12 00:25:40,849 - mmaction - INFO - Epoch [73][40/940] lr: 4.000e-02, eta: 1 day, 13:24:26, time: 1.669, data_time: 0.002, memory: 6924, loss_aux: 1.2775, top1_acc: 0.4842, top5_acc: 0.7146, loss_cls: 2.2835, loss: 3.5610, grad_norm: 3.3159 2020-09-12 00:26:15,715 - mmaction - INFO - Epoch [73][60/940] lr: 4.000e-02, eta: 1 day, 13:23:47, time: 1.745, data_time: 0.006, memory: 6924, loss_aux: 1.2903, top1_acc: 0.4727, top5_acc: 0.7125, loss_cls: 2.2987, loss: 3.5890, grad_norm: 3.3670 2020-09-12 00:26:51,529 - mmaction - INFO - Epoch [73][80/940] lr: 4.000e-02, eta: 1 day, 13:23:09, time: 1.789, data_time: 0.005, memory: 6924, loss_aux: 1.2933, top1_acc: 0.4803, top5_acc: 0.7100, loss_cls: 2.2948, loss: 3.5881, grad_norm: 3.3218 2020-09-12 00:27:26,964 - mmaction - INFO - Epoch [73][100/940] lr: 4.000e-02, eta: 1 day, 13:22:31, time: 1.773, data_time: 0.006, memory: 6924, loss_aux: 1.3057, top1_acc: 0.4738, top5_acc: 0.7121, loss_cls: 2.2877, loss: 3.5934, grad_norm: 3.2601 2020-09-12 00:28:01,739 - mmaction - INFO - Epoch [73][120/940] lr: 4.000e-02, eta: 1 day, 13:21:52, time: 1.737, data_time: 0.006, memory: 6924, loss_aux: 1.2912, top1_acc: 0.4791, top5_acc: 0.7078, loss_cls: 2.3077, loss: 3.5989, grad_norm: 3.3074 2020-09-12 00:28:36,817 - mmaction - INFO - Epoch [73][140/940] lr: 4.000e-02, eta: 1 day, 13:21:13, time: 1.756, data_time: 0.006, memory: 6924, loss_aux: 1.2710, top1_acc: 0.4838, top5_acc: 0.7215, loss_cls: 2.2583, loss: 3.5293, grad_norm: 3.2500 2020-09-12 00:29:12,892 - mmaction - INFO - Epoch [73][160/940] lr: 4.000e-02, eta: 1 day, 13:20:36, time: 1.802, data_time: 0.005, memory: 6924, loss_aux: 1.3047, top1_acc: 0.4660, top5_acc: 0.7088, loss_cls: 2.3453, loss: 3.6501, grad_norm: 3.3392 2020-09-12 00:29:48,177 - mmaction - INFO - Epoch [73][180/940] lr: 4.000e-02, eta: 1 day, 13:19:58, time: 1.766, data_time: 0.006, memory: 6924, loss_aux: 1.3218, top1_acc: 0.4705, top5_acc: 0.7059, loss_cls: 2.3578, loss: 3.6796, grad_norm: 3.3655 2020-09-12 00:30:23,884 - mmaction - INFO - Epoch [73][200/940] lr: 4.000e-02, eta: 1 day, 13:19:20, time: 1.784, data_time: 0.006, memory: 6924, loss_aux: 1.2939, top1_acc: 0.4852, top5_acc: 0.7162, loss_cls: 2.2997, loss: 3.5936, grad_norm: 3.3483 2020-09-12 00:30:59,142 - mmaction - INFO - Epoch [73][220/940] lr: 4.000e-02, eta: 1 day, 13:18:41, time: 1.764, data_time: 0.005, memory: 6924, loss_aux: 1.2862, top1_acc: 0.4787, top5_acc: 0.7150, loss_cls: 2.2830, loss: 3.5692, grad_norm: 3.3910 2020-09-12 00:31:34,623 - mmaction - INFO - Epoch [73][240/940] lr: 4.000e-02, eta: 1 day, 13:18:03, time: 1.771, data_time: 0.005, memory: 6924, loss_aux: 1.2773, top1_acc: 0.4773, top5_acc: 0.7121, loss_cls: 2.2707, loss: 3.5480, grad_norm: 3.3296 2020-09-12 00:32:10,569 - mmaction - INFO - Epoch [73][260/940] lr: 4.000e-02, eta: 1 day, 13:17:26, time: 1.798, data_time: 0.007, memory: 6924, loss_aux: 1.2861, top1_acc: 0.4916, top5_acc: 0.7180, loss_cls: 2.2775, loss: 3.5635, grad_norm: 3.3253 2020-09-12 00:32:45,343 - mmaction - INFO - Epoch [73][280/940] lr: 4.000e-02, eta: 1 day, 13:16:47, time: 1.738, data_time: 0.005, memory: 6924, loss_aux: 1.2910, top1_acc: 0.4766, top5_acc: 0.7125, loss_cls: 2.3237, loss: 3.6148, grad_norm: 3.3368 2020-09-12 00:33:20,757 - mmaction - INFO - Epoch [73][300/940] lr: 4.000e-02, eta: 1 day, 13:16:09, time: 1.773, data_time: 0.006, memory: 6924, loss_aux: 1.2808, top1_acc: 0.4795, top5_acc: 0.7162, loss_cls: 2.2787, loss: 3.5595, grad_norm: 3.3092 2020-09-12 00:33:56,656 - mmaction - INFO - Epoch [73][320/940] lr: 4.000e-02, eta: 1 day, 13:15:31, time: 1.793, data_time: 0.005, memory: 6924, loss_aux: 1.2693, top1_acc: 0.4814, top5_acc: 0.7250, loss_cls: 2.2635, loss: 3.5328, grad_norm: 3.3001 2020-09-12 00:34:31,699 - mmaction - INFO - Epoch [73][340/940] lr: 4.000e-02, eta: 1 day, 13:14:52, time: 1.754, data_time: 0.006, memory: 6924, loss_aux: 1.2915, top1_acc: 0.4816, top5_acc: 0.7143, loss_cls: 2.2948, loss: 3.5863, grad_norm: 3.3399 2020-09-12 00:35:07,318 - mmaction - INFO - Epoch [73][360/940] lr: 4.000e-02, eta: 1 day, 13:14:14, time: 1.780, data_time: 0.002, memory: 6924, loss_aux: 1.2970, top1_acc: 0.4797, top5_acc: 0.7045, loss_cls: 2.3016, loss: 3.5985, grad_norm: 3.3405 2020-09-12 00:35:42,716 - mmaction - INFO - Epoch [73][380/940] lr: 4.000e-02, eta: 1 day, 13:13:36, time: 1.771, data_time: 0.003, memory: 6924, loss_aux: 1.3234, top1_acc: 0.4717, top5_acc: 0.6977, loss_cls: 2.3620, loss: 3.6855, grad_norm: 3.3435 2020-09-12 00:36:18,044 - mmaction - INFO - Epoch [73][400/940] lr: 4.000e-02, eta: 1 day, 13:12:58, time: 1.765, data_time: 0.006, memory: 6924, loss_aux: 1.2978, top1_acc: 0.4793, top5_acc: 0.7096, loss_cls: 2.3266, loss: 3.6244, grad_norm: 3.3427 2020-09-12 00:36:53,583 - mmaction - INFO - Epoch [73][420/940] lr: 4.000e-02, eta: 1 day, 13:12:20, time: 1.778, data_time: 0.005, memory: 6924, loss_aux: 1.2773, top1_acc: 0.4727, top5_acc: 0.7174, loss_cls: 2.2979, loss: 3.5752, grad_norm: 3.3726 2020-09-12 00:37:28,762 - mmaction - INFO - Epoch [73][440/940] lr: 4.000e-02, eta: 1 day, 13:11:41, time: 1.757, data_time: 0.006, memory: 6924, loss_aux: 1.2808, top1_acc: 0.4785, top5_acc: 0.7146, loss_cls: 2.2955, loss: 3.5762, grad_norm: 3.3098 2020-09-12 00:38:04,566 - mmaction - INFO - Epoch [73][460/940] lr: 4.000e-02, eta: 1 day, 13:11:04, time: 1.790, data_time: 0.007, memory: 6924, loss_aux: 1.3166, top1_acc: 0.4748, top5_acc: 0.7145, loss_cls: 2.3267, loss: 3.6432, grad_norm: 3.3641 2020-09-12 00:38:39,640 - mmaction - INFO - Epoch [73][480/940] lr: 4.000e-02, eta: 1 day, 13:10:25, time: 1.756, data_time: 0.007, memory: 6924, loss_aux: 1.2937, top1_acc: 0.4715, top5_acc: 0.7170, loss_cls: 2.3111, loss: 3.6048, grad_norm: 3.3909 2020-09-12 00:39:14,741 - mmaction - INFO - Epoch [73][500/940] lr: 4.000e-02, eta: 1 day, 13:09:47, time: 1.751, data_time: 0.006, memory: 6924, loss_aux: 1.2979, top1_acc: 0.4586, top5_acc: 0.7131, loss_cls: 2.3430, loss: 3.6408, grad_norm: 3.3637 2020-09-12 00:39:49,785 - mmaction - INFO - Epoch [73][520/940] lr: 4.000e-02, eta: 1 day, 13:09:08, time: 1.756, data_time: 0.008, memory: 6924, loss_aux: 1.3050, top1_acc: 0.4740, top5_acc: 0.7068, loss_cls: 2.3388, loss: 3.6438, grad_norm: 3.3226 2020-09-12 00:40:25,408 - mmaction - INFO - Epoch [73][540/940] lr: 4.000e-02, eta: 1 day, 13:08:30, time: 1.780, data_time: 0.006, memory: 6924, loss_aux: 1.2773, top1_acc: 0.4770, top5_acc: 0.7113, loss_cls: 2.3065, loss: 3.5838, grad_norm: 3.3291 2020-09-12 00:41:00,240 - mmaction - INFO - Epoch [73][560/940] lr: 4.000e-02, eta: 1 day, 13:07:51, time: 1.743, data_time: 0.006, memory: 6924, loss_aux: 1.2759, top1_acc: 0.4832, top5_acc: 0.7186, loss_cls: 2.2825, loss: 3.5585, grad_norm: 3.3695 2020-09-12 00:41:36,438 - mmaction - INFO - Epoch [73][580/940] lr: 4.000e-02, eta: 1 day, 13:07:14, time: 1.807, data_time: 0.006, memory: 6924, loss_aux: 1.3425, top1_acc: 0.4598, top5_acc: 0.6969, loss_cls: 2.4076, loss: 3.7502, grad_norm: 3.3693 2020-09-12 00:42:11,303 - mmaction - INFO - Epoch [73][600/940] lr: 4.000e-02, eta: 1 day, 13:06:35, time: 1.744, data_time: 0.007, memory: 6924, loss_aux: 1.2944, top1_acc: 0.4693, top5_acc: 0.7193, loss_cls: 2.3067, loss: 3.6011, grad_norm: 3.3199 2020-09-12 00:42:46,467 - mmaction - INFO - Epoch [73][620/940] lr: 4.000e-02, eta: 1 day, 13:05:57, time: 1.759, data_time: 0.006, memory: 6924, loss_aux: 1.2897, top1_acc: 0.4785, top5_acc: 0.7145, loss_cls: 2.2988, loss: 3.5885, grad_norm: 3.2909 2020-09-12 00:43:21,911 - mmaction - INFO - Epoch [73][640/940] lr: 4.000e-02, eta: 1 day, 13:05:19, time: 1.773, data_time: 0.006, memory: 6924, loss_aux: 1.3324, top1_acc: 0.4576, top5_acc: 0.6963, loss_cls: 2.3992, loss: 3.7316, grad_norm: 3.3326 2020-09-12 00:43:57,383 - mmaction - INFO - Epoch [73][660/940] lr: 4.000e-02, eta: 1 day, 13:04:41, time: 1.772, data_time: 0.006, memory: 6924, loss_aux: 1.2874, top1_acc: 0.4773, top5_acc: 0.7107, loss_cls: 2.3107, loss: 3.5981, grad_norm: 3.3153 2020-09-12 00:44:32,210 - mmaction - INFO - Epoch [73][680/940] lr: 4.000e-02, eta: 1 day, 13:04:02, time: 1.743, data_time: 0.006, memory: 6924, loss_aux: 1.3146, top1_acc: 0.4658, top5_acc: 0.7057, loss_cls: 2.3541, loss: 3.6687, grad_norm: 3.3494 2020-09-12 00:45:07,877 - mmaction - INFO - Epoch [73][700/940] lr: 4.000e-02, eta: 1 day, 13:03:24, time: 1.782, data_time: 0.006, memory: 6924, loss_aux: 1.2851, top1_acc: 0.4758, top5_acc: 0.7182, loss_cls: 2.2969, loss: 3.5820, grad_norm: 3.3483 2020-09-12 00:45:43,567 - mmaction - INFO - Epoch [73][720/940] lr: 4.000e-02, eta: 1 day, 13:02:46, time: 1.786, data_time: 0.006, memory: 6924, loss_aux: 1.2935, top1_acc: 0.4652, top5_acc: 0.7107, loss_cls: 2.3162, loss: 3.6097, grad_norm: 3.3386 2020-09-12 00:46:17,942 - mmaction - INFO - Epoch [73][740/940] lr: 4.000e-02, eta: 1 day, 13:02:07, time: 1.719, data_time: 0.003, memory: 6924, loss_aux: 1.3049, top1_acc: 0.4646, top5_acc: 0.7027, loss_cls: 2.3462, loss: 3.6511, grad_norm: 3.3314 2020-09-12 00:46:53,629 - mmaction - INFO - Epoch [73][760/940] lr: 4.000e-02, eta: 1 day, 13:01:29, time: 1.782, data_time: 0.005, memory: 6924, loss_aux: 1.3291, top1_acc: 0.4598, top5_acc: 0.7098, loss_cls: 2.3662, loss: 3.6953, grad_norm: 3.3791 2020-09-12 00:47:28,582 - mmaction - INFO - Epoch [73][780/940] lr: 4.000e-02, eta: 1 day, 13:00:50, time: 1.749, data_time: 0.006, memory: 6924, loss_aux: 1.3148, top1_acc: 0.4764, top5_acc: 0.6990, loss_cls: 2.3522, loss: 3.6670, grad_norm: 3.4572 2020-09-12 00:48:05,080 - mmaction - INFO - Epoch [73][800/940] lr: 4.000e-02, eta: 1 day, 13:00:13, time: 1.823, data_time: 0.007, memory: 6924, loss_aux: 1.3203, top1_acc: 0.4684, top5_acc: 0.7023, loss_cls: 2.3656, loss: 3.6859, grad_norm: 3.3634 2020-09-12 00:48:41,097 - mmaction - INFO - Epoch [73][820/940] lr: 4.000e-02, eta: 1 day, 12:59:36, time: 1.803, data_time: 0.006, memory: 6924, loss_aux: 1.3402, top1_acc: 0.4562, top5_acc: 0.6936, loss_cls: 2.4136, loss: 3.7537, grad_norm: 3.3828 2020-09-12 00:49:16,528 - mmaction - INFO - Epoch [73][840/940] lr: 4.000e-02, eta: 1 day, 12:58:58, time: 1.770, data_time: 0.007, memory: 6924, loss_aux: 1.3176, top1_acc: 0.4666, top5_acc: 0.7082, loss_cls: 2.3426, loss: 3.6602, grad_norm: 3.2843 2020-09-12 00:49:51,156 - mmaction - INFO - Epoch [73][860/940] lr: 4.000e-02, eta: 1 day, 12:58:19, time: 1.734, data_time: 0.006, memory: 6924, loss_aux: 1.2875, top1_acc: 0.4811, top5_acc: 0.7148, loss_cls: 2.3026, loss: 3.5902, grad_norm: 3.2890 2020-09-12 00:50:26,601 - mmaction - INFO - Epoch [73][880/940] lr: 4.000e-02, eta: 1 day, 12:57:41, time: 1.769, data_time: 0.005, memory: 6924, loss_aux: 1.3037, top1_acc: 0.4730, top5_acc: 0.7125, loss_cls: 2.2936, loss: 3.5973, grad_norm: 3.3182 2020-09-12 00:51:01,418 - mmaction - INFO - Epoch [73][900/940] lr: 4.000e-02, eta: 1 day, 12:57:02, time: 1.743, data_time: 0.006, memory: 6924, loss_aux: 1.3038, top1_acc: 0.4734, top5_acc: 0.7119, loss_cls: 2.3141, loss: 3.6179, grad_norm: 3.3686 2020-09-12 00:51:36,583 - mmaction - INFO - Epoch [73][920/940] lr: 4.000e-02, eta: 1 day, 12:56:24, time: 1.756, data_time: 0.007, memory: 6924, loss_aux: 1.3069, top1_acc: 0.4553, top5_acc: 0.7141, loss_cls: 2.3331, loss: 3.6400, grad_norm: 3.3801 2020-09-12 00:52:10,490 - mmaction - INFO - Epoch [73][940/940] lr: 4.000e-02, eta: 1 day, 12:55:44, time: 1.693, data_time: 0.006, memory: 6924, loss_aux: 1.3144, top1_acc: 0.4663, top5_acc: 0.7023, loss_cls: 2.3573, loss: 3.6717, grad_norm: 3.4110 2020-09-12 00:52:10,879 - mmaction - INFO - Saving checkpoint at 73 epochs 2020-09-12 00:52:54,107 - mmaction - INFO - Epoch [74][20/940] lr: 4.000e-02, eta: 1 day, 12:55:10, time: 1.982, data_time: 0.527, memory: 6924, loss_aux: 1.2907, top1_acc: 0.4703, top5_acc: 0.7174, loss_cls: 2.3078, loss: 3.5985, grad_norm: 3.2752 2020-09-12 00:53:27,705 - mmaction - INFO - Epoch [74][40/940] lr: 4.000e-02, eta: 1 day, 12:54:30, time: 1.682, data_time: 0.006, memory: 6924, loss_aux: 1.3071, top1_acc: 0.4670, top5_acc: 0.7104, loss_cls: 2.3424, loss: 3.6495, grad_norm: 3.3616 2020-09-12 00:54:02,540 - mmaction - INFO - Epoch [74][60/940] lr: 4.000e-02, eta: 1 day, 12:53:51, time: 1.740, data_time: 0.005, memory: 6924, loss_aux: 1.3058, top1_acc: 0.4715, top5_acc: 0.7121, loss_cls: 2.3169, loss: 3.6227, grad_norm: 3.3450 2020-09-12 00:54:38,151 - mmaction - INFO - Epoch [74][80/940] lr: 4.000e-02, eta: 1 day, 12:53:13, time: 1.783, data_time: 0.007, memory: 6924, loss_aux: 1.2836, top1_acc: 0.4791, top5_acc: 0.7234, loss_cls: 2.2710, loss: 3.5545, grad_norm: 3.3481 2020-09-12 00:55:12,373 - mmaction - INFO - Epoch [74][100/940] lr: 4.000e-02, eta: 1 day, 12:52:34, time: 1.710, data_time: 0.005, memory: 6924, loss_aux: 1.2898, top1_acc: 0.4729, top5_acc: 0.7084, loss_cls: 2.3034, loss: 3.5932, grad_norm: 3.2722 2020-09-12 00:55:46,735 - mmaction - INFO - Epoch [74][120/940] lr: 4.000e-02, eta: 1 day, 12:51:55, time: 1.719, data_time: 0.005, memory: 6924, loss_aux: 1.2698, top1_acc: 0.4836, top5_acc: 0.7264, loss_cls: 2.2596, loss: 3.5295, grad_norm: 3.3146 2020-09-12 00:56:21,794 - mmaction - INFO - Epoch [74][140/940] lr: 4.000e-02, eta: 1 day, 12:51:16, time: 1.751, data_time: 0.006, memory: 6924, loss_aux: 1.2934, top1_acc: 0.4818, top5_acc: 0.7199, loss_cls: 2.2996, loss: 3.5930, grad_norm: 3.3617 2020-09-12 00:56:57,248 - mmaction - INFO - Epoch [74][160/940] lr: 4.000e-02, eta: 1 day, 12:50:38, time: 1.774, data_time: 0.006, memory: 6924, loss_aux: 1.2932, top1_acc: 0.4775, top5_acc: 0.7133, loss_cls: 2.3209, loss: 3.6142, grad_norm: 3.3117 2020-09-12 00:57:32,690 - mmaction - INFO - Epoch [74][180/940] lr: 4.000e-02, eta: 1 day, 12:50:00, time: 1.772, data_time: 0.003, memory: 6924, loss_aux: 1.2871, top1_acc: 0.4779, top5_acc: 0.7191, loss_cls: 2.2956, loss: 3.5827, grad_norm: 3.3614 2020-09-12 00:58:08,194 - mmaction - INFO - Epoch [74][200/940] lr: 4.000e-02, eta: 1 day, 12:49:22, time: 1.774, data_time: 0.006, memory: 6924, loss_aux: 1.3083, top1_acc: 0.4660, top5_acc: 0.7061, loss_cls: 2.3367, loss: 3.6450, grad_norm: 3.3669 2020-09-12 00:58:43,466 - mmaction - INFO - Epoch [74][220/940] lr: 4.000e-02, eta: 1 day, 12:48:44, time: 1.766, data_time: 0.006, memory: 6924, loss_aux: 1.2905, top1_acc: 0.4777, top5_acc: 0.7141, loss_cls: 2.2808, loss: 3.5713, grad_norm: 3.3559 2020-09-12 00:59:19,563 - mmaction - INFO - Epoch [74][240/940] lr: 4.000e-02, eta: 1 day, 12:48:07, time: 1.803, data_time: 0.006, memory: 6924, loss_aux: 1.3088, top1_acc: 0.4672, top5_acc: 0.6980, loss_cls: 2.3612, loss: 3.6700, grad_norm: 3.3437 2020-09-12 00:59:54,614 - mmaction - INFO - Epoch [74][260/940] lr: 4.000e-02, eta: 1 day, 12:47:28, time: 1.755, data_time: 0.006, memory: 6924, loss_aux: 1.2677, top1_acc: 0.4781, top5_acc: 0.7207, loss_cls: 2.2797, loss: 3.5474, grad_norm: 3.3459 2020-09-12 01:00:34,876 - mmaction - INFO - Epoch [74][280/940] lr: 4.000e-02, eta: 1 day, 12:46:55, time: 2.005, data_time: 0.005, memory: 6924, loss_aux: 1.2722, top1_acc: 0.4879, top5_acc: 0.7195, loss_cls: 2.2548, loss: 3.5270, grad_norm: 3.3258 2020-09-12 01:01:08,803 - mmaction - INFO - Epoch [74][300/940] lr: 4.000e-02, eta: 1 day, 12:46:15, time: 1.703, data_time: 0.024, memory: 6924, loss_aux: 1.3335, top1_acc: 0.4666, top5_acc: 0.6998, loss_cls: 2.3796, loss: 3.7131, grad_norm: 3.3734 2020-09-12 01:01:43,791 - mmaction - INFO - Epoch [74][320/940] lr: 4.000e-02, eta: 1 day, 12:45:37, time: 1.748, data_time: 0.008, memory: 6924, loss_aux: 1.2805, top1_acc: 0.4889, top5_acc: 0.7207, loss_cls: 2.2781, loss: 3.5586, grad_norm: 3.3218 2020-09-12 01:02:20,048 - mmaction - INFO - Epoch [74][340/940] lr: 4.000e-02, eta: 1 day, 12:45:00, time: 1.814, data_time: 0.006, memory: 6924, loss_aux: 1.2868, top1_acc: 0.4750, top5_acc: 0.7203, loss_cls: 2.3111, loss: 3.5979, grad_norm: 3.2836 2020-09-12 01:02:54,939 - mmaction - INFO - Epoch [74][360/940] lr: 4.000e-02, eta: 1 day, 12:44:21, time: 1.743, data_time: 0.007, memory: 6924, loss_aux: 1.3099, top1_acc: 0.4695, top5_acc: 0.7063, loss_cls: 2.3561, loss: 3.6660, grad_norm: 3.3614 2020-09-12 01:03:30,863 - mmaction - INFO - Epoch [74][380/940] lr: 4.000e-02, eta: 1 day, 12:43:43, time: 1.796, data_time: 0.006, memory: 6924, loss_aux: 1.2781, top1_acc: 0.4854, top5_acc: 0.7197, loss_cls: 2.2841, loss: 3.5622, grad_norm: 3.3407 2020-09-12 01:04:05,606 - mmaction - INFO - Epoch [74][400/940] lr: 4.000e-02, eta: 1 day, 12:43:05, time: 1.738, data_time: 0.006, memory: 6924, loss_aux: 1.3214, top1_acc: 0.4664, top5_acc: 0.7002, loss_cls: 2.3577, loss: 3.6791, grad_norm: 3.3378 2020-09-12 01:04:41,866 - mmaction - INFO - Epoch [74][420/940] lr: 4.000e-02, eta: 1 day, 12:42:27, time: 1.812, data_time: 0.006, memory: 6924, loss_aux: 1.2906, top1_acc: 0.4729, top5_acc: 0.7158, loss_cls: 2.3131, loss: 3.6037, grad_norm: 3.3942 2020-09-12 01:05:16,810 - mmaction - INFO - Epoch [74][440/940] lr: 4.000e-02, eta: 1 day, 12:41:49, time: 1.747, data_time: 0.005, memory: 6924, loss_aux: 1.3040, top1_acc: 0.4682, top5_acc: 0.7000, loss_cls: 2.3577, loss: 3.6617, grad_norm: 3.3619 2020-09-12 01:05:51,749 - mmaction - INFO - Epoch [74][460/940] lr: 4.000e-02, eta: 1 day, 12:41:10, time: 1.748, data_time: 0.006, memory: 6924, loss_aux: 1.3250, top1_acc: 0.4684, top5_acc: 0.7008, loss_cls: 2.3774, loss: 3.7025, grad_norm: 3.3919 2020-09-12 01:06:27,879 - mmaction - INFO - Epoch [74][480/940] lr: 4.000e-02, eta: 1 day, 12:40:33, time: 1.806, data_time: 0.006, memory: 6924, loss_aux: 1.3009, top1_acc: 0.4734, top5_acc: 0.7121, loss_cls: 2.3323, loss: 3.6332, grad_norm: 3.3464 2020-09-12 01:07:03,524 - mmaction - INFO - Epoch [74][500/940] lr: 4.000e-02, eta: 1 day, 12:39:55, time: 1.783, data_time: 0.006, memory: 6924, loss_aux: 1.3006, top1_acc: 0.4766, top5_acc: 0.7066, loss_cls: 2.3272, loss: 3.6278, grad_norm: 3.2811 2020-09-12 01:07:38,453 - mmaction - INFO - Epoch [74][520/940] lr: 4.000e-02, eta: 1 day, 12:39:16, time: 1.744, data_time: 0.006, memory: 6924, loss_aux: 1.2897, top1_acc: 0.4738, top5_acc: 0.7027, loss_cls: 2.3341, loss: 3.6238, grad_norm: 3.3431 2020-09-12 01:08:14,364 - mmaction - INFO - Epoch [74][540/940] lr: 4.000e-02, eta: 1 day, 12:38:39, time: 1.798, data_time: 0.007, memory: 6924, loss_aux: 1.2765, top1_acc: 0.4719, top5_acc: 0.7164, loss_cls: 2.2812, loss: 3.5577, grad_norm: 3.3234 2020-09-12 01:08:49,127 - mmaction - INFO - Epoch [74][560/940] lr: 4.000e-02, eta: 1 day, 12:38:00, time: 1.736, data_time: 0.006, memory: 6924, loss_aux: 1.2870, top1_acc: 0.4740, top5_acc: 0.7135, loss_cls: 2.2998, loss: 3.5868, grad_norm: 3.3092 2020-09-12 01:09:23,813 - mmaction - INFO - Epoch [74][580/940] lr: 4.000e-02, eta: 1 day, 12:37:21, time: 1.736, data_time: 0.006, memory: 6924, loss_aux: 1.2982, top1_acc: 0.4771, top5_acc: 0.7072, loss_cls: 2.3355, loss: 3.6337, grad_norm: 3.3410 2020-09-12 01:10:00,110 - mmaction - INFO - Epoch [74][600/940] lr: 4.000e-02, eta: 1 day, 12:36:44, time: 1.814, data_time: 0.007, memory: 6924, loss_aux: 1.2722, top1_acc: 0.4842, top5_acc: 0.7254, loss_cls: 2.2616, loss: 3.5338, grad_norm: 3.3430 2020-09-12 01:10:34,955 - mmaction - INFO - Epoch [74][620/940] lr: 4.000e-02, eta: 1 day, 12:36:05, time: 1.743, data_time: 0.005, memory: 6924, loss_aux: 1.2879, top1_acc: 0.4754, top5_acc: 0.7168, loss_cls: 2.2992, loss: 3.5871, grad_norm: 3.3240 2020-09-12 01:11:10,706 - mmaction - INFO - Epoch [74][640/940] lr: 4.000e-02, eta: 1 day, 12:35:28, time: 1.786, data_time: 0.007, memory: 6924, loss_aux: 1.2700, top1_acc: 0.4836, top5_acc: 0.7189, loss_cls: 2.2598, loss: 3.5298, grad_norm: 3.3423 2020-09-12 01:11:46,357 - mmaction - INFO - Epoch [74][660/940] lr: 4.000e-02, eta: 1 day, 12:34:50, time: 1.784, data_time: 0.006, memory: 6924, loss_aux: 1.3046, top1_acc: 0.4721, top5_acc: 0.7090, loss_cls: 2.3246, loss: 3.6292, grad_norm: 3.3193 2020-09-12 01:12:21,568 - mmaction - INFO - Epoch [74][680/940] lr: 4.000e-02, eta: 1 day, 12:34:11, time: 1.758, data_time: 0.006, memory: 6924, loss_aux: 1.2934, top1_acc: 0.4764, top5_acc: 0.7135, loss_cls: 2.3059, loss: 3.5993, grad_norm: 3.3435 2020-09-12 01:12:56,976 - mmaction - INFO - Epoch [74][700/940] lr: 4.000e-02, eta: 1 day, 12:33:33, time: 1.771, data_time: 0.007, memory: 6924, loss_aux: 1.3090, top1_acc: 0.4658, top5_acc: 0.7021, loss_cls: 2.3454, loss: 3.6544, grad_norm: 3.3441 2020-09-12 01:13:32,248 - mmaction - INFO - Epoch [74][720/940] lr: 4.000e-02, eta: 1 day, 12:32:55, time: 1.765, data_time: 0.006, memory: 6924, loss_aux: 1.3087, top1_acc: 0.4637, top5_acc: 0.7146, loss_cls: 2.3383, loss: 3.6471, grad_norm: 3.3499 2020-09-12 01:14:07,139 - mmaction - INFO - Epoch [74][740/940] lr: 4.000e-02, eta: 1 day, 12:32:17, time: 1.743, data_time: 0.006, memory: 6924, loss_aux: 1.2995, top1_acc: 0.4762, top5_acc: 0.7143, loss_cls: 2.3199, loss: 3.6194, grad_norm: 3.3278 2020-09-12 01:14:42,473 - mmaction - INFO - Epoch [74][760/940] lr: 4.000e-02, eta: 1 day, 12:31:38, time: 1.769, data_time: 0.006, memory: 6924, loss_aux: 1.3067, top1_acc: 0.4666, top5_acc: 0.7051, loss_cls: 2.3408, loss: 3.6475, grad_norm: 3.3514 2020-09-12 01:15:17,620 - mmaction - INFO - Epoch [74][780/940] lr: 4.000e-02, eta: 1 day, 12:31:00, time: 1.754, data_time: 0.005, memory: 6924, loss_aux: 1.3009, top1_acc: 0.4781, top5_acc: 0.7104, loss_cls: 2.3131, loss: 3.6140, grad_norm: 3.3555 2020-09-12 01:15:52,813 - mmaction - INFO - Epoch [74][800/940] lr: 4.000e-02, eta: 1 day, 12:30:22, time: 1.762, data_time: 0.007, memory: 6924, loss_aux: 1.3063, top1_acc: 0.4656, top5_acc: 0.7078, loss_cls: 2.3382, loss: 3.6445, grad_norm: 3.3513 2020-09-12 01:16:28,191 - mmaction - INFO - Epoch [74][820/940] lr: 4.000e-02, eta: 1 day, 12:29:44, time: 1.768, data_time: 0.007, memory: 6924, loss_aux: 1.3031, top1_acc: 0.4680, top5_acc: 0.7127, loss_cls: 2.3429, loss: 3.6460, grad_norm: 3.3176 2020-09-12 01:17:03,678 - mmaction - INFO - Epoch [74][840/940] lr: 4.000e-02, eta: 1 day, 12:29:06, time: 1.775, data_time: 0.005, memory: 6924, loss_aux: 1.2714, top1_acc: 0.4814, top5_acc: 0.7211, loss_cls: 2.2687, loss: 3.5400, grad_norm: 3.3368 2020-09-12 01:17:39,250 - mmaction - INFO - Epoch [74][860/940] lr: 4.000e-02, eta: 1 day, 12:28:28, time: 1.777, data_time: 0.006, memory: 6924, loss_aux: 1.2960, top1_acc: 0.4826, top5_acc: 0.7125, loss_cls: 2.2960, loss: 3.5920, grad_norm: 3.3759 2020-09-12 01:18:14,672 - mmaction - INFO - Epoch [74][880/940] lr: 4.000e-02, eta: 1 day, 12:27:50, time: 1.773, data_time: 0.006, memory: 6924, loss_aux: 1.2908, top1_acc: 0.4752, top5_acc: 0.7092, loss_cls: 2.3068, loss: 3.5976, grad_norm: 3.2793 2020-09-12 01:18:50,832 - mmaction - INFO - Epoch [74][900/940] lr: 4.000e-02, eta: 1 day, 12:27:12, time: 1.807, data_time: 0.007, memory: 6924, loss_aux: 1.3116, top1_acc: 0.4658, top5_acc: 0.7014, loss_cls: 2.3494, loss: 3.6610, grad_norm: 3.3614 2020-09-12 01:19:25,421 - mmaction - INFO - Epoch [74][920/940] lr: 4.000e-02, eta: 1 day, 12:26:34, time: 1.730, data_time: 0.005, memory: 6924, loss_aux: 1.2937, top1_acc: 0.4770, top5_acc: 0.7063, loss_cls: 2.3254, loss: 3.6191, grad_norm: 3.3283 2020-09-12 01:20:00,256 - mmaction - INFO - Epoch [74][940/940] lr: 4.000e-02, eta: 1 day, 12:25:55, time: 1.740, data_time: 0.006, memory: 6924, loss_aux: 1.3116, top1_acc: 0.4616, top5_acc: 0.7070, loss_cls: 2.3409, loss: 3.6526, grad_norm: 3.3435 2020-09-12 01:20:00,827 - mmaction - INFO - Saving checkpoint at 74 epochs 2020-09-12 01:20:49,954 - mmaction - INFO - Epoch [75][20/940] lr: 4.000e-02, eta: 1 day, 12:25:24, time: 2.129, data_time: 0.789, memory: 6924, loss_aux: 1.2935, top1_acc: 0.4801, top5_acc: 0.7184, loss_cls: 2.2903, loss: 3.5838, grad_norm: 3.2709 2020-09-12 01:21:22,737 - mmaction - INFO - Epoch [75][40/940] lr: 4.000e-02, eta: 1 day, 12:24:43, time: 1.641, data_time: 0.006, memory: 6924, loss_aux: 1.2926, top1_acc: 0.4730, top5_acc: 0.7182, loss_cls: 2.3062, loss: 3.5988, grad_norm: 3.3378 2020-09-12 01:21:56,692 - mmaction - INFO - Epoch [75][60/940] lr: 4.000e-02, eta: 1 day, 12:24:04, time: 1.695, data_time: 0.006, memory: 6924, loss_aux: 1.2957, top1_acc: 0.4703, top5_acc: 0.7146, loss_cls: 2.3078, loss: 3.6035, grad_norm: 3.3228 2020-09-12 01:22:31,565 - mmaction - INFO - Epoch [75][80/940] lr: 4.000e-02, eta: 1 day, 12:23:25, time: 1.745, data_time: 0.006, memory: 6924, loss_aux: 1.2896, top1_acc: 0.4752, top5_acc: 0.7113, loss_cls: 2.2941, loss: 3.5837, grad_norm: 3.2964 2020-09-12 01:23:06,997 - mmaction - INFO - Epoch [75][100/940] lr: 4.000e-02, eta: 1 day, 12:22:47, time: 1.771, data_time: 0.003, memory: 6924, loss_aux: 1.2733, top1_acc: 0.4898, top5_acc: 0.7211, loss_cls: 2.2540, loss: 3.5273, grad_norm: 3.3438 2020-09-12 01:23:42,389 - mmaction - INFO - Epoch [75][120/940] lr: 4.000e-02, eta: 1 day, 12:22:09, time: 1.771, data_time: 0.005, memory: 6924, loss_aux: 1.2869, top1_acc: 0.4854, top5_acc: 0.7162, loss_cls: 2.2718, loss: 3.5587, grad_norm: 3.3362 2020-09-12 01:24:18,159 - mmaction - INFO - Epoch [75][140/940] lr: 4.000e-02, eta: 1 day, 12:21:31, time: 1.787, data_time: 0.008, memory: 6924, loss_aux: 1.2914, top1_acc: 0.4789, top5_acc: 0.7154, loss_cls: 2.3031, loss: 3.5945, grad_norm: 3.3416 2020-09-12 01:24:52,725 - mmaction - INFO - Epoch [75][160/940] lr: 4.000e-02, eta: 1 day, 12:20:53, time: 1.730, data_time: 0.006, memory: 6924, loss_aux: 1.3014, top1_acc: 0.4832, top5_acc: 0.7182, loss_cls: 2.3135, loss: 3.6149, grad_norm: 3.3080 2020-09-12 01:25:27,758 - mmaction - INFO - Epoch [75][180/940] lr: 4.000e-02, eta: 1 day, 12:20:14, time: 1.749, data_time: 0.006, memory: 6924, loss_aux: 1.2751, top1_acc: 0.4832, top5_acc: 0.7219, loss_cls: 2.2534, loss: 3.5285, grad_norm: 3.3449 2020-09-12 01:26:02,869 - mmaction - INFO - Epoch [75][200/940] lr: 4.000e-02, eta: 1 day, 12:19:36, time: 1.758, data_time: 0.006, memory: 6924, loss_aux: 1.2962, top1_acc: 0.4814, top5_acc: 0.7158, loss_cls: 2.3022, loss: 3.5983, grad_norm: 3.3116 2020-09-12 01:26:38,226 - mmaction - INFO - Epoch [75][220/940] lr: 4.000e-02, eta: 1 day, 12:18:58, time: 1.766, data_time: 0.006, memory: 6924, loss_aux: 1.2991, top1_acc: 0.4828, top5_acc: 0.7119, loss_cls: 2.3010, loss: 3.6000, grad_norm: 3.3680 2020-09-12 01:27:13,685 - mmaction - INFO - Epoch [75][240/940] lr: 4.000e-02, eta: 1 day, 12:18:20, time: 1.774, data_time: 0.006, memory: 6924, loss_aux: 1.2779, top1_acc: 0.4787, top5_acc: 0.7225, loss_cls: 2.2905, loss: 3.5684, grad_norm: 3.3503 2020-09-12 01:27:48,745 - mmaction - INFO - Epoch [75][260/940] lr: 4.000e-02, eta: 1 day, 12:17:41, time: 1.752, data_time: 0.006, memory: 6924, loss_aux: 1.2917, top1_acc: 0.4732, top5_acc: 0.7141, loss_cls: 2.3027, loss: 3.5944, grad_norm: 3.3934 2020-09-12 01:28:24,672 - mmaction - INFO - Epoch [75][280/940] lr: 4.000e-02, eta: 1 day, 12:17:04, time: 1.797, data_time: 0.006, memory: 6924, loss_aux: 1.3064, top1_acc: 0.4668, top5_acc: 0.6982, loss_cls: 2.3462, loss: 3.6526, grad_norm: 3.3671 2020-09-12 01:29:00,033 - mmaction - INFO - Epoch [75][300/940] lr: 4.000e-02, eta: 1 day, 12:16:26, time: 1.767, data_time: 0.006, memory: 6924, loss_aux: 1.2901, top1_acc: 0.4768, top5_acc: 0.7064, loss_cls: 2.3132, loss: 3.6033, grad_norm: 3.2898 2020-09-12 01:29:36,000 - mmaction - INFO - Epoch [75][320/940] lr: 4.000e-02, eta: 1 day, 12:15:48, time: 1.800, data_time: 0.006, memory: 6924, loss_aux: 1.2826, top1_acc: 0.4805, top5_acc: 0.7176, loss_cls: 2.2762, loss: 3.5588, grad_norm: 3.3414 2020-09-12 01:30:11,052 - mmaction - INFO - Epoch [75][340/940] lr: 4.000e-02, eta: 1 day, 12:15:10, time: 1.752, data_time: 0.006, memory: 6924, loss_aux: 1.2825, top1_acc: 0.4814, top5_acc: 0.7141, loss_cls: 2.2835, loss: 3.5660, grad_norm: 3.3620 2020-09-12 01:30:46,663 - mmaction - INFO - Epoch [75][360/940] lr: 4.000e-02, eta: 1 day, 12:14:32, time: 1.781, data_time: 0.003, memory: 6924, loss_aux: 1.2794, top1_acc: 0.4820, top5_acc: 0.7229, loss_cls: 2.2499, loss: 3.5293, grad_norm: 3.3838 2020-09-12 01:31:22,509 - mmaction - INFO - Epoch [75][380/940] lr: 4.000e-02, eta: 1 day, 12:13:54, time: 1.791, data_time: 0.006, memory: 6924, loss_aux: 1.2914, top1_acc: 0.4717, top5_acc: 0.7168, loss_cls: 2.2984, loss: 3.5898, grad_norm: 3.4179 2020-09-12 01:31:57,186 - mmaction - INFO - Epoch [75][400/940] lr: 4.000e-02, eta: 1 day, 12:13:16, time: 1.735, data_time: 0.005, memory: 6924, loss_aux: 1.2554, top1_acc: 0.4855, top5_acc: 0.7225, loss_cls: 2.2439, loss: 3.4993, grad_norm: 3.3560 2020-09-12 01:32:32,461 - mmaction - INFO - Epoch [75][420/940] lr: 4.000e-02, eta: 1 day, 12:12:37, time: 1.764, data_time: 0.007, memory: 6924, loss_aux: 1.2909, top1_acc: 0.4660, top5_acc: 0.7127, loss_cls: 2.2984, loss: 3.5893, grad_norm: 3.3734 2020-09-12 01:33:07,376 - mmaction - INFO - Epoch [75][440/940] lr: 4.000e-02, eta: 1 day, 12:11:59, time: 1.746, data_time: 0.003, memory: 6924, loss_aux: 1.3069, top1_acc: 0.4717, top5_acc: 0.7098, loss_cls: 2.3108, loss: 3.6176, grad_norm: 3.3402 2020-09-12 01:33:43,240 - mmaction - INFO - Epoch [75][460/940] lr: 4.000e-02, eta: 1 day, 12:11:21, time: 1.792, data_time: 0.007, memory: 6924, loss_aux: 1.2887, top1_acc: 0.4723, top5_acc: 0.7129, loss_cls: 2.3042, loss: 3.5928, grad_norm: 3.4194 2020-09-12 01:34:18,538 - mmaction - INFO - Epoch [75][480/940] lr: 4.000e-02, eta: 1 day, 12:10:43, time: 1.766, data_time: 0.005, memory: 6924, loss_aux: 1.3034, top1_acc: 0.4773, top5_acc: 0.7084, loss_cls: 2.3478, loss: 3.6511, grad_norm: 3.4356 2020-09-12 01:34:54,122 - mmaction - INFO - Epoch [75][500/940] lr: 4.000e-02, eta: 1 day, 12:10:05, time: 1.778, data_time: 0.006, memory: 6924, loss_aux: 1.3026, top1_acc: 0.4678, top5_acc: 0.7109, loss_cls: 2.3455, loss: 3.6481, grad_norm: 3.4045 2020-09-12 01:35:27,476 - mmaction - INFO - Epoch [75][520/940] lr: 4.000e-02, eta: 1 day, 12:09:25, time: 1.668, data_time: 0.005, memory: 6924, loss_aux: 1.3151, top1_acc: 0.4689, top5_acc: 0.7059, loss_cls: 2.3446, loss: 3.6597, grad_norm: 3.3672 2020-09-12 01:36:01,637 - mmaction - INFO - Epoch [75][540/940] lr: 4.000e-02, eta: 1 day, 12:08:46, time: 1.710, data_time: 0.006, memory: 6924, loss_aux: 1.3108, top1_acc: 0.4699, top5_acc: 0.7107, loss_cls: 2.3328, loss: 3.6437, grad_norm: 3.3328 2020-09-12 01:36:36,896 - mmaction - INFO - Epoch [75][560/940] lr: 4.000e-02, eta: 1 day, 12:08:08, time: 1.762, data_time: 0.006, memory: 6924, loss_aux: 1.2885, top1_acc: 0.4725, top5_acc: 0.7127, loss_cls: 2.3012, loss: 3.5897, grad_norm: 3.3608 2020-09-12 01:37:12,414 - mmaction - INFO - Epoch [75][580/940] lr: 4.000e-02, eta: 1 day, 12:07:30, time: 1.778, data_time: 0.006, memory: 6924, loss_aux: 1.3176, top1_acc: 0.4740, top5_acc: 0.7066, loss_cls: 2.3608, loss: 3.6784, grad_norm: 3.2922 2020-09-12 01:37:48,489 - mmaction - INFO - Epoch [75][600/940] lr: 4.000e-02, eta: 1 day, 12:06:53, time: 1.802, data_time: 0.006, memory: 6924, loss_aux: 1.2981, top1_acc: 0.4756, top5_acc: 0.7117, loss_cls: 2.3193, loss: 3.6174, grad_norm: 3.3282 2020-09-12 01:38:23,192 - mmaction - INFO - Epoch [75][620/940] lr: 4.000e-02, eta: 1 day, 12:06:14, time: 1.737, data_time: 0.005, memory: 6924, loss_aux: 1.2980, top1_acc: 0.4752, top5_acc: 0.7115, loss_cls: 2.3111, loss: 3.6091, grad_norm: 3.3609 2020-09-12 01:38:59,348 - mmaction - INFO - Epoch [75][640/940] lr: 4.000e-02, eta: 1 day, 12:05:37, time: 1.806, data_time: 0.006, memory: 6924, loss_aux: 1.2679, top1_acc: 0.4850, top5_acc: 0.7215, loss_cls: 2.2368, loss: 3.5046, grad_norm: 3.3955 2020-09-12 01:39:34,324 - mmaction - INFO - Epoch [75][660/940] lr: 4.000e-02, eta: 1 day, 12:04:58, time: 1.751, data_time: 0.006, memory: 6924, loss_aux: 1.3021, top1_acc: 0.4695, top5_acc: 0.7111, loss_cls: 2.3286, loss: 3.6307, grad_norm: 3.3361 2020-09-12 01:40:09,565 - mmaction - INFO - Epoch [75][680/940] lr: 4.000e-02, eta: 1 day, 12:04:20, time: 1.762, data_time: 0.006, memory: 6924, loss_aux: 1.3049, top1_acc: 0.4604, top5_acc: 0.7148, loss_cls: 2.3433, loss: 3.6482, grad_norm: 3.3372 2020-09-12 01:40:44,901 - mmaction - INFO - Epoch [75][700/940] lr: 4.000e-02, eta: 1 day, 12:03:42, time: 1.767, data_time: 0.003, memory: 6924, loss_aux: 1.2885, top1_acc: 0.4787, top5_acc: 0.7178, loss_cls: 2.3213, loss: 3.6097, grad_norm: 3.3370 2020-09-12 01:41:20,216 - mmaction - INFO - Epoch [75][720/940] lr: 4.000e-02, eta: 1 day, 12:03:04, time: 1.766, data_time: 0.002, memory: 6924, loss_aux: 1.3242, top1_acc: 0.4674, top5_acc: 0.7012, loss_cls: 2.3699, loss: 3.6940, grad_norm: 3.3283 2020-09-12 01:41:55,557 - mmaction - INFO - Epoch [75][740/940] lr: 4.000e-02, eta: 1 day, 12:02:26, time: 1.765, data_time: 0.006, memory: 6924, loss_aux: 1.3130, top1_acc: 0.4607, top5_acc: 0.6951, loss_cls: 2.3812, loss: 3.6943, grad_norm: 3.4134 2020-09-12 01:42:31,002 - mmaction - INFO - Epoch [75][760/940] lr: 4.000e-02, eta: 1 day, 12:01:48, time: 1.774, data_time: 0.006, memory: 6924, loss_aux: 1.3099, top1_acc: 0.4695, top5_acc: 0.7117, loss_cls: 2.3475, loss: 3.6574, grad_norm: 3.3267 2020-09-12 01:43:06,488 - mmaction - INFO - Epoch [75][780/940] lr: 4.000e-02, eta: 1 day, 12:01:10, time: 1.774, data_time: 0.004, memory: 6924, loss_aux: 1.3099, top1_acc: 0.4623, top5_acc: 0.7029, loss_cls: 2.3681, loss: 3.6781, grad_norm: 3.3345 2020-09-12 01:43:41,995 - mmaction - INFO - Epoch [75][800/940] lr: 4.000e-02, eta: 1 day, 12:00:32, time: 1.774, data_time: 0.007, memory: 6924, loss_aux: 1.2863, top1_acc: 0.4701, top5_acc: 0.7109, loss_cls: 2.3016, loss: 3.5879, grad_norm: 3.3804 2020-09-12 01:44:17,083 - mmaction - INFO - Epoch [75][820/940] lr: 4.000e-02, eta: 1 day, 11:59:54, time: 1.756, data_time: 0.006, memory: 6924, loss_aux: 1.2895, top1_acc: 0.4744, top5_acc: 0.7168, loss_cls: 2.3216, loss: 3.6111, grad_norm: 3.3024 2020-09-12 01:44:52,264 - mmaction - INFO - Epoch [75][840/940] lr: 4.000e-02, eta: 1 day, 11:59:15, time: 1.757, data_time: 0.006, memory: 6924, loss_aux: 1.2810, top1_acc: 0.4756, top5_acc: 0.7141, loss_cls: 2.3176, loss: 3.5986, grad_norm: 3.3308 2020-09-12 01:45:27,577 - mmaction - INFO - Epoch [75][860/940] lr: 4.000e-02, eta: 1 day, 11:58:37, time: 1.765, data_time: 0.006, memory: 6924, loss_aux: 1.2928, top1_acc: 0.4730, top5_acc: 0.7154, loss_cls: 2.3238, loss: 3.6165, grad_norm: 3.3587 2020-09-12 01:46:02,823 - mmaction - INFO - Epoch [75][880/940] lr: 4.000e-02, eta: 1 day, 11:57:59, time: 1.763, data_time: 0.006, memory: 6924, loss_aux: 1.3037, top1_acc: 0.4752, top5_acc: 0.7109, loss_cls: 2.3201, loss: 3.6238, grad_norm: 3.2971 2020-09-12 01:46:38,651 - mmaction - INFO - Epoch [75][900/940] lr: 4.000e-02, eta: 1 day, 11:57:22, time: 1.793, data_time: 0.006, memory: 6924, loss_aux: 1.2779, top1_acc: 0.4824, top5_acc: 0.7141, loss_cls: 2.2928, loss: 3.5706, grad_norm: 3.3244 2020-09-12 01:47:13,341 - mmaction - INFO - Epoch [75][920/940] lr: 4.000e-02, eta: 1 day, 11:56:43, time: 1.733, data_time: 0.005, memory: 6924, loss_aux: 1.2982, top1_acc: 0.4723, top5_acc: 0.7039, loss_cls: 2.3307, loss: 3.6289, grad_norm: 3.4283 2020-09-12 01:47:47,542 - mmaction - INFO - Epoch [75][940/940] lr: 4.000e-02, eta: 1 day, 11:56:04, time: 1.712, data_time: 0.006, memory: 6924, loss_aux: 1.2801, top1_acc: 0.4819, top5_acc: 0.7183, loss_cls: 2.2793, loss: 3.5594, grad_norm: 3.4058 2020-09-12 01:47:47,957 - mmaction - INFO - Saving checkpoint at 75 epochs 2020-09-12 01:48:30,664 - mmaction - INFO - Epoch [76][20/940] lr: 4.000e-03, eta: 1 day, 11:55:26, time: 1.778, data_time: 0.330, memory: 6924, loss_aux: 1.2696, top1_acc: 0.4838, top5_acc: 0.7205, loss_cls: 2.2612, loss: 3.5308, grad_norm: 3.4199 2020-09-12 01:49:04,439 - mmaction - INFO - Epoch [76][40/940] lr: 4.000e-03, eta: 1 day, 11:54:46, time: 1.691, data_time: 0.006, memory: 6924, loss_aux: 1.2337, top1_acc: 0.5006, top5_acc: 0.7389, loss_cls: 2.1564, loss: 3.3901, grad_norm: 3.2322 2020-09-12 01:49:38,728 - mmaction - INFO - Epoch [76][60/940] lr: 4.000e-03, eta: 1 day, 11:54:07, time: 1.714, data_time: 0.004, memory: 6924, loss_aux: 1.2324, top1_acc: 0.5006, top5_acc: 0.7375, loss_cls: 2.1617, loss: 3.3940, grad_norm: 3.2650 2020-09-12 01:50:13,487 - mmaction - INFO - Epoch [76][80/940] lr: 4.000e-03, eta: 1 day, 11:53:28, time: 1.737, data_time: 0.006, memory: 6924, loss_aux: 1.2408, top1_acc: 0.5064, top5_acc: 0.7344, loss_cls: 2.1680, loss: 3.4088, grad_norm: 3.1896 2020-09-12 01:50:48,208 - mmaction - INFO - Epoch [76][100/940] lr: 4.000e-03, eta: 1 day, 11:52:50, time: 1.737, data_time: 0.006, memory: 6924, loss_aux: 1.2401, top1_acc: 0.4965, top5_acc: 0.7336, loss_cls: 2.1702, loss: 3.4103, grad_norm: 3.2282 2020-09-12 01:51:23,390 - mmaction - INFO - Epoch [76][120/940] lr: 4.000e-03, eta: 1 day, 11:52:12, time: 1.758, data_time: 0.007, memory: 6924, loss_aux: 1.2241, top1_acc: 0.5131, top5_acc: 0.7418, loss_cls: 2.1220, loss: 3.3461, grad_norm: 3.1739 2020-09-12 01:51:58,929 - mmaction - INFO - Epoch [76][140/940] lr: 4.000e-03, eta: 1 day, 11:51:34, time: 1.778, data_time: 0.006, memory: 6924, loss_aux: 1.2173, top1_acc: 0.5160, top5_acc: 0.7402, loss_cls: 2.1166, loss: 3.3339, grad_norm: 3.2258 2020-09-12 01:52:33,466 - mmaction - INFO - Epoch [76][160/940] lr: 4.000e-03, eta: 1 day, 11:50:55, time: 1.727, data_time: 0.006, memory: 6924, loss_aux: 1.2117, top1_acc: 0.5230, top5_acc: 0.7486, loss_cls: 2.0935, loss: 3.3052, grad_norm: 3.1726 2020-09-12 01:53:09,211 - mmaction - INFO - Epoch [76][180/940] lr: 4.000e-03, eta: 1 day, 11:50:17, time: 1.788, data_time: 0.003, memory: 6924, loss_aux: 1.2192, top1_acc: 0.5102, top5_acc: 0.7443, loss_cls: 2.1208, loss: 3.3401, grad_norm: 3.2624 2020-09-12 01:53:43,101 - mmaction - INFO - Epoch [76][200/940] lr: 4.000e-03, eta: 1 day, 11:49:38, time: 1.694, data_time: 0.002, memory: 6924, loss_aux: 1.1674, top1_acc: 0.5414, top5_acc: 0.7584, loss_cls: 2.0060, loss: 3.1734, grad_norm: 3.1866 2020-09-12 01:54:17,539 - mmaction - INFO - Epoch [76][220/940] lr: 4.000e-03, eta: 1 day, 11:48:59, time: 1.722, data_time: 0.003, memory: 6924, loss_aux: 1.2009, top1_acc: 0.5303, top5_acc: 0.7557, loss_cls: 2.0797, loss: 3.2806, grad_norm: 3.2533 2020-09-12 01:54:53,011 - mmaction - INFO - Epoch [76][240/940] lr: 4.000e-03, eta: 1 day, 11:48:21, time: 1.772, data_time: 0.006, memory: 6924, loss_aux: 1.1706, top1_acc: 0.5373, top5_acc: 0.7576, loss_cls: 2.0143, loss: 3.1849, grad_norm: 3.2452 2020-09-12 01:55:28,184 - mmaction - INFO - Epoch [76][260/940] lr: 4.000e-03, eta: 1 day, 11:47:43, time: 1.760, data_time: 0.006, memory: 6924, loss_aux: 1.1791, top1_acc: 0.5312, top5_acc: 0.7609, loss_cls: 2.0226, loss: 3.2018, grad_norm: 3.2535 2020-09-12 01:56:03,117 - mmaction - INFO - Epoch [76][280/940] lr: 4.000e-03, eta: 1 day, 11:47:04, time: 1.746, data_time: 0.007, memory: 6924, loss_aux: 1.1926, top1_acc: 0.5305, top5_acc: 0.7484, loss_cls: 2.0483, loss: 3.2409, grad_norm: 3.2978 2020-09-12 01:56:38,112 - mmaction - INFO - Epoch [76][300/940] lr: 4.000e-03, eta: 1 day, 11:46:26, time: 1.751, data_time: 0.006, memory: 6924, loss_aux: 1.1901, top1_acc: 0.5295, top5_acc: 0.7562, loss_cls: 2.0412, loss: 3.2313, grad_norm: 3.3052 2020-09-12 01:57:13,517 - mmaction - INFO - Epoch [76][320/940] lr: 4.000e-03, eta: 1 day, 11:45:48, time: 1.768, data_time: 0.007, memory: 6924, loss_aux: 1.1892, top1_acc: 0.5348, top5_acc: 0.7574, loss_cls: 2.0266, loss: 3.2158, grad_norm: 3.3046 2020-09-12 01:57:48,795 - mmaction - INFO - Epoch [76][340/940] lr: 4.000e-03, eta: 1 day, 11:45:10, time: 1.766, data_time: 0.006, memory: 6924, loss_aux: 1.1743, top1_acc: 0.5436, top5_acc: 0.7639, loss_cls: 2.0092, loss: 3.1834, grad_norm: 3.2312 2020-09-12 01:58:23,906 - mmaction - INFO - Epoch [76][360/940] lr: 4.000e-03, eta: 1 day, 11:44:32, time: 1.754, data_time: 0.006, memory: 6924, loss_aux: 1.1731, top1_acc: 0.5439, top5_acc: 0.7639, loss_cls: 2.0057, loss: 3.1788, grad_norm: 3.2225 2020-09-12 01:58:58,475 - mmaction - INFO - Epoch [76][380/940] lr: 4.000e-03, eta: 1 day, 11:43:53, time: 1.730, data_time: 0.006, memory: 6924, loss_aux: 1.1727, top1_acc: 0.5330, top5_acc: 0.7584, loss_cls: 2.0191, loss: 3.1918, grad_norm: 3.3018 2020-09-12 01:59:33,701 - mmaction - INFO - Epoch [76][400/940] lr: 4.000e-03, eta: 1 day, 11:43:15, time: 1.760, data_time: 0.006, memory: 6924, loss_aux: 1.2229, top1_acc: 0.5252, top5_acc: 0.7445, loss_cls: 2.1087, loss: 3.3316, grad_norm: 3.3663 2020-09-12 02:00:16,171 - mmaction - INFO - Epoch [76][420/940] lr: 4.000e-03, eta: 1 day, 11:42:43, time: 2.114, data_time: 0.006, memory: 6924, loss_aux: 1.1998, top1_acc: 0.5281, top5_acc: 0.7479, loss_cls: 2.0646, loss: 3.2643, grad_norm: 3.3353 2020-09-12 02:00:47,601 - mmaction - INFO - Epoch [76][440/940] lr: 4.000e-03, eta: 1 day, 11:42:02, time: 1.584, data_time: 0.031, memory: 6924, loss_aux: 1.2005, top1_acc: 0.5221, top5_acc: 0.7482, loss_cls: 2.0675, loss: 3.2680, grad_norm: 3.3335 2020-09-12 02:01:21,546 - mmaction - INFO - Epoch [76][460/940] lr: 4.000e-03, eta: 1 day, 11:41:22, time: 1.695, data_time: 0.007, memory: 6924, loss_aux: 1.1907, top1_acc: 0.5273, top5_acc: 0.7576, loss_cls: 2.0466, loss: 3.2373, grad_norm: 3.3338 2020-09-12 02:01:56,842 - mmaction - INFO - Epoch [76][480/940] lr: 4.000e-03, eta: 1 day, 11:40:44, time: 1.765, data_time: 0.007, memory: 6924, loss_aux: 1.1848, top1_acc: 0.5270, top5_acc: 0.7596, loss_cls: 2.0382, loss: 3.2231, grad_norm: 3.3376 2020-09-12 02:02:31,346 - mmaction - INFO - Epoch [76][500/940] lr: 4.000e-03, eta: 1 day, 11:40:06, time: 1.727, data_time: 0.006, memory: 6924, loss_aux: 1.1828, top1_acc: 0.5352, top5_acc: 0.7537, loss_cls: 2.0524, loss: 3.2353, grad_norm: 3.3467 2020-09-12 02:03:05,580 - mmaction - INFO - Epoch [76][520/940] lr: 4.000e-03, eta: 1 day, 11:39:26, time: 1.709, data_time: 0.002, memory: 6924, loss_aux: 1.1701, top1_acc: 0.5344, top5_acc: 0.7617, loss_cls: 2.0029, loss: 3.1730, grad_norm: 3.3061 2020-09-12 02:03:40,531 - mmaction - INFO - Epoch [76][540/940] lr: 4.000e-03, eta: 1 day, 11:38:48, time: 1.749, data_time: 0.006, memory: 6924, loss_aux: 1.1886, top1_acc: 0.5270, top5_acc: 0.7543, loss_cls: 2.0395, loss: 3.2281, grad_norm: 3.3960 2020-09-12 02:04:16,254 - mmaction - INFO - Epoch [76][560/940] lr: 4.000e-03, eta: 1 day, 11:38:10, time: 1.785, data_time: 0.006, memory: 6924, loss_aux: 1.1702, top1_acc: 0.5328, top5_acc: 0.7590, loss_cls: 2.0112, loss: 3.1813, grad_norm: 3.3671 2020-09-12 02:04:50,179 - mmaction - INFO - Epoch [76][580/940] lr: 4.000e-03, eta: 1 day, 11:37:31, time: 1.697, data_time: 0.006, memory: 6924, loss_aux: 1.1779, top1_acc: 0.5416, top5_acc: 0.7584, loss_cls: 2.0313, loss: 3.2092, grad_norm: 3.3480 2020-09-12 02:05:25,628 - mmaction - INFO - Epoch [76][600/940] lr: 4.000e-03, eta: 1 day, 11:36:53, time: 1.771, data_time: 0.005, memory: 6924, loss_aux: 1.1943, top1_acc: 0.5328, top5_acc: 0.7586, loss_cls: 2.0369, loss: 3.2311, grad_norm: 3.3800 2020-09-12 02:06:00,238 - mmaction - INFO - Epoch [76][620/940] lr: 4.000e-03, eta: 1 day, 11:36:14, time: 1.732, data_time: 0.006, memory: 6924, loss_aux: 1.1916, top1_acc: 0.5312, top5_acc: 0.7551, loss_cls: 2.0318, loss: 3.2235, grad_norm: 3.3768 2020-09-12 02:06:35,884 - mmaction - INFO - Epoch [76][640/940] lr: 4.000e-03, eta: 1 day, 11:35:37, time: 1.781, data_time: 0.006, memory: 6924, loss_aux: 1.1567, top1_acc: 0.5316, top5_acc: 0.7717, loss_cls: 1.9825, loss: 3.1392, grad_norm: 3.3605 2020-09-12 02:07:09,650 - mmaction - INFO - Epoch [76][660/940] lr: 4.000e-03, eta: 1 day, 11:34:57, time: 1.690, data_time: 0.006, memory: 6924, loss_aux: 1.1759, top1_acc: 0.5371, top5_acc: 0.7604, loss_cls: 2.0028, loss: 3.1788, grad_norm: 3.3607 2020-09-12 02:07:44,155 - mmaction - INFO - Epoch [76][680/940] lr: 4.000e-03, eta: 1 day, 11:34:18, time: 1.724, data_time: 0.006, memory: 6924, loss_aux: 1.1544, top1_acc: 0.5361, top5_acc: 0.7633, loss_cls: 1.9728, loss: 3.1272, grad_norm: 3.3175 2020-09-12 02:08:18,464 - mmaction - INFO - Epoch [76][700/940] lr: 4.000e-03, eta: 1 day, 11:33:39, time: 1.717, data_time: 0.005, memory: 6924, loss_aux: 1.1728, top1_acc: 0.5348, top5_acc: 0.7625, loss_cls: 1.9994, loss: 3.1722, grad_norm: 3.3903 2020-09-12 02:08:53,567 - mmaction - INFO - Epoch [76][720/940] lr: 4.000e-03, eta: 1 day, 11:33:01, time: 1.754, data_time: 0.006, memory: 6924, loss_aux: 1.1818, top1_acc: 0.5373, top5_acc: 0.7553, loss_cls: 2.0225, loss: 3.2043, grad_norm: 3.3599 2020-09-12 02:09:27,938 - mmaction - INFO - Epoch [76][740/940] lr: 4.000e-03, eta: 1 day, 11:32:22, time: 1.720, data_time: 0.005, memory: 6924, loss_aux: 1.1823, top1_acc: 0.5260, top5_acc: 0.7572, loss_cls: 2.0444, loss: 3.2267, grad_norm: 3.4053 2020-09-12 02:10:03,880 - mmaction - INFO - Epoch [76][760/940] lr: 4.000e-03, eta: 1 day, 11:31:45, time: 1.797, data_time: 0.006, memory: 6924, loss_aux: 1.1381, top1_acc: 0.5480, top5_acc: 0.7721, loss_cls: 1.9402, loss: 3.0783, grad_norm: 3.3186 2020-09-12 02:10:37,723 - mmaction - INFO - Epoch [76][780/940] lr: 4.000e-03, eta: 1 day, 11:31:05, time: 1.692, data_time: 0.002, memory: 6924, loss_aux: 1.1947, top1_acc: 0.5301, top5_acc: 0.7551, loss_cls: 2.0606, loss: 3.2553, grad_norm: 3.4270 2020-09-12 02:11:12,485 - mmaction - INFO - Epoch [76][800/940] lr: 4.000e-03, eta: 1 day, 11:30:27, time: 1.736, data_time: 0.006, memory: 6924, loss_aux: 1.1771, top1_acc: 0.5336, top5_acc: 0.7553, loss_cls: 2.0055, loss: 3.1826, grad_norm: 3.3504 2020-09-12 02:11:47,087 - mmaction - INFO - Epoch [76][820/940] lr: 4.000e-03, eta: 1 day, 11:29:48, time: 1.732, data_time: 0.006, memory: 6924, loss_aux: 1.1443, top1_acc: 0.5553, top5_acc: 0.7656, loss_cls: 1.9470, loss: 3.0913, grad_norm: 3.3494 2020-09-12 02:12:21,789 - mmaction - INFO - Epoch [76][840/940] lr: 4.000e-03, eta: 1 day, 11:29:09, time: 1.733, data_time: 0.006, memory: 6924, loss_aux: 1.1933, top1_acc: 0.5344, top5_acc: 0.7555, loss_cls: 2.0381, loss: 3.2314, grad_norm: 3.3552 2020-09-12 02:12:56,550 - mmaction - INFO - Epoch [76][860/940] lr: 4.000e-03, eta: 1 day, 11:28:31, time: 1.738, data_time: 0.006, memory: 6924, loss_aux: 1.1409, top1_acc: 0.5475, top5_acc: 0.7693, loss_cls: 1.9499, loss: 3.0908, grad_norm: 3.3305 2020-09-12 02:13:31,660 - mmaction - INFO - Epoch [76][880/940] lr: 4.000e-03, eta: 1 day, 11:27:53, time: 1.757, data_time: 0.005, memory: 6924, loss_aux: 1.1805, top1_acc: 0.5328, top5_acc: 0.7572, loss_cls: 2.0088, loss: 3.1893, grad_norm: 3.4544 2020-09-12 02:14:06,332 - mmaction - INFO - Epoch [76][900/940] lr: 4.000e-03, eta: 1 day, 11:27:14, time: 1.731, data_time: 0.006, memory: 6924, loss_aux: 1.1667, top1_acc: 0.5426, top5_acc: 0.7656, loss_cls: 1.9875, loss: 3.1542, grad_norm: 3.3864 2020-09-12 02:14:41,805 - mmaction - INFO - Epoch [76][920/940] lr: 4.000e-03, eta: 1 day, 11:26:36, time: 1.776, data_time: 0.006, memory: 6924, loss_aux: 1.1551, top1_acc: 0.5477, top5_acc: 0.7641, loss_cls: 1.9681, loss: 3.1232, grad_norm: 3.3256 2020-09-12 02:15:16,383 - mmaction - INFO - Epoch [76][940/940] lr: 4.000e-03, eta: 1 day, 11:25:57, time: 1.728, data_time: 0.006, memory: 6924, loss_aux: 1.1702, top1_acc: 0.5379, top5_acc: 0.7603, loss_cls: 2.0086, loss: 3.1788, grad_norm: 3.4396 2020-09-12 02:15:17,008 - mmaction - INFO - Saving checkpoint at 76 epochs 2020-09-12 02:16:04,424 - mmaction - INFO - Epoch [77][20/940] lr: 4.000e-03, eta: 1 day, 11:25:25, time: 2.040, data_time: 0.736, memory: 6924, loss_aux: 1.1532, top1_acc: 0.5467, top5_acc: 0.7645, loss_cls: 1.9569, loss: 3.1101, grad_norm: 3.3405 2020-09-12 02:16:37,899 - mmaction - INFO - Epoch [77][40/940] lr: 4.000e-03, eta: 1 day, 11:24:45, time: 1.675, data_time: 0.005, memory: 6924, loss_aux: 1.1517, top1_acc: 0.5525, top5_acc: 0.7664, loss_cls: 1.9682, loss: 3.1199, grad_norm: 3.3635 2020-09-12 02:17:11,599 - mmaction - INFO - Epoch [77][60/940] lr: 4.000e-03, eta: 1 day, 11:24:05, time: 1.683, data_time: 0.006, memory: 6924, loss_aux: 1.1339, top1_acc: 0.5494, top5_acc: 0.7676, loss_cls: 1.9428, loss: 3.0768, grad_norm: 3.3411 2020-09-12 02:17:46,305 - mmaction - INFO - Epoch [77][80/940] lr: 4.000e-03, eta: 1 day, 11:23:27, time: 1.737, data_time: 0.006, memory: 6924, loss_aux: 1.1102, top1_acc: 0.5629, top5_acc: 0.7795, loss_cls: 1.8966, loss: 3.0068, grad_norm: 3.3914 2020-09-12 02:18:20,724 - mmaction - INFO - Epoch [77][100/940] lr: 4.000e-03, eta: 1 day, 11:22:48, time: 1.719, data_time: 0.007, memory: 6924, loss_aux: 1.1801, top1_acc: 0.5367, top5_acc: 0.7559, loss_cls: 2.0130, loss: 3.1930, grad_norm: 3.4044 2020-09-12 02:18:55,631 - mmaction - INFO - Epoch [77][120/940] lr: 4.000e-03, eta: 1 day, 11:22:10, time: 1.747, data_time: 0.006, memory: 6924, loss_aux: 1.1372, top1_acc: 0.5463, top5_acc: 0.7734, loss_cls: 1.9315, loss: 3.0687, grad_norm: 3.3588 2020-09-12 02:19:30,442 - mmaction - INFO - Epoch [77][140/940] lr: 4.000e-03, eta: 1 day, 11:21:31, time: 1.739, data_time: 0.006, memory: 6924, loss_aux: 1.1631, top1_acc: 0.5402, top5_acc: 0.7643, loss_cls: 1.9798, loss: 3.1429, grad_norm: 3.4317 2020-09-12 02:20:05,420 - mmaction - INFO - Epoch [77][160/940] lr: 4.000e-03, eta: 1 day, 11:20:53, time: 1.750, data_time: 0.006, memory: 6924, loss_aux: 1.1522, top1_acc: 0.5430, top5_acc: 0.7689, loss_cls: 1.9628, loss: 3.1150, grad_norm: 3.3912 2020-09-12 02:20:40,079 - mmaction - INFO - Epoch [77][180/940] lr: 4.000e-03, eta: 1 day, 11:20:14, time: 1.734, data_time: 0.003, memory: 6924, loss_aux: 1.1398, top1_acc: 0.5461, top5_acc: 0.7746, loss_cls: 1.9266, loss: 3.0665, grad_norm: 3.3974 2020-09-12 02:21:15,212 - mmaction - INFO - Epoch [77][200/940] lr: 4.000e-03, eta: 1 day, 11:19:36, time: 1.754, data_time: 0.005, memory: 6924, loss_aux: 1.1527, top1_acc: 0.5504, top5_acc: 0.7654, loss_cls: 1.9443, loss: 3.0970, grad_norm: 3.3671 2020-09-12 02:21:50,475 - mmaction - INFO - Epoch [77][220/940] lr: 4.000e-03, eta: 1 day, 11:18:58, time: 1.766, data_time: 0.007, memory: 6924, loss_aux: 1.1416, top1_acc: 0.5523, top5_acc: 0.7721, loss_cls: 1.9412, loss: 3.0827, grad_norm: 3.4441 2020-09-12 02:22:25,631 - mmaction - INFO - Epoch [77][240/940] lr: 4.000e-03, eta: 1 day, 11:18:20, time: 1.757, data_time: 0.006, memory: 6924, loss_aux: 1.1463, top1_acc: 0.5549, top5_acc: 0.7697, loss_cls: 1.9351, loss: 3.0815, grad_norm: 3.3969 2020-09-12 02:23:01,580 - mmaction - INFO - Epoch [77][260/940] lr: 4.000e-03, eta: 1 day, 11:17:42, time: 1.797, data_time: 0.005, memory: 6924, loss_aux: 1.1595, top1_acc: 0.5350, top5_acc: 0.7658, loss_cls: 1.9766, loss: 3.1360, grad_norm: 3.4667 2020-09-12 02:23:37,167 - mmaction - INFO - Epoch [77][280/940] lr: 4.000e-03, eta: 1 day, 11:17:05, time: 1.781, data_time: 0.006, memory: 6924, loss_aux: 1.1414, top1_acc: 0.5500, top5_acc: 0.7768, loss_cls: 1.9324, loss: 3.0739, grad_norm: 3.4021 2020-09-12 02:24:12,347 - mmaction - INFO - Epoch [77][300/940] lr: 4.000e-03, eta: 1 day, 11:16:27, time: 1.758, data_time: 0.006, memory: 6924, loss_aux: 1.1584, top1_acc: 0.5436, top5_acc: 0.7680, loss_cls: 1.9693, loss: 3.1277, grad_norm: 3.4495 2020-09-12 02:24:48,768 - mmaction - INFO - Epoch [77][320/940] lr: 4.000e-03, eta: 1 day, 11:15:50, time: 1.822, data_time: 0.005, memory: 6924, loss_aux: 1.1678, top1_acc: 0.5365, top5_acc: 0.7656, loss_cls: 1.9802, loss: 3.1480, grad_norm: 3.4098 2020-09-12 02:25:23,405 - mmaction - INFO - Epoch [77][340/940] lr: 4.000e-03, eta: 1 day, 11:15:11, time: 1.730, data_time: 0.006, memory: 6924, loss_aux: 1.1606, top1_acc: 0.5436, top5_acc: 0.7635, loss_cls: 1.9709, loss: 3.1315, grad_norm: 3.3899 2020-09-12 02:25:58,396 - mmaction - INFO - Epoch [77][360/940] lr: 4.000e-03, eta: 1 day, 11:14:33, time: 1.752, data_time: 0.006, memory: 6924, loss_aux: 1.1630, top1_acc: 0.5482, top5_acc: 0.7719, loss_cls: 1.9545, loss: 3.1176, grad_norm: 3.4576 2020-09-12 02:26:34,406 - mmaction - INFO - Epoch [77][380/940] lr: 4.000e-03, eta: 1 day, 11:13:55, time: 1.800, data_time: 0.003, memory: 6924, loss_aux: 1.1617, top1_acc: 0.5395, top5_acc: 0.7629, loss_cls: 1.9855, loss: 3.1471, grad_norm: 3.4487 2020-09-12 02:27:09,966 - mmaction - INFO - Epoch [77][400/940] lr: 4.000e-03, eta: 1 day, 11:13:18, time: 1.777, data_time: 0.006, memory: 6924, loss_aux: 1.1491, top1_acc: 0.5465, top5_acc: 0.7773, loss_cls: 1.9488, loss: 3.0979, grad_norm: 3.4484 2020-09-12 02:27:45,384 - mmaction - INFO - Epoch [77][420/940] lr: 4.000e-03, eta: 1 day, 11:12:40, time: 1.773, data_time: 0.006, memory: 6924, loss_aux: 1.1596, top1_acc: 0.5430, top5_acc: 0.7674, loss_cls: 1.9826, loss: 3.1422, grad_norm: 3.4462 2020-09-12 02:28:20,788 - mmaction - INFO - Epoch [77][440/940] lr: 4.000e-03, eta: 1 day, 11:12:02, time: 1.769, data_time: 0.006, memory: 6924, loss_aux: 1.1412, top1_acc: 0.5504, top5_acc: 0.7691, loss_cls: 1.9449, loss: 3.0861, grad_norm: 3.3958 2020-09-12 02:28:56,306 - mmaction - INFO - Epoch [77][460/940] lr: 4.000e-03, eta: 1 day, 11:11:24, time: 1.777, data_time: 0.005, memory: 6924, loss_aux: 1.1429, top1_acc: 0.5531, top5_acc: 0.7670, loss_cls: 1.9347, loss: 3.0775, grad_norm: 3.4275 2020-09-12 02:29:31,822 - mmaction - INFO - Epoch [77][480/940] lr: 4.000e-03, eta: 1 day, 11:10:46, time: 1.773, data_time: 0.006, memory: 6924, loss_aux: 1.1651, top1_acc: 0.5396, top5_acc: 0.7598, loss_cls: 2.0077, loss: 3.1728, grad_norm: 3.4682 2020-09-12 02:30:07,793 - mmaction - INFO - Epoch [77][500/940] lr: 4.000e-03, eta: 1 day, 11:10:09, time: 1.801, data_time: 0.006, memory: 6924, loss_aux: 1.1515, top1_acc: 0.5449, top5_acc: 0.7719, loss_cls: 1.9586, loss: 3.1101, grad_norm: 3.4397 2020-09-12 02:30:43,506 - mmaction - INFO - Epoch [77][520/940] lr: 4.000e-03, eta: 1 day, 11:09:31, time: 1.786, data_time: 0.003, memory: 6924, loss_aux: 1.1256, top1_acc: 0.5521, top5_acc: 0.7707, loss_cls: 1.9196, loss: 3.0451, grad_norm: 3.3928 2020-09-12 02:31:20,041 - mmaction - INFO - Epoch [77][540/940] lr: 4.000e-03, eta: 1 day, 11:08:55, time: 1.825, data_time: 0.008, memory: 6924, loss_aux: 1.1445, top1_acc: 0.5604, top5_acc: 0.7658, loss_cls: 1.9465, loss: 3.0910, grad_norm: 3.4672 2020-09-12 02:31:55,590 - mmaction - INFO - Epoch [77][560/940] lr: 4.000e-03, eta: 1 day, 11:08:17, time: 1.779, data_time: 0.007, memory: 6924, loss_aux: 1.1615, top1_acc: 0.5367, top5_acc: 0.7533, loss_cls: 1.9962, loss: 3.1577, grad_norm: 3.4847 2020-09-12 02:32:32,487 - mmaction - INFO - Epoch [77][580/940] lr: 4.000e-03, eta: 1 day, 11:07:41, time: 1.845, data_time: 0.006, memory: 6924, loss_aux: 1.1458, top1_acc: 0.5465, top5_acc: 0.7672, loss_cls: 1.9697, loss: 3.1155, grad_norm: 3.4727 2020-09-12 02:33:07,957 - mmaction - INFO - Epoch [77][600/940] lr: 4.000e-03, eta: 1 day, 11:07:03, time: 1.771, data_time: 0.002, memory: 6924, loss_aux: 1.1669, top1_acc: 0.5348, top5_acc: 0.7576, loss_cls: 2.0053, loss: 3.1722, grad_norm: 3.5041 2020-09-12 02:33:43,698 - mmaction - INFO - Epoch [77][620/940] lr: 4.000e-03, eta: 1 day, 11:06:25, time: 1.789, data_time: 0.006, memory: 6924, loss_aux: 1.1448, top1_acc: 0.5420, top5_acc: 0.7686, loss_cls: 1.9489, loss: 3.0937, grad_norm: 3.4237 2020-09-12 02:34:19,630 - mmaction - INFO - Epoch [77][640/940] lr: 4.000e-03, eta: 1 day, 11:05:48, time: 1.794, data_time: 0.006, memory: 6924, loss_aux: 1.1364, top1_acc: 0.5568, top5_acc: 0.7779, loss_cls: 1.9145, loss: 3.0509, grad_norm: 3.4177 2020-09-12 02:34:55,996 - mmaction - INFO - Epoch [77][660/940] lr: 4.000e-03, eta: 1 day, 11:05:11, time: 1.820, data_time: 0.006, memory: 6924, loss_aux: 1.1573, top1_acc: 0.5383, top5_acc: 0.7635, loss_cls: 1.9840, loss: 3.1414, grad_norm: 3.4915 2020-09-12 02:35:32,070 - mmaction - INFO - Epoch [77][680/940] lr: 4.000e-03, eta: 1 day, 11:04:34, time: 1.803, data_time: 0.006, memory: 6924, loss_aux: 1.1525, top1_acc: 0.5486, top5_acc: 0.7691, loss_cls: 1.9440, loss: 3.0965, grad_norm: 3.5193 2020-09-12 02:36:08,022 - mmaction - INFO - Epoch [77][700/940] lr: 4.000e-03, eta: 1 day, 11:03:56, time: 1.796, data_time: 0.006, memory: 6924, loss_aux: 1.1721, top1_acc: 0.5465, top5_acc: 0.7631, loss_cls: 1.9857, loss: 3.1578, grad_norm: 3.4835 2020-09-12 02:36:44,290 - mmaction - INFO - Epoch [77][720/940] lr: 4.000e-03, eta: 1 day, 11:03:19, time: 1.816, data_time: 0.007, memory: 6924, loss_aux: 1.1614, top1_acc: 0.5365, top5_acc: 0.7740, loss_cls: 1.9808, loss: 3.1422, grad_norm: 3.5194 2020-09-12 02:37:20,552 - mmaction - INFO - Epoch [77][740/940] lr: 4.000e-03, eta: 1 day, 11:02:42, time: 1.811, data_time: 0.006, memory: 6924, loss_aux: 1.1165, top1_acc: 0.5557, top5_acc: 0.7760, loss_cls: 1.9013, loss: 3.0178, grad_norm: 3.4124 2020-09-12 02:37:56,393 - mmaction - INFO - Epoch [77][760/940] lr: 4.000e-03, eta: 1 day, 11:02:05, time: 1.794, data_time: 0.006, memory: 6924, loss_aux: 1.1651, top1_acc: 0.5512, top5_acc: 0.7619, loss_cls: 1.9824, loss: 3.1476, grad_norm: 3.5406 2020-09-12 02:38:32,496 - mmaction - INFO - Epoch [77][780/940] lr: 4.000e-03, eta: 1 day, 11:01:27, time: 1.803, data_time: 0.006, memory: 6924, loss_aux: 1.1392, top1_acc: 0.5527, top5_acc: 0.7727, loss_cls: 1.9177, loss: 3.0569, grad_norm: 3.4497 2020-09-12 02:39:08,471 - mmaction - INFO - Epoch [77][800/940] lr: 4.000e-03, eta: 1 day, 11:00:50, time: 1.801, data_time: 0.006, memory: 6924, loss_aux: 1.1682, top1_acc: 0.5379, top5_acc: 0.7609, loss_cls: 1.9802, loss: 3.1484, grad_norm: 3.5117 2020-09-12 02:39:45,289 - mmaction - INFO - Epoch [77][820/940] lr: 4.000e-03, eta: 1 day, 11:00:14, time: 1.839, data_time: 0.006, memory: 6924, loss_aux: 1.1651, top1_acc: 0.5416, top5_acc: 0.7641, loss_cls: 1.9732, loss: 3.1382, grad_norm: 3.5409 2020-09-12 02:40:21,507 - mmaction - INFO - Epoch [77][840/940] lr: 4.000e-03, eta: 1 day, 10:59:37, time: 1.813, data_time: 0.006, memory: 6924, loss_aux: 1.1739, top1_acc: 0.5316, top5_acc: 0.7607, loss_cls: 1.9954, loss: 3.1693, grad_norm: 3.6157 2020-09-12 02:40:57,441 - mmaction - INFO - Epoch [77][860/940] lr: 4.000e-03, eta: 1 day, 10:58:59, time: 1.796, data_time: 0.004, memory: 6924, loss_aux: 1.1557, top1_acc: 0.5527, top5_acc: 0.7678, loss_cls: 1.9536, loss: 3.1093, grad_norm: 3.4811 2020-09-12 02:41:33,630 - mmaction - INFO - Epoch [77][880/940] lr: 4.000e-03, eta: 1 day, 10:58:22, time: 1.808, data_time: 0.006, memory: 6924, loss_aux: 1.1805, top1_acc: 0.5324, top5_acc: 0.7598, loss_cls: 2.0070, loss: 3.1875, grad_norm: 3.5507 2020-09-12 02:42:09,866 - mmaction - INFO - Epoch [77][900/940] lr: 4.000e-03, eta: 1 day, 10:57:45, time: 1.814, data_time: 0.006, memory: 6924, loss_aux: 1.1470, top1_acc: 0.5377, top5_acc: 0.7725, loss_cls: 1.9462, loss: 3.0932, grad_norm: 3.5268 2020-09-12 02:42:46,195 - mmaction - INFO - Epoch [77][920/940] lr: 4.000e-03, eta: 1 day, 10:57:08, time: 1.814, data_time: 0.004, memory: 6924, loss_aux: 1.1543, top1_acc: 0.5449, top5_acc: 0.7635, loss_cls: 1.9644, loss: 3.1187, grad_norm: 3.5191 2020-09-12 02:43:21,083 - mmaction - INFO - Epoch [77][940/940] lr: 4.000e-03, eta: 1 day, 10:56:30, time: 1.746, data_time: 0.006, memory: 6924, loss_aux: 1.1677, top1_acc: 0.5404, top5_acc: 0.7524, loss_cls: 2.0072, loss: 3.1750, grad_norm: 3.6894 2020-09-12 02:43:21,490 - mmaction - INFO - Saving checkpoint at 77 epochs 2020-09-12 02:44:04,883 - mmaction - INFO - Epoch [78][20/940] lr: 4.000e-03, eta: 1 day, 10:55:56, time: 2.005, data_time: 0.511, memory: 6924, loss_aux: 1.1359, top1_acc: 0.5564, top5_acc: 0.7742, loss_cls: 1.9261, loss: 3.0620, grad_norm: 3.5083 2020-09-12 02:44:40,160 - mmaction - INFO - Epoch [78][40/940] lr: 4.000e-03, eta: 1 day, 10:55:18, time: 1.765, data_time: 0.006, memory: 6924, loss_aux: 1.1504, top1_acc: 0.5566, top5_acc: 0.7656, loss_cls: 1.9489, loss: 3.0993, grad_norm: 3.4905 2020-09-12 02:45:15,748 - mmaction - INFO - Epoch [78][60/940] lr: 4.000e-03, eta: 1 day, 10:54:41, time: 1.777, data_time: 0.005, memory: 6924, loss_aux: 1.1363, top1_acc: 0.5531, top5_acc: 0.7783, loss_cls: 1.9045, loss: 3.0407, grad_norm: 3.4542 2020-09-12 02:45:52,931 - mmaction - INFO - Epoch [78][80/940] lr: 4.000e-03, eta: 1 day, 10:54:05, time: 1.862, data_time: 0.007, memory: 6924, loss_aux: 1.1460, top1_acc: 0.5467, top5_acc: 0.7709, loss_cls: 1.9467, loss: 3.0927, grad_norm: 3.5569 2020-09-12 02:46:28,936 - mmaction - INFO - Epoch [78][100/940] lr: 4.000e-03, eta: 1 day, 10:53:27, time: 1.798, data_time: 0.005, memory: 6924, loss_aux: 1.1268, top1_acc: 0.5602, top5_acc: 0.7729, loss_cls: 1.9093, loss: 3.0361, grad_norm: 3.4767 2020-09-12 02:47:05,703 - mmaction - INFO - Epoch [78][120/940] lr: 4.000e-03, eta: 1 day, 10:52:51, time: 1.840, data_time: 0.006, memory: 6924, loss_aux: 1.1435, top1_acc: 0.5469, top5_acc: 0.7654, loss_cls: 1.9391, loss: 3.0826, grad_norm: 3.5110 2020-09-12 02:47:41,679 - mmaction - INFO - Epoch [78][140/940] lr: 4.000e-03, eta: 1 day, 10:52:13, time: 1.797, data_time: 0.005, memory: 6924, loss_aux: 1.1544, top1_acc: 0.5443, top5_acc: 0.7666, loss_cls: 1.9478, loss: 3.1021, grad_norm: 3.5045 2020-09-12 02:48:17,843 - mmaction - INFO - Epoch [78][160/940] lr: 4.000e-03, eta: 1 day, 10:51:36, time: 1.810, data_time: 0.006, memory: 6924, loss_aux: 1.1449, top1_acc: 0.5523, top5_acc: 0.7643, loss_cls: 1.9326, loss: 3.0775, grad_norm: 3.4736 2020-09-12 02:48:53,730 - mmaction - INFO - Epoch [78][180/940] lr: 4.000e-03, eta: 1 day, 10:50:59, time: 1.793, data_time: 0.006, memory: 6924, loss_aux: 1.1505, top1_acc: 0.5484, top5_acc: 0.7754, loss_cls: 1.9423, loss: 3.0928, grad_norm: 3.5228 2020-09-12 02:49:30,332 - mmaction - INFO - Epoch [78][200/940] lr: 4.000e-03, eta: 1 day, 10:50:22, time: 1.832, data_time: 0.006, memory: 6924, loss_aux: 1.1442, top1_acc: 0.5453, top5_acc: 0.7723, loss_cls: 1.9352, loss: 3.0794, grad_norm: 3.5608 2020-09-12 02:50:06,404 - mmaction - INFO - Epoch [78][220/940] lr: 4.000e-03, eta: 1 day, 10:49:45, time: 1.803, data_time: 0.006, memory: 6924, loss_aux: 1.1570, top1_acc: 0.5541, top5_acc: 0.7627, loss_cls: 1.9674, loss: 3.1244, grad_norm: 3.5377 2020-09-12 02:50:43,461 - mmaction - INFO - Epoch [78][240/940] lr: 4.000e-03, eta: 1 day, 10:49:09, time: 1.851, data_time: 0.003, memory: 6924, loss_aux: 1.1448, top1_acc: 0.5578, top5_acc: 0.7734, loss_cls: 1.9218, loss: 3.0666, grad_norm: 3.5446 2020-09-12 02:51:19,645 - mmaction - INFO - Epoch [78][260/940] lr: 4.000e-03, eta: 1 day, 10:48:31, time: 1.810, data_time: 0.006, memory: 6924, loss_aux: 1.1356, top1_acc: 0.5514, top5_acc: 0.7643, loss_cls: 1.9470, loss: 3.0826, grad_norm: 3.5265 2020-09-12 02:51:55,592 - mmaction - INFO - Epoch [78][280/940] lr: 4.000e-03, eta: 1 day, 10:47:54, time: 1.797, data_time: 0.007, memory: 6924, loss_aux: 1.1538, top1_acc: 0.5529, top5_acc: 0.7639, loss_cls: 1.9670, loss: 3.1208, grad_norm: 3.5370 2020-09-12 02:52:32,696 - mmaction - INFO - Epoch [78][300/940] lr: 4.000e-03, eta: 1 day, 10:47:18, time: 1.857, data_time: 0.006, memory: 6924, loss_aux: 1.1289, top1_acc: 0.5557, top5_acc: 0.7752, loss_cls: 1.9135, loss: 3.0425, grad_norm: 3.5139 2020-09-12 02:53:08,248 - mmaction - INFO - Epoch [78][320/940] lr: 4.000e-03, eta: 1 day, 10:46:40, time: 1.778, data_time: 0.003, memory: 6924, loss_aux: 1.1414, top1_acc: 0.5502, top5_acc: 0.7783, loss_cls: 1.9199, loss: 3.0613, grad_norm: 3.5207 2020-09-12 02:53:44,721 - mmaction - INFO - Epoch [78][340/940] lr: 4.000e-03, eta: 1 day, 10:46:03, time: 1.821, data_time: 0.007, memory: 6924, loss_aux: 1.1499, top1_acc: 0.5555, top5_acc: 0.7650, loss_cls: 1.9609, loss: 3.1108, grad_norm: 3.5055 2020-09-12 02:54:20,353 - mmaction - INFO - Epoch [78][360/940] lr: 4.000e-03, eta: 1 day, 10:45:26, time: 1.784, data_time: 0.007, memory: 6924, loss_aux: 1.1523, top1_acc: 0.5529, top5_acc: 0.7617, loss_cls: 1.9596, loss: 3.1120, grad_norm: 3.4974 2020-09-12 02:54:57,522 - mmaction - INFO - Epoch [78][380/940] lr: 4.000e-03, eta: 1 day, 10:44:50, time: 1.857, data_time: 0.005, memory: 6924, loss_aux: 1.1467, top1_acc: 0.5549, top5_acc: 0.7713, loss_cls: 1.9255, loss: 3.0722, grad_norm: 3.5032 2020-09-12 02:55:33,506 - mmaction - INFO - Epoch [78][400/940] lr: 4.000e-03, eta: 1 day, 10:44:12, time: 1.800, data_time: 0.006, memory: 6924, loss_aux: 1.1270, top1_acc: 0.5574, top5_acc: 0.7729, loss_cls: 1.9161, loss: 3.0432, grad_norm: 3.4372 2020-09-12 02:56:09,226 - mmaction - INFO - Epoch [78][420/940] lr: 4.000e-03, eta: 1 day, 10:43:35, time: 1.784, data_time: 0.006, memory: 6924, loss_aux: 1.1238, top1_acc: 0.5510, top5_acc: 0.7701, loss_cls: 1.9140, loss: 3.0378, grad_norm: 3.5338 2020-09-12 02:56:45,621 - mmaction - INFO - Epoch [78][440/940] lr: 4.000e-03, eta: 1 day, 10:42:58, time: 1.822, data_time: 0.007, memory: 6924, loss_aux: 1.1416, top1_acc: 0.5527, top5_acc: 0.7785, loss_cls: 1.9305, loss: 3.0721, grad_norm: 3.5343 2020-09-12 02:57:21,652 - mmaction - INFO - Epoch [78][460/940] lr: 4.000e-03, eta: 1 day, 10:42:21, time: 1.800, data_time: 0.006, memory: 6924, loss_aux: 1.1652, top1_acc: 0.5330, top5_acc: 0.7609, loss_cls: 1.9662, loss: 3.1314, grad_norm: 3.5586 2020-09-12 02:57:57,694 - mmaction - INFO - Epoch [78][480/940] lr: 4.000e-03, eta: 1 day, 10:41:43, time: 1.804, data_time: 0.006, memory: 6924, loss_aux: 1.1596, top1_acc: 0.5508, top5_acc: 0.7688, loss_cls: 1.9518, loss: 3.1114, grad_norm: 3.5571 2020-09-12 02:58:33,675 - mmaction - INFO - Epoch [78][500/940] lr: 4.000e-03, eta: 1 day, 10:41:06, time: 1.797, data_time: 0.006, memory: 6924, loss_aux: 1.1188, top1_acc: 0.5564, top5_acc: 0.7811, loss_cls: 1.8866, loss: 3.0054, grad_norm: 3.4748 2020-09-12 02:59:10,262 - mmaction - INFO - Epoch [78][520/940] lr: 4.000e-03, eta: 1 day, 10:40:29, time: 1.832, data_time: 0.006, memory: 6924, loss_aux: 1.1506, top1_acc: 0.5502, top5_acc: 0.7680, loss_cls: 1.9443, loss: 3.0949, grad_norm: 3.5623 2020-09-12 02:59:46,011 - mmaction - INFO - Epoch [78][540/940] lr: 4.000e-03, eta: 1 day, 10:39:52, time: 1.785, data_time: 0.006, memory: 6924, loss_aux: 1.1418, top1_acc: 0.5449, top5_acc: 0.7725, loss_cls: 1.9217, loss: 3.0635, grad_norm: 3.5397 2020-09-12 03:00:30,842 - mmaction - INFO - Epoch [78][560/940] lr: 4.000e-03, eta: 1 day, 10:39:23, time: 2.232, data_time: 0.007, memory: 6924, loss_aux: 1.1393, top1_acc: 0.5504, top5_acc: 0.7760, loss_cls: 1.9255, loss: 3.0648, grad_norm: 3.5503 2020-09-12 03:01:05,348 - mmaction - INFO - Epoch [78][580/940] lr: 4.000e-03, eta: 1 day, 10:38:44, time: 1.736, data_time: 0.029, memory: 6924, loss_aux: 1.1535, top1_acc: 0.5441, top5_acc: 0.7736, loss_cls: 1.9357, loss: 3.0892, grad_norm: 3.5430 2020-09-12 03:01:40,215 - mmaction - INFO - Epoch [78][600/940] lr: 4.000e-03, eta: 1 day, 10:38:06, time: 1.741, data_time: 0.007, memory: 6924, loss_aux: 1.1400, top1_acc: 0.5613, top5_acc: 0.7705, loss_cls: 1.9218, loss: 3.0618, grad_norm: 3.5091 2020-09-12 03:02:16,158 - mmaction - INFO - Epoch [78][620/940] lr: 4.000e-03, eta: 1 day, 10:37:28, time: 1.798, data_time: 0.007, memory: 6924, loss_aux: 1.1364, top1_acc: 0.5508, top5_acc: 0.7734, loss_cls: 1.9148, loss: 3.0512, grad_norm: 3.5204 2020-09-12 03:02:53,558 - mmaction - INFO - Epoch [78][640/940] lr: 4.000e-03, eta: 1 day, 10:36:52, time: 1.870, data_time: 0.006, memory: 6924, loss_aux: 1.1486, top1_acc: 0.5494, top5_acc: 0.7736, loss_cls: 1.9433, loss: 3.0919, grad_norm: 3.5678 2020-09-12 03:03:29,271 - mmaction - INFO - Epoch [78][660/940] lr: 4.000e-03, eta: 1 day, 10:36:15, time: 1.787, data_time: 0.006, memory: 6924, loss_aux: 1.1637, top1_acc: 0.5426, top5_acc: 0.7590, loss_cls: 1.9785, loss: 3.1422, grad_norm: 3.5499 2020-09-12 03:04:05,185 - mmaction - INFO - Epoch [78][680/940] lr: 4.000e-03, eta: 1 day, 10:35:37, time: 1.794, data_time: 0.006, memory: 6924, loss_aux: 1.1402, top1_acc: 0.5539, top5_acc: 0.7754, loss_cls: 1.9134, loss: 3.0536, grad_norm: 3.5097 2020-09-12 03:04:41,580 - mmaction - INFO - Epoch [78][700/940] lr: 4.000e-03, eta: 1 day, 10:35:01, time: 1.820, data_time: 0.007, memory: 6924, loss_aux: 1.1419, top1_acc: 0.5516, top5_acc: 0.7742, loss_cls: 1.9228, loss: 3.0647, grad_norm: 3.5318 2020-09-12 03:05:18,191 - mmaction - INFO - Epoch [78][720/940] lr: 4.000e-03, eta: 1 day, 10:34:24, time: 1.830, data_time: 0.007, memory: 6924, loss_aux: 1.1393, top1_acc: 0.5488, top5_acc: 0.7652, loss_cls: 1.9573, loss: 3.0967, grad_norm: 3.4960 2020-09-12 03:05:54,228 - mmaction - INFO - Epoch [78][740/940] lr: 4.000e-03, eta: 1 day, 10:33:47, time: 1.802, data_time: 0.006, memory: 6924, loss_aux: 1.1382, top1_acc: 0.5561, top5_acc: 0.7713, loss_cls: 1.9241, loss: 3.0622, grad_norm: 3.4917 2020-09-12 03:06:31,061 - mmaction - INFO - Epoch [78][760/940] lr: 4.000e-03, eta: 1 day, 10:33:10, time: 1.841, data_time: 0.007, memory: 6924, loss_aux: 1.1416, top1_acc: 0.5494, top5_acc: 0.7705, loss_cls: 1.9513, loss: 3.0929, grad_norm: 3.5662 2020-09-12 03:07:07,074 - mmaction - INFO - Epoch [78][780/940] lr: 4.000e-03, eta: 1 day, 10:32:33, time: 1.803, data_time: 0.006, memory: 6924, loss_aux: 1.1426, top1_acc: 0.5498, top5_acc: 0.7602, loss_cls: 1.9593, loss: 3.1019, grad_norm: 3.5782 2020-09-12 03:07:43,636 - mmaction - INFO - Epoch [78][800/940] lr: 4.000e-03, eta: 1 day, 10:31:56, time: 1.826, data_time: 0.007, memory: 6924, loss_aux: 1.1362, top1_acc: 0.5566, top5_acc: 0.7641, loss_cls: 1.9458, loss: 3.0820, grad_norm: 3.5640 2020-09-12 03:08:19,331 - mmaction - INFO - Epoch [78][820/940] lr: 4.000e-03, eta: 1 day, 10:31:19, time: 1.786, data_time: 0.006, memory: 6924, loss_aux: 1.1275, top1_acc: 0.5547, top5_acc: 0.7777, loss_cls: 1.8941, loss: 3.0216, grad_norm: 3.5125 2020-09-12 03:08:55,560 - mmaction - INFO - Epoch [78][840/940] lr: 4.000e-03, eta: 1 day, 10:30:41, time: 1.810, data_time: 0.006, memory: 6924, loss_aux: 1.1264, top1_acc: 0.5553, top5_acc: 0.7826, loss_cls: 1.8967, loss: 3.0230, grad_norm: 3.5138 2020-09-12 03:09:31,507 - mmaction - INFO - Epoch [78][860/940] lr: 4.000e-03, eta: 1 day, 10:30:04, time: 1.799, data_time: 0.006, memory: 6924, loss_aux: 1.1306, top1_acc: 0.5533, top5_acc: 0.7787, loss_cls: 1.9065, loss: 3.0370, grad_norm: 3.5463 2020-09-12 03:10:07,797 - mmaction - INFO - Epoch [78][880/940] lr: 4.000e-03, eta: 1 day, 10:29:27, time: 1.815, data_time: 0.006, memory: 6924, loss_aux: 1.1234, top1_acc: 0.5656, top5_acc: 0.7818, loss_cls: 1.8865, loss: 3.0099, grad_norm: 3.5322 2020-09-12 03:10:43,981 - mmaction - INFO - Epoch [78][900/940] lr: 4.000e-03, eta: 1 day, 10:28:50, time: 1.809, data_time: 0.002, memory: 6924, loss_aux: 1.1357, top1_acc: 0.5533, top5_acc: 0.7717, loss_cls: 1.9375, loss: 3.0732, grad_norm: 3.5811 2020-09-12 03:11:20,287 - mmaction - INFO - Epoch [78][920/940] lr: 4.000e-03, eta: 1 day, 10:28:13, time: 1.814, data_time: 0.006, memory: 6924, loss_aux: 1.1575, top1_acc: 0.5502, top5_acc: 0.7625, loss_cls: 1.9698, loss: 3.1273, grad_norm: 3.5986 2020-09-12 03:11:55,364 - mmaction - INFO - Epoch [78][940/940] lr: 4.000e-03, eta: 1 day, 10:27:35, time: 1.755, data_time: 0.006, memory: 6924, loss_aux: 1.1296, top1_acc: 0.5479, top5_acc: 0.7709, loss_cls: 1.9196, loss: 3.0492, grad_norm: 3.6977 2020-09-12 03:11:56,004 - mmaction - INFO - Saving checkpoint at 78 epochs 2020-09-12 03:12:45,776 - mmaction - INFO - Epoch [79][20/940] lr: 4.000e-03, eta: 1 day, 10:27:07, time: 2.311, data_time: 0.961, memory: 6924, loss_aux: 1.1120, top1_acc: 0.5566, top5_acc: 0.7846, loss_cls: 1.8707, loss: 2.9827, grad_norm: 3.5403 2020-09-12 03:13:18,077 - mmaction - INFO - Epoch [79][40/940] lr: 4.000e-03, eta: 1 day, 10:26:26, time: 1.617, data_time: 0.006, memory: 6924, loss_aux: 1.1310, top1_acc: 0.5453, top5_acc: 0.7711, loss_cls: 1.9359, loss: 3.0669, grad_norm: 3.5524 2020-09-12 03:13:54,603 - mmaction - INFO - Epoch [79][60/940] lr: 4.000e-03, eta: 1 day, 10:25:50, time: 1.824, data_time: 0.002, memory: 6924, loss_aux: 1.1712, top1_acc: 0.5502, top5_acc: 0.7682, loss_cls: 1.9587, loss: 3.1299, grad_norm: 3.6110 2020-09-12 03:14:30,438 - mmaction - INFO - Epoch [79][80/940] lr: 4.000e-03, eta: 1 day, 10:25:12, time: 1.793, data_time: 0.006, memory: 6924, loss_aux: 1.1263, top1_acc: 0.5547, top5_acc: 0.7826, loss_cls: 1.9012, loss: 3.0275, grad_norm: 3.5578 2020-09-12 03:15:06,299 - mmaction - INFO - Epoch [79][100/940] lr: 4.000e-03, eta: 1 day, 10:24:35, time: 1.793, data_time: 0.006, memory: 6924, loss_aux: 1.1282, top1_acc: 0.5646, top5_acc: 0.7820, loss_cls: 1.9131, loss: 3.0413, grad_norm: 3.5169 2020-09-12 03:15:42,595 - mmaction - INFO - Epoch [79][120/940] lr: 4.000e-03, eta: 1 day, 10:23:58, time: 1.815, data_time: 0.002, memory: 6924, loss_aux: 1.1125, top1_acc: 0.5701, top5_acc: 0.7830, loss_cls: 1.8541, loss: 2.9666, grad_norm: 3.4910 2020-09-12 03:16:18,732 - mmaction - INFO - Epoch [79][140/940] lr: 4.000e-03, eta: 1 day, 10:23:21, time: 1.805, data_time: 0.006, memory: 6924, loss_aux: 1.1439, top1_acc: 0.5467, top5_acc: 0.7682, loss_cls: 1.9403, loss: 3.0842, grad_norm: 3.5901 2020-09-12 03:16:54,411 - mmaction - INFO - Epoch [79][160/940] lr: 4.000e-03, eta: 1 day, 10:22:43, time: 1.785, data_time: 0.006, memory: 6924, loss_aux: 1.1306, top1_acc: 0.5607, top5_acc: 0.7756, loss_cls: 1.8939, loss: 3.0245, grad_norm: 3.5807 2020-09-12 03:17:30,278 - mmaction - INFO - Epoch [79][180/940] lr: 4.000e-03, eta: 1 day, 10:22:06, time: 1.792, data_time: 0.005, memory: 6924, loss_aux: 1.1491, top1_acc: 0.5488, top5_acc: 0.7693, loss_cls: 1.9378, loss: 3.0869, grad_norm: 3.5505 2020-09-12 03:18:06,097 - mmaction - INFO - Epoch [79][200/940] lr: 4.000e-03, eta: 1 day, 10:21:28, time: 1.793, data_time: 0.006, memory: 6924, loss_aux: 1.1232, top1_acc: 0.5713, top5_acc: 0.7740, loss_cls: 1.8957, loss: 3.0188, grad_norm: 3.5286 2020-09-12 03:18:42,307 - mmaction - INFO - Epoch [79][220/940] lr: 4.000e-03, eta: 1 day, 10:20:51, time: 1.809, data_time: 0.006, memory: 6924, loss_aux: 1.1334, top1_acc: 0.5500, top5_acc: 0.7686, loss_cls: 1.9395, loss: 3.0728, grad_norm: 3.5572 2020-09-12 03:19:18,187 - mmaction - INFO - Epoch [79][240/940] lr: 4.000e-03, eta: 1 day, 10:20:14, time: 1.795, data_time: 0.006, memory: 6924, loss_aux: 1.1576, top1_acc: 0.5482, top5_acc: 0.7688, loss_cls: 1.9625, loss: 3.1200, grad_norm: 3.6140 2020-09-12 03:19:54,235 - mmaction - INFO - Epoch [79][260/940] lr: 4.000e-03, eta: 1 day, 10:19:37, time: 1.800, data_time: 0.006, memory: 6924, loss_aux: 1.1187, top1_acc: 0.5646, top5_acc: 0.7812, loss_cls: 1.8765, loss: 2.9952, grad_norm: 3.5456 2020-09-12 03:20:30,446 - mmaction - INFO - Epoch [79][280/940] lr: 4.000e-03, eta: 1 day, 10:19:00, time: 1.812, data_time: 0.006, memory: 6924, loss_aux: 1.1495, top1_acc: 0.5498, top5_acc: 0.7645, loss_cls: 1.9503, loss: 3.0998, grad_norm: 3.5863 2020-09-12 03:21:06,667 - mmaction - INFO - Epoch [79][300/940] lr: 4.000e-03, eta: 1 day, 10:18:23, time: 1.810, data_time: 0.006, memory: 6924, loss_aux: 1.1227, top1_acc: 0.5568, top5_acc: 0.7789, loss_cls: 1.9038, loss: 3.0265, grad_norm: 3.5513 2020-09-12 03:21:44,234 - mmaction - INFO - Epoch [79][320/940] lr: 4.000e-03, eta: 1 day, 10:17:47, time: 1.878, data_time: 0.005, memory: 6924, loss_aux: 1.1301, top1_acc: 0.5580, top5_acc: 0.7717, loss_cls: 1.9131, loss: 3.0432, grad_norm: 3.5545 2020-09-12 03:22:19,392 - mmaction - INFO - Epoch [79][340/940] lr: 4.000e-03, eta: 1 day, 10:17:09, time: 1.758, data_time: 0.007, memory: 6924, loss_aux: 1.1548, top1_acc: 0.5488, top5_acc: 0.7734, loss_cls: 1.9230, loss: 3.0777, grad_norm: 3.6242 2020-09-12 03:22:55,207 - mmaction - INFO - Epoch [79][360/940] lr: 4.000e-03, eta: 1 day, 10:16:31, time: 1.790, data_time: 0.005, memory: 6924, loss_aux: 1.0925, top1_acc: 0.5738, top5_acc: 0.7842, loss_cls: 1.8363, loss: 2.9288, grad_norm: 3.5278 2020-09-12 03:23:31,249 - mmaction - INFO - Epoch [79][380/940] lr: 4.000e-03, eta: 1 day, 10:15:54, time: 1.805, data_time: 0.006, memory: 6924, loss_aux: 1.1173, top1_acc: 0.5617, top5_acc: 0.7836, loss_cls: 1.8543, loss: 2.9717, grad_norm: 3.5726 2020-09-12 03:24:07,746 - mmaction - INFO - Epoch [79][400/940] lr: 4.000e-03, eta: 1 day, 10:15:17, time: 1.824, data_time: 0.006, memory: 6924, loss_aux: 1.1157, top1_acc: 0.5598, top5_acc: 0.7795, loss_cls: 1.8959, loss: 3.0116, grad_norm: 3.5887 2020-09-12 03:24:43,636 - mmaction - INFO - Epoch [79][420/940] lr: 4.000e-03, eta: 1 day, 10:14:40, time: 1.795, data_time: 0.005, memory: 6924, loss_aux: 1.1533, top1_acc: 0.5570, top5_acc: 0.7605, loss_cls: 1.9601, loss: 3.1133, grad_norm: 3.6138 2020-09-12 03:25:19,706 - mmaction - INFO - Epoch [79][440/940] lr: 4.000e-03, eta: 1 day, 10:14:03, time: 1.802, data_time: 0.005, memory: 6924, loss_aux: 1.1535, top1_acc: 0.5557, top5_acc: 0.7693, loss_cls: 1.9504, loss: 3.1039, grad_norm: 3.6320 2020-09-12 03:25:55,457 - mmaction - INFO - Epoch [79][460/940] lr: 4.000e-03, eta: 1 day, 10:13:25, time: 1.789, data_time: 0.006, memory: 6924, loss_aux: 1.1252, top1_acc: 0.5643, top5_acc: 0.7729, loss_cls: 1.9015, loss: 3.0267, grad_norm: 3.6108 2020-09-12 03:26:31,236 - mmaction - INFO - Epoch [79][480/940] lr: 4.000e-03, eta: 1 day, 10:12:48, time: 1.787, data_time: 0.006, memory: 6924, loss_aux: 1.1260, top1_acc: 0.5521, top5_acc: 0.7770, loss_cls: 1.9111, loss: 3.0371, grad_norm: 3.6221 2020-09-12 03:27:07,105 - mmaction - INFO - Epoch [79][500/940] lr: 4.000e-03, eta: 1 day, 10:12:10, time: 1.795, data_time: 0.006, memory: 6924, loss_aux: 1.1205, top1_acc: 0.5627, top5_acc: 0.7816, loss_cls: 1.8787, loss: 2.9992, grad_norm: 3.6017 2020-09-12 03:27:43,675 - mmaction - INFO - Epoch [79][520/940] lr: 4.000e-03, eta: 1 day, 10:11:34, time: 1.827, data_time: 0.006, memory: 6924, loss_aux: 1.1211, top1_acc: 0.5656, top5_acc: 0.7840, loss_cls: 1.8866, loss: 3.0077, grad_norm: 3.5652 2020-09-12 03:28:19,999 - mmaction - INFO - Epoch [79][540/940] lr: 4.000e-03, eta: 1 day, 10:10:57, time: 1.818, data_time: 0.009, memory: 6924, loss_aux: 1.1271, top1_acc: 0.5529, top5_acc: 0.7717, loss_cls: 1.9005, loss: 3.0276, grad_norm: 3.6260 2020-09-12 03:28:56,070 - mmaction - INFO - Epoch [79][560/940] lr: 4.000e-03, eta: 1 day, 10:10:19, time: 1.802, data_time: 0.006, memory: 6924, loss_aux: 1.1402, top1_acc: 0.5395, top5_acc: 0.7654, loss_cls: 1.9447, loss: 3.0848, grad_norm: 3.6468 2020-09-12 03:29:32,404 - mmaction - INFO - Epoch [79][580/940] lr: 4.000e-03, eta: 1 day, 10:09:43, time: 1.818, data_time: 0.006, memory: 6924, loss_aux: 1.1414, top1_acc: 0.5508, top5_acc: 0.7752, loss_cls: 1.9337, loss: 3.0751, grad_norm: 3.6330 2020-09-12 03:30:07,871 - mmaction - INFO - Epoch [79][600/940] lr: 4.000e-03, eta: 1 day, 10:09:05, time: 1.773, data_time: 0.007, memory: 6924, loss_aux: 1.1086, top1_acc: 0.5648, top5_acc: 0.7779, loss_cls: 1.8706, loss: 2.9792, grad_norm: 3.6264 2020-09-12 03:30:44,271 - mmaction - INFO - Epoch [79][620/940] lr: 4.000e-03, eta: 1 day, 10:08:28, time: 1.820, data_time: 0.003, memory: 6924, loss_aux: 1.1441, top1_acc: 0.5557, top5_acc: 0.7713, loss_cls: 1.9181, loss: 3.0622, grad_norm: 3.6670 2020-09-12 03:31:20,658 - mmaction - INFO - Epoch [79][640/940] lr: 4.000e-03, eta: 1 day, 10:07:51, time: 1.818, data_time: 0.007, memory: 6924, loss_aux: 1.1374, top1_acc: 0.5592, top5_acc: 0.7701, loss_cls: 1.9287, loss: 3.0661, grad_norm: 3.6604 2020-09-12 03:31:57,043 - mmaction - INFO - Epoch [79][660/940] lr: 4.000e-03, eta: 1 day, 10:07:14, time: 1.820, data_time: 0.006, memory: 6924, loss_aux: 1.1222, top1_acc: 0.5605, top5_acc: 0.7764, loss_cls: 1.8878, loss: 3.0101, grad_norm: 3.6377 2020-09-12 03:32:32,845 - mmaction - INFO - Epoch [79][680/940] lr: 4.000e-03, eta: 1 day, 10:06:37, time: 1.790, data_time: 0.005, memory: 6924, loss_aux: 1.1175, top1_acc: 0.5678, top5_acc: 0.7838, loss_cls: 1.8832, loss: 3.0006, grad_norm: 3.6788 2020-09-12 03:33:09,791 - mmaction - INFO - Epoch [79][700/940] lr: 4.000e-03, eta: 1 day, 10:06:00, time: 1.847, data_time: 0.003, memory: 6924, loss_aux: 1.1237, top1_acc: 0.5535, top5_acc: 0.7744, loss_cls: 1.9063, loss: 3.0300, grad_norm: 3.6297 2020-09-12 03:33:46,153 - mmaction - INFO - Epoch [79][720/940] lr: 4.000e-03, eta: 1 day, 10:05:23, time: 1.816, data_time: 0.007, memory: 6924, loss_aux: 1.1247, top1_acc: 0.5535, top5_acc: 0.7764, loss_cls: 1.8952, loss: 3.0199, grad_norm: 3.6338 2020-09-12 03:34:22,564 - mmaction - INFO - Epoch [79][740/940] lr: 4.000e-03, eta: 1 day, 10:04:46, time: 1.823, data_time: 0.006, memory: 6924, loss_aux: 1.1196, top1_acc: 0.5613, top5_acc: 0.7750, loss_cls: 1.8818, loss: 3.0015, grad_norm: 3.6177 2020-09-12 03:34:58,027 - mmaction - INFO - Epoch [79][760/940] lr: 4.000e-03, eta: 1 day, 10:04:09, time: 1.772, data_time: 0.006, memory: 6924, loss_aux: 1.1335, top1_acc: 0.5475, top5_acc: 0.7732, loss_cls: 1.9300, loss: 3.0635, grad_norm: 3.6562 2020-09-12 03:35:34,232 - mmaction - INFO - Epoch [79][780/940] lr: 4.000e-03, eta: 1 day, 10:03:32, time: 1.812, data_time: 0.005, memory: 6924, loss_aux: 1.1492, top1_acc: 0.5486, top5_acc: 0.7672, loss_cls: 1.9364, loss: 3.0855, grad_norm: 3.6741 2020-09-12 03:36:10,565 - mmaction - INFO - Epoch [79][800/940] lr: 4.000e-03, eta: 1 day, 10:02:55, time: 1.816, data_time: 0.004, memory: 6924, loss_aux: 1.1084, top1_acc: 0.5621, top5_acc: 0.7797, loss_cls: 1.8713, loss: 2.9797, grad_norm: 3.6188 2020-09-12 03:36:47,092 - mmaction - INFO - Epoch [79][820/940] lr: 4.000e-03, eta: 1 day, 10:02:18, time: 1.825, data_time: 0.006, memory: 6924, loss_aux: 1.1504, top1_acc: 0.5484, top5_acc: 0.7760, loss_cls: 1.9530, loss: 3.1034, grad_norm: 3.7323 2020-09-12 03:37:22,445 - mmaction - INFO - Epoch [79][840/940] lr: 4.000e-03, eta: 1 day, 10:01:40, time: 1.770, data_time: 0.006, memory: 6924, loss_aux: 1.1396, top1_acc: 0.5564, top5_acc: 0.7686, loss_cls: 1.9263, loss: 3.0659, grad_norm: 3.6235 2020-09-12 03:37:59,319 - mmaction - INFO - Epoch [79][860/940] lr: 4.000e-03, eta: 1 day, 10:01:04, time: 1.842, data_time: 0.006, memory: 6924, loss_aux: 1.1079, top1_acc: 0.5650, top5_acc: 0.7777, loss_cls: 1.8608, loss: 2.9687, grad_norm: 3.6921 2020-09-12 03:38:35,536 - mmaction - INFO - Epoch [79][880/940] lr: 4.000e-03, eta: 1 day, 10:00:27, time: 1.813, data_time: 0.006, memory: 6924, loss_aux: 1.1300, top1_acc: 0.5654, top5_acc: 0.7725, loss_cls: 1.9019, loss: 3.0319, grad_norm: 3.6820 2020-09-12 03:39:11,144 - mmaction - INFO - Epoch [79][900/940] lr: 4.000e-03, eta: 1 day, 9:59:49, time: 1.779, data_time: 0.006, memory: 6924, loss_aux: 1.1458, top1_acc: 0.5582, top5_acc: 0.7732, loss_cls: 1.9351, loss: 3.0810, grad_norm: 3.6664 2020-09-12 03:39:47,802 - mmaction - INFO - Epoch [79][920/940] lr: 4.000e-03, eta: 1 day, 9:59:12, time: 1.834, data_time: 0.006, memory: 6924, loss_aux: 1.1290, top1_acc: 0.5582, top5_acc: 0.7717, loss_cls: 1.9112, loss: 3.0403, grad_norm: 3.6769 2020-09-12 03:40:23,116 - mmaction - INFO - Epoch [79][940/940] lr: 4.000e-03, eta: 1 day, 9:58:35, time: 1.764, data_time: 0.006, memory: 6924, loss_aux: 1.1379, top1_acc: 0.5530, top5_acc: 0.7737, loss_cls: 1.9360, loss: 3.0739, grad_norm: 3.8234 2020-09-12 03:40:23,613 - mmaction - INFO - Saving checkpoint at 79 epochs 2020-09-12 03:41:07,583 - mmaction - INFO - Epoch [80][20/940] lr: 4.000e-03, eta: 1 day, 9:57:57, time: 1.778, data_time: 0.337, memory: 6924, loss_aux: 1.0855, top1_acc: 0.5744, top5_acc: 0.7883, loss_cls: 1.8280, loss: 2.9135, grad_norm: 3.5655 2020-09-12 03:41:42,168 - mmaction - INFO - Epoch [80][40/940] lr: 4.000e-03, eta: 1 day, 9:57:18, time: 1.731, data_time: 0.006, memory: 6924, loss_aux: 1.1096, top1_acc: 0.5609, top5_acc: 0.7707, loss_cls: 1.9071, loss: 3.0167, grad_norm: 3.6681 2020-09-12 03:42:18,451 - mmaction - INFO - Epoch [80][60/940] lr: 4.000e-03, eta: 1 day, 9:56:41, time: 1.812, data_time: 0.006, memory: 6924, loss_aux: 1.1341, top1_acc: 0.5619, top5_acc: 0.7773, loss_cls: 1.9087, loss: 3.0427, grad_norm: 3.6913 2020-09-12 03:42:53,934 - mmaction - INFO - Epoch [80][80/940] lr: 4.000e-03, eta: 1 day, 9:56:04, time: 1.775, data_time: 0.006, memory: 6924, loss_aux: 1.1044, top1_acc: 0.5627, top5_acc: 0.7807, loss_cls: 1.8667, loss: 2.9711, grad_norm: 3.6388 2020-09-12 03:43:30,108 - mmaction - INFO - Epoch [80][100/940] lr: 4.000e-03, eta: 1 day, 9:55:27, time: 1.809, data_time: 0.005, memory: 6924, loss_aux: 1.1587, top1_acc: 0.5467, top5_acc: 0.7676, loss_cls: 1.9584, loss: 3.1171, grad_norm: 3.6991 2020-09-12 03:44:06,963 - mmaction - INFO - Epoch [80][120/940] lr: 4.000e-03, eta: 1 day, 9:54:50, time: 1.841, data_time: 0.007, memory: 6924, loss_aux: 1.1168, top1_acc: 0.5529, top5_acc: 0.7801, loss_cls: 1.8839, loss: 3.0007, grad_norm: 3.5817 2020-09-12 03:44:42,654 - mmaction - INFO - Epoch [80][140/940] lr: 4.000e-03, eta: 1 day, 9:54:13, time: 1.786, data_time: 0.006, memory: 6924, loss_aux: 1.1400, top1_acc: 0.5566, top5_acc: 0.7748, loss_cls: 1.9255, loss: 3.0655, grad_norm: 3.6609 2020-09-12 03:45:18,627 - mmaction - INFO - Epoch [80][160/940] lr: 4.000e-03, eta: 1 day, 9:53:35, time: 1.799, data_time: 0.006, memory: 6924, loss_aux: 1.1122, top1_acc: 0.5635, top5_acc: 0.7898, loss_cls: 1.8622, loss: 2.9745, grad_norm: 3.6513 2020-09-12 03:45:55,051 - mmaction - INFO - Epoch [80][180/940] lr: 4.000e-03, eta: 1 day, 9:52:59, time: 1.821, data_time: 0.004, memory: 6924, loss_aux: 1.1255, top1_acc: 0.5541, top5_acc: 0.7775, loss_cls: 1.8857, loss: 3.0111, grad_norm: 3.7018 2020-09-12 03:46:30,868 - mmaction - INFO - Epoch [80][200/940] lr: 4.000e-03, eta: 1 day, 9:52:21, time: 1.789, data_time: 0.006, memory: 6924, loss_aux: 1.1053, top1_acc: 0.5709, top5_acc: 0.7818, loss_cls: 1.8679, loss: 2.9732, grad_norm: 3.6623 2020-09-12 03:47:07,224 - mmaction - INFO - Epoch [80][220/940] lr: 4.000e-03, eta: 1 day, 9:51:44, time: 1.819, data_time: 0.005, memory: 6924, loss_aux: 1.1405, top1_acc: 0.5510, top5_acc: 0.7676, loss_cls: 1.9250, loss: 3.0655, grad_norm: 3.6660 2020-09-12 03:47:43,015 - mmaction - INFO - Epoch [80][240/940] lr: 4.000e-03, eta: 1 day, 9:51:07, time: 1.788, data_time: 0.006, memory: 6924, loss_aux: 1.1237, top1_acc: 0.5506, top5_acc: 0.7811, loss_cls: 1.9004, loss: 3.0241, grad_norm: 3.6601 2020-09-12 03:48:19,179 - mmaction - INFO - Epoch [80][260/940] lr: 4.000e-03, eta: 1 day, 9:50:30, time: 1.810, data_time: 0.006, memory: 6924, loss_aux: 1.1192, top1_acc: 0.5662, top5_acc: 0.7811, loss_cls: 1.8829, loss: 3.0022, grad_norm: 3.6671 2020-09-12 03:48:55,083 - mmaction - INFO - Epoch [80][280/940] lr: 4.000e-03, eta: 1 day, 9:49:52, time: 1.794, data_time: 0.006, memory: 6924, loss_aux: 1.1021, top1_acc: 0.5717, top5_acc: 0.7838, loss_cls: 1.8479, loss: 2.9500, grad_norm: 3.6654 2020-09-12 03:49:30,772 - mmaction - INFO - Epoch [80][300/940] lr: 4.000e-03, eta: 1 day, 9:49:15, time: 1.786, data_time: 0.006, memory: 6924, loss_aux: 1.1482, top1_acc: 0.5475, top5_acc: 0.7719, loss_cls: 1.9442, loss: 3.0924, grad_norm: 3.7673 2020-09-12 03:50:07,394 - mmaction - INFO - Epoch [80][320/940] lr: 4.000e-03, eta: 1 day, 9:48:38, time: 1.831, data_time: 0.006, memory: 6924, loss_aux: 1.1169, top1_acc: 0.5611, top5_acc: 0.7766, loss_cls: 1.8703, loss: 2.9873, grad_norm: 3.6230 2020-09-12 03:50:43,613 - mmaction - INFO - Epoch [80][340/940] lr: 4.000e-03, eta: 1 day, 9:48:01, time: 1.811, data_time: 0.003, memory: 6924, loss_aux: 1.1120, top1_acc: 0.5699, top5_acc: 0.7822, loss_cls: 1.8529, loss: 2.9649, grad_norm: 3.6513 2020-09-12 03:51:20,040 - mmaction - INFO - Epoch [80][360/940] lr: 4.000e-03, eta: 1 day, 9:47:24, time: 1.820, data_time: 0.006, memory: 6924, loss_aux: 1.1190, top1_acc: 0.5656, top5_acc: 0.7762, loss_cls: 1.8746, loss: 2.9936, grad_norm: 3.6873 2020-09-12 03:51:56,910 - mmaction - INFO - Epoch [80][380/940] lr: 4.000e-03, eta: 1 day, 9:46:48, time: 1.845, data_time: 0.054, memory: 6924, loss_aux: 1.1178, top1_acc: 0.5635, top5_acc: 0.7785, loss_cls: 1.8824, loss: 3.0002, grad_norm: 3.6469 2020-09-12 03:52:33,745 - mmaction - INFO - Epoch [80][400/940] lr: 4.000e-03, eta: 1 day, 9:46:11, time: 1.842, data_time: 0.008, memory: 6924, loss_aux: 1.1261, top1_acc: 0.5541, top5_acc: 0.7756, loss_cls: 1.9003, loss: 3.0264, grad_norm: 3.6944 2020-09-12 03:53:08,370 - mmaction - INFO - Epoch [80][420/940] lr: 4.000e-03, eta: 1 day, 9:45:33, time: 1.732, data_time: 0.003, memory: 6924, loss_aux: 1.1154, top1_acc: 0.5686, top5_acc: 0.7801, loss_cls: 1.8745, loss: 2.9898, grad_norm: 3.6811 2020-09-12 03:53:44,452 - mmaction - INFO - Epoch [80][440/940] lr: 4.000e-03, eta: 1 day, 9:44:56, time: 1.802, data_time: 0.006, memory: 6924, loss_aux: 1.1360, top1_acc: 0.5594, top5_acc: 0.7723, loss_cls: 1.9173, loss: 3.0534, grad_norm: 4.1994 2020-09-12 03:54:20,275 - mmaction - INFO - Epoch [80][460/940] lr: 4.000e-03, eta: 1 day, 9:44:18, time: 1.793, data_time: 0.006, memory: 6924, loss_aux: 1.1338, top1_acc: 0.5613, top5_acc: 0.7709, loss_cls: 1.9112, loss: 3.0450, grad_norm: 3.6784 2020-09-12 03:54:56,953 - mmaction - INFO - Epoch [80][480/940] lr: 4.000e-03, eta: 1 day, 9:43:42, time: 1.833, data_time: 0.006, memory: 6924, loss_aux: 1.1209, top1_acc: 0.5568, top5_acc: 0.7684, loss_cls: 1.9025, loss: 3.0234, grad_norm: 3.7056 2020-09-12 03:55:32,611 - mmaction - INFO - Epoch [80][500/940] lr: 4.000e-03, eta: 1 day, 9:43:04, time: 1.785, data_time: 0.005, memory: 6924, loss_aux: 1.1363, top1_acc: 0.5525, top5_acc: 0.7736, loss_cls: 1.9145, loss: 3.0507, grad_norm: 3.7201 2020-09-12 03:56:09,093 - mmaction - INFO - Epoch [80][520/940] lr: 4.000e-03, eta: 1 day, 9:42:27, time: 1.822, data_time: 0.006, memory: 6924, loss_aux: 1.1318, top1_acc: 0.5621, top5_acc: 0.7719, loss_cls: 1.8839, loss: 3.0157, grad_norm: 3.6133 2020-09-12 03:56:44,969 - mmaction - INFO - Epoch [80][540/940] lr: 4.000e-03, eta: 1 day, 9:41:50, time: 1.796, data_time: 0.006, memory: 6924, loss_aux: 1.1216, top1_acc: 0.5672, top5_acc: 0.7822, loss_cls: 1.8721, loss: 2.9937, grad_norm: 3.6807 2020-09-12 03:57:21,390 - mmaction - INFO - Epoch [80][560/940] lr: 4.000e-03, eta: 1 day, 9:41:13, time: 1.820, data_time: 0.006, memory: 6924, loss_aux: 1.1258, top1_acc: 0.5553, top5_acc: 0.7701, loss_cls: 1.9025, loss: 3.0282, grad_norm: 3.6610 2020-09-12 03:57:57,843 - mmaction - INFO - Epoch [80][580/940] lr: 4.000e-03, eta: 1 day, 9:40:36, time: 1.824, data_time: 0.006, memory: 6924, loss_aux: 1.1319, top1_acc: 0.5572, top5_acc: 0.7791, loss_cls: 1.9166, loss: 3.0485, grad_norm: 3.6997 2020-09-12 03:58:34,228 - mmaction - INFO - Epoch [80][600/940] lr: 4.000e-03, eta: 1 day, 9:39:59, time: 1.818, data_time: 0.006, memory: 6924, loss_aux: 1.1299, top1_acc: 0.5662, top5_acc: 0.7793, loss_cls: 1.8882, loss: 3.0180, grad_norm: 3.6777 2020-09-12 03:59:09,800 - mmaction - INFO - Epoch [80][620/940] lr: 4.000e-03, eta: 1 day, 9:39:22, time: 1.780, data_time: 0.006, memory: 6924, loss_aux: 1.1365, top1_acc: 0.5563, top5_acc: 0.7658, loss_cls: 1.9327, loss: 3.0692, grad_norm: 3.7135 2020-09-12 03:59:45,988 - mmaction - INFO - Epoch [80][640/940] lr: 4.000e-03, eta: 1 day, 9:38:45, time: 1.808, data_time: 0.005, memory: 6924, loss_aux: 1.1300, top1_acc: 0.5639, top5_acc: 0.7756, loss_cls: 1.8916, loss: 3.0215, grad_norm: 3.6975 2020-09-12 04:00:24,503 - mmaction - INFO - Epoch [80][660/940] lr: 4.000e-03, eta: 1 day, 9:38:10, time: 1.912, data_time: 0.007, memory: 6924, loss_aux: 1.1031, top1_acc: 0.5650, top5_acc: 0.7859, loss_cls: 1.8518, loss: 2.9549, grad_norm: 3.6315 2020-09-12 04:00:58,188 - mmaction - INFO - Epoch [80][680/940] lr: 4.000e-03, eta: 1 day, 9:37:31, time: 1.699, data_time: 0.062, memory: 6924, loss_aux: 1.1291, top1_acc: 0.5557, top5_acc: 0.7709, loss_cls: 1.9148, loss: 3.0439, grad_norm: 3.7216 2020-09-12 04:01:34,274 - mmaction - INFO - Epoch [80][700/940] lr: 4.000e-03, eta: 1 day, 9:36:53, time: 1.806, data_time: 0.006, memory: 6924, loss_aux: 1.1127, top1_acc: 0.5631, top5_acc: 0.7775, loss_cls: 1.9002, loss: 3.0130, grad_norm: 3.6149 2020-09-12 04:02:10,455 - mmaction - INFO - Epoch [80][720/940] lr: 4.000e-03, eta: 1 day, 9:36:16, time: 1.808, data_time: 0.002, memory: 6924, loss_aux: 1.1108, top1_acc: 0.5631, top5_acc: 0.7803, loss_cls: 1.8728, loss: 2.9836, grad_norm: 3.6665 2020-09-12 04:02:47,004 - mmaction - INFO - Epoch [80][740/940] lr: 4.000e-03, eta: 1 day, 9:35:40, time: 1.826, data_time: 0.006, memory: 6924, loss_aux: 1.1368, top1_acc: 0.5531, top5_acc: 0.7742, loss_cls: 1.9123, loss: 3.0491, grad_norm: 3.7210 2020-09-12 04:03:23,019 - mmaction - INFO - Epoch [80][760/940] lr: 4.000e-03, eta: 1 day, 9:35:02, time: 1.803, data_time: 0.006, memory: 6924, loss_aux: 1.1237, top1_acc: 0.5613, top5_acc: 0.7771, loss_cls: 1.8873, loss: 3.0110, grad_norm: 3.6311 2020-09-12 04:03:58,435 - mmaction - INFO - Epoch [80][780/940] lr: 4.000e-03, eta: 1 day, 9:34:25, time: 1.769, data_time: 0.005, memory: 6924, loss_aux: 1.1230, top1_acc: 0.5648, top5_acc: 0.7787, loss_cls: 1.8826, loss: 3.0056, grad_norm: 3.6722 2020-09-12 04:04:34,807 - mmaction - INFO - Epoch [80][800/940] lr: 4.000e-03, eta: 1 day, 9:33:48, time: 1.820, data_time: 0.006, memory: 6924, loss_aux: 1.1253, top1_acc: 0.5613, top5_acc: 0.7760, loss_cls: 1.9044, loss: 3.0297, grad_norm: 3.7275 2020-09-12 04:05:11,148 - mmaction - INFO - Epoch [80][820/940] lr: 4.000e-03, eta: 1 day, 9:33:11, time: 1.818, data_time: 0.007, memory: 6924, loss_aux: 1.1300, top1_acc: 0.5576, top5_acc: 0.7781, loss_cls: 1.8985, loss: 3.0285, grad_norm: 3.7130 2020-09-12 04:05:47,726 - mmaction - INFO - Epoch [80][840/940] lr: 4.000e-03, eta: 1 day, 9:32:34, time: 1.828, data_time: 0.002, memory: 6924, loss_aux: 1.1118, top1_acc: 0.5631, top5_acc: 0.7822, loss_cls: 1.8697, loss: 2.9815, grad_norm: 3.6774 2020-09-12 04:06:23,926 - mmaction - INFO - Epoch [80][860/940] lr: 4.000e-03, eta: 1 day, 9:31:57, time: 1.810, data_time: 0.003, memory: 6924, loss_aux: 1.1172, top1_acc: 0.5625, top5_acc: 0.7752, loss_cls: 1.8915, loss: 3.0087, grad_norm: 3.7216 2020-09-12 04:07:00,636 - mmaction - INFO - Epoch [80][880/940] lr: 4.000e-03, eta: 1 day, 9:31:21, time: 1.834, data_time: 0.006, memory: 6924, loss_aux: 1.1160, top1_acc: 0.5648, top5_acc: 0.7744, loss_cls: 1.8853, loss: 3.0013, grad_norm: 3.6258 2020-09-12 04:07:35,988 - mmaction - INFO - Epoch [80][900/940] lr: 4.000e-03, eta: 1 day, 9:30:43, time: 1.769, data_time: 0.006, memory: 6924, loss_aux: 1.1269, top1_acc: 0.5717, top5_acc: 0.7816, loss_cls: 1.8792, loss: 3.0061, grad_norm: 3.7370 2020-09-12 04:08:11,866 - mmaction - INFO - Epoch [80][920/940] lr: 4.000e-03, eta: 1 day, 9:30:05, time: 1.792, data_time: 0.005, memory: 6924, loss_aux: 1.1154, top1_acc: 0.5584, top5_acc: 0.7799, loss_cls: 1.8717, loss: 2.9871, grad_norm: 3.7003 2020-09-12 04:08:47,384 - mmaction - INFO - Epoch [80][940/940] lr: 4.000e-03, eta: 1 day, 9:29:28, time: 1.778, data_time: 0.006, memory: 6924, loss_aux: 1.1335, top1_acc: 0.5586, top5_acc: 0.7721, loss_cls: 1.9136, loss: 3.0472, grad_norm: 4.2875 2020-09-12 04:08:48,049 - mmaction - INFO - Saving checkpoint at 80 epochs 2020-09-12 04:09:35,189 - mmaction - INFO - Epoch [81][20/940] lr: 4.000e-03, eta: 1 day, 9:28:56, time: 2.109, data_time: 0.717, memory: 6924, loss_aux: 1.1234, top1_acc: 0.5566, top5_acc: 0.7783, loss_cls: 1.9033, loss: 3.0267, grad_norm: 3.7409 2020-09-12 04:10:09,194 - mmaction - INFO - Epoch [81][40/940] lr: 4.000e-03, eta: 1 day, 9:28:17, time: 1.702, data_time: 0.007, memory: 6924, loss_aux: 1.1126, top1_acc: 0.5646, top5_acc: 0.7832, loss_cls: 1.8532, loss: 2.9658, grad_norm: 3.7126 2020-09-12 04:10:43,813 - mmaction - INFO - Epoch [81][60/940] lr: 4.000e-03, eta: 1 day, 9:27:39, time: 1.732, data_time: 0.003, memory: 6924, loss_aux: 1.1265, top1_acc: 0.5576, top5_acc: 0.7832, loss_cls: 1.8826, loss: 3.0091, grad_norm: 3.7127 2020-09-12 04:11:19,484 - mmaction - INFO - Epoch [81][80/940] lr: 4.000e-03, eta: 1 day, 9:27:01, time: 1.781, data_time: 0.005, memory: 6924, loss_aux: 1.0904, top1_acc: 0.5695, top5_acc: 0.7873, loss_cls: 1.8418, loss: 2.9321, grad_norm: 3.6206 2020-09-12 04:11:55,836 - mmaction - INFO - Epoch [81][100/940] lr: 4.000e-03, eta: 1 day, 9:26:24, time: 1.820, data_time: 0.007, memory: 6924, loss_aux: 1.1413, top1_acc: 0.5471, top5_acc: 0.7707, loss_cls: 1.9414, loss: 3.0827, grad_norm: 3.6531 2020-09-12 04:12:31,623 - mmaction - INFO - Epoch [81][120/940] lr: 4.000e-03, eta: 1 day, 9:25:47, time: 1.789, data_time: 0.007, memory: 6924, loss_aux: 1.0887, top1_acc: 0.5723, top5_acc: 0.7879, loss_cls: 1.8326, loss: 2.9213, grad_norm: 3.6769 2020-09-12 04:13:07,571 - mmaction - INFO - Epoch [81][140/940] lr: 4.000e-03, eta: 1 day, 9:25:10, time: 1.796, data_time: 0.003, memory: 6924, loss_aux: 1.0999, top1_acc: 0.5693, top5_acc: 0.7850, loss_cls: 1.8369, loss: 2.9368, grad_norm: 3.6625 2020-09-12 04:13:43,535 - mmaction - INFO - Epoch [81][160/940] lr: 4.000e-03, eta: 1 day, 9:24:32, time: 1.799, data_time: 0.006, memory: 6924, loss_aux: 1.1070, top1_acc: 0.5570, top5_acc: 0.7799, loss_cls: 1.8683, loss: 2.9753, grad_norm: 3.7339 2020-09-12 04:14:20,113 - mmaction - INFO - Epoch [81][180/940] lr: 4.000e-03, eta: 1 day, 9:23:56, time: 1.830, data_time: 0.006, memory: 6924, loss_aux: 1.0996, top1_acc: 0.5633, top5_acc: 0.7799, loss_cls: 1.8740, loss: 2.9736, grad_norm: 3.7074 2020-09-12 04:14:56,263 - mmaction - INFO - Epoch [81][200/940] lr: 4.000e-03, eta: 1 day, 9:23:19, time: 1.806, data_time: 0.006, memory: 6924, loss_aux: 1.1205, top1_acc: 0.5656, top5_acc: 0.7803, loss_cls: 1.8693, loss: 2.9897, grad_norm: 3.6585 2020-09-12 04:15:32,749 - mmaction - INFO - Epoch [81][220/940] lr: 4.000e-03, eta: 1 day, 9:22:42, time: 1.823, data_time: 0.005, memory: 6924, loss_aux: 1.1286, top1_acc: 0.5662, top5_acc: 0.7713, loss_cls: 1.9010, loss: 3.0297, grad_norm: 3.7179 2020-09-12 04:16:08,874 - mmaction - INFO - Epoch [81][240/940] lr: 4.000e-03, eta: 1 day, 9:22:05, time: 1.807, data_time: 0.008, memory: 6924, loss_aux: 1.1264, top1_acc: 0.5641, top5_acc: 0.7686, loss_cls: 1.9080, loss: 3.0344, grad_norm: 3.7886 2020-09-12 04:16:44,645 - mmaction - INFO - Epoch [81][260/940] lr: 4.000e-03, eta: 1 day, 9:21:27, time: 1.789, data_time: 0.006, memory: 6924, loss_aux: 1.1044, top1_acc: 0.5740, top5_acc: 0.7871, loss_cls: 1.8358, loss: 2.9403, grad_norm: 3.6750 2020-09-12 04:17:20,533 - mmaction - INFO - Epoch [81][280/940] lr: 4.000e-03, eta: 1 day, 9:20:50, time: 1.796, data_time: 0.006, memory: 6924, loss_aux: 1.1303, top1_acc: 0.5574, top5_acc: 0.7783, loss_cls: 1.8775, loss: 3.0078, grad_norm: 3.7514 2020-09-12 04:17:57,021 - mmaction - INFO - Epoch [81][300/940] lr: 4.000e-03, eta: 1 day, 9:20:13, time: 1.822, data_time: 0.006, memory: 6924, loss_aux: 1.1249, top1_acc: 0.5586, top5_acc: 0.7789, loss_cls: 1.8921, loss: 3.0170, grad_norm: 3.6922 2020-09-12 04:18:32,401 - mmaction - INFO - Epoch [81][320/940] lr: 4.000e-03, eta: 1 day, 9:19:35, time: 1.772, data_time: 0.006, memory: 6924, loss_aux: 1.1333, top1_acc: 0.5588, top5_acc: 0.7707, loss_cls: 1.9216, loss: 3.0549, grad_norm: 3.7437 2020-09-12 04:19:09,526 - mmaction - INFO - Epoch [81][340/940] lr: 4.000e-03, eta: 1 day, 9:18:59, time: 1.855, data_time: 0.006, memory: 6924, loss_aux: 1.0889, top1_acc: 0.5773, top5_acc: 0.7861, loss_cls: 1.8178, loss: 2.9067, grad_norm: 3.6425 2020-09-12 04:19:44,970 - mmaction - INFO - Epoch [81][360/940] lr: 4.000e-03, eta: 1 day, 9:18:22, time: 1.773, data_time: 0.005, memory: 6924, loss_aux: 1.1105, top1_acc: 0.5645, top5_acc: 0.7811, loss_cls: 1.8699, loss: 2.9805, grad_norm: 3.6385 2020-09-12 04:20:20,820 - mmaction - INFO - Epoch [81][380/940] lr: 4.000e-03, eta: 1 day, 9:17:44, time: 1.791, data_time: 0.006, memory: 6924, loss_aux: 1.1302, top1_acc: 0.5648, top5_acc: 0.7781, loss_cls: 1.8996, loss: 3.0298, grad_norm: 3.7447 2020-09-12 04:20:57,003 - mmaction - INFO - Epoch [81][400/940] lr: 4.000e-03, eta: 1 day, 9:17:07, time: 1.809, data_time: 0.006, memory: 6924, loss_aux: 1.1460, top1_acc: 0.5473, top5_acc: 0.7758, loss_cls: 1.9142, loss: 3.0602, grad_norm: 3.6908 2020-09-12 04:21:33,199 - mmaction - INFO - Epoch [81][420/940] lr: 4.000e-03, eta: 1 day, 9:16:30, time: 1.809, data_time: 0.008, memory: 6924, loss_aux: 1.1119, top1_acc: 0.5580, top5_acc: 0.7842, loss_cls: 1.8711, loss: 2.9830, grad_norm: 3.6751 2020-09-12 04:22:09,039 - mmaction - INFO - Epoch [81][440/940] lr: 4.000e-03, eta: 1 day, 9:15:53, time: 1.795, data_time: 0.006, memory: 6924, loss_aux: 1.1321, top1_acc: 0.5658, top5_acc: 0.7721, loss_cls: 1.9109, loss: 3.0429, grad_norm: 3.7440 2020-09-12 04:22:44,939 - mmaction - INFO - Epoch [81][460/940] lr: 4.000e-03, eta: 1 day, 9:15:15, time: 1.793, data_time: 0.002, memory: 6924, loss_aux: 1.1263, top1_acc: 0.5613, top5_acc: 0.7732, loss_cls: 1.8813, loss: 3.0076, grad_norm: 3.7325 2020-09-12 04:23:21,177 - mmaction - INFO - Epoch [81][480/940] lr: 4.000e-03, eta: 1 day, 9:14:38, time: 1.811, data_time: 0.006, memory: 6924, loss_aux: 1.1062, top1_acc: 0.5648, top5_acc: 0.7893, loss_cls: 1.8349, loss: 2.9411, grad_norm: 3.7272 2020-09-12 04:23:56,724 - mmaction - INFO - Epoch [81][500/940] lr: 4.000e-03, eta: 1 day, 9:14:01, time: 1.778, data_time: 0.006, memory: 6924, loss_aux: 1.1276, top1_acc: 0.5598, top5_acc: 0.7840, loss_cls: 1.8833, loss: 3.0109, grad_norm: 3.7346 2020-09-12 04:24:32,694 - mmaction - INFO - Epoch [81][520/940] lr: 4.000e-03, eta: 1 day, 9:13:24, time: 1.800, data_time: 0.005, memory: 6924, loss_aux: 1.1385, top1_acc: 0.5557, top5_acc: 0.7734, loss_cls: 1.9227, loss: 3.0612, grad_norm: 3.7639 2020-09-12 04:25:08,977 - mmaction - INFO - Epoch [81][540/940] lr: 4.000e-03, eta: 1 day, 9:12:47, time: 1.814, data_time: 0.006, memory: 6924, loss_aux: 1.1080, top1_acc: 0.5687, top5_acc: 0.7836, loss_cls: 1.8559, loss: 2.9639, grad_norm: 3.6926 2020-09-12 04:25:44,999 - mmaction - INFO - Epoch [81][560/940] lr: 4.000e-03, eta: 1 day, 9:12:10, time: 1.801, data_time: 0.003, memory: 6924, loss_aux: 1.1093, top1_acc: 0.5639, top5_acc: 0.7834, loss_cls: 1.8794, loss: 2.9887, grad_norm: 3.7203 2020-09-12 04:26:20,977 - mmaction - INFO - Epoch [81][580/940] lr: 4.000e-03, eta: 1 day, 9:11:32, time: 1.797, data_time: 0.006, memory: 6924, loss_aux: 1.1375, top1_acc: 0.5609, top5_acc: 0.7744, loss_cls: 1.9152, loss: 3.0527, grad_norm: 3.6817 2020-09-12 04:26:57,587 - mmaction - INFO - Epoch [81][600/940] lr: 4.000e-03, eta: 1 day, 9:10:56, time: 1.832, data_time: 0.006, memory: 6924, loss_aux: 1.1486, top1_acc: 0.5561, top5_acc: 0.7713, loss_cls: 1.9388, loss: 3.0874, grad_norm: 3.7291 2020-09-12 04:27:33,912 - mmaction - INFO - Epoch [81][620/940] lr: 4.000e-03, eta: 1 day, 9:10:19, time: 1.815, data_time: 0.006, memory: 6924, loss_aux: 1.1374, top1_acc: 0.5578, top5_acc: 0.7764, loss_cls: 1.9053, loss: 3.0428, grad_norm: 3.7574 2020-09-12 04:28:09,484 - mmaction - INFO - Epoch [81][640/940] lr: 4.000e-03, eta: 1 day, 9:09:41, time: 1.781, data_time: 0.006, memory: 6924, loss_aux: 1.1213, top1_acc: 0.5574, top5_acc: 0.7779, loss_cls: 1.8785, loss: 2.9998, grad_norm: 3.7381 2020-09-12 04:28:45,329 - mmaction - INFO - Epoch [81][660/940] lr: 4.000e-03, eta: 1 day, 9:09:04, time: 1.791, data_time: 0.006, memory: 6924, loss_aux: 1.1335, top1_acc: 0.5629, top5_acc: 0.7828, loss_cls: 1.8861, loss: 3.0196, grad_norm: 3.6941 2020-09-12 04:29:20,675 - mmaction - INFO - Epoch [81][680/940] lr: 4.000e-03, eta: 1 day, 9:08:26, time: 1.769, data_time: 0.005, memory: 6924, loss_aux: 1.1311, top1_acc: 0.5580, top5_acc: 0.7828, loss_cls: 1.8878, loss: 3.0188, grad_norm: 3.7343 2020-09-12 04:29:56,730 - mmaction - INFO - Epoch [81][700/940] lr: 4.000e-03, eta: 1 day, 9:07:49, time: 1.801, data_time: 0.006, memory: 6924, loss_aux: 1.1408, top1_acc: 0.5570, top5_acc: 0.7727, loss_cls: 1.9168, loss: 3.0577, grad_norm: 3.7898 2020-09-12 04:30:33,785 - mmaction - INFO - Epoch [81][720/940] lr: 4.000e-03, eta: 1 day, 9:07:13, time: 1.855, data_time: 0.006, memory: 6924, loss_aux: 1.1098, top1_acc: 0.5627, top5_acc: 0.7818, loss_cls: 1.8665, loss: 2.9763, grad_norm: 3.7254 2020-09-12 04:31:09,123 - mmaction - INFO - Epoch [81][740/940] lr: 4.000e-03, eta: 1 day, 9:06:35, time: 1.766, data_time: 0.006, memory: 6924, loss_aux: 1.1215, top1_acc: 0.5592, top5_acc: 0.7824, loss_cls: 1.8776, loss: 2.9991, grad_norm: 3.7370 2020-09-12 04:31:44,680 - mmaction - INFO - Epoch [81][760/940] lr: 4.000e-03, eta: 1 day, 9:05:57, time: 1.779, data_time: 0.005, memory: 6924, loss_aux: 1.1147, top1_acc: 0.5723, top5_acc: 0.7867, loss_cls: 1.8554, loss: 2.9701, grad_norm: 3.7128 2020-09-12 04:32:20,407 - mmaction - INFO - Epoch [81][780/940] lr: 4.000e-03, eta: 1 day, 9:05:20, time: 1.785, data_time: 0.006, memory: 6924, loss_aux: 1.1172, top1_acc: 0.5543, top5_acc: 0.7785, loss_cls: 1.8893, loss: 3.0066, grad_norm: 3.7836 2020-09-12 04:32:56,514 - mmaction - INFO - Epoch [81][800/940] lr: 4.000e-03, eta: 1 day, 9:04:43, time: 1.804, data_time: 0.005, memory: 6924, loss_aux: 1.1105, top1_acc: 0.5709, top5_acc: 0.7836, loss_cls: 1.8583, loss: 2.9688, grad_norm: 3.7651 2020-09-12 04:33:32,131 - mmaction - INFO - Epoch [81][820/940] lr: 4.000e-03, eta: 1 day, 9:04:05, time: 1.783, data_time: 0.007, memory: 6924, loss_aux: 1.1000, top1_acc: 0.5709, top5_acc: 0.7900, loss_cls: 1.8307, loss: 2.9306, grad_norm: 3.7500 2020-09-12 04:34:09,193 - mmaction - INFO - Epoch [81][840/940] lr: 4.000e-03, eta: 1 day, 9:03:29, time: 1.852, data_time: 0.006, memory: 6924, loss_aux: 1.1191, top1_acc: 0.5588, top5_acc: 0.7814, loss_cls: 1.8848, loss: 3.0038, grad_norm: 3.7242 2020-09-12 04:34:44,658 - mmaction - INFO - Epoch [81][860/940] lr: 4.000e-03, eta: 1 day, 9:02:51, time: 1.775, data_time: 0.006, memory: 6924, loss_aux: 1.1410, top1_acc: 0.5547, top5_acc: 0.7723, loss_cls: 1.9111, loss: 3.0521, grad_norm: 3.7579 2020-09-12 04:35:20,515 - mmaction - INFO - Epoch [81][880/940] lr: 4.000e-03, eta: 1 day, 9:02:14, time: 1.790, data_time: 0.006, memory: 6924, loss_aux: 1.1104, top1_acc: 0.5619, top5_acc: 0.7771, loss_cls: 1.8623, loss: 2.9727, grad_norm: 3.7306 2020-09-12 04:35:56,318 - mmaction - INFO - Epoch [81][900/940] lr: 4.000e-03, eta: 1 day, 9:01:37, time: 1.792, data_time: 0.007, memory: 6924, loss_aux: 1.1224, top1_acc: 0.5570, top5_acc: 0.7818, loss_cls: 1.8770, loss: 2.9994, grad_norm: 3.7554 2020-09-12 04:36:33,081 - mmaction - INFO - Epoch [81][920/940] lr: 4.000e-03, eta: 1 day, 9:01:00, time: 1.837, data_time: 0.007, memory: 6924, loss_aux: 1.1269, top1_acc: 0.5572, top5_acc: 0.7693, loss_cls: 1.9237, loss: 3.0505, grad_norm: 3.7930 2020-09-12 04:37:07,952 - mmaction - INFO - Epoch [81][940/940] lr: 4.000e-03, eta: 1 day, 9:00:22, time: 1.745, data_time: 0.006, memory: 6924, loss_aux: 1.1305, top1_acc: 0.5706, top5_acc: 0.7790, loss_cls: 1.8870, loss: 3.0175, grad_norm: 3.9909 2020-09-12 04:37:08,373 - mmaction - INFO - Saving checkpoint at 81 epochs 2020-09-12 04:37:51,106 - mmaction - INFO - Epoch [82][20/940] lr: 4.000e-03, eta: 1 day, 8:59:44, time: 1.769, data_time: 0.308, memory: 6924, loss_aux: 1.1011, top1_acc: 0.5789, top5_acc: 0.7900, loss_cls: 1.8326, loss: 2.9336, grad_norm: 3.7547 2020-09-12 04:38:25,569 - mmaction - INFO - Epoch [82][40/940] lr: 4.000e-03, eta: 1 day, 8:59:06, time: 1.725, data_time: 0.006, memory: 6924, loss_aux: 1.0961, top1_acc: 0.5625, top5_acc: 0.7867, loss_cls: 1.8434, loss: 2.9395, grad_norm: 3.7076 2020-09-12 04:39:01,261 - mmaction - INFO - Epoch [82][60/940] lr: 4.000e-03, eta: 1 day, 8:58:28, time: 1.783, data_time: 0.006, memory: 6924, loss_aux: 1.1172, top1_acc: 0.5660, top5_acc: 0.7766, loss_cls: 1.8619, loss: 2.9791, grad_norm: 3.7087 2020-09-12 04:39:37,237 - mmaction - INFO - Epoch [82][80/940] lr: 4.000e-03, eta: 1 day, 8:57:51, time: 1.800, data_time: 0.006, memory: 6924, loss_aux: 1.1077, top1_acc: 0.5687, top5_acc: 0.7820, loss_cls: 1.8328, loss: 2.9405, grad_norm: 3.6773 2020-09-12 04:40:12,495 - mmaction - INFO - Epoch [82][100/940] lr: 4.000e-03, eta: 1 day, 8:57:13, time: 1.761, data_time: 0.006, memory: 6924, loss_aux: 1.1265, top1_acc: 0.5576, top5_acc: 0.7770, loss_cls: 1.8987, loss: 3.0252, grad_norm: 3.7399 2020-09-12 04:40:48,575 - mmaction - INFO - Epoch [82][120/940] lr: 4.000e-03, eta: 1 day, 8:56:36, time: 1.806, data_time: 0.006, memory: 6924, loss_aux: 1.1043, top1_acc: 0.5705, top5_acc: 0.7871, loss_cls: 1.8361, loss: 2.9404, grad_norm: 3.7282 2020-09-12 04:41:25,117 - mmaction - INFO - Epoch [82][140/940] lr: 4.000e-03, eta: 1 day, 8:56:00, time: 1.825, data_time: 0.006, memory: 6924, loss_aux: 1.1086, top1_acc: 0.5744, top5_acc: 0.7828, loss_cls: 1.8548, loss: 2.9634, grad_norm: 3.7819 2020-09-12 04:42:01,205 - mmaction - INFO - Epoch [82][160/940] lr: 4.000e-03, eta: 1 day, 8:55:22, time: 1.806, data_time: 0.006, memory: 6924, loss_aux: 1.1055, top1_acc: 0.5652, top5_acc: 0.7832, loss_cls: 1.8752, loss: 2.9807, grad_norm: 3.7318 2020-09-12 04:42:37,335 - mmaction - INFO - Epoch [82][180/940] lr: 4.000e-03, eta: 1 day, 8:54:45, time: 1.806, data_time: 0.007, memory: 6924, loss_aux: 1.1050, top1_acc: 0.5668, top5_acc: 0.7873, loss_cls: 1.8509, loss: 2.9559, grad_norm: 3.7876 2020-09-12 04:43:13,384 - mmaction - INFO - Epoch [82][200/940] lr: 4.000e-03, eta: 1 day, 8:54:08, time: 1.803, data_time: 0.003, memory: 6924, loss_aux: 1.0904, top1_acc: 0.5691, top5_acc: 0.7889, loss_cls: 1.8210, loss: 2.9114, grad_norm: 3.7099 2020-09-12 04:43:50,481 - mmaction - INFO - Epoch [82][220/940] lr: 4.000e-03, eta: 1 day, 8:53:32, time: 1.853, data_time: 0.006, memory: 6924, loss_aux: 1.1076, top1_acc: 0.5607, top5_acc: 0.7740, loss_cls: 1.8860, loss: 2.9936, grad_norm: 3.7331 2020-09-12 04:44:25,549 - mmaction - INFO - Epoch [82][240/940] lr: 4.000e-03, eta: 1 day, 8:52:54, time: 1.754, data_time: 0.006, memory: 6924, loss_aux: 1.0897, top1_acc: 0.5715, top5_acc: 0.7863, loss_cls: 1.8193, loss: 2.9091, grad_norm: 3.7748 2020-09-12 04:45:01,677 - mmaction - INFO - Epoch [82][260/940] lr: 4.000e-03, eta: 1 day, 8:52:17, time: 1.807, data_time: 0.006, memory: 6924, loss_aux: 1.1258, top1_acc: 0.5615, top5_acc: 0.7855, loss_cls: 1.8739, loss: 2.9997, grad_norm: 3.8030 2020-09-12 04:45:37,229 - mmaction - INFO - Epoch [82][280/940] lr: 4.000e-03, eta: 1 day, 8:51:39, time: 1.778, data_time: 0.005, memory: 6924, loss_aux: 1.1099, top1_acc: 0.5727, top5_acc: 0.7822, loss_cls: 1.8368, loss: 2.9467, grad_norm: 3.7480 2020-09-12 04:46:13,242 - mmaction - INFO - Epoch [82][300/940] lr: 4.000e-03, eta: 1 day, 8:51:02, time: 1.799, data_time: 0.007, memory: 6924, loss_aux: 1.1291, top1_acc: 0.5709, top5_acc: 0.7760, loss_cls: 1.8827, loss: 3.0118, grad_norm: 3.7552 2020-09-12 04:46:48,785 - mmaction - INFO - Epoch [82][320/940] lr: 4.000e-03, eta: 1 day, 8:50:25, time: 1.779, data_time: 0.005, memory: 6924, loss_aux: 1.0935, top1_acc: 0.5734, top5_acc: 0.7971, loss_cls: 1.8154, loss: 2.9088, grad_norm: 3.7545 2020-09-12 04:47:25,425 - mmaction - INFO - Epoch [82][340/940] lr: 4.000e-03, eta: 1 day, 8:49:48, time: 1.830, data_time: 0.006, memory: 6924, loss_aux: 1.1079, top1_acc: 0.5723, top5_acc: 0.7816, loss_cls: 1.8470, loss: 2.9549, grad_norm: 3.7945 2020-09-12 04:48:01,046 - mmaction - INFO - Epoch [82][360/940] lr: 4.000e-03, eta: 1 day, 8:49:11, time: 1.783, data_time: 0.006, memory: 6924, loss_aux: 1.0999, top1_acc: 0.5650, top5_acc: 0.7826, loss_cls: 1.8513, loss: 2.9511, grad_norm: 3.7641 2020-09-12 04:48:37,004 - mmaction - INFO - Epoch [82][380/940] lr: 4.000e-03, eta: 1 day, 8:48:33, time: 1.796, data_time: 0.006, memory: 6924, loss_aux: 1.1166, top1_acc: 0.5576, top5_acc: 0.7752, loss_cls: 1.8853, loss: 3.0019, grad_norm: 3.8001 2020-09-12 04:49:12,640 - mmaction - INFO - Epoch [82][400/940] lr: 4.000e-03, eta: 1 day, 8:47:56, time: 1.783, data_time: 0.006, memory: 6924, loss_aux: 1.1127, top1_acc: 0.5652, top5_acc: 0.7854, loss_cls: 1.8669, loss: 2.9797, grad_norm: 3.7814 2020-09-12 04:49:48,408 - mmaction - INFO - Epoch [82][420/940] lr: 4.000e-03, eta: 1 day, 8:47:19, time: 1.787, data_time: 0.005, memory: 6924, loss_aux: 1.1355, top1_acc: 0.5664, top5_acc: 0.7732, loss_cls: 1.9112, loss: 3.0468, grad_norm: 3.7755 2020-09-12 04:50:24,513 - mmaction - INFO - Epoch [82][440/940] lr: 4.000e-03, eta: 1 day, 8:46:41, time: 1.804, data_time: 0.006, memory: 6924, loss_aux: 1.0950, top1_acc: 0.5668, top5_acc: 0.7836, loss_cls: 1.8480, loss: 2.9431, grad_norm: 3.7333 2020-09-12 04:51:00,432 - mmaction - INFO - Epoch [82][460/940] lr: 4.000e-03, eta: 1 day, 8:46:04, time: 1.798, data_time: 0.006, memory: 6924, loss_aux: 1.1266, top1_acc: 0.5516, top5_acc: 0.7750, loss_cls: 1.8995, loss: 3.0261, grad_norm: 3.8280 2020-09-12 04:51:37,444 - mmaction - INFO - Epoch [82][480/940] lr: 4.000e-03, eta: 1 day, 8:45:28, time: 1.850, data_time: 0.007, memory: 6924, loss_aux: 1.1188, top1_acc: 0.5637, top5_acc: 0.7789, loss_cls: 1.8764, loss: 2.9953, grad_norm: 3.7965 2020-09-12 04:52:13,640 - mmaction - INFO - Epoch [82][500/940] lr: 4.000e-03, eta: 1 day, 8:44:51, time: 1.809, data_time: 0.005, memory: 6924, loss_aux: 1.1545, top1_acc: 0.5521, top5_acc: 0.7709, loss_cls: 1.9282, loss: 3.0827, grad_norm: 3.8053 2020-09-12 04:52:49,133 - mmaction - INFO - Epoch [82][520/940] lr: 4.000e-03, eta: 1 day, 8:44:13, time: 1.775, data_time: 0.007, memory: 6924, loss_aux: 1.1229, top1_acc: 0.5652, top5_acc: 0.7826, loss_cls: 1.8621, loss: 2.9849, grad_norm: 3.7939 2020-09-12 04:53:25,206 - mmaction - INFO - Epoch [82][540/940] lr: 4.000e-03, eta: 1 day, 8:43:36, time: 1.805, data_time: 0.006, memory: 6924, loss_aux: 1.1218, top1_acc: 0.5584, top5_acc: 0.7775, loss_cls: 1.8837, loss: 3.0055, grad_norm: 3.8076 2020-09-12 04:54:01,204 - mmaction - INFO - Epoch [82][560/940] lr: 4.000e-03, eta: 1 day, 8:42:59, time: 1.799, data_time: 0.006, memory: 6924, loss_aux: 1.1416, top1_acc: 0.5521, top5_acc: 0.7750, loss_cls: 1.9206, loss: 3.0622, grad_norm: 3.8139 2020-09-12 04:54:36,404 - mmaction - INFO - Epoch [82][580/940] lr: 4.000e-03, eta: 1 day, 8:42:21, time: 1.761, data_time: 0.006, memory: 6924, loss_aux: 1.1107, top1_acc: 0.5734, top5_acc: 0.7799, loss_cls: 1.8548, loss: 2.9655, grad_norm: 3.7748 2020-09-12 04:55:12,813 - mmaction - INFO - Epoch [82][600/940] lr: 4.000e-03, eta: 1 day, 8:41:44, time: 1.819, data_time: 0.007, memory: 6924, loss_aux: 1.1180, top1_acc: 0.5658, top5_acc: 0.7855, loss_cls: 1.8668, loss: 2.9848, grad_norm: 3.8523 2020-09-12 04:55:47,945 - mmaction - INFO - Epoch [82][620/940] lr: 4.000e-03, eta: 1 day, 8:41:06, time: 1.758, data_time: 0.005, memory: 6924, loss_aux: 1.1226, top1_acc: 0.5574, top5_acc: 0.7812, loss_cls: 1.8827, loss: 3.0053, grad_norm: 3.7960 2020-09-12 04:56:23,986 - mmaction - INFO - Epoch [82][640/940] lr: 4.000e-03, eta: 1 day, 8:40:29, time: 1.801, data_time: 0.006, memory: 6924, loss_aux: 1.1156, top1_acc: 0.5701, top5_acc: 0.7715, loss_cls: 1.8770, loss: 2.9926, grad_norm: 3.7835 2020-09-12 04:56:59,577 - mmaction - INFO - Epoch [82][660/940] lr: 4.000e-03, eta: 1 day, 8:39:52, time: 1.779, data_time: 0.006, memory: 6924, loss_aux: 1.1057, top1_acc: 0.5676, top5_acc: 0.7840, loss_cls: 1.8431, loss: 2.9488, grad_norm: 3.7768 2020-09-12 04:57:35,255 - mmaction - INFO - Epoch [82][680/940] lr: 4.000e-03, eta: 1 day, 8:39:14, time: 1.786, data_time: 0.006, memory: 6924, loss_aux: 1.1352, top1_acc: 0.5543, top5_acc: 0.7744, loss_cls: 1.9292, loss: 3.0644, grad_norm: 3.8461 2020-09-12 04:58:11,156 - mmaction - INFO - Epoch [82][700/940] lr: 4.000e-03, eta: 1 day, 8:38:37, time: 1.794, data_time: 0.007, memory: 6924, loss_aux: 1.1074, top1_acc: 0.5666, top5_acc: 0.7840, loss_cls: 1.8597, loss: 2.9671, grad_norm: 3.8031 2020-09-12 04:58:47,998 - mmaction - INFO - Epoch [82][720/940] lr: 4.000e-03, eta: 1 day, 8:38:01, time: 1.843, data_time: 0.006, memory: 6924, loss_aux: 1.0956, top1_acc: 0.5713, top5_acc: 0.7830, loss_cls: 1.8437, loss: 2.9393, grad_norm: 3.7414 2020-09-12 04:59:23,334 - mmaction - INFO - Epoch [82][740/940] lr: 4.000e-03, eta: 1 day, 8:37:23, time: 1.765, data_time: 0.006, memory: 6924, loss_aux: 1.1018, top1_acc: 0.5625, top5_acc: 0.7861, loss_cls: 1.8508, loss: 2.9525, grad_norm: 3.7877 2020-09-12 04:59:58,903 - mmaction - INFO - Epoch [82][760/940] lr: 4.000e-03, eta: 1 day, 8:36:45, time: 1.780, data_time: 0.006, memory: 6924, loss_aux: 1.1110, top1_acc: 0.5699, top5_acc: 0.7840, loss_cls: 1.8478, loss: 2.9587, grad_norm: 3.7765 2020-09-12 05:00:38,744 - mmaction - INFO - Epoch [82][780/940] lr: 4.000e-03, eta: 1 day, 8:36:11, time: 1.981, data_time: 0.006, memory: 6924, loss_aux: 1.1276, top1_acc: 0.5537, top5_acc: 0.7768, loss_cls: 1.9202, loss: 3.0478, grad_norm: 3.8485 2020-09-12 05:01:15,223 - mmaction - INFO - Epoch [82][800/940] lr: 4.000e-03, eta: 1 day, 8:35:35, time: 1.836, data_time: 0.034, memory: 6924, loss_aux: 1.0977, top1_acc: 0.5770, top5_acc: 0.7904, loss_cls: 1.8210, loss: 2.9186, grad_norm: 3.7853 2020-09-12 05:01:50,523 - mmaction - INFO - Epoch [82][820/940] lr: 4.000e-03, eta: 1 day, 8:34:57, time: 1.762, data_time: 0.006, memory: 6924, loss_aux: 1.1386, top1_acc: 0.5523, top5_acc: 0.7770, loss_cls: 1.9101, loss: 3.0486, grad_norm: 3.8476 2020-09-12 05:02:25,915 - mmaction - INFO - Epoch [82][840/940] lr: 4.000e-03, eta: 1 day, 8:34:19, time: 1.770, data_time: 0.007, memory: 6924, loss_aux: 1.1454, top1_acc: 0.5555, top5_acc: 0.7664, loss_cls: 1.9218, loss: 3.0672, grad_norm: 3.8747 2020-09-12 05:03:01,553 - mmaction - INFO - Epoch [82][860/940] lr: 4.000e-03, eta: 1 day, 8:33:42, time: 1.784, data_time: 0.007, memory: 6924, loss_aux: 1.0991, top1_acc: 0.5721, top5_acc: 0.7922, loss_cls: 1.8185, loss: 2.9176, grad_norm: 3.7698 2020-09-12 05:03:37,325 - mmaction - INFO - Epoch [82][880/940] lr: 4.000e-03, eta: 1 day, 8:33:05, time: 1.789, data_time: 0.003, memory: 6924, loss_aux: 1.0988, top1_acc: 0.5715, top5_acc: 0.7803, loss_cls: 1.8555, loss: 2.9543, grad_norm: 3.8399 2020-09-12 05:04:12,820 - mmaction - INFO - Epoch [82][900/940] lr: 4.000e-03, eta: 1 day, 8:32:27, time: 1.773, data_time: 0.006, memory: 6924, loss_aux: 1.1008, top1_acc: 0.5748, top5_acc: 0.7859, loss_cls: 1.8368, loss: 2.9375, grad_norm: 3.8313 2020-09-12 05:04:49,736 - mmaction - INFO - Epoch [82][920/940] lr: 4.000e-03, eta: 1 day, 8:31:51, time: 1.847, data_time: 0.006, memory: 6924, loss_aux: 1.1124, top1_acc: 0.5686, top5_acc: 0.7797, loss_cls: 1.8726, loss: 2.9850, grad_norm: 3.8349 2020-09-12 05:05:24,314 - mmaction - INFO - Epoch [82][940/940] lr: 4.000e-03, eta: 1 day, 8:31:12, time: 1.728, data_time: 0.006, memory: 6924, loss_aux: 1.1099, top1_acc: 0.5664, top5_acc: 0.7810, loss_cls: 1.8668, loss: 2.9767, grad_norm: 3.8380 2020-09-12 05:05:24,882 - mmaction - INFO - Saving checkpoint at 82 epochs 2020-09-12 05:06:11,720 - mmaction - INFO - Epoch [83][20/940] lr: 4.000e-03, eta: 1 day, 8:30:34, time: 1.765, data_time: 0.428, memory: 6924, loss_aux: 1.0988, top1_acc: 0.5764, top5_acc: 0.7896, loss_cls: 1.8180, loss: 2.9168, grad_norm: 3.7471 2020-09-12 05:06:43,917 - mmaction - INFO - Epoch [83][40/940] lr: 4.000e-03, eta: 1 day, 8:29:54, time: 1.612, data_time: 0.006, memory: 6924, loss_aux: 1.1133, top1_acc: 0.5635, top5_acc: 0.7775, loss_cls: 1.8756, loss: 2.9889, grad_norm: 3.7889 2020-09-12 05:07:19,493 - mmaction - INFO - Epoch [83][60/940] lr: 4.000e-03, eta: 1 day, 8:29:17, time: 1.777, data_time: 0.005, memory: 6924, loss_aux: 1.0904, top1_acc: 0.5742, top5_acc: 0.7891, loss_cls: 1.8180, loss: 2.9084, grad_norm: 3.7935 2020-09-12 05:07:55,103 - mmaction - INFO - Epoch [83][80/940] lr: 4.000e-03, eta: 1 day, 8:28:39, time: 1.782, data_time: 0.006, memory: 6924, loss_aux: 1.0832, top1_acc: 0.5793, top5_acc: 0.7920, loss_cls: 1.8032, loss: 2.8864, grad_norm: 3.7999 2020-09-12 05:08:31,038 - mmaction - INFO - Epoch [83][100/940] lr: 4.000e-03, eta: 1 day, 8:28:02, time: 1.795, data_time: 0.006, memory: 6924, loss_aux: 1.0966, top1_acc: 0.5811, top5_acc: 0.7842, loss_cls: 1.8259, loss: 2.9225, grad_norm: 3.7619 2020-09-12 05:09:06,411 - mmaction - INFO - Epoch [83][120/940] lr: 4.000e-03, eta: 1 day, 8:27:24, time: 1.770, data_time: 0.006, memory: 6924, loss_aux: 1.0840, top1_acc: 0.5789, top5_acc: 0.7916, loss_cls: 1.8131, loss: 2.8971, grad_norm: 3.7667 2020-09-12 05:09:42,039 - mmaction - INFO - Epoch [83][140/940] lr: 4.000e-03, eta: 1 day, 8:26:47, time: 1.779, data_time: 0.006, memory: 6924, loss_aux: 1.1098, top1_acc: 0.5740, top5_acc: 0.7920, loss_cls: 1.8299, loss: 2.9397, grad_norm: 3.7863 2020-09-12 05:10:18,306 - mmaction - INFO - Epoch [83][160/940] lr: 4.000e-03, eta: 1 day, 8:26:10, time: 1.813, data_time: 0.006, memory: 6924, loss_aux: 1.1195, top1_acc: 0.5496, top5_acc: 0.7820, loss_cls: 1.8903, loss: 3.0098, grad_norm: 3.8910 2020-09-12 05:10:53,364 - mmaction - INFO - Epoch [83][180/940] lr: 4.000e-03, eta: 1 day, 8:25:32, time: 1.755, data_time: 0.006, memory: 6924, loss_aux: 1.0905, top1_acc: 0.5797, top5_acc: 0.7883, loss_cls: 1.8222, loss: 2.9128, grad_norm: 3.8241 2020-09-12 05:11:28,901 - mmaction - INFO - Epoch [83][200/940] lr: 4.000e-03, eta: 1 day, 8:24:54, time: 1.775, data_time: 0.006, memory: 6924, loss_aux: 1.1108, top1_acc: 0.5686, top5_acc: 0.7781, loss_cls: 1.8547, loss: 2.9655, grad_norm: 3.8244 2020-09-12 05:12:05,353 - mmaction - INFO - Epoch [83][220/940] lr: 4.000e-03, eta: 1 day, 8:24:18, time: 1.823, data_time: 0.006, memory: 6924, loss_aux: 1.1231, top1_acc: 0.5654, top5_acc: 0.7814, loss_cls: 1.8765, loss: 2.9996, grad_norm: 3.8785 2020-09-12 05:12:40,757 - mmaction - INFO - Epoch [83][240/940] lr: 4.000e-03, eta: 1 day, 8:23:40, time: 1.770, data_time: 0.006, memory: 6924, loss_aux: 1.1123, top1_acc: 0.5602, top5_acc: 0.7834, loss_cls: 1.8576, loss: 2.9699, grad_norm: 3.8639 2020-09-12 05:13:16,692 - mmaction - INFO - Epoch [83][260/940] lr: 4.000e-03, eta: 1 day, 8:23:03, time: 1.798, data_time: 0.005, memory: 6924, loss_aux: 1.1137, top1_acc: 0.5684, top5_acc: 0.7812, loss_cls: 1.8488, loss: 2.9624, grad_norm: 3.8307 2020-09-12 05:13:52,623 - mmaction - INFO - Epoch [83][280/940] lr: 4.000e-03, eta: 1 day, 8:22:26, time: 1.794, data_time: 0.005, memory: 6924, loss_aux: 1.1182, top1_acc: 0.5684, top5_acc: 0.7762, loss_cls: 1.8837, loss: 3.0018, grad_norm: 3.7994 2020-09-12 05:14:28,003 - mmaction - INFO - Epoch [83][300/940] lr: 4.000e-03, eta: 1 day, 8:21:48, time: 1.771, data_time: 0.007, memory: 6924, loss_aux: 1.1070, top1_acc: 0.5680, top5_acc: 0.7836, loss_cls: 1.8532, loss: 2.9602, grad_norm: 3.8410 2020-09-12 05:15:03,781 - mmaction - INFO - Epoch [83][320/940] lr: 4.000e-03, eta: 1 day, 8:21:11, time: 1.788, data_time: 0.006, memory: 6924, loss_aux: 1.1173, top1_acc: 0.5600, top5_acc: 0.7775, loss_cls: 1.8843, loss: 3.0016, grad_norm: 3.9094 2020-09-12 05:15:40,858 - mmaction - INFO - Epoch [83][340/940] lr: 4.000e-03, eta: 1 day, 8:20:35, time: 1.855, data_time: 0.003, memory: 6924, loss_aux: 1.1024, top1_acc: 0.5639, top5_acc: 0.7830, loss_cls: 1.8521, loss: 2.9546, grad_norm: 3.8522 2020-09-12 05:16:15,770 - mmaction - INFO - Epoch [83][360/940] lr: 4.000e-03, eta: 1 day, 8:19:56, time: 1.743, data_time: 0.005, memory: 6924, loss_aux: 1.1137, top1_acc: 0.5729, top5_acc: 0.7816, loss_cls: 1.8470, loss: 2.9607, grad_norm: 3.7976 2020-09-12 05:16:50,986 - mmaction - INFO - Epoch [83][380/940] lr: 4.000e-03, eta: 1 day, 8:19:19, time: 1.763, data_time: 0.005, memory: 6924, loss_aux: 1.1153, top1_acc: 0.5686, top5_acc: 0.7795, loss_cls: 1.8607, loss: 2.9760, grad_norm: 3.8774 2020-09-12 05:17:26,396 - mmaction - INFO - Epoch [83][400/940] lr: 4.000e-03, eta: 1 day, 8:18:41, time: 1.770, data_time: 0.004, memory: 6924, loss_aux: 1.1256, top1_acc: 0.5541, top5_acc: 0.7736, loss_cls: 1.8963, loss: 3.0219, grad_norm: 3.8486 2020-09-12 05:18:02,575 - mmaction - INFO - Epoch [83][420/940] lr: 4.000e-03, eta: 1 day, 8:18:04, time: 1.808, data_time: 0.006, memory: 6924, loss_aux: 1.1017, top1_acc: 0.5693, top5_acc: 0.7814, loss_cls: 1.8531, loss: 2.9549, grad_norm: 3.7644 2020-09-12 05:18:38,044 - mmaction - INFO - Epoch [83][440/940] lr: 4.000e-03, eta: 1 day, 8:17:26, time: 1.774, data_time: 0.006, memory: 6924, loss_aux: 1.0986, top1_acc: 0.5676, top5_acc: 0.7895, loss_cls: 1.8375, loss: 2.9361, grad_norm: 3.8237 2020-09-12 05:19:13,792 - mmaction - INFO - Epoch [83][460/940] lr: 4.000e-03, eta: 1 day, 8:16:49, time: 1.786, data_time: 0.007, memory: 6924, loss_aux: 1.0816, top1_acc: 0.5754, top5_acc: 0.7904, loss_cls: 1.8064, loss: 2.8880, grad_norm: 3.7894 2020-09-12 05:19:49,026 - mmaction - INFO - Epoch [83][480/940] lr: 4.000e-03, eta: 1 day, 8:16:11, time: 1.763, data_time: 0.005, memory: 6924, loss_aux: 1.1102, top1_acc: 0.5707, top5_acc: 0.7795, loss_cls: 1.8497, loss: 2.9599, grad_norm: 3.8298 2020-09-12 05:20:25,453 - mmaction - INFO - Epoch [83][500/940] lr: 4.000e-03, eta: 1 day, 8:15:35, time: 1.819, data_time: 0.002, memory: 6924, loss_aux: 1.1094, top1_acc: 0.5666, top5_acc: 0.7879, loss_cls: 1.8444, loss: 2.9538, grad_norm: 3.9429 2020-09-12 05:21:00,540 - mmaction - INFO - Epoch [83][520/940] lr: 4.000e-03, eta: 1 day, 8:14:57, time: 1.757, data_time: 0.006, memory: 6924, loss_aux: 1.1219, top1_acc: 0.5637, top5_acc: 0.7805, loss_cls: 1.8819, loss: 3.0039, grad_norm: 3.9287 2020-09-12 05:21:36,288 - mmaction - INFO - Epoch [83][540/940] lr: 4.000e-03, eta: 1 day, 8:14:19, time: 1.785, data_time: 0.006, memory: 6924, loss_aux: 1.0950, top1_acc: 0.5732, top5_acc: 0.7867, loss_cls: 1.8202, loss: 2.9152, grad_norm: 3.8006 2020-09-12 05:22:11,397 - mmaction - INFO - Epoch [83][560/940] lr: 4.000e-03, eta: 1 day, 8:13:42, time: 1.757, data_time: 0.006, memory: 6924, loss_aux: 1.1574, top1_acc: 0.5477, top5_acc: 0.7703, loss_cls: 1.9590, loss: 3.1164, grad_norm: 3.9222 2020-09-12 05:22:47,539 - mmaction - INFO - Epoch [83][580/940] lr: 4.000e-03, eta: 1 day, 8:13:04, time: 1.805, data_time: 0.007, memory: 6924, loss_aux: 1.0728, top1_acc: 0.5912, top5_acc: 0.7852, loss_cls: 1.7967, loss: 2.8695, grad_norm: 3.7285 2020-09-12 05:23:22,983 - mmaction - INFO - Epoch [83][600/940] lr: 4.000e-03, eta: 1 day, 8:12:27, time: 1.775, data_time: 0.007, memory: 6924, loss_aux: 1.1021, top1_acc: 0.5693, top5_acc: 0.7893, loss_cls: 1.8397, loss: 2.9419, grad_norm: 3.8620 2020-09-12 05:23:58,798 - mmaction - INFO - Epoch [83][620/940] lr: 4.000e-03, eta: 1 day, 8:11:50, time: 1.789, data_time: 0.005, memory: 6924, loss_aux: 1.0832, top1_acc: 0.5719, top5_acc: 0.7896, loss_cls: 1.8150, loss: 2.8982, grad_norm: 3.8406 2020-09-12 05:24:34,132 - mmaction - INFO - Epoch [83][640/940] lr: 4.000e-03, eta: 1 day, 8:11:12, time: 1.768, data_time: 0.006, memory: 6924, loss_aux: 1.1152, top1_acc: 0.5615, top5_acc: 0.7820, loss_cls: 1.8841, loss: 2.9993, grad_norm: 3.8286 2020-09-12 05:25:10,255 - mmaction - INFO - Epoch [83][660/940] lr: 4.000e-03, eta: 1 day, 8:10:35, time: 1.806, data_time: 0.002, memory: 6924, loss_aux: 1.1336, top1_acc: 0.5564, top5_acc: 0.7742, loss_cls: 1.9087, loss: 3.0423, grad_norm: 3.8638 2020-09-12 05:25:46,241 - mmaction - INFO - Epoch [83][680/940] lr: 4.000e-03, eta: 1 day, 8:09:58, time: 1.800, data_time: 0.003, memory: 6924, loss_aux: 1.1133, top1_acc: 0.5697, top5_acc: 0.7742, loss_cls: 1.8774, loss: 2.9908, grad_norm: 3.8070 2020-09-12 05:26:21,514 - mmaction - INFO - Epoch [83][700/940] lr: 4.000e-03, eta: 1 day, 8:09:20, time: 1.762, data_time: 0.005, memory: 6924, loss_aux: 1.1277, top1_acc: 0.5582, top5_acc: 0.7748, loss_cls: 1.8868, loss: 3.0145, grad_norm: 3.8479 2020-09-12 05:26:56,824 - mmaction - INFO - Epoch [83][720/940] lr: 4.000e-03, eta: 1 day, 8:08:42, time: 1.766, data_time: 0.006, memory: 6924, loss_aux: 1.1203, top1_acc: 0.5563, top5_acc: 0.7797, loss_cls: 1.8965, loss: 3.0168, grad_norm: 3.8818 2020-09-12 05:27:32,605 - mmaction - INFO - Epoch [83][740/940] lr: 4.000e-03, eta: 1 day, 8:08:05, time: 1.788, data_time: 0.006, memory: 6924, loss_aux: 1.1310, top1_acc: 0.5629, top5_acc: 0.7693, loss_cls: 1.9053, loss: 3.0364, grad_norm: 3.8534 2020-09-12 05:28:08,032 - mmaction - INFO - Epoch [83][760/940] lr: 4.000e-03, eta: 1 day, 8:07:27, time: 1.773, data_time: 0.006, memory: 6924, loss_aux: 1.0811, top1_acc: 0.5828, top5_acc: 0.7916, loss_cls: 1.7956, loss: 2.8768, grad_norm: 3.7958 2020-09-12 05:28:44,047 - mmaction - INFO - Epoch [83][780/940] lr: 4.000e-03, eta: 1 day, 8:06:50, time: 1.799, data_time: 0.006, memory: 6924, loss_aux: 1.1008, top1_acc: 0.5678, top5_acc: 0.7852, loss_cls: 1.8524, loss: 2.9532, grad_norm: 3.8770 2020-09-12 05:29:20,040 - mmaction - INFO - Epoch [83][800/940] lr: 4.000e-03, eta: 1 day, 8:06:13, time: 1.801, data_time: 0.006, memory: 6924, loss_aux: 1.1214, top1_acc: 0.5686, top5_acc: 0.7748, loss_cls: 1.8778, loss: 2.9993, grad_norm: 3.8763 2020-09-12 05:29:55,279 - mmaction - INFO - Epoch [83][820/940] lr: 4.000e-03, eta: 1 day, 8:05:36, time: 1.761, data_time: 0.006, memory: 6924, loss_aux: 1.0912, top1_acc: 0.5734, top5_acc: 0.7893, loss_cls: 1.8280, loss: 2.9192, grad_norm: 3.8388 2020-09-12 05:30:30,587 - mmaction - INFO - Epoch [83][840/940] lr: 4.000e-03, eta: 1 day, 8:04:58, time: 1.766, data_time: 0.005, memory: 6924, loss_aux: 1.1078, top1_acc: 0.5734, top5_acc: 0.7904, loss_cls: 1.8417, loss: 2.9495, grad_norm: 3.8640 2020-09-12 05:31:06,427 - mmaction - INFO - Epoch [83][860/940] lr: 4.000e-03, eta: 1 day, 8:04:21, time: 1.791, data_time: 0.006, memory: 6924, loss_aux: 1.0821, top1_acc: 0.5773, top5_acc: 0.7918, loss_cls: 1.8181, loss: 2.9002, grad_norm: 3.8783 2020-09-12 05:31:42,266 - mmaction - INFO - Epoch [83][880/940] lr: 4.000e-03, eta: 1 day, 8:03:43, time: 1.792, data_time: 0.006, memory: 6924, loss_aux: 1.1002, top1_acc: 0.5717, top5_acc: 0.7822, loss_cls: 1.8517, loss: 2.9518, grad_norm: 3.8210 2020-09-12 05:32:17,749 - mmaction - INFO - Epoch [83][900/940] lr: 4.000e-03, eta: 1 day, 8:03:06, time: 1.774, data_time: 0.007, memory: 6924, loss_aux: 1.0906, top1_acc: 0.5752, top5_acc: 0.7920, loss_cls: 1.8237, loss: 2.9143, grad_norm: 3.8649 2020-09-12 05:32:53,987 - mmaction - INFO - Epoch [83][920/940] lr: 4.000e-03, eta: 1 day, 8:02:29, time: 1.813, data_time: 0.006, memory: 6924, loss_aux: 1.1045, top1_acc: 0.5756, top5_acc: 0.7918, loss_cls: 1.8357, loss: 2.9402, grad_norm: 3.9052 2020-09-12 05:33:28,264 - mmaction - INFO - Epoch [83][940/940] lr: 4.000e-03, eta: 1 day, 8:01:50, time: 1.715, data_time: 0.005, memory: 6924, loss_aux: 1.1078, top1_acc: 0.5668, top5_acc: 0.7817, loss_cls: 1.8557, loss: 2.9634, grad_norm: 3.9696 2020-09-12 05:33:28,709 - mmaction - INFO - Saving checkpoint at 83 epochs 2020-09-12 05:34:12,439 - mmaction - INFO - Epoch [84][20/940] lr: 4.000e-03, eta: 1 day, 8:01:18, time: 2.074, data_time: 0.580, memory: 6924, loss_aux: 1.1199, top1_acc: 0.5641, top5_acc: 0.7826, loss_cls: 1.8461, loss: 2.9660, grad_norm: 3.8081 2020-09-12 05:34:46,613 - mmaction - INFO - Epoch [84][40/940] lr: 4.000e-03, eta: 1 day, 8:00:39, time: 1.712, data_time: 0.006, memory: 6924, loss_aux: 1.0943, top1_acc: 0.5701, top5_acc: 0.7951, loss_cls: 1.8178, loss: 2.9121, grad_norm: 3.9025 2020-09-12 05:35:22,729 - mmaction - INFO - Epoch [84][60/940] lr: 4.000e-03, eta: 1 day, 8:00:02, time: 1.804, data_time: 0.006, memory: 6924, loss_aux: 1.0855, top1_acc: 0.5768, top5_acc: 0.7963, loss_cls: 1.7888, loss: 2.8742, grad_norm: 3.8543 2020-09-12 05:35:57,427 - mmaction - INFO - Epoch [84][80/940] lr: 4.000e-03, eta: 1 day, 7:59:24, time: 1.736, data_time: 0.006, memory: 6924, loss_aux: 1.1090, top1_acc: 0.5664, top5_acc: 0.7854, loss_cls: 1.8489, loss: 2.9580, grad_norm: 3.8208 2020-09-12 05:36:32,912 - mmaction - INFO - Epoch [84][100/940] lr: 4.000e-03, eta: 1 day, 7:58:46, time: 1.773, data_time: 0.006, memory: 6924, loss_aux: 1.1134, top1_acc: 0.5645, top5_acc: 0.7834, loss_cls: 1.8492, loss: 2.9626, grad_norm: 3.8858 2020-09-12 05:37:08,751 - mmaction - INFO - Epoch [84][120/940] lr: 4.000e-03, eta: 1 day, 7:58:09, time: 1.794, data_time: 0.007, memory: 6924, loss_aux: 1.1221, top1_acc: 0.5621, top5_acc: 0.7783, loss_cls: 1.8919, loss: 3.0140, grad_norm: 3.9418 2020-09-12 05:37:44,509 - mmaction - INFO - Epoch [84][140/940] lr: 4.000e-03, eta: 1 day, 7:57:32, time: 1.786, data_time: 0.005, memory: 6924, loss_aux: 1.1014, top1_acc: 0.5723, top5_acc: 0.7822, loss_cls: 1.8502, loss: 2.9515, grad_norm: 3.8538 2020-09-12 05:38:20,331 - mmaction - INFO - Epoch [84][160/940] lr: 4.000e-03, eta: 1 day, 7:56:55, time: 1.793, data_time: 0.006, memory: 6924, loss_aux: 1.1005, top1_acc: 0.5660, top5_acc: 0.7932, loss_cls: 1.8284, loss: 2.9289, grad_norm: 3.9440 2020-09-12 05:38:56,242 - mmaction - INFO - Epoch [84][180/940] lr: 4.000e-03, eta: 1 day, 7:56:17, time: 1.793, data_time: 0.005, memory: 6924, loss_aux: 1.0989, top1_acc: 0.5727, top5_acc: 0.7867, loss_cls: 1.8380, loss: 2.9369, grad_norm: 3.8158 2020-09-12 05:39:31,785 - mmaction - INFO - Epoch [84][200/940] lr: 4.000e-03, eta: 1 day, 7:55:40, time: 1.778, data_time: 0.006, memory: 6924, loss_aux: 1.1150, top1_acc: 0.5607, top5_acc: 0.7793, loss_cls: 1.8680, loss: 2.9830, grad_norm: 3.8430 2020-09-12 05:40:07,723 - mmaction - INFO - Epoch [84][220/940] lr: 4.000e-03, eta: 1 day, 7:55:03, time: 1.798, data_time: 0.007, memory: 6924, loss_aux: 1.1157, top1_acc: 0.5652, top5_acc: 0.7795, loss_cls: 1.8597, loss: 2.9754, grad_norm: 3.8364 2020-09-12 05:40:42,789 - mmaction - INFO - Epoch [84][240/940] lr: 4.000e-03, eta: 1 day, 7:54:25, time: 1.753, data_time: 0.002, memory: 6924, loss_aux: 1.1121, top1_acc: 0.5611, top5_acc: 0.7777, loss_cls: 1.8736, loss: 2.9857, grad_norm: 3.9088 2020-09-12 05:41:19,262 - mmaction - INFO - Epoch [84][260/940] lr: 4.000e-03, eta: 1 day, 7:53:48, time: 1.822, data_time: 0.006, memory: 6924, loss_aux: 1.1083, top1_acc: 0.5703, top5_acc: 0.7908, loss_cls: 1.8312, loss: 2.9395, grad_norm: 3.8893 2020-09-12 05:41:54,413 - mmaction - INFO - Epoch [84][280/940] lr: 4.000e-03, eta: 1 day, 7:53:10, time: 1.760, data_time: 0.007, memory: 6924, loss_aux: 1.1173, top1_acc: 0.5639, top5_acc: 0.7793, loss_cls: 1.8747, loss: 2.9920, grad_norm: 3.8912 2020-09-12 05:42:30,222 - mmaction - INFO - Epoch [84][300/940] lr: 4.000e-03, eta: 1 day, 7:52:33, time: 1.791, data_time: 0.003, memory: 6924, loss_aux: 1.1000, top1_acc: 0.5713, top5_acc: 0.7879, loss_cls: 1.8169, loss: 2.9169, grad_norm: 3.8531 2020-09-12 05:43:06,432 - mmaction - INFO - Epoch [84][320/940] lr: 4.000e-03, eta: 1 day, 7:51:56, time: 1.809, data_time: 0.002, memory: 6924, loss_aux: 1.0944, top1_acc: 0.5695, top5_acc: 0.7805, loss_cls: 1.8407, loss: 2.9351, grad_norm: 3.8912 2020-09-12 05:43:42,166 - mmaction - INFO - Epoch [84][340/940] lr: 4.000e-03, eta: 1 day, 7:51:19, time: 1.788, data_time: 0.006, memory: 6924, loss_aux: 1.1077, top1_acc: 0.5625, top5_acc: 0.7855, loss_cls: 1.8593, loss: 2.9670, grad_norm: 3.9475 2020-09-12 05:44:18,341 - mmaction - INFO - Epoch [84][360/940] lr: 4.000e-03, eta: 1 day, 7:50:42, time: 1.807, data_time: 0.006, memory: 6924, loss_aux: 1.1047, top1_acc: 0.5730, top5_acc: 0.7865, loss_cls: 1.8330, loss: 2.9378, grad_norm: 3.8753 2020-09-12 05:44:53,319 - mmaction - INFO - Epoch [84][380/940] lr: 4.000e-03, eta: 1 day, 7:50:04, time: 1.750, data_time: 0.007, memory: 6924, loss_aux: 1.1071, top1_acc: 0.5703, top5_acc: 0.7871, loss_cls: 1.8457, loss: 2.9528, grad_norm: 3.9038 2020-09-12 05:45:28,876 - mmaction - INFO - Epoch [84][400/940] lr: 4.000e-03, eta: 1 day, 7:49:26, time: 1.777, data_time: 0.007, memory: 6924, loss_aux: 1.1044, top1_acc: 0.5645, top5_acc: 0.7875, loss_cls: 1.8318, loss: 2.9362, grad_norm: 3.9451 2020-09-12 05:46:05,074 - mmaction - INFO - Epoch [84][420/940] lr: 4.000e-03, eta: 1 day, 7:48:50, time: 1.810, data_time: 0.006, memory: 6924, loss_aux: 1.0941, top1_acc: 0.5783, top5_acc: 0.7854, loss_cls: 1.8162, loss: 2.9103, grad_norm: 3.8420 2020-09-12 05:46:41,235 - mmaction - INFO - Epoch [84][440/940] lr: 4.000e-03, eta: 1 day, 7:48:13, time: 1.810, data_time: 0.007, memory: 6924, loss_aux: 1.0846, top1_acc: 0.5813, top5_acc: 0.7912, loss_cls: 1.7959, loss: 2.8805, grad_norm: 3.8583 2020-09-12 05:47:17,533 - mmaction - INFO - Epoch [84][460/940] lr: 4.000e-03, eta: 1 day, 7:47:36, time: 1.814, data_time: 0.006, memory: 6924, loss_aux: 1.0925, top1_acc: 0.5754, top5_acc: 0.7861, loss_cls: 1.8191, loss: 2.9115, grad_norm: 3.9291 2020-09-12 05:47:52,909 - mmaction - INFO - Epoch [84][480/940] lr: 4.000e-03, eta: 1 day, 7:46:58, time: 1.770, data_time: 0.005, memory: 6924, loss_aux: 1.1103, top1_acc: 0.5717, top5_acc: 0.7867, loss_cls: 1.8452, loss: 2.9555, grad_norm: 3.8980 2020-09-12 05:48:28,735 - mmaction - INFO - Epoch [84][500/940] lr: 4.000e-03, eta: 1 day, 7:46:21, time: 1.790, data_time: 0.006, memory: 6924, loss_aux: 1.1028, top1_acc: 0.5619, top5_acc: 0.7857, loss_cls: 1.8331, loss: 2.9360, grad_norm: 3.8666 2020-09-12 05:49:04,504 - mmaction - INFO - Epoch [84][520/940] lr: 4.000e-03, eta: 1 day, 7:45:44, time: 1.790, data_time: 0.006, memory: 6924, loss_aux: 1.1042, top1_acc: 0.5615, top5_acc: 0.7869, loss_cls: 1.8357, loss: 2.9399, grad_norm: 3.9111 2020-09-12 05:49:40,509 - mmaction - INFO - Epoch [84][540/940] lr: 4.000e-03, eta: 1 day, 7:45:06, time: 1.799, data_time: 0.006, memory: 6924, loss_aux: 1.0976, top1_acc: 0.5721, top5_acc: 0.7785, loss_cls: 1.8352, loss: 2.9328, grad_norm: 3.8922 2020-09-12 05:50:17,265 - mmaction - INFO - Epoch [84][560/940] lr: 4.000e-03, eta: 1 day, 7:44:30, time: 1.838, data_time: 0.006, memory: 6924, loss_aux: 1.0957, top1_acc: 0.5631, top5_acc: 0.7828, loss_cls: 1.8463, loss: 2.9420, grad_norm: 3.9439 2020-09-12 05:50:52,146 - mmaction - INFO - Epoch [84][580/940] lr: 4.000e-03, eta: 1 day, 7:43:52, time: 1.746, data_time: 0.006, memory: 6924, loss_aux: 1.1156, top1_acc: 0.5707, top5_acc: 0.7793, loss_cls: 1.8648, loss: 2.9804, grad_norm: 3.9182 2020-09-12 05:51:27,837 - mmaction - INFO - Epoch [84][600/940] lr: 4.000e-03, eta: 1 day, 7:43:15, time: 1.783, data_time: 0.005, memory: 6924, loss_aux: 1.0942, top1_acc: 0.5820, top5_acc: 0.7914, loss_cls: 1.8168, loss: 2.9109, grad_norm: 3.8499 2020-09-12 05:52:04,095 - mmaction - INFO - Epoch [84][620/940] lr: 4.000e-03, eta: 1 day, 7:42:38, time: 1.813, data_time: 0.006, memory: 6924, loss_aux: 1.1073, top1_acc: 0.5711, top5_acc: 0.7773, loss_cls: 1.8457, loss: 2.9530, grad_norm: 3.9125 2020-09-12 05:52:39,951 - mmaction - INFO - Epoch [84][640/940] lr: 4.000e-03, eta: 1 day, 7:42:01, time: 1.793, data_time: 0.008, memory: 6924, loss_aux: 1.1328, top1_acc: 0.5561, top5_acc: 0.7771, loss_cls: 1.8970, loss: 3.0298, grad_norm: 3.9462 2020-09-12 05:53:16,449 - mmaction - INFO - Epoch [84][660/940] lr: 4.000e-03, eta: 1 day, 7:41:24, time: 1.825, data_time: 0.007, memory: 6924, loss_aux: 1.1007, top1_acc: 0.5652, top5_acc: 0.7867, loss_cls: 1.8309, loss: 2.9316, grad_norm: 3.9530 2020-09-12 05:53:52,586 - mmaction - INFO - Epoch [84][680/940] lr: 4.000e-03, eta: 1 day, 7:40:47, time: 1.807, data_time: 0.006, memory: 6924, loss_aux: 1.1328, top1_acc: 0.5625, top5_acc: 0.7752, loss_cls: 1.9004, loss: 3.0331, grad_norm: 3.9566 2020-09-12 05:54:28,110 - mmaction - INFO - Epoch [84][700/940] lr: 4.000e-03, eta: 1 day, 7:40:09, time: 1.776, data_time: 0.006, memory: 6924, loss_aux: 1.1255, top1_acc: 0.5635, top5_acc: 0.7785, loss_cls: 1.8943, loss: 3.0198, grad_norm: 3.9307 2020-09-12 05:55:05,160 - mmaction - INFO - Epoch [84][720/940] lr: 4.000e-03, eta: 1 day, 7:39:33, time: 1.853, data_time: 0.006, memory: 6924, loss_aux: 1.0960, top1_acc: 0.5721, top5_acc: 0.7840, loss_cls: 1.8195, loss: 2.9155, grad_norm: 3.8669 2020-09-12 05:55:40,541 - mmaction - INFO - Epoch [84][740/940] lr: 4.000e-03, eta: 1 day, 7:38:56, time: 1.768, data_time: 0.004, memory: 6924, loss_aux: 1.1030, top1_acc: 0.5703, top5_acc: 0.7883, loss_cls: 1.8359, loss: 2.9389, grad_norm: 3.9445 2020-09-12 05:56:15,685 - mmaction - INFO - Epoch [84][760/940] lr: 4.000e-03, eta: 1 day, 7:38:18, time: 1.759, data_time: 0.006, memory: 6924, loss_aux: 1.1123, top1_acc: 0.5656, top5_acc: 0.7811, loss_cls: 1.8556, loss: 2.9679, grad_norm: 3.8971 2020-09-12 05:56:51,857 - mmaction - INFO - Epoch [84][780/940] lr: 4.000e-03, eta: 1 day, 7:37:41, time: 1.807, data_time: 0.007, memory: 6924, loss_aux: 1.1241, top1_acc: 0.5539, top5_acc: 0.7783, loss_cls: 1.8835, loss: 3.0076, grad_norm: 4.0199 2020-09-12 05:57:27,921 - mmaction - INFO - Epoch [84][800/940] lr: 4.000e-03, eta: 1 day, 7:37:04, time: 1.805, data_time: 0.006, memory: 6924, loss_aux: 1.0793, top1_acc: 0.5855, top5_acc: 0.7963, loss_cls: 1.7845, loss: 2.8639, grad_norm: 3.8520 2020-09-12 05:58:03,706 - mmaction - INFO - Epoch [84][820/940] lr: 4.000e-03, eta: 1 day, 7:36:26, time: 1.787, data_time: 0.006, memory: 6924, loss_aux: 1.0707, top1_acc: 0.5840, top5_acc: 0.7902, loss_cls: 1.7834, loss: 2.8541, grad_norm: 3.8554 2020-09-12 05:58:40,451 - mmaction - INFO - Epoch [84][840/940] lr: 4.000e-03, eta: 1 day, 7:35:50, time: 1.839, data_time: 0.006, memory: 6924, loss_aux: 1.0863, top1_acc: 0.5768, top5_acc: 0.7826, loss_cls: 1.8126, loss: 2.8989, grad_norm: 3.8444 2020-09-12 05:59:16,037 - mmaction - INFO - Epoch [84][860/940] lr: 4.000e-03, eta: 1 day, 7:35:13, time: 1.778, data_time: 0.006, memory: 6924, loss_aux: 1.1085, top1_acc: 0.5631, top5_acc: 0.7812, loss_cls: 1.8708, loss: 2.9793, grad_norm: 3.9554 2020-09-12 05:59:51,447 - mmaction - INFO - Epoch [84][880/940] lr: 4.000e-03, eta: 1 day, 7:34:35, time: 1.772, data_time: 0.005, memory: 6924, loss_aux: 1.0922, top1_acc: 0.5727, top5_acc: 0.7857, loss_cls: 1.8325, loss: 2.9248, grad_norm: 3.8641 2020-09-12 06:00:30,709 - mmaction - INFO - Epoch [84][900/940] lr: 4.000e-03, eta: 1 day, 7:34:00, time: 1.953, data_time: 0.008, memory: 6924, loss_aux: 1.1237, top1_acc: 0.5586, top5_acc: 0.7789, loss_cls: 1.8898, loss: 3.0135, grad_norm: 3.9440 2020-09-12 06:01:06,164 - mmaction - INFO - Epoch [84][920/940] lr: 4.000e-03, eta: 1 day, 7:33:23, time: 1.783, data_time: 0.026, memory: 6924, loss_aux: 1.1017, top1_acc: 0.5672, top5_acc: 0.7896, loss_cls: 1.8494, loss: 2.9511, grad_norm: 3.9104 2020-09-12 06:01:40,995 - mmaction - INFO - Epoch [84][940/940] lr: 4.000e-03, eta: 1 day, 7:32:45, time: 1.740, data_time: 0.006, memory: 6924, loss_aux: 1.0992, top1_acc: 0.5708, top5_acc: 0.7837, loss_cls: 1.8214, loss: 2.9205, grad_norm: 4.1314 2020-09-12 06:01:41,598 - mmaction - INFO - Saving checkpoint at 84 epochs 2020-09-12 06:02:28,357 - mmaction - INFO - Epoch [85][20/940] lr: 4.000e-03, eta: 1 day, 7:32:12, time: 2.056, data_time: 0.677, memory: 6924, loss_aux: 1.0667, top1_acc: 0.5871, top5_acc: 0.7984, loss_cls: 1.7705, loss: 2.8372, grad_norm: 3.8816 2020-09-12 06:03:01,689 - mmaction - INFO - Epoch [85][40/940] lr: 4.000e-03, eta: 1 day, 7:31:33, time: 1.669, data_time: 0.007, memory: 6924, loss_aux: 1.0807, top1_acc: 0.5813, top5_acc: 0.7980, loss_cls: 1.7780, loss: 2.8587, grad_norm: 3.9218 2020-09-12 06:03:36,764 - mmaction - INFO - Epoch [85][60/940] lr: 4.000e-03, eta: 1 day, 7:30:55, time: 1.752, data_time: 0.005, memory: 6924, loss_aux: 1.0927, top1_acc: 0.5777, top5_acc: 0.7932, loss_cls: 1.8040, loss: 2.8966, grad_norm: 3.8902 2020-09-12 06:04:12,535 - mmaction - INFO - Epoch [85][80/940] lr: 4.000e-03, eta: 1 day, 7:30:18, time: 1.790, data_time: 0.007, memory: 6924, loss_aux: 1.0768, top1_acc: 0.5760, top5_acc: 0.7961, loss_cls: 1.8004, loss: 2.8772, grad_norm: 3.8592 2020-09-12 06:04:48,691 - mmaction - INFO - Epoch [85][100/940] lr: 4.000e-03, eta: 1 day, 7:29:41, time: 1.806, data_time: 0.006, memory: 6924, loss_aux: 1.1172, top1_acc: 0.5701, top5_acc: 0.7818, loss_cls: 1.8713, loss: 2.9885, grad_norm: 3.9021 2020-09-12 06:05:24,377 - mmaction - INFO - Epoch [85][120/940] lr: 4.000e-03, eta: 1 day, 7:29:03, time: 1.785, data_time: 0.006, memory: 6924, loss_aux: 1.1023, top1_acc: 0.5705, top5_acc: 0.7781, loss_cls: 1.8279, loss: 2.9302, grad_norm: 3.8527 2020-09-12 06:06:01,123 - mmaction - INFO - Epoch [85][140/940] lr: 4.000e-03, eta: 1 day, 7:28:27, time: 1.836, data_time: 0.006, memory: 6924, loss_aux: 1.1048, top1_acc: 0.5736, top5_acc: 0.7830, loss_cls: 1.8327, loss: 2.9375, grad_norm: 3.8872 2020-09-12 06:06:36,803 - mmaction - INFO - Epoch [85][160/940] lr: 4.000e-03, eta: 1 day, 7:27:49, time: 1.786, data_time: 0.007, memory: 6924, loss_aux: 1.1061, top1_acc: 0.5789, top5_acc: 0.7785, loss_cls: 1.8397, loss: 2.9458, grad_norm: 3.8699 2020-09-12 06:07:12,549 - mmaction - INFO - Epoch [85][180/940] lr: 4.000e-03, eta: 1 day, 7:27:12, time: 1.785, data_time: 0.006, memory: 6924, loss_aux: 1.1082, top1_acc: 0.5674, top5_acc: 0.7836, loss_cls: 1.8627, loss: 2.9709, grad_norm: 3.9533 2020-09-12 06:07:48,453 - mmaction - INFO - Epoch [85][200/940] lr: 4.000e-03, eta: 1 day, 7:26:35, time: 1.797, data_time: 0.006, memory: 6924, loss_aux: 1.0840, top1_acc: 0.5756, top5_acc: 0.7957, loss_cls: 1.8009, loss: 2.8849, grad_norm: 3.8735 2020-09-12 06:08:24,790 - mmaction - INFO - Epoch [85][220/940] lr: 4.000e-03, eta: 1 day, 7:25:58, time: 1.816, data_time: 0.006, memory: 6924, loss_aux: 1.0874, top1_acc: 0.5766, top5_acc: 0.7916, loss_cls: 1.8163, loss: 2.9038, grad_norm: 3.8864 2020-09-12 06:09:01,212 - mmaction - INFO - Epoch [85][240/940] lr: 4.000e-03, eta: 1 day, 7:25:21, time: 1.822, data_time: 0.005, memory: 6924, loss_aux: 1.1219, top1_acc: 0.5713, top5_acc: 0.7814, loss_cls: 1.8745, loss: 2.9965, grad_norm: 3.9252 2020-09-12 06:09:37,626 - mmaction - INFO - Epoch [85][260/940] lr: 4.000e-03, eta: 1 day, 7:24:45, time: 1.819, data_time: 0.006, memory: 6924, loss_aux: 1.0848, top1_acc: 0.5801, top5_acc: 0.7906, loss_cls: 1.8167, loss: 2.9015, grad_norm: 3.8293 2020-09-12 06:10:13,440 - mmaction - INFO - Epoch [85][280/940] lr: 4.000e-03, eta: 1 day, 7:24:07, time: 1.790, data_time: 0.005, memory: 6924, loss_aux: 1.1143, top1_acc: 0.5605, top5_acc: 0.7803, loss_cls: 1.8738, loss: 2.9881, grad_norm: 3.9940 2020-09-12 06:10:49,729 - mmaction - INFO - Epoch [85][300/940] lr: 4.000e-03, eta: 1 day, 7:23:31, time: 1.817, data_time: 0.006, memory: 6924, loss_aux: 1.1256, top1_acc: 0.5635, top5_acc: 0.7740, loss_cls: 1.8853, loss: 3.0109, grad_norm: 3.9318 2020-09-12 06:11:26,223 - mmaction - INFO - Epoch [85][320/940] lr: 4.000e-03, eta: 1 day, 7:22:54, time: 1.823, data_time: 0.005, memory: 6924, loss_aux: 1.1009, top1_acc: 0.5723, top5_acc: 0.7898, loss_cls: 1.8487, loss: 2.9496, grad_norm: 3.9241 2020-09-12 06:12:03,143 - mmaction - INFO - Epoch [85][340/940] lr: 4.000e-03, eta: 1 day, 7:22:18, time: 1.848, data_time: 0.006, memory: 6924, loss_aux: 1.0716, top1_acc: 0.5814, top5_acc: 0.7902, loss_cls: 1.7680, loss: 2.8396, grad_norm: 3.8502 2020-09-12 06:12:38,450 - mmaction - INFO - Epoch [85][360/940] lr: 4.000e-03, eta: 1 day, 7:21:40, time: 1.765, data_time: 0.006, memory: 6924, loss_aux: 1.1109, top1_acc: 0.5633, top5_acc: 0.7816, loss_cls: 1.8520, loss: 2.9629, grad_norm: 3.9408 2020-09-12 06:13:14,502 - mmaction - INFO - Epoch [85][380/940] lr: 4.000e-03, eta: 1 day, 7:21:03, time: 1.803, data_time: 0.003, memory: 6924, loss_aux: 1.1147, top1_acc: 0.5648, top5_acc: 0.7875, loss_cls: 1.8523, loss: 2.9670, grad_norm: 3.9254 2020-09-12 06:13:50,624 - mmaction - INFO - Epoch [85][400/940] lr: 4.000e-03, eta: 1 day, 7:20:26, time: 1.804, data_time: 0.007, memory: 6924, loss_aux: 1.1053, top1_acc: 0.5721, top5_acc: 0.7785, loss_cls: 1.8496, loss: 2.9549, grad_norm: 3.9746 2020-09-12 06:14:26,727 - mmaction - INFO - Epoch [85][420/940] lr: 4.000e-03, eta: 1 day, 7:19:49, time: 1.807, data_time: 0.006, memory: 6924, loss_aux: 1.1261, top1_acc: 0.5643, top5_acc: 0.7740, loss_cls: 1.8870, loss: 3.0131, grad_norm: 3.9275 2020-09-12 06:15:03,190 - mmaction - INFO - Epoch [85][440/940] lr: 4.000e-03, eta: 1 day, 7:19:12, time: 1.823, data_time: 0.007, memory: 6924, loss_aux: 1.0884, top1_acc: 0.5691, top5_acc: 0.7936, loss_cls: 1.8174, loss: 2.9059, grad_norm: 3.9082 2020-09-12 06:15:39,132 - mmaction - INFO - Epoch [85][460/940] lr: 4.000e-03, eta: 1 day, 7:18:35, time: 1.797, data_time: 0.003, memory: 6924, loss_aux: 1.0994, top1_acc: 0.5721, top5_acc: 0.7824, loss_cls: 1.8417, loss: 2.9411, grad_norm: 3.9280 2020-09-12 06:16:15,273 - mmaction - INFO - Epoch [85][480/940] lr: 4.000e-03, eta: 1 day, 7:17:58, time: 1.805, data_time: 0.006, memory: 6924, loss_aux: 1.0869, top1_acc: 0.5756, top5_acc: 0.7836, loss_cls: 1.8193, loss: 2.9062, grad_norm: 3.9284 2020-09-12 06:16:51,526 - mmaction - INFO - Epoch [85][500/940] lr: 4.000e-03, eta: 1 day, 7:17:21, time: 1.815, data_time: 0.006, memory: 6924, loss_aux: 1.0932, top1_acc: 0.5699, top5_acc: 0.7846, loss_cls: 1.8432, loss: 2.9364, grad_norm: 3.9555 2020-09-12 06:17:28,374 - mmaction - INFO - Epoch [85][520/940] lr: 4.000e-03, eta: 1 day, 7:16:45, time: 1.839, data_time: 0.006, memory: 6924, loss_aux: 1.1300, top1_acc: 0.5549, top5_acc: 0.7750, loss_cls: 1.8974, loss: 3.0274, grad_norm: 3.9801 2020-09-12 06:18:04,363 - mmaction - INFO - Epoch [85][540/940] lr: 4.000e-03, eta: 1 day, 7:16:08, time: 1.803, data_time: 0.007, memory: 6924, loss_aux: 1.0999, top1_acc: 0.5648, top5_acc: 0.7840, loss_cls: 1.8342, loss: 2.9341, grad_norm: 3.9597 2020-09-12 06:18:40,816 - mmaction - INFO - Epoch [85][560/940] lr: 4.000e-03, eta: 1 day, 7:15:31, time: 1.821, data_time: 0.006, memory: 6924, loss_aux: 1.0862, top1_acc: 0.5781, top5_acc: 0.7820, loss_cls: 1.8171, loss: 2.9033, grad_norm: 3.9512 2020-09-12 06:19:16,677 - mmaction - INFO - Epoch [85][580/940] lr: 4.000e-03, eta: 1 day, 7:14:54, time: 1.794, data_time: 0.006, memory: 6924, loss_aux: 1.0932, top1_acc: 0.5725, top5_acc: 0.7957, loss_cls: 1.8120, loss: 2.9052, grad_norm: 3.8688 2020-09-12 06:19:52,518 - mmaction - INFO - Epoch [85][600/940] lr: 4.000e-03, eta: 1 day, 7:14:17, time: 1.791, data_time: 0.006, memory: 6924, loss_aux: 1.0859, top1_acc: 0.5828, top5_acc: 0.7982, loss_cls: 1.7670, loss: 2.8529, grad_norm: 3.8692 2020-09-12 06:20:29,823 - mmaction - INFO - Epoch [85][620/940] lr: 4.000e-03, eta: 1 day, 7:13:41, time: 1.866, data_time: 0.006, memory: 6924, loss_aux: 1.1097, top1_acc: 0.5633, top5_acc: 0.7869, loss_cls: 1.8554, loss: 2.9651, grad_norm: 4.0472 2020-09-12 06:21:05,985 - mmaction - INFO - Epoch [85][640/940] lr: 4.000e-03, eta: 1 day, 7:13:04, time: 1.806, data_time: 0.007, memory: 6924, loss_aux: 1.1102, top1_acc: 0.5652, top5_acc: 0.7791, loss_cls: 1.8731, loss: 2.9833, grad_norm: 3.9726 2020-09-12 06:21:42,006 - mmaction - INFO - Epoch [85][660/940] lr: 4.000e-03, eta: 1 day, 7:12:27, time: 1.803, data_time: 0.006, memory: 6924, loss_aux: 1.0942, top1_acc: 0.5725, top5_acc: 0.7816, loss_cls: 1.8257, loss: 2.9199, grad_norm: 3.8851 2020-09-12 06:22:18,589 - mmaction - INFO - Epoch [85][680/940] lr: 4.000e-03, eta: 1 day, 7:11:50, time: 1.827, data_time: 0.006, memory: 6924, loss_aux: 1.0837, top1_acc: 0.5824, top5_acc: 0.7857, loss_cls: 1.7957, loss: 2.8795, grad_norm: 3.8628 2020-09-12 06:22:54,931 - mmaction - INFO - Epoch [85][700/940] lr: 4.000e-03, eta: 1 day, 7:11:13, time: 1.817, data_time: 0.006, memory: 6924, loss_aux: 1.0919, top1_acc: 0.5850, top5_acc: 0.7920, loss_cls: 1.8004, loss: 2.8923, grad_norm: 3.9426 2020-09-12 06:23:30,785 - mmaction - INFO - Epoch [85][720/940] lr: 4.000e-03, eta: 1 day, 7:10:36, time: 1.792, data_time: 0.006, memory: 6924, loss_aux: 1.1050, top1_acc: 0.5668, top5_acc: 0.7824, loss_cls: 1.8638, loss: 2.9688, grad_norm: 4.0018 2020-09-12 06:24:07,876 - mmaction - INFO - Epoch [85][740/940] lr: 4.000e-03, eta: 1 day, 7:10:00, time: 1.857, data_time: 0.006, memory: 6924, loss_aux: 1.1006, top1_acc: 0.5723, top5_acc: 0.7861, loss_cls: 1.8498, loss: 2.9504, grad_norm: 4.0282 2020-09-12 06:24:44,720 - mmaction - INFO - Epoch [85][760/940] lr: 4.000e-03, eta: 1 day, 7:09:23, time: 1.840, data_time: 0.006, memory: 6924, loss_aux: 1.1081, top1_acc: 0.5666, top5_acc: 0.7783, loss_cls: 1.8488, loss: 2.9570, grad_norm: 3.9376 2020-09-12 06:25:20,301 - mmaction - INFO - Epoch [85][780/940] lr: 4.000e-03, eta: 1 day, 7:08:46, time: 1.780, data_time: 0.007, memory: 6924, loss_aux: 1.1069, top1_acc: 0.5715, top5_acc: 0.7895, loss_cls: 1.8578, loss: 2.9647, grad_norm: 3.9802 2020-09-12 06:25:56,167 - mmaction - INFO - Epoch [85][800/940] lr: 4.000e-03, eta: 1 day, 7:08:09, time: 1.795, data_time: 0.005, memory: 6924, loss_aux: 1.1014, top1_acc: 0.5711, top5_acc: 0.7811, loss_cls: 1.8429, loss: 2.9443, grad_norm: 3.9049 2020-09-12 06:26:32,568 - mmaction - INFO - Epoch [85][820/940] lr: 4.000e-03, eta: 1 day, 7:07:32, time: 1.818, data_time: 0.006, memory: 6924, loss_aux: 1.0933, top1_acc: 0.5742, top5_acc: 0.7871, loss_cls: 1.8380, loss: 2.9313, grad_norm: 3.9740 2020-09-12 06:27:08,566 - mmaction - INFO - Epoch [85][840/940] lr: 4.000e-03, eta: 1 day, 7:06:55, time: 1.802, data_time: 0.006, memory: 6924, loss_aux: 1.0982, top1_acc: 0.5682, top5_acc: 0.7846, loss_cls: 1.8442, loss: 2.9424, grad_norm: 3.9270 2020-09-12 06:27:44,604 - mmaction - INFO - Epoch [85][860/940] lr: 4.000e-03, eta: 1 day, 7:06:18, time: 1.800, data_time: 0.006, memory: 6924, loss_aux: 1.1090, top1_acc: 0.5773, top5_acc: 0.7840, loss_cls: 1.8299, loss: 2.9389, grad_norm: 3.9370 2020-09-12 06:28:20,786 - mmaction - INFO - Epoch [85][880/940] lr: 4.000e-03, eta: 1 day, 7:05:41, time: 1.811, data_time: 0.006, memory: 6924, loss_aux: 1.0874, top1_acc: 0.5746, top5_acc: 0.7904, loss_cls: 1.8225, loss: 2.9098, grad_norm: 3.9786 2020-09-12 06:28:57,644 - mmaction - INFO - Epoch [85][900/940] lr: 4.000e-03, eta: 1 day, 7:05:04, time: 1.841, data_time: 0.006, memory: 6924, loss_aux: 1.1161, top1_acc: 0.5637, top5_acc: 0.7850, loss_cls: 1.8563, loss: 2.9723, grad_norm: 4.0022 2020-09-12 06:29:33,800 - mmaction - INFO - Epoch [85][920/940] lr: 4.000e-03, eta: 1 day, 7:04:27, time: 1.809, data_time: 0.005, memory: 6924, loss_aux: 1.1046, top1_acc: 0.5672, top5_acc: 0.7879, loss_cls: 1.8499, loss: 2.9545, grad_norm: 3.9296 2020-09-12 06:30:08,935 - mmaction - INFO - Epoch [85][940/940] lr: 4.000e-03, eta: 1 day, 7:03:50, time: 1.757, data_time: 0.005, memory: 6924, loss_aux: 1.1191, top1_acc: 0.5635, top5_acc: 0.7833, loss_cls: 1.8690, loss: 2.9880, grad_norm: 3.9466 2020-09-12 06:30:09,381 - mmaction - INFO - Saving checkpoint at 85 epochs 2020-09-12 06:30:50,987 - mmaction - INFO - Epoch [86][20/940] lr: 4.000e-03, eta: 1 day, 7:03:13, time: 1.847, data_time: 0.435, memory: 6924, loss_aux: 1.0834, top1_acc: 0.5814, top5_acc: 0.7941, loss_cls: 1.7988, loss: 2.8822, grad_norm: 3.8693 2020-09-12 06:31:25,675 - mmaction - INFO - Epoch [86][40/940] lr: 4.000e-03, eta: 1 day, 7:02:35, time: 1.736, data_time: 0.005, memory: 6924, loss_aux: 1.0779, top1_acc: 0.5852, top5_acc: 0.7918, loss_cls: 1.7845, loss: 2.8624, grad_norm: 3.9472 2020-09-12 06:32:01,904 - mmaction - INFO - Epoch [86][60/940] lr: 4.000e-03, eta: 1 day, 7:01:58, time: 1.809, data_time: 0.005, memory: 6924, loss_aux: 1.1035, top1_acc: 0.5707, top5_acc: 0.7930, loss_cls: 1.8299, loss: 2.9335, grad_norm: 3.9554 2020-09-12 06:32:38,765 - mmaction - INFO - Epoch [86][80/940] lr: 4.000e-03, eta: 1 day, 7:01:22, time: 1.845, data_time: 0.006, memory: 6924, loss_aux: 1.1058, top1_acc: 0.5693, top5_acc: 0.7809, loss_cls: 1.8520, loss: 2.9578, grad_norm: 3.9728 2020-09-12 06:33:14,743 - mmaction - INFO - Epoch [86][100/940] lr: 4.000e-03, eta: 1 day, 7:00:45, time: 1.799, data_time: 0.003, memory: 6924, loss_aux: 1.1090, top1_acc: 0.5635, top5_acc: 0.7846, loss_cls: 1.8661, loss: 2.9751, grad_norm: 3.9347 2020-09-12 06:33:50,834 - mmaction - INFO - Epoch [86][120/940] lr: 4.000e-03, eta: 1 day, 7:00:08, time: 1.802, data_time: 0.005, memory: 6924, loss_aux: 1.0911, top1_acc: 0.5760, top5_acc: 0.7898, loss_cls: 1.8101, loss: 2.9012, grad_norm: 3.9191 2020-09-12 06:34:27,388 - mmaction - INFO - Epoch [86][140/940] lr: 4.000e-03, eta: 1 day, 6:59:31, time: 1.830, data_time: 0.007, memory: 6924, loss_aux: 1.0953, top1_acc: 0.5758, top5_acc: 0.7883, loss_cls: 1.8185, loss: 2.9138, grad_norm: 3.9529 2020-09-12 06:35:04,041 - mmaction - INFO - Epoch [86][160/940] lr: 4.000e-03, eta: 1 day, 6:58:55, time: 1.832, data_time: 0.005, memory: 6924, loss_aux: 1.0886, top1_acc: 0.5623, top5_acc: 0.7895, loss_cls: 1.8227, loss: 2.9113, grad_norm: 3.9757 2020-09-12 06:35:40,095 - mmaction - INFO - Epoch [86][180/940] lr: 4.000e-03, eta: 1 day, 6:58:18, time: 1.803, data_time: 0.008, memory: 6924, loss_aux: 1.0967, top1_acc: 0.5762, top5_acc: 0.7918, loss_cls: 1.8149, loss: 2.9116, grad_norm: 3.9339 2020-09-12 06:36:16,651 - mmaction - INFO - Epoch [86][200/940] lr: 4.000e-03, eta: 1 day, 6:57:41, time: 1.826, data_time: 0.006, memory: 6924, loss_aux: 1.1081, top1_acc: 0.5637, top5_acc: 0.7773, loss_cls: 1.8486, loss: 2.9567, grad_norm: 3.8935 2020-09-12 06:36:53,477 - mmaction - INFO - Epoch [86][220/940] lr: 4.000e-03, eta: 1 day, 6:57:05, time: 1.844, data_time: 0.006, memory: 6924, loss_aux: 1.0955, top1_acc: 0.5729, top5_acc: 0.7928, loss_cls: 1.8223, loss: 2.9178, grad_norm: 3.9256 2020-09-12 06:37:29,112 - mmaction - INFO - Epoch [86][240/940] lr: 4.000e-03, eta: 1 day, 6:56:27, time: 1.780, data_time: 0.006, memory: 6924, loss_aux: 1.1195, top1_acc: 0.5658, top5_acc: 0.7770, loss_cls: 1.8644, loss: 2.9838, grad_norm: 3.9601 2020-09-12 06:38:05,462 - mmaction - INFO - Epoch [86][260/940] lr: 4.000e-03, eta: 1 day, 6:55:51, time: 1.819, data_time: 0.006, memory: 6924, loss_aux: 1.0763, top1_acc: 0.5834, top5_acc: 0.7930, loss_cls: 1.7938, loss: 2.8701, grad_norm: 3.9434 2020-09-12 06:38:41,638 - mmaction - INFO - Epoch [86][280/940] lr: 4.000e-03, eta: 1 day, 6:55:14, time: 1.807, data_time: 0.006, memory: 6924, loss_aux: 1.1090, top1_acc: 0.5646, top5_acc: 0.7863, loss_cls: 1.8500, loss: 2.9590, grad_norm: 3.9856 2020-09-12 06:39:17,997 - mmaction - INFO - Epoch [86][300/940] lr: 4.000e-03, eta: 1 day, 6:54:37, time: 1.819, data_time: 0.007, memory: 6924, loss_aux: 1.0897, top1_acc: 0.5607, top5_acc: 0.7912, loss_cls: 1.8278, loss: 2.9174, grad_norm: 3.9711 2020-09-12 06:39:54,733 - mmaction - INFO - Epoch [86][320/940] lr: 4.000e-03, eta: 1 day, 6:54:00, time: 1.837, data_time: 0.006, memory: 6924, loss_aux: 1.0697, top1_acc: 0.5752, top5_acc: 0.7926, loss_cls: 1.7878, loss: 2.8576, grad_norm: 3.9419 2020-09-12 06:40:30,872 - mmaction - INFO - Epoch [86][340/940] lr: 4.000e-03, eta: 1 day, 6:53:23, time: 1.807, data_time: 0.005, memory: 6924, loss_aux: 1.0987, top1_acc: 0.5781, top5_acc: 0.7805, loss_cls: 1.8318, loss: 2.9306, grad_norm: 3.9738 2020-09-12 06:41:07,122 - mmaction - INFO - Epoch [86][360/940] lr: 4.000e-03, eta: 1 day, 6:52:46, time: 1.813, data_time: 0.006, memory: 6924, loss_aux: 1.0853, top1_acc: 0.5764, top5_acc: 0.7869, loss_cls: 1.8036, loss: 2.8889, grad_norm: 3.9924 2020-09-12 06:41:43,800 - mmaction - INFO - Epoch [86][380/940] lr: 4.000e-03, eta: 1 day, 6:52:10, time: 1.832, data_time: 0.004, memory: 6924, loss_aux: 1.0913, top1_acc: 0.5754, top5_acc: 0.7848, loss_cls: 1.8081, loss: 2.8995, grad_norm: 3.9414 2020-09-12 06:42:20,148 - mmaction - INFO - Epoch [86][400/940] lr: 4.000e-03, eta: 1 day, 6:51:33, time: 1.819, data_time: 0.006, memory: 6924, loss_aux: 1.1046, top1_acc: 0.5748, top5_acc: 0.7826, loss_cls: 1.8402, loss: 2.9448, grad_norm: 3.9643 2020-09-12 06:42:56,257 - mmaction - INFO - Epoch [86][420/940] lr: 4.000e-03, eta: 1 day, 6:50:56, time: 1.804, data_time: 0.006, memory: 6924, loss_aux: 1.0964, top1_acc: 0.5746, top5_acc: 0.7900, loss_cls: 1.8293, loss: 2.9257, grad_norm: 3.9774 2020-09-12 06:43:33,011 - mmaction - INFO - Epoch [86][440/940] lr: 4.000e-03, eta: 1 day, 6:50:20, time: 1.839, data_time: 0.006, memory: 6924, loss_aux: 1.0932, top1_acc: 0.5762, top5_acc: 0.7871, loss_cls: 1.8357, loss: 2.9288, grad_norm: 3.9790 2020-09-12 06:44:10,016 - mmaction - INFO - Epoch [86][460/940] lr: 4.000e-03, eta: 1 day, 6:49:43, time: 1.849, data_time: 0.006, memory: 6924, loss_aux: 1.0745, top1_acc: 0.5758, top5_acc: 0.7959, loss_cls: 1.8094, loss: 2.8839, grad_norm: 3.9933 2020-09-12 06:44:45,893 - mmaction - INFO - Epoch [86][480/940] lr: 4.000e-03, eta: 1 day, 6:49:06, time: 1.796, data_time: 0.005, memory: 6924, loss_aux: 1.0980, top1_acc: 0.5832, top5_acc: 0.7852, loss_cls: 1.8324, loss: 2.9304, grad_norm: 4.0072 2020-09-12 06:45:22,142 - mmaction - INFO - Epoch [86][500/940] lr: 4.000e-03, eta: 1 day, 6:48:29, time: 1.811, data_time: 0.005, memory: 6924, loss_aux: 1.1021, top1_acc: 0.5791, top5_acc: 0.7895, loss_cls: 1.8240, loss: 2.9261, grad_norm: 3.9543 2020-09-12 06:45:58,898 - mmaction - INFO - Epoch [86][520/940] lr: 4.000e-03, eta: 1 day, 6:47:53, time: 1.837, data_time: 0.006, memory: 6924, loss_aux: 1.1007, top1_acc: 0.5713, top5_acc: 0.7854, loss_cls: 1.8354, loss: 2.9360, grad_norm: 4.0414 2020-09-12 06:46:34,882 - mmaction - INFO - Epoch [86][540/940] lr: 4.000e-03, eta: 1 day, 6:47:16, time: 1.801, data_time: 0.006, memory: 6924, loss_aux: 1.0843, top1_acc: 0.5832, top5_acc: 0.7896, loss_cls: 1.7978, loss: 2.8821, grad_norm: 3.9991 2020-09-12 06:47:11,590 - mmaction - INFO - Epoch [86][560/940] lr: 4.000e-03, eta: 1 day, 6:46:39, time: 1.834, data_time: 0.006, memory: 6924, loss_aux: 1.0906, top1_acc: 0.5826, top5_acc: 0.7838, loss_cls: 1.8129, loss: 2.9035, grad_norm: 3.9444 2020-09-12 06:47:47,916 - mmaction - INFO - Epoch [86][580/940] lr: 4.000e-03, eta: 1 day, 6:46:02, time: 1.818, data_time: 0.006, memory: 6924, loss_aux: 1.1121, top1_acc: 0.5654, top5_acc: 0.7777, loss_cls: 1.8661, loss: 2.9782, grad_norm: 4.1169 2020-09-12 06:48:24,394 - mmaction - INFO - Epoch [86][600/940] lr: 4.000e-03, eta: 1 day, 6:45:26, time: 1.822, data_time: 0.006, memory: 6924, loss_aux: 1.1127, top1_acc: 0.5613, top5_acc: 0.7773, loss_cls: 1.8615, loss: 2.9743, grad_norm: 4.0053 2020-09-12 06:49:01,133 - mmaction - INFO - Epoch [86][620/940] lr: 4.000e-03, eta: 1 day, 6:44:49, time: 1.838, data_time: 0.007, memory: 6924, loss_aux: 1.1056, top1_acc: 0.5687, top5_acc: 0.7885, loss_cls: 1.8429, loss: 2.9485, grad_norm: 3.9819 2020-09-12 06:49:37,437 - mmaction - INFO - Epoch [86][640/940] lr: 4.000e-03, eta: 1 day, 6:44:12, time: 1.815, data_time: 0.007, memory: 6924, loss_aux: 1.1019, top1_acc: 0.5650, top5_acc: 0.7795, loss_cls: 1.8542, loss: 2.9561, grad_norm: 3.9618 2020-09-12 06:50:14,241 - mmaction - INFO - Epoch [86][660/940] lr: 4.000e-03, eta: 1 day, 6:43:36, time: 1.840, data_time: 0.005, memory: 6924, loss_aux: 1.0829, top1_acc: 0.5713, top5_acc: 0.7904, loss_cls: 1.8111, loss: 2.8940, grad_norm: 4.0194 2020-09-12 06:50:50,954 - mmaction - INFO - Epoch [86][680/940] lr: 4.000e-03, eta: 1 day, 6:42:59, time: 1.838, data_time: 0.006, memory: 6924, loss_aux: 1.1086, top1_acc: 0.5674, top5_acc: 0.7811, loss_cls: 1.8466, loss: 2.9552, grad_norm: 4.0845 2020-09-12 06:51:27,762 - mmaction - INFO - Epoch [86][700/940] lr: 4.000e-03, eta: 1 day, 6:42:23, time: 1.839, data_time: 0.006, memory: 6924, loss_aux: 1.0807, top1_acc: 0.5758, top5_acc: 0.7906, loss_cls: 1.7958, loss: 2.8764, grad_norm: 4.0213 2020-09-12 06:52:03,844 - mmaction - INFO - Epoch [86][720/940] lr: 4.000e-03, eta: 1 day, 6:41:46, time: 1.805, data_time: 0.006, memory: 6924, loss_aux: 1.0852, top1_acc: 0.5699, top5_acc: 0.7889, loss_cls: 1.8085, loss: 2.8937, grad_norm: 3.9697 2020-09-12 06:52:40,075 - mmaction - INFO - Epoch [86][740/940] lr: 4.000e-03, eta: 1 day, 6:41:09, time: 1.809, data_time: 0.003, memory: 6924, loss_aux: 1.0978, top1_acc: 0.5707, top5_acc: 0.7908, loss_cls: 1.8368, loss: 2.9346, grad_norm: 4.0355 2020-09-12 06:53:17,498 - mmaction - INFO - Epoch [86][760/940] lr: 4.000e-03, eta: 1 day, 6:40:33, time: 1.873, data_time: 0.006, memory: 6924, loss_aux: 1.1008, top1_acc: 0.5734, top5_acc: 0.7846, loss_cls: 1.8187, loss: 2.9196, grad_norm: 4.0913 2020-09-12 06:53:53,666 - mmaction - INFO - Epoch [86][780/940] lr: 4.000e-03, eta: 1 day, 6:39:56, time: 1.807, data_time: 0.006, memory: 6924, loss_aux: 1.1064, top1_acc: 0.5736, top5_acc: 0.7865, loss_cls: 1.8486, loss: 2.9549, grad_norm: 4.0562 2020-09-12 06:54:30,092 - mmaction - INFO - Epoch [86][800/940] lr: 4.000e-03, eta: 1 day, 6:39:19, time: 1.822, data_time: 0.005, memory: 6924, loss_aux: 1.0947, top1_acc: 0.5793, top5_acc: 0.7855, loss_cls: 1.8229, loss: 2.9176, grad_norm: 4.0132 2020-09-12 06:55:06,687 - mmaction - INFO - Epoch [86][820/940] lr: 4.000e-03, eta: 1 day, 6:38:43, time: 1.830, data_time: 0.006, memory: 6924, loss_aux: 1.1015, top1_acc: 0.5750, top5_acc: 0.7834, loss_cls: 1.8578, loss: 2.9594, grad_norm: 3.9696 2020-09-12 06:55:43,159 - mmaction - INFO - Epoch [86][840/940] lr: 4.000e-03, eta: 1 day, 6:38:06, time: 1.822, data_time: 0.003, memory: 6924, loss_aux: 1.1062, top1_acc: 0.5729, top5_acc: 0.7840, loss_cls: 1.8388, loss: 2.9450, grad_norm: 4.0171 2020-09-12 06:56:19,368 - mmaction - INFO - Epoch [86][860/940] lr: 4.000e-03, eta: 1 day, 6:37:29, time: 1.812, data_time: 0.006, memory: 6924, loss_aux: 1.0956, top1_acc: 0.5639, top5_acc: 0.7838, loss_cls: 1.8322, loss: 2.9278, grad_norm: 3.9777 2020-09-12 06:56:56,482 - mmaction - INFO - Epoch [86][880/940] lr: 4.000e-03, eta: 1 day, 6:36:53, time: 1.855, data_time: 0.006, memory: 6924, loss_aux: 1.1018, top1_acc: 0.5650, top5_acc: 0.7834, loss_cls: 1.8313, loss: 2.9331, grad_norm: 4.0032 2020-09-12 06:57:32,160 - mmaction - INFO - Epoch [86][900/940] lr: 4.000e-03, eta: 1 day, 6:36:16, time: 1.785, data_time: 0.005, memory: 6924, loss_aux: 1.0897, top1_acc: 0.5711, top5_acc: 0.7893, loss_cls: 1.8165, loss: 2.9062, grad_norm: 4.0345 2020-09-12 06:58:08,131 - mmaction - INFO - Epoch [86][920/940] lr: 4.000e-03, eta: 1 day, 6:35:39, time: 1.797, data_time: 0.006, memory: 6924, loss_aux: 1.0774, top1_acc: 0.5871, top5_acc: 0.7961, loss_cls: 1.7681, loss: 2.8455, grad_norm: 3.9728 2020-09-12 06:58:43,797 - mmaction - INFO - Epoch [86][940/940] lr: 4.000e-03, eta: 1 day, 6:35:01, time: 1.785, data_time: 0.006, memory: 6924, loss_aux: 1.0894, top1_acc: 0.5810, top5_acc: 0.7916, loss_cls: 1.8038, loss: 2.8932, grad_norm: 4.0113 2020-09-12 06:58:44,247 - mmaction - INFO - Saving checkpoint at 86 epochs 2020-09-12 06:59:25,831 - mmaction - INFO - Epoch [87][20/940] lr: 4.000e-03, eta: 1 day, 6:34:26, time: 1.947, data_time: 0.556, memory: 6924, loss_aux: 1.0770, top1_acc: 0.5867, top5_acc: 0.7973, loss_cls: 1.7619, loss: 2.8388, grad_norm: 3.9729 2020-09-12 07:00:00,377 - mmaction - INFO - Epoch [87][40/940] lr: 4.000e-03, eta: 1 day, 6:33:48, time: 1.730, data_time: 0.006, memory: 6924, loss_aux: 1.1128, top1_acc: 0.5674, top5_acc: 0.7809, loss_cls: 1.8530, loss: 2.9659, grad_norm: 4.0410 2020-09-12 07:00:38,539 - mmaction - INFO - Epoch [87][60/940] lr: 4.000e-03, eta: 1 day, 6:33:13, time: 1.896, data_time: 0.006, memory: 6924, loss_aux: 1.1136, top1_acc: 0.5682, top5_acc: 0.7896, loss_cls: 1.8436, loss: 2.9572, grad_norm: 4.0344 2020-09-12 07:01:14,420 - mmaction - INFO - Epoch [87][80/940] lr: 4.000e-03, eta: 1 day, 6:32:36, time: 1.804, data_time: 0.034, memory: 6924, loss_aux: 1.1184, top1_acc: 0.5785, top5_acc: 0.7826, loss_cls: 1.8426, loss: 2.9611, grad_norm: 4.0086 2020-09-12 07:01:51,192 - mmaction - INFO - Epoch [87][100/940] lr: 4.000e-03, eta: 1 day, 6:31:59, time: 1.839, data_time: 0.007, memory: 6924, loss_aux: 1.0624, top1_acc: 0.5830, top5_acc: 0.7967, loss_cls: 1.7712, loss: 2.8336, grad_norm: 4.0048 2020-09-12 07:02:26,868 - mmaction - INFO - Epoch [87][120/940] lr: 4.000e-03, eta: 1 day, 6:31:22, time: 1.785, data_time: 0.006, memory: 6924, loss_aux: 1.1070, top1_acc: 0.5727, top5_acc: 0.7834, loss_cls: 1.8496, loss: 2.9565, grad_norm: 3.9594 2020-09-12 07:03:02,861 - mmaction - INFO - Epoch [87][140/940] lr: 4.000e-03, eta: 1 day, 6:30:45, time: 1.798, data_time: 0.007, memory: 6924, loss_aux: 1.0894, top1_acc: 0.5719, top5_acc: 0.7902, loss_cls: 1.8139, loss: 2.9033, grad_norm: 4.0283 2020-09-12 07:03:38,804 - mmaction - INFO - Epoch [87][160/940] lr: 4.000e-03, eta: 1 day, 6:30:08, time: 1.799, data_time: 0.006, memory: 6924, loss_aux: 1.0964, top1_acc: 0.5715, top5_acc: 0.7838, loss_cls: 1.8243, loss: 2.9206, grad_norm: 4.0205 2020-09-12 07:04:14,959 - mmaction - INFO - Epoch [87][180/940] lr: 4.000e-03, eta: 1 day, 6:29:31, time: 1.807, data_time: 0.002, memory: 6924, loss_aux: 1.1047, top1_acc: 0.5687, top5_acc: 0.7842, loss_cls: 1.8461, loss: 2.9508, grad_norm: 4.0263 2020-09-12 07:04:51,723 - mmaction - INFO - Epoch [87][200/940] lr: 4.000e-03, eta: 1 day, 6:28:54, time: 1.839, data_time: 0.006, memory: 6924, loss_aux: 1.0917, top1_acc: 0.5775, top5_acc: 0.7898, loss_cls: 1.8193, loss: 2.9110, grad_norm: 3.9252 2020-09-12 07:05:27,719 - mmaction - INFO - Epoch [87][220/940] lr: 4.000e-03, eta: 1 day, 6:28:17, time: 1.798, data_time: 0.004, memory: 6924, loss_aux: 1.1050, top1_acc: 0.5678, top5_acc: 0.7887, loss_cls: 1.8498, loss: 2.9548, grad_norm: 4.0473 2020-09-12 07:06:04,316 - mmaction - INFO - Epoch [87][240/940] lr: 4.000e-03, eta: 1 day, 6:27:41, time: 1.832, data_time: 0.006, memory: 6924, loss_aux: 1.1044, top1_acc: 0.5654, top5_acc: 0.7883, loss_cls: 1.8281, loss: 2.9325, grad_norm: 4.0579 2020-09-12 07:06:40,273 - mmaction - INFO - Epoch [87][260/940] lr: 4.000e-03, eta: 1 day, 6:27:04, time: 1.796, data_time: 0.006, memory: 6924, loss_aux: 1.0789, top1_acc: 0.5793, top5_acc: 0.7973, loss_cls: 1.7803, loss: 2.8592, grad_norm: 3.9558 2020-09-12 07:07:16,389 - mmaction - INFO - Epoch [87][280/940] lr: 4.000e-03, eta: 1 day, 6:26:27, time: 1.808, data_time: 0.006, memory: 6924, loss_aux: 1.0877, top1_acc: 0.5729, top5_acc: 0.7953, loss_cls: 1.8120, loss: 2.8998, grad_norm: 4.0770 2020-09-12 07:07:53,129 - mmaction - INFO - Epoch [87][300/940] lr: 4.000e-03, eta: 1 day, 6:25:50, time: 1.835, data_time: 0.005, memory: 6924, loss_aux: 1.0929, top1_acc: 0.5871, top5_acc: 0.7918, loss_cls: 1.7933, loss: 2.8862, grad_norm: 4.0097 2020-09-12 07:08:29,502 - mmaction - INFO - Epoch [87][320/940] lr: 4.000e-03, eta: 1 day, 6:25:13, time: 1.820, data_time: 0.006, memory: 6924, loss_aux: 1.1052, top1_acc: 0.5687, top5_acc: 0.7871, loss_cls: 1.8435, loss: 2.9487, grad_norm: 3.9979 2020-09-12 07:09:05,414 - mmaction - INFO - Epoch [87][340/940] lr: 4.000e-03, eta: 1 day, 6:24:36, time: 1.793, data_time: 0.007, memory: 6924, loss_aux: 1.0782, top1_acc: 0.5818, top5_acc: 0.7877, loss_cls: 1.8032, loss: 2.8814, grad_norm: 4.0225 2020-09-12 07:09:42,059 - mmaction - INFO - Epoch [87][360/940] lr: 4.000e-03, eta: 1 day, 6:24:00, time: 1.835, data_time: 0.007, memory: 6924, loss_aux: 1.0825, top1_acc: 0.5859, top5_acc: 0.7918, loss_cls: 1.7930, loss: 2.8755, grad_norm: 3.9825 2020-09-12 07:10:18,140 - mmaction - INFO - Epoch [87][380/940] lr: 4.000e-03, eta: 1 day, 6:23:23, time: 1.802, data_time: 0.005, memory: 6924, loss_aux: 1.1136, top1_acc: 0.5742, top5_acc: 0.7844, loss_cls: 1.8523, loss: 2.9660, grad_norm: 4.0734 2020-09-12 07:10:54,505 - mmaction - INFO - Epoch [87][400/940] lr: 4.000e-03, eta: 1 day, 6:22:46, time: 1.821, data_time: 0.006, memory: 6924, loss_aux: 1.0859, top1_acc: 0.5807, top5_acc: 0.7914, loss_cls: 1.8137, loss: 2.8996, grad_norm: 4.0968 2020-09-12 07:11:31,246 - mmaction - INFO - Epoch [87][420/940] lr: 4.000e-03, eta: 1 day, 6:22:10, time: 1.836, data_time: 0.006, memory: 6924, loss_aux: 1.0865, top1_acc: 0.5811, top5_acc: 0.7863, loss_cls: 1.8201, loss: 2.9066, grad_norm: 4.0605 2020-09-12 07:12:07,552 - mmaction - INFO - Epoch [87][440/940] lr: 4.000e-03, eta: 1 day, 6:21:33, time: 1.816, data_time: 0.005, memory: 6924, loss_aux: 1.0775, top1_acc: 0.5744, top5_acc: 0.7982, loss_cls: 1.7884, loss: 2.8660, grad_norm: 4.0768 2020-09-12 07:12:43,781 - mmaction - INFO - Epoch [87][460/940] lr: 4.000e-03, eta: 1 day, 6:20:56, time: 1.809, data_time: 0.003, memory: 6924, loss_aux: 1.1064, top1_acc: 0.5730, top5_acc: 0.7844, loss_cls: 1.8442, loss: 2.9507, grad_norm: 4.0204 2020-09-12 07:13:19,642 - mmaction - INFO - Epoch [87][480/940] lr: 4.000e-03, eta: 1 day, 6:20:19, time: 1.796, data_time: 0.007, memory: 6924, loss_aux: 1.1032, top1_acc: 0.5689, top5_acc: 0.7809, loss_cls: 1.8467, loss: 2.9499, grad_norm: 4.0740 2020-09-12 07:13:56,389 - mmaction - INFO - Epoch [87][500/940] lr: 4.000e-03, eta: 1 day, 6:19:42, time: 1.835, data_time: 0.006, memory: 6924, loss_aux: 1.1103, top1_acc: 0.5637, top5_acc: 0.7850, loss_cls: 1.8405, loss: 2.9508, grad_norm: 4.0981 2020-09-12 07:14:32,370 - mmaction - INFO - Epoch [87][520/940] lr: 4.000e-03, eta: 1 day, 6:19:05, time: 1.801, data_time: 0.006, memory: 6924, loss_aux: 1.1128, top1_acc: 0.5658, top5_acc: 0.7812, loss_cls: 1.8528, loss: 2.9656, grad_norm: 4.0668 2020-09-12 07:15:09,037 - mmaction - INFO - Epoch [87][540/940] lr: 4.000e-03, eta: 1 day, 6:18:29, time: 1.834, data_time: 0.006, memory: 6924, loss_aux: 1.0714, top1_acc: 0.5857, top5_acc: 0.7936, loss_cls: 1.7827, loss: 2.8541, grad_norm: 4.0816 2020-09-12 07:15:45,154 - mmaction - INFO - Epoch [87][560/940] lr: 4.000e-03, eta: 1 day, 6:17:52, time: 1.805, data_time: 0.002, memory: 6924, loss_aux: 1.1031, top1_acc: 0.5648, top5_acc: 0.7812, loss_cls: 1.8550, loss: 2.9581, grad_norm: 4.0453 2020-09-12 07:16:20,943 - mmaction - INFO - Epoch [87][580/940] lr: 4.000e-03, eta: 1 day, 6:17:14, time: 1.790, data_time: 0.003, memory: 6924, loss_aux: 1.1124, top1_acc: 0.5697, top5_acc: 0.7781, loss_cls: 1.8498, loss: 2.9621, grad_norm: 4.0492 2020-09-12 07:16:57,083 - mmaction - INFO - Epoch [87][600/940] lr: 4.000e-03, eta: 1 day, 6:16:37, time: 1.805, data_time: 0.005, memory: 6924, loss_aux: 1.0723, top1_acc: 0.5727, top5_acc: 0.7926, loss_cls: 1.7858, loss: 2.8581, grad_norm: 4.0209 2020-09-12 07:17:33,610 - mmaction - INFO - Epoch [87][620/940] lr: 4.000e-03, eta: 1 day, 6:16:01, time: 1.828, data_time: 0.006, memory: 6924, loss_aux: 1.1043, top1_acc: 0.5619, top5_acc: 0.7855, loss_cls: 1.8479, loss: 2.9522, grad_norm: 4.1162 2020-09-12 07:18:09,159 - mmaction - INFO - Epoch [87][640/940] lr: 4.000e-03, eta: 1 day, 6:15:23, time: 1.776, data_time: 0.006, memory: 6924, loss_aux: 1.0960, top1_acc: 0.5750, top5_acc: 0.7881, loss_cls: 1.8234, loss: 2.9193, grad_norm: 4.0645 2020-09-12 07:18:45,732 - mmaction - INFO - Epoch [87][660/940] lr: 4.000e-03, eta: 1 day, 6:14:47, time: 1.830, data_time: 0.005, memory: 6924, loss_aux: 1.0981, top1_acc: 0.5734, top5_acc: 0.7863, loss_cls: 1.8346, loss: 2.9326, grad_norm: 4.0933 2020-09-12 07:19:22,067 - mmaction - INFO - Epoch [87][680/940] lr: 4.000e-03, eta: 1 day, 6:14:10, time: 1.815, data_time: 0.006, memory: 6924, loss_aux: 1.0875, top1_acc: 0.5811, top5_acc: 0.7770, loss_cls: 1.8349, loss: 2.9224, grad_norm: 4.0380 2020-09-12 07:19:57,376 - mmaction - INFO - Epoch [87][700/940] lr: 4.000e-03, eta: 1 day, 6:13:33, time: 1.767, data_time: 0.006, memory: 6924, loss_aux: 1.0753, top1_acc: 0.5865, top5_acc: 0.7965, loss_cls: 1.7855, loss: 2.8608, grad_norm: 4.0544 2020-09-12 07:20:33,903 - mmaction - INFO - Epoch [87][720/940] lr: 4.000e-03, eta: 1 day, 6:12:56, time: 1.825, data_time: 0.006, memory: 6924, loss_aux: 1.1080, top1_acc: 0.5711, top5_acc: 0.7809, loss_cls: 1.8557, loss: 2.9636, grad_norm: 4.0345 2020-09-12 07:21:10,118 - mmaction - INFO - Epoch [87][740/940] lr: 4.000e-03, eta: 1 day, 6:12:19, time: 1.812, data_time: 0.005, memory: 6924, loss_aux: 1.0775, top1_acc: 0.5723, top5_acc: 0.7818, loss_cls: 1.8282, loss: 2.9057, grad_norm: 4.0656 2020-09-12 07:21:46,217 - mmaction - INFO - Epoch [87][760/940] lr: 4.000e-03, eta: 1 day, 6:11:42, time: 1.803, data_time: 0.006, memory: 6924, loss_aux: 1.0998, top1_acc: 0.5793, top5_acc: 0.7818, loss_cls: 1.8145, loss: 2.9143, grad_norm: 4.0362 2020-09-12 07:22:22,238 - mmaction - INFO - Epoch [87][780/940] lr: 4.000e-03, eta: 1 day, 6:11:05, time: 1.803, data_time: 0.006, memory: 6924, loss_aux: 1.0935, top1_acc: 0.5789, top5_acc: 0.7926, loss_cls: 1.8051, loss: 2.8986, grad_norm: 4.0658 2020-09-12 07:22:58,502 - mmaction - INFO - Epoch [87][800/940] lr: 4.000e-03, eta: 1 day, 6:10:28, time: 1.813, data_time: 0.003, memory: 6924, loss_aux: 1.0670, top1_acc: 0.5816, top5_acc: 0.7895, loss_cls: 1.7962, loss: 2.8631, grad_norm: 4.0306 2020-09-12 07:23:34,434 - mmaction - INFO - Epoch [87][820/940] lr: 4.000e-03, eta: 1 day, 6:09:51, time: 1.795, data_time: 0.008, memory: 6924, loss_aux: 1.0895, top1_acc: 0.5750, top5_acc: 0.7850, loss_cls: 1.8059, loss: 2.8954, grad_norm: 4.1485 2020-09-12 07:24:11,259 - mmaction - INFO - Epoch [87][840/940] lr: 4.000e-03, eta: 1 day, 6:09:15, time: 1.843, data_time: 0.006, memory: 6924, loss_aux: 1.1072, top1_acc: 0.5707, top5_acc: 0.7850, loss_cls: 1.8453, loss: 2.9526, grad_norm: 4.0917 2020-09-12 07:24:46,854 - mmaction - INFO - Epoch [87][860/940] lr: 4.000e-03, eta: 1 day, 6:08:37, time: 1.779, data_time: 0.006, memory: 6924, loss_aux: 1.0729, top1_acc: 0.5820, top5_acc: 0.8002, loss_cls: 1.7628, loss: 2.8357, grad_norm: 4.0207 2020-09-12 07:25:22,933 - mmaction - INFO - Epoch [87][880/940] lr: 4.000e-03, eta: 1 day, 6:08:00, time: 1.803, data_time: 0.005, memory: 6924, loss_aux: 1.0927, top1_acc: 0.5791, top5_acc: 0.7871, loss_cls: 1.8118, loss: 2.9045, grad_norm: 4.0667 2020-09-12 07:25:59,455 - mmaction - INFO - Epoch [87][900/940] lr: 4.000e-03, eta: 1 day, 6:07:24, time: 1.828, data_time: 0.006, memory: 6924, loss_aux: 1.1116, top1_acc: 0.5570, top5_acc: 0.7805, loss_cls: 1.8690, loss: 2.9806, grad_norm: 4.1075 2020-09-12 07:26:36,049 - mmaction - INFO - Epoch [87][920/940] lr: 4.000e-03, eta: 1 day, 6:06:47, time: 1.828, data_time: 0.005, memory: 6924, loss_aux: 1.0731, top1_acc: 0.5813, top5_acc: 0.7965, loss_cls: 1.7878, loss: 2.8609, grad_norm: 4.0448 2020-09-12 07:27:11,818 - mmaction - INFO - Epoch [87][940/940] lr: 4.000e-03, eta: 1 day, 6:06:10, time: 1.790, data_time: 0.006, memory: 6924, loss_aux: 1.1188, top1_acc: 0.5704, top5_acc: 0.7869, loss_cls: 1.8595, loss: 2.9782, grad_norm: 4.6179 2020-09-12 07:27:12,301 - mmaction - INFO - Saving checkpoint at 87 epochs 2020-09-12 07:27:56,807 - mmaction - INFO - Epoch [88][20/940] lr: 4.000e-03, eta: 1 day, 6:05:37, time: 2.060, data_time: 0.670, memory: 6924, loss_aux: 1.1041, top1_acc: 0.5699, top5_acc: 0.7893, loss_cls: 1.8261, loss: 2.9302, grad_norm: 4.1953 2020-09-12 07:28:29,950 - mmaction - INFO - Epoch [88][40/940] lr: 4.000e-03, eta: 1 day, 6:04:58, time: 1.659, data_time: 0.006, memory: 6924, loss_aux: 1.0928, top1_acc: 0.5740, top5_acc: 0.7822, loss_cls: 1.8347, loss: 2.9275, grad_norm: 4.0728 2020-09-12 07:29:06,061 - mmaction - INFO - Epoch [88][60/940] lr: 4.000e-03, eta: 1 day, 6:04:21, time: 1.805, data_time: 0.006, memory: 6924, loss_aux: 1.1106, top1_acc: 0.5691, top5_acc: 0.7875, loss_cls: 1.8335, loss: 2.9442, grad_norm: 4.0385 2020-09-12 07:29:42,052 - mmaction - INFO - Epoch [88][80/940] lr: 4.000e-03, eta: 1 day, 6:03:44, time: 1.801, data_time: 0.005, memory: 6924, loss_aux: 1.0609, top1_acc: 0.5791, top5_acc: 0.7971, loss_cls: 1.7696, loss: 2.8305, grad_norm: 4.0052 2020-09-12 07:30:18,556 - mmaction - INFO - Epoch [88][100/940] lr: 4.000e-03, eta: 1 day, 6:03:07, time: 1.823, data_time: 0.005, memory: 6924, loss_aux: 1.0911, top1_acc: 0.5801, top5_acc: 0.7945, loss_cls: 1.7908, loss: 2.8819, grad_norm: 4.0192 2020-09-12 07:30:54,153 - mmaction - INFO - Epoch [88][120/940] lr: 4.000e-03, eta: 1 day, 6:02:30, time: 1.782, data_time: 0.006, memory: 6924, loss_aux: 1.0923, top1_acc: 0.5750, top5_acc: 0.7867, loss_cls: 1.8313, loss: 2.9236, grad_norm: 4.0860 2020-09-12 07:31:31,602 - mmaction - INFO - Epoch [88][140/940] lr: 4.000e-03, eta: 1 day, 6:01:54, time: 1.871, data_time: 0.006, memory: 6924, loss_aux: 1.1025, top1_acc: 0.5711, top5_acc: 0.7850, loss_cls: 1.8260, loss: 2.9285, grad_norm: 4.0581 2020-09-12 07:32:07,655 - mmaction - INFO - Epoch [88][160/940] lr: 4.000e-03, eta: 1 day, 6:01:17, time: 1.804, data_time: 0.006, memory: 6924, loss_aux: 1.1125, top1_acc: 0.5746, top5_acc: 0.7814, loss_cls: 1.8260, loss: 2.9385, grad_norm: 4.0359 2020-09-12 07:32:43,053 - mmaction - INFO - Epoch [88][180/940] lr: 4.000e-03, eta: 1 day, 6:00:39, time: 1.768, data_time: 0.003, memory: 6924, loss_aux: 1.0585, top1_acc: 0.5932, top5_acc: 0.8041, loss_cls: 1.7392, loss: 2.7976, grad_norm: 3.9403 2020-09-12 07:33:19,323 - mmaction - INFO - Epoch [88][200/940] lr: 4.000e-03, eta: 1 day, 6:00:02, time: 1.816, data_time: 0.006, memory: 6924, loss_aux: 1.0708, top1_acc: 0.5914, top5_acc: 0.7992, loss_cls: 1.7484, loss: 2.8191, grad_norm: 4.0209 2020-09-12 07:33:55,538 - mmaction - INFO - Epoch [88][220/940] lr: 4.000e-03, eta: 1 day, 5:59:25, time: 1.809, data_time: 0.005, memory: 6924, loss_aux: 1.0923, top1_acc: 0.5777, top5_acc: 0.7912, loss_cls: 1.8136, loss: 2.9059, grad_norm: 4.0616 2020-09-12 07:34:32,096 - mmaction - INFO - Epoch [88][240/940] lr: 4.000e-03, eta: 1 day, 5:58:49, time: 1.829, data_time: 0.005, memory: 6924, loss_aux: 1.1107, top1_acc: 0.5676, top5_acc: 0.7846, loss_cls: 1.8416, loss: 2.9523, grad_norm: 4.0793 2020-09-12 07:35:08,917 - mmaction - INFO - Epoch [88][260/940] lr: 4.000e-03, eta: 1 day, 5:58:12, time: 1.841, data_time: 0.006, memory: 6924, loss_aux: 1.0711, top1_acc: 0.5818, top5_acc: 0.7955, loss_cls: 1.7838, loss: 2.8549, grad_norm: 4.0152 2020-09-12 07:35:44,367 - mmaction - INFO - Epoch [88][280/940] lr: 4.000e-03, eta: 1 day, 5:57:35, time: 1.772, data_time: 0.002, memory: 6924, loss_aux: 1.0881, top1_acc: 0.5754, top5_acc: 0.7887, loss_cls: 1.8057, loss: 2.8938, grad_norm: 4.0611 2020-09-12 07:36:20,620 - mmaction - INFO - Epoch [88][300/940] lr: 4.000e-03, eta: 1 day, 5:56:58, time: 1.811, data_time: 0.006, memory: 6924, loss_aux: 1.0945, top1_acc: 0.5777, top5_acc: 0.7826, loss_cls: 1.8196, loss: 2.9142, grad_norm: 4.0701 2020-09-12 07:36:57,048 - mmaction - INFO - Epoch [88][320/940] lr: 4.000e-03, eta: 1 day, 5:56:21, time: 1.824, data_time: 0.006, memory: 6924, loss_aux: 1.0836, top1_acc: 0.5793, top5_acc: 0.7859, loss_cls: 1.7958, loss: 2.8794, grad_norm: 4.0689 2020-09-12 07:37:33,186 - mmaction - INFO - Epoch [88][340/940] lr: 4.000e-03, eta: 1 day, 5:55:44, time: 1.805, data_time: 0.005, memory: 6924, loss_aux: 1.0791, top1_acc: 0.5762, top5_acc: 0.7889, loss_cls: 1.7981, loss: 2.8772, grad_norm: 4.0489 2020-09-12 07:38:09,108 - mmaction - INFO - Epoch [88][360/940] lr: 4.000e-03, eta: 1 day, 5:55:07, time: 1.798, data_time: 0.006, memory: 6924, loss_aux: 1.0941, top1_acc: 0.5732, top5_acc: 0.7885, loss_cls: 1.8214, loss: 2.9155, grad_norm: 4.0981 2020-09-12 07:38:45,151 - mmaction - INFO - Epoch [88][380/940] lr: 4.000e-03, eta: 1 day, 5:54:30, time: 1.800, data_time: 0.006, memory: 6924, loss_aux: 1.0714, top1_acc: 0.5865, top5_acc: 0.7990, loss_cls: 1.7711, loss: 2.8424, grad_norm: 4.0402 2020-09-12 07:39:21,195 - mmaction - INFO - Epoch [88][400/940] lr: 4.000e-03, eta: 1 day, 5:53:53, time: 1.804, data_time: 0.005, memory: 6924, loss_aux: 1.0848, top1_acc: 0.5721, top5_acc: 0.7902, loss_cls: 1.7957, loss: 2.8805, grad_norm: 4.0125 2020-09-12 07:39:57,062 - mmaction - INFO - Epoch [88][420/940] lr: 4.000e-03, eta: 1 day, 5:53:16, time: 1.791, data_time: 0.007, memory: 6924, loss_aux: 1.1078, top1_acc: 0.5678, top5_acc: 0.7793, loss_cls: 1.8425, loss: 2.9504, grad_norm: 4.0866 2020-09-12 07:40:33,710 - mmaction - INFO - Epoch [88][440/940] lr: 4.000e-03, eta: 1 day, 5:52:40, time: 1.834, data_time: 0.006, memory: 6924, loss_aux: 1.0872, top1_acc: 0.5707, top5_acc: 0.7891, loss_cls: 1.8149, loss: 2.9021, grad_norm: 4.0475 2020-09-12 07:41:09,219 - mmaction - INFO - Epoch [88][460/940] lr: 4.000e-03, eta: 1 day, 5:52:02, time: 1.772, data_time: 0.006, memory: 6924, loss_aux: 1.0971, top1_acc: 0.5656, top5_acc: 0.7879, loss_cls: 1.8463, loss: 2.9434, grad_norm: 4.0936 2020-09-12 07:41:45,577 - mmaction - INFO - Epoch [88][480/940] lr: 4.000e-03, eta: 1 day, 5:51:25, time: 1.821, data_time: 0.007, memory: 6924, loss_aux: 1.0879, top1_acc: 0.5871, top5_acc: 0.7889, loss_cls: 1.8019, loss: 2.8897, grad_norm: 4.0498 2020-09-12 07:42:21,470 - mmaction - INFO - Epoch [88][500/940] lr: 4.000e-03, eta: 1 day, 5:50:48, time: 1.795, data_time: 0.006, memory: 6924, loss_aux: 1.1047, top1_acc: 0.5652, top5_acc: 0.7818, loss_cls: 1.8368, loss: 2.9415, grad_norm: 4.0415 2020-09-12 07:42:58,006 - mmaction - INFO - Epoch [88][520/940] lr: 4.000e-03, eta: 1 day, 5:50:12, time: 1.826, data_time: 0.004, memory: 6924, loss_aux: 1.1023, top1_acc: 0.5721, top5_acc: 0.7912, loss_cls: 1.8298, loss: 2.9321, grad_norm: 4.0836 2020-09-12 07:43:34,156 - mmaction - INFO - Epoch [88][540/940] lr: 4.000e-03, eta: 1 day, 5:49:35, time: 1.806, data_time: 0.007, memory: 6924, loss_aux: 1.0817, top1_acc: 0.5818, top5_acc: 0.7969, loss_cls: 1.7808, loss: 2.8625, grad_norm: 4.0876 2020-09-12 07:44:10,484 - mmaction - INFO - Epoch [88][560/940] lr: 4.000e-03, eta: 1 day, 5:48:58, time: 1.818, data_time: 0.006, memory: 6924, loss_aux: 1.0888, top1_acc: 0.5758, top5_acc: 0.7910, loss_cls: 1.8049, loss: 2.8938, grad_norm: 4.0930 2020-09-12 07:44:46,626 - mmaction - INFO - Epoch [88][580/940] lr: 4.000e-03, eta: 1 day, 5:48:21, time: 1.805, data_time: 0.006, memory: 6924, loss_aux: 1.0994, top1_acc: 0.5762, top5_acc: 0.7857, loss_cls: 1.8424, loss: 2.9418, grad_norm: 4.2210 2020-09-12 07:45:22,552 - mmaction - INFO - Epoch [88][600/940] lr: 4.000e-03, eta: 1 day, 5:47:44, time: 1.797, data_time: 0.006, memory: 6924, loss_aux: 1.0440, top1_acc: 0.5852, top5_acc: 0.8068, loss_cls: 1.7387, loss: 2.7827, grad_norm: 4.0691 2020-09-12 07:45:58,247 - mmaction - INFO - Epoch [88][620/940] lr: 4.000e-03, eta: 1 day, 5:47:07, time: 1.785, data_time: 0.006, memory: 6924, loss_aux: 1.0806, top1_acc: 0.5779, top5_acc: 0.7906, loss_cls: 1.8064, loss: 2.8869, grad_norm: 4.1054 2020-09-12 07:46:34,770 - mmaction - INFO - Epoch [88][640/940] lr: 4.000e-03, eta: 1 day, 5:46:30, time: 1.828, data_time: 0.005, memory: 6924, loss_aux: 1.1360, top1_acc: 0.5629, top5_acc: 0.7736, loss_cls: 1.8979, loss: 3.0340, grad_norm: 4.1814 2020-09-12 07:47:10,471 - mmaction - INFO - Epoch [88][660/940] lr: 4.000e-03, eta: 1 day, 5:45:53, time: 1.783, data_time: 0.006, memory: 6924, loss_aux: 1.0788, top1_acc: 0.5861, top5_acc: 0.7896, loss_cls: 1.7995, loss: 2.8783, grad_norm: 4.0113 2020-09-12 07:47:47,639 - mmaction - INFO - Epoch [88][680/940] lr: 4.000e-03, eta: 1 day, 5:45:17, time: 1.861, data_time: 0.007, memory: 6924, loss_aux: 1.1089, top1_acc: 0.5594, top5_acc: 0.7824, loss_cls: 1.8475, loss: 2.9564, grad_norm: 4.1018 2020-09-12 07:48:23,788 - mmaction - INFO - Epoch [88][700/940] lr: 4.000e-03, eta: 1 day, 5:44:40, time: 1.806, data_time: 0.006, memory: 6924, loss_aux: 1.0976, top1_acc: 0.5719, top5_acc: 0.7971, loss_cls: 1.8244, loss: 2.9220, grad_norm: 4.1191 2020-09-12 07:48:59,776 - mmaction - INFO - Epoch [88][720/940] lr: 4.000e-03, eta: 1 day, 5:44:03, time: 1.801, data_time: 0.006, memory: 6924, loss_aux: 1.1005, top1_acc: 0.5662, top5_acc: 0.7838, loss_cls: 1.8366, loss: 2.9371, grad_norm: 4.1292 2020-09-12 07:49:35,387 - mmaction - INFO - Epoch [88][740/940] lr: 4.000e-03, eta: 1 day, 5:43:25, time: 1.779, data_time: 0.006, memory: 6924, loss_aux: 1.0672, top1_acc: 0.5803, top5_acc: 0.7957, loss_cls: 1.7736, loss: 2.8408, grad_norm: 4.0653 2020-09-12 07:50:12,037 - mmaction - INFO - Epoch [88][760/940] lr: 4.000e-03, eta: 1 day, 5:42:49, time: 1.833, data_time: 0.006, memory: 6924, loss_aux: 1.1097, top1_acc: 0.5689, top5_acc: 0.7838, loss_cls: 1.8479, loss: 2.9576, grad_norm: 4.1470 2020-09-12 07:50:48,359 - mmaction - INFO - Epoch [88][780/940] lr: 4.000e-03, eta: 1 day, 5:42:12, time: 1.817, data_time: 0.006, memory: 6924, loss_aux: 1.1037, top1_acc: 0.5682, top5_acc: 0.7910, loss_cls: 1.8324, loss: 2.9361, grad_norm: 4.0861 2020-09-12 07:51:24,548 - mmaction - INFO - Epoch [88][800/940] lr: 4.000e-03, eta: 1 day, 5:41:35, time: 1.807, data_time: 0.006, memory: 6924, loss_aux: 1.0627, top1_acc: 0.5797, top5_acc: 0.7965, loss_cls: 1.7677, loss: 2.8304, grad_norm: 4.0968 2020-09-12 07:52:00,114 - mmaction - INFO - Epoch [88][820/940] lr: 4.000e-03, eta: 1 day, 5:40:58, time: 1.779, data_time: 0.007, memory: 6924, loss_aux: 1.0839, top1_acc: 0.5771, top5_acc: 0.7924, loss_cls: 1.7750, loss: 2.8590, grad_norm: 4.0993 2020-09-12 07:52:36,332 - mmaction - INFO - Epoch [88][840/940] lr: 4.000e-03, eta: 1 day, 5:40:21, time: 1.811, data_time: 0.007, memory: 6924, loss_aux: 1.0778, top1_acc: 0.5787, top5_acc: 0.7949, loss_cls: 1.7799, loss: 2.8577, grad_norm: 4.0608 2020-09-12 07:53:12,810 - mmaction - INFO - Epoch [88][860/940] lr: 4.000e-03, eta: 1 day, 5:39:44, time: 1.822, data_time: 0.003, memory: 6924, loss_aux: 1.0771, top1_acc: 0.5826, top5_acc: 0.7973, loss_cls: 1.7790, loss: 2.8561, grad_norm: 4.0690 2020-09-12 07:53:49,059 - mmaction - INFO - Epoch [88][880/940] lr: 4.000e-03, eta: 1 day, 5:39:08, time: 1.813, data_time: 0.007, memory: 6924, loss_aux: 1.1006, top1_acc: 0.5715, top5_acc: 0.7906, loss_cls: 1.8307, loss: 2.9312, grad_norm: 4.1087 2020-09-12 07:54:24,687 - mmaction - INFO - Epoch [88][900/940] lr: 4.000e-03, eta: 1 day, 5:38:30, time: 1.783, data_time: 0.006, memory: 6924, loss_aux: 1.0991, top1_acc: 0.5680, top5_acc: 0.7770, loss_cls: 1.8458, loss: 2.9448, grad_norm: 4.1905 2020-09-12 07:55:00,622 - mmaction - INFO - Epoch [88][920/940] lr: 4.000e-03, eta: 1 day, 5:37:53, time: 1.795, data_time: 0.006, memory: 6924, loss_aux: 1.0874, top1_acc: 0.5758, top5_acc: 0.7889, loss_cls: 1.8189, loss: 2.9063, grad_norm: 4.0923 2020-09-12 07:55:36,076 - mmaction - INFO - Epoch [88][940/940] lr: 4.000e-03, eta: 1 day, 5:37:16, time: 1.773, data_time: 0.006, memory: 6924, loss_aux: 1.0873, top1_acc: 0.5838, top5_acc: 0.7912, loss_cls: 1.7969, loss: 2.8842, grad_norm: 4.1963 2020-09-12 07:55:36,602 - mmaction - INFO - Saving checkpoint at 88 epochs 2020-09-12 07:56:20,286 - mmaction - INFO - Epoch [89][20/940] lr: 4.000e-03, eta: 1 day, 5:36:41, time: 1.965, data_time: 0.473, memory: 6924, loss_aux: 1.0852, top1_acc: 0.5699, top5_acc: 0.7951, loss_cls: 1.7956, loss: 2.8808, grad_norm: 4.1523 2020-09-12 07:56:54,220 - mmaction - INFO - Epoch [89][40/940] lr: 4.000e-03, eta: 1 day, 5:36:03, time: 1.698, data_time: 0.006, memory: 6924, loss_aux: 1.0696, top1_acc: 0.5791, top5_acc: 0.8008, loss_cls: 1.7783, loss: 2.8480, grad_norm: 4.0636 2020-09-12 07:57:30,352 - mmaction - INFO - Epoch [89][60/940] lr: 4.000e-03, eta: 1 day, 5:35:26, time: 1.805, data_time: 0.006, memory: 6924, loss_aux: 1.1044, top1_acc: 0.5717, top5_acc: 0.7898, loss_cls: 1.8106, loss: 2.9150, grad_norm: 4.1270 2020-09-12 07:58:06,660 - mmaction - INFO - Epoch [89][80/940] lr: 4.000e-03, eta: 1 day, 5:34:49, time: 1.817, data_time: 0.006, memory: 6924, loss_aux: 1.0762, top1_acc: 0.5904, top5_acc: 0.7990, loss_cls: 1.7661, loss: 2.8423, grad_norm: 4.0958 2020-09-12 07:58:42,699 - mmaction - INFO - Epoch [89][100/940] lr: 4.000e-03, eta: 1 day, 5:34:12, time: 1.801, data_time: 0.006, memory: 6924, loss_aux: 1.0881, top1_acc: 0.5830, top5_acc: 0.7895, loss_cls: 1.8045, loss: 2.8927, grad_norm: 4.0463 2020-09-12 07:59:19,092 - mmaction - INFO - Epoch [89][120/940] lr: 4.000e-03, eta: 1 day, 5:33:35, time: 1.821, data_time: 0.006, memory: 6924, loss_aux: 1.0825, top1_acc: 0.5807, top5_acc: 0.7928, loss_cls: 1.8007, loss: 2.8832, grad_norm: 4.1170 2020-09-12 07:59:55,176 - mmaction - INFO - Epoch [89][140/940] lr: 4.000e-03, eta: 1 day, 5:32:58, time: 1.802, data_time: 0.005, memory: 6924, loss_aux: 1.0990, top1_acc: 0.5682, top5_acc: 0.7838, loss_cls: 1.8207, loss: 2.9197, grad_norm: 4.0527 2020-09-12 08:00:33,391 - mmaction - INFO - Epoch [89][160/940] lr: 4.000e-03, eta: 1 day, 5:32:23, time: 1.904, data_time: 0.009, memory: 6924, loss_aux: 1.0810, top1_acc: 0.5803, top5_acc: 0.7910, loss_cls: 1.7985, loss: 2.8795, grad_norm: 4.1180 2020-09-12 08:01:09,566 - mmaction - INFO - Epoch [89][180/940] lr: 4.000e-03, eta: 1 day, 5:31:46, time: 1.816, data_time: 0.023, memory: 6924, loss_aux: 1.0704, top1_acc: 0.5865, top5_acc: 0.7975, loss_cls: 1.7737, loss: 2.8440, grad_norm: 4.0886 2020-09-12 08:01:45,020 - mmaction - INFO - Epoch [89][200/940] lr: 4.000e-03, eta: 1 day, 5:31:09, time: 1.774, data_time: 0.006, memory: 6924, loss_aux: 1.0663, top1_acc: 0.5891, top5_acc: 0.7906, loss_cls: 1.7666, loss: 2.8329, grad_norm: 4.0373 2020-09-12 08:02:20,820 - mmaction - INFO - Epoch [89][220/940] lr: 4.000e-03, eta: 1 day, 5:30:31, time: 1.790, data_time: 0.003, memory: 6924, loss_aux: 1.1080, top1_acc: 0.5598, top5_acc: 0.7877, loss_cls: 1.8467, loss: 2.9547, grad_norm: 4.1755 2020-09-12 08:02:58,153 - mmaction - INFO - Epoch [89][240/940] lr: 4.000e-03, eta: 1 day, 5:29:55, time: 1.866, data_time: 0.006, memory: 6924, loss_aux: 1.0721, top1_acc: 0.5814, top5_acc: 0.7969, loss_cls: 1.7732, loss: 2.8453, grad_norm: 4.1266 2020-09-12 08:03:34,633 - mmaction - INFO - Epoch [89][260/940] lr: 4.000e-03, eta: 1 day, 5:29:19, time: 1.823, data_time: 0.005, memory: 6924, loss_aux: 1.0985, top1_acc: 0.5672, top5_acc: 0.7852, loss_cls: 1.8118, loss: 2.9103, grad_norm: 4.1273 2020-09-12 08:04:10,571 - mmaction - INFO - Epoch [89][280/940] lr: 4.000e-03, eta: 1 day, 5:28:42, time: 1.799, data_time: 0.006, memory: 6924, loss_aux: 1.0810, top1_acc: 0.5854, top5_acc: 0.7945, loss_cls: 1.7841, loss: 2.8651, grad_norm: 4.0979 2020-09-12 08:04:46,451 - mmaction - INFO - Epoch [89][300/940] lr: 4.000e-03, eta: 1 day, 5:28:04, time: 1.794, data_time: 0.003, memory: 6924, loss_aux: 1.1181, top1_acc: 0.5729, top5_acc: 0.7834, loss_cls: 1.8580, loss: 2.9762, grad_norm: 4.1833 2020-09-12 08:05:22,873 - mmaction - INFO - Epoch [89][320/940] lr: 4.000e-03, eta: 1 day, 5:27:28, time: 1.819, data_time: 0.006, memory: 6924, loss_aux: 1.0779, top1_acc: 0.5809, top5_acc: 0.7824, loss_cls: 1.8069, loss: 2.8848, grad_norm: 4.1658 2020-09-12 08:05:58,908 - mmaction - INFO - Epoch [89][340/940] lr: 4.000e-03, eta: 1 day, 5:26:51, time: 1.804, data_time: 0.007, memory: 6924, loss_aux: 1.0991, top1_acc: 0.5742, top5_acc: 0.7857, loss_cls: 1.8219, loss: 2.9210, grad_norm: 4.1326 2020-09-12 08:06:36,504 - mmaction - INFO - Epoch [89][360/940] lr: 4.000e-03, eta: 1 day, 5:26:15, time: 1.878, data_time: 0.006, memory: 6924, loss_aux: 1.0647, top1_acc: 0.5891, top5_acc: 0.7980, loss_cls: 1.7508, loss: 2.8155, grad_norm: 4.0868 2020-09-12 08:07:13,205 - mmaction - INFO - Epoch [89][380/940] lr: 4.000e-03, eta: 1 day, 5:25:38, time: 1.836, data_time: 0.005, memory: 6924, loss_aux: 1.0807, top1_acc: 0.5813, top5_acc: 0.7963, loss_cls: 1.7854, loss: 2.8661, grad_norm: 4.0813 2020-09-12 08:07:48,655 - mmaction - INFO - Epoch [89][400/940] lr: 4.000e-03, eta: 1 day, 5:25:01, time: 1.771, data_time: 0.006, memory: 6924, loss_aux: 1.1117, top1_acc: 0.5678, top5_acc: 0.7861, loss_cls: 1.8431, loss: 2.9548, grad_norm: 4.1798 2020-09-12 08:08:24,672 - mmaction - INFO - Epoch [89][420/940] lr: 4.000e-03, eta: 1 day, 5:24:24, time: 1.802, data_time: 0.007, memory: 6924, loss_aux: 1.1098, top1_acc: 0.5754, top5_acc: 0.7834, loss_cls: 1.8401, loss: 2.9498, grad_norm: 4.2123 2020-09-12 08:09:01,682 - mmaction - INFO - Epoch [89][440/940] lr: 4.000e-03, eta: 1 day, 5:23:48, time: 1.849, data_time: 0.006, memory: 6924, loss_aux: 1.1010, top1_acc: 0.5730, top5_acc: 0.7809, loss_cls: 1.8433, loss: 2.9443, grad_norm: 4.1889 2020-09-12 08:09:37,742 - mmaction - INFO - Epoch [89][460/940] lr: 4.000e-03, eta: 1 day, 5:23:11, time: 1.805, data_time: 0.006, memory: 6924, loss_aux: 1.0772, top1_acc: 0.5842, top5_acc: 0.7951, loss_cls: 1.7826, loss: 2.8599, grad_norm: 4.1558 2020-09-12 08:10:13,594 - mmaction - INFO - Epoch [89][480/940] lr: 4.000e-03, eta: 1 day, 5:22:34, time: 1.791, data_time: 0.006, memory: 6924, loss_aux: 1.1057, top1_acc: 0.5727, top5_acc: 0.7877, loss_cls: 1.8308, loss: 2.9365, grad_norm: 4.1491 2020-09-12 08:10:49,874 - mmaction - INFO - Epoch [89][500/940] lr: 4.000e-03, eta: 1 day, 5:21:57, time: 1.815, data_time: 0.005, memory: 6924, loss_aux: 1.0625, top1_acc: 0.5863, top5_acc: 0.7945, loss_cls: 1.7650, loss: 2.8274, grad_norm: 4.1158 2020-09-12 08:11:26,083 - mmaction - INFO - Epoch [89][520/940] lr: 4.000e-03, eta: 1 day, 5:21:20, time: 1.809, data_time: 0.006, memory: 6924, loss_aux: 1.0839, top1_acc: 0.5834, top5_acc: 0.7971, loss_cls: 1.7930, loss: 2.8769, grad_norm: 4.0882 2020-09-12 08:12:03,015 - mmaction - INFO - Epoch [89][540/940] lr: 4.000e-03, eta: 1 day, 5:20:44, time: 1.848, data_time: 0.006, memory: 6924, loss_aux: 1.0662, top1_acc: 0.5848, top5_acc: 0.7969, loss_cls: 1.7635, loss: 2.8297, grad_norm: 4.0853 2020-09-12 08:12:39,379 - mmaction - INFO - Epoch [89][560/940] lr: 4.000e-03, eta: 1 day, 5:20:07, time: 1.819, data_time: 0.007, memory: 6924, loss_aux: 1.0673, top1_acc: 0.5869, top5_acc: 0.7977, loss_cls: 1.7627, loss: 2.8300, grad_norm: 4.0861 2020-09-12 08:13:15,528 - mmaction - INFO - Epoch [89][580/940] lr: 4.000e-03, eta: 1 day, 5:19:30, time: 1.807, data_time: 0.003, memory: 6924, loss_aux: 1.0828, top1_acc: 0.5736, top5_acc: 0.7908, loss_cls: 1.8090, loss: 2.8919, grad_norm: 4.1229 2020-09-12 08:13:51,737 - mmaction - INFO - Epoch [89][600/940] lr: 4.000e-03, eta: 1 day, 5:18:53, time: 1.810, data_time: 0.003, memory: 6924, loss_aux: 1.0771, top1_acc: 0.5807, top5_acc: 0.7930, loss_cls: 1.7696, loss: 2.8466, grad_norm: 4.1584 2020-09-12 08:14:28,777 - mmaction - INFO - Epoch [89][620/940] lr: 4.000e-03, eta: 1 day, 5:18:17, time: 1.850, data_time: 0.007, memory: 6924, loss_aux: 1.1125, top1_acc: 0.5619, top5_acc: 0.7832, loss_cls: 1.8689, loss: 2.9814, grad_norm: 4.2585 2020-09-12 08:15:04,571 - mmaction - INFO - Epoch [89][640/940] lr: 4.000e-03, eta: 1 day, 5:17:40, time: 1.792, data_time: 0.007, memory: 6924, loss_aux: 1.0874, top1_acc: 0.5744, top5_acc: 0.7990, loss_cls: 1.7958, loss: 2.8832, grad_norm: 4.1789 2020-09-12 08:15:41,592 - mmaction - INFO - Epoch [89][660/940] lr: 4.000e-03, eta: 1 day, 5:17:03, time: 1.851, data_time: 0.003, memory: 6924, loss_aux: 1.0949, top1_acc: 0.5799, top5_acc: 0.7932, loss_cls: 1.8123, loss: 2.9072, grad_norm: 4.2128 2020-09-12 08:16:17,867 - mmaction - INFO - Epoch [89][680/940] lr: 4.000e-03, eta: 1 day, 5:16:27, time: 1.812, data_time: 0.007, memory: 6924, loss_aux: 1.1101, top1_acc: 0.5740, top5_acc: 0.7828, loss_cls: 1.8364, loss: 2.9466, grad_norm: 4.2590 2020-09-12 08:16:54,691 - mmaction - INFO - Epoch [89][700/940] lr: 4.000e-03, eta: 1 day, 5:15:50, time: 1.842, data_time: 0.006, memory: 6924, loss_aux: 1.0877, top1_acc: 0.5854, top5_acc: 0.7939, loss_cls: 1.8131, loss: 2.9009, grad_norm: 4.1643 2020-09-12 08:17:31,005 - mmaction - INFO - Epoch [89][720/940] lr: 4.000e-03, eta: 1 day, 5:15:13, time: 1.814, data_time: 0.006, memory: 6924, loss_aux: 1.0913, top1_acc: 0.5740, top5_acc: 0.7857, loss_cls: 1.8227, loss: 2.9140, grad_norm: 4.1884 2020-09-12 08:18:07,691 - mmaction - INFO - Epoch [89][740/940] lr: 4.000e-03, eta: 1 day, 5:14:37, time: 1.836, data_time: 0.007, memory: 6924, loss_aux: 1.0675, top1_acc: 0.5844, top5_acc: 0.8051, loss_cls: 1.7661, loss: 2.8336, grad_norm: 4.1985 2020-09-12 08:18:43,744 - mmaction - INFO - Epoch [89][760/940] lr: 4.000e-03, eta: 1 day, 5:14:00, time: 1.800, data_time: 0.006, memory: 6924, loss_aux: 1.1014, top1_acc: 0.5689, top5_acc: 0.7863, loss_cls: 1.8282, loss: 2.9296, grad_norm: 4.2304 2020-09-12 08:19:20,082 - mmaction - INFO - Epoch [89][780/940] lr: 4.000e-03, eta: 1 day, 5:13:23, time: 1.819, data_time: 0.007, memory: 6924, loss_aux: 1.0936, top1_acc: 0.5670, top5_acc: 0.7912, loss_cls: 1.8142, loss: 2.9078, grad_norm: 4.3034 2020-09-12 08:19:56,876 - mmaction - INFO - Epoch [89][800/940] lr: 4.000e-03, eta: 1 day, 5:12:47, time: 1.837, data_time: 0.005, memory: 6924, loss_aux: 1.0682, top1_acc: 0.5834, top5_acc: 0.8012, loss_cls: 1.7690, loss: 2.8371, grad_norm: 4.1437 2020-09-12 08:20:33,413 - mmaction - INFO - Epoch [89][820/940] lr: 4.000e-03, eta: 1 day, 5:12:10, time: 1.829, data_time: 0.006, memory: 6924, loss_aux: 1.0953, top1_acc: 0.5809, top5_acc: 0.7895, loss_cls: 1.8070, loss: 2.9022, grad_norm: 4.1694 2020-09-12 08:21:09,572 - mmaction - INFO - Epoch [89][840/940] lr: 4.000e-03, eta: 1 day, 5:11:33, time: 1.806, data_time: 0.005, memory: 6924, loss_aux: 1.0790, top1_acc: 0.5781, top5_acc: 0.7932, loss_cls: 1.8049, loss: 2.8838, grad_norm: 4.2352 2020-09-12 08:21:45,803 - mmaction - INFO - Epoch [89][860/940] lr: 4.000e-03, eta: 1 day, 5:10:56, time: 1.813, data_time: 0.006, memory: 6924, loss_aux: 1.0815, top1_acc: 0.5801, top5_acc: 0.7848, loss_cls: 1.8011, loss: 2.8827, grad_norm: 4.1556 2020-09-12 08:22:21,214 - mmaction - INFO - Epoch [89][880/940] lr: 4.000e-03, eta: 1 day, 5:10:19, time: 1.769, data_time: 0.006, memory: 6924, loss_aux: 1.0601, top1_acc: 0.5854, top5_acc: 0.7996, loss_cls: 1.7547, loss: 2.8148, grad_norm: 4.0882 2020-09-12 08:22:56,938 - mmaction - INFO - Epoch [89][900/940] lr: 4.000e-03, eta: 1 day, 5:09:42, time: 1.788, data_time: 0.007, memory: 6924, loss_aux: 1.0759, top1_acc: 0.5727, top5_acc: 0.7912, loss_cls: 1.7931, loss: 2.8689, grad_norm: 4.2466 2020-09-12 08:23:32,991 - mmaction - INFO - Epoch [89][920/940] lr: 4.000e-03, eta: 1 day, 5:09:05, time: 1.800, data_time: 0.007, memory: 6924, loss_aux: 1.0955, top1_acc: 0.5824, top5_acc: 0.7857, loss_cls: 1.8144, loss: 2.9098, grad_norm: 4.1697 2020-09-12 08:24:08,710 - mmaction - INFO - Epoch [89][940/940] lr: 4.000e-03, eta: 1 day, 5:08:28, time: 1.788, data_time: 0.007, memory: 6924, loss_aux: 1.1134, top1_acc: 0.5678, top5_acc: 0.7827, loss_cls: 1.8405, loss: 2.9539, grad_norm: 4.1948 2020-09-12 08:24:09,336 - mmaction - INFO - Saving checkpoint at 89 epochs 2020-09-12 08:24:56,109 - mmaction - INFO - Epoch [90][20/940] lr: 4.000e-03, eta: 1 day, 5:07:55, time: 2.163, data_time: 0.730, memory: 6924, loss_aux: 1.0758, top1_acc: 0.5783, top5_acc: 0.7967, loss_cls: 1.7763, loss: 2.8521, grad_norm: 4.1406 2020-09-12 08:25:30,461 - mmaction - INFO - Epoch [90][40/940] lr: 4.000e-03, eta: 1 day, 5:07:17, time: 1.719, data_time: 0.006, memory: 6924, loss_aux: 1.0913, top1_acc: 0.5752, top5_acc: 0.7945, loss_cls: 1.7999, loss: 2.8912, grad_norm: 4.1757 2020-09-12 08:26:06,391 - mmaction - INFO - Epoch [90][60/940] lr: 4.000e-03, eta: 1 day, 5:06:40, time: 1.793, data_time: 0.007, memory: 6924, loss_aux: 1.0695, top1_acc: 0.5834, top5_acc: 0.7980, loss_cls: 1.7680, loss: 2.8374, grad_norm: 4.2225 2020-09-12 08:26:42,613 - mmaction - INFO - Epoch [90][80/940] lr: 4.000e-03, eta: 1 day, 5:06:03, time: 1.815, data_time: 0.008, memory: 6924, loss_aux: 1.0558, top1_acc: 0.5865, top5_acc: 0.7996, loss_cls: 1.7383, loss: 2.7942, grad_norm: 4.1487 2020-09-12 08:27:18,189 - mmaction - INFO - Epoch [90][100/940] lr: 4.000e-03, eta: 1 day, 5:05:26, time: 1.777, data_time: 0.005, memory: 6924, loss_aux: 1.1030, top1_acc: 0.5713, top5_acc: 0.7820, loss_cls: 1.8343, loss: 2.9373, grad_norm: 4.2379 2020-09-12 08:27:54,543 - mmaction - INFO - Epoch [90][120/940] lr: 4.000e-03, eta: 1 day, 5:04:49, time: 1.817, data_time: 0.006, memory: 6924, loss_aux: 1.0801, top1_acc: 0.5807, top5_acc: 0.7881, loss_cls: 1.8004, loss: 2.8805, grad_norm: 4.1730 2020-09-12 08:28:30,601 - mmaction - INFO - Epoch [90][140/940] lr: 4.000e-03, eta: 1 day, 5:04:12, time: 1.805, data_time: 0.007, memory: 6924, loss_aux: 1.1030, top1_acc: 0.5832, top5_acc: 0.7848, loss_cls: 1.8317, loss: 2.9346, grad_norm: 4.2064 2020-09-12 08:29:07,370 - mmaction - INFO - Epoch [90][160/940] lr: 4.000e-03, eta: 1 day, 5:03:36, time: 1.837, data_time: 0.008, memory: 6924, loss_aux: 1.0934, top1_acc: 0.5748, top5_acc: 0.7816, loss_cls: 1.8251, loss: 2.9185, grad_norm: 4.1611 2020-09-12 08:29:43,358 - mmaction - INFO - Epoch [90][180/940] lr: 4.000e-03, eta: 1 day, 5:02:59, time: 1.801, data_time: 0.006, memory: 6924, loss_aux: 1.0919, top1_acc: 0.5787, top5_acc: 0.7879, loss_cls: 1.8226, loss: 2.9144, grad_norm: 4.1936 2020-09-12 08:30:19,630 - mmaction - INFO - Epoch [90][200/940] lr: 4.000e-03, eta: 1 day, 5:02:22, time: 1.813, data_time: 0.006, memory: 6924, loss_aux: 1.0761, top1_acc: 0.5879, top5_acc: 0.7920, loss_cls: 1.7781, loss: 2.8543, grad_norm: 4.1663 2020-09-12 08:30:56,206 - mmaction - INFO - Epoch [90][220/940] lr: 4.000e-03, eta: 1 day, 5:01:46, time: 1.830, data_time: 0.005, memory: 6924, loss_aux: 1.0786, top1_acc: 0.5846, top5_acc: 0.7990, loss_cls: 1.7690, loss: 2.8475, grad_norm: 4.2664 2020-09-12 08:31:32,934 - mmaction - INFO - Epoch [90][240/940] lr: 4.000e-03, eta: 1 day, 5:01:09, time: 1.835, data_time: 0.006, memory: 6924, loss_aux: 1.0824, top1_acc: 0.5811, top5_acc: 0.7979, loss_cls: 1.7731, loss: 2.8555, grad_norm: 4.1680 2020-09-12 08:32:09,187 - mmaction - INFO - Epoch [90][260/940] lr: 4.000e-03, eta: 1 day, 5:00:32, time: 1.812, data_time: 0.007, memory: 6924, loss_aux: 1.0922, top1_acc: 0.5828, top5_acc: 0.7912, loss_cls: 1.8084, loss: 2.9007, grad_norm: 4.1783 2020-09-12 08:32:45,295 - mmaction - INFO - Epoch [90][280/940] lr: 4.000e-03, eta: 1 day, 4:59:55, time: 1.806, data_time: 0.007, memory: 6924, loss_aux: 1.0833, top1_acc: 0.5846, top5_acc: 0.7910, loss_cls: 1.7983, loss: 2.8816, grad_norm: 4.2253 2020-09-12 08:33:21,252 - mmaction - INFO - Epoch [90][300/940] lr: 4.000e-03, eta: 1 day, 4:59:18, time: 1.800, data_time: 0.005, memory: 6924, loss_aux: 1.0923, top1_acc: 0.5746, top5_acc: 0.7895, loss_cls: 1.8086, loss: 2.9010, grad_norm: 4.1709 2020-09-12 08:33:58,036 - mmaction - INFO - Epoch [90][320/940] lr: 4.000e-03, eta: 1 day, 4:58:42, time: 1.837, data_time: 0.006, memory: 6924, loss_aux: 1.0830, top1_acc: 0.5730, top5_acc: 0.7883, loss_cls: 1.8019, loss: 2.8849, grad_norm: 4.2094 2020-09-12 08:34:35,045 - mmaction - INFO - Epoch [90][340/940] lr: 4.000e-03, eta: 1 day, 4:58:06, time: 1.852, data_time: 0.006, memory: 6924, loss_aux: 1.0926, top1_acc: 0.5730, top5_acc: 0.7857, loss_cls: 1.8159, loss: 2.9085, grad_norm: 4.2151 2020-09-12 08:35:11,002 - mmaction - INFO - Epoch [90][360/940] lr: 4.000e-03, eta: 1 day, 4:57:29, time: 1.798, data_time: 0.006, memory: 6924, loss_aux: 1.0659, top1_acc: 0.5896, top5_acc: 0.7957, loss_cls: 1.7586, loss: 2.8245, grad_norm: 4.1269 2020-09-12 08:35:46,743 - mmaction - INFO - Epoch [90][380/940] lr: 4.000e-03, eta: 1 day, 4:56:51, time: 1.787, data_time: 0.003, memory: 6924, loss_aux: 1.0855, top1_acc: 0.5771, top5_acc: 0.7912, loss_cls: 1.7965, loss: 2.8820, grad_norm: 4.1560 2020-09-12 08:36:23,827 - mmaction - INFO - Epoch [90][400/940] lr: 4.000e-03, eta: 1 day, 4:56:15, time: 1.853, data_time: 0.006, memory: 6924, loss_aux: 1.0878, top1_acc: 0.5793, top5_acc: 0.7900, loss_cls: 1.8115, loss: 2.8993, grad_norm: 4.1832 2020-09-12 08:37:00,465 - mmaction - INFO - Epoch [90][420/940] lr: 4.000e-03, eta: 1 day, 4:55:39, time: 1.833, data_time: 0.007, memory: 6924, loss_aux: 1.0922, top1_acc: 0.5748, top5_acc: 0.7932, loss_cls: 1.8087, loss: 2.9009, grad_norm: 4.2412 2020-09-12 08:37:37,019 - mmaction - INFO - Epoch [90][440/940] lr: 4.000e-03, eta: 1 day, 4:55:02, time: 1.826, data_time: 0.006, memory: 6924, loss_aux: 1.0847, top1_acc: 0.5805, top5_acc: 0.7912, loss_cls: 1.7913, loss: 2.8761, grad_norm: 4.1493 2020-09-12 08:38:13,335 - mmaction - INFO - Epoch [90][460/940] lr: 4.000e-03, eta: 1 day, 4:54:25, time: 1.818, data_time: 0.006, memory: 6924, loss_aux: 1.0830, top1_acc: 0.5826, top5_acc: 0.7904, loss_cls: 1.7778, loss: 2.8609, grad_norm: 4.1732 2020-09-12 08:38:49,948 - mmaction - INFO - Epoch [90][480/940] lr: 4.000e-03, eta: 1 day, 4:53:49, time: 1.830, data_time: 0.007, memory: 6924, loss_aux: 1.0747, top1_acc: 0.5900, top5_acc: 0.7955, loss_cls: 1.7763, loss: 2.8510, grad_norm: 4.1301 2020-09-12 08:39:26,058 - mmaction - INFO - Epoch [90][500/940] lr: 4.000e-03, eta: 1 day, 4:53:12, time: 1.807, data_time: 0.005, memory: 6924, loss_aux: 1.0996, top1_acc: 0.5754, top5_acc: 0.7863, loss_cls: 1.8225, loss: 2.9221, grad_norm: 4.1457 2020-09-12 08:40:02,816 - mmaction - INFO - Epoch [90][520/940] lr: 4.000e-03, eta: 1 day, 4:52:35, time: 1.837, data_time: 0.006, memory: 6924, loss_aux: 1.1027, top1_acc: 0.5799, top5_acc: 0.7861, loss_cls: 1.8390, loss: 2.9417, grad_norm: 4.1147 2020-09-12 08:40:39,427 - mmaction - INFO - Epoch [90][540/940] lr: 4.000e-03, eta: 1 day, 4:51:59, time: 1.831, data_time: 0.003, memory: 6924, loss_aux: 1.0787, top1_acc: 0.5836, top5_acc: 0.7906, loss_cls: 1.7809, loss: 2.8596, grad_norm: 4.1349 2020-09-12 08:41:15,272 - mmaction - INFO - Epoch [90][560/940] lr: 4.000e-03, eta: 1 day, 4:51:21, time: 1.791, data_time: 0.005, memory: 6924, loss_aux: 1.0604, top1_acc: 0.5895, top5_acc: 0.8084, loss_cls: 1.7367, loss: 2.7970, grad_norm: 4.1704 2020-09-12 08:41:51,505 - mmaction - INFO - Epoch [90][580/940] lr: 4.000e-03, eta: 1 day, 4:50:45, time: 1.813, data_time: 0.006, memory: 6924, loss_aux: 1.0716, top1_acc: 0.5854, top5_acc: 0.7936, loss_cls: 1.7713, loss: 2.8429, grad_norm: 4.2568 2020-09-12 08:42:28,556 - mmaction - INFO - Epoch [90][600/940] lr: 4.000e-03, eta: 1 day, 4:50:08, time: 1.850, data_time: 0.007, memory: 6924, loss_aux: 1.0872, top1_acc: 0.5777, top5_acc: 0.7934, loss_cls: 1.7905, loss: 2.8777, grad_norm: 4.1940 2020-09-12 08:43:04,261 - mmaction - INFO - Epoch [90][620/940] lr: 4.000e-03, eta: 1 day, 4:49:31, time: 1.786, data_time: 0.006, memory: 6924, loss_aux: 1.0939, top1_acc: 0.5709, top5_acc: 0.7930, loss_cls: 1.8336, loss: 2.9275, grad_norm: 4.2546 2020-09-12 08:43:40,392 - mmaction - INFO - Epoch [90][640/940] lr: 4.000e-03, eta: 1 day, 4:48:54, time: 1.808, data_time: 0.007, memory: 6924, loss_aux: 1.1067, top1_acc: 0.5752, top5_acc: 0.7871, loss_cls: 1.8224, loss: 2.9291, grad_norm: 4.2166 2020-09-12 08:44:16,776 - mmaction - INFO - Epoch [90][660/940] lr: 4.000e-03, eta: 1 day, 4:48:18, time: 1.818, data_time: 0.006, memory: 6924, loss_aux: 1.1091, top1_acc: 0.5648, top5_acc: 0.7814, loss_cls: 1.8476, loss: 2.9567, grad_norm: 4.2448 2020-09-12 08:44:53,091 - mmaction - INFO - Epoch [90][680/940] lr: 4.000e-03, eta: 1 day, 4:47:41, time: 1.818, data_time: 0.006, memory: 6924, loss_aux: 1.0899, top1_acc: 0.5852, top5_acc: 0.7852, loss_cls: 1.8235, loss: 2.9134, grad_norm: 4.1757 2020-09-12 08:45:29,843 - mmaction - INFO - Epoch [90][700/940] lr: 4.000e-03, eta: 1 day, 4:47:04, time: 1.836, data_time: 0.006, memory: 6924, loss_aux: 1.1050, top1_acc: 0.5695, top5_acc: 0.7773, loss_cls: 1.8429, loss: 2.9479, grad_norm: 4.2444 2020-09-12 08:46:05,295 - mmaction - INFO - Epoch [90][720/940] lr: 4.000e-03, eta: 1 day, 4:46:27, time: 1.772, data_time: 0.005, memory: 6924, loss_aux: 1.0800, top1_acc: 0.5893, top5_acc: 0.7932, loss_cls: 1.7780, loss: 2.8580, grad_norm: 4.1983 2020-09-12 08:46:42,033 - mmaction - INFO - Epoch [90][740/940] lr: 4.000e-03, eta: 1 day, 4:45:50, time: 1.838, data_time: 0.006, memory: 6924, loss_aux: 1.1071, top1_acc: 0.5746, top5_acc: 0.7844, loss_cls: 1.8446, loss: 2.9518, grad_norm: 4.2569 2020-09-12 08:47:18,482 - mmaction - INFO - Epoch [90][760/940] lr: 4.000e-03, eta: 1 day, 4:45:14, time: 1.821, data_time: 0.005, memory: 6924, loss_aux: 1.0816, top1_acc: 0.5846, top5_acc: 0.7889, loss_cls: 1.7968, loss: 2.8784, grad_norm: 4.2077 2020-09-12 08:47:54,768 - mmaction - INFO - Epoch [90][780/940] lr: 4.000e-03, eta: 1 day, 4:44:37, time: 1.816, data_time: 0.006, memory: 6924, loss_aux: 1.1000, top1_acc: 0.5648, top5_acc: 0.7863, loss_cls: 1.8286, loss: 2.9286, grad_norm: 4.2659 2020-09-12 08:48:31,275 - mmaction - INFO - Epoch [90][800/940] lr: 4.000e-03, eta: 1 day, 4:44:00, time: 1.825, data_time: 0.003, memory: 6924, loss_aux: 1.0600, top1_acc: 0.5834, top5_acc: 0.8014, loss_cls: 1.7460, loss: 2.8060, grad_norm: 4.1886 2020-09-12 08:49:08,126 - mmaction - INFO - Epoch [90][820/940] lr: 4.000e-03, eta: 1 day, 4:43:24, time: 1.842, data_time: 0.006, memory: 6924, loss_aux: 1.0610, top1_acc: 0.5949, top5_acc: 0.7943, loss_cls: 1.7437, loss: 2.8047, grad_norm: 4.2522 2020-09-12 08:49:44,894 - mmaction - INFO - Epoch [90][840/940] lr: 4.000e-03, eta: 1 day, 4:42:47, time: 1.841, data_time: 0.006, memory: 6924, loss_aux: 1.0881, top1_acc: 0.5797, top5_acc: 0.7869, loss_cls: 1.8125, loss: 2.9006, grad_norm: 4.2433 2020-09-12 08:50:20,588 - mmaction - INFO - Epoch [90][860/940] lr: 4.000e-03, eta: 1 day, 4:42:10, time: 1.782, data_time: 0.005, memory: 6924, loss_aux: 1.0933, top1_acc: 0.5787, top5_acc: 0.7941, loss_cls: 1.7943, loss: 2.8876, grad_norm: 4.2410 2020-09-12 08:50:57,274 - mmaction - INFO - Epoch [90][880/940] lr: 4.000e-03, eta: 1 day, 4:41:34, time: 1.836, data_time: 0.006, memory: 6924, loss_aux: 1.0816, top1_acc: 0.5775, top5_acc: 0.7961, loss_cls: 1.7862, loss: 2.8677, grad_norm: 4.2981 2020-09-12 08:51:34,019 - mmaction - INFO - Epoch [90][900/940] lr: 4.000e-03, eta: 1 day, 4:40:57, time: 1.836, data_time: 0.007, memory: 6924, loss_aux: 1.1080, top1_acc: 0.5697, top5_acc: 0.7865, loss_cls: 1.8475, loss: 2.9555, grad_norm: 4.2758 2020-09-12 08:52:10,434 - mmaction - INFO - Epoch [90][920/940] lr: 4.000e-03, eta: 1 day, 4:40:21, time: 1.822, data_time: 0.006, memory: 6924, loss_aux: 1.0803, top1_acc: 0.5807, top5_acc: 0.7924, loss_cls: 1.7950, loss: 2.8753, grad_norm: 4.1907 2020-09-12 08:52:45,312 - mmaction - INFO - Epoch [90][940/940] lr: 4.000e-03, eta: 1 day, 4:39:43, time: 1.743, data_time: 0.006, memory: 6924, loss_aux: 1.0940, top1_acc: 0.5781, top5_acc: 0.7912, loss_cls: 1.8122, loss: 2.9062, grad_norm: 4.2575 2020-09-12 08:52:45,815 - mmaction - INFO - Saving checkpoint at 90 epochs 2020-09-12 08:53:29,306 - mmaction - INFO - Epoch [91][20/940] lr: 4.000e-03, eta: 1 day, 4:39:10, time: 2.103, data_time: 0.614, memory: 6924, loss_aux: 1.0835, top1_acc: 0.5828, top5_acc: 0.7945, loss_cls: 1.7926, loss: 2.8761, grad_norm: 4.2232 2020-09-12 08:54:04,242 - mmaction - INFO - Epoch [91][40/940] lr: 4.000e-03, eta: 1 day, 4:38:32, time: 1.749, data_time: 0.006, memory: 6924, loss_aux: 1.0748, top1_acc: 0.5893, top5_acc: 0.8023, loss_cls: 1.7658, loss: 2.8406, grad_norm: 4.1079 2020-09-12 08:54:40,116 - mmaction - INFO - Epoch [91][60/940] lr: 4.000e-03, eta: 1 day, 4:37:55, time: 1.793, data_time: 0.002, memory: 6924, loss_aux: 1.0389, top1_acc: 0.6020, top5_acc: 0.8059, loss_cls: 1.7138, loss: 2.7527, grad_norm: 4.1415 2020-09-12 08:55:16,460 - mmaction - INFO - Epoch [91][80/940] lr: 4.000e-03, eta: 1 day, 4:37:18, time: 1.815, data_time: 0.006, memory: 6924, loss_aux: 1.0815, top1_acc: 0.5816, top5_acc: 0.7906, loss_cls: 1.7958, loss: 2.8773, grad_norm: 4.2307 2020-09-12 08:55:52,649 - mmaction - INFO - Epoch [91][100/940] lr: 4.000e-03, eta: 1 day, 4:36:42, time: 1.812, data_time: 0.007, memory: 6924, loss_aux: 1.0722, top1_acc: 0.5910, top5_acc: 0.8027, loss_cls: 1.7461, loss: 2.8183, grad_norm: 4.2322 2020-09-12 08:56:29,139 - mmaction - INFO - Epoch [91][120/940] lr: 4.000e-03, eta: 1 day, 4:36:05, time: 1.823, data_time: 0.006, memory: 6924, loss_aux: 1.0616, top1_acc: 0.5857, top5_acc: 0.7957, loss_cls: 1.7593, loss: 2.8210, grad_norm: 4.1917 2020-09-12 08:57:06,163 - mmaction - INFO - Epoch [91][140/940] lr: 4.000e-03, eta: 1 day, 4:35:29, time: 1.852, data_time: 0.006, memory: 6924, loss_aux: 1.0736, top1_acc: 0.5756, top5_acc: 0.7920, loss_cls: 1.7760, loss: 2.8496, grad_norm: 4.2806 2020-09-12 08:57:42,311 - mmaction - INFO - Epoch [91][160/940] lr: 4.000e-03, eta: 1 day, 4:34:52, time: 1.806, data_time: 0.005, memory: 6924, loss_aux: 1.0680, top1_acc: 0.5867, top5_acc: 0.7961, loss_cls: 1.7528, loss: 2.8209, grad_norm: 4.2256 2020-09-12 08:58:18,606 - mmaction - INFO - Epoch [91][180/940] lr: 4.000e-03, eta: 1 day, 4:34:15, time: 1.816, data_time: 0.006, memory: 6924, loss_aux: 1.0762, top1_acc: 0.5738, top5_acc: 0.7902, loss_cls: 1.8032, loss: 2.8794, grad_norm: 4.2576 2020-09-12 08:58:55,735 - mmaction - INFO - Epoch [91][200/940] lr: 4.000e-03, eta: 1 day, 4:33:39, time: 1.855, data_time: 0.006, memory: 6924, loss_aux: 1.1071, top1_acc: 0.5781, top5_acc: 0.7896, loss_cls: 1.8170, loss: 2.9242, grad_norm: 4.2591 2020-09-12 08:59:31,580 - mmaction - INFO - Epoch [91][220/940] lr: 4.000e-03, eta: 1 day, 4:33:02, time: 1.795, data_time: 0.006, memory: 6924, loss_aux: 1.0863, top1_acc: 0.5811, top5_acc: 0.7904, loss_cls: 1.7953, loss: 2.8816, grad_norm: 4.3244 2020-09-12 09:00:10,235 - mmaction - INFO - Epoch [91][240/940] lr: 4.000e-03, eta: 1 day, 4:32:26, time: 1.916, data_time: 0.002, memory: 6924, loss_aux: 1.0543, top1_acc: 0.5936, top5_acc: 0.8039, loss_cls: 1.7276, loss: 2.7819, grad_norm: 4.1497 2020-09-12 09:00:45,492 - mmaction - INFO - Epoch [91][260/940] lr: 4.000e-03, eta: 1 day, 4:31:49, time: 1.779, data_time: 0.026, memory: 6924, loss_aux: 1.0935, top1_acc: 0.5816, top5_acc: 0.7934, loss_cls: 1.7896, loss: 2.8831, grad_norm: 4.2185 2020-09-12 09:01:22,004 - mmaction - INFO - Epoch [91][280/940] lr: 4.000e-03, eta: 1 day, 4:31:12, time: 1.824, data_time: 0.006, memory: 6924, loss_aux: 1.0934, top1_acc: 0.5801, top5_acc: 0.7900, loss_cls: 1.8175, loss: 2.9109, grad_norm: 4.2649 2020-09-12 09:01:57,870 - mmaction - INFO - Epoch [91][300/940] lr: 4.000e-03, eta: 1 day, 4:30:35, time: 1.795, data_time: 0.006, memory: 6924, loss_aux: 1.0932, top1_acc: 0.5822, top5_acc: 0.7943, loss_cls: 1.7840, loss: 2.8772, grad_norm: 4.2630 2020-09-12 09:02:34,494 - mmaction - INFO - Epoch [91][320/940] lr: 4.000e-03, eta: 1 day, 4:29:59, time: 1.831, data_time: 0.005, memory: 6924, loss_aux: 1.0998, top1_acc: 0.5740, top5_acc: 0.7834, loss_cls: 1.8291, loss: 2.9289, grad_norm: 4.2846 2020-09-12 09:03:12,009 - mmaction - INFO - Epoch [91][340/940] lr: 4.000e-03, eta: 1 day, 4:29:23, time: 1.874, data_time: 0.003, memory: 6924, loss_aux: 1.0731, top1_acc: 0.5893, top5_acc: 0.8010, loss_cls: 1.7522, loss: 2.8253, grad_norm: 4.1724 2020-09-12 09:03:47,209 - mmaction - INFO - Epoch [91][360/940] lr: 4.000e-03, eta: 1 day, 4:28:45, time: 1.762, data_time: 0.006, memory: 6924, loss_aux: 1.0719, top1_acc: 0.5867, top5_acc: 0.7973, loss_cls: 1.7665, loss: 2.8383, grad_norm: 4.1921 2020-09-12 09:04:23,687 - mmaction - INFO - Epoch [91][380/940] lr: 4.000e-03, eta: 1 day, 4:28:08, time: 1.822, data_time: 0.006, memory: 6924, loss_aux: 1.0980, top1_acc: 0.5777, top5_acc: 0.7949, loss_cls: 1.8010, loss: 2.8991, grad_norm: 4.2012 2020-09-12 09:05:00,134 - mmaction - INFO - Epoch [91][400/940] lr: 4.000e-03, eta: 1 day, 4:27:32, time: 1.824, data_time: 0.006, memory: 6924, loss_aux: 1.0775, top1_acc: 0.5830, top5_acc: 0.7912, loss_cls: 1.7997, loss: 2.8772, grad_norm: 4.2319 2020-09-12 09:05:36,781 - mmaction - INFO - Epoch [91][420/940] lr: 4.000e-03, eta: 1 day, 4:26:55, time: 1.831, data_time: 0.006, memory: 6924, loss_aux: 1.0956, top1_acc: 0.5854, top5_acc: 0.7834, loss_cls: 1.8238, loss: 2.9195, grad_norm: 4.1989 2020-09-12 09:06:13,622 - mmaction - INFO - Epoch [91][440/940] lr: 4.000e-03, eta: 1 day, 4:26:19, time: 1.842, data_time: 0.006, memory: 6924, loss_aux: 1.0821, top1_acc: 0.5828, top5_acc: 0.7988, loss_cls: 1.7716, loss: 2.8537, grad_norm: 4.2371 2020-09-12 09:06:49,631 - mmaction - INFO - Epoch [91][460/940] lr: 4.000e-03, eta: 1 day, 4:25:42, time: 1.802, data_time: 0.006, memory: 6924, loss_aux: 1.0676, top1_acc: 0.5883, top5_acc: 0.8021, loss_cls: 1.7500, loss: 2.8176, grad_norm: 4.1984 2020-09-12 09:07:26,331 - mmaction - INFO - Epoch [91][480/940] lr: 4.000e-03, eta: 1 day, 4:25:05, time: 1.833, data_time: 0.005, memory: 6924, loss_aux: 1.0596, top1_acc: 0.5920, top5_acc: 0.7977, loss_cls: 1.7446, loss: 2.8042, grad_norm: 4.1295 2020-09-12 09:08:02,774 - mmaction - INFO - Epoch [91][500/940] lr: 4.000e-03, eta: 1 day, 4:24:29, time: 1.824, data_time: 0.006, memory: 6924, loss_aux: 1.0834, top1_acc: 0.5785, top5_acc: 0.7875, loss_cls: 1.8034, loss: 2.8867, grad_norm: 4.1696 2020-09-12 09:08:39,640 - mmaction - INFO - Epoch [91][520/940] lr: 4.000e-03, eta: 1 day, 4:23:52, time: 1.842, data_time: 0.006, memory: 6924, loss_aux: 1.0952, top1_acc: 0.5750, top5_acc: 0.7943, loss_cls: 1.7982, loss: 2.8934, grad_norm: 4.2755 2020-09-12 09:09:15,872 - mmaction - INFO - Epoch [91][540/940] lr: 4.000e-03, eta: 1 day, 4:23:15, time: 1.813, data_time: 0.006, memory: 6924, loss_aux: 1.0989, top1_acc: 0.5674, top5_acc: 0.7865, loss_cls: 1.8290, loss: 2.9279, grad_norm: 4.2474 2020-09-12 09:09:52,307 - mmaction - INFO - Epoch [91][560/940] lr: 4.000e-03, eta: 1 day, 4:22:39, time: 1.820, data_time: 0.006, memory: 6924, loss_aux: 1.0675, top1_acc: 0.5861, top5_acc: 0.7975, loss_cls: 1.7646, loss: 2.8320, grad_norm: 4.2915 2020-09-12 09:10:29,001 - mmaction - INFO - Epoch [91][580/940] lr: 4.000e-03, eta: 1 day, 4:22:02, time: 1.837, data_time: 0.006, memory: 6924, loss_aux: 1.0869, top1_acc: 0.5852, top5_acc: 0.7895, loss_cls: 1.7940, loss: 2.8808, grad_norm: 4.2443 2020-09-12 09:11:05,053 - mmaction - INFO - Epoch [91][600/940] lr: 4.000e-03, eta: 1 day, 4:21:25, time: 1.800, data_time: 0.005, memory: 6924, loss_aux: 1.0778, top1_acc: 0.5887, top5_acc: 0.7951, loss_cls: 1.7881, loss: 2.8659, grad_norm: 4.2065 2020-09-12 09:11:41,662 - mmaction - INFO - Epoch [91][620/940] lr: 4.000e-03, eta: 1 day, 4:20:49, time: 1.832, data_time: 0.006, memory: 6924, loss_aux: 1.0945, top1_acc: 0.5834, top5_acc: 0.7871, loss_cls: 1.8146, loss: 2.9090, grad_norm: 4.2367 2020-09-12 09:12:18,139 - mmaction - INFO - Epoch [91][640/940] lr: 4.000e-03, eta: 1 day, 4:20:12, time: 1.822, data_time: 0.005, memory: 6924, loss_aux: 1.1040, top1_acc: 0.5645, top5_acc: 0.7865, loss_cls: 1.8303, loss: 2.9343, grad_norm: 4.3558 2020-09-12 09:12:54,461 - mmaction - INFO - Epoch [91][660/940] lr: 4.000e-03, eta: 1 day, 4:19:35, time: 1.816, data_time: 0.006, memory: 6924, loss_aux: 1.0712, top1_acc: 0.5803, top5_acc: 0.7898, loss_cls: 1.7794, loss: 2.8506, grad_norm: 4.2117 2020-09-12 09:13:30,598 - mmaction - INFO - Epoch [91][680/940] lr: 4.000e-03, eta: 1 day, 4:18:58, time: 1.809, data_time: 0.006, memory: 6924, loss_aux: 1.0828, top1_acc: 0.5768, top5_acc: 0.7891, loss_cls: 1.8190, loss: 2.9017, grad_norm: 4.2347 2020-09-12 09:14:07,242 - mmaction - INFO - Epoch [91][700/940] lr: 4.000e-03, eta: 1 day, 4:18:22, time: 1.831, data_time: 0.007, memory: 6924, loss_aux: 1.0785, top1_acc: 0.5910, top5_acc: 0.7971, loss_cls: 1.7695, loss: 2.8480, grad_norm: 4.2432 2020-09-12 09:14:43,807 - mmaction - INFO - Epoch [91][720/940] lr: 4.000e-03, eta: 1 day, 4:17:45, time: 1.830, data_time: 0.006, memory: 6924, loss_aux: 1.1089, top1_acc: 0.5730, top5_acc: 0.7844, loss_cls: 1.8266, loss: 2.9354, grad_norm: 4.2990 2020-09-12 09:15:20,064 - mmaction - INFO - Epoch [91][740/940] lr: 4.000e-03, eta: 1 day, 4:17:08, time: 1.810, data_time: 0.006, memory: 6924, loss_aux: 1.1160, top1_acc: 0.5682, top5_acc: 0.7887, loss_cls: 1.8479, loss: 2.9639, grad_norm: 4.3460 2020-09-12 09:15:56,167 - mmaction - INFO - Epoch [91][760/940] lr: 4.000e-03, eta: 1 day, 4:16:31, time: 1.807, data_time: 0.006, memory: 6924, loss_aux: 1.1131, top1_acc: 0.5732, top5_acc: 0.7891, loss_cls: 1.8272, loss: 2.9403, grad_norm: 4.3138 2020-09-12 09:16:32,311 - mmaction - INFO - Epoch [91][780/940] lr: 4.000e-03, eta: 1 day, 4:15:55, time: 1.805, data_time: 0.007, memory: 6924, loss_aux: 1.0802, top1_acc: 0.5801, top5_acc: 0.7904, loss_cls: 1.7911, loss: 2.8713, grad_norm: 4.1896 2020-09-12 09:17:09,404 - mmaction - INFO - Epoch [91][800/940] lr: 4.000e-03, eta: 1 day, 4:15:18, time: 1.857, data_time: 0.006, memory: 6924, loss_aux: 1.0848, top1_acc: 0.5789, top5_acc: 0.7898, loss_cls: 1.7997, loss: 2.8846, grad_norm: 4.2514 2020-09-12 09:17:45,382 - mmaction - INFO - Epoch [91][820/940] lr: 4.000e-03, eta: 1 day, 4:14:41, time: 1.798, data_time: 0.002, memory: 6924, loss_aux: 1.0912, top1_acc: 0.5824, top5_acc: 0.7859, loss_cls: 1.7981, loss: 2.8893, grad_norm: 4.1915 2020-09-12 09:18:21,891 - mmaction - INFO - Epoch [91][840/940] lr: 4.000e-03, eta: 1 day, 4:14:05, time: 1.823, data_time: 0.005, memory: 6924, loss_aux: 1.0726, top1_acc: 0.5861, top5_acc: 0.7990, loss_cls: 1.7558, loss: 2.8284, grad_norm: 4.1888 2020-09-12 09:18:58,368 - mmaction - INFO - Epoch [91][860/940] lr: 4.000e-03, eta: 1 day, 4:13:28, time: 1.826, data_time: 0.006, memory: 6924, loss_aux: 1.0682, top1_acc: 0.5869, top5_acc: 0.7994, loss_cls: 1.7565, loss: 2.8247, grad_norm: 4.2239 2020-09-12 09:19:35,010 - mmaction - INFO - Epoch [91][880/940] lr: 4.000e-03, eta: 1 day, 4:12:51, time: 1.832, data_time: 0.004, memory: 6924, loss_aux: 1.1049, top1_acc: 0.5684, top5_acc: 0.7820, loss_cls: 1.8585, loss: 2.9634, grad_norm: 4.3236 2020-09-12 09:20:11,624 - mmaction - INFO - Epoch [91][900/940] lr: 4.000e-03, eta: 1 day, 4:12:15, time: 1.830, data_time: 0.005, memory: 6924, loss_aux: 1.0671, top1_acc: 0.5918, top5_acc: 0.8029, loss_cls: 1.7498, loss: 2.8170, grad_norm: 4.2268 2020-09-12 09:20:47,083 - mmaction - INFO - Epoch [91][920/940] lr: 4.000e-03, eta: 1 day, 4:11:38, time: 1.773, data_time: 0.003, memory: 6924, loss_aux: 1.0826, top1_acc: 0.5711, top5_acc: 0.7848, loss_cls: 1.8081, loss: 2.8908, grad_norm: 4.2566 2020-09-12 09:21:23,363 - mmaction - INFO - Epoch [91][940/940] lr: 4.000e-03, eta: 1 day, 4:11:01, time: 1.814, data_time: 0.008, memory: 6924, loss_aux: 1.1008, top1_acc: 0.5686, top5_acc: 0.7920, loss_cls: 1.8143, loss: 2.9151, grad_norm: 4.2894 2020-09-12 09:21:23,979 - mmaction - INFO - Saving checkpoint at 91 epochs 2020-09-12 09:22:08,514 - mmaction - INFO - Epoch [92][20/940] lr: 4.000e-03, eta: 1 day, 4:10:27, time: 2.057, data_time: 0.671, memory: 6924, loss_aux: 1.0837, top1_acc: 0.5844, top5_acc: 0.7930, loss_cls: 1.7891, loss: 2.8728, grad_norm: 4.1692 2020-09-12 09:22:42,502 - mmaction - INFO - Epoch [92][40/940] lr: 4.000e-03, eta: 1 day, 4:09:49, time: 1.700, data_time: 0.006, memory: 6924, loss_aux: 1.0683, top1_acc: 0.5918, top5_acc: 0.7977, loss_cls: 1.7439, loss: 2.8122, grad_norm: 4.1572 2020-09-12 09:23:18,092 - mmaction - INFO - Epoch [92][60/940] lr: 4.000e-03, eta: 1 day, 4:09:12, time: 1.780, data_time: 0.006, memory: 6924, loss_aux: 1.0755, top1_acc: 0.5926, top5_acc: 0.7912, loss_cls: 1.7862, loss: 2.8617, grad_norm: 4.1603 2020-09-12 09:23:54,179 - mmaction - INFO - Epoch [92][80/940] lr: 4.000e-03, eta: 1 day, 4:08:35, time: 1.803, data_time: 0.007, memory: 6924, loss_aux: 1.0588, top1_acc: 0.5871, top5_acc: 0.7979, loss_cls: 1.7465, loss: 2.8053, grad_norm: 4.1560 2020-09-12 09:24:31,342 - mmaction - INFO - Epoch [92][100/940] lr: 4.000e-03, eta: 1 day, 4:07:58, time: 1.860, data_time: 0.006, memory: 6924, loss_aux: 1.0759, top1_acc: 0.5904, top5_acc: 0.7896, loss_cls: 1.7622, loss: 2.8381, grad_norm: 4.2562 2020-09-12 09:25:08,227 - mmaction - INFO - Epoch [92][120/940] lr: 4.000e-03, eta: 1 day, 4:07:22, time: 1.844, data_time: 0.006, memory: 6924, loss_aux: 1.0813, top1_acc: 0.5953, top5_acc: 0.7953, loss_cls: 1.7695, loss: 2.8508, grad_norm: 4.2726 2020-09-12 09:25:44,774 - mmaction - INFO - Epoch [92][140/940] lr: 4.000e-03, eta: 1 day, 4:06:45, time: 1.825, data_time: 0.002, memory: 6924, loss_aux: 1.0782, top1_acc: 0.5883, top5_acc: 0.7875, loss_cls: 1.7930, loss: 2.8712, grad_norm: 4.2329 2020-09-12 09:26:21,655 - mmaction - INFO - Epoch [92][160/940] lr: 4.000e-03, eta: 1 day, 4:06:09, time: 1.843, data_time: 0.006, memory: 6924, loss_aux: 1.0851, top1_acc: 0.5803, top5_acc: 0.7896, loss_cls: 1.8051, loss: 2.8902, grad_norm: 4.1898 2020-09-12 09:26:58,249 - mmaction - INFO - Epoch [92][180/940] lr: 4.000e-03, eta: 1 day, 4:05:32, time: 1.832, data_time: 0.006, memory: 6924, loss_aux: 1.0487, top1_acc: 0.5943, top5_acc: 0.8014, loss_cls: 1.7243, loss: 2.7730, grad_norm: 4.2073 2020-09-12 09:27:34,590 - mmaction - INFO - Epoch [92][200/940] lr: 4.000e-03, eta: 1 day, 4:04:56, time: 1.816, data_time: 0.005, memory: 6924, loss_aux: 1.0677, top1_acc: 0.5871, top5_acc: 0.7918, loss_cls: 1.7563, loss: 2.8240, grad_norm: 4.1842 2020-09-12 09:28:11,415 - mmaction - INFO - Epoch [92][220/940] lr: 4.000e-03, eta: 1 day, 4:04:19, time: 1.843, data_time: 0.005, memory: 6924, loss_aux: 1.0976, top1_acc: 0.5785, top5_acc: 0.7887, loss_cls: 1.8086, loss: 2.9062, grad_norm: 4.3019 2020-09-12 09:28:47,710 - mmaction - INFO - Epoch [92][240/940] lr: 4.000e-03, eta: 1 day, 4:03:42, time: 1.813, data_time: 0.006, memory: 6924, loss_aux: 1.0960, top1_acc: 0.5789, top5_acc: 0.7924, loss_cls: 1.7979, loss: 2.8939, grad_norm: 4.3193 2020-09-12 09:29:24,080 - mmaction - INFO - Epoch [92][260/940] lr: 4.000e-03, eta: 1 day, 4:03:06, time: 1.821, data_time: 0.006, memory: 6924, loss_aux: 1.0968, top1_acc: 0.5828, top5_acc: 0.7873, loss_cls: 1.8011, loss: 2.8979, grad_norm: 4.2454 2020-09-12 09:30:01,092 - mmaction - INFO - Epoch [92][280/940] lr: 4.000e-03, eta: 1 day, 4:02:29, time: 1.849, data_time: 0.006, memory: 6924, loss_aux: 1.0911, top1_acc: 0.5709, top5_acc: 0.7824, loss_cls: 1.8131, loss: 2.9042, grad_norm: 4.2854 2020-09-12 09:30:38,072 - mmaction - INFO - Epoch [92][300/940] lr: 4.000e-03, eta: 1 day, 4:01:53, time: 1.850, data_time: 0.006, memory: 6924, loss_aux: 1.0794, top1_acc: 0.5828, top5_acc: 0.7937, loss_cls: 1.7713, loss: 2.8508, grad_norm: 4.2751 2020-09-12 09:31:14,665 - mmaction - INFO - Epoch [92][320/940] lr: 4.000e-03, eta: 1 day, 4:01:17, time: 1.828, data_time: 0.007, memory: 6924, loss_aux: 1.0855, top1_acc: 0.5730, top5_acc: 0.7904, loss_cls: 1.8081, loss: 2.8936, grad_norm: 4.2621 2020-09-12 09:31:50,757 - mmaction - INFO - Epoch [92][340/940] lr: 4.000e-03, eta: 1 day, 4:00:40, time: 1.806, data_time: 0.006, memory: 6924, loss_aux: 1.0771, top1_acc: 0.5814, top5_acc: 0.7959, loss_cls: 1.7691, loss: 2.8462, grad_norm: 4.2612 2020-09-12 09:32:26,957 - mmaction - INFO - Epoch [92][360/940] lr: 4.000e-03, eta: 1 day, 4:00:03, time: 1.808, data_time: 0.007, memory: 6924, loss_aux: 1.0642, top1_acc: 0.5924, top5_acc: 0.7957, loss_cls: 1.7725, loss: 2.8367, grad_norm: 4.2834 2020-09-12 09:33:04,062 - mmaction - INFO - Epoch [92][380/940] lr: 4.000e-03, eta: 1 day, 3:59:27, time: 1.858, data_time: 0.007, memory: 6924, loss_aux: 1.0640, top1_acc: 0.5902, top5_acc: 0.7932, loss_cls: 1.7704, loss: 2.8344, grad_norm: 4.1863 2020-09-12 09:33:40,680 - mmaction - INFO - Epoch [92][400/940] lr: 4.000e-03, eta: 1 day, 3:58:50, time: 1.829, data_time: 0.006, memory: 6924, loss_aux: 1.0808, top1_acc: 0.5875, top5_acc: 0.7951, loss_cls: 1.7706, loss: 2.8514, grad_norm: 4.3229 2020-09-12 09:34:17,629 - mmaction - INFO - Epoch [92][420/940] lr: 4.000e-03, eta: 1 day, 3:58:14, time: 1.849, data_time: 0.005, memory: 6924, loss_aux: 1.0954, top1_acc: 0.5687, top5_acc: 0.7816, loss_cls: 1.8263, loss: 2.9217, grad_norm: 4.3615 2020-09-12 09:34:53,824 - mmaction - INFO - Epoch [92][440/940] lr: 4.000e-03, eta: 1 day, 3:57:37, time: 1.808, data_time: 0.006, memory: 6924, loss_aux: 1.0661, top1_acc: 0.5785, top5_acc: 0.7973, loss_cls: 1.7677, loss: 2.8338, grad_norm: 4.2546 2020-09-12 09:35:30,884 - mmaction - INFO - Epoch [92][460/940] lr: 4.000e-03, eta: 1 day, 3:57:00, time: 1.853, data_time: 0.006, memory: 6924, loss_aux: 1.0991, top1_acc: 0.5691, top5_acc: 0.7855, loss_cls: 1.8255, loss: 2.9247, grad_norm: 4.2501 2020-09-12 09:36:07,511 - mmaction - INFO - Epoch [92][480/940] lr: 4.000e-03, eta: 1 day, 3:56:24, time: 1.832, data_time: 0.005, memory: 6924, loss_aux: 1.0408, top1_acc: 0.5844, top5_acc: 0.8006, loss_cls: 1.7327, loss: 2.7735, grad_norm: 4.1613 2020-09-12 09:36:43,793 - mmaction - INFO - Epoch [92][500/940] lr: 4.000e-03, eta: 1 day, 3:55:47, time: 1.812, data_time: 0.006, memory: 6924, loss_aux: 1.0579, top1_acc: 0.5803, top5_acc: 0.7988, loss_cls: 1.7519, loss: 2.8098, grad_norm: 4.3031 2020-09-12 09:37:20,578 - mmaction - INFO - Epoch [92][520/940] lr: 4.000e-03, eta: 1 day, 3:55:11, time: 1.842, data_time: 0.007, memory: 6924, loss_aux: 1.0934, top1_acc: 0.5707, top5_acc: 0.7959, loss_cls: 1.8005, loss: 2.8938, grad_norm: 4.2654 2020-09-12 09:37:57,533 - mmaction - INFO - Epoch [92][540/940] lr: 4.000e-03, eta: 1 day, 3:54:34, time: 1.846, data_time: 0.006, memory: 6924, loss_aux: 1.0730, top1_acc: 0.5857, top5_acc: 0.7891, loss_cls: 1.7738, loss: 2.8469, grad_norm: 4.2091 2020-09-12 09:38:34,166 - mmaction - INFO - Epoch [92][560/940] lr: 4.000e-03, eta: 1 day, 3:53:58, time: 1.834, data_time: 0.006, memory: 6924, loss_aux: 1.0901, top1_acc: 0.5818, top5_acc: 0.7943, loss_cls: 1.7895, loss: 2.8796, grad_norm: 4.3155 2020-09-12 09:39:10,914 - mmaction - INFO - Epoch [92][580/940] lr: 4.000e-03, eta: 1 day, 3:53:21, time: 1.835, data_time: 0.006, memory: 6924, loss_aux: 1.0833, top1_acc: 0.5838, top5_acc: 0.7955, loss_cls: 1.7945, loss: 2.8778, grad_norm: 4.2542 2020-09-12 09:39:46,801 - mmaction - INFO - Epoch [92][600/940] lr: 4.000e-03, eta: 1 day, 3:52:44, time: 1.796, data_time: 0.007, memory: 6924, loss_aux: 1.0762, top1_acc: 0.5857, top5_acc: 0.7975, loss_cls: 1.7653, loss: 2.8414, grad_norm: 4.2527 2020-09-12 09:40:23,738 - mmaction - INFO - Epoch [92][620/940] lr: 4.000e-03, eta: 1 day, 3:52:08, time: 1.845, data_time: 0.006, memory: 6924, loss_aux: 1.0894, top1_acc: 0.5750, top5_acc: 0.7885, loss_cls: 1.8089, loss: 2.8984, grad_norm: 4.2488 2020-09-12 09:41:00,866 - mmaction - INFO - Epoch [92][640/940] lr: 4.000e-03, eta: 1 day, 3:51:32, time: 1.858, data_time: 0.006, memory: 6924, loss_aux: 1.0731, top1_acc: 0.5744, top5_acc: 0.7932, loss_cls: 1.7844, loss: 2.8575, grad_norm: 4.2855 2020-09-12 09:41:37,341 - mmaction - INFO - Epoch [92][660/940] lr: 4.000e-03, eta: 1 day, 3:50:55, time: 1.822, data_time: 0.006, memory: 6924, loss_aux: 1.0781, top1_acc: 0.5775, top5_acc: 0.7887, loss_cls: 1.7757, loss: 2.8538, grad_norm: 4.3008 2020-09-12 09:42:13,871 - mmaction - INFO - Epoch [92][680/940] lr: 4.000e-03, eta: 1 day, 3:50:18, time: 1.828, data_time: 0.006, memory: 6924, loss_aux: 1.0753, top1_acc: 0.5908, top5_acc: 0.7889, loss_cls: 1.7795, loss: 2.8549, grad_norm: 4.2518 2020-09-12 09:42:51,195 - mmaction - INFO - Epoch [92][700/940] lr: 4.000e-03, eta: 1 day, 3:49:42, time: 1.865, data_time: 0.007, memory: 6924, loss_aux: 1.1020, top1_acc: 0.5674, top5_acc: 0.7846, loss_cls: 1.8374, loss: 2.9394, grad_norm: 4.3984 2020-09-12 09:43:27,827 - mmaction - INFO - Epoch [92][720/940] lr: 4.000e-03, eta: 1 day, 3:49:06, time: 1.833, data_time: 0.006, memory: 6924, loss_aux: 1.0659, top1_acc: 0.5777, top5_acc: 0.7998, loss_cls: 1.7583, loss: 2.8242, grad_norm: 4.2770 2020-09-12 09:44:04,919 - mmaction - INFO - Epoch [92][740/940] lr: 4.000e-03, eta: 1 day, 3:48:29, time: 1.853, data_time: 0.006, memory: 6924, loss_aux: 1.0481, top1_acc: 0.5977, top5_acc: 0.8018, loss_cls: 1.7378, loss: 2.7859, grad_norm: 4.2046 2020-09-12 09:44:41,564 - mmaction - INFO - Epoch [92][760/940] lr: 4.000e-03, eta: 1 day, 3:47:53, time: 1.834, data_time: 0.006, memory: 6924, loss_aux: 1.0753, top1_acc: 0.5844, top5_acc: 0.7930, loss_cls: 1.7921, loss: 2.8674, grad_norm: 4.2846 2020-09-12 09:45:18,470 - mmaction - INFO - Epoch [92][780/940] lr: 4.000e-03, eta: 1 day, 3:47:16, time: 1.844, data_time: 0.007, memory: 6924, loss_aux: 1.1093, top1_acc: 0.5717, top5_acc: 0.7824, loss_cls: 1.8462, loss: 2.9554, grad_norm: 4.3427 2020-09-12 09:45:55,347 - mmaction - INFO - Epoch [92][800/940] lr: 4.000e-03, eta: 1 day, 3:46:40, time: 1.844, data_time: 0.006, memory: 6924, loss_aux: 1.0990, top1_acc: 0.5750, top5_acc: 0.7855, loss_cls: 1.8303, loss: 2.9293, grad_norm: 4.3185 2020-09-12 09:46:31,512 - mmaction - INFO - Epoch [92][820/940] lr: 4.000e-03, eta: 1 day, 3:46:03, time: 1.810, data_time: 0.006, memory: 6924, loss_aux: 1.0862, top1_acc: 0.5795, top5_acc: 0.7996, loss_cls: 1.7799, loss: 2.8661, grad_norm: 4.3158 2020-09-12 09:47:08,502 - mmaction - INFO - Epoch [92][840/940] lr: 4.000e-03, eta: 1 day, 3:45:27, time: 1.848, data_time: 0.006, memory: 6924, loss_aux: 1.0623, top1_acc: 0.5826, top5_acc: 0.7920, loss_cls: 1.7651, loss: 2.8275, grad_norm: 4.2518 2020-09-12 09:47:45,278 - mmaction - INFO - Epoch [92][860/940] lr: 4.000e-03, eta: 1 day, 3:44:50, time: 1.840, data_time: 0.005, memory: 6924, loss_aux: 1.0932, top1_acc: 0.5797, top5_acc: 0.7834, loss_cls: 1.8099, loss: 2.9031, grad_norm: 4.2917 2020-09-12 09:48:22,143 - mmaction - INFO - Epoch [92][880/940] lr: 4.000e-03, eta: 1 day, 3:44:14, time: 1.842, data_time: 0.006, memory: 6924, loss_aux: 1.0657, top1_acc: 0.5852, top5_acc: 0.7908, loss_cls: 1.7896, loss: 2.8553, grad_norm: 4.3166 2020-09-12 09:48:58,774 - mmaction - INFO - Epoch [92][900/940] lr: 4.000e-03, eta: 1 day, 3:43:37, time: 1.833, data_time: 0.006, memory: 6924, loss_aux: 1.0441, top1_acc: 0.5838, top5_acc: 0.8035, loss_cls: 1.7363, loss: 2.7804, grad_norm: 4.2100 2020-09-12 09:49:35,623 - mmaction - INFO - Epoch [92][920/940] lr: 4.000e-03, eta: 1 day, 3:43:01, time: 1.841, data_time: 0.006, memory: 6924, loss_aux: 1.0678, top1_acc: 0.5826, top5_acc: 0.7969, loss_cls: 1.7644, loss: 2.8323, grad_norm: 4.2194 2020-09-12 09:50:11,357 - mmaction - INFO - Epoch [92][940/940] lr: 4.000e-03, eta: 1 day, 3:42:24, time: 1.784, data_time: 0.006, memory: 6924, loss_aux: 1.1001, top1_acc: 0.5674, top5_acc: 0.7871, loss_cls: 1.8482, loss: 2.9483, grad_norm: 5.3134 2020-09-12 09:50:11,752 - mmaction - INFO - Saving checkpoint at 92 epochs 2020-09-12 09:50:55,088 - mmaction - INFO - Epoch [93][20/940] lr: 4.000e-03, eta: 1 day, 3:41:50, time: 2.034, data_time: 0.542, memory: 6924, loss_aux: 1.1139, top1_acc: 0.5723, top5_acc: 0.7795, loss_cls: 1.8525, loss: 2.9664, grad_norm: 4.3845 2020-09-12 09:51:30,408 - mmaction - INFO - Epoch [93][40/940] lr: 4.000e-03, eta: 1 day, 3:41:12, time: 1.766, data_time: 0.005, memory: 6924, loss_aux: 1.1164, top1_acc: 0.5590, top5_acc: 0.7824, loss_cls: 1.8570, loss: 2.9735, grad_norm: 4.3389 2020-09-12 09:52:07,694 - mmaction - INFO - Epoch [93][60/940] lr: 4.000e-03, eta: 1 day, 3:40:36, time: 1.864, data_time: 0.007, memory: 6924, loss_aux: 1.0775, top1_acc: 0.5904, top5_acc: 0.7916, loss_cls: 1.7754, loss: 2.8529, grad_norm: 4.2032 2020-09-12 09:52:44,151 - mmaction - INFO - Epoch [93][80/940] lr: 4.000e-03, eta: 1 day, 3:39:59, time: 1.823, data_time: 0.006, memory: 6924, loss_aux: 1.0520, top1_acc: 0.5926, top5_acc: 0.8016, loss_cls: 1.7476, loss: 2.7995, grad_norm: 4.2192 2020-09-12 09:53:21,490 - mmaction - INFO - Epoch [93][100/940] lr: 4.000e-03, eta: 1 day, 3:39:23, time: 1.868, data_time: 0.006, memory: 6924, loss_aux: 1.0853, top1_acc: 0.5883, top5_acc: 0.7914, loss_cls: 1.7805, loss: 2.8658, grad_norm: 4.1868 2020-09-12 09:53:57,695 - mmaction - INFO - Epoch [93][120/940] lr: 4.000e-03, eta: 1 day, 3:38:47, time: 1.808, data_time: 0.006, memory: 6924, loss_aux: 1.0858, top1_acc: 0.5861, top5_acc: 0.7898, loss_cls: 1.7889, loss: 2.8747, grad_norm: 4.2013 2020-09-12 09:54:34,211 - mmaction - INFO - Epoch [93][140/940] lr: 4.000e-03, eta: 1 day, 3:38:10, time: 1.827, data_time: 0.006, memory: 6924, loss_aux: 1.0792, top1_acc: 0.5777, top5_acc: 0.7898, loss_cls: 1.8046, loss: 2.8839, grad_norm: 4.2510 2020-09-12 09:55:11,317 - mmaction - INFO - Epoch [93][160/940] lr: 4.000e-03, eta: 1 day, 3:37:34, time: 1.855, data_time: 0.006, memory: 6924, loss_aux: 1.0779, top1_acc: 0.5844, top5_acc: 0.7941, loss_cls: 1.7826, loss: 2.8605, grad_norm: 4.1602 2020-09-12 09:55:48,401 - mmaction - INFO - Epoch [93][180/940] lr: 4.000e-03, eta: 1 day, 3:36:57, time: 1.854, data_time: 0.003, memory: 6924, loss_aux: 1.0904, top1_acc: 0.5906, top5_acc: 0.7937, loss_cls: 1.7935, loss: 2.8838, grad_norm: 4.2795 2020-09-12 09:56:25,008 - mmaction - INFO - Epoch [93][200/940] lr: 4.000e-03, eta: 1 day, 3:36:21, time: 1.829, data_time: 0.005, memory: 6924, loss_aux: 1.0842, top1_acc: 0.5730, top5_acc: 0.7939, loss_cls: 1.7963, loss: 2.8805, grad_norm: 4.1822 2020-09-12 09:57:01,537 - mmaction - INFO - Epoch [93][220/940] lr: 4.000e-03, eta: 1 day, 3:35:44, time: 1.828, data_time: 0.006, memory: 6924, loss_aux: 1.0739, top1_acc: 0.5828, top5_acc: 0.7994, loss_cls: 1.7548, loss: 2.8287, grad_norm: 4.2685 2020-09-12 09:57:38,435 - mmaction - INFO - Epoch [93][240/940] lr: 4.000e-03, eta: 1 day, 3:35:08, time: 1.843, data_time: 0.006, memory: 6924, loss_aux: 1.0911, top1_acc: 0.5766, top5_acc: 0.7914, loss_cls: 1.8122, loss: 2.9033, grad_norm: 4.2967 2020-09-12 09:58:14,963 - mmaction - INFO - Epoch [93][260/940] lr: 4.000e-03, eta: 1 day, 3:34:31, time: 1.828, data_time: 0.006, memory: 6924, loss_aux: 1.0711, top1_acc: 0.5889, top5_acc: 0.7908, loss_cls: 1.7812, loss: 2.8523, grad_norm: 4.2189 2020-09-12 09:58:51,502 - mmaction - INFO - Epoch [93][280/940] lr: 4.000e-03, eta: 1 day, 3:33:54, time: 1.825, data_time: 0.006, memory: 6924, loss_aux: 1.0849, top1_acc: 0.5846, top5_acc: 0.7910, loss_cls: 1.7843, loss: 2.8692, grad_norm: 4.3074 2020-09-12 09:59:28,545 - mmaction - INFO - Epoch [93][300/940] lr: 4.000e-03, eta: 1 day, 3:33:18, time: 1.854, data_time: 0.006, memory: 6924, loss_aux: 1.0910, top1_acc: 0.5799, top5_acc: 0.7959, loss_cls: 1.7833, loss: 2.8743, grad_norm: 4.2570 2020-09-12 10:00:10,196 - mmaction - INFO - Epoch [93][320/940] lr: 4.000e-03, eta: 1 day, 3:32:45, time: 2.078, data_time: 0.007, memory: 6924, loss_aux: 1.0869, top1_acc: 0.5842, top5_acc: 0.7904, loss_cls: 1.8055, loss: 2.8923, grad_norm: 4.2468 2020-09-12 10:00:43,953 - mmaction - INFO - Epoch [93][340/940] lr: 4.000e-03, eta: 1 day, 3:32:06, time: 1.692, data_time: 0.012, memory: 6924, loss_aux: 1.0733, top1_acc: 0.5836, top5_acc: 0.7855, loss_cls: 1.7834, loss: 2.8566, grad_norm: 4.2208 2020-09-12 10:01:20,387 - mmaction - INFO - Epoch [93][360/940] lr: 4.000e-03, eta: 1 day, 3:31:30, time: 1.820, data_time: 0.006, memory: 6924, loss_aux: 1.0615, top1_acc: 0.5941, top5_acc: 0.7988, loss_cls: 1.7380, loss: 2.7995, grad_norm: 4.2667 2020-09-12 10:01:56,907 - mmaction - INFO - Epoch [93][380/940] lr: 4.000e-03, eta: 1 day, 3:30:53, time: 1.827, data_time: 0.005, memory: 6924, loss_aux: 1.0951, top1_acc: 0.5834, top5_acc: 0.7928, loss_cls: 1.8032, loss: 2.8984, grad_norm: 4.3038 2020-09-12 10:02:33,354 - mmaction - INFO - Epoch [93][400/940] lr: 4.000e-03, eta: 1 day, 3:30:16, time: 1.822, data_time: 0.003, memory: 6924, loss_aux: 1.0661, top1_acc: 0.6004, top5_acc: 0.7887, loss_cls: 1.7572, loss: 2.8233, grad_norm: 4.3013 2020-09-12 10:03:10,718 - mmaction - INFO - Epoch [93][420/940] lr: 4.000e-03, eta: 1 day, 3:29:40, time: 1.868, data_time: 0.003, memory: 6924, loss_aux: 1.0844, top1_acc: 0.5734, top5_acc: 0.7961, loss_cls: 1.7944, loss: 2.8789, grad_norm: 4.2930 2020-09-12 10:03:47,758 - mmaction - INFO - Epoch [93][440/940] lr: 4.000e-03, eta: 1 day, 3:29:04, time: 1.851, data_time: 0.006, memory: 6924, loss_aux: 1.0732, top1_acc: 0.5912, top5_acc: 0.7969, loss_cls: 1.7565, loss: 2.8297, grad_norm: 4.2076 2020-09-12 10:04:24,275 - mmaction - INFO - Epoch [93][460/940] lr: 4.000e-03, eta: 1 day, 3:28:27, time: 1.827, data_time: 0.006, memory: 6924, loss_aux: 1.0907, top1_acc: 0.5838, top5_acc: 0.7908, loss_cls: 1.7950, loss: 2.8856, grad_norm: 4.2579 2020-09-12 10:05:00,972 - mmaction - INFO - Epoch [93][480/940] lr: 4.000e-03, eta: 1 day, 3:27:51, time: 1.833, data_time: 0.006, memory: 6924, loss_aux: 1.0917, top1_acc: 0.5805, top5_acc: 0.7906, loss_cls: 1.7859, loss: 2.8776, grad_norm: 4.2911 2020-09-12 10:05:37,427 - mmaction - INFO - Epoch [93][500/940] lr: 4.000e-03, eta: 1 day, 3:27:14, time: 1.823, data_time: 0.006, memory: 6924, loss_aux: 1.0653, top1_acc: 0.5873, top5_acc: 0.7951, loss_cls: 1.7678, loss: 2.8331, grad_norm: 4.2726 2020-09-12 10:06:14,633 - mmaction - INFO - Epoch [93][520/940] lr: 4.000e-03, eta: 1 day, 3:26:38, time: 1.862, data_time: 0.006, memory: 6924, loss_aux: 1.0742, top1_acc: 0.5768, top5_acc: 0.7994, loss_cls: 1.7674, loss: 2.8416, grad_norm: 4.2457 2020-09-12 10:06:48,993 - mmaction - INFO - Epoch [93][540/940] lr: 4.000e-03, eta: 1 day, 3:26:00, time: 1.717, data_time: 0.006, memory: 6924, loss_aux: 1.0874, top1_acc: 0.5766, top5_acc: 0.7836, loss_cls: 1.8141, loss: 2.9015, grad_norm: 4.3154 2020-09-12 10:07:25,695 - mmaction - INFO - Epoch [93][560/940] lr: 4.000e-03, eta: 1 day, 3:25:23, time: 1.837, data_time: 0.006, memory: 6924, loss_aux: 1.0569, top1_acc: 0.5906, top5_acc: 0.8004, loss_cls: 1.7482, loss: 2.8051, grad_norm: 4.2716 2020-09-12 10:08:01,683 - mmaction - INFO - Epoch [93][580/940] lr: 4.000e-03, eta: 1 day, 3:24:46, time: 1.797, data_time: 0.005, memory: 6924, loss_aux: 1.0767, top1_acc: 0.5814, top5_acc: 0.7920, loss_cls: 1.7852, loss: 2.8619, grad_norm: 4.2930 2020-09-12 10:08:38,565 - mmaction - INFO - Epoch [93][600/940] lr: 4.000e-03, eta: 1 day, 3:24:10, time: 1.846, data_time: 0.006, memory: 6924, loss_aux: 1.0935, top1_acc: 0.5754, top5_acc: 0.7885, loss_cls: 1.8053, loss: 2.8987, grad_norm: 4.3473 2020-09-12 10:09:15,812 - mmaction - INFO - Epoch [93][620/940] lr: 4.000e-03, eta: 1 day, 3:23:34, time: 1.861, data_time: 0.006, memory: 6924, loss_aux: 1.1153, top1_acc: 0.5736, top5_acc: 0.7732, loss_cls: 1.8648, loss: 2.9802, grad_norm: 4.3366 2020-09-12 10:09:52,003 - mmaction - INFO - Epoch [93][640/940] lr: 4.000e-03, eta: 1 day, 3:22:57, time: 1.811, data_time: 0.006, memory: 6924, loss_aux: 1.0648, top1_acc: 0.5883, top5_acc: 0.7957, loss_cls: 1.7566, loss: 2.8214, grad_norm: 4.3201 2020-09-12 10:10:28,695 - mmaction - INFO - Epoch [93][660/940] lr: 4.000e-03, eta: 1 day, 3:22:20, time: 1.833, data_time: 0.006, memory: 6924, loss_aux: 1.0814, top1_acc: 0.5785, top5_acc: 0.7928, loss_cls: 1.7951, loss: 2.8766, grad_norm: 4.2859 2020-09-12 10:11:05,361 - mmaction - INFO - Epoch [93][680/940] lr: 4.000e-03, eta: 1 day, 3:21:44, time: 1.835, data_time: 0.006, memory: 6924, loss_aux: 1.0533, top1_acc: 0.5934, top5_acc: 0.8066, loss_cls: 1.7108, loss: 2.7641, grad_norm: 4.2649 2020-09-12 10:11:42,224 - mmaction - INFO - Epoch [93][700/940] lr: 4.000e-03, eta: 1 day, 3:21:07, time: 1.841, data_time: 0.006, memory: 6924, loss_aux: 1.0696, top1_acc: 0.5934, top5_acc: 0.8004, loss_cls: 1.7746, loss: 2.8442, grad_norm: 4.2955 2020-09-12 10:12:19,117 - mmaction - INFO - Epoch [93][720/940] lr: 4.000e-03, eta: 1 day, 3:20:31, time: 1.846, data_time: 0.006, memory: 6924, loss_aux: 1.0620, top1_acc: 0.6020, top5_acc: 0.8002, loss_cls: 1.7392, loss: 2.8013, grad_norm: 4.2046 2020-09-12 10:12:56,276 - mmaction - INFO - Epoch [93][740/940] lr: 4.000e-03, eta: 1 day, 3:19:55, time: 1.857, data_time: 0.006, memory: 6924, loss_aux: 1.0799, top1_acc: 0.5848, top5_acc: 0.8051, loss_cls: 1.7818, loss: 2.8617, grad_norm: 4.3456 2020-09-12 10:13:33,111 - mmaction - INFO - Epoch [93][760/940] lr: 4.000e-03, eta: 1 day, 3:19:18, time: 1.844, data_time: 0.006, memory: 6924, loss_aux: 1.0750, top1_acc: 0.5781, top5_acc: 0.7934, loss_cls: 1.7772, loss: 2.8523, grad_norm: 4.3220 2020-09-12 10:14:09,403 - mmaction - INFO - Epoch [93][780/940] lr: 4.000e-03, eta: 1 day, 3:18:42, time: 1.813, data_time: 0.006, memory: 6924, loss_aux: 1.0871, top1_acc: 0.5814, top5_acc: 0.7881, loss_cls: 1.8150, loss: 2.9021, grad_norm: 4.2934 2020-09-12 10:14:46,296 - mmaction - INFO - Epoch [93][800/940] lr: 4.000e-03, eta: 1 day, 3:18:05, time: 1.846, data_time: 0.006, memory: 6924, loss_aux: 1.0714, top1_acc: 0.5848, top5_acc: 0.7990, loss_cls: 1.7769, loss: 2.8484, grad_norm: 4.3377 2020-09-12 10:15:22,820 - mmaction - INFO - Epoch [93][820/940] lr: 4.000e-03, eta: 1 day, 3:17:29, time: 1.825, data_time: 0.006, memory: 6924, loss_aux: 1.0880, top1_acc: 0.5859, top5_acc: 0.8014, loss_cls: 1.7727, loss: 2.8607, grad_norm: 4.2865 2020-09-12 10:15:59,822 - mmaction - INFO - Epoch [93][840/940] lr: 4.000e-03, eta: 1 day, 3:16:52, time: 1.851, data_time: 0.008, memory: 6924, loss_aux: 1.0714, top1_acc: 0.5881, top5_acc: 0.7988, loss_cls: 1.7536, loss: 2.8250, grad_norm: 4.3178 2020-09-12 10:16:36,611 - mmaction - INFO - Epoch [93][860/940] lr: 4.000e-03, eta: 1 day, 3:16:16, time: 1.838, data_time: 0.006, memory: 6924, loss_aux: 1.0757, top1_acc: 0.5791, top5_acc: 0.7967, loss_cls: 1.7800, loss: 2.8557, grad_norm: 4.3273 2020-09-12 10:17:13,271 - mmaction - INFO - Epoch [93][880/940] lr: 4.000e-03, eta: 1 day, 3:15:39, time: 1.835, data_time: 0.006, memory: 6924, loss_aux: 1.0928, top1_acc: 0.5762, top5_acc: 0.7883, loss_cls: 1.8142, loss: 2.9070, grad_norm: 4.4066 2020-09-12 10:17:49,691 - mmaction - INFO - Epoch [93][900/940] lr: 4.000e-03, eta: 1 day, 3:15:03, time: 1.820, data_time: 0.006, memory: 6924, loss_aux: 1.0720, top1_acc: 0.5830, top5_acc: 0.7924, loss_cls: 1.7731, loss: 2.8451, grad_norm: 4.2802 2020-09-12 10:18:26,355 - mmaction - INFO - Epoch [93][920/940] lr: 4.000e-03, eta: 1 day, 3:14:26, time: 1.834, data_time: 0.006, memory: 6924, loss_aux: 1.0753, top1_acc: 0.5777, top5_acc: 0.7936, loss_cls: 1.7777, loss: 2.8530, grad_norm: 4.3011 2020-09-12 10:19:02,364 - mmaction - INFO - Epoch [93][940/940] lr: 4.000e-03, eta: 1 day, 3:13:49, time: 1.799, data_time: 0.006, memory: 6924, loss_aux: 1.0853, top1_acc: 0.5844, top5_acc: 0.7948, loss_cls: 1.7799, loss: 2.8652, grad_norm: 4.4216 2020-09-12 10:19:02,985 - mmaction - INFO - Saving checkpoint at 93 epochs 2020-09-12 10:19:49,818 - mmaction - INFO - Epoch [94][20/940] lr: 4.000e-03, eta: 1 day, 3:13:16, time: 2.123, data_time: 0.658, memory: 6924, loss_aux: 1.0590, top1_acc: 0.5926, top5_acc: 0.7996, loss_cls: 1.7299, loss: 2.7889, grad_norm: 4.3001 2020-09-12 10:20:23,960 - mmaction - INFO - Epoch [94][40/940] lr: 4.000e-03, eta: 1 day, 3:12:38, time: 1.708, data_time: 0.007, memory: 6924, loss_aux: 1.0724, top1_acc: 0.5881, top5_acc: 0.7904, loss_cls: 1.7740, loss: 2.8464, grad_norm: 4.2596 2020-09-12 10:21:01,484 - mmaction - INFO - Epoch [94][60/940] lr: 4.000e-03, eta: 1 day, 3:12:02, time: 1.878, data_time: 0.006, memory: 6924, loss_aux: 1.0526, top1_acc: 0.5891, top5_acc: 0.8094, loss_cls: 1.7251, loss: 2.7776, grad_norm: 4.2498 2020-09-12 10:21:38,511 - mmaction - INFO - Epoch [94][80/940] lr: 4.000e-03, eta: 1 day, 3:11:26, time: 1.850, data_time: 0.005, memory: 6924, loss_aux: 1.0635, top1_acc: 0.5918, top5_acc: 0.7959, loss_cls: 1.7417, loss: 2.8052, grad_norm: 4.2184 2020-09-12 10:22:14,334 - mmaction - INFO - Epoch [94][100/940] lr: 4.000e-03, eta: 1 day, 3:10:49, time: 1.793, data_time: 0.006, memory: 6924, loss_aux: 1.0909, top1_acc: 0.5744, top5_acc: 0.7908, loss_cls: 1.7962, loss: 2.8871, grad_norm: 4.3834 2020-09-12 10:22:51,117 - mmaction - INFO - Epoch [94][120/940] lr: 4.000e-03, eta: 1 day, 3:10:12, time: 1.837, data_time: 0.002, memory: 6924, loss_aux: 1.0793, top1_acc: 0.5857, top5_acc: 0.7939, loss_cls: 1.7725, loss: 2.8518, grad_norm: 4.2836 2020-09-12 10:23:27,868 - mmaction - INFO - Epoch [94][140/940] lr: 4.000e-03, eta: 1 day, 3:09:36, time: 1.840, data_time: 0.006, memory: 6924, loss_aux: 1.0526, top1_acc: 0.5898, top5_acc: 0.8107, loss_cls: 1.7222, loss: 2.7748, grad_norm: 4.2261 2020-09-12 10:24:04,932 - mmaction - INFO - Epoch [94][160/940] lr: 4.000e-03, eta: 1 day, 3:08:59, time: 1.852, data_time: 0.006, memory: 6924, loss_aux: 1.0760, top1_acc: 0.5779, top5_acc: 0.7990, loss_cls: 1.7716, loss: 2.8475, grad_norm: 4.2312 2020-09-12 10:24:41,685 - mmaction - INFO - Epoch [94][180/940] lr: 4.000e-03, eta: 1 day, 3:08:23, time: 1.839, data_time: 0.006, memory: 6924, loss_aux: 1.0657, top1_acc: 0.5875, top5_acc: 0.7947, loss_cls: 1.7588, loss: 2.8245, grad_norm: 4.1795 2020-09-12 10:25:18,490 - mmaction - INFO - Epoch [94][200/940] lr: 4.000e-03, eta: 1 day, 3:07:46, time: 1.839, data_time: 0.007, memory: 6924, loss_aux: 1.0715, top1_acc: 0.5824, top5_acc: 0.7984, loss_cls: 1.7646, loss: 2.8361, grad_norm: 4.2754 2020-09-12 10:25:55,255 - mmaction - INFO - Epoch [94][220/940] lr: 4.000e-03, eta: 1 day, 3:07:10, time: 1.840, data_time: 0.007, memory: 6924, loss_aux: 1.0745, top1_acc: 0.5822, top5_acc: 0.7961, loss_cls: 1.7657, loss: 2.8402, grad_norm: 4.2241 2020-09-12 10:26:31,782 - mmaction - INFO - Epoch [94][240/940] lr: 4.000e-03, eta: 1 day, 3:06:33, time: 1.825, data_time: 0.006, memory: 6924, loss_aux: 1.0897, top1_acc: 0.5852, top5_acc: 0.7943, loss_cls: 1.7714, loss: 2.8611, grad_norm: 4.3083 2020-09-12 10:27:08,297 - mmaction - INFO - Epoch [94][260/940] lr: 4.000e-03, eta: 1 day, 3:05:57, time: 1.827, data_time: 0.006, memory: 6924, loss_aux: 1.0611, top1_acc: 0.5873, top5_acc: 0.7971, loss_cls: 1.7528, loss: 2.8139, grad_norm: 4.2752 2020-09-12 10:27:45,556 - mmaction - INFO - Epoch [94][280/940] lr: 4.000e-03, eta: 1 day, 3:05:20, time: 1.861, data_time: 0.006, memory: 6924, loss_aux: 1.0989, top1_acc: 0.5807, top5_acc: 0.7939, loss_cls: 1.7974, loss: 2.8964, grad_norm: 4.3868 2020-09-12 10:28:22,231 - mmaction - INFO - Epoch [94][300/940] lr: 4.000e-03, eta: 1 day, 3:04:44, time: 1.836, data_time: 0.005, memory: 6924, loss_aux: 1.0662, top1_acc: 0.5920, top5_acc: 0.8002, loss_cls: 1.7447, loss: 2.8109, grad_norm: 4.2876 2020-09-12 10:28:58,356 - mmaction - INFO - Epoch [94][320/940] lr: 4.000e-03, eta: 1 day, 3:04:07, time: 1.804, data_time: 0.006, memory: 6924, loss_aux: 1.0842, top1_acc: 0.5783, top5_acc: 0.7928, loss_cls: 1.7849, loss: 2.8691, grad_norm: 4.3784 2020-09-12 10:29:35,105 - mmaction - INFO - Epoch [94][340/940] lr: 4.000e-03, eta: 1 day, 3:03:30, time: 1.839, data_time: 0.006, memory: 6924, loss_aux: 1.0891, top1_acc: 0.5830, top5_acc: 0.7947, loss_cls: 1.7866, loss: 2.8757, grad_norm: 4.2957 2020-09-12 10:30:12,717 - mmaction - INFO - Epoch [94][360/940] lr: 4.000e-03, eta: 1 day, 3:02:54, time: 1.879, data_time: 0.007, memory: 6924, loss_aux: 1.0574, top1_acc: 0.5881, top5_acc: 0.7975, loss_cls: 1.7494, loss: 2.8068, grad_norm: 4.3518 2020-09-12 10:30:49,577 - mmaction - INFO - Epoch [94][380/940] lr: 4.000e-03, eta: 1 day, 3:02:18, time: 1.845, data_time: 0.004, memory: 6924, loss_aux: 1.0824, top1_acc: 0.5781, top5_acc: 0.7904, loss_cls: 1.7935, loss: 2.8759, grad_norm: 4.3867 2020-09-12 10:31:26,015 - mmaction - INFO - Epoch [94][400/940] lr: 4.000e-03, eta: 1 day, 3:01:41, time: 1.821, data_time: 0.005, memory: 6924, loss_aux: 1.1137, top1_acc: 0.5746, top5_acc: 0.7781, loss_cls: 1.8469, loss: 2.9606, grad_norm: 4.4277 2020-09-12 10:32:02,708 - mmaction - INFO - Epoch [94][420/940] lr: 4.000e-03, eta: 1 day, 3:01:05, time: 1.836, data_time: 0.006, memory: 6924, loss_aux: 1.0966, top1_acc: 0.5727, top5_acc: 0.7912, loss_cls: 1.8140, loss: 2.9106, grad_norm: 4.3170 2020-09-12 10:32:39,028 - mmaction - INFO - Epoch [94][440/940] lr: 4.000e-03, eta: 1 day, 3:00:28, time: 1.816, data_time: 0.004, memory: 6924, loss_aux: 1.0830, top1_acc: 0.5766, top5_acc: 0.7918, loss_cls: 1.7892, loss: 2.8722, grad_norm: 4.2846 2020-09-12 10:33:15,505 - mmaction - INFO - Epoch [94][460/940] lr: 4.000e-03, eta: 1 day, 2:59:51, time: 1.823, data_time: 0.002, memory: 6924, loss_aux: 1.1035, top1_acc: 0.5717, top5_acc: 0.7840, loss_cls: 1.8376, loss: 2.9411, grad_norm: 4.3969 2020-09-12 10:33:52,281 - mmaction - INFO - Epoch [94][480/940] lr: 4.000e-03, eta: 1 day, 2:59:15, time: 1.837, data_time: 0.006, memory: 6924, loss_aux: 1.0809, top1_acc: 0.5832, top5_acc: 0.7953, loss_cls: 1.7651, loss: 2.8460, grad_norm: 4.3260 2020-09-12 10:34:28,321 - mmaction - INFO - Epoch [94][500/940] lr: 4.000e-03, eta: 1 day, 2:58:38, time: 1.804, data_time: 0.006, memory: 6924, loss_aux: 1.0712, top1_acc: 0.5789, top5_acc: 0.7953, loss_cls: 1.7688, loss: 2.8400, grad_norm: 4.3863 2020-09-12 10:35:04,785 - mmaction - INFO - Epoch [94][520/940] lr: 4.000e-03, eta: 1 day, 2:58:01, time: 1.824, data_time: 0.006, memory: 6924, loss_aux: 1.0789, top1_acc: 0.5867, top5_acc: 0.7902, loss_cls: 1.7712, loss: 2.8501, grad_norm: 4.3900 2020-09-12 10:35:41,606 - mmaction - INFO - Epoch [94][540/940] lr: 4.000e-03, eta: 1 day, 2:57:25, time: 1.841, data_time: 0.002, memory: 6924, loss_aux: 1.0862, top1_acc: 0.5842, top5_acc: 0.7879, loss_cls: 1.8061, loss: 2.8923, grad_norm: 4.4350 2020-09-12 10:36:17,953 - mmaction - INFO - Epoch [94][560/940] lr: 4.000e-03, eta: 1 day, 2:56:48, time: 1.815, data_time: 0.006, memory: 6924, loss_aux: 1.0645, top1_acc: 0.5871, top5_acc: 0.7957, loss_cls: 1.7514, loss: 2.8158, grad_norm: 4.3969 2020-09-12 10:36:54,997 - mmaction - INFO - Epoch [94][580/940] lr: 4.000e-03, eta: 1 day, 2:56:12, time: 1.854, data_time: 0.006, memory: 6924, loss_aux: 1.0634, top1_acc: 0.5828, top5_acc: 0.7971, loss_cls: 1.7691, loss: 2.8325, grad_norm: 4.3145 2020-09-12 10:37:31,441 - mmaction - INFO - Epoch [94][600/940] lr: 4.000e-03, eta: 1 day, 2:55:35, time: 1.821, data_time: 0.005, memory: 6924, loss_aux: 1.0739, top1_acc: 0.5910, top5_acc: 0.7979, loss_cls: 1.7690, loss: 2.8429, grad_norm: 4.4273 2020-09-12 10:38:07,702 - mmaction - INFO - Epoch [94][620/940] lr: 4.000e-03, eta: 1 day, 2:54:58, time: 1.814, data_time: 0.005, memory: 6924, loss_aux: 1.0770, top1_acc: 0.5803, top5_acc: 0.8027, loss_cls: 1.7756, loss: 2.8526, grad_norm: 4.4544 2020-09-12 10:38:44,891 - mmaction - INFO - Epoch [94][640/940] lr: 4.000e-03, eta: 1 day, 2:54:22, time: 1.858, data_time: 0.006, memory: 6924, loss_aux: 1.0732, top1_acc: 0.5811, top5_acc: 0.7959, loss_cls: 1.7645, loss: 2.8377, grad_norm: 4.3025 2020-09-12 10:39:21,205 - mmaction - INFO - Epoch [94][660/940] lr: 4.000e-03, eta: 1 day, 2:53:45, time: 1.817, data_time: 0.006, memory: 6924, loss_aux: 1.0830, top1_acc: 0.5852, top5_acc: 0.7900, loss_cls: 1.8013, loss: 2.8843, grad_norm: 4.3939 2020-09-12 10:39:57,717 - mmaction - INFO - Epoch [94][680/940] lr: 4.000e-03, eta: 1 day, 2:53:09, time: 1.824, data_time: 0.006, memory: 6924, loss_aux: 1.0734, top1_acc: 0.5842, top5_acc: 0.8021, loss_cls: 1.7646, loss: 2.8381, grad_norm: 4.3617 2020-09-12 10:40:33,855 - mmaction - INFO - Epoch [94][700/940] lr: 4.000e-03, eta: 1 day, 2:52:32, time: 1.809, data_time: 0.006, memory: 6924, loss_aux: 1.0648, top1_acc: 0.5967, top5_acc: 0.8025, loss_cls: 1.7427, loss: 2.8074, grad_norm: 4.4782 2020-09-12 10:41:10,979 - mmaction - INFO - Epoch [94][720/940] lr: 4.000e-03, eta: 1 day, 2:51:56, time: 1.855, data_time: 0.006, memory: 6924, loss_aux: 1.1041, top1_acc: 0.5686, top5_acc: 0.7867, loss_cls: 1.8285, loss: 2.9326, grad_norm: 4.4705 2020-09-12 10:41:47,029 - mmaction - INFO - Epoch [94][740/940] lr: 4.000e-03, eta: 1 day, 2:51:19, time: 1.804, data_time: 0.006, memory: 6924, loss_aux: 1.0743, top1_acc: 0.5873, top5_acc: 0.7932, loss_cls: 1.7658, loss: 2.8402, grad_norm: 4.3616 2020-09-12 10:42:23,865 - mmaction - INFO - Epoch [94][760/940] lr: 4.000e-03, eta: 1 day, 2:50:42, time: 1.840, data_time: 0.006, memory: 6924, loss_aux: 1.0560, top1_acc: 0.5959, top5_acc: 0.7986, loss_cls: 1.7383, loss: 2.7943, grad_norm: 4.3755 2020-09-12 10:43:00,687 - mmaction - INFO - Epoch [94][780/940] lr: 4.000e-03, eta: 1 day, 2:50:06, time: 1.843, data_time: 0.006, memory: 6924, loss_aux: 1.0825, top1_acc: 0.5813, top5_acc: 0.7883, loss_cls: 1.7993, loss: 2.8818, grad_norm: 4.4526 2020-09-12 10:43:36,569 - mmaction - INFO - Epoch [94][800/940] lr: 4.000e-03, eta: 1 day, 2:49:29, time: 1.792, data_time: 0.007, memory: 6924, loss_aux: 1.0678, top1_acc: 0.5951, top5_acc: 0.7971, loss_cls: 1.7608, loss: 2.8285, grad_norm: 4.3781 2020-09-12 10:44:12,578 - mmaction - INFO - Epoch [94][820/940] lr: 4.000e-03, eta: 1 day, 2:48:52, time: 1.803, data_time: 0.006, memory: 6924, loss_aux: 1.0511, top1_acc: 0.5895, top5_acc: 0.8094, loss_cls: 1.7091, loss: 2.7602, grad_norm: 4.4119 2020-09-12 10:44:49,277 - mmaction - INFO - Epoch [94][840/940] lr: 4.000e-03, eta: 1 day, 2:48:15, time: 1.833, data_time: 0.006, memory: 6924, loss_aux: 1.0859, top1_acc: 0.5809, top5_acc: 0.7973, loss_cls: 1.7892, loss: 2.8751, grad_norm: 4.3308 2020-09-12 10:45:26,004 - mmaction - INFO - Epoch [94][860/940] lr: 4.000e-03, eta: 1 day, 2:47:39, time: 1.836, data_time: 0.006, memory: 6924, loss_aux: 1.0559, top1_acc: 0.5895, top5_acc: 0.7965, loss_cls: 1.7412, loss: 2.7971, grad_norm: 4.2700 2020-09-12 10:46:02,310 - mmaction - INFO - Epoch [94][880/940] lr: 4.000e-03, eta: 1 day, 2:47:02, time: 1.817, data_time: 0.006, memory: 6924, loss_aux: 1.0933, top1_acc: 0.5715, top5_acc: 0.7869, loss_cls: 1.8182, loss: 2.9115, grad_norm: 4.5230 2020-09-12 10:46:38,829 - mmaction - INFO - Epoch [94][900/940] lr: 4.000e-03, eta: 1 day, 2:46:25, time: 1.824, data_time: 0.007, memory: 6924, loss_aux: 1.0741, top1_acc: 0.5818, top5_acc: 0.7955, loss_cls: 1.7750, loss: 2.8491, grad_norm: 4.4621 2020-09-12 10:47:15,083 - mmaction - INFO - Epoch [94][920/940] lr: 4.000e-03, eta: 1 day, 2:45:49, time: 1.815, data_time: 0.005, memory: 6924, loss_aux: 1.0612, top1_acc: 0.5930, top5_acc: 0.7984, loss_cls: 1.7415, loss: 2.8027, grad_norm: 4.3938 2020-09-12 10:47:51,065 - mmaction - INFO - Epoch [94][940/940] lr: 4.000e-03, eta: 1 day, 2:45:12, time: 1.797, data_time: 0.007, memory: 6924, loss_aux: 1.0855, top1_acc: 0.5826, top5_acc: 0.7999, loss_cls: 1.7934, loss: 2.8789, grad_norm: 5.0758 2020-09-12 10:47:51,591 - mmaction - INFO - Saving checkpoint at 94 epochs 2020-09-12 10:48:34,746 - mmaction - INFO - Epoch [95][20/940] lr: 4.000e-03, eta: 1 day, 2:44:37, time: 2.013, data_time: 0.546, memory: 6924, loss_aux: 1.0883, top1_acc: 0.5758, top5_acc: 0.7902, loss_cls: 1.7969, loss: 2.8852, grad_norm: 4.5182 2020-09-12 10:49:09,767 - mmaction - INFO - Epoch [95][40/940] lr: 4.000e-03, eta: 1 day, 2:44:00, time: 1.753, data_time: 0.006, memory: 6924, loss_aux: 1.0791, top1_acc: 0.5861, top5_acc: 0.8041, loss_cls: 1.7701, loss: 2.8492, grad_norm: 4.3376 2020-09-12 10:49:45,993 - mmaction - INFO - Epoch [95][60/940] lr: 4.000e-03, eta: 1 day, 2:43:23, time: 1.810, data_time: 0.007, memory: 6924, loss_aux: 1.0831, top1_acc: 0.5809, top5_acc: 0.7967, loss_cls: 1.7857, loss: 2.8688, grad_norm: 4.3581 2020-09-12 10:50:23,258 - mmaction - INFO - Epoch [95][80/940] lr: 4.000e-03, eta: 1 day, 2:42:47, time: 1.862, data_time: 0.006, memory: 6924, loss_aux: 1.0727, top1_acc: 0.5889, top5_acc: 0.7980, loss_cls: 1.7744, loss: 2.8471, grad_norm: 4.3468 2020-09-12 10:50:58,765 - mmaction - INFO - Epoch [95][100/940] lr: 4.000e-03, eta: 1 day, 2:42:09, time: 1.777, data_time: 0.007, memory: 6924, loss_aux: 1.0747, top1_acc: 0.5924, top5_acc: 0.7969, loss_cls: 1.7718, loss: 2.8466, grad_norm: 4.3040 2020-09-12 10:51:35,137 - mmaction - INFO - Epoch [95][120/940] lr: 4.000e-03, eta: 1 day, 2:41:33, time: 1.817, data_time: 0.006, memory: 6924, loss_aux: 1.0490, top1_acc: 0.5912, top5_acc: 0.8041, loss_cls: 1.7215, loss: 2.7705, grad_norm: 4.3073 2020-09-12 10:52:12,018 - mmaction - INFO - Epoch [95][140/940] lr: 4.000e-03, eta: 1 day, 2:40:56, time: 1.844, data_time: 0.006, memory: 6924, loss_aux: 1.0809, top1_acc: 0.5768, top5_acc: 0.7986, loss_cls: 1.7875, loss: 2.8684, grad_norm: 4.3841 2020-09-12 10:52:48,788 - mmaction - INFO - Epoch [95][160/940] lr: 4.000e-03, eta: 1 day, 2:40:20, time: 1.839, data_time: 0.005, memory: 6924, loss_aux: 1.1034, top1_acc: 0.5760, top5_acc: 0.7857, loss_cls: 1.8354, loss: 2.9388, grad_norm: 4.4317 2020-09-12 10:53:23,971 - mmaction - INFO - Epoch [95][180/940] lr: 4.000e-03, eta: 1 day, 2:39:42, time: 1.761, data_time: 0.006, memory: 6924, loss_aux: 1.0687, top1_acc: 0.5893, top5_acc: 0.7959, loss_cls: 1.7633, loss: 2.8320, grad_norm: 4.3449 2020-09-12 10:54:00,014 - mmaction - INFO - Epoch [95][200/940] lr: 4.000e-03, eta: 1 day, 2:39:05, time: 1.800, data_time: 0.006, memory: 6924, loss_aux: 1.0569, top1_acc: 0.5873, top5_acc: 0.8053, loss_cls: 1.7346, loss: 2.7914, grad_norm: 4.3358 2020-09-12 10:54:36,482 - mmaction - INFO - Epoch [95][220/940] lr: 4.000e-03, eta: 1 day, 2:38:29, time: 1.825, data_time: 0.006, memory: 6924, loss_aux: 1.0811, top1_acc: 0.5807, top5_acc: 0.7979, loss_cls: 1.7730, loss: 2.8541, grad_norm: 4.3519 2020-09-12 10:55:12,439 - mmaction - INFO - Epoch [95][240/940] lr: 4.000e-03, eta: 1 day, 2:37:52, time: 1.797, data_time: 0.007, memory: 6924, loss_aux: 1.0539, top1_acc: 0.5873, top5_acc: 0.7945, loss_cls: 1.7427, loss: 2.7966, grad_norm: 4.2776 2020-09-12 10:55:48,864 - mmaction - INFO - Epoch [95][260/940] lr: 4.000e-03, eta: 1 day, 2:37:15, time: 1.823, data_time: 0.006, memory: 6924, loss_aux: 1.0764, top1_acc: 0.5846, top5_acc: 0.8025, loss_cls: 1.7578, loss: 2.8342, grad_norm: 4.3028 2020-09-12 10:56:24,131 - mmaction - INFO - Epoch [95][280/940] lr: 4.000e-03, eta: 1 day, 2:36:38, time: 1.762, data_time: 0.007, memory: 6924, loss_aux: 1.0673, top1_acc: 0.5873, top5_acc: 0.7992, loss_cls: 1.7555, loss: 2.8229, grad_norm: 4.3028 2020-09-12 10:57:00,293 - mmaction - INFO - Epoch [95][300/940] lr: 4.000e-03, eta: 1 day, 2:36:01, time: 1.809, data_time: 0.005, memory: 6924, loss_aux: 1.0538, top1_acc: 0.5957, top5_acc: 0.8037, loss_cls: 1.7189, loss: 2.7727, grad_norm: 4.3440 2020-09-12 10:57:36,409 - mmaction - INFO - Epoch [95][320/940] lr: 4.000e-03, eta: 1 day, 2:35:24, time: 1.805, data_time: 0.006, memory: 6924, loss_aux: 1.0546, top1_acc: 0.5908, top5_acc: 0.8070, loss_cls: 1.7343, loss: 2.7888, grad_norm: 4.3264 2020-09-12 10:58:12,271 - mmaction - INFO - Epoch [95][340/940] lr: 4.000e-03, eta: 1 day, 2:34:47, time: 1.794, data_time: 0.006, memory: 6924, loss_aux: 1.0722, top1_acc: 0.5887, top5_acc: 0.8018, loss_cls: 1.7582, loss: 2.8304, grad_norm: 4.3359 2020-09-12 10:58:48,965 - mmaction - INFO - Epoch [95][360/940] lr: 4.000e-03, eta: 1 day, 2:34:10, time: 1.833, data_time: 0.006, memory: 6924, loss_aux: 1.0488, top1_acc: 0.5986, top5_acc: 0.8021, loss_cls: 1.7205, loss: 2.7693, grad_norm: 4.2934 2020-09-12 10:59:24,918 - mmaction - INFO - Epoch [95][380/940] lr: 4.000e-03, eta: 1 day, 2:33:33, time: 1.799, data_time: 0.006, memory: 6924, loss_aux: 1.0766, top1_acc: 0.5871, top5_acc: 0.7937, loss_cls: 1.7742, loss: 2.8508, grad_norm: 4.3809 2020-09-12 11:00:00,926 - mmaction - INFO - Epoch [95][400/940] lr: 4.000e-03, eta: 1 day, 2:32:56, time: 1.799, data_time: 0.006, memory: 6924, loss_aux: 1.0844, top1_acc: 0.5766, top5_acc: 0.7926, loss_cls: 1.7878, loss: 2.8722, grad_norm: 4.3364 2020-09-12 11:00:39,111 - mmaction - INFO - Epoch [95][420/940] lr: 4.000e-03, eta: 1 day, 2:32:21, time: 1.901, data_time: 0.009, memory: 6924, loss_aux: 1.0813, top1_acc: 0.5863, top5_acc: 0.7902, loss_cls: 1.7888, loss: 2.8701, grad_norm: 4.3965 2020-09-12 11:01:14,116 - mmaction - INFO - Epoch [95][440/940] lr: 4.000e-03, eta: 1 day, 2:31:43, time: 1.760, data_time: 0.023, memory: 6924, loss_aux: 1.0719, top1_acc: 0.5879, top5_acc: 0.8004, loss_cls: 1.7339, loss: 2.8058, grad_norm: 4.3545 2020-09-12 11:01:50,259 - mmaction - INFO - Epoch [95][460/940] lr: 4.000e-03, eta: 1 day, 2:31:06, time: 1.806, data_time: 0.006, memory: 6924, loss_aux: 1.0865, top1_acc: 0.5760, top5_acc: 0.7883, loss_cls: 1.7982, loss: 2.8847, grad_norm: 4.4232 2020-09-12 11:02:26,057 - mmaction - INFO - Epoch [95][480/940] lr: 4.000e-03, eta: 1 day, 2:30:29, time: 1.791, data_time: 0.006, memory: 6924, loss_aux: 1.0390, top1_acc: 0.5963, top5_acc: 0.8084, loss_cls: 1.7068, loss: 2.7458, grad_norm: 4.3144 2020-09-12 11:03:01,871 - mmaction - INFO - Epoch [95][500/940] lr: 4.000e-03, eta: 1 day, 2:29:52, time: 1.791, data_time: 0.003, memory: 6924, loss_aux: 1.0543, top1_acc: 0.5984, top5_acc: 0.8072, loss_cls: 1.7160, loss: 2.7703, grad_norm: 4.3885 2020-09-12 11:03:38,889 - mmaction - INFO - Epoch [95][520/940] lr: 4.000e-03, eta: 1 day, 2:29:16, time: 1.849, data_time: 0.005, memory: 6924, loss_aux: 1.0741, top1_acc: 0.5887, top5_acc: 0.7961, loss_cls: 1.7721, loss: 2.8461, grad_norm: 4.4210 2020-09-12 11:04:13,633 - mmaction - INFO - Epoch [95][540/940] lr: 4.000e-03, eta: 1 day, 2:28:38, time: 1.739, data_time: 0.006, memory: 6924, loss_aux: 1.0866, top1_acc: 0.5918, top5_acc: 0.7947, loss_cls: 1.7885, loss: 2.8752, grad_norm: 4.3925 2020-09-12 11:04:49,472 - mmaction - INFO - Epoch [95][560/940] lr: 4.000e-03, eta: 1 day, 2:28:01, time: 1.791, data_time: 0.006, memory: 6924, loss_aux: 1.0618, top1_acc: 0.5865, top5_acc: 0.7994, loss_cls: 1.7553, loss: 2.8171, grad_norm: 4.3694 2020-09-12 11:05:25,402 - mmaction - INFO - Epoch [95][580/940] lr: 4.000e-03, eta: 1 day, 2:27:24, time: 1.795, data_time: 0.005, memory: 6924, loss_aux: 1.0751, top1_acc: 0.5775, top5_acc: 0.7945, loss_cls: 1.7709, loss: 2.8459, grad_norm: 4.3336 2020-09-12 11:06:01,762 - mmaction - INFO - Epoch [95][600/940] lr: 4.000e-03, eta: 1 day, 2:26:48, time: 1.821, data_time: 0.006, memory: 6924, loss_aux: 1.0691, top1_acc: 0.5908, top5_acc: 0.7996, loss_cls: 1.7435, loss: 2.8126, grad_norm: 4.3596 2020-09-12 11:06:37,103 - mmaction - INFO - Epoch [95][620/940] lr: 4.000e-03, eta: 1 day, 2:26:10, time: 1.765, data_time: 0.005, memory: 6924, loss_aux: 1.1087, top1_acc: 0.5719, top5_acc: 0.7816, loss_cls: 1.8433, loss: 2.9521, grad_norm: 4.4021 2020-09-12 11:07:12,692 - mmaction - INFO - Epoch [95][640/940] lr: 4.000e-03, eta: 1 day, 2:25:33, time: 1.781, data_time: 0.006, memory: 6924, loss_aux: 1.0868, top1_acc: 0.5750, top5_acc: 0.7908, loss_cls: 1.7951, loss: 2.8819, grad_norm: 4.4173 2020-09-12 11:07:49,419 - mmaction - INFO - Epoch [95][660/940] lr: 4.000e-03, eta: 1 day, 2:24:57, time: 1.837, data_time: 0.007, memory: 6924, loss_aux: 1.0688, top1_acc: 0.5936, top5_acc: 0.7937, loss_cls: 1.7540, loss: 2.8228, grad_norm: 4.3467 2020-09-12 11:08:24,818 - mmaction - INFO - Epoch [95][680/940] lr: 4.000e-03, eta: 1 day, 2:24:19, time: 1.769, data_time: 0.002, memory: 6924, loss_aux: 1.0987, top1_acc: 0.5783, top5_acc: 0.7904, loss_cls: 1.8207, loss: 2.9194, grad_norm: 4.4304 2020-09-12 11:09:00,183 - mmaction - INFO - Epoch [95][700/940] lr: 4.000e-03, eta: 1 day, 2:23:42, time: 1.767, data_time: 0.006, memory: 6924, loss_aux: 1.0482, top1_acc: 0.5912, top5_acc: 0.7979, loss_cls: 1.7340, loss: 2.7822, grad_norm: 4.3535 2020-09-12 11:09:35,771 - mmaction - INFO - Epoch [95][720/940] lr: 4.000e-03, eta: 1 day, 2:23:05, time: 1.781, data_time: 0.005, memory: 6924, loss_aux: 1.0750, top1_acc: 0.5813, top5_acc: 0.7953, loss_cls: 1.7660, loss: 2.8409, grad_norm: 4.3816 2020-09-12 11:10:11,662 - mmaction - INFO - Epoch [95][740/940] lr: 4.000e-03, eta: 1 day, 2:22:28, time: 1.793, data_time: 0.006, memory: 6924, loss_aux: 1.0566, top1_acc: 0.5957, top5_acc: 0.7990, loss_cls: 1.7399, loss: 2.7965, grad_norm: 4.3465 2020-09-12 11:10:47,387 - mmaction - INFO - Epoch [95][760/940] lr: 4.000e-03, eta: 1 day, 2:21:51, time: 1.789, data_time: 0.006, memory: 6924, loss_aux: 1.0975, top1_acc: 0.5783, top5_acc: 0.7918, loss_cls: 1.8015, loss: 2.8991, grad_norm: 4.4268 2020-09-12 11:11:22,549 - mmaction - INFO - Epoch [95][780/940] lr: 4.000e-03, eta: 1 day, 2:21:13, time: 1.757, data_time: 0.005, memory: 6924, loss_aux: 1.0973, top1_acc: 0.5760, top5_acc: 0.7895, loss_cls: 1.8158, loss: 2.9131, grad_norm: 4.4021 2020-09-12 11:11:58,859 - mmaction - INFO - Epoch [95][800/940] lr: 4.000e-03, eta: 1 day, 2:20:37, time: 1.815, data_time: 0.005, memory: 6924, loss_aux: 1.0512, top1_acc: 0.5883, top5_acc: 0.7992, loss_cls: 1.7228, loss: 2.7740, grad_norm: 4.3440 2020-09-12 11:12:34,285 - mmaction - INFO - Epoch [95][820/940] lr: 4.000e-03, eta: 1 day, 2:19:59, time: 1.773, data_time: 0.006, memory: 6924, loss_aux: 1.0833, top1_acc: 0.5865, top5_acc: 0.7969, loss_cls: 1.7752, loss: 2.8585, grad_norm: 4.3846 2020-09-12 11:13:10,238 - mmaction - INFO - Epoch [95][840/940] lr: 4.000e-03, eta: 1 day, 2:19:22, time: 1.797, data_time: 0.002, memory: 6924, loss_aux: 1.0688, top1_acc: 0.5922, top5_acc: 0.7943, loss_cls: 1.7505, loss: 2.8193, grad_norm: 4.3877 2020-09-12 11:13:45,652 - mmaction - INFO - Epoch [95][860/940] lr: 4.000e-03, eta: 1 day, 2:18:45, time: 1.769, data_time: 0.006, memory: 6924, loss_aux: 1.0554, top1_acc: 0.5906, top5_acc: 0.8072, loss_cls: 1.7298, loss: 2.7852, grad_norm: 4.3510 2020-09-12 11:14:21,297 - mmaction - INFO - Epoch [95][880/940] lr: 4.000e-03, eta: 1 day, 2:18:08, time: 1.784, data_time: 0.006, memory: 6924, loss_aux: 1.0800, top1_acc: 0.5811, top5_acc: 0.7893, loss_cls: 1.7943, loss: 2.8744, grad_norm: 4.4122 2020-09-12 11:14:56,732 - mmaction - INFO - Epoch [95][900/940] lr: 4.000e-03, eta: 1 day, 2:17:31, time: 1.769, data_time: 0.006, memory: 6924, loss_aux: 1.0674, top1_acc: 0.5797, top5_acc: 0.7984, loss_cls: 1.7628, loss: 2.8302, grad_norm: 4.4426 2020-09-12 11:15:32,268 - mmaction - INFO - Epoch [95][920/940] lr: 4.000e-03, eta: 1 day, 2:16:53, time: 1.776, data_time: 0.006, memory: 6924, loss_aux: 1.0733, top1_acc: 0.5945, top5_acc: 0.7992, loss_cls: 1.7599, loss: 2.8333, grad_norm: 4.3510 2020-09-12 11:16:07,004 - mmaction - INFO - Epoch [95][940/940] lr: 4.000e-03, eta: 1 day, 2:16:16, time: 1.740, data_time: 0.008, memory: 6924, loss_aux: 1.0925, top1_acc: 0.5789, top5_acc: 0.7991, loss_cls: 1.7970, loss: 2.8895, grad_norm: 4.4630 2020-09-12 11:16:07,639 - mmaction - INFO - Saving checkpoint at 95 epochs 2020-09-12 11:16:55,129 - mmaction - INFO - Epoch [96][20/940] lr: 4.000e-03, eta: 1 day, 2:15:43, time: 2.127, data_time: 0.728, memory: 6924, loss_aux: 1.0640, top1_acc: 0.5934, top5_acc: 0.8063, loss_cls: 1.7315, loss: 2.7955, grad_norm: 4.3621 2020-09-12 11:17:27,800 - mmaction - INFO - Epoch [96][40/940] lr: 4.000e-03, eta: 1 day, 2:15:04, time: 1.636, data_time: 0.007, memory: 6924, loss_aux: 1.0498, top1_acc: 0.5951, top5_acc: 0.7992, loss_cls: 1.7352, loss: 2.7850, grad_norm: 4.3191 2020-09-12 11:18:02,606 - mmaction - INFO - Epoch [96][60/940] lr: 4.000e-03, eta: 1 day, 2:14:26, time: 1.738, data_time: 0.005, memory: 6924, loss_aux: 1.0708, top1_acc: 0.5893, top5_acc: 0.7973, loss_cls: 1.7409, loss: 2.8117, grad_norm: 4.3805 2020-09-12 11:18:38,285 - mmaction - INFO - Epoch [96][80/940] lr: 4.000e-03, eta: 1 day, 2:13:49, time: 1.786, data_time: 0.007, memory: 6924, loss_aux: 1.0682, top1_acc: 0.5918, top5_acc: 0.8027, loss_cls: 1.7413, loss: 2.8095, grad_norm: 4.3887 2020-09-12 11:19:13,768 - mmaction - INFO - Epoch [96][100/940] lr: 4.000e-03, eta: 1 day, 2:13:12, time: 1.773, data_time: 0.006, memory: 6924, loss_aux: 1.0501, top1_acc: 0.5982, top5_acc: 0.8045, loss_cls: 1.7130, loss: 2.7631, grad_norm: 4.2880 2020-09-12 11:19:49,836 - mmaction - INFO - Epoch [96][120/940] lr: 4.000e-03, eta: 1 day, 2:12:35, time: 1.805, data_time: 0.006, memory: 6924, loss_aux: 1.0512, top1_acc: 0.5969, top5_acc: 0.7984, loss_cls: 1.7229, loss: 2.7741, grad_norm: 4.3206 2020-09-12 11:20:25,126 - mmaction - INFO - Epoch [96][140/940] lr: 4.000e-03, eta: 1 day, 2:11:58, time: 1.763, data_time: 0.005, memory: 6924, loss_aux: 1.0742, top1_acc: 0.5908, top5_acc: 0.7977, loss_cls: 1.7667, loss: 2.8409, grad_norm: 4.4351 2020-09-12 11:21:00,996 - mmaction - INFO - Epoch [96][160/940] lr: 4.000e-03, eta: 1 day, 2:11:21, time: 1.796, data_time: 0.006, memory: 6924, loss_aux: 1.0806, top1_acc: 0.5809, top5_acc: 0.7928, loss_cls: 1.7838, loss: 2.8644, grad_norm: 4.4219 2020-09-12 11:21:36,596 - mmaction - INFO - Epoch [96][180/940] lr: 4.000e-03, eta: 1 day, 2:10:44, time: 1.778, data_time: 0.005, memory: 6924, loss_aux: 1.0904, top1_acc: 0.5867, top5_acc: 0.7961, loss_cls: 1.7799, loss: 2.8703, grad_norm: 4.4319 2020-09-12 11:22:11,794 - mmaction - INFO - Epoch [96][200/940] lr: 4.000e-03, eta: 1 day, 2:10:06, time: 1.762, data_time: 0.006, memory: 6924, loss_aux: 1.0595, top1_acc: 0.5949, top5_acc: 0.8057, loss_cls: 1.7302, loss: 2.7897, grad_norm: 4.3960 2020-09-12 11:22:47,372 - mmaction - INFO - Epoch [96][220/940] lr: 4.000e-03, eta: 1 day, 2:09:29, time: 1.777, data_time: 0.006, memory: 6924, loss_aux: 1.0832, top1_acc: 0.5850, top5_acc: 0.7967, loss_cls: 1.7581, loss: 2.8413, grad_norm: 4.4521 2020-09-12 11:23:22,567 - mmaction - INFO - Epoch [96][240/940] lr: 4.000e-03, eta: 1 day, 2:08:52, time: 1.762, data_time: 0.006, memory: 6924, loss_aux: 1.0794, top1_acc: 0.5746, top5_acc: 0.7893, loss_cls: 1.7955, loss: 2.8749, grad_norm: 4.5237 2020-09-12 11:23:58,163 - mmaction - INFO - Epoch [96][260/940] lr: 4.000e-03, eta: 1 day, 2:08:14, time: 1.778, data_time: 0.007, memory: 6924, loss_aux: 1.0671, top1_acc: 0.5828, top5_acc: 0.7941, loss_cls: 1.7674, loss: 2.8346, grad_norm: 4.4733 2020-09-12 11:24:34,325 - mmaction - INFO - Epoch [96][280/940] lr: 4.000e-03, eta: 1 day, 2:07:38, time: 1.809, data_time: 0.005, memory: 6924, loss_aux: 1.0860, top1_acc: 0.5779, top5_acc: 0.7924, loss_cls: 1.7846, loss: 2.8706, grad_norm: 4.3848 2020-09-12 11:25:09,463 - mmaction - INFO - Epoch [96][300/940] lr: 4.000e-03, eta: 1 day, 2:07:00, time: 1.757, data_time: 0.006, memory: 6924, loss_aux: 1.0920, top1_acc: 0.5818, top5_acc: 0.7922, loss_cls: 1.7897, loss: 2.8817, grad_norm: 4.4318 2020-09-12 11:25:45,049 - mmaction - INFO - Epoch [96][320/940] lr: 4.000e-03, eta: 1 day, 2:06:23, time: 1.779, data_time: 0.002, memory: 6924, loss_aux: 1.0975, top1_acc: 0.5785, top5_acc: 0.7949, loss_cls: 1.7884, loss: 2.8860, grad_norm: 4.3985 2020-09-12 11:26:20,374 - mmaction - INFO - Epoch [96][340/940] lr: 4.000e-03, eta: 1 day, 2:05:46, time: 1.766, data_time: 0.003, memory: 6924, loss_aux: 1.0711, top1_acc: 0.5826, top5_acc: 0.7982, loss_cls: 1.7553, loss: 2.8264, grad_norm: 4.4514 2020-09-12 11:26:55,347 - mmaction - INFO - Epoch [96][360/940] lr: 4.000e-03, eta: 1 day, 2:05:08, time: 1.747, data_time: 0.006, memory: 6924, loss_aux: 1.0603, top1_acc: 0.5922, top5_acc: 0.8014, loss_cls: 1.7331, loss: 2.7934, grad_norm: 4.3885 2020-09-12 11:27:31,188 - mmaction - INFO - Epoch [96][380/940] lr: 4.000e-03, eta: 1 day, 2:04:31, time: 1.794, data_time: 0.006, memory: 6924, loss_aux: 1.0983, top1_acc: 0.5723, top5_acc: 0.7863, loss_cls: 1.8146, loss: 2.9129, grad_norm: 4.4547 2020-09-12 11:28:06,959 - mmaction - INFO - Epoch [96][400/940] lr: 4.000e-03, eta: 1 day, 2:03:54, time: 1.787, data_time: 0.006, memory: 6924, loss_aux: 1.0858, top1_acc: 0.5813, top5_acc: 0.7930, loss_cls: 1.7841, loss: 2.8699, grad_norm: 4.4722 2020-09-12 11:28:42,071 - mmaction - INFO - Epoch [96][420/940] lr: 4.000e-03, eta: 1 day, 2:03:17, time: 1.757, data_time: 0.006, memory: 6924, loss_aux: 1.0666, top1_acc: 0.5900, top5_acc: 0.7998, loss_cls: 1.7507, loss: 2.8173, grad_norm: 4.3805 2020-09-12 11:29:17,632 - mmaction - INFO - Epoch [96][440/940] lr: 4.000e-03, eta: 1 day, 2:02:40, time: 1.778, data_time: 0.006, memory: 6924, loss_aux: 1.0905, top1_acc: 0.5742, top5_acc: 0.7859, loss_cls: 1.8322, loss: 2.9227, grad_norm: 4.3583 2020-09-12 11:29:53,281 - mmaction - INFO - Epoch [96][460/940] lr: 4.000e-03, eta: 1 day, 2:02:03, time: 1.782, data_time: 0.003, memory: 6924, loss_aux: 1.0749, top1_acc: 0.5799, top5_acc: 0.8004, loss_cls: 1.7620, loss: 2.8368, grad_norm: 4.3897 2020-09-12 11:30:30,172 - mmaction - INFO - Epoch [96][480/940] lr: 4.000e-03, eta: 1 day, 2:01:26, time: 1.843, data_time: 0.007, memory: 6924, loss_aux: 1.0700, top1_acc: 0.5941, top5_acc: 0.7988, loss_cls: 1.7453, loss: 2.8153, grad_norm: 4.3665 2020-09-12 11:31:04,588 - mmaction - INFO - Epoch [96][500/940] lr: 4.000e-03, eta: 1 day, 2:00:48, time: 1.723, data_time: 0.006, memory: 6924, loss_aux: 1.0909, top1_acc: 0.5785, top5_acc: 0.7941, loss_cls: 1.7904, loss: 2.8813, grad_norm: 4.4285 2020-09-12 11:31:40,417 - mmaction - INFO - Epoch [96][520/940] lr: 4.000e-03, eta: 1 day, 2:00:11, time: 1.789, data_time: 0.006, memory: 6924, loss_aux: 1.0759, top1_acc: 0.5814, top5_acc: 0.7982, loss_cls: 1.7794, loss: 2.8553, grad_norm: 4.4594 2020-09-12 11:32:15,251 - mmaction - INFO - Epoch [96][540/940] lr: 4.000e-03, eta: 1 day, 1:59:34, time: 1.744, data_time: 0.007, memory: 6924, loss_aux: 1.0814, top1_acc: 0.5848, top5_acc: 0.7910, loss_cls: 1.7845, loss: 2.8658, grad_norm: 4.4046 2020-09-12 11:32:51,153 - mmaction - INFO - Epoch [96][560/940] lr: 4.000e-03, eta: 1 day, 1:58:57, time: 1.795, data_time: 0.003, memory: 6924, loss_aux: 1.0457, top1_acc: 0.5973, top5_acc: 0.8049, loss_cls: 1.7299, loss: 2.7756, grad_norm: 4.4234 2020-09-12 11:33:26,939 - mmaction - INFO - Epoch [96][580/940] lr: 4.000e-03, eta: 1 day, 1:58:20, time: 1.789, data_time: 0.003, memory: 6924, loss_aux: 1.0642, top1_acc: 0.5848, top5_acc: 0.8064, loss_cls: 1.7358, loss: 2.8000, grad_norm: 4.3930 2020-09-12 11:34:03,113 - mmaction - INFO - Epoch [96][600/940] lr: 4.000e-03, eta: 1 day, 1:57:43, time: 1.808, data_time: 0.005, memory: 6924, loss_aux: 1.0685, top1_acc: 0.5895, top5_acc: 0.7934, loss_cls: 1.7417, loss: 2.8102, grad_norm: 4.4087 2020-09-12 11:34:37,867 - mmaction - INFO - Epoch [96][620/940] lr: 4.000e-03, eta: 1 day, 1:57:05, time: 1.739, data_time: 0.006, memory: 6924, loss_aux: 1.0769, top1_acc: 0.5855, top5_acc: 0.7965, loss_cls: 1.7735, loss: 2.8504, grad_norm: 4.4728 2020-09-12 11:35:13,270 - mmaction - INFO - Epoch [96][640/940] lr: 4.000e-03, eta: 1 day, 1:56:28, time: 1.768, data_time: 0.003, memory: 6924, loss_aux: 1.0647, top1_acc: 0.6000, top5_acc: 0.8012, loss_cls: 1.7390, loss: 2.8038, grad_norm: 4.5186 2020-09-12 11:35:49,072 - mmaction - INFO - Epoch [96][660/940] lr: 4.000e-03, eta: 1 day, 1:55:51, time: 1.792, data_time: 0.007, memory: 6924, loss_aux: 1.0778, top1_acc: 0.5840, top5_acc: 0.7965, loss_cls: 1.7593, loss: 2.8371, grad_norm: 4.4916 2020-09-12 11:36:24,724 - mmaction - INFO - Epoch [96][680/940] lr: 4.000e-03, eta: 1 day, 1:55:14, time: 1.783, data_time: 0.007, memory: 6924, loss_aux: 1.0809, top1_acc: 0.5842, top5_acc: 0.7937, loss_cls: 1.7763, loss: 2.8572, grad_norm: 4.4390 2020-09-12 11:37:00,638 - mmaction - INFO - Epoch [96][700/940] lr: 4.000e-03, eta: 1 day, 1:54:37, time: 1.795, data_time: 0.003, memory: 6924, loss_aux: 1.0818, top1_acc: 0.5842, top5_acc: 0.7865, loss_cls: 1.7932, loss: 2.8750, grad_norm: 4.3907 2020-09-12 11:37:35,612 - mmaction - INFO - Epoch [96][720/940] lr: 4.000e-03, eta: 1 day, 1:53:59, time: 1.748, data_time: 0.006, memory: 6924, loss_aux: 1.0580, top1_acc: 0.5900, top5_acc: 0.8012, loss_cls: 1.7459, loss: 2.8039, grad_norm: 4.3911 2020-09-12 11:38:10,885 - mmaction - INFO - Epoch [96][740/940] lr: 4.000e-03, eta: 1 day, 1:53:22, time: 1.765, data_time: 0.005, memory: 6924, loss_aux: 1.0453, top1_acc: 0.5879, top5_acc: 0.8033, loss_cls: 1.7072, loss: 2.7525, grad_norm: 4.3845 2020-09-12 11:38:46,957 - mmaction - INFO - Epoch [96][760/940] lr: 4.000e-03, eta: 1 day, 1:52:45, time: 1.803, data_time: 0.005, memory: 6924, loss_aux: 1.0693, top1_acc: 0.5918, top5_acc: 0.7939, loss_cls: 1.7727, loss: 2.8420, grad_norm: 4.3874 2020-09-12 11:39:22,372 - mmaction - INFO - Epoch [96][780/940] lr: 4.000e-03, eta: 1 day, 1:52:08, time: 1.772, data_time: 0.005, memory: 6924, loss_aux: 1.0680, top1_acc: 0.5834, top5_acc: 0.7953, loss_cls: 1.7952, loss: 2.8632, grad_norm: 4.4582 2020-09-12 11:39:57,805 - mmaction - INFO - Epoch [96][800/940] lr: 4.000e-03, eta: 1 day, 1:51:31, time: 1.770, data_time: 0.005, memory: 6924, loss_aux: 1.0784, top1_acc: 0.5781, top5_acc: 0.7895, loss_cls: 1.7893, loss: 2.8677, grad_norm: 4.4268 2020-09-12 11:40:33,832 - mmaction - INFO - Epoch [96][820/940] lr: 4.000e-03, eta: 1 day, 1:50:54, time: 1.801, data_time: 0.005, memory: 6924, loss_aux: 1.0662, top1_acc: 0.5922, top5_acc: 0.7930, loss_cls: 1.7663, loss: 2.8324, grad_norm: 4.3672 2020-09-12 11:41:09,836 - mmaction - INFO - Epoch [96][840/940] lr: 4.000e-03, eta: 1 day, 1:50:17, time: 1.801, data_time: 0.006, memory: 6924, loss_aux: 1.0788, top1_acc: 0.5762, top5_acc: 0.7963, loss_cls: 1.7635, loss: 2.8424, grad_norm: 4.4450 2020-09-12 11:41:45,767 - mmaction - INFO - Epoch [96][860/940] lr: 4.000e-03, eta: 1 day, 1:49:40, time: 1.795, data_time: 0.006, memory: 6924, loss_aux: 1.0894, top1_acc: 0.5785, top5_acc: 0.7908, loss_cls: 1.8044, loss: 2.8939, grad_norm: 4.4812 2020-09-12 11:42:21,242 - mmaction - INFO - Epoch [96][880/940] lr: 4.000e-03, eta: 1 day, 1:49:03, time: 1.773, data_time: 0.006, memory: 6924, loss_aux: 1.0572, top1_acc: 0.5908, top5_acc: 0.8002, loss_cls: 1.7401, loss: 2.7973, grad_norm: 4.3987 2020-09-12 11:42:57,510 - mmaction - INFO - Epoch [96][900/940] lr: 4.000e-03, eta: 1 day, 1:48:26, time: 1.814, data_time: 0.006, memory: 6924, loss_aux: 1.0677, top1_acc: 0.5877, top5_acc: 0.7916, loss_cls: 1.7796, loss: 2.8472, grad_norm: 4.4772 2020-09-12 11:43:32,953 - mmaction - INFO - Epoch [96][920/940] lr: 4.000e-03, eta: 1 day, 1:47:49, time: 1.773, data_time: 0.005, memory: 6924, loss_aux: 1.0478, top1_acc: 0.5914, top5_acc: 0.8086, loss_cls: 1.7183, loss: 2.7662, grad_norm: 4.4308 2020-09-12 11:44:08,018 - mmaction - INFO - Epoch [96][940/940] lr: 4.000e-03, eta: 1 day, 1:47:11, time: 1.752, data_time: 0.006, memory: 6924, loss_aux: 1.0789, top1_acc: 0.5856, top5_acc: 0.7884, loss_cls: 1.7739, loss: 2.8527, grad_norm: 4.6415 2020-09-12 11:44:08,502 - mmaction - INFO - Saving checkpoint at 96 epochs 2020-09-12 11:44:51,946 - mmaction - INFO - Epoch [97][20/940] lr: 4.000e-03, eta: 1 day, 1:46:36, time: 1.940, data_time: 0.452, memory: 6924, loss_aux: 1.0686, top1_acc: 0.5918, top5_acc: 0.8041, loss_cls: 1.7450, loss: 2.8136, grad_norm: 4.3834 2020-09-12 11:45:25,831 - mmaction - INFO - Epoch [97][40/940] lr: 4.000e-03, eta: 1 day, 1:45:58, time: 1.695, data_time: 0.006, memory: 6924, loss_aux: 1.0583, top1_acc: 0.5977, top5_acc: 0.7969, loss_cls: 1.7241, loss: 2.7825, grad_norm: 4.3635 2020-09-12 11:46:00,919 - mmaction - INFO - Epoch [97][60/940] lr: 4.000e-03, eta: 1 day, 1:45:21, time: 1.755, data_time: 0.005, memory: 6924, loss_aux: 1.0625, top1_acc: 0.5949, top5_acc: 0.8004, loss_cls: 1.7299, loss: 2.7924, grad_norm: 4.3667 2020-09-12 11:46:36,633 - mmaction - INFO - Epoch [97][80/940] lr: 4.000e-03, eta: 1 day, 1:44:44, time: 1.784, data_time: 0.006, memory: 6924, loss_aux: 1.0734, top1_acc: 0.5836, top5_acc: 0.7953, loss_cls: 1.7525, loss: 2.8259, grad_norm: 4.3833 2020-09-12 11:47:12,599 - mmaction - INFO - Epoch [97][100/940] lr: 4.000e-03, eta: 1 day, 1:44:07, time: 1.801, data_time: 0.007, memory: 6924, loss_aux: 1.0906, top1_acc: 0.5848, top5_acc: 0.7918, loss_cls: 1.7925, loss: 2.8831, grad_norm: 4.4867 2020-09-12 11:47:48,079 - mmaction - INFO - Epoch [97][120/940] lr: 4.000e-03, eta: 1 day, 1:43:29, time: 1.772, data_time: 0.005, memory: 6924, loss_aux: 1.0583, top1_acc: 0.5949, top5_acc: 0.7945, loss_cls: 1.7422, loss: 2.8005, grad_norm: 4.3952 2020-09-12 11:48:23,982 - mmaction - INFO - Epoch [97][140/940] lr: 4.000e-03, eta: 1 day, 1:42:53, time: 1.797, data_time: 0.006, memory: 6924, loss_aux: 1.0590, top1_acc: 0.5881, top5_acc: 0.8021, loss_cls: 1.7318, loss: 2.7907, grad_norm: 4.4027 2020-09-12 11:49:00,188 - mmaction - INFO - Epoch [97][160/940] lr: 4.000e-03, eta: 1 day, 1:42:16, time: 1.809, data_time: 0.006, memory: 6924, loss_aux: 1.0537, top1_acc: 0.6010, top5_acc: 0.8055, loss_cls: 1.7059, loss: 2.7596, grad_norm: 4.4357 2020-09-12 11:49:35,931 - mmaction - INFO - Epoch [97][180/940] lr: 4.000e-03, eta: 1 day, 1:41:39, time: 1.789, data_time: 0.006, memory: 6924, loss_aux: 1.0822, top1_acc: 0.5840, top5_acc: 0.7926, loss_cls: 1.7719, loss: 2.8541, grad_norm: 4.4915 2020-09-12 11:50:12,269 - mmaction - INFO - Epoch [97][200/940] lr: 4.000e-03, eta: 1 day, 1:41:02, time: 1.815, data_time: 0.006, memory: 6924, loss_aux: 1.0570, top1_acc: 0.5957, top5_acc: 0.8004, loss_cls: 1.7366, loss: 2.7936, grad_norm: 4.4162 2020-09-12 11:50:48,456 - mmaction - INFO - Epoch [97][220/940] lr: 4.000e-03, eta: 1 day, 1:40:25, time: 1.812, data_time: 0.006, memory: 6924, loss_aux: 1.0745, top1_acc: 0.5887, top5_acc: 0.8002, loss_cls: 1.7714, loss: 2.8459, grad_norm: 4.3815 2020-09-12 11:51:24,492 - mmaction - INFO - Epoch [97][240/940] lr: 4.000e-03, eta: 1 day, 1:39:48, time: 1.800, data_time: 0.005, memory: 6924, loss_aux: 1.0546, top1_acc: 0.5971, top5_acc: 0.8053, loss_cls: 1.7225, loss: 2.7771, grad_norm: 4.3712 2020-09-12 11:52:00,928 - mmaction - INFO - Epoch [97][260/940] lr: 4.000e-03, eta: 1 day, 1:39:12, time: 1.821, data_time: 0.006, memory: 6924, loss_aux: 1.0721, top1_acc: 0.5906, top5_acc: 0.7961, loss_cls: 1.7639, loss: 2.8360, grad_norm: 4.4271 2020-09-12 11:52:36,591 - mmaction - INFO - Epoch [97][280/940] lr: 4.000e-03, eta: 1 day, 1:38:35, time: 1.785, data_time: 0.006, memory: 6924, loss_aux: 1.0741, top1_acc: 0.5867, top5_acc: 0.7971, loss_cls: 1.7761, loss: 2.8502, grad_norm: 4.3804 2020-09-12 11:53:12,947 - mmaction - INFO - Epoch [97][300/940] lr: 4.000e-03, eta: 1 day, 1:37:58, time: 1.818, data_time: 0.003, memory: 6924, loss_aux: 1.0743, top1_acc: 0.5770, top5_acc: 0.7904, loss_cls: 1.8002, loss: 2.8745, grad_norm: 4.4743 2020-09-12 11:53:48,954 - mmaction - INFO - Epoch [97][320/940] lr: 4.000e-03, eta: 1 day, 1:37:21, time: 1.798, data_time: 0.006, memory: 6924, loss_aux: 1.0793, top1_acc: 0.5881, top5_acc: 0.7906, loss_cls: 1.7860, loss: 2.8653, grad_norm: 4.4482 2020-09-12 11:54:25,069 - mmaction - INFO - Epoch [97][340/940] lr: 4.000e-03, eta: 1 day, 1:36:44, time: 1.808, data_time: 0.006, memory: 6924, loss_aux: 1.0564, top1_acc: 0.5840, top5_acc: 0.8012, loss_cls: 1.7355, loss: 2.7919, grad_norm: 4.3645 2020-09-12 11:55:01,353 - mmaction - INFO - Epoch [97][360/940] lr: 4.000e-03, eta: 1 day, 1:36:07, time: 1.813, data_time: 0.006, memory: 6924, loss_aux: 1.0726, top1_acc: 0.5912, top5_acc: 0.8000, loss_cls: 1.7291, loss: 2.8017, grad_norm: 4.4408 2020-09-12 11:55:36,995 - mmaction - INFO - Epoch [97][380/940] lr: 4.000e-03, eta: 1 day, 1:35:30, time: 1.781, data_time: 0.005, memory: 6924, loss_aux: 1.0726, top1_acc: 0.5920, top5_acc: 0.7955, loss_cls: 1.7441, loss: 2.8167, grad_norm: 4.4064 2020-09-12 11:56:13,599 - mmaction - INFO - Epoch [97][400/940] lr: 4.000e-03, eta: 1 day, 1:34:54, time: 1.832, data_time: 0.006, memory: 6924, loss_aux: 1.0720, top1_acc: 0.5836, top5_acc: 0.7988, loss_cls: 1.7486, loss: 2.8206, grad_norm: 4.3819 2020-09-12 11:56:49,786 - mmaction - INFO - Epoch [97][420/940] lr: 4.000e-03, eta: 1 day, 1:34:17, time: 1.808, data_time: 0.006, memory: 6924, loss_aux: 1.0915, top1_acc: 0.5773, top5_acc: 0.7963, loss_cls: 1.7945, loss: 2.8860, grad_norm: 4.4684 2020-09-12 11:57:26,381 - mmaction - INFO - Epoch [97][440/940] lr: 4.000e-03, eta: 1 day, 1:33:40, time: 1.831, data_time: 0.005, memory: 6924, loss_aux: 1.0519, top1_acc: 0.5986, top5_acc: 0.8061, loss_cls: 1.7179, loss: 2.7698, grad_norm: 4.4072 2020-09-12 11:58:02,285 - mmaction - INFO - Epoch [97][460/940] lr: 4.000e-03, eta: 1 day, 1:33:03, time: 1.794, data_time: 0.007, memory: 6924, loss_aux: 1.0731, top1_acc: 0.5877, top5_acc: 0.7969, loss_cls: 1.7697, loss: 2.8428, grad_norm: 4.4141 2020-09-12 11:58:38,904 - mmaction - INFO - Epoch [97][480/940] lr: 4.000e-03, eta: 1 day, 1:32:27, time: 1.831, data_time: 0.006, memory: 6924, loss_aux: 1.0907, top1_acc: 0.5777, top5_acc: 0.7963, loss_cls: 1.7972, loss: 2.8879, grad_norm: 4.5931 2020-09-12 11:59:14,363 - mmaction - INFO - Epoch [97][500/940] lr: 4.000e-03, eta: 1 day, 1:31:50, time: 1.774, data_time: 0.006, memory: 6924, loss_aux: 1.0486, top1_acc: 0.5900, top5_acc: 0.8027, loss_cls: 1.7227, loss: 2.7713, grad_norm: 4.5056 2020-09-12 11:59:51,220 - mmaction - INFO - Epoch [97][520/940] lr: 4.000e-03, eta: 1 day, 1:31:13, time: 1.841, data_time: 0.006, memory: 6924, loss_aux: 1.0820, top1_acc: 0.5678, top5_acc: 0.7939, loss_cls: 1.7919, loss: 2.8739, grad_norm: 4.4887 2020-09-12 12:00:30,934 - mmaction - INFO - Epoch [97][540/940] lr: 4.000e-03, eta: 1 day, 1:30:38, time: 1.980, data_time: 0.006, memory: 6924, loss_aux: 1.0401, top1_acc: 0.6041, top5_acc: 0.8082, loss_cls: 1.6834, loss: 2.7235, grad_norm: 4.4081 2020-09-12 12:01:06,367 - mmaction - INFO - Epoch [97][560/940] lr: 4.000e-03, eta: 1 day, 1:30:01, time: 1.777, data_time: 0.016, memory: 6924, loss_aux: 1.0615, top1_acc: 0.5936, top5_acc: 0.8020, loss_cls: 1.7309, loss: 2.7924, grad_norm: 4.3709 2020-09-12 12:01:42,824 - mmaction - INFO - Epoch [97][580/940] lr: 4.000e-03, eta: 1 day, 1:29:25, time: 1.824, data_time: 0.006, memory: 6924, loss_aux: 1.0842, top1_acc: 0.5855, top5_acc: 0.7920, loss_cls: 1.7857, loss: 2.8698, grad_norm: 4.4270 2020-09-12 12:02:18,917 - mmaction - INFO - Epoch [97][600/940] lr: 4.000e-03, eta: 1 day, 1:28:48, time: 1.806, data_time: 0.006, memory: 6924, loss_aux: 1.0739, top1_acc: 0.5883, top5_acc: 0.7855, loss_cls: 1.7733, loss: 2.8471, grad_norm: 4.4008 2020-09-12 12:02:56,020 - mmaction - INFO - Epoch [97][620/940] lr: 4.000e-03, eta: 1 day, 1:28:12, time: 1.853, data_time: 0.005, memory: 6924, loss_aux: 1.0873, top1_acc: 0.5830, top5_acc: 0.7924, loss_cls: 1.7904, loss: 2.8777, grad_norm: 4.4792 2020-09-12 12:03:32,414 - mmaction - INFO - Epoch [97][640/940] lr: 4.000e-03, eta: 1 day, 1:27:35, time: 1.822, data_time: 0.006, memory: 6924, loss_aux: 1.0385, top1_acc: 0.5971, top5_acc: 0.8154, loss_cls: 1.6823, loss: 2.7209, grad_norm: 4.4026 2020-09-12 12:04:08,610 - mmaction - INFO - Epoch [97][660/940] lr: 4.000e-03, eta: 1 day, 1:26:58, time: 1.808, data_time: 0.006, memory: 6924, loss_aux: 1.0674, top1_acc: 0.5883, top5_acc: 0.8025, loss_cls: 1.7407, loss: 2.8081, grad_norm: 4.4898 2020-09-12 12:04:45,326 - mmaction - INFO - Epoch [97][680/940] lr: 4.000e-03, eta: 1 day, 1:26:22, time: 1.838, data_time: 0.006, memory: 6924, loss_aux: 1.0745, top1_acc: 0.5861, top5_acc: 0.7900, loss_cls: 1.7643, loss: 2.8388, grad_norm: 4.4210 2020-09-12 12:05:21,350 - mmaction - INFO - Epoch [97][700/940] lr: 4.000e-03, eta: 1 day, 1:25:45, time: 1.799, data_time: 0.006, memory: 6924, loss_aux: 1.0595, top1_acc: 0.5902, top5_acc: 0.7984, loss_cls: 1.7468, loss: 2.8063, grad_norm: 4.4715 2020-09-12 12:05:58,484 - mmaction - INFO - Epoch [97][720/940] lr: 4.000e-03, eta: 1 day, 1:25:08, time: 1.857, data_time: 0.006, memory: 6924, loss_aux: 1.0466, top1_acc: 0.5969, top5_acc: 0.8082, loss_cls: 1.7033, loss: 2.7500, grad_norm: 4.3483 2020-09-12 12:06:35,393 - mmaction - INFO - Epoch [97][740/940] lr: 4.000e-03, eta: 1 day, 1:24:32, time: 1.847, data_time: 0.005, memory: 6924, loss_aux: 1.0647, top1_acc: 0.5961, top5_acc: 0.8000, loss_cls: 1.7424, loss: 2.8071, grad_norm: 4.3752 2020-09-12 12:07:12,473 - mmaction - INFO - Epoch [97][760/940] lr: 4.000e-03, eta: 1 day, 1:23:56, time: 1.852, data_time: 0.006, memory: 6924, loss_aux: 1.0919, top1_acc: 0.5805, top5_acc: 0.7984, loss_cls: 1.7826, loss: 2.8746, grad_norm: 4.5348 2020-09-12 12:07:49,128 - mmaction - INFO - Epoch [97][780/940] lr: 4.000e-03, eta: 1 day, 1:23:19, time: 1.834, data_time: 0.005, memory: 6924, loss_aux: 1.0782, top1_acc: 0.5893, top5_acc: 0.8008, loss_cls: 1.7595, loss: 2.8377, grad_norm: 4.4747 2020-09-12 12:08:26,240 - mmaction - INFO - Epoch [97][800/940] lr: 4.000e-03, eta: 1 day, 1:22:43, time: 1.854, data_time: 0.006, memory: 6924, loss_aux: 1.0434, top1_acc: 0.5953, top5_acc: 0.8023, loss_cls: 1.7271, loss: 2.7706, grad_norm: 4.4280 2020-09-12 12:09:02,911 - mmaction - INFO - Epoch [97][820/940] lr: 4.000e-03, eta: 1 day, 1:22:06, time: 1.835, data_time: 0.006, memory: 6924, loss_aux: 1.0597, top1_acc: 0.5920, top5_acc: 0.8055, loss_cls: 1.7221, loss: 2.7819, grad_norm: 4.4328 2020-09-12 12:09:39,869 - mmaction - INFO - Epoch [97][840/940] lr: 4.000e-03, eta: 1 day, 1:21:30, time: 1.847, data_time: 0.005, memory: 6924, loss_aux: 1.0666, top1_acc: 0.5930, top5_acc: 0.8068, loss_cls: 1.7182, loss: 2.7848, grad_norm: 4.4139 2020-09-12 12:10:16,506 - mmaction - INFO - Epoch [97][860/940] lr: 4.000e-03, eta: 1 day, 1:20:53, time: 1.832, data_time: 0.006, memory: 6924, loss_aux: 1.0706, top1_acc: 0.5795, top5_acc: 0.7955, loss_cls: 1.7551, loss: 2.8257, grad_norm: 4.5233 2020-09-12 12:10:54,315 - mmaction - INFO - Epoch [97][880/940] lr: 4.000e-03, eta: 1 day, 1:20:18, time: 1.892, data_time: 0.006, memory: 6924, loss_aux: 1.0579, top1_acc: 0.5916, top5_acc: 0.8061, loss_cls: 1.7174, loss: 2.7754, grad_norm: 4.3626 2020-09-12 12:11:31,375 - mmaction - INFO - Epoch [97][900/940] lr: 4.000e-03, eta: 1 day, 1:19:41, time: 1.850, data_time: 0.005, memory: 6924, loss_aux: 1.0661, top1_acc: 0.5863, top5_acc: 0.8014, loss_cls: 1.7644, loss: 2.8305, grad_norm: 4.4854 2020-09-12 12:12:08,157 - mmaction - INFO - Epoch [97][920/940] lr: 4.000e-03, eta: 1 day, 1:19:05, time: 1.841, data_time: 0.007, memory: 6924, loss_aux: 1.0759, top1_acc: 0.5822, top5_acc: 0.7928, loss_cls: 1.7830, loss: 2.8589, grad_norm: 4.4550 2020-09-12 12:12:45,048 - mmaction - INFO - Epoch [97][940/940] lr: 4.000e-03, eta: 1 day, 1:18:28, time: 1.845, data_time: 0.007, memory: 6924, loss_aux: 1.0777, top1_acc: 0.5885, top5_acc: 0.7985, loss_cls: 1.7690, loss: 2.8467, grad_norm: 4.9102 2020-09-12 12:12:45,580 - mmaction - INFO - Saving checkpoint at 97 epochs 2020-09-12 12:13:30,098 - mmaction - INFO - Epoch [98][20/940] lr: 4.000e-03, eta: 1 day, 1:17:53, time: 1.972, data_time: 0.607, memory: 6924, loss_aux: 1.0677, top1_acc: 0.5920, top5_acc: 0.7992, loss_cls: 1.7498, loss: 2.8175, grad_norm: 4.4903 2020-09-12 12:14:03,986 - mmaction - INFO - Epoch [98][40/940] lr: 4.000e-03, eta: 1 day, 1:17:15, time: 1.694, data_time: 0.005, memory: 6924, loss_aux: 1.0913, top1_acc: 0.5881, top5_acc: 0.7973, loss_cls: 1.7649, loss: 2.8562, grad_norm: 4.5405 2020-09-12 12:14:40,530 - mmaction - INFO - Epoch [98][60/940] lr: 4.000e-03, eta: 1 day, 1:16:39, time: 1.826, data_time: 0.006, memory: 6924, loss_aux: 1.0691, top1_acc: 0.5939, top5_acc: 0.8025, loss_cls: 1.7364, loss: 2.8055, grad_norm: 4.4354 2020-09-12 12:15:16,966 - mmaction - INFO - Epoch [98][80/940] lr: 4.000e-03, eta: 1 day, 1:16:02, time: 1.822, data_time: 0.006, memory: 6924, loss_aux: 1.0782, top1_acc: 0.5816, top5_acc: 0.7900, loss_cls: 1.7790, loss: 2.8572, grad_norm: 4.4954 2020-09-12 12:15:54,772 - mmaction - INFO - Epoch [98][100/940] lr: 4.000e-03, eta: 1 day, 1:15:26, time: 1.892, data_time: 0.006, memory: 6924, loss_aux: 1.0730, top1_acc: 0.5928, top5_acc: 0.7926, loss_cls: 1.7574, loss: 2.8305, grad_norm: 4.4773 2020-09-12 12:16:32,197 - mmaction - INFO - Epoch [98][120/940] lr: 4.000e-03, eta: 1 day, 1:14:50, time: 1.870, data_time: 0.005, memory: 6924, loss_aux: 1.0573, top1_acc: 0.6082, top5_acc: 0.8061, loss_cls: 1.7239, loss: 2.7811, grad_norm: 4.4806 2020-09-12 12:17:09,974 - mmaction - INFO - Epoch [98][140/940] lr: 4.000e-03, eta: 1 day, 1:14:14, time: 1.891, data_time: 0.006, memory: 6924, loss_aux: 1.0725, top1_acc: 0.5875, top5_acc: 0.7990, loss_cls: 1.7473, loss: 2.8198, grad_norm: 4.4405 2020-09-12 12:17:46,851 - mmaction - INFO - Epoch [98][160/940] lr: 4.000e-03, eta: 1 day, 1:13:38, time: 1.842, data_time: 0.005, memory: 6924, loss_aux: 1.0574, top1_acc: 0.5959, top5_acc: 0.8010, loss_cls: 1.7438, loss: 2.8012, grad_norm: 4.4345 2020-09-12 12:18:23,876 - mmaction - INFO - Epoch [98][180/940] lr: 4.000e-03, eta: 1 day, 1:13:01, time: 1.853, data_time: 0.006, memory: 6924, loss_aux: 1.0702, top1_acc: 0.5924, top5_acc: 0.8020, loss_cls: 1.7457, loss: 2.8160, grad_norm: 4.4619 2020-09-12 12:19:01,554 - mmaction - INFO - Epoch [98][200/940] lr: 4.000e-03, eta: 1 day, 1:12:25, time: 1.882, data_time: 0.006, memory: 6924, loss_aux: 1.0707, top1_acc: 0.5932, top5_acc: 0.7984, loss_cls: 1.7384, loss: 2.8091, grad_norm: 4.4578 2020-09-12 12:19:38,401 - mmaction - INFO - Epoch [98][220/940] lr: 4.000e-03, eta: 1 day, 1:11:49, time: 1.845, data_time: 0.007, memory: 6924, loss_aux: 1.0806, top1_acc: 0.5838, top5_acc: 0.7979, loss_cls: 1.7717, loss: 2.8523, grad_norm: 4.5444 2020-09-12 12:20:16,426 - mmaction - INFO - Epoch [98][240/940] lr: 4.000e-03, eta: 1 day, 1:11:13, time: 1.899, data_time: 0.005, memory: 6924, loss_aux: 1.0782, top1_acc: 0.5848, top5_acc: 0.7906, loss_cls: 1.7785, loss: 2.8567, grad_norm: 4.4746 2020-09-12 12:20:53,003 - mmaction - INFO - Epoch [98][260/940] lr: 4.000e-03, eta: 1 day, 1:10:37, time: 1.831, data_time: 0.006, memory: 6924, loss_aux: 1.0544, top1_acc: 0.5893, top5_acc: 0.7937, loss_cls: 1.7355, loss: 2.7898, grad_norm: 4.3611 2020-09-12 12:21:30,562 - mmaction - INFO - Epoch [98][280/940] lr: 4.000e-03, eta: 1 day, 1:10:01, time: 1.876, data_time: 0.006, memory: 6924, loss_aux: 1.0735, top1_acc: 0.5809, top5_acc: 0.8029, loss_cls: 1.7586, loss: 2.8321, grad_norm: 4.4061 2020-09-12 12:22:08,200 - mmaction - INFO - Epoch [98][300/940] lr: 4.000e-03, eta: 1 day, 1:09:25, time: 1.883, data_time: 0.006, memory: 6924, loss_aux: 1.0874, top1_acc: 0.5889, top5_acc: 0.7951, loss_cls: 1.7559, loss: 2.8433, grad_norm: 4.4797 2020-09-12 12:22:45,410 - mmaction - INFO - Epoch [98][320/940] lr: 4.000e-03, eta: 1 day, 1:08:48, time: 1.860, data_time: 0.006, memory: 6924, loss_aux: 1.0869, top1_acc: 0.5713, top5_acc: 0.7961, loss_cls: 1.8059, loss: 2.8929, grad_norm: 4.5437 2020-09-12 12:23:22,823 - mmaction - INFO - Epoch [98][340/940] lr: 4.000e-03, eta: 1 day, 1:08:12, time: 1.872, data_time: 0.006, memory: 6924, loss_aux: 1.0646, top1_acc: 0.5922, top5_acc: 0.8037, loss_cls: 1.7389, loss: 2.8036, grad_norm: 4.3838 2020-09-12 12:24:00,157 - mmaction - INFO - Epoch [98][360/940] lr: 4.000e-03, eta: 1 day, 1:07:36, time: 1.865, data_time: 0.007, memory: 6924, loss_aux: 1.0769, top1_acc: 0.5898, top5_acc: 0.7922, loss_cls: 1.7940, loss: 2.8709, grad_norm: 4.4384 2020-09-12 12:24:36,845 - mmaction - INFO - Epoch [98][380/940] lr: 4.000e-03, eta: 1 day, 1:07:00, time: 1.836, data_time: 0.005, memory: 6924, loss_aux: 1.0740, top1_acc: 0.5914, top5_acc: 0.7982, loss_cls: 1.7513, loss: 2.8253, grad_norm: 4.4691 2020-09-12 12:25:15,212 - mmaction - INFO - Epoch [98][400/940] lr: 4.000e-03, eta: 1 day, 1:06:24, time: 1.917, data_time: 0.005, memory: 6924, loss_aux: 1.0469, top1_acc: 0.5912, top5_acc: 0.8012, loss_cls: 1.7345, loss: 2.7815, grad_norm: 4.4872 2020-09-12 12:25:52,827 - mmaction - INFO - Epoch [98][420/940] lr: 4.000e-03, eta: 1 day, 1:05:48, time: 1.883, data_time: 0.006, memory: 6924, loss_aux: 1.0732, top1_acc: 0.5883, top5_acc: 0.7934, loss_cls: 1.7722, loss: 2.8454, grad_norm: 4.4937 2020-09-12 12:26:29,587 - mmaction - INFO - Epoch [98][440/940] lr: 4.000e-03, eta: 1 day, 1:05:11, time: 1.836, data_time: 0.006, memory: 6924, loss_aux: 1.0553, top1_acc: 0.5889, top5_acc: 0.8086, loss_cls: 1.7182, loss: 2.7735, grad_norm: 4.5085 2020-09-12 12:27:07,256 - mmaction - INFO - Epoch [98][460/940] lr: 4.000e-03, eta: 1 day, 1:04:35, time: 1.885, data_time: 0.006, memory: 6924, loss_aux: 1.0513, top1_acc: 0.5926, top5_acc: 0.8006, loss_cls: 1.7382, loss: 2.7894, grad_norm: 4.5411 2020-09-12 12:27:44,653 - mmaction - INFO - Epoch [98][480/940] lr: 4.000e-03, eta: 1 day, 1:03:59, time: 1.868, data_time: 0.006, memory: 6924, loss_aux: 1.0631, top1_acc: 0.5969, top5_acc: 0.7963, loss_cls: 1.7540, loss: 2.8171, grad_norm: 4.4084 2020-09-12 12:28:22,204 - mmaction - INFO - Epoch [98][500/940] lr: 4.000e-03, eta: 1 day, 1:03:23, time: 1.880, data_time: 0.006, memory: 6924, loss_aux: 1.0530, top1_acc: 0.6016, top5_acc: 0.8063, loss_cls: 1.7151, loss: 2.7680, grad_norm: 4.3835 2020-09-12 12:28:59,589 - mmaction - INFO - Epoch [98][520/940] lr: 4.000e-03, eta: 1 day, 1:02:47, time: 1.867, data_time: 0.005, memory: 6924, loss_aux: 1.0836, top1_acc: 0.5758, top5_acc: 0.7943, loss_cls: 1.7815, loss: 2.8651, grad_norm: 4.5008 2020-09-12 12:29:36,158 - mmaction - INFO - Epoch [98][540/940] lr: 4.000e-03, eta: 1 day, 1:02:11, time: 1.830, data_time: 0.006, memory: 6924, loss_aux: 1.0496, top1_acc: 0.6033, top5_acc: 0.8035, loss_cls: 1.6910, loss: 2.7406, grad_norm: 4.3783 2020-09-12 12:30:13,906 - mmaction - INFO - Epoch [98][560/940] lr: 4.000e-03, eta: 1 day, 1:01:35, time: 1.886, data_time: 0.007, memory: 6924, loss_aux: 1.0432, top1_acc: 0.5938, top5_acc: 0.8014, loss_cls: 1.7193, loss: 2.7625, grad_norm: 4.4372 2020-09-12 12:30:50,910 - mmaction - INFO - Epoch [98][580/940] lr: 4.000e-03, eta: 1 day, 1:00:58, time: 1.852, data_time: 0.006, memory: 6924, loss_aux: 1.0619, top1_acc: 0.5949, top5_acc: 0.7969, loss_cls: 1.7555, loss: 2.8173, grad_norm: 4.4272 2020-09-12 12:31:27,731 - mmaction - INFO - Epoch [98][600/940] lr: 4.000e-03, eta: 1 day, 1:00:22, time: 1.839, data_time: 0.006, memory: 6924, loss_aux: 1.0687, top1_acc: 0.5867, top5_acc: 0.7975, loss_cls: 1.7424, loss: 2.8111, grad_norm: 4.4910 2020-09-12 12:32:04,802 - mmaction - INFO - Epoch [98][620/940] lr: 4.000e-03, eta: 1 day, 0:59:45, time: 1.855, data_time: 0.006, memory: 6924, loss_aux: 1.0864, top1_acc: 0.5785, top5_acc: 0.7896, loss_cls: 1.7894, loss: 2.8757, grad_norm: 4.5433 2020-09-12 12:32:41,265 - mmaction - INFO - Epoch [98][640/940] lr: 4.000e-03, eta: 1 day, 0:59:09, time: 1.821, data_time: 0.006, memory: 6924, loss_aux: 1.0745, top1_acc: 0.5877, top5_acc: 0.7963, loss_cls: 1.7767, loss: 2.8512, grad_norm: 4.5536 2020-09-12 12:33:17,951 - mmaction - INFO - Epoch [98][660/940] lr: 4.000e-03, eta: 1 day, 0:58:32, time: 1.835, data_time: 0.006, memory: 6924, loss_aux: 1.0794, top1_acc: 0.5924, top5_acc: 0.7994, loss_cls: 1.7650, loss: 2.8445, grad_norm: 4.5266 2020-09-12 12:33:55,199 - mmaction - INFO - Epoch [98][680/940] lr: 4.000e-03, eta: 1 day, 0:57:56, time: 1.863, data_time: 0.005, memory: 6924, loss_aux: 1.0693, top1_acc: 0.5889, top5_acc: 0.7932, loss_cls: 1.7609, loss: 2.8301, grad_norm: 4.4874 2020-09-12 12:34:32,050 - mmaction - INFO - Epoch [98][700/940] lr: 4.000e-03, eta: 1 day, 0:57:20, time: 1.841, data_time: 0.007, memory: 6924, loss_aux: 1.0627, top1_acc: 0.5992, top5_acc: 0.8031, loss_cls: 1.7297, loss: 2.7924, grad_norm: 4.4241 2020-09-12 12:35:08,483 - mmaction - INFO - Epoch [98][720/940] lr: 4.000e-03, eta: 1 day, 0:56:43, time: 1.824, data_time: 0.006, memory: 6924, loss_aux: 1.0667, top1_acc: 0.5893, top5_acc: 0.7969, loss_cls: 1.7682, loss: 2.8349, grad_norm: 4.4270 2020-09-12 12:35:44,846 - mmaction - INFO - Epoch [98][740/940] lr: 4.000e-03, eta: 1 day, 0:56:06, time: 1.818, data_time: 0.002, memory: 6924, loss_aux: 1.0882, top1_acc: 0.5807, top5_acc: 0.7906, loss_cls: 1.7975, loss: 2.8857, grad_norm: 4.5032 2020-09-12 12:36:22,366 - mmaction - INFO - Epoch [98][760/940] lr: 4.000e-03, eta: 1 day, 0:55:30, time: 1.874, data_time: 0.006, memory: 6924, loss_aux: 1.0523, top1_acc: 0.5885, top5_acc: 0.7949, loss_cls: 1.7472, loss: 2.7995, grad_norm: 4.4617 2020-09-12 12:36:58,578 - mmaction - INFO - Epoch [98][780/940] lr: 4.000e-03, eta: 1 day, 0:54:53, time: 1.813, data_time: 0.006, memory: 6924, loss_aux: 1.0834, top1_acc: 0.5850, top5_acc: 0.7937, loss_cls: 1.7847, loss: 2.8681, grad_norm: 4.4718 2020-09-12 12:37:35,009 - mmaction - INFO - Epoch [98][800/940] lr: 4.000e-03, eta: 1 day, 0:54:17, time: 1.819, data_time: 0.006, memory: 6924, loss_aux: 1.0536, top1_acc: 0.5873, top5_acc: 0.8031, loss_cls: 1.7267, loss: 2.7803, grad_norm: 4.4335 2020-09-12 12:38:10,994 - mmaction - INFO - Epoch [98][820/940] lr: 4.000e-03, eta: 1 day, 0:53:40, time: 1.800, data_time: 0.007, memory: 6924, loss_aux: 1.0602, top1_acc: 0.5926, top5_acc: 0.7969, loss_cls: 1.7453, loss: 2.8055, grad_norm: 4.4899 2020-09-12 12:38:47,153 - mmaction - INFO - Epoch [98][840/940] lr: 4.000e-03, eta: 1 day, 0:53:03, time: 1.809, data_time: 0.005, memory: 6924, loss_aux: 1.0930, top1_acc: 0.5758, top5_acc: 0.7904, loss_cls: 1.8253, loss: 2.9183, grad_norm: 4.5085 2020-09-12 12:39:24,372 - mmaction - INFO - Epoch [98][860/940] lr: 4.000e-03, eta: 1 day, 0:52:27, time: 1.859, data_time: 0.006, memory: 6924, loss_aux: 1.0725, top1_acc: 0.5816, top5_acc: 0.7980, loss_cls: 1.7659, loss: 2.8384, grad_norm: 4.4642 2020-09-12 12:40:00,440 - mmaction - INFO - Epoch [98][880/940] lr: 4.000e-03, eta: 1 day, 0:51:50, time: 1.806, data_time: 0.006, memory: 6924, loss_aux: 1.0308, top1_acc: 0.6002, top5_acc: 0.8088, loss_cls: 1.6988, loss: 2.7296, grad_norm: 4.4070 2020-09-12 12:40:37,174 - mmaction - INFO - Epoch [98][900/940] lr: 4.000e-03, eta: 1 day, 0:51:13, time: 1.835, data_time: 0.006, memory: 6924, loss_aux: 1.0434, top1_acc: 0.5869, top5_acc: 0.8031, loss_cls: 1.7327, loss: 2.7761, grad_norm: 4.4326 2020-09-12 12:41:13,230 - mmaction - INFO - Epoch [98][920/940] lr: 4.000e-03, eta: 1 day, 0:50:37, time: 1.804, data_time: 0.006, memory: 6924, loss_aux: 1.0882, top1_acc: 0.5797, top5_acc: 0.7936, loss_cls: 1.7890, loss: 2.8772, grad_norm: 4.5607 2020-09-12 12:41:47,868 - mmaction - INFO - Epoch [98][940/940] lr: 4.000e-03, eta: 1 day, 0:49:59, time: 1.731, data_time: 0.007, memory: 6924, loss_aux: 1.0879, top1_acc: 0.5820, top5_acc: 0.7877, loss_cls: 1.7953, loss: 2.8832, grad_norm: 4.6244 2020-09-12 12:41:48,379 - mmaction - INFO - Saving checkpoint at 98 epochs 2020-09-12 12:42:32,539 - mmaction - INFO - Epoch [99][20/940] lr: 4.000e-03, eta: 1 day, 0:49:26, time: 2.143, data_time: 0.628, memory: 6924, loss_aux: 1.0690, top1_acc: 0.5895, top5_acc: 0.7967, loss_cls: 1.7483, loss: 2.8172, grad_norm: 4.4767 2020-09-12 12:43:07,378 - mmaction - INFO - Epoch [99][40/940] lr: 4.000e-03, eta: 1 day, 0:48:48, time: 1.741, data_time: 0.002, memory: 6924, loss_aux: 1.0551, top1_acc: 0.5975, top5_acc: 0.7988, loss_cls: 1.7184, loss: 2.7735, grad_norm: 4.4219 2020-09-12 12:43:42,998 - mmaction - INFO - Epoch [99][60/940] lr: 4.000e-03, eta: 1 day, 0:48:11, time: 1.780, data_time: 0.007, memory: 6924, loss_aux: 1.0706, top1_acc: 0.5883, top5_acc: 0.7934, loss_cls: 1.7470, loss: 2.8176, grad_norm: 4.4767 2020-09-12 12:44:19,473 - mmaction - INFO - Epoch [99][80/940] lr: 4.000e-03, eta: 1 day, 0:47:35, time: 1.825, data_time: 0.005, memory: 6924, loss_aux: 1.0376, top1_acc: 0.6008, top5_acc: 0.8102, loss_cls: 1.6917, loss: 2.7293, grad_norm: 4.4114 2020-09-12 12:44:55,897 - mmaction - INFO - Epoch [99][100/940] lr: 4.000e-03, eta: 1 day, 0:46:58, time: 1.819, data_time: 0.005, memory: 6924, loss_aux: 1.0443, top1_acc: 0.6002, top5_acc: 0.8039, loss_cls: 1.7176, loss: 2.7619, grad_norm: 4.4912 2020-09-12 12:45:31,497 - mmaction - INFO - Epoch [99][120/940] lr: 4.000e-03, eta: 1 day, 0:46:21, time: 1.782, data_time: 0.006, memory: 6924, loss_aux: 1.0587, top1_acc: 0.5889, top5_acc: 0.8027, loss_cls: 1.7394, loss: 2.7981, grad_norm: 4.4944 2020-09-12 12:46:07,700 - mmaction - INFO - Epoch [99][140/940] lr: 4.000e-03, eta: 1 day, 0:45:44, time: 1.808, data_time: 0.006, memory: 6924, loss_aux: 1.0363, top1_acc: 0.5951, top5_acc: 0.8070, loss_cls: 1.6858, loss: 2.7221, grad_norm: 4.4355 2020-09-12 12:46:44,721 - mmaction - INFO - Epoch [99][160/940] lr: 4.000e-03, eta: 1 day, 0:45:08, time: 1.853, data_time: 0.006, memory: 6924, loss_aux: 1.0538, top1_acc: 0.5961, top5_acc: 0.8000, loss_cls: 1.7260, loss: 2.7799, grad_norm: 4.4297 2020-09-12 12:47:20,236 - mmaction - INFO - Epoch [99][180/940] lr: 4.000e-03, eta: 1 day, 0:44:30, time: 1.773, data_time: 0.005, memory: 6924, loss_aux: 1.0655, top1_acc: 0.5887, top5_acc: 0.7973, loss_cls: 1.7518, loss: 2.8173, grad_norm: 4.4509 2020-09-12 12:47:56,043 - mmaction - INFO - Epoch [99][200/940] lr: 4.000e-03, eta: 1 day, 0:43:54, time: 1.792, data_time: 0.006, memory: 6924, loss_aux: 1.0685, top1_acc: 0.5906, top5_acc: 0.7957, loss_cls: 1.7534, loss: 2.8219, grad_norm: 4.5349 2020-09-12 12:48:32,776 - mmaction - INFO - Epoch [99][220/940] lr: 4.000e-03, eta: 1 day, 0:43:17, time: 1.835, data_time: 0.006, memory: 6924, loss_aux: 1.0517, top1_acc: 0.5996, top5_acc: 0.8092, loss_cls: 1.7101, loss: 2.7617, grad_norm: 4.5057 2020-09-12 12:49:08,591 - mmaction - INFO - Epoch [99][240/940] lr: 4.000e-03, eta: 1 day, 0:42:40, time: 1.793, data_time: 0.006, memory: 6924, loss_aux: 1.0679, top1_acc: 0.5877, top5_acc: 0.8014, loss_cls: 1.7448, loss: 2.8127, grad_norm: 4.5300 2020-09-12 12:49:44,907 - mmaction - INFO - Epoch [99][260/940] lr: 4.000e-03, eta: 1 day, 0:42:03, time: 1.814, data_time: 0.006, memory: 6924, loss_aux: 1.0561, top1_acc: 0.5951, top5_acc: 0.8047, loss_cls: 1.7165, loss: 2.7726, grad_norm: 4.5377 2020-09-12 12:50:20,809 - mmaction - INFO - Epoch [99][280/940] lr: 4.000e-03, eta: 1 day, 0:41:26, time: 1.795, data_time: 0.006, memory: 6924, loss_aux: 1.0546, top1_acc: 0.5951, top5_acc: 0.8037, loss_cls: 1.7272, loss: 2.7818, grad_norm: 4.4866 2020-09-12 12:50:56,115 - mmaction - INFO - Epoch [99][300/940] lr: 4.000e-03, eta: 1 day, 0:40:49, time: 1.767, data_time: 0.005, memory: 6924, loss_aux: 1.0660, top1_acc: 0.5873, top5_acc: 0.8002, loss_cls: 1.7459, loss: 2.8120, grad_norm: 4.4927 2020-09-12 12:51:32,292 - mmaction - INFO - Epoch [99][320/940] lr: 4.000e-03, eta: 1 day, 0:40:12, time: 1.808, data_time: 0.006, memory: 6924, loss_aux: 1.0788, top1_acc: 0.5895, top5_acc: 0.7969, loss_cls: 1.7536, loss: 2.8325, grad_norm: 4.5655 2020-09-12 12:52:08,793 - mmaction - INFO - Epoch [99][340/940] lr: 4.000e-03, eta: 1 day, 0:39:36, time: 1.825, data_time: 0.005, memory: 6924, loss_aux: 1.0570, top1_acc: 0.5916, top5_acc: 0.7977, loss_cls: 1.7429, loss: 2.7999, grad_norm: 4.5544 2020-09-12 12:52:44,434 - mmaction - INFO - Epoch [99][360/940] lr: 4.000e-03, eta: 1 day, 0:38:59, time: 1.781, data_time: 0.009, memory: 6924, loss_aux: 1.0543, top1_acc: 0.5900, top5_acc: 0.8008, loss_cls: 1.7453, loss: 2.7996, grad_norm: 4.5216 2020-09-12 12:53:19,662 - mmaction - INFO - Epoch [99][380/940] lr: 4.000e-03, eta: 1 day, 0:38:21, time: 1.764, data_time: 0.006, memory: 6924, loss_aux: 1.0527, top1_acc: 0.5996, top5_acc: 0.8023, loss_cls: 1.7187, loss: 2.7715, grad_norm: 4.4403 2020-09-12 12:53:56,173 - mmaction - INFO - Epoch [99][400/940] lr: 4.000e-03, eta: 1 day, 0:37:45, time: 1.824, data_time: 0.007, memory: 6924, loss_aux: 1.0491, top1_acc: 0.5965, top5_acc: 0.8043, loss_cls: 1.7168, loss: 2.7658, grad_norm: 4.5269 2020-09-12 12:54:31,822 - mmaction - INFO - Epoch [99][420/940] lr: 4.000e-03, eta: 1 day, 0:37:08, time: 1.784, data_time: 0.006, memory: 6924, loss_aux: 1.0664, top1_acc: 0.5891, top5_acc: 0.7998, loss_cls: 1.7336, loss: 2.8000, grad_norm: 4.5865 2020-09-12 12:55:07,447 - mmaction - INFO - Epoch [99][440/940] lr: 4.000e-03, eta: 1 day, 0:36:31, time: 1.782, data_time: 0.006, memory: 6924, loss_aux: 1.0553, top1_acc: 0.5992, top5_acc: 0.8076, loss_cls: 1.7161, loss: 2.7714, grad_norm: 4.4849 2020-09-12 12:55:43,505 - mmaction - INFO - Epoch [99][460/940] lr: 4.000e-03, eta: 1 day, 0:35:54, time: 1.801, data_time: 0.002, memory: 6924, loss_aux: 1.0673, top1_acc: 0.5934, top5_acc: 0.8014, loss_cls: 1.7310, loss: 2.7983, grad_norm: 4.6106 2020-09-12 12:56:18,701 - mmaction - INFO - Epoch [99][480/940] lr: 4.000e-03, eta: 1 day, 0:35:16, time: 1.761, data_time: 0.006, memory: 6924, loss_aux: 1.0800, top1_acc: 0.5816, top5_acc: 0.7998, loss_cls: 1.7792, loss: 2.8592, grad_norm: 4.6213 2020-09-12 12:56:55,172 - mmaction - INFO - Epoch [99][500/940] lr: 4.000e-03, eta: 1 day, 0:34:40, time: 1.823, data_time: 0.006, memory: 6924, loss_aux: 1.0619, top1_acc: 0.5877, top5_acc: 0.8027, loss_cls: 1.7459, loss: 2.8078, grad_norm: 4.5222 2020-09-12 12:57:30,681 - mmaction - INFO - Epoch [99][520/940] lr: 4.000e-03, eta: 1 day, 0:34:03, time: 1.776, data_time: 0.005, memory: 6924, loss_aux: 1.0546, top1_acc: 0.5961, top5_acc: 0.8025, loss_cls: 1.7192, loss: 2.7737, grad_norm: 4.5363 2020-09-12 12:58:05,762 - mmaction - INFO - Epoch [99][540/940] lr: 4.000e-03, eta: 1 day, 0:33:25, time: 1.753, data_time: 0.006, memory: 6924, loss_aux: 1.0791, top1_acc: 0.5840, top5_acc: 0.7910, loss_cls: 1.7702, loss: 2.8493, grad_norm: 4.5043 2020-09-12 12:58:41,662 - mmaction - INFO - Epoch [99][560/940] lr: 4.000e-03, eta: 1 day, 0:32:48, time: 1.796, data_time: 0.005, memory: 6924, loss_aux: 1.0819, top1_acc: 0.5863, top5_acc: 0.7979, loss_cls: 1.7738, loss: 2.8557, grad_norm: 4.5329 2020-09-12 12:59:18,562 - mmaction - INFO - Epoch [99][580/940] lr: 4.000e-03, eta: 1 day, 0:32:12, time: 1.843, data_time: 0.006, memory: 6924, loss_aux: 1.0649, top1_acc: 0.5854, top5_acc: 0.7893, loss_cls: 1.7705, loss: 2.8354, grad_norm: 4.5594 2020-09-12 12:59:52,850 - mmaction - INFO - Epoch [99][600/940] lr: 4.000e-03, eta: 1 day, 0:31:34, time: 1.716, data_time: 0.006, memory: 6924, loss_aux: 1.0856, top1_acc: 0.5887, top5_acc: 0.7912, loss_cls: 1.7840, loss: 2.8696, grad_norm: 4.4681 2020-09-12 13:00:29,050 - mmaction - INFO - Epoch [99][620/940] lr: 4.000e-03, eta: 1 day, 0:30:57, time: 1.802, data_time: 0.009, memory: 6924, loss_aux: 1.0632, top1_acc: 0.5910, top5_acc: 0.8023, loss_cls: 1.7361, loss: 2.7992, grad_norm: 4.4659 2020-09-12 13:01:03,912 - mmaction - INFO - Epoch [99][640/940] lr: 4.000e-03, eta: 1 day, 0:30:20, time: 1.751, data_time: 0.018, memory: 6924, loss_aux: 1.0292, top1_acc: 0.6041, top5_acc: 0.8143, loss_cls: 1.6891, loss: 2.7183, grad_norm: 4.5029 2020-09-12 13:01:39,214 - mmaction - INFO - Epoch [99][660/940] lr: 4.000e-03, eta: 1 day, 0:29:43, time: 1.764, data_time: 0.006, memory: 6924, loss_aux: 1.0911, top1_acc: 0.5826, top5_acc: 0.7955, loss_cls: 1.7898, loss: 2.8809, grad_norm: 4.5456 2020-09-12 13:02:15,164 - mmaction - INFO - Epoch [99][680/940] lr: 4.000e-03, eta: 1 day, 0:29:06, time: 1.798, data_time: 0.006, memory: 6924, loss_aux: 1.0625, top1_acc: 0.5922, top5_acc: 0.7908, loss_cls: 1.7520, loss: 2.8145, grad_norm: 4.5234 2020-09-12 13:02:50,224 - mmaction - INFO - Epoch [99][700/940] lr: 4.000e-03, eta: 1 day, 0:28:28, time: 1.752, data_time: 0.003, memory: 6924, loss_aux: 1.0739, top1_acc: 0.5789, top5_acc: 0.8018, loss_cls: 1.7549, loss: 2.8288, grad_norm: 4.5076 2020-09-12 13:03:26,392 - mmaction - INFO - Epoch [99][720/940] lr: 4.000e-03, eta: 1 day, 0:27:52, time: 1.810, data_time: 0.006, memory: 6924, loss_aux: 1.0579, top1_acc: 0.6008, top5_acc: 0.8039, loss_cls: 1.7197, loss: 2.7776, grad_norm: 4.5304 2020-09-12 13:04:01,526 - mmaction - INFO - Epoch [99][740/940] lr: 4.000e-03, eta: 1 day, 0:27:14, time: 1.755, data_time: 0.006, memory: 6924, loss_aux: 1.1067, top1_acc: 0.5760, top5_acc: 0.7834, loss_cls: 1.8361, loss: 2.9428, grad_norm: 4.5650 2020-09-12 13:04:37,278 - mmaction - INFO - Epoch [99][760/940] lr: 4.000e-03, eta: 1 day, 0:26:37, time: 1.789, data_time: 0.006, memory: 6924, loss_aux: 1.0780, top1_acc: 0.5951, top5_acc: 0.7924, loss_cls: 1.7671, loss: 2.8452, grad_norm: 4.5942 2020-09-12 13:05:13,129 - mmaction - INFO - Epoch [99][780/940] lr: 4.000e-03, eta: 1 day, 0:26:00, time: 1.791, data_time: 0.006, memory: 6924, loss_aux: 1.0704, top1_acc: 0.5762, top5_acc: 0.7973, loss_cls: 1.7621, loss: 2.8325, grad_norm: 4.6457 2020-09-12 13:05:49,060 - mmaction - INFO - Epoch [99][800/940] lr: 4.000e-03, eta: 1 day, 0:25:24, time: 1.798, data_time: 0.006, memory: 6924, loss_aux: 1.0393, top1_acc: 0.6012, top5_acc: 0.8059, loss_cls: 1.7055, loss: 2.7448, grad_norm: 4.5510 2020-09-12 13:06:25,691 - mmaction - INFO - Epoch [99][820/940] lr: 4.000e-03, eta: 1 day, 0:24:47, time: 1.830, data_time: 0.007, memory: 6924, loss_aux: 1.0526, top1_acc: 0.5852, top5_acc: 0.7982, loss_cls: 1.7401, loss: 2.7926, grad_norm: 4.5899 2020-09-12 13:07:01,296 - mmaction - INFO - Epoch [99][840/940] lr: 4.000e-03, eta: 1 day, 0:24:10, time: 1.782, data_time: 0.006, memory: 6924, loss_aux: 1.0626, top1_acc: 0.5914, top5_acc: 0.8008, loss_cls: 1.7430, loss: 2.8056, grad_norm: 4.5266 2020-09-12 13:07:36,655 - mmaction - INFO - Epoch [99][860/940] lr: 4.000e-03, eta: 1 day, 0:23:33, time: 1.766, data_time: 0.006, memory: 6924, loss_aux: 1.0891, top1_acc: 0.5803, top5_acc: 0.7959, loss_cls: 1.7815, loss: 2.8706, grad_norm: 4.5788 2020-09-12 13:08:12,942 - mmaction - INFO - Epoch [99][880/940] lr: 4.000e-03, eta: 1 day, 0:22:56, time: 1.815, data_time: 0.006, memory: 6924, loss_aux: 1.0657, top1_acc: 0.5926, top5_acc: 0.7959, loss_cls: 1.7397, loss: 2.8054, grad_norm: 4.6012 2020-09-12 13:08:48,297 - mmaction - INFO - Epoch [99][900/940] lr: 4.000e-03, eta: 1 day, 0:22:19, time: 1.766, data_time: 0.007, memory: 6924, loss_aux: 1.0775, top1_acc: 0.5877, top5_acc: 0.7980, loss_cls: 1.7781, loss: 2.8556, grad_norm: 4.5554 2020-09-12 13:09:25,302 - mmaction - INFO - Epoch [99][920/940] lr: 4.000e-03, eta: 1 day, 0:21:42, time: 1.852, data_time: 0.006, memory: 6924, loss_aux: 1.0433, top1_acc: 0.6002, top5_acc: 0.8043, loss_cls: 1.7032, loss: 2.7465, grad_norm: 4.4838 2020-09-12 13:10:00,926 - mmaction - INFO - Epoch [99][940/940] lr: 4.000e-03, eta: 1 day, 0:21:05, time: 1.779, data_time: 0.006, memory: 6924, loss_aux: 1.0976, top1_acc: 0.5818, top5_acc: 0.7930, loss_cls: 1.7860, loss: 2.8837, grad_norm: 4.6720 2020-09-12 13:10:01,449 - mmaction - INFO - Saving checkpoint at 99 epochs 2020-09-12 13:10:45,594 - mmaction - INFO - Epoch [100][20/940] lr: 4.000e-03, eta: 1 day, 0:20:29, time: 1.870, data_time: 0.483, memory: 6924, loss_aux: 1.0738, top1_acc: 0.5842, top5_acc: 0.8025, loss_cls: 1.7566, loss: 2.8304, grad_norm: 4.5709 2020-09-12 13:11:18,181 - mmaction - INFO - Epoch [100][40/940] lr: 4.000e-03, eta: 1 day, 0:19:51, time: 1.631, data_time: 0.006, memory: 6924, loss_aux: 1.0460, top1_acc: 0.5996, top5_acc: 0.8059, loss_cls: 1.6855, loss: 2.7315, grad_norm: 4.5648 2020-09-12 13:11:54,503 - mmaction - INFO - Epoch [100][60/940] lr: 4.000e-03, eta: 1 day, 0:19:14, time: 1.814, data_time: 0.006, memory: 6924, loss_aux: 1.0674, top1_acc: 0.5842, top5_acc: 0.7990, loss_cls: 1.7565, loss: 2.8239, grad_norm: 4.5495 2020-09-12 13:12:31,175 - mmaction - INFO - Epoch [100][80/940] lr: 4.000e-03, eta: 1 day, 0:18:37, time: 1.836, data_time: 0.006, memory: 6924, loss_aux: 1.0740, top1_acc: 0.5861, top5_acc: 0.7980, loss_cls: 1.7534, loss: 2.8275, grad_norm: 4.5933 2020-09-12 13:13:07,951 - mmaction - INFO - Epoch [100][100/940] lr: 4.000e-03, eta: 1 day, 0:18:01, time: 1.839, data_time: 0.004, memory: 6924, loss_aux: 1.0724, top1_acc: 0.5861, top5_acc: 0.7939, loss_cls: 1.7603, loss: 2.8327, grad_norm: 4.5886 2020-09-12 13:13:44,482 - mmaction - INFO - Epoch [100][120/940] lr: 4.000e-03, eta: 1 day, 0:17:24, time: 1.825, data_time: 0.007, memory: 6924, loss_aux: 1.0544, top1_acc: 0.5965, top5_acc: 0.8080, loss_cls: 1.7112, loss: 2.7656, grad_norm: 4.5250 2020-09-12 13:14:21,588 - mmaction - INFO - Epoch [100][140/940] lr: 4.000e-03, eta: 1 day, 0:16:48, time: 1.857, data_time: 0.006, memory: 6924, loss_aux: 1.0444, top1_acc: 0.5982, top5_acc: 0.8107, loss_cls: 1.6870, loss: 2.7314, grad_norm: 4.5278 2020-09-12 13:14:57,622 - mmaction - INFO - Epoch [100][160/940] lr: 4.000e-03, eta: 1 day, 0:16:11, time: 1.801, data_time: 0.005, memory: 6924, loss_aux: 1.0708, top1_acc: 0.5910, top5_acc: 0.8053, loss_cls: 1.7300, loss: 2.8008, grad_norm: 4.5927 2020-09-12 13:15:34,453 - mmaction - INFO - Epoch [100][180/940] lr: 4.000e-03, eta: 1 day, 0:15:35, time: 1.840, data_time: 0.005, memory: 6924, loss_aux: 1.0432, top1_acc: 0.6059, top5_acc: 0.8053, loss_cls: 1.6842, loss: 2.7274, grad_norm: 4.4755 2020-09-12 13:16:11,874 - mmaction - INFO - Epoch [100][200/940] lr: 4.000e-03, eta: 1 day, 0:14:59, time: 1.873, data_time: 0.006, memory: 6924, loss_aux: 1.0659, top1_acc: 0.5828, top5_acc: 0.7971, loss_cls: 1.7599, loss: 2.8258, grad_norm: 4.5891 2020-09-12 13:16:47,929 - mmaction - INFO - Epoch [100][220/940] lr: 4.000e-03, eta: 1 day, 0:14:22, time: 1.802, data_time: 0.006, memory: 6924, loss_aux: 1.0710, top1_acc: 0.5809, top5_acc: 0.7988, loss_cls: 1.7705, loss: 2.8415, grad_norm: 4.5699 2020-09-12 13:17:24,748 - mmaction - INFO - Epoch [100][240/940] lr: 4.000e-03, eta: 1 day, 0:13:45, time: 1.842, data_time: 0.005, memory: 6924, loss_aux: 1.0558, top1_acc: 0.6002, top5_acc: 0.8006, loss_cls: 1.7100, loss: 2.7659, grad_norm: 4.4700 2020-09-12 13:18:01,624 - mmaction - INFO - Epoch [100][260/940] lr: 4.000e-03, eta: 1 day, 0:13:09, time: 1.843, data_time: 0.006, memory: 6924, loss_aux: 1.0578, top1_acc: 0.5957, top5_acc: 0.8004, loss_cls: 1.7203, loss: 2.7780, grad_norm: 4.4879 2020-09-12 13:18:38,256 - mmaction - INFO - Epoch [100][280/940] lr: 4.000e-03, eta: 1 day, 0:12:32, time: 1.833, data_time: 0.005, memory: 6924, loss_aux: 1.0612, top1_acc: 0.5938, top5_acc: 0.8041, loss_cls: 1.7273, loss: 2.7885, grad_norm: 4.5239 2020-09-12 13:19:15,238 - mmaction - INFO - Epoch [100][300/940] lr: 4.000e-03, eta: 1 day, 0:11:56, time: 1.847, data_time: 0.006, memory: 6924, loss_aux: 1.0620, top1_acc: 0.5949, top5_acc: 0.7988, loss_cls: 1.7262, loss: 2.7881, grad_norm: 4.5537 2020-09-12 13:19:51,629 - mmaction - INFO - Epoch [100][320/940] lr: 4.000e-03, eta: 1 day, 0:11:19, time: 1.821, data_time: 0.006, memory: 6924, loss_aux: 1.0521, top1_acc: 0.5996, top5_acc: 0.8025, loss_cls: 1.7075, loss: 2.7596, grad_norm: 4.5464 2020-09-12 13:20:28,521 - mmaction - INFO - Epoch [100][340/940] lr: 4.000e-03, eta: 1 day, 0:10:43, time: 1.843, data_time: 0.006, memory: 6924, loss_aux: 1.0310, top1_acc: 0.6037, top5_acc: 0.8111, loss_cls: 1.6699, loss: 2.7009, grad_norm: 4.5407 2020-09-12 13:21:05,376 - mmaction - INFO - Epoch [100][360/940] lr: 4.000e-03, eta: 1 day, 0:10:06, time: 1.845, data_time: 0.006, memory: 6924, loss_aux: 1.0523, top1_acc: 0.6031, top5_acc: 0.8041, loss_cls: 1.7208, loss: 2.7731, grad_norm: 4.5690 2020-09-12 13:21:43,195 - mmaction - INFO - Epoch [100][380/940] lr: 4.000e-03, eta: 1 day, 0:09:31, time: 1.889, data_time: 0.005, memory: 6924, loss_aux: 1.0825, top1_acc: 0.5873, top5_acc: 0.7916, loss_cls: 1.7608, loss: 2.8432, grad_norm: 4.5471 2020-09-12 13:22:19,923 - mmaction - INFO - Epoch [100][400/940] lr: 4.000e-03, eta: 1 day, 0:08:54, time: 1.839, data_time: 0.006, memory: 6924, loss_aux: 1.0827, top1_acc: 0.5803, top5_acc: 0.7943, loss_cls: 1.7811, loss: 2.8638, grad_norm: 4.5874 2020-09-12 13:22:56,708 - mmaction - INFO - Epoch [100][420/940] lr: 4.000e-03, eta: 1 day, 0:08:18, time: 1.837, data_time: 0.007, memory: 6924, loss_aux: 1.0762, top1_acc: 0.5855, top5_acc: 0.7930, loss_cls: 1.7674, loss: 2.8435, grad_norm: 4.5446 2020-09-12 13:23:33,532 - mmaction - INFO - Epoch [100][440/940] lr: 4.000e-03, eta: 1 day, 0:07:41, time: 1.843, data_time: 0.006, memory: 6924, loss_aux: 1.0549, top1_acc: 0.5943, top5_acc: 0.8014, loss_cls: 1.7230, loss: 2.7779, grad_norm: 4.5265 2020-09-12 13:24:10,886 - mmaction - INFO - Epoch [100][460/940] lr: 4.000e-03, eta: 1 day, 0:07:05, time: 1.868, data_time: 0.003, memory: 6924, loss_aux: 1.0797, top1_acc: 0.5953, top5_acc: 0.7979, loss_cls: 1.7804, loss: 2.8601, grad_norm: 4.6570 2020-09-12 13:24:47,619 - mmaction - INFO - Epoch [100][480/940] lr: 4.000e-03, eta: 1 day, 0:06:28, time: 1.835, data_time: 0.006, memory: 6924, loss_aux: 1.0801, top1_acc: 0.5938, top5_acc: 0.7941, loss_cls: 1.7533, loss: 2.8334, grad_norm: 4.5378 2020-09-12 13:25:24,842 - mmaction - INFO - Epoch [100][500/940] lr: 4.000e-03, eta: 1 day, 0:05:52, time: 1.862, data_time: 0.006, memory: 6924, loss_aux: 1.0837, top1_acc: 0.5863, top5_acc: 0.7977, loss_cls: 1.7675, loss: 2.8512, grad_norm: 4.6452 2020-09-12 13:26:01,802 - mmaction - INFO - Epoch [100][520/940] lr: 4.000e-03, eta: 1 day, 0:05:16, time: 1.849, data_time: 0.006, memory: 6924, loss_aux: 1.0500, top1_acc: 0.5994, top5_acc: 0.8078, loss_cls: 1.6991, loss: 2.7491, grad_norm: 4.6338 2020-09-12 13:26:38,952 - mmaction - INFO - Epoch [100][540/940] lr: 4.000e-03, eta: 1 day, 0:04:40, time: 1.855, data_time: 0.005, memory: 6924, loss_aux: 1.0592, top1_acc: 0.5902, top5_acc: 0.7980, loss_cls: 1.7483, loss: 2.8075, grad_norm: 4.5841 2020-09-12 13:27:15,924 - mmaction - INFO - Epoch [100][560/940] lr: 4.000e-03, eta: 1 day, 0:04:03, time: 1.850, data_time: 0.006, memory: 6924, loss_aux: 1.0782, top1_acc: 0.5879, top5_acc: 0.7965, loss_cls: 1.7581, loss: 2.8363, grad_norm: 4.5944 2020-09-12 13:27:52,466 - mmaction - INFO - Epoch [100][580/940] lr: 4.000e-03, eta: 1 day, 0:03:27, time: 1.826, data_time: 0.006, memory: 6924, loss_aux: 1.1032, top1_acc: 0.5777, top5_acc: 0.7891, loss_cls: 1.8251, loss: 2.9283, grad_norm: 4.6873 2020-09-12 13:28:29,470 - mmaction - INFO - Epoch [100][600/940] lr: 4.000e-03, eta: 1 day, 0:02:50, time: 1.852, data_time: 0.005, memory: 6924, loss_aux: 1.0582, top1_acc: 0.5963, top5_acc: 0.8035, loss_cls: 1.7263, loss: 2.7846, grad_norm: 4.5938 2020-09-12 13:29:06,809 - mmaction - INFO - Epoch [100][620/940] lr: 4.000e-03, eta: 1 day, 0:02:14, time: 1.865, data_time: 0.006, memory: 6924, loss_aux: 1.0846, top1_acc: 0.5803, top5_acc: 0.7857, loss_cls: 1.7972, loss: 2.8818, grad_norm: 4.6313 2020-09-12 13:29:43,355 - mmaction - INFO - Epoch [100][640/940] lr: 4.000e-03, eta: 1 day, 0:01:37, time: 1.829, data_time: 0.006, memory: 6924, loss_aux: 1.0654, top1_acc: 0.6000, top5_acc: 0.7969, loss_cls: 1.7284, loss: 2.7938, grad_norm: 4.5740 2020-09-12 13:30:20,593 - mmaction - INFO - Epoch [100][660/940] lr: 4.000e-03, eta: 1 day, 0:01:01, time: 1.859, data_time: 0.006, memory: 6924, loss_aux: 1.0423, top1_acc: 0.5912, top5_acc: 0.8148, loss_cls: 1.6978, loss: 2.7401, grad_norm: 4.5151 2020-09-12 13:30:57,496 - mmaction - INFO - Epoch [100][680/940] lr: 4.000e-03, eta: 1 day, 0:00:25, time: 1.848, data_time: 0.006, memory: 6924, loss_aux: 1.0551, top1_acc: 0.5941, top5_acc: 0.7980, loss_cls: 1.7287, loss: 2.7838, grad_norm: 4.5843 2020-09-12 13:31:34,549 - mmaction - INFO - Epoch [100][700/940] lr: 4.000e-03, eta: 23:59:48, time: 1.850, data_time: 0.007, memory: 6924, loss_aux: 1.0598, top1_acc: 0.5883, top5_acc: 0.7988, loss_cls: 1.7446, loss: 2.8045, grad_norm: 4.6181 2020-09-12 13:32:11,722 - mmaction - INFO - Epoch [100][720/940] lr: 4.000e-03, eta: 23:59:12, time: 1.859, data_time: 0.007, memory: 6924, loss_aux: 1.0943, top1_acc: 0.5814, top5_acc: 0.7879, loss_cls: 1.8019, loss: 2.8962, grad_norm: 4.6474 2020-09-12 13:32:48,944 - mmaction - INFO - Epoch [100][740/940] lr: 4.000e-03, eta: 23:58:36, time: 1.862, data_time: 0.006, memory: 6924, loss_aux: 1.0618, top1_acc: 0.5969, top5_acc: 0.7949, loss_cls: 1.7494, loss: 2.8112, grad_norm: 4.5906 2020-09-12 13:33:26,640 - mmaction - INFO - Epoch [100][760/940] lr: 4.000e-03, eta: 23:58:00, time: 1.884, data_time: 0.006, memory: 6924, loss_aux: 1.0658, top1_acc: 0.5867, top5_acc: 0.8018, loss_cls: 1.7516, loss: 2.8173, grad_norm: 4.6418 2020-09-12 13:34:04,006 - mmaction - INFO - Epoch [100][780/940] lr: 4.000e-03, eta: 23:57:24, time: 1.870, data_time: 0.006, memory: 6924, loss_aux: 1.0609, top1_acc: 0.5873, top5_acc: 0.8020, loss_cls: 1.7335, loss: 2.7944, grad_norm: 4.5689 2020-09-12 13:34:40,874 - mmaction - INFO - Epoch [100][800/940] lr: 4.000e-03, eta: 23:56:47, time: 1.842, data_time: 0.006, memory: 6924, loss_aux: 1.0504, top1_acc: 0.6006, top5_acc: 0.7967, loss_cls: 1.7111, loss: 2.7615, grad_norm: 4.5614 2020-09-12 13:35:17,961 - mmaction - INFO - Epoch [100][820/940] lr: 4.000e-03, eta: 23:56:11, time: 1.855, data_time: 0.006, memory: 6924, loss_aux: 1.0476, top1_acc: 0.5971, top5_acc: 0.8053, loss_cls: 1.7031, loss: 2.7506, grad_norm: 4.5597 2020-09-12 13:35:55,085 - mmaction - INFO - Epoch [100][840/940] lr: 4.000e-03, eta: 23:55:35, time: 1.858, data_time: 0.006, memory: 6924, loss_aux: 1.0853, top1_acc: 0.5863, top5_acc: 0.7916, loss_cls: 1.7921, loss: 2.8774, grad_norm: 4.6435 2020-09-12 13:36:32,606 - mmaction - INFO - Epoch [100][860/940] lr: 4.000e-03, eta: 23:54:59, time: 1.874, data_time: 0.007, memory: 6924, loss_aux: 1.0545, top1_acc: 0.5943, top5_acc: 0.8041, loss_cls: 1.7246, loss: 2.7790, grad_norm: 4.5491 2020-09-12 13:37:09,227 - mmaction - INFO - Epoch [100][880/940] lr: 4.000e-03, eta: 23:54:22, time: 1.833, data_time: 0.007, memory: 6924, loss_aux: 1.0612, top1_acc: 0.5881, top5_acc: 0.8014, loss_cls: 1.7422, loss: 2.8034, grad_norm: 4.6343 2020-09-12 13:37:46,291 - mmaction - INFO - Epoch [100][900/940] lr: 4.000e-03, eta: 23:53:46, time: 1.852, data_time: 0.006, memory: 6924, loss_aux: 1.0509, top1_acc: 0.5971, top5_acc: 0.8096, loss_cls: 1.7147, loss: 2.7656, grad_norm: 4.6208 2020-09-12 13:38:23,827 - mmaction - INFO - Epoch [100][920/940] lr: 4.000e-03, eta: 23:53:10, time: 1.878, data_time: 0.005, memory: 6924, loss_aux: 1.0676, top1_acc: 0.5879, top5_acc: 0.7961, loss_cls: 1.7568, loss: 2.8244, grad_norm: 4.6023 2020-09-12 13:39:00,447 - mmaction - INFO - Epoch [100][940/940] lr: 4.000e-03, eta: 23:52:33, time: 1.829, data_time: 0.006, memory: 6924, loss_aux: 1.0907, top1_acc: 0.5846, top5_acc: 0.7934, loss_cls: 1.7929, loss: 2.8836, grad_norm: 4.6976 2020-09-12 13:39:00,977 - mmaction - INFO - Saving checkpoint at 100 epochs 2020-09-12 13:39:45,764 - mmaction - INFO - Epoch [101][20/940] lr: 4.000e-03, eta: 23:51:59, time: 2.098, data_time: 0.572, memory: 6924, loss_aux: 1.0581, top1_acc: 0.5947, top5_acc: 0.7982, loss_cls: 1.7323, loss: 2.7904, grad_norm: 4.5507 2020-09-12 13:40:22,135 - mmaction - INFO - Epoch [101][40/940] lr: 4.000e-03, eta: 23:51:23, time: 1.818, data_time: 0.006, memory: 6924, loss_aux: 1.0406, top1_acc: 0.5980, top5_acc: 0.8035, loss_cls: 1.6944, loss: 2.7350, grad_norm: 4.5485 2020-09-12 13:40:58,148 - mmaction - INFO - Epoch [101][60/940] lr: 4.000e-03, eta: 23:50:46, time: 1.803, data_time: 0.006, memory: 6924, loss_aux: 1.0677, top1_acc: 0.5898, top5_acc: 0.8002, loss_cls: 1.7531, loss: 2.8209, grad_norm: 4.5931 2020-09-12 13:41:35,949 - mmaction - INFO - Epoch [101][80/940] lr: 4.000e-03, eta: 23:50:10, time: 1.890, data_time: 0.006, memory: 6924, loss_aux: 1.0330, top1_acc: 0.6021, top5_acc: 0.8094, loss_cls: 1.6806, loss: 2.7135, grad_norm: 4.6195 2020-09-12 13:42:12,655 - mmaction - INFO - Epoch [101][100/940] lr: 4.000e-03, eta: 23:49:33, time: 1.836, data_time: 0.005, memory: 6924, loss_aux: 1.0375, top1_acc: 0.5943, top5_acc: 0.8033, loss_cls: 1.7042, loss: 2.7417, grad_norm: 4.5944 2020-09-12 13:42:50,131 - mmaction - INFO - Epoch [101][120/940] lr: 4.000e-03, eta: 23:48:57, time: 1.873, data_time: 0.005, memory: 6924, loss_aux: 1.0597, top1_acc: 0.5883, top5_acc: 0.8035, loss_cls: 1.7229, loss: 2.7826, grad_norm: 4.5945 2020-09-12 13:43:27,716 - mmaction - INFO - Epoch [101][140/940] lr: 4.000e-03, eta: 23:48:21, time: 1.881, data_time: 0.005, memory: 6924, loss_aux: 1.0778, top1_acc: 0.5803, top5_acc: 0.8012, loss_cls: 1.7558, loss: 2.8336, grad_norm: 4.7009 2020-09-12 13:44:05,135 - mmaction - INFO - Epoch [101][160/940] lr: 4.000e-03, eta: 23:47:45, time: 1.869, data_time: 0.006, memory: 6924, loss_aux: 1.0495, top1_acc: 0.5980, top5_acc: 0.8061, loss_cls: 1.6891, loss: 2.7385, grad_norm: 4.5438 2020-09-12 13:44:42,871 - mmaction - INFO - Epoch [101][180/940] lr: 4.000e-03, eta: 23:47:09, time: 1.889, data_time: 0.006, memory: 6924, loss_aux: 1.0299, top1_acc: 0.6010, top5_acc: 0.8072, loss_cls: 1.6834, loss: 2.7133, grad_norm: 4.5181 2020-09-12 13:45:19,869 - mmaction - INFO - Epoch [101][200/940] lr: 4.000e-03, eta: 23:46:32, time: 1.848, data_time: 0.006, memory: 6924, loss_aux: 1.0309, top1_acc: 0.6006, top5_acc: 0.8090, loss_cls: 1.6678, loss: 2.6987, grad_norm: 4.5054 2020-09-12 13:45:57,477 - mmaction - INFO - Epoch [101][220/940] lr: 4.000e-03, eta: 23:45:56, time: 1.881, data_time: 0.007, memory: 6924, loss_aux: 1.0760, top1_acc: 0.5832, top5_acc: 0.7934, loss_cls: 1.7645, loss: 2.8406, grad_norm: 4.6289 2020-09-12 13:46:35,504 - mmaction - INFO - Epoch [101][240/940] lr: 4.000e-03, eta: 23:45:20, time: 1.901, data_time: 0.009, memory: 6924, loss_aux: 1.0670, top1_acc: 0.5994, top5_acc: 0.8029, loss_cls: 1.7450, loss: 2.8119, grad_norm: 4.5651 2020-09-12 13:47:12,164 - mmaction - INFO - Epoch [101][260/940] lr: 4.000e-03, eta: 23:44:44, time: 1.835, data_time: 0.006, memory: 6924, loss_aux: 1.0351, top1_acc: 0.6096, top5_acc: 0.8023, loss_cls: 1.6940, loss: 2.7292, grad_norm: 4.6980 2020-09-12 13:47:49,479 - mmaction - INFO - Epoch [101][280/940] lr: 4.000e-03, eta: 23:44:08, time: 1.864, data_time: 0.006, memory: 6924, loss_aux: 1.0523, top1_acc: 0.5973, top5_acc: 0.8057, loss_cls: 1.7083, loss: 2.7606, grad_norm: 4.6444 2020-09-12 13:48:26,712 - mmaction - INFO - Epoch [101][300/940] lr: 4.000e-03, eta: 23:43:32, time: 1.863, data_time: 0.005, memory: 6924, loss_aux: 1.0697, top1_acc: 0.5914, top5_acc: 0.8049, loss_cls: 1.7522, loss: 2.8219, grad_norm: 4.6403 2020-09-12 13:49:04,260 - mmaction - INFO - Epoch [101][320/940] lr: 4.000e-03, eta: 23:42:55, time: 1.875, data_time: 0.006, memory: 6924, loss_aux: 1.0613, top1_acc: 0.5939, top5_acc: 0.8061, loss_cls: 1.7111, loss: 2.7724, grad_norm: 4.6605 2020-09-12 13:49:41,707 - mmaction - INFO - Epoch [101][340/940] lr: 4.000e-03, eta: 23:42:19, time: 1.874, data_time: 0.006, memory: 6924, loss_aux: 1.0436, top1_acc: 0.5957, top5_acc: 0.8096, loss_cls: 1.7015, loss: 2.7451, grad_norm: 4.6294 2020-09-12 13:50:19,041 - mmaction - INFO - Epoch [101][360/940] lr: 4.000e-03, eta: 23:41:43, time: 1.865, data_time: 0.006, memory: 6924, loss_aux: 1.0539, top1_acc: 0.5980, top5_acc: 0.8092, loss_cls: 1.7277, loss: 2.7816, grad_norm: 4.6149 2020-09-12 13:50:57,019 - mmaction - INFO - Epoch [101][380/940] lr: 4.000e-03, eta: 23:41:07, time: 1.901, data_time: 0.005, memory: 6924, loss_aux: 1.0644, top1_acc: 0.5898, top5_acc: 0.8041, loss_cls: 1.7275, loss: 2.7919, grad_norm: 4.5846 2020-09-12 13:51:34,692 - mmaction - INFO - Epoch [101][400/940] lr: 4.000e-03, eta: 23:40:31, time: 1.883, data_time: 0.006, memory: 6924, loss_aux: 1.0592, top1_acc: 0.5979, top5_acc: 0.8014, loss_cls: 1.7350, loss: 2.7943, grad_norm: 4.6194 2020-09-12 13:52:12,134 - mmaction - INFO - Epoch [101][420/940] lr: 4.000e-03, eta: 23:39:55, time: 1.872, data_time: 0.003, memory: 6924, loss_aux: 1.0518, top1_acc: 0.6039, top5_acc: 0.8006, loss_cls: 1.7221, loss: 2.7739, grad_norm: 4.5155 2020-09-12 13:52:49,896 - mmaction - INFO - Epoch [101][440/940] lr: 4.000e-03, eta: 23:39:19, time: 1.887, data_time: 0.003, memory: 6924, loss_aux: 1.0796, top1_acc: 0.5816, top5_acc: 0.7937, loss_cls: 1.7869, loss: 2.8666, grad_norm: 4.6829 2020-09-12 13:53:27,132 - mmaction - INFO - Epoch [101][460/940] lr: 4.000e-03, eta: 23:38:43, time: 1.864, data_time: 0.006, memory: 6924, loss_aux: 1.0704, top1_acc: 0.5836, top5_acc: 0.7977, loss_cls: 1.7749, loss: 2.8452, grad_norm: 4.6712 2020-09-12 13:54:04,693 - mmaction - INFO - Epoch [101][480/940] lr: 4.000e-03, eta: 23:38:07, time: 1.877, data_time: 0.006, memory: 6924, loss_aux: 1.0582, top1_acc: 0.5895, top5_acc: 0.7998, loss_cls: 1.7229, loss: 2.7810, grad_norm: 4.6976 2020-09-12 13:54:42,740 - mmaction - INFO - Epoch [101][500/940] lr: 4.000e-03, eta: 23:37:31, time: 1.902, data_time: 0.006, memory: 6924, loss_aux: 1.0512, top1_acc: 0.5988, top5_acc: 0.8014, loss_cls: 1.7321, loss: 2.7833, grad_norm: 4.5562 2020-09-12 13:55:20,483 - mmaction - INFO - Epoch [101][520/940] lr: 4.000e-03, eta: 23:36:55, time: 1.888, data_time: 0.007, memory: 6924, loss_aux: 1.0543, top1_acc: 0.5961, top5_acc: 0.8043, loss_cls: 1.7246, loss: 2.7789, grad_norm: 4.6223 2020-09-12 13:55:57,816 - mmaction - INFO - Epoch [101][540/940] lr: 4.000e-03, eta: 23:36:19, time: 1.868, data_time: 0.006, memory: 6924, loss_aux: 1.0572, top1_acc: 0.5869, top5_acc: 0.8031, loss_cls: 1.7199, loss: 2.7770, grad_norm: 4.6571 2020-09-12 13:56:34,926 - mmaction - INFO - Epoch [101][560/940] lr: 4.000e-03, eta: 23:35:42, time: 1.854, data_time: 0.006, memory: 6924, loss_aux: 1.0652, top1_acc: 0.5955, top5_acc: 0.7986, loss_cls: 1.7384, loss: 2.8036, grad_norm: 4.6710 2020-09-12 13:57:12,758 - mmaction - INFO - Epoch [101][580/940] lr: 4.000e-03, eta: 23:35:06, time: 1.893, data_time: 0.005, memory: 6924, loss_aux: 1.0771, top1_acc: 0.5852, top5_acc: 0.7975, loss_cls: 1.7721, loss: 2.8492, grad_norm: 4.6407 2020-09-12 13:57:50,068 - mmaction - INFO - Epoch [101][600/940] lr: 4.000e-03, eta: 23:34:30, time: 1.864, data_time: 0.006, memory: 6924, loss_aux: 1.0614, top1_acc: 0.5873, top5_acc: 0.7959, loss_cls: 1.7343, loss: 2.7957, grad_norm: 4.5757 2020-09-12 13:58:27,579 - mmaction - INFO - Epoch [101][620/940] lr: 4.000e-03, eta: 23:33:54, time: 1.877, data_time: 0.005, memory: 6924, loss_aux: 1.0594, top1_acc: 0.5945, top5_acc: 0.7992, loss_cls: 1.7274, loss: 2.7868, grad_norm: 4.5877 2020-09-12 13:59:04,764 - mmaction - INFO - Epoch [101][640/940] lr: 4.000e-03, eta: 23:33:18, time: 1.858, data_time: 0.006, memory: 6924, loss_aux: 1.0530, top1_acc: 0.5994, top5_acc: 0.8043, loss_cls: 1.7286, loss: 2.7816, grad_norm: 4.6519 2020-09-12 13:59:42,572 - mmaction - INFO - Epoch [101][660/940] lr: 4.000e-03, eta: 23:32:42, time: 1.892, data_time: 0.006, memory: 6924, loss_aux: 1.0505, top1_acc: 0.5912, top5_acc: 0.7979, loss_cls: 1.7493, loss: 2.7998, grad_norm: 4.5649 2020-09-12 14:00:24,060 - mmaction - INFO - Epoch [101][680/940] lr: 4.000e-03, eta: 23:32:07, time: 2.067, data_time: 0.017, memory: 6924, loss_aux: 1.0619, top1_acc: 0.5969, top5_acc: 0.8055, loss_cls: 1.7100, loss: 2.7719, grad_norm: 4.5745 2020-09-12 14:01:00,221 - mmaction - INFO - Epoch [101][700/940] lr: 4.000e-03, eta: 23:31:31, time: 1.816, data_time: 0.019, memory: 6924, loss_aux: 1.0699, top1_acc: 0.5842, top5_acc: 0.7961, loss_cls: 1.7729, loss: 2.8428, grad_norm: 4.5875 2020-09-12 14:01:37,631 - mmaction - INFO - Epoch [101][720/940] lr: 4.000e-03, eta: 23:30:54, time: 1.869, data_time: 0.006, memory: 6924, loss_aux: 1.0554, top1_acc: 0.5912, top5_acc: 0.8004, loss_cls: 1.7357, loss: 2.7911, grad_norm: 4.6161 2020-09-12 14:02:15,019 - mmaction - INFO - Epoch [101][740/940] lr: 4.000e-03, eta: 23:30:18, time: 1.869, data_time: 0.006, memory: 6924, loss_aux: 1.0702, top1_acc: 0.5836, top5_acc: 0.7977, loss_cls: 1.7635, loss: 2.8337, grad_norm: 4.7353 2020-09-12 14:02:52,436 - mmaction - INFO - Epoch [101][760/940] lr: 4.000e-03, eta: 23:29:42, time: 1.871, data_time: 0.006, memory: 6924, loss_aux: 1.0595, top1_acc: 0.5979, top5_acc: 0.8049, loss_cls: 1.7257, loss: 2.7852, grad_norm: 4.6535 2020-09-12 14:03:29,913 - mmaction - INFO - Epoch [101][780/940] lr: 4.000e-03, eta: 23:29:06, time: 1.875, data_time: 0.006, memory: 6924, loss_aux: 1.0806, top1_acc: 0.5775, top5_acc: 0.7898, loss_cls: 1.7961, loss: 2.8766, grad_norm: 4.6805 2020-09-12 14:04:08,051 - mmaction - INFO - Epoch [101][800/940] lr: 4.000e-03, eta: 23:28:30, time: 1.906, data_time: 0.005, memory: 6924, loss_aux: 1.0422, top1_acc: 0.6008, top5_acc: 0.8059, loss_cls: 1.7011, loss: 2.7432, grad_norm: 4.6500 2020-09-12 14:04:45,008 - mmaction - INFO - Epoch [101][820/940] lr: 4.000e-03, eta: 23:27:54, time: 1.849, data_time: 0.005, memory: 6924, loss_aux: 1.0625, top1_acc: 0.5908, top5_acc: 0.8002, loss_cls: 1.7314, loss: 2.7939, grad_norm: 4.6175 2020-09-12 14:05:22,893 - mmaction - INFO - Epoch [101][840/940] lr: 4.000e-03, eta: 23:27:18, time: 1.892, data_time: 0.008, memory: 6924, loss_aux: 1.0519, top1_acc: 0.5947, top5_acc: 0.8035, loss_cls: 1.7066, loss: 2.7585, grad_norm: 4.5632 2020-09-12 14:06:00,318 - mmaction - INFO - Epoch [101][860/940] lr: 4.000e-03, eta: 23:26:42, time: 1.873, data_time: 0.006, memory: 6924, loss_aux: 1.0594, top1_acc: 0.5889, top5_acc: 0.7977, loss_cls: 1.7403, loss: 2.7997, grad_norm: 4.6869 2020-09-12 14:06:38,173 - mmaction - INFO - Epoch [101][880/940] lr: 4.000e-03, eta: 23:26:06, time: 1.891, data_time: 0.006, memory: 6924, loss_aux: 1.0822, top1_acc: 0.5898, top5_acc: 0.7943, loss_cls: 1.7549, loss: 2.8371, grad_norm: 4.6341 2020-09-12 14:07:15,849 - mmaction - INFO - Epoch [101][900/940] lr: 4.000e-03, eta: 23:25:30, time: 1.885, data_time: 0.006, memory: 6924, loss_aux: 1.0596, top1_acc: 0.5947, top5_acc: 0.8012, loss_cls: 1.7418, loss: 2.8014, grad_norm: 4.6904 2020-09-12 14:07:53,804 - mmaction - INFO - Epoch [101][920/940] lr: 4.000e-03, eta: 23:24:54, time: 1.898, data_time: 0.006, memory: 6924, loss_aux: 1.0668, top1_acc: 0.5902, top5_acc: 0.8018, loss_cls: 1.7522, loss: 2.8189, grad_norm: 4.6795 2020-09-12 14:08:30,070 - mmaction - INFO - Epoch [101][940/940] lr: 4.000e-03, eta: 23:24:17, time: 1.814, data_time: 0.003, memory: 6924, loss_aux: 1.0757, top1_acc: 0.5858, top5_acc: 0.8042, loss_cls: 1.7528, loss: 2.8285, grad_norm: 5.0951 2020-09-12 14:08:30,629 - mmaction - INFO - Saving checkpoint at 101 epochs 2020-09-12 14:09:18,003 - mmaction - INFO - Epoch [102][20/940] lr: 4.000e-03, eta: 23:23:43, time: 2.153, data_time: 0.654, memory: 6924, loss_aux: 1.0454, top1_acc: 0.5939, top5_acc: 0.8076, loss_cls: 1.7040, loss: 2.7494, grad_norm: 4.6068 2020-09-12 14:09:53,431 - mmaction - INFO - Epoch [102][40/940] lr: 4.000e-03, eta: 23:23:06, time: 1.773, data_time: 0.006, memory: 6924, loss_aux: 1.0712, top1_acc: 0.5834, top5_acc: 0.7955, loss_cls: 1.7588, loss: 2.8301, grad_norm: 4.6225 2020-09-12 14:10:30,605 - mmaction - INFO - Epoch [102][60/940] lr: 4.000e-03, eta: 23:22:30, time: 1.857, data_time: 0.006, memory: 6924, loss_aux: 1.0858, top1_acc: 0.5891, top5_acc: 0.7980, loss_cls: 1.7657, loss: 2.8514, grad_norm: 4.6007 2020-09-12 14:11:08,087 - mmaction - INFO - Epoch [102][80/940] lr: 4.000e-03, eta: 23:21:54, time: 1.876, data_time: 0.006, memory: 6924, loss_aux: 1.0682, top1_acc: 0.5885, top5_acc: 0.7984, loss_cls: 1.7495, loss: 2.8177, grad_norm: 4.5735 2020-09-12 14:11:45,442 - mmaction - INFO - Epoch [102][100/940] lr: 4.000e-03, eta: 23:21:18, time: 1.866, data_time: 0.007, memory: 6924, loss_aux: 1.0780, top1_acc: 0.5928, top5_acc: 0.7957, loss_cls: 1.7536, loss: 2.8316, grad_norm: 4.6034 2020-09-12 14:12:23,388 - mmaction - INFO - Epoch [102][120/940] lr: 4.000e-03, eta: 23:20:42, time: 1.899, data_time: 0.005, memory: 6924, loss_aux: 1.0593, top1_acc: 0.5916, top5_acc: 0.8000, loss_cls: 1.7257, loss: 2.7851, grad_norm: 4.5779 2020-09-12 14:13:00,931 - mmaction - INFO - Epoch [102][140/940] lr: 4.000e-03, eta: 23:20:06, time: 1.875, data_time: 0.007, memory: 6924, loss_aux: 1.0282, top1_acc: 0.6018, top5_acc: 0.8131, loss_cls: 1.6699, loss: 2.6981, grad_norm: 4.5441 2020-09-12 14:13:38,450 - mmaction - INFO - Epoch [102][160/940] lr: 4.000e-03, eta: 23:19:29, time: 1.877, data_time: 0.006, memory: 6924, loss_aux: 1.0811, top1_acc: 0.5855, top5_acc: 0.7947, loss_cls: 1.7654, loss: 2.8465, grad_norm: 4.5564 2020-09-12 14:14:16,299 - mmaction - INFO - Epoch [102][180/940] lr: 4.000e-03, eta: 23:18:53, time: 1.891, data_time: 0.006, memory: 6924, loss_aux: 1.0593, top1_acc: 0.6016, top5_acc: 0.8049, loss_cls: 1.7224, loss: 2.7817, grad_norm: 4.5488 2020-09-12 14:14:54,207 - mmaction - INFO - Epoch [102][200/940] lr: 4.000e-03, eta: 23:18:18, time: 1.897, data_time: 0.005, memory: 6924, loss_aux: 1.0733, top1_acc: 0.5930, top5_acc: 0.7980, loss_cls: 1.7605, loss: 2.8338, grad_norm: 4.5998 2020-09-12 14:15:31,849 - mmaction - INFO - Epoch [102][220/940] lr: 4.000e-03, eta: 23:17:41, time: 1.879, data_time: 0.006, memory: 6924, loss_aux: 1.0904, top1_acc: 0.5771, top5_acc: 0.7926, loss_cls: 1.7891, loss: 2.8795, grad_norm: 4.6527 2020-09-12 14:16:09,633 - mmaction - INFO - Epoch [102][240/940] lr: 4.000e-03, eta: 23:17:05, time: 1.892, data_time: 0.008, memory: 6924, loss_aux: 1.0588, top1_acc: 0.5891, top5_acc: 0.8064, loss_cls: 1.7308, loss: 2.7896, grad_norm: 4.5868 2020-09-12 14:16:46,983 - mmaction - INFO - Epoch [102][260/940] lr: 4.000e-03, eta: 23:16:29, time: 1.866, data_time: 0.006, memory: 6924, loss_aux: 1.0520, top1_acc: 0.5990, top5_acc: 0.8072, loss_cls: 1.6927, loss: 2.7447, grad_norm: 4.5636 2020-09-12 14:17:24,300 - mmaction - INFO - Epoch [102][280/940] lr: 4.000e-03, eta: 23:15:53, time: 1.868, data_time: 0.006, memory: 6924, loss_aux: 1.0591, top1_acc: 0.5939, top5_acc: 0.8008, loss_cls: 1.7420, loss: 2.8011, grad_norm: 4.5687 2020-09-12 14:18:02,583 - mmaction - INFO - Epoch [102][300/940] lr: 4.000e-03, eta: 23:15:17, time: 1.912, data_time: 0.006, memory: 6924, loss_aux: 1.0781, top1_acc: 0.5840, top5_acc: 0.8006, loss_cls: 1.7669, loss: 2.8449, grad_norm: 4.5530 2020-09-12 14:18:39,712 - mmaction - INFO - Epoch [102][320/940] lr: 4.000e-03, eta: 23:14:41, time: 1.858, data_time: 0.006, memory: 6924, loss_aux: 1.0827, top1_acc: 0.5949, top5_acc: 0.7920, loss_cls: 1.7645, loss: 2.8472, grad_norm: 4.6947 2020-09-12 14:19:17,756 - mmaction - INFO - Epoch [102][340/940] lr: 4.000e-03, eta: 23:14:05, time: 1.901, data_time: 0.006, memory: 6924, loss_aux: 1.0374, top1_acc: 0.6031, top5_acc: 0.8133, loss_cls: 1.6870, loss: 2.7244, grad_norm: 4.4871 2020-09-12 14:19:55,583 - mmaction - INFO - Epoch [102][360/940] lr: 4.000e-03, eta: 23:13:29, time: 1.893, data_time: 0.006, memory: 6924, loss_aux: 1.0202, top1_acc: 0.6057, top5_acc: 0.8082, loss_cls: 1.6657, loss: 2.6860, grad_norm: 4.4745 2020-09-12 14:20:33,181 - mmaction - INFO - Epoch [102][380/940] lr: 4.000e-03, eta: 23:12:53, time: 1.878, data_time: 0.006, memory: 6924, loss_aux: 1.0596, top1_acc: 0.5980, top5_acc: 0.7955, loss_cls: 1.7434, loss: 2.8030, grad_norm: 4.6077 2020-09-12 14:21:11,185 - mmaction - INFO - Epoch [102][400/940] lr: 4.000e-03, eta: 23:12:17, time: 1.900, data_time: 0.006, memory: 6924, loss_aux: 1.0471, top1_acc: 0.6055, top5_acc: 0.8061, loss_cls: 1.7015, loss: 2.7487, grad_norm: 4.5617 2020-09-12 14:21:49,008 - mmaction - INFO - Epoch [102][420/940] lr: 4.000e-03, eta: 23:11:41, time: 1.893, data_time: 0.006, memory: 6924, loss_aux: 1.0693, top1_acc: 0.5891, top5_acc: 0.7986, loss_cls: 1.7550, loss: 2.8243, grad_norm: 4.6109 2020-09-12 14:22:26,612 - mmaction - INFO - Epoch [102][440/940] lr: 4.000e-03, eta: 23:11:05, time: 1.878, data_time: 0.006, memory: 6924, loss_aux: 1.0916, top1_acc: 0.5871, top5_acc: 0.7953, loss_cls: 1.7697, loss: 2.8613, grad_norm: 4.6368 2020-09-12 14:23:05,132 - mmaction - INFO - Epoch [102][460/940] lr: 4.000e-03, eta: 23:10:29, time: 1.928, data_time: 0.006, memory: 6924, loss_aux: 1.0800, top1_acc: 0.5893, top5_acc: 0.7949, loss_cls: 1.7668, loss: 2.8468, grad_norm: 4.6244 2020-09-12 14:23:42,575 - mmaction - INFO - Epoch [102][480/940] lr: 4.000e-03, eta: 23:09:53, time: 1.871, data_time: 0.007, memory: 6924, loss_aux: 1.0727, top1_acc: 0.5936, top5_acc: 0.7961, loss_cls: 1.7452, loss: 2.8180, grad_norm: 4.6333 2020-09-12 14:24:20,059 - mmaction - INFO - Epoch [102][500/940] lr: 4.000e-03, eta: 23:09:17, time: 1.876, data_time: 0.005, memory: 6924, loss_aux: 1.0435, top1_acc: 0.6016, top5_acc: 0.8002, loss_cls: 1.7103, loss: 2.7539, grad_norm: 4.5720 2020-09-12 14:24:57,569 - mmaction - INFO - Epoch [102][520/940] lr: 4.000e-03, eta: 23:08:41, time: 1.874, data_time: 0.007, memory: 6924, loss_aux: 1.0861, top1_acc: 0.5861, top5_acc: 0.7945, loss_cls: 1.7681, loss: 2.8542, grad_norm: 4.6501 2020-09-12 14:25:34,949 - mmaction - INFO - Epoch [102][540/940] lr: 4.000e-03, eta: 23:08:04, time: 1.870, data_time: 0.006, memory: 6924, loss_aux: 1.0456, top1_acc: 0.5938, top5_acc: 0.7986, loss_cls: 1.7262, loss: 2.7718, grad_norm: 4.6555 2020-09-12 14:26:12,679 - mmaction - INFO - Epoch [102][560/940] lr: 4.000e-03, eta: 23:07:28, time: 1.885, data_time: 0.006, memory: 6924, loss_aux: 1.0871, top1_acc: 0.5914, top5_acc: 0.7936, loss_cls: 1.7532, loss: 2.8404, grad_norm: 4.6957 2020-09-12 14:26:49,970 - mmaction - INFO - Epoch [102][580/940] lr: 4.000e-03, eta: 23:06:52, time: 1.866, data_time: 0.006, memory: 6924, loss_aux: 1.0516, top1_acc: 0.5879, top5_acc: 0.7984, loss_cls: 1.7260, loss: 2.7777, grad_norm: 4.6209 2020-09-12 14:27:27,404 - mmaction - INFO - Epoch [102][600/940] lr: 4.000e-03, eta: 23:06:16, time: 1.870, data_time: 0.007, memory: 6924, loss_aux: 1.0731, top1_acc: 0.5930, top5_acc: 0.7906, loss_cls: 1.7665, loss: 2.8397, grad_norm: 4.6211 2020-09-12 14:28:05,081 - mmaction - INFO - Epoch [102][620/940] lr: 4.000e-03, eta: 23:05:40, time: 1.886, data_time: 0.006, memory: 6924, loss_aux: 1.0715, top1_acc: 0.5861, top5_acc: 0.8008, loss_cls: 1.7389, loss: 2.8104, grad_norm: 4.7961 2020-09-12 14:28:42,488 - mmaction - INFO - Epoch [102][640/940] lr: 4.000e-03, eta: 23:05:04, time: 1.868, data_time: 0.006, memory: 6924, loss_aux: 1.0473, top1_acc: 0.5953, top5_acc: 0.8004, loss_cls: 1.7017, loss: 2.7491, grad_norm: 4.6006 2020-09-12 14:29:20,711 - mmaction - INFO - Epoch [102][660/940] lr: 4.000e-03, eta: 23:04:28, time: 1.913, data_time: 0.006, memory: 6924, loss_aux: 1.0747, top1_acc: 0.5887, top5_acc: 0.8068, loss_cls: 1.7445, loss: 2.8192, grad_norm: 4.6365 2020-09-12 14:29:58,894 - mmaction - INFO - Epoch [102][680/940] lr: 4.000e-03, eta: 23:03:52, time: 1.908, data_time: 0.006, memory: 6924, loss_aux: 1.0758, top1_acc: 0.5990, top5_acc: 0.7965, loss_cls: 1.7424, loss: 2.8182, grad_norm: 4.5906 2020-09-12 14:30:36,086 - mmaction - INFO - Epoch [102][700/940] lr: 4.000e-03, eta: 23:03:16, time: 1.861, data_time: 0.006, memory: 6924, loss_aux: 1.0455, top1_acc: 0.5969, top5_acc: 0.8074, loss_cls: 1.7068, loss: 2.7522, grad_norm: 4.6508 2020-09-12 14:31:12,993 - mmaction - INFO - Epoch [102][720/940] lr: 4.000e-03, eta: 23:02:39, time: 1.843, data_time: 0.006, memory: 6924, loss_aux: 1.0756, top1_acc: 0.5826, top5_acc: 0.7963, loss_cls: 1.7664, loss: 2.8419, grad_norm: 4.6916 2020-09-12 14:31:50,569 - mmaction - INFO - Epoch [102][740/940] lr: 4.000e-03, eta: 23:02:03, time: 1.881, data_time: 0.007, memory: 6924, loss_aux: 1.0724, top1_acc: 0.5834, top5_acc: 0.7959, loss_cls: 1.7587, loss: 2.8311, grad_norm: 4.6488 2020-09-12 14:32:27,817 - mmaction - INFO - Epoch [102][760/940] lr: 4.000e-03, eta: 23:01:27, time: 1.860, data_time: 0.006, memory: 6924, loss_aux: 1.0721, top1_acc: 0.5977, top5_acc: 0.7926, loss_cls: 1.7572, loss: 2.8293, grad_norm: 4.6732 2020-09-12 14:33:05,470 - mmaction - INFO - Epoch [102][780/940] lr: 4.000e-03, eta: 23:00:51, time: 1.882, data_time: 0.006, memory: 6924, loss_aux: 1.0917, top1_acc: 0.5885, top5_acc: 0.7945, loss_cls: 1.7847, loss: 2.8764, grad_norm: 4.7044 2020-09-12 14:33:43,622 - mmaction - INFO - Epoch [102][800/940] lr: 4.000e-03, eta: 23:00:15, time: 1.910, data_time: 0.006, memory: 6924, loss_aux: 1.0526, top1_acc: 0.6004, top5_acc: 0.8072, loss_cls: 1.7083, loss: 2.7609, grad_norm: 4.6474 2020-09-12 14:34:20,824 - mmaction - INFO - Epoch [102][820/940] lr: 4.000e-03, eta: 22:59:39, time: 1.858, data_time: 0.005, memory: 6924, loss_aux: 1.0578, top1_acc: 0.6014, top5_acc: 0.8012, loss_cls: 1.7374, loss: 2.7952, grad_norm: 4.5965 2020-09-12 14:34:57,933 - mmaction - INFO - Epoch [102][840/940] lr: 4.000e-03, eta: 22:59:02, time: 1.857, data_time: 0.006, memory: 6924, loss_aux: 1.0771, top1_acc: 0.5840, top5_acc: 0.7961, loss_cls: 1.7623, loss: 2.8393, grad_norm: 4.6387 2020-09-12 14:35:35,658 - mmaction - INFO - Epoch [102][860/940] lr: 4.000e-03, eta: 22:58:26, time: 1.886, data_time: 0.002, memory: 6924, loss_aux: 1.0359, top1_acc: 0.6031, top5_acc: 0.8059, loss_cls: 1.6996, loss: 2.7355, grad_norm: 4.5922 2020-09-12 14:36:13,497 - mmaction - INFO - Epoch [102][880/940] lr: 4.000e-03, eta: 22:57:50, time: 1.890, data_time: 0.005, memory: 6924, loss_aux: 1.0528, top1_acc: 0.5891, top5_acc: 0.8080, loss_cls: 1.7276, loss: 2.7804, grad_norm: 4.6658 2020-09-12 14:36:51,170 - mmaction - INFO - Epoch [102][900/940] lr: 4.000e-03, eta: 22:57:14, time: 1.885, data_time: 0.006, memory: 6924, loss_aux: 1.0495, top1_acc: 0.6020, top5_acc: 0.8049, loss_cls: 1.7045, loss: 2.7540, grad_norm: 4.5959 2020-09-12 14:37:28,734 - mmaction - INFO - Epoch [102][920/940] lr: 4.000e-03, eta: 22:56:38, time: 1.877, data_time: 0.006, memory: 6924, loss_aux: 1.0736, top1_acc: 0.5840, top5_acc: 0.7924, loss_cls: 1.7669, loss: 2.8405, grad_norm: 4.7614 2020-09-12 14:38:04,918 - mmaction - INFO - Epoch [102][940/940] lr: 4.000e-03, eta: 22:56:01, time: 1.811, data_time: 0.006, memory: 6924, loss_aux: 1.0718, top1_acc: 0.5885, top5_acc: 0.8015, loss_cls: 1.7491, loss: 2.8209, grad_norm: 4.7282 2020-09-12 14:38:05,342 - mmaction - INFO - Saving checkpoint at 102 epochs 2020-09-12 14:38:49,941 - mmaction - INFO - Epoch [103][20/940] lr: 4.000e-03, eta: 22:55:26, time: 2.031, data_time: 0.497, memory: 6924, loss_aux: 1.0334, top1_acc: 0.5996, top5_acc: 0.8111, loss_cls: 1.6862, loss: 2.7196, grad_norm: 4.6621 2020-09-12 14:39:26,221 - mmaction - INFO - Epoch [103][40/940] lr: 4.000e-03, eta: 22:54:50, time: 1.815, data_time: 0.006, memory: 6924, loss_aux: 1.0598, top1_acc: 0.5988, top5_acc: 0.8049, loss_cls: 1.7199, loss: 2.7797, grad_norm: 4.7275 2020-09-12 14:40:03,426 - mmaction - INFO - Epoch [103][60/940] lr: 4.000e-03, eta: 22:54:13, time: 1.861, data_time: 0.007, memory: 6924, loss_aux: 1.0702, top1_acc: 0.5873, top5_acc: 0.8020, loss_cls: 1.7410, loss: 2.8112, grad_norm: 4.7615 2020-09-12 14:40:40,624 - mmaction - INFO - Epoch [103][80/940] lr: 4.000e-03, eta: 22:53:37, time: 1.857, data_time: 0.002, memory: 6924, loss_aux: 1.0553, top1_acc: 0.6014, top5_acc: 0.8016, loss_cls: 1.7340, loss: 2.7893, grad_norm: 4.6356 2020-09-12 14:41:18,389 - mmaction - INFO - Epoch [103][100/940] lr: 4.000e-03, eta: 22:53:01, time: 1.891, data_time: 0.007, memory: 6924, loss_aux: 1.0741, top1_acc: 0.5939, top5_acc: 0.7949, loss_cls: 1.7437, loss: 2.8178, grad_norm: 4.6186 2020-09-12 14:41:55,744 - mmaction - INFO - Epoch [103][120/940] lr: 4.000e-03, eta: 22:52:25, time: 1.865, data_time: 0.006, memory: 6924, loss_aux: 1.0360, top1_acc: 0.6039, top5_acc: 0.8076, loss_cls: 1.6834, loss: 2.7194, grad_norm: 4.5693 2020-09-12 14:42:33,437 - mmaction - INFO - Epoch [103][140/940] lr: 4.000e-03, eta: 22:51:49, time: 1.887, data_time: 0.007, memory: 6924, loss_aux: 1.0535, top1_acc: 0.6068, top5_acc: 0.8020, loss_cls: 1.7065, loss: 2.7601, grad_norm: 4.6280 2020-09-12 14:43:11,616 - mmaction - INFO - Epoch [103][160/940] lr: 4.000e-03, eta: 22:51:13, time: 1.907, data_time: 0.002, memory: 6924, loss_aux: 1.0271, top1_acc: 0.6094, top5_acc: 0.8076, loss_cls: 1.6733, loss: 2.7004, grad_norm: 4.5932 2020-09-12 14:43:49,339 - mmaction - INFO - Epoch [103][180/940] lr: 4.000e-03, eta: 22:50:37, time: 1.886, data_time: 0.006, memory: 6924, loss_aux: 1.0309, top1_acc: 0.6107, top5_acc: 0.8111, loss_cls: 1.6675, loss: 2.6984, grad_norm: 4.6522 2020-09-12 14:44:27,025 - mmaction - INFO - Epoch [103][200/940] lr: 4.000e-03, eta: 22:50:01, time: 1.886, data_time: 0.006, memory: 6924, loss_aux: 1.0477, top1_acc: 0.6018, top5_acc: 0.8092, loss_cls: 1.6965, loss: 2.7442, grad_norm: 4.6990 2020-09-12 14:45:04,895 - mmaction - INFO - Epoch [103][220/940] lr: 4.000e-03, eta: 22:49:25, time: 1.893, data_time: 0.005, memory: 6924, loss_aux: 1.0771, top1_acc: 0.5873, top5_acc: 0.7924, loss_cls: 1.7595, loss: 2.8366, grad_norm: 4.6403 2020-09-12 14:45:42,532 - mmaction - INFO - Epoch [103][240/940] lr: 4.000e-03, eta: 22:48:49, time: 1.882, data_time: 0.003, memory: 6924, loss_aux: 1.0663, top1_acc: 0.5912, top5_acc: 0.7904, loss_cls: 1.7624, loss: 2.8287, grad_norm: 4.6620 2020-09-12 14:46:20,196 - mmaction - INFO - Epoch [103][260/940] lr: 4.000e-03, eta: 22:48:12, time: 1.883, data_time: 0.004, memory: 6924, loss_aux: 1.0473, top1_acc: 0.5969, top5_acc: 0.8061, loss_cls: 1.6975, loss: 2.7449, grad_norm: 4.6580 2020-09-12 14:46:58,443 - mmaction - INFO - Epoch [103][280/940] lr: 4.000e-03, eta: 22:47:37, time: 1.911, data_time: 0.006, memory: 6924, loss_aux: 1.0590, top1_acc: 0.5955, top5_acc: 0.8027, loss_cls: 1.7112, loss: 2.7702, grad_norm: 4.7306 2020-09-12 14:47:36,618 - mmaction - INFO - Epoch [103][300/940] lr: 4.000e-03, eta: 22:47:01, time: 1.911, data_time: 0.006, memory: 6924, loss_aux: 1.0802, top1_acc: 0.5904, top5_acc: 0.7963, loss_cls: 1.7492, loss: 2.8294, grad_norm: 4.6832 2020-09-12 14:48:14,079 - mmaction - INFO - Epoch [103][320/940] lr: 4.000e-03, eta: 22:46:25, time: 1.870, data_time: 0.006, memory: 6924, loss_aux: 1.0606, top1_acc: 0.5936, top5_acc: 0.8010, loss_cls: 1.7274, loss: 2.7881, grad_norm: 4.6732 2020-09-12 14:48:51,621 - mmaction - INFO - Epoch [103][340/940] lr: 4.000e-03, eta: 22:45:48, time: 1.879, data_time: 0.007, memory: 6924, loss_aux: 1.0626, top1_acc: 0.6016, top5_acc: 0.8008, loss_cls: 1.7088, loss: 2.7714, grad_norm: 4.5419 2020-09-12 14:49:29,157 - mmaction - INFO - Epoch [103][360/940] lr: 4.000e-03, eta: 22:45:12, time: 1.876, data_time: 0.006, memory: 6924, loss_aux: 1.0380, top1_acc: 0.5973, top5_acc: 0.8053, loss_cls: 1.7195, loss: 2.7575, grad_norm: 4.6519 2020-09-12 14:50:07,158 - mmaction - INFO - Epoch [103][380/940] lr: 4.000e-03, eta: 22:44:36, time: 1.901, data_time: 0.006, memory: 6924, loss_aux: 1.0389, top1_acc: 0.5961, top5_acc: 0.8082, loss_cls: 1.6937, loss: 2.7327, grad_norm: 4.6488 2020-09-12 14:50:44,768 - mmaction - INFO - Epoch [103][400/940] lr: 4.000e-03, eta: 22:44:00, time: 1.878, data_time: 0.003, memory: 6924, loss_aux: 1.0351, top1_acc: 0.6000, top5_acc: 0.8041, loss_cls: 1.6768, loss: 2.7119, grad_norm: 4.6176 2020-09-12 14:51:22,584 - mmaction - INFO - Epoch [103][420/940] lr: 4.000e-03, eta: 22:43:24, time: 1.893, data_time: 0.007, memory: 6924, loss_aux: 1.0540, top1_acc: 0.5965, top5_acc: 0.8008, loss_cls: 1.7221, loss: 2.7762, grad_norm: 4.6421 2020-09-12 14:52:00,333 - mmaction - INFO - Epoch [103][440/940] lr: 4.000e-03, eta: 22:42:48, time: 1.886, data_time: 0.007, memory: 6924, loss_aux: 1.0720, top1_acc: 0.5910, top5_acc: 0.7936, loss_cls: 1.7520, loss: 2.8240, grad_norm: 4.6897 2020-09-12 14:52:38,133 - mmaction - INFO - Epoch [103][460/940] lr: 4.000e-03, eta: 22:42:12, time: 1.892, data_time: 0.006, memory: 6924, loss_aux: 1.0494, top1_acc: 0.6049, top5_acc: 0.8027, loss_cls: 1.6886, loss: 2.7380, grad_norm: 4.7460 2020-09-12 14:53:16,377 - mmaction - INFO - Epoch [103][480/940] lr: 4.000e-03, eta: 22:41:36, time: 1.912, data_time: 0.002, memory: 6924, loss_aux: 1.0469, top1_acc: 0.5953, top5_acc: 0.8086, loss_cls: 1.7072, loss: 2.7540, grad_norm: 4.6786 2020-09-12 14:53:53,848 - mmaction - INFO - Epoch [103][500/940] lr: 4.000e-03, eta: 22:41:00, time: 1.874, data_time: 0.003, memory: 6924, loss_aux: 1.0661, top1_acc: 0.5898, top5_acc: 0.7982, loss_cls: 1.7492, loss: 2.8153, grad_norm: 4.7924 2020-09-12 14:54:31,460 - mmaction - INFO - Epoch [103][520/940] lr: 4.000e-03, eta: 22:40:24, time: 1.878, data_time: 0.005, memory: 6924, loss_aux: 1.0598, top1_acc: 0.5938, top5_acc: 0.7943, loss_cls: 1.7280, loss: 2.7878, grad_norm: 4.5863 2020-09-12 14:55:09,255 - mmaction - INFO - Epoch [103][540/940] lr: 4.000e-03, eta: 22:39:48, time: 1.892, data_time: 0.007, memory: 6924, loss_aux: 1.0467, top1_acc: 0.6021, top5_acc: 0.8035, loss_cls: 1.7125, loss: 2.7592, grad_norm: 4.6837 2020-09-12 14:55:47,077 - mmaction - INFO - Epoch [103][560/940] lr: 4.000e-03, eta: 22:39:12, time: 1.891, data_time: 0.003, memory: 6924, loss_aux: 1.0495, top1_acc: 0.5994, top5_acc: 0.8025, loss_cls: 1.7152, loss: 2.7647, grad_norm: 4.6730 2020-09-12 14:56:24,235 - mmaction - INFO - Epoch [103][580/940] lr: 4.000e-03, eta: 22:38:35, time: 1.856, data_time: 0.006, memory: 6924, loss_aux: 1.0420, top1_acc: 0.5859, top5_acc: 0.7996, loss_cls: 1.7278, loss: 2.7699, grad_norm: 4.7189 2020-09-12 14:57:01,283 - mmaction - INFO - Epoch [103][600/940] lr: 4.000e-03, eta: 22:37:59, time: 1.854, data_time: 0.006, memory: 6924, loss_aux: 1.0954, top1_acc: 0.5766, top5_acc: 0.7855, loss_cls: 1.8086, loss: 2.9040, grad_norm: 4.7822 2020-09-12 14:57:39,222 - mmaction - INFO - Epoch [103][620/940] lr: 4.000e-03, eta: 22:37:23, time: 1.895, data_time: 0.005, memory: 6924, loss_aux: 1.0440, top1_acc: 0.5996, top5_acc: 0.8020, loss_cls: 1.7153, loss: 2.7594, grad_norm: 4.6213 2020-09-12 14:58:16,437 - mmaction - INFO - Epoch [103][640/940] lr: 4.000e-03, eta: 22:36:47, time: 1.863, data_time: 0.005, memory: 6924, loss_aux: 1.0671, top1_acc: 0.5867, top5_acc: 0.8055, loss_cls: 1.7253, loss: 2.7924, grad_norm: 4.6977 2020-09-12 14:58:53,716 - mmaction - INFO - Epoch [103][660/940] lr: 4.000e-03, eta: 22:36:10, time: 1.862, data_time: 0.005, memory: 6924, loss_aux: 1.0458, top1_acc: 0.5963, top5_acc: 0.8063, loss_cls: 1.7191, loss: 2.7649, grad_norm: 4.6531 2020-09-12 14:59:31,413 - mmaction - INFO - Epoch [103][680/940] lr: 4.000e-03, eta: 22:35:34, time: 1.887, data_time: 0.006, memory: 6924, loss_aux: 1.0643, top1_acc: 0.5879, top5_acc: 0.8006, loss_cls: 1.7331, loss: 2.7974, grad_norm: 4.6500 2020-09-12 15:00:14,714 - mmaction - INFO - Epoch [103][700/940] lr: 4.000e-03, eta: 22:35:01, time: 2.163, data_time: 0.006, memory: 6924, loss_aux: 1.0742, top1_acc: 0.5926, top5_acc: 0.7967, loss_cls: 1.7597, loss: 2.8340, grad_norm: 4.6600 2020-09-12 15:00:49,807 - mmaction - INFO - Epoch [103][720/940] lr: 4.000e-03, eta: 22:34:23, time: 1.756, data_time: 0.046, memory: 6924, loss_aux: 1.0403, top1_acc: 0.6008, top5_acc: 0.8076, loss_cls: 1.7066, loss: 2.7469, grad_norm: 4.6195 2020-09-12 15:01:26,551 - mmaction - INFO - Epoch [103][740/940] lr: 4.000e-03, eta: 22:33:47, time: 1.836, data_time: 0.006, memory: 6924, loss_aux: 1.0373, top1_acc: 0.6047, top5_acc: 0.8072, loss_cls: 1.7037, loss: 2.7410, grad_norm: 4.6304 2020-09-12 15:02:04,369 - mmaction - INFO - Epoch [103][760/940] lr: 4.000e-03, eta: 22:33:11, time: 1.892, data_time: 0.006, memory: 6924, loss_aux: 1.0637, top1_acc: 0.6029, top5_acc: 0.7980, loss_cls: 1.7384, loss: 2.8021, grad_norm: 4.6265 2020-09-12 15:02:41,647 - mmaction - INFO - Epoch [103][780/940] lr: 4.000e-03, eta: 22:32:35, time: 1.863, data_time: 0.003, memory: 6924, loss_aux: 1.0880, top1_acc: 0.5762, top5_acc: 0.7922, loss_cls: 1.7897, loss: 2.8777, grad_norm: 4.7841 2020-09-12 15:03:19,122 - mmaction - INFO - Epoch [103][800/940] lr: 4.000e-03, eta: 22:31:58, time: 1.875, data_time: 0.006, memory: 6924, loss_aux: 1.0539, top1_acc: 0.5936, top5_acc: 0.7986, loss_cls: 1.7345, loss: 2.7884, grad_norm: 4.7033 2020-09-12 15:03:57,218 - mmaction - INFO - Epoch [103][820/940] lr: 4.000e-03, eta: 22:31:22, time: 1.904, data_time: 0.006, memory: 6924, loss_aux: 1.0461, top1_acc: 0.5953, top5_acc: 0.8113, loss_cls: 1.6968, loss: 2.7429, grad_norm: 4.6562 2020-09-12 15:04:33,933 - mmaction - INFO - Epoch [103][840/940] lr: 4.000e-03, eta: 22:30:46, time: 1.837, data_time: 0.006, memory: 6924, loss_aux: 1.0708, top1_acc: 0.5850, top5_acc: 0.7943, loss_cls: 1.7660, loss: 2.8368, grad_norm: 4.8168 2020-09-12 15:05:11,425 - mmaction - INFO - Epoch [103][860/940] lr: 4.000e-03, eta: 22:30:10, time: 1.875, data_time: 0.006, memory: 6924, loss_aux: 1.0439, top1_acc: 0.5910, top5_acc: 0.8051, loss_cls: 1.7127, loss: 2.7566, grad_norm: 4.6028 2020-09-12 15:05:48,845 - mmaction - INFO - Epoch [103][880/940] lr: 4.000e-03, eta: 22:29:33, time: 1.871, data_time: 0.002, memory: 6924, loss_aux: 1.0554, top1_acc: 0.5834, top5_acc: 0.7998, loss_cls: 1.7378, loss: 2.7932, grad_norm: 4.7592 2020-09-12 15:06:26,434 - mmaction - INFO - Epoch [103][900/940] lr: 4.000e-03, eta: 22:28:57, time: 1.877, data_time: 0.006, memory: 6924, loss_aux: 1.0805, top1_acc: 0.5828, top5_acc: 0.7928, loss_cls: 1.7880, loss: 2.8686, grad_norm: 4.7107 2020-09-12 15:07:04,387 - mmaction - INFO - Epoch [103][920/940] lr: 4.000e-03, eta: 22:28:21, time: 1.900, data_time: 0.007, memory: 6924, loss_aux: 1.0612, top1_acc: 0.5945, top5_acc: 0.8021, loss_cls: 1.7432, loss: 2.8044, grad_norm: 4.7623 2020-09-12 15:07:41,582 - mmaction - INFO - Epoch [103][940/940] lr: 4.000e-03, eta: 22:27:45, time: 1.858, data_time: 0.005, memory: 6924, loss_aux: 1.0654, top1_acc: 0.5935, top5_acc: 0.7989, loss_cls: 1.7445, loss: 2.8099, grad_norm: 4.7182 2020-09-12 15:07:42,134 - mmaction - INFO - Saving checkpoint at 103 epochs 2020-09-12 15:08:29,032 - mmaction - INFO - Epoch [104][20/940] lr: 4.000e-03, eta: 22:27:11, time: 2.138, data_time: 0.695, memory: 6924, loss_aux: 1.0816, top1_acc: 0.5877, top5_acc: 0.7979, loss_cls: 1.7651, loss: 2.8468, grad_norm: 4.6942 2020-09-12 15:09:04,213 - mmaction - INFO - Epoch [104][40/940] lr: 4.000e-03, eta: 22:26:34, time: 1.760, data_time: 0.006, memory: 6924, loss_aux: 1.0691, top1_acc: 0.5934, top5_acc: 0.8074, loss_cls: 1.7219, loss: 2.7911, grad_norm: 4.6157 2020-09-12 15:09:41,302 - mmaction - INFO - Epoch [104][60/940] lr: 4.000e-03, eta: 22:25:57, time: 1.852, data_time: 0.005, memory: 6924, loss_aux: 1.0428, top1_acc: 0.5979, top5_acc: 0.8070, loss_cls: 1.6825, loss: 2.7253, grad_norm: 4.6595 2020-09-12 15:10:18,255 - mmaction - INFO - Epoch [104][80/940] lr: 4.000e-03, eta: 22:25:21, time: 1.848, data_time: 0.006, memory: 6924, loss_aux: 1.0404, top1_acc: 0.6008, top5_acc: 0.8096, loss_cls: 1.6964, loss: 2.7368, grad_norm: 4.6801 2020-09-12 15:10:55,595 - mmaction - INFO - Epoch [104][100/940] lr: 4.000e-03, eta: 22:24:45, time: 1.869, data_time: 0.006, memory: 6924, loss_aux: 1.0643, top1_acc: 0.5973, top5_acc: 0.8063, loss_cls: 1.7254, loss: 2.7897, grad_norm: 4.7343 2020-09-12 15:11:34,161 - mmaction - INFO - Epoch [104][120/940] lr: 4.000e-03, eta: 22:24:09, time: 1.926, data_time: 0.006, memory: 6924, loss_aux: 1.0322, top1_acc: 0.6041, top5_acc: 0.8186, loss_cls: 1.6488, loss: 2.6810, grad_norm: 4.6050 2020-09-12 15:12:11,189 - mmaction - INFO - Epoch [104][140/940] lr: 4.000e-03, eta: 22:23:33, time: 1.853, data_time: 0.006, memory: 6924, loss_aux: 1.0532, top1_acc: 0.5943, top5_acc: 0.8002, loss_cls: 1.7208, loss: 2.7740, grad_norm: 4.6989 2020-09-12 15:12:48,456 - mmaction - INFO - Epoch [104][160/940] lr: 4.000e-03, eta: 22:22:56, time: 1.862, data_time: 0.003, memory: 6924, loss_aux: 1.0681, top1_acc: 0.5863, top5_acc: 0.8018, loss_cls: 1.7445, loss: 2.8126, grad_norm: 4.6399 2020-09-12 15:13:25,590 - mmaction - INFO - Epoch [104][180/940] lr: 4.000e-03, eta: 22:22:20, time: 1.858, data_time: 0.006, memory: 6924, loss_aux: 1.0253, top1_acc: 0.6088, top5_acc: 0.8184, loss_cls: 1.6662, loss: 2.6915, grad_norm: 4.6249 2020-09-12 15:14:03,514 - mmaction - INFO - Epoch [104][200/940] lr: 4.000e-03, eta: 22:21:44, time: 1.894, data_time: 0.007, memory: 6924, loss_aux: 1.0690, top1_acc: 0.5930, top5_acc: 0.7932, loss_cls: 1.7719, loss: 2.8409, grad_norm: 4.7416 2020-09-12 15:14:41,018 - mmaction - INFO - Epoch [104][220/940] lr: 4.000e-03, eta: 22:21:08, time: 1.877, data_time: 0.006, memory: 6924, loss_aux: 1.0820, top1_acc: 0.5816, top5_acc: 0.7941, loss_cls: 1.7693, loss: 2.8513, grad_norm: 4.7115 2020-09-12 15:15:18,237 - mmaction - INFO - Epoch [104][240/940] lr: 4.000e-03, eta: 22:20:31, time: 1.859, data_time: 0.006, memory: 6924, loss_aux: 1.0650, top1_acc: 0.5951, top5_acc: 0.8014, loss_cls: 1.7250, loss: 2.7900, grad_norm: 4.6453 2020-09-12 15:15:56,485 - mmaction - INFO - Epoch [104][260/940] lr: 4.000e-03, eta: 22:19:56, time: 1.914, data_time: 0.006, memory: 6924, loss_aux: 1.0836, top1_acc: 0.5885, top5_acc: 0.7937, loss_cls: 1.7613, loss: 2.8449, grad_norm: 4.7230 2020-09-12 15:16:33,772 - mmaction - INFO - Epoch [104][280/940] lr: 4.000e-03, eta: 22:19:19, time: 1.862, data_time: 0.006, memory: 6924, loss_aux: 1.0545, top1_acc: 0.5982, top5_acc: 0.8051, loss_cls: 1.7203, loss: 2.7748, grad_norm: 4.7652 2020-09-12 15:17:11,899 - mmaction - INFO - Epoch [104][300/940] lr: 4.000e-03, eta: 22:18:43, time: 1.908, data_time: 0.006, memory: 6924, loss_aux: 1.0357, top1_acc: 0.6035, top5_acc: 0.8092, loss_cls: 1.6711, loss: 2.7069, grad_norm: 4.7105 2020-09-12 15:17:49,679 - mmaction - INFO - Epoch [104][320/940] lr: 4.000e-03, eta: 22:18:07, time: 1.887, data_time: 0.006, memory: 6924, loss_aux: 1.0509, top1_acc: 0.5854, top5_acc: 0.8027, loss_cls: 1.7279, loss: 2.7788, grad_norm: 4.7150 2020-09-12 15:18:27,298 - mmaction - INFO - Epoch [104][340/940] lr: 4.000e-03, eta: 22:17:31, time: 1.881, data_time: 0.006, memory: 6924, loss_aux: 1.0552, top1_acc: 0.5980, top5_acc: 0.7992, loss_cls: 1.7302, loss: 2.7854, grad_norm: 4.6825 2020-09-12 15:19:05,341 - mmaction - INFO - Epoch [104][360/940] lr: 4.000e-03, eta: 22:16:55, time: 1.904, data_time: 0.006, memory: 6924, loss_aux: 1.0672, top1_acc: 0.5883, top5_acc: 0.7924, loss_cls: 1.7650, loss: 2.8322, grad_norm: 4.7538 2020-09-12 15:19:42,740 - mmaction - INFO - Epoch [104][380/940] lr: 4.000e-03, eta: 22:16:19, time: 1.868, data_time: 0.006, memory: 6924, loss_aux: 1.0620, top1_acc: 0.5961, top5_acc: 0.8010, loss_cls: 1.7322, loss: 2.7942, grad_norm: 4.7283 2020-09-12 15:20:20,605 - mmaction - INFO - Epoch [104][400/940] lr: 4.000e-03, eta: 22:15:43, time: 1.893, data_time: 0.006, memory: 6924, loss_aux: 1.0328, top1_acc: 0.6004, top5_acc: 0.8121, loss_cls: 1.6702, loss: 2.7030, grad_norm: 4.6902 2020-09-12 15:20:59,128 - mmaction - INFO - Epoch [104][420/940] lr: 4.000e-03, eta: 22:15:07, time: 1.928, data_time: 0.006, memory: 6924, loss_aux: 1.0725, top1_acc: 0.5830, top5_acc: 0.7947, loss_cls: 1.7869, loss: 2.8594, grad_norm: 4.7987 2020-09-12 15:21:35,618 - mmaction - INFO - Epoch [104][440/940] lr: 4.000e-03, eta: 22:14:30, time: 1.823, data_time: 0.006, memory: 6924, loss_aux: 1.0385, top1_acc: 0.6016, top5_acc: 0.8074, loss_cls: 1.6959, loss: 2.7344, grad_norm: 4.6790 2020-09-12 15:22:13,176 - mmaction - INFO - Epoch [104][460/940] lr: 4.000e-03, eta: 22:13:54, time: 1.879, data_time: 0.006, memory: 6924, loss_aux: 1.0445, top1_acc: 0.6061, top5_acc: 0.8004, loss_cls: 1.6970, loss: 2.7415, grad_norm: 4.6561 2020-09-12 15:22:50,969 - mmaction - INFO - Epoch [104][480/940] lr: 4.000e-03, eta: 22:13:18, time: 1.888, data_time: 0.003, memory: 6924, loss_aux: 1.0658, top1_acc: 0.5914, top5_acc: 0.7988, loss_cls: 1.7336, loss: 2.7994, grad_norm: 4.8040 2020-09-12 15:23:28,189 - mmaction - INFO - Epoch [104][500/940] lr: 4.000e-03, eta: 22:12:42, time: 1.861, data_time: 0.006, memory: 6924, loss_aux: 1.0477, top1_acc: 0.5998, top5_acc: 0.8070, loss_cls: 1.6908, loss: 2.7385, grad_norm: 4.6992 2020-09-12 15:24:05,806 - mmaction - INFO - Epoch [104][520/940] lr: 4.000e-03, eta: 22:12:06, time: 1.882, data_time: 0.006, memory: 6924, loss_aux: 1.0434, top1_acc: 0.5980, top5_acc: 0.8129, loss_cls: 1.6884, loss: 2.7318, grad_norm: 4.7306 2020-09-12 15:24:43,193 - mmaction - INFO - Epoch [104][540/940] lr: 4.000e-03, eta: 22:11:29, time: 1.867, data_time: 0.006, memory: 6924, loss_aux: 1.0765, top1_acc: 0.5900, top5_acc: 0.7975, loss_cls: 1.7545, loss: 2.8310, grad_norm: 4.6873 2020-09-12 15:25:20,385 - mmaction - INFO - Epoch [104][560/940] lr: 4.000e-03, eta: 22:10:53, time: 1.860, data_time: 0.006, memory: 6924, loss_aux: 1.0665, top1_acc: 0.5867, top5_acc: 0.8074, loss_cls: 1.7111, loss: 2.7775, grad_norm: 4.7478 2020-09-12 15:25:58,625 - mmaction - INFO - Epoch [104][580/940] lr: 4.000e-03, eta: 22:10:17, time: 1.914, data_time: 0.006, memory: 6924, loss_aux: 1.0614, top1_acc: 0.5916, top5_acc: 0.8021, loss_cls: 1.7275, loss: 2.7889, grad_norm: 4.6955 2020-09-12 15:26:36,611 - mmaction - INFO - Epoch [104][600/940] lr: 4.000e-03, eta: 22:09:41, time: 1.898, data_time: 0.005, memory: 6924, loss_aux: 1.0298, top1_acc: 0.6045, top5_acc: 0.8115, loss_cls: 1.6734, loss: 2.7031, grad_norm: 4.7184 2020-09-12 15:27:13,676 - mmaction - INFO - Epoch [104][620/940] lr: 4.000e-03, eta: 22:09:05, time: 1.855, data_time: 0.005, memory: 6924, loss_aux: 1.0522, top1_acc: 0.5973, top5_acc: 0.8096, loss_cls: 1.7244, loss: 2.7766, grad_norm: 4.7071 2020-09-12 15:27:51,765 - mmaction - INFO - Epoch [104][640/940] lr: 4.000e-03, eta: 22:08:29, time: 1.902, data_time: 0.006, memory: 6924, loss_aux: 1.0500, top1_acc: 0.5963, top5_acc: 0.8080, loss_cls: 1.7034, loss: 2.7534, grad_norm: 4.6999 2020-09-12 15:28:29,315 - mmaction - INFO - Epoch [104][660/940] lr: 4.000e-03, eta: 22:07:53, time: 1.879, data_time: 0.006, memory: 6924, loss_aux: 1.0487, top1_acc: 0.5967, top5_acc: 0.7979, loss_cls: 1.7436, loss: 2.7924, grad_norm: 4.7656 2020-09-12 15:29:07,081 - mmaction - INFO - Epoch [104][680/940] lr: 4.000e-03, eta: 22:07:16, time: 1.887, data_time: 0.006, memory: 6924, loss_aux: 1.0611, top1_acc: 0.5922, top5_acc: 0.8004, loss_cls: 1.7394, loss: 2.8005, grad_norm: 4.6401 2020-09-12 15:29:44,435 - mmaction - INFO - Epoch [104][700/940] lr: 4.000e-03, eta: 22:06:40, time: 1.868, data_time: 0.006, memory: 6924, loss_aux: 1.0618, top1_acc: 0.5967, top5_acc: 0.7980, loss_cls: 1.7358, loss: 2.7976, grad_norm: 4.7352 2020-09-12 15:30:22,600 - mmaction - INFO - Epoch [104][720/940] lr: 4.000e-03, eta: 22:06:04, time: 1.908, data_time: 0.006, memory: 6924, loss_aux: 1.0539, top1_acc: 0.5947, top5_acc: 0.8027, loss_cls: 1.7164, loss: 2.7703, grad_norm: 4.7187 2020-09-12 15:31:00,512 - mmaction - INFO - Epoch [104][740/940] lr: 4.000e-03, eta: 22:05:28, time: 1.897, data_time: 0.006, memory: 6924, loss_aux: 1.0526, top1_acc: 0.5922, top5_acc: 0.8070, loss_cls: 1.7147, loss: 2.7672, grad_norm: 4.7403 2020-09-12 15:31:38,625 - mmaction - INFO - Epoch [104][760/940] lr: 4.000e-03, eta: 22:04:52, time: 1.904, data_time: 0.006, memory: 6924, loss_aux: 1.0460, top1_acc: 0.5990, top5_acc: 0.8059, loss_cls: 1.7042, loss: 2.7502, grad_norm: 4.7542 2020-09-12 15:32:15,925 - mmaction - INFO - Epoch [104][780/940] lr: 4.000e-03, eta: 22:04:16, time: 1.865, data_time: 0.005, memory: 6924, loss_aux: 1.0402, top1_acc: 0.5965, top5_acc: 0.8098, loss_cls: 1.6952, loss: 2.7354, grad_norm: 4.7198 2020-09-12 15:32:53,166 - mmaction - INFO - Epoch [104][800/940] lr: 4.000e-03, eta: 22:03:40, time: 1.863, data_time: 0.006, memory: 6924, loss_aux: 1.0411, top1_acc: 0.5953, top5_acc: 0.8061, loss_cls: 1.7046, loss: 2.7456, grad_norm: 4.6557 2020-09-12 15:33:31,423 - mmaction - INFO - Epoch [104][820/940] lr: 4.000e-03, eta: 22:03:04, time: 1.913, data_time: 0.002, memory: 6924, loss_aux: 1.0619, top1_acc: 0.5949, top5_acc: 0.7961, loss_cls: 1.7472, loss: 2.8091, grad_norm: 4.7404 2020-09-12 15:34:09,489 - mmaction - INFO - Epoch [104][840/940] lr: 4.000e-03, eta: 22:02:28, time: 1.902, data_time: 0.004, memory: 6924, loss_aux: 1.0493, top1_acc: 0.6010, top5_acc: 0.8076, loss_cls: 1.7042, loss: 2.7536, grad_norm: 4.6407 2020-09-12 15:34:46,864 - mmaction - INFO - Epoch [104][860/940] lr: 4.000e-03, eta: 22:01:51, time: 1.870, data_time: 0.005, memory: 6924, loss_aux: 1.0785, top1_acc: 0.5877, top5_acc: 0.7937, loss_cls: 1.7583, loss: 2.8368, grad_norm: 4.7376 2020-09-12 15:35:24,140 - mmaction - INFO - Epoch [104][880/940] lr: 4.000e-03, eta: 22:01:15, time: 1.862, data_time: 0.007, memory: 6924, loss_aux: 1.0731, top1_acc: 0.5898, top5_acc: 0.7988, loss_cls: 1.7456, loss: 2.8187, grad_norm: 4.7330 2020-09-12 15:36:01,699 - mmaction - INFO - Epoch [104][900/940] lr: 4.000e-03, eta: 22:00:39, time: 1.880, data_time: 0.006, memory: 6924, loss_aux: 1.0681, top1_acc: 0.5957, top5_acc: 0.7973, loss_cls: 1.7332, loss: 2.8014, grad_norm: 4.7630 2020-09-12 15:36:39,766 - mmaction - INFO - Epoch [104][920/940] lr: 4.000e-03, eta: 22:00:03, time: 1.902, data_time: 0.006, memory: 6924, loss_aux: 1.0462, top1_acc: 0.5963, top5_acc: 0.8020, loss_cls: 1.7064, loss: 2.7527, grad_norm: 4.8432 2020-09-12 15:37:16,176 - mmaction - INFO - Epoch [104][940/940] lr: 4.000e-03, eta: 21:59:26, time: 1.822, data_time: 0.006, memory: 6924, loss_aux: 1.0625, top1_acc: 0.5905, top5_acc: 0.8026, loss_cls: 1.7365, loss: 2.7990, grad_norm: 4.8854 2020-09-12 15:37:16,575 - mmaction - INFO - Saving checkpoint at 104 epochs 2020-09-12 15:38:01,988 - mmaction - INFO - Epoch [105][20/940] lr: 4.000e-03, eta: 21:58:51, time: 1.999, data_time: 0.401, memory: 6924, loss_aux: 1.0581, top1_acc: 0.5918, top5_acc: 0.8029, loss_cls: 1.7386, loss: 2.7966, grad_norm: 4.7406 2020-09-12 15:38:37,777 - mmaction - INFO - Epoch [105][40/940] lr: 4.000e-03, eta: 21:58:14, time: 1.789, data_time: 0.006, memory: 6924, loss_aux: 1.0702, top1_acc: 0.5838, top5_acc: 0.7947, loss_cls: 1.7395, loss: 2.8098, grad_norm: 4.7551 2020-09-12 15:39:15,325 - mmaction - INFO - Epoch [105][60/940] lr: 4.000e-03, eta: 21:57:38, time: 1.879, data_time: 0.007, memory: 6924, loss_aux: 1.0368, top1_acc: 0.5945, top5_acc: 0.8061, loss_cls: 1.6950, loss: 2.7318, grad_norm: 4.7419 2020-09-12 15:39:52,590 - mmaction - INFO - Epoch [105][80/940] lr: 4.000e-03, eta: 21:57:02, time: 1.860, data_time: 0.005, memory: 6924, loss_aux: 1.0507, top1_acc: 0.5984, top5_acc: 0.8053, loss_cls: 1.6982, loss: 2.7489, grad_norm: 4.6076 2020-09-12 15:40:29,664 - mmaction - INFO - Epoch [105][100/940] lr: 4.000e-03, eta: 21:56:25, time: 1.857, data_time: 0.007, memory: 6924, loss_aux: 1.0582, top1_acc: 0.5875, top5_acc: 0.8043, loss_cls: 1.7310, loss: 2.7892, grad_norm: 4.7267 2020-09-12 15:41:07,586 - mmaction - INFO - Epoch [105][120/940] lr: 4.000e-03, eta: 21:55:49, time: 1.894, data_time: 0.005, memory: 6924, loss_aux: 1.0633, top1_acc: 0.5922, top5_acc: 0.8098, loss_cls: 1.7055, loss: 2.7689, grad_norm: 4.6934 2020-09-12 15:41:45,296 - mmaction - INFO - Epoch [105][140/940] lr: 4.000e-03, eta: 21:55:13, time: 1.887, data_time: 0.006, memory: 6924, loss_aux: 1.0524, top1_acc: 0.5889, top5_acc: 0.8031, loss_cls: 1.7328, loss: 2.7852, grad_norm: 4.7414 2020-09-12 15:42:23,081 - mmaction - INFO - Epoch [105][160/940] lr: 4.000e-03, eta: 21:54:37, time: 1.887, data_time: 0.006, memory: 6924, loss_aux: 1.0684, top1_acc: 0.5922, top5_acc: 0.7967, loss_cls: 1.7338, loss: 2.8022, grad_norm: 4.7137 2020-09-12 15:43:01,301 - mmaction - INFO - Epoch [105][180/940] lr: 4.000e-03, eta: 21:54:01, time: 1.913, data_time: 0.007, memory: 6924, loss_aux: 1.0480, top1_acc: 0.6047, top5_acc: 0.8066, loss_cls: 1.6904, loss: 2.7384, grad_norm: 4.6526 2020-09-12 15:43:39,031 - mmaction - INFO - Epoch [105][200/940] lr: 4.000e-03, eta: 21:53:25, time: 1.885, data_time: 0.007, memory: 6924, loss_aux: 1.0512, top1_acc: 0.5965, top5_acc: 0.8045, loss_cls: 1.7192, loss: 2.7704, grad_norm: 4.6809 2020-09-12 15:44:17,458 - mmaction - INFO - Epoch [105][220/940] lr: 4.000e-03, eta: 21:52:49, time: 1.922, data_time: 0.005, memory: 6924, loss_aux: 1.0560, top1_acc: 0.5936, top5_acc: 0.7996, loss_cls: 1.7446, loss: 2.8007, grad_norm: 4.7309 2020-09-12 15:44:55,074 - mmaction - INFO - Epoch [105][240/940] lr: 4.000e-03, eta: 21:52:13, time: 1.879, data_time: 0.006, memory: 6924, loss_aux: 1.0649, top1_acc: 0.5883, top5_acc: 0.8027, loss_cls: 1.7139, loss: 2.7788, grad_norm: 4.6626 2020-09-12 15:45:33,048 - mmaction - INFO - Epoch [105][260/940] lr: 4.000e-03, eta: 21:51:37, time: 1.901, data_time: 0.006, memory: 6924, loss_aux: 1.0341, top1_acc: 0.6053, top5_acc: 0.8127, loss_cls: 1.6600, loss: 2.6941, grad_norm: 4.6607 2020-09-12 15:46:10,256 - mmaction - INFO - Epoch [105][280/940] lr: 4.000e-03, eta: 21:51:00, time: 1.861, data_time: 0.003, memory: 6924, loss_aux: 1.0462, top1_acc: 0.5951, top5_acc: 0.8025, loss_cls: 1.7051, loss: 2.7513, grad_norm: 4.6806 2020-09-12 15:46:48,119 - mmaction - INFO - Epoch [105][300/940] lr: 4.000e-03, eta: 21:50:24, time: 1.891, data_time: 0.005, memory: 6924, loss_aux: 1.0478, top1_acc: 0.5887, top5_acc: 0.8059, loss_cls: 1.7124, loss: 2.7602, grad_norm: 4.7022 2020-09-12 15:47:26,828 - mmaction - INFO - Epoch [105][320/940] lr: 4.000e-03, eta: 21:49:49, time: 1.937, data_time: 0.006, memory: 6924, loss_aux: 1.0326, top1_acc: 0.6115, top5_acc: 0.8098, loss_cls: 1.6544, loss: 2.6870, grad_norm: 4.6277 2020-09-12 15:48:04,064 - mmaction - INFO - Epoch [105][340/940] lr: 4.000e-03, eta: 21:49:12, time: 1.860, data_time: 0.007, memory: 6924, loss_aux: 1.0693, top1_acc: 0.5898, top5_acc: 0.7920, loss_cls: 1.7433, loss: 2.8125, grad_norm: 4.7569 2020-09-12 15:48:41,893 - mmaction - INFO - Epoch [105][360/940] lr: 4.000e-03, eta: 21:48:36, time: 1.894, data_time: 0.005, memory: 6924, loss_aux: 1.0450, top1_acc: 0.5988, top5_acc: 0.8053, loss_cls: 1.7088, loss: 2.7539, grad_norm: 4.6780 2020-09-12 15:49:19,899 - mmaction - INFO - Epoch [105][380/940] lr: 4.000e-03, eta: 21:48:00, time: 1.899, data_time: 0.005, memory: 6924, loss_aux: 1.0516, top1_acc: 0.5920, top5_acc: 0.8117, loss_cls: 1.7019, loss: 2.7535, grad_norm: 4.7733 2020-09-12 15:49:57,648 - mmaction - INFO - Epoch [105][400/940] lr: 4.000e-03, eta: 21:47:24, time: 1.889, data_time: 0.006, memory: 6924, loss_aux: 1.0742, top1_acc: 0.5887, top5_acc: 0.8006, loss_cls: 1.7697, loss: 2.8439, grad_norm: 4.7490 2020-09-12 15:50:35,239 - mmaction - INFO - Epoch [105][420/940] lr: 4.000e-03, eta: 21:46:48, time: 1.878, data_time: 0.006, memory: 6924, loss_aux: 1.0825, top1_acc: 0.5857, top5_acc: 0.8008, loss_cls: 1.7580, loss: 2.8405, grad_norm: 4.8239 2020-09-12 15:51:13,543 - mmaction - INFO - Epoch [105][440/940] lr: 4.000e-03, eta: 21:46:12, time: 1.916, data_time: 0.005, memory: 6924, loss_aux: 1.0441, top1_acc: 0.6012, top5_acc: 0.8121, loss_cls: 1.6827, loss: 2.7268, grad_norm: 4.6456 2020-09-12 15:51:52,039 - mmaction - INFO - Epoch [105][460/940] lr: 4.000e-03, eta: 21:45:36, time: 1.923, data_time: 0.007, memory: 6924, loss_aux: 1.0813, top1_acc: 0.5873, top5_acc: 0.7953, loss_cls: 1.7887, loss: 2.8700, grad_norm: 4.7368 2020-09-12 15:52:29,919 - mmaction - INFO - Epoch [105][480/940] lr: 4.000e-03, eta: 21:45:00, time: 1.893, data_time: 0.006, memory: 6924, loss_aux: 1.0213, top1_acc: 0.6068, top5_acc: 0.8121, loss_cls: 1.6686, loss: 2.6900, grad_norm: 4.6366 2020-09-12 15:53:07,117 - mmaction - INFO - Epoch [105][500/940] lr: 4.000e-03, eta: 21:44:24, time: 1.863, data_time: 0.007, memory: 6924, loss_aux: 1.0312, top1_acc: 0.6002, top5_acc: 0.8035, loss_cls: 1.6862, loss: 2.7175, grad_norm: 4.7237 2020-09-12 15:53:45,047 - mmaction - INFO - Epoch [105][520/940] lr: 4.000e-03, eta: 21:43:48, time: 1.895, data_time: 0.007, memory: 6924, loss_aux: 1.0589, top1_acc: 0.5914, top5_acc: 0.8020, loss_cls: 1.7225, loss: 2.7814, grad_norm: 4.7504 2020-09-12 15:54:22,923 - mmaction - INFO - Epoch [105][540/940] lr: 4.000e-03, eta: 21:43:12, time: 1.895, data_time: 0.006, memory: 6924, loss_aux: 1.0402, top1_acc: 0.6014, top5_acc: 0.8088, loss_cls: 1.6928, loss: 2.7330, grad_norm: 4.7080 2020-09-12 15:55:00,642 - mmaction - INFO - Epoch [105][560/940] lr: 4.000e-03, eta: 21:42:35, time: 1.884, data_time: 0.006, memory: 6924, loss_aux: 1.0584, top1_acc: 0.5980, top5_acc: 0.8039, loss_cls: 1.7185, loss: 2.7768, grad_norm: 4.7269 2020-09-12 15:55:38,620 - mmaction - INFO - Epoch [105][580/940] lr: 4.000e-03, eta: 21:41:59, time: 1.901, data_time: 0.006, memory: 6924, loss_aux: 1.0650, top1_acc: 0.5955, top5_acc: 0.7945, loss_cls: 1.7347, loss: 2.7997, grad_norm: 4.7371 2020-09-12 15:56:17,288 - mmaction - INFO - Epoch [105][600/940] lr: 4.000e-03, eta: 21:41:24, time: 1.934, data_time: 0.003, memory: 6924, loss_aux: 1.0778, top1_acc: 0.5859, top5_acc: 0.7973, loss_cls: 1.7458, loss: 2.8235, grad_norm: 4.8039 2020-09-12 15:56:55,303 - mmaction - INFO - Epoch [105][620/940] lr: 4.000e-03, eta: 21:40:48, time: 1.899, data_time: 0.005, memory: 6924, loss_aux: 1.0818, top1_acc: 0.5943, top5_acc: 0.7951, loss_cls: 1.7667, loss: 2.8485, grad_norm: 4.7417 2020-09-12 15:57:33,430 - mmaction - INFO - Epoch [105][640/940] lr: 4.000e-03, eta: 21:40:12, time: 1.908, data_time: 0.006, memory: 6924, loss_aux: 1.0674, top1_acc: 0.5947, top5_acc: 0.8029, loss_cls: 1.7294, loss: 2.7968, grad_norm: 4.7420 2020-09-12 15:58:10,998 - mmaction - INFO - Epoch [105][660/940] lr: 4.000e-03, eta: 21:39:35, time: 1.877, data_time: 0.005, memory: 6924, loss_aux: 1.0383, top1_acc: 0.5992, top5_acc: 0.8043, loss_cls: 1.7025, loss: 2.7408, grad_norm: 4.6503 2020-09-12 15:58:48,711 - mmaction - INFO - Epoch [105][680/940] lr: 4.000e-03, eta: 21:38:59, time: 1.887, data_time: 0.005, memory: 6924, loss_aux: 1.0350, top1_acc: 0.6062, top5_acc: 0.8061, loss_cls: 1.6922, loss: 2.7272, grad_norm: 4.6863 2020-09-12 15:59:26,559 - mmaction - INFO - Epoch [105][700/940] lr: 4.000e-03, eta: 21:38:23, time: 1.890, data_time: 0.006, memory: 6924, loss_aux: 1.0618, top1_acc: 0.5928, top5_acc: 0.8037, loss_cls: 1.7116, loss: 2.7735, grad_norm: 4.7057 2020-09-12 16:00:13,519 - mmaction - INFO - Epoch [105][720/940] lr: 4.000e-03, eta: 21:37:51, time: 2.345, data_time: 0.007, memory: 6924, loss_aux: 1.0430, top1_acc: 0.5939, top5_acc: 0.8109, loss_cls: 1.7024, loss: 2.7454, grad_norm: 4.7434 2020-09-12 16:00:48,259 - mmaction - INFO - Epoch [105][740/940] lr: 4.000e-03, eta: 21:37:14, time: 1.743, data_time: 0.017, memory: 6924, loss_aux: 1.0616, top1_acc: 0.5799, top5_acc: 0.7939, loss_cls: 1.7539, loss: 2.8155, grad_norm: 4.8095 2020-09-12 16:01:24,772 - mmaction - INFO - Epoch [105][760/940] lr: 4.000e-03, eta: 21:36:37, time: 1.824, data_time: 0.005, memory: 6924, loss_aux: 1.0684, top1_acc: 0.5938, top5_acc: 0.7896, loss_cls: 1.7565, loss: 2.8249, grad_norm: 4.9006 2020-09-12 16:02:02,113 - mmaction - INFO - Epoch [105][780/940] lr: 4.000e-03, eta: 21:36:01, time: 1.867, data_time: 0.006, memory: 6924, loss_aux: 1.0579, top1_acc: 0.6039, top5_acc: 0.8072, loss_cls: 1.7227, loss: 2.7806, grad_norm: 4.7354 2020-09-12 16:02:40,126 - mmaction - INFO - Epoch [105][800/940] lr: 4.000e-03, eta: 21:35:25, time: 1.902, data_time: 0.006, memory: 6924, loss_aux: 1.0486, top1_acc: 0.6045, top5_acc: 0.8063, loss_cls: 1.6952, loss: 2.7438, grad_norm: 4.7013 2020-09-12 16:03:18,438 - mmaction - INFO - Epoch [105][820/940] lr: 4.000e-03, eta: 21:34:49, time: 1.916, data_time: 0.003, memory: 6924, loss_aux: 1.0666, top1_acc: 0.5898, top5_acc: 0.8041, loss_cls: 1.7584, loss: 2.8249, grad_norm: 4.7911 2020-09-12 16:03:56,369 - mmaction - INFO - Epoch [105][840/940] lr: 4.000e-03, eta: 21:34:13, time: 1.894, data_time: 0.005, memory: 6924, loss_aux: 1.0380, top1_acc: 0.6041, top5_acc: 0.8039, loss_cls: 1.7018, loss: 2.7398, grad_norm: 4.6052 2020-09-12 16:04:34,311 - mmaction - INFO - Epoch [105][860/940] lr: 4.000e-03, eta: 21:33:36, time: 1.899, data_time: 0.006, memory: 6924, loss_aux: 1.0416, top1_acc: 0.5996, top5_acc: 0.8053, loss_cls: 1.7095, loss: 2.7511, grad_norm: 4.7035 2020-09-12 16:05:12,460 - mmaction - INFO - Epoch [105][880/940] lr: 4.000e-03, eta: 21:33:01, time: 1.906, data_time: 0.005, memory: 6924, loss_aux: 1.0500, top1_acc: 0.5938, top5_acc: 0.8129, loss_cls: 1.6967, loss: 2.7466, grad_norm: 4.7193 2020-09-12 16:05:50,882 - mmaction - INFO - Epoch [105][900/940] lr: 4.000e-03, eta: 21:32:25, time: 1.921, data_time: 0.006, memory: 6924, loss_aux: 1.0403, top1_acc: 0.5963, top5_acc: 0.8148, loss_cls: 1.6774, loss: 2.7177, grad_norm: 4.7964 2020-09-12 16:06:28,748 - mmaction - INFO - Epoch [105][920/940] lr: 4.000e-03, eta: 21:31:49, time: 1.895, data_time: 0.006, memory: 6924, loss_aux: 1.0592, top1_acc: 0.5994, top5_acc: 0.8090, loss_cls: 1.7223, loss: 2.7815, grad_norm: 4.7752 2020-09-12 16:07:06,244 - mmaction - INFO - Epoch [105][940/940] lr: 4.000e-03, eta: 21:31:12, time: 1.875, data_time: 0.006, memory: 6924, loss_aux: 1.0676, top1_acc: 0.5978, top5_acc: 0.7971, loss_cls: 1.7523, loss: 2.8199, grad_norm: 4.9008 2020-09-12 16:07:06,733 - mmaction - INFO - Saving checkpoint at 105 epochs 2020-09-12 16:07:52,815 - mmaction - INFO - Epoch [106][20/940] lr: 4.000e-03, eta: 21:30:38, time: 2.134, data_time: 0.685, memory: 6924, loss_aux: 1.0420, top1_acc: 0.6004, top5_acc: 0.8078, loss_cls: 1.6954, loss: 2.7373, grad_norm: 4.7259 2020-09-12 16:08:27,175 - mmaction - INFO - Epoch [106][40/940] lr: 4.000e-03, eta: 21:30:01, time: 1.720, data_time: 0.006, memory: 6924, loss_aux: 1.0804, top1_acc: 0.5904, top5_acc: 0.7949, loss_cls: 1.7730, loss: 2.8534, grad_norm: 4.6653 2020-09-12 16:09:04,421 - mmaction - INFO - Epoch [106][60/940] lr: 4.000e-03, eta: 21:29:24, time: 1.860, data_time: 0.006, memory: 6924, loss_aux: 1.0306, top1_acc: 0.6092, top5_acc: 0.8164, loss_cls: 1.6477, loss: 2.6783, grad_norm: 4.6950 2020-09-12 16:09:42,032 - mmaction - INFO - Epoch [106][80/940] lr: 4.000e-03, eta: 21:28:48, time: 1.882, data_time: 0.006, memory: 6924, loss_aux: 1.0471, top1_acc: 0.6045, top5_acc: 0.8113, loss_cls: 1.6940, loss: 2.7411, grad_norm: 4.6828 2020-09-12 16:10:20,099 - mmaction - INFO - Epoch [106][100/940] lr: 4.000e-03, eta: 21:28:12, time: 1.902, data_time: 0.005, memory: 6924, loss_aux: 1.0415, top1_acc: 0.6049, top5_acc: 0.8055, loss_cls: 1.6848, loss: 2.7263, grad_norm: 4.8078 2020-09-12 16:10:58,231 - mmaction - INFO - Epoch [106][120/940] lr: 4.000e-03, eta: 21:27:36, time: 1.906, data_time: 0.006, memory: 6924, loss_aux: 1.0101, top1_acc: 0.6102, top5_acc: 0.8125, loss_cls: 1.6561, loss: 2.6663, grad_norm: 4.6991 2020-09-12 16:11:36,077 - mmaction - INFO - Epoch [106][140/940] lr: 4.000e-03, eta: 21:27:00, time: 1.893, data_time: 0.007, memory: 6924, loss_aux: 1.0394, top1_acc: 0.6111, top5_acc: 0.8135, loss_cls: 1.6644, loss: 2.7038, grad_norm: 4.7565 2020-09-12 16:12:13,842 - mmaction - INFO - Epoch [106][160/940] lr: 4.000e-03, eta: 21:26:24, time: 1.888, data_time: 0.006, memory: 6924, loss_aux: 1.0707, top1_acc: 0.5879, top5_acc: 0.8041, loss_cls: 1.7440, loss: 2.8147, grad_norm: 4.8259 2020-09-12 16:12:52,356 - mmaction - INFO - Epoch [106][180/940] lr: 4.000e-03, eta: 21:25:48, time: 1.925, data_time: 0.006, memory: 6924, loss_aux: 1.0517, top1_acc: 0.6006, top5_acc: 0.8057, loss_cls: 1.7065, loss: 2.7583, grad_norm: 4.7458 2020-09-12 16:13:29,495 - mmaction - INFO - Epoch [106][200/940] lr: 4.000e-03, eta: 21:25:12, time: 1.860, data_time: 0.007, memory: 6924, loss_aux: 1.0401, top1_acc: 0.5967, top5_acc: 0.8025, loss_cls: 1.7020, loss: 2.7421, grad_norm: 4.7401 2020-09-12 16:14:07,499 - mmaction - INFO - Epoch [106][220/940] lr: 4.000e-03, eta: 21:24:35, time: 1.898, data_time: 0.005, memory: 6924, loss_aux: 1.0658, top1_acc: 0.5873, top5_acc: 0.8000, loss_cls: 1.7308, loss: 2.7966, grad_norm: 4.7611 2020-09-12 16:14:44,978 - mmaction - INFO - Epoch [106][240/940] lr: 4.000e-03, eta: 21:23:59, time: 1.876, data_time: 0.006, memory: 6924, loss_aux: 1.0600, top1_acc: 0.5947, top5_acc: 0.8045, loss_cls: 1.7092, loss: 2.7692, grad_norm: 4.7384 2020-09-12 16:15:22,962 - mmaction - INFO - Epoch [106][260/940] lr: 4.000e-03, eta: 21:23:23, time: 1.897, data_time: 0.006, memory: 6924, loss_aux: 1.0354, top1_acc: 0.5984, top5_acc: 0.8080, loss_cls: 1.6890, loss: 2.7245, grad_norm: 4.6915 2020-09-12 16:16:00,884 - mmaction - INFO - Epoch [106][280/940] lr: 4.000e-03, eta: 21:22:47, time: 1.899, data_time: 0.007, memory: 6924, loss_aux: 1.0503, top1_acc: 0.5998, top5_acc: 0.8031, loss_cls: 1.7103, loss: 2.7606, grad_norm: 4.7297 2020-09-12 16:16:39,075 - mmaction - INFO - Epoch [106][300/940] lr: 4.000e-03, eta: 21:22:11, time: 1.907, data_time: 0.007, memory: 6924, loss_aux: 1.0608, top1_acc: 0.6004, top5_acc: 0.8027, loss_cls: 1.7116, loss: 2.7724, grad_norm: 4.7206 2020-09-12 16:17:16,936 - mmaction - INFO - Epoch [106][320/940] lr: 4.000e-03, eta: 21:21:35, time: 1.895, data_time: 0.006, memory: 6924, loss_aux: 1.0451, top1_acc: 0.6039, top5_acc: 0.8074, loss_cls: 1.6938, loss: 2.7389, grad_norm: 4.7211 2020-09-12 16:17:54,583 - mmaction - INFO - Epoch [106][340/940] lr: 4.000e-03, eta: 21:20:59, time: 1.881, data_time: 0.006, memory: 6924, loss_aux: 1.0643, top1_acc: 0.5910, top5_acc: 0.8064, loss_cls: 1.7210, loss: 2.7853, grad_norm: 4.7935 2020-09-12 16:18:33,219 - mmaction - INFO - Epoch [106][360/940] lr: 4.000e-03, eta: 21:20:23, time: 1.933, data_time: 0.006, memory: 6924, loss_aux: 1.0289, top1_acc: 0.5986, top5_acc: 0.8129, loss_cls: 1.6587, loss: 2.6876, grad_norm: 4.6861 2020-09-12 16:19:10,581 - mmaction - INFO - Epoch [106][380/940] lr: 4.000e-03, eta: 21:19:47, time: 1.866, data_time: 0.006, memory: 6924, loss_aux: 1.0796, top1_acc: 0.5830, top5_acc: 0.7975, loss_cls: 1.7644, loss: 2.8439, grad_norm: 4.7931 2020-09-12 16:19:48,951 - mmaction - INFO - Epoch [106][400/940] lr: 4.000e-03, eta: 21:19:11, time: 1.920, data_time: 0.006, memory: 6924, loss_aux: 1.0656, top1_acc: 0.5928, top5_acc: 0.7996, loss_cls: 1.7443, loss: 2.8100, grad_norm: 4.8100 2020-09-12 16:20:27,003 - mmaction - INFO - Epoch [106][420/940] lr: 4.000e-03, eta: 21:18:35, time: 1.901, data_time: 0.005, memory: 6924, loss_aux: 1.0403, top1_acc: 0.6068, top5_acc: 0.8084, loss_cls: 1.6867, loss: 2.7271, grad_norm: 4.6900 2020-09-12 16:21:05,195 - mmaction - INFO - Epoch [106][440/940] lr: 4.000e-03, eta: 21:17:59, time: 1.910, data_time: 0.006, memory: 6924, loss_aux: 1.0748, top1_acc: 0.6029, top5_acc: 0.8033, loss_cls: 1.7313, loss: 2.8061, grad_norm: 4.8299 2020-09-12 16:21:43,161 - mmaction - INFO - Epoch [106][460/940] lr: 4.000e-03, eta: 21:17:23, time: 1.898, data_time: 0.006, memory: 6924, loss_aux: 1.0510, top1_acc: 0.5918, top5_acc: 0.8078, loss_cls: 1.7104, loss: 2.7614, grad_norm: 4.8074 2020-09-12 16:22:21,650 - mmaction - INFO - Epoch [106][480/940] lr: 4.000e-03, eta: 21:16:47, time: 1.925, data_time: 0.007, memory: 6924, loss_aux: 1.0462, top1_acc: 0.6053, top5_acc: 0.8076, loss_cls: 1.7002, loss: 2.7464, grad_norm: 4.7442 2020-09-12 16:22:59,380 - mmaction - INFO - Epoch [106][500/940] lr: 4.000e-03, eta: 21:16:11, time: 1.888, data_time: 0.006, memory: 6924, loss_aux: 1.0629, top1_acc: 0.5980, top5_acc: 0.8021, loss_cls: 1.7121, loss: 2.7750, grad_norm: 4.8690 2020-09-12 16:23:37,557 - mmaction - INFO - Epoch [106][520/940] lr: 4.000e-03, eta: 21:15:35, time: 1.908, data_time: 0.006, memory: 6924, loss_aux: 1.0688, top1_acc: 0.5967, top5_acc: 0.8043, loss_cls: 1.7353, loss: 2.8041, grad_norm: 4.8543 2020-09-12 16:24:16,147 - mmaction - INFO - Epoch [106][540/940] lr: 4.000e-03, eta: 21:14:59, time: 1.931, data_time: 0.005, memory: 6924, loss_aux: 1.0436, top1_acc: 0.6006, top5_acc: 0.8059, loss_cls: 1.6887, loss: 2.7323, grad_norm: 4.7819 2020-09-12 16:24:53,892 - mmaction - INFO - Epoch [106][560/940] lr: 4.000e-03, eta: 21:14:23, time: 1.885, data_time: 0.006, memory: 6924, loss_aux: 1.0638, top1_acc: 0.5854, top5_acc: 0.7967, loss_cls: 1.7557, loss: 2.8195, grad_norm: 4.8039 2020-09-12 16:25:31,681 - mmaction - INFO - Epoch [106][580/940] lr: 4.000e-03, eta: 21:13:47, time: 1.890, data_time: 0.006, memory: 6924, loss_aux: 1.0765, top1_acc: 0.5844, top5_acc: 0.7971, loss_cls: 1.7662, loss: 2.8426, grad_norm: 4.8388 2020-09-12 16:26:09,456 - mmaction - INFO - Epoch [106][600/940] lr: 4.000e-03, eta: 21:13:10, time: 1.891, data_time: 0.006, memory: 6924, loss_aux: 1.0551, top1_acc: 0.5998, top5_acc: 0.7994, loss_cls: 1.7234, loss: 2.7785, grad_norm: 4.7962 2020-09-12 16:26:47,304 - mmaction - INFO - Epoch [106][620/940] lr: 4.000e-03, eta: 21:12:34, time: 1.890, data_time: 0.005, memory: 6924, loss_aux: 1.0608, top1_acc: 0.5961, top5_acc: 0.8012, loss_cls: 1.7234, loss: 2.7841, grad_norm: 4.7486 2020-09-12 16:27:25,536 - mmaction - INFO - Epoch [106][640/940] lr: 4.000e-03, eta: 21:11:58, time: 1.914, data_time: 0.006, memory: 6924, loss_aux: 1.0637, top1_acc: 0.5961, top5_acc: 0.8117, loss_cls: 1.7176, loss: 2.7813, grad_norm: 4.7428 2020-09-12 16:28:03,180 - mmaction - INFO - Epoch [106][660/940] lr: 4.000e-03, eta: 21:11:22, time: 1.881, data_time: 0.005, memory: 6924, loss_aux: 1.0666, top1_acc: 0.5785, top5_acc: 0.8008, loss_cls: 1.7467, loss: 2.8134, grad_norm: 4.8293 2020-09-12 16:28:40,710 - mmaction - INFO - Epoch [106][680/940] lr: 4.000e-03, eta: 21:10:46, time: 1.878, data_time: 0.005, memory: 6924, loss_aux: 1.0349, top1_acc: 0.6086, top5_acc: 0.8063, loss_cls: 1.6809, loss: 2.7158, grad_norm: 4.7309 2020-09-12 16:29:18,262 - mmaction - INFO - Epoch [106][700/940] lr: 4.000e-03, eta: 21:10:10, time: 1.876, data_time: 0.005, memory: 6924, loss_aux: 1.0609, top1_acc: 0.5959, top5_acc: 0.7996, loss_cls: 1.7339, loss: 2.7949, grad_norm: 4.8064 2020-09-12 16:29:56,455 - mmaction - INFO - Epoch [106][720/940] lr: 4.000e-03, eta: 21:09:34, time: 1.911, data_time: 0.005, memory: 6924, loss_aux: 1.0436, top1_acc: 0.5941, top5_acc: 0.8037, loss_cls: 1.7099, loss: 2.7535, grad_norm: 4.7571 2020-09-12 16:30:34,272 - mmaction - INFO - Epoch [106][740/940] lr: 4.000e-03, eta: 21:08:57, time: 1.889, data_time: 0.006, memory: 6924, loss_aux: 1.0450, top1_acc: 0.5951, top5_acc: 0.8068, loss_cls: 1.7064, loss: 2.7513, grad_norm: 4.7693 2020-09-12 16:31:11,782 - mmaction - INFO - Epoch [106][760/940] lr: 4.000e-03, eta: 21:08:21, time: 1.875, data_time: 0.005, memory: 6924, loss_aux: 1.0730, top1_acc: 0.5949, top5_acc: 0.7914, loss_cls: 1.7632, loss: 2.8362, grad_norm: 4.8034 2020-09-12 16:31:49,388 - mmaction - INFO - Epoch [106][780/940] lr: 4.000e-03, eta: 21:07:45, time: 1.881, data_time: 0.006, memory: 6924, loss_aux: 1.0724, top1_acc: 0.5773, top5_acc: 0.7937, loss_cls: 1.7677, loss: 2.8401, grad_norm: 4.7701 2020-09-12 16:32:27,154 - mmaction - INFO - Epoch [106][800/940] lr: 4.000e-03, eta: 21:07:09, time: 1.888, data_time: 0.005, memory: 6924, loss_aux: 1.0684, top1_acc: 0.5891, top5_acc: 0.8104, loss_cls: 1.7436, loss: 2.8120, grad_norm: 4.8203 2020-09-12 16:33:04,928 - mmaction - INFO - Epoch [106][820/940] lr: 4.000e-03, eta: 21:06:33, time: 1.889, data_time: 0.006, memory: 6924, loss_aux: 1.0432, top1_acc: 0.5996, top5_acc: 0.8070, loss_cls: 1.7181, loss: 2.7614, grad_norm: 4.7456 2020-09-12 16:33:42,294 - mmaction - INFO - Epoch [106][840/940] lr: 4.000e-03, eta: 21:05:56, time: 1.870, data_time: 0.006, memory: 6924, loss_aux: 1.0419, top1_acc: 0.6023, top5_acc: 0.8053, loss_cls: 1.6871, loss: 2.7291, grad_norm: 4.7328 2020-09-12 16:34:19,558 - mmaction - INFO - Epoch [106][860/940] lr: 4.000e-03, eta: 21:05:20, time: 1.862, data_time: 0.006, memory: 6924, loss_aux: 1.0592, top1_acc: 0.5885, top5_acc: 0.8021, loss_cls: 1.7323, loss: 2.7914, grad_norm: 4.8228 2020-09-12 16:34:57,182 - mmaction - INFO - Epoch [106][880/940] lr: 4.000e-03, eta: 21:04:44, time: 1.883, data_time: 0.006, memory: 6924, loss_aux: 1.0501, top1_acc: 0.6016, top5_acc: 0.8045, loss_cls: 1.6979, loss: 2.7480, grad_norm: 4.7437 2020-09-12 16:35:33,983 - mmaction - INFO - Epoch [106][900/940] lr: 4.000e-03, eta: 21:04:07, time: 1.838, data_time: 0.006, memory: 6924, loss_aux: 1.0394, top1_acc: 0.6061, top5_acc: 0.8086, loss_cls: 1.6729, loss: 2.7123, grad_norm: 4.8051 2020-09-12 16:36:11,547 - mmaction - INFO - Epoch [106][920/940] lr: 4.000e-03, eta: 21:03:31, time: 1.880, data_time: 0.006, memory: 6924, loss_aux: 1.0524, top1_acc: 0.6098, top5_acc: 0.8090, loss_cls: 1.6860, loss: 2.7384, grad_norm: 4.7044 2020-09-12 16:36:47,920 - mmaction - INFO - Epoch [106][940/940] lr: 4.000e-03, eta: 21:02:54, time: 1.817, data_time: 0.006, memory: 6924, loss_aux: 1.0574, top1_acc: 0.6027, top5_acc: 0.8019, loss_cls: 1.7099, loss: 2.7673, grad_norm: 4.9561 2020-09-12 16:36:48,402 - mmaction - INFO - Saving checkpoint at 106 epochs 2020-09-12 16:37:32,614 - mmaction - INFO - Epoch [107][20/940] lr: 4.000e-03, eta: 21:02:18, time: 1.873, data_time: 0.340, memory: 6924, loss_aux: 1.0424, top1_acc: 0.6027, top5_acc: 0.8012, loss_cls: 1.6839, loss: 2.7262, grad_norm: 4.7934 2020-09-12 16:38:09,143 - mmaction - INFO - Epoch [107][40/940] lr: 4.000e-03, eta: 21:01:41, time: 1.829, data_time: 0.006, memory: 6924, loss_aux: 1.0255, top1_acc: 0.6004, top5_acc: 0.8049, loss_cls: 1.6760, loss: 2.7014, grad_norm: 4.7670 2020-09-12 16:38:45,942 - mmaction - INFO - Epoch [107][60/940] lr: 4.000e-03, eta: 21:01:04, time: 1.838, data_time: 0.003, memory: 6924, loss_aux: 1.0565, top1_acc: 0.5941, top5_acc: 0.8031, loss_cls: 1.7254, loss: 2.7818, grad_norm: 4.7887 2020-09-12 16:39:23,270 - mmaction - INFO - Epoch [107][80/940] lr: 4.000e-03, eta: 21:00:28, time: 1.869, data_time: 0.006, memory: 6924, loss_aux: 1.0433, top1_acc: 0.6012, top5_acc: 0.8072, loss_cls: 1.6793, loss: 2.7226, grad_norm: 4.7487 2020-09-12 16:40:01,012 - mmaction - INFO - Epoch [107][100/940] lr: 4.000e-03, eta: 20:59:52, time: 1.885, data_time: 0.005, memory: 6924, loss_aux: 1.0532, top1_acc: 0.5982, top5_acc: 0.8047, loss_cls: 1.7094, loss: 2.7626, grad_norm: 4.7619 2020-09-12 16:40:38,487 - mmaction - INFO - Epoch [107][120/940] lr: 4.000e-03, eta: 20:59:16, time: 1.874, data_time: 0.006, memory: 6924, loss_aux: 1.0606, top1_acc: 0.6049, top5_acc: 0.8002, loss_cls: 1.7243, loss: 2.7848, grad_norm: 4.7432 2020-09-12 16:41:16,328 - mmaction - INFO - Epoch [107][140/940] lr: 4.000e-03, eta: 20:58:39, time: 1.892, data_time: 0.007, memory: 6924, loss_aux: 1.0432, top1_acc: 0.6000, top5_acc: 0.8146, loss_cls: 1.6926, loss: 2.7358, grad_norm: 4.7772 2020-09-12 16:41:54,405 - mmaction - INFO - Epoch [107][160/940] lr: 4.000e-03, eta: 20:58:03, time: 1.905, data_time: 0.005, memory: 6924, loss_aux: 1.0396, top1_acc: 0.6072, top5_acc: 0.8076, loss_cls: 1.6921, loss: 2.7317, grad_norm: 4.7512 2020-09-12 16:42:31,973 - mmaction - INFO - Epoch [107][180/940] lr: 4.000e-03, eta: 20:57:27, time: 1.878, data_time: 0.007, memory: 6924, loss_aux: 1.0494, top1_acc: 0.5945, top5_acc: 0.8078, loss_cls: 1.7047, loss: 2.7541, grad_norm: 4.7801 2020-09-12 16:43:09,797 - mmaction - INFO - Epoch [107][200/940] lr: 4.000e-03, eta: 20:56:51, time: 1.889, data_time: 0.002, memory: 6924, loss_aux: 1.0392, top1_acc: 0.6076, top5_acc: 0.8014, loss_cls: 1.7038, loss: 2.7430, grad_norm: 4.7165 2020-09-12 16:43:46,691 - mmaction - INFO - Epoch [107][220/940] lr: 4.000e-03, eta: 20:56:14, time: 1.847, data_time: 0.007, memory: 6924, loss_aux: 1.0654, top1_acc: 0.5965, top5_acc: 0.8064, loss_cls: 1.7342, loss: 2.7996, grad_norm: 4.7187 2020-09-12 16:44:24,420 - mmaction - INFO - Epoch [107][240/940] lr: 4.000e-03, eta: 20:55:38, time: 1.885, data_time: 0.006, memory: 6924, loss_aux: 1.0634, top1_acc: 0.6029, top5_acc: 0.8021, loss_cls: 1.7143, loss: 2.7777, grad_norm: 4.7366 2020-09-12 16:45:02,337 - mmaction - INFO - Epoch [107][260/940] lr: 4.000e-03, eta: 20:55:02, time: 1.898, data_time: 0.006, memory: 6924, loss_aux: 1.0312, top1_acc: 0.6158, top5_acc: 0.8094, loss_cls: 1.6852, loss: 2.7164, grad_norm: 4.6668 2020-09-12 16:45:40,308 - mmaction - INFO - Epoch [107][280/940] lr: 4.000e-03, eta: 20:54:26, time: 1.898, data_time: 0.004, memory: 6924, loss_aux: 1.0725, top1_acc: 0.5957, top5_acc: 0.7984, loss_cls: 1.7539, loss: 2.8264, grad_norm: 4.8424 2020-09-12 16:46:17,211 - mmaction - INFO - Epoch [107][300/940] lr: 4.000e-03, eta: 20:53:49, time: 1.844, data_time: 0.006, memory: 6924, loss_aux: 1.0292, top1_acc: 0.6072, top5_acc: 0.8107, loss_cls: 1.6554, loss: 2.6846, grad_norm: 4.6888 2020-09-12 16:46:55,073 - mmaction - INFO - Epoch [107][320/940] lr: 4.000e-03, eta: 20:53:13, time: 1.894, data_time: 0.006, memory: 6924, loss_aux: 1.0413, top1_acc: 0.6055, top5_acc: 0.8066, loss_cls: 1.6881, loss: 2.7295, grad_norm: 4.7163 2020-09-12 16:47:33,532 - mmaction - INFO - Epoch [107][340/940] lr: 4.000e-03, eta: 20:52:37, time: 1.922, data_time: 0.006, memory: 6924, loss_aux: 1.0324, top1_acc: 0.6020, top5_acc: 0.8086, loss_cls: 1.6651, loss: 2.6975, grad_norm: 4.7534 2020-09-12 16:48:10,993 - mmaction - INFO - Epoch [107][360/940] lr: 4.000e-03, eta: 20:52:01, time: 1.874, data_time: 0.006, memory: 6924, loss_aux: 1.0492, top1_acc: 0.5984, top5_acc: 0.8047, loss_cls: 1.7156, loss: 2.7648, grad_norm: 4.7664 2020-09-12 16:48:48,600 - mmaction - INFO - Epoch [107][380/940] lr: 4.000e-03, eta: 20:51:25, time: 1.879, data_time: 0.006, memory: 6924, loss_aux: 1.0507, top1_acc: 0.6002, top5_acc: 0.8055, loss_cls: 1.7089, loss: 2.7596, grad_norm: 4.8041 2020-09-12 16:49:26,148 - mmaction - INFO - Epoch [107][400/940] lr: 4.000e-03, eta: 20:50:49, time: 1.879, data_time: 0.006, memory: 6924, loss_aux: 1.0369, top1_acc: 0.6053, top5_acc: 0.8035, loss_cls: 1.6996, loss: 2.7364, grad_norm: 4.7198 2020-09-12 16:50:04,757 - mmaction - INFO - Epoch [107][420/940] lr: 4.000e-03, eta: 20:50:13, time: 1.930, data_time: 0.006, memory: 6924, loss_aux: 1.0595, top1_acc: 0.6035, top5_acc: 0.8031, loss_cls: 1.7023, loss: 2.7618, grad_norm: 4.7195 2020-09-12 16:50:41,641 - mmaction - INFO - Epoch [107][440/940] lr: 4.000e-03, eta: 20:49:36, time: 1.844, data_time: 0.002, memory: 6924, loss_aux: 1.0476, top1_acc: 0.6020, top5_acc: 0.8082, loss_cls: 1.6796, loss: 2.7272, grad_norm: 4.7108 2020-09-12 16:51:18,795 - mmaction - INFO - Epoch [107][460/940] lr: 4.000e-03, eta: 20:49:00, time: 1.854, data_time: 0.004, memory: 6924, loss_aux: 1.0503, top1_acc: 0.6006, top5_acc: 0.8059, loss_cls: 1.7010, loss: 2.7512, grad_norm: 4.7993 2020-09-12 16:51:56,916 - mmaction - INFO - Epoch [107][480/940] lr: 4.000e-03, eta: 20:48:24, time: 1.909, data_time: 0.008, memory: 6924, loss_aux: 1.0730, top1_acc: 0.5898, top5_acc: 0.7928, loss_cls: 1.7476, loss: 2.8206, grad_norm: 4.8629 2020-09-12 16:52:34,196 - mmaction - INFO - Epoch [107][500/940] lr: 4.000e-03, eta: 20:47:47, time: 1.864, data_time: 0.007, memory: 6924, loss_aux: 1.0724, top1_acc: 0.5922, top5_acc: 0.7922, loss_cls: 1.7589, loss: 2.8314, grad_norm: 4.8503 2020-09-12 16:53:11,547 - mmaction - INFO - Epoch [107][520/940] lr: 4.000e-03, eta: 20:47:11, time: 1.868, data_time: 0.002, memory: 6924, loss_aux: 1.0478, top1_acc: 0.5965, top5_acc: 0.8072, loss_cls: 1.6993, loss: 2.7471, grad_norm: 4.8329 2020-09-12 16:53:48,813 - mmaction - INFO - Epoch [107][540/940] lr: 4.000e-03, eta: 20:46:35, time: 1.862, data_time: 0.006, memory: 6924, loss_aux: 1.0574, top1_acc: 0.5947, top5_acc: 0.7988, loss_cls: 1.7111, loss: 2.7685, grad_norm: 4.8224 2020-09-12 16:54:26,385 - mmaction - INFO - Epoch [107][560/940] lr: 4.000e-03, eta: 20:45:58, time: 1.880, data_time: 0.006, memory: 6924, loss_aux: 1.0573, top1_acc: 0.6045, top5_acc: 0.8078, loss_cls: 1.7001, loss: 2.7574, grad_norm: 4.7929 2020-09-12 16:55:04,163 - mmaction - INFO - Epoch [107][580/940] lr: 4.000e-03, eta: 20:45:22, time: 1.889, data_time: 0.006, memory: 6924, loss_aux: 1.0590, top1_acc: 0.5885, top5_acc: 0.8002, loss_cls: 1.7330, loss: 2.7919, grad_norm: 4.9317 2020-09-12 16:55:41,355 - mmaction - INFO - Epoch [107][600/940] lr: 4.000e-03, eta: 20:44:46, time: 1.858, data_time: 0.002, memory: 6924, loss_aux: 1.0343, top1_acc: 0.6129, top5_acc: 0.8084, loss_cls: 1.6716, loss: 2.7059, grad_norm: 4.7337 2020-09-12 16:56:18,862 - mmaction - INFO - Epoch [107][620/940] lr: 4.000e-03, eta: 20:44:09, time: 1.877, data_time: 0.006, memory: 6924, loss_aux: 1.0579, top1_acc: 0.5963, top5_acc: 0.8029, loss_cls: 1.7085, loss: 2.7664, grad_norm: 4.8778 2020-09-12 16:56:56,726 - mmaction - INFO - Epoch [107][640/940] lr: 4.000e-03, eta: 20:43:33, time: 1.892, data_time: 0.006, memory: 6924, loss_aux: 1.0358, top1_acc: 0.5988, top5_acc: 0.8109, loss_cls: 1.6900, loss: 2.7259, grad_norm: 4.8594 2020-09-12 16:57:34,406 - mmaction - INFO - Epoch [107][660/940] lr: 4.000e-03, eta: 20:42:57, time: 1.885, data_time: 0.006, memory: 6924, loss_aux: 1.0395, top1_acc: 0.5959, top5_acc: 0.8072, loss_cls: 1.6906, loss: 2.7300, grad_norm: 4.8074 2020-09-12 16:58:12,032 - mmaction - INFO - Epoch [107][680/940] lr: 4.000e-03, eta: 20:42:21, time: 1.880, data_time: 0.006, memory: 6924, loss_aux: 1.0516, top1_acc: 0.6006, top5_acc: 0.8047, loss_cls: 1.7089, loss: 2.7605, grad_norm: 4.8137 2020-09-12 16:58:49,681 - mmaction - INFO - Epoch [107][700/940] lr: 4.000e-03, eta: 20:41:45, time: 1.884, data_time: 0.006, memory: 6924, loss_aux: 1.0788, top1_acc: 0.5926, top5_acc: 0.7953, loss_cls: 1.7556, loss: 2.8344, grad_norm: 4.7942 2020-09-12 16:59:27,171 - mmaction - INFO - Epoch [107][720/940] lr: 4.000e-03, eta: 20:41:08, time: 1.873, data_time: 0.007, memory: 6924, loss_aux: 1.0448, top1_acc: 0.5928, top5_acc: 0.8021, loss_cls: 1.7164, loss: 2.7612, grad_norm: 4.7567 2020-09-12 17:00:06,554 - mmaction - INFO - Epoch [107][740/940] lr: 4.000e-03, eta: 20:40:33, time: 1.965, data_time: 0.008, memory: 6924, loss_aux: 1.0728, top1_acc: 0.5973, top5_acc: 0.8080, loss_cls: 1.7318, loss: 2.8046, grad_norm: 4.8679 2020-09-12 17:00:43,059 - mmaction - INFO - Epoch [107][760/940] lr: 4.000e-03, eta: 20:39:56, time: 1.831, data_time: 0.014, memory: 6924, loss_aux: 1.0542, top1_acc: 0.5941, top5_acc: 0.8043, loss_cls: 1.7299, loss: 2.7841, grad_norm: 4.7988 2020-09-12 17:01:20,401 - mmaction - INFO - Epoch [107][780/940] lr: 4.000e-03, eta: 20:39:20, time: 1.865, data_time: 0.007, memory: 6924, loss_aux: 1.0661, top1_acc: 0.5803, top5_acc: 0.7977, loss_cls: 1.7560, loss: 2.8221, grad_norm: 4.8267 2020-09-12 17:01:57,364 - mmaction - INFO - Epoch [107][800/940] lr: 4.000e-03, eta: 20:38:43, time: 1.850, data_time: 0.006, memory: 6924, loss_aux: 1.0384, top1_acc: 0.6150, top5_acc: 0.8182, loss_cls: 1.6575, loss: 2.6959, grad_norm: 4.7552 2020-09-12 17:02:34,812 - mmaction - INFO - Epoch [107][820/940] lr: 4.000e-03, eta: 20:38:07, time: 1.872, data_time: 0.007, memory: 6924, loss_aux: 1.0661, top1_acc: 0.5910, top5_acc: 0.8078, loss_cls: 1.7238, loss: 2.7899, grad_norm: 4.9186 2020-09-12 17:03:12,510 - mmaction - INFO - Epoch [107][840/940] lr: 4.000e-03, eta: 20:37:31, time: 1.883, data_time: 0.002, memory: 6924, loss_aux: 1.0520, top1_acc: 0.5963, top5_acc: 0.8018, loss_cls: 1.7118, loss: 2.7638, grad_norm: 4.7380 2020-09-12 17:03:49,317 - mmaction - INFO - Epoch [107][860/940] lr: 4.000e-03, eta: 20:36:54, time: 1.842, data_time: 0.005, memory: 6924, loss_aux: 1.0387, top1_acc: 0.5922, top5_acc: 0.8129, loss_cls: 1.6953, loss: 2.7340, grad_norm: 4.7956 2020-09-12 17:04:27,169 - mmaction - INFO - Epoch [107][880/940] lr: 4.000e-03, eta: 20:36:18, time: 1.891, data_time: 0.006, memory: 6924, loss_aux: 1.0539, top1_acc: 0.6057, top5_acc: 0.8068, loss_cls: 1.7074, loss: 2.7613, grad_norm: 4.8201 2020-09-12 17:05:05,032 - mmaction - INFO - Epoch [107][900/940] lr: 4.000e-03, eta: 20:35:42, time: 1.895, data_time: 0.006, memory: 6924, loss_aux: 1.0265, top1_acc: 0.6109, top5_acc: 0.8129, loss_cls: 1.6512, loss: 2.6777, grad_norm: 4.7551 2020-09-12 17:05:41,970 - mmaction - INFO - Epoch [107][920/940] lr: 4.000e-03, eta: 20:35:05, time: 1.845, data_time: 0.002, memory: 6924, loss_aux: 1.0577, top1_acc: 0.6000, top5_acc: 0.8070, loss_cls: 1.7156, loss: 2.7732, grad_norm: 4.8937 2020-09-12 17:06:18,628 - mmaction - INFO - Epoch [107][940/940] lr: 4.000e-03, eta: 20:34:28, time: 1.835, data_time: 0.006, memory: 6924, loss_aux: 1.0737, top1_acc: 0.5848, top5_acc: 0.8005, loss_cls: 1.7439, loss: 2.8176, grad_norm: 4.9970 2020-09-12 17:06:19,186 - mmaction - INFO - Saving checkpoint at 107 epochs 2020-09-12 17:07:04,744 - mmaction - INFO - Epoch [108][20/940] lr: 4.000e-03, eta: 20:33:54, time: 2.046, data_time: 0.691, memory: 6924, loss_aux: 1.0506, top1_acc: 0.6023, top5_acc: 0.8047, loss_cls: 1.7051, loss: 2.7558, grad_norm: 4.8347 2020-09-12 17:07:39,178 - mmaction - INFO - Epoch [108][40/940] lr: 4.000e-03, eta: 20:33:16, time: 1.724, data_time: 0.006, memory: 6924, loss_aux: 1.0386, top1_acc: 0.6041, top5_acc: 0.8055, loss_cls: 1.6622, loss: 2.7009, grad_norm: 4.6924 2020-09-12 17:08:16,451 - mmaction - INFO - Epoch [108][60/940] lr: 4.000e-03, eta: 20:32:40, time: 1.862, data_time: 0.006, memory: 6924, loss_aux: 1.0568, top1_acc: 0.5982, top5_acc: 0.8109, loss_cls: 1.6988, loss: 2.7556, grad_norm: 4.8379 2020-09-12 17:08:53,208 - mmaction - INFO - Epoch [108][80/940] lr: 4.000e-03, eta: 20:32:03, time: 1.839, data_time: 0.005, memory: 6924, loss_aux: 1.0481, top1_acc: 0.6053, top5_acc: 0.8094, loss_cls: 1.6892, loss: 2.7373, grad_norm: 4.8348 2020-09-12 17:09:31,191 - mmaction - INFO - Epoch [108][100/940] lr: 4.000e-03, eta: 20:31:27, time: 1.898, data_time: 0.006, memory: 6924, loss_aux: 1.0490, top1_acc: 0.6010, top5_acc: 0.8012, loss_cls: 1.6952, loss: 2.7442, grad_norm: 4.7631 2020-09-12 17:10:08,187 - mmaction - INFO - Epoch [108][120/940] lr: 4.000e-03, eta: 20:30:50, time: 1.851, data_time: 0.006, memory: 6924, loss_aux: 1.0321, top1_acc: 0.6049, top5_acc: 0.8123, loss_cls: 1.6704, loss: 2.7025, grad_norm: 4.8320 2020-09-12 17:10:45,802 - mmaction - INFO - Epoch [108][140/940] lr: 4.000e-03, eta: 20:30:14, time: 1.881, data_time: 0.003, memory: 6924, loss_aux: 1.0427, top1_acc: 0.5988, top5_acc: 0.8096, loss_cls: 1.6876, loss: 2.7303, grad_norm: 4.7869 2020-09-12 17:11:23,706 - mmaction - INFO - Epoch [108][160/940] lr: 4.000e-03, eta: 20:29:38, time: 1.894, data_time: 0.007, memory: 6924, loss_aux: 1.0542, top1_acc: 0.6068, top5_acc: 0.8119, loss_cls: 1.6830, loss: 2.7372, grad_norm: 4.8796 2020-09-12 17:12:01,843 - mmaction - INFO - Epoch [108][180/940] lr: 4.000e-03, eta: 20:29:02, time: 1.908, data_time: 0.006, memory: 6924, loss_aux: 1.0578, top1_acc: 0.5979, top5_acc: 0.8027, loss_cls: 1.7114, loss: 2.7693, grad_norm: 4.8131 2020-09-12 17:12:38,750 - mmaction - INFO - Epoch [108][200/940] lr: 4.000e-03, eta: 20:28:25, time: 1.845, data_time: 0.006, memory: 6924, loss_aux: 1.0440, top1_acc: 0.6092, top5_acc: 0.8100, loss_cls: 1.6741, loss: 2.7182, grad_norm: 4.7600 2020-09-12 17:13:15,741 - mmaction - INFO - Epoch [108][220/940] lr: 4.000e-03, eta: 20:27:49, time: 1.847, data_time: 0.003, memory: 6924, loss_aux: 1.0405, top1_acc: 0.6021, top5_acc: 0.8098, loss_cls: 1.6787, loss: 2.7192, grad_norm: 4.8432 2020-09-12 17:13:53,558 - mmaction - INFO - Epoch [108][240/940] lr: 4.000e-03, eta: 20:27:13, time: 1.893, data_time: 0.006, memory: 6924, loss_aux: 1.0617, top1_acc: 0.5957, top5_acc: 0.7994, loss_cls: 1.7288, loss: 2.7905, grad_norm: 4.8836 2020-09-12 17:14:30,483 - mmaction - INFO - Epoch [108][260/940] lr: 4.000e-03, eta: 20:26:36, time: 1.845, data_time: 0.006, memory: 6924, loss_aux: 1.0469, top1_acc: 0.5971, top5_acc: 0.8021, loss_cls: 1.7075, loss: 2.7543, grad_norm: 4.8292 2020-09-12 17:15:07,829 - mmaction - INFO - Epoch [108][280/940] lr: 4.000e-03, eta: 20:26:00, time: 1.869, data_time: 0.006, memory: 6924, loss_aux: 1.0299, top1_acc: 0.6072, top5_acc: 0.8135, loss_cls: 1.6644, loss: 2.6944, grad_norm: 4.7767 2020-09-12 17:15:45,951 - mmaction - INFO - Epoch [108][300/940] lr: 4.000e-03, eta: 20:25:24, time: 1.906, data_time: 0.002, memory: 6924, loss_aux: 1.0657, top1_acc: 0.5869, top5_acc: 0.8014, loss_cls: 1.7401, loss: 2.8059, grad_norm: 4.9261 2020-09-12 17:16:23,264 - mmaction - INFO - Epoch [108][320/940] lr: 4.000e-03, eta: 20:24:47, time: 1.864, data_time: 0.007, memory: 6924, loss_aux: 1.0519, top1_acc: 0.6027, top5_acc: 0.8049, loss_cls: 1.7040, loss: 2.7559, grad_norm: 4.8566 2020-09-12 17:17:00,492 - mmaction - INFO - Epoch [108][340/940] lr: 4.000e-03, eta: 20:24:11, time: 1.863, data_time: 0.006, memory: 6924, loss_aux: 1.0350, top1_acc: 0.6068, top5_acc: 0.8043, loss_cls: 1.6954, loss: 2.7303, grad_norm: 4.6770 2020-09-12 17:17:37,584 - mmaction - INFO - Epoch [108][360/940] lr: 4.000e-03, eta: 20:23:34, time: 1.853, data_time: 0.006, memory: 6924, loss_aux: 1.0559, top1_acc: 0.5973, top5_acc: 0.8012, loss_cls: 1.7169, loss: 2.7728, grad_norm: 4.8537 2020-09-12 17:18:15,246 - mmaction - INFO - Epoch [108][380/940] lr: 4.000e-03, eta: 20:22:58, time: 1.885, data_time: 0.007, memory: 6924, loss_aux: 1.0553, top1_acc: 0.5941, top5_acc: 0.7994, loss_cls: 1.7251, loss: 2.7804, grad_norm: 4.8557 2020-09-12 17:18:52,684 - mmaction - INFO - Epoch [108][400/940] lr: 4.000e-03, eta: 20:22:22, time: 1.871, data_time: 0.006, memory: 6924, loss_aux: 1.0410, top1_acc: 0.6086, top5_acc: 0.8113, loss_cls: 1.6764, loss: 2.7174, grad_norm: 4.7732 2020-09-12 17:19:31,317 - mmaction - INFO - Epoch [108][420/940] lr: 4.000e-03, eta: 20:21:46, time: 1.933, data_time: 0.004, memory: 6924, loss_aux: 1.0375, top1_acc: 0.5955, top5_acc: 0.8070, loss_cls: 1.7024, loss: 2.7400, grad_norm: 4.8243 2020-09-12 17:20:08,045 - mmaction - INFO - Epoch [108][440/940] lr: 4.000e-03, eta: 20:21:09, time: 1.836, data_time: 0.006, memory: 6924, loss_aux: 1.0729, top1_acc: 0.5857, top5_acc: 0.7945, loss_cls: 1.7395, loss: 2.8124, grad_norm: 4.9818 2020-09-12 17:20:45,066 - mmaction - INFO - Epoch [108][460/940] lr: 4.000e-03, eta: 20:20:33, time: 1.851, data_time: 0.002, memory: 6924, loss_aux: 1.0546, top1_acc: 0.5988, top5_acc: 0.8039, loss_cls: 1.7015, loss: 2.7561, grad_norm: 4.8492 2020-09-12 17:21:22,349 - mmaction - INFO - Epoch [108][480/940] lr: 4.000e-03, eta: 20:19:56, time: 1.863, data_time: 0.006, memory: 6924, loss_aux: 1.0519, top1_acc: 0.6008, top5_acc: 0.8086, loss_cls: 1.7033, loss: 2.7552, grad_norm: 4.8111 2020-09-12 17:21:59,917 - mmaction - INFO - Epoch [108][500/940] lr: 4.000e-03, eta: 20:19:20, time: 1.880, data_time: 0.006, memory: 6924, loss_aux: 1.0789, top1_acc: 0.5855, top5_acc: 0.7969, loss_cls: 1.7423, loss: 2.8212, grad_norm: 4.9289 2020-09-12 17:22:37,380 - mmaction - INFO - Epoch [108][520/940] lr: 4.000e-03, eta: 20:18:44, time: 1.873, data_time: 0.006, memory: 6924, loss_aux: 1.0569, top1_acc: 0.5971, top5_acc: 0.7982, loss_cls: 1.7149, loss: 2.7718, grad_norm: 4.8899 2020-09-12 17:23:14,685 - mmaction - INFO - Epoch [108][540/940] lr: 4.000e-03, eta: 20:18:07, time: 1.864, data_time: 0.002, memory: 6924, loss_aux: 1.0212, top1_acc: 0.6139, top5_acc: 0.8098, loss_cls: 1.6561, loss: 2.6774, grad_norm: 4.7979 2020-09-12 17:23:52,089 - mmaction - INFO - Epoch [108][560/940] lr: 4.000e-03, eta: 20:17:31, time: 1.871, data_time: 0.005, memory: 6924, loss_aux: 1.0546, top1_acc: 0.5994, top5_acc: 0.8004, loss_cls: 1.7029, loss: 2.7575, grad_norm: 4.7584 2020-09-12 17:24:29,685 - mmaction - INFO - Epoch [108][580/940] lr: 4.000e-03, eta: 20:16:55, time: 1.878, data_time: 0.006, memory: 6924, loss_aux: 1.0437, top1_acc: 0.6031, top5_acc: 0.8070, loss_cls: 1.6770, loss: 2.7207, grad_norm: 4.8203 2020-09-12 17:25:07,629 - mmaction - INFO - Epoch [108][600/940] lr: 4.000e-03, eta: 20:16:19, time: 1.899, data_time: 0.005, memory: 6924, loss_aux: 1.0736, top1_acc: 0.5875, top5_acc: 0.7967, loss_cls: 1.7434, loss: 2.8170, grad_norm: 4.8865 2020-09-12 17:25:45,318 - mmaction - INFO - Epoch [108][620/940] lr: 4.000e-03, eta: 20:15:42, time: 1.884, data_time: 0.002, memory: 6924, loss_aux: 1.0381, top1_acc: 0.6100, top5_acc: 0.8020, loss_cls: 1.6912, loss: 2.7294, grad_norm: 4.7825 2020-09-12 17:26:22,285 - mmaction - INFO - Epoch [108][640/940] lr: 4.000e-03, eta: 20:15:06, time: 1.846, data_time: 0.007, memory: 6924, loss_aux: 1.0338, top1_acc: 0.5988, top5_acc: 0.8113, loss_cls: 1.6756, loss: 2.7094, grad_norm: 4.7610 2020-09-12 17:27:00,388 - mmaction - INFO - Epoch [108][660/940] lr: 4.000e-03, eta: 20:14:30, time: 1.908, data_time: 0.007, memory: 6924, loss_aux: 1.0362, top1_acc: 0.6104, top5_acc: 0.8168, loss_cls: 1.6664, loss: 2.7026, grad_norm: 4.8580 2020-09-12 17:27:37,416 - mmaction - INFO - Epoch [108][680/940] lr: 4.000e-03, eta: 20:13:53, time: 1.849, data_time: 0.005, memory: 6924, loss_aux: 1.0562, top1_acc: 0.6012, top5_acc: 0.8047, loss_cls: 1.7075, loss: 2.7637, grad_norm: 4.7926 2020-09-12 17:28:14,363 - mmaction - INFO - Epoch [108][700/940] lr: 4.000e-03, eta: 20:13:17, time: 1.849, data_time: 0.006, memory: 6924, loss_aux: 1.0428, top1_acc: 0.6047, top5_acc: 0.8045, loss_cls: 1.6962, loss: 2.7390, grad_norm: 4.8390 2020-09-12 17:28:52,365 - mmaction - INFO - Epoch [108][720/940] lr: 4.000e-03, eta: 20:12:41, time: 1.899, data_time: 0.007, memory: 6924, loss_aux: 1.0288, top1_acc: 0.6049, top5_acc: 0.8107, loss_cls: 1.6659, loss: 2.6947, grad_norm: 4.8307 2020-09-12 17:29:29,826 - mmaction - INFO - Epoch [108][740/940] lr: 4.000e-03, eta: 20:12:04, time: 1.875, data_time: 0.006, memory: 6924, loss_aux: 1.0444, top1_acc: 0.5943, top5_acc: 0.8043, loss_cls: 1.7160, loss: 2.7603, grad_norm: 4.8942 2020-09-12 17:30:07,558 - mmaction - INFO - Epoch [108][760/940] lr: 4.000e-03, eta: 20:11:28, time: 1.886, data_time: 0.005, memory: 6924, loss_aux: 1.0349, top1_acc: 0.6076, top5_acc: 0.8148, loss_cls: 1.6674, loss: 2.7023, grad_norm: 4.8230 2020-09-12 17:30:45,329 - mmaction - INFO - Epoch [108][780/940] lr: 4.000e-03, eta: 20:10:52, time: 1.889, data_time: 0.003, memory: 6924, loss_aux: 1.0539, top1_acc: 0.6014, top5_acc: 0.7996, loss_cls: 1.7062, loss: 2.7601, grad_norm: 4.8434 2020-09-12 17:31:22,946 - mmaction - INFO - Epoch [108][800/940] lr: 4.000e-03, eta: 20:10:15, time: 1.879, data_time: 0.006, memory: 6924, loss_aux: 1.0847, top1_acc: 0.5857, top5_acc: 0.7949, loss_cls: 1.7709, loss: 2.8556, grad_norm: 4.9527 2020-09-12 17:32:00,206 - mmaction - INFO - Epoch [108][820/940] lr: 4.000e-03, eta: 20:09:39, time: 1.865, data_time: 0.005, memory: 6924, loss_aux: 1.0333, top1_acc: 0.6043, top5_acc: 0.8133, loss_cls: 1.6670, loss: 2.7003, grad_norm: 4.7854 2020-09-12 17:32:37,455 - mmaction - INFO - Epoch [108][840/940] lr: 4.000e-03, eta: 20:09:03, time: 1.862, data_time: 0.007, memory: 6924, loss_aux: 1.0707, top1_acc: 0.5893, top5_acc: 0.8010, loss_cls: 1.7517, loss: 2.8224, grad_norm: 4.8881 2020-09-12 17:33:14,868 - mmaction - INFO - Epoch [108][860/940] lr: 4.000e-03, eta: 20:08:26, time: 1.871, data_time: 0.003, memory: 6924, loss_aux: 1.0362, top1_acc: 0.6029, top5_acc: 0.8047, loss_cls: 1.6957, loss: 2.7319, grad_norm: 4.8599 2020-09-12 17:33:52,299 - mmaction - INFO - Epoch [108][880/940] lr: 4.000e-03, eta: 20:07:50, time: 1.869, data_time: 0.005, memory: 6924, loss_aux: 1.0452, top1_acc: 0.5938, top5_acc: 0.8002, loss_cls: 1.7337, loss: 2.7789, grad_norm: 4.7694 2020-09-12 17:34:29,333 - mmaction - INFO - Epoch [108][900/940] lr: 4.000e-03, eta: 20:07:13, time: 1.853, data_time: 0.006, memory: 6924, loss_aux: 1.0349, top1_acc: 0.6023, top5_acc: 0.8090, loss_cls: 1.6789, loss: 2.7138, grad_norm: 4.8353 2020-09-12 17:35:07,308 - mmaction - INFO - Epoch [108][920/940] lr: 4.000e-03, eta: 20:06:37, time: 1.899, data_time: 0.007, memory: 6924, loss_aux: 1.0740, top1_acc: 0.5824, top5_acc: 0.8043, loss_cls: 1.7448, loss: 2.8188, grad_norm: 4.9302 2020-09-12 17:35:43,680 - mmaction - INFO - Epoch [108][940/940] lr: 4.000e-03, eta: 20:06:00, time: 1.817, data_time: 0.002, memory: 6924, loss_aux: 1.0468, top1_acc: 0.5954, top5_acc: 0.8107, loss_cls: 1.6946, loss: 2.7414, grad_norm: 5.1568 2020-09-12 17:35:44,183 - mmaction - INFO - Saving checkpoint at 108 epochs 2020-09-12 17:36:28,856 - mmaction - INFO - Epoch [109][20/940] lr: 4.000e-03, eta: 20:05:25, time: 2.036, data_time: 0.477, memory: 6924, loss_aux: 1.0423, top1_acc: 0.5980, top5_acc: 0.8035, loss_cls: 1.6930, loss: 2.7353, grad_norm: 4.9077 2020-09-12 17:37:04,888 - mmaction - INFO - Epoch [109][40/940] lr: 4.000e-03, eta: 20:04:48, time: 1.802, data_time: 0.003, memory: 6924, loss_aux: 1.0380, top1_acc: 0.6078, top5_acc: 0.8068, loss_cls: 1.6852, loss: 2.7232, grad_norm: 4.8937 2020-09-12 17:37:41,997 - mmaction - INFO - Epoch [109][60/940] lr: 4.000e-03, eta: 20:04:12, time: 1.853, data_time: 0.005, memory: 6924, loss_aux: 1.0374, top1_acc: 0.6080, top5_acc: 0.8135, loss_cls: 1.6719, loss: 2.7092, grad_norm: 4.7911 2020-09-12 17:38:19,516 - mmaction - INFO - Epoch [109][80/940] lr: 4.000e-03, eta: 20:03:36, time: 1.878, data_time: 0.006, memory: 6924, loss_aux: 1.0462, top1_acc: 0.5979, top5_acc: 0.8082, loss_cls: 1.7048, loss: 2.7509, grad_norm: 4.9258 2020-09-12 17:38:56,549 - mmaction - INFO - Epoch [109][100/940] lr: 4.000e-03, eta: 20:02:59, time: 1.849, data_time: 0.005, memory: 6924, loss_aux: 1.0472, top1_acc: 0.6008, top5_acc: 0.8074, loss_cls: 1.6945, loss: 2.7417, grad_norm: 4.7431 2020-09-12 17:39:34,285 - mmaction - INFO - Epoch [109][120/940] lr: 4.000e-03, eta: 20:02:23, time: 1.889, data_time: 0.005, memory: 6924, loss_aux: 1.0422, top1_acc: 0.5971, top5_acc: 0.8055, loss_cls: 1.6914, loss: 2.7337, grad_norm: 4.8616 2020-09-12 17:40:11,714 - mmaction - INFO - Epoch [109][140/940] lr: 4.000e-03, eta: 20:01:47, time: 1.870, data_time: 0.005, memory: 6924, loss_aux: 1.0450, top1_acc: 0.5941, top5_acc: 0.8094, loss_cls: 1.6943, loss: 2.7393, grad_norm: 4.8870 2020-09-12 17:40:49,730 - mmaction - INFO - Epoch [109][160/940] lr: 4.000e-03, eta: 20:01:10, time: 1.903, data_time: 0.004, memory: 6924, loss_aux: 1.0392, top1_acc: 0.6004, top5_acc: 0.8035, loss_cls: 1.6943, loss: 2.7335, grad_norm: 4.7503 2020-09-12 17:41:27,653 - mmaction - INFO - Epoch [109][180/940] lr: 4.000e-03, eta: 20:00:34, time: 1.895, data_time: 0.004, memory: 6924, loss_aux: 1.0356, top1_acc: 0.5971, top5_acc: 0.8105, loss_cls: 1.6740, loss: 2.7095, grad_norm: 4.7541 2020-09-12 17:42:04,617 - mmaction - INFO - Epoch [109][200/940] lr: 4.000e-03, eta: 19:59:58, time: 1.848, data_time: 0.005, memory: 6924, loss_aux: 1.0237, top1_acc: 0.6043, top5_acc: 0.8133, loss_cls: 1.6492, loss: 2.6730, grad_norm: 4.8226 2020-09-12 17:42:42,082 - mmaction - INFO - Epoch [109][220/940] lr: 4.000e-03, eta: 19:59:21, time: 1.873, data_time: 0.009, memory: 6924, loss_aux: 1.0555, top1_acc: 0.5992, top5_acc: 0.8063, loss_cls: 1.7126, loss: 2.7681, grad_norm: 4.9162 2020-09-12 17:43:20,351 - mmaction - INFO - Epoch [109][240/940] lr: 4.000e-03, eta: 19:58:45, time: 1.916, data_time: 0.006, memory: 6924, loss_aux: 1.0503, top1_acc: 0.6018, top5_acc: 0.8105, loss_cls: 1.6954, loss: 2.7458, grad_norm: 4.8247 2020-09-12 17:43:58,273 - mmaction - INFO - Epoch [109][260/940] lr: 4.000e-03, eta: 19:58:09, time: 1.894, data_time: 0.006, memory: 6924, loss_aux: 1.0403, top1_acc: 0.5979, top5_acc: 0.8088, loss_cls: 1.6967, loss: 2.7370, grad_norm: 4.8711 2020-09-12 17:44:35,978 - mmaction - INFO - Epoch [109][280/940] lr: 4.000e-03, eta: 19:57:33, time: 1.887, data_time: 0.006, memory: 6924, loss_aux: 1.0572, top1_acc: 0.5965, top5_acc: 0.8047, loss_cls: 1.7189, loss: 2.7760, grad_norm: 4.8303 2020-09-12 17:45:13,495 - mmaction - INFO - Epoch [109][300/940] lr: 4.000e-03, eta: 19:56:57, time: 1.874, data_time: 0.006, memory: 6924, loss_aux: 1.0513, top1_acc: 0.6070, top5_acc: 0.8021, loss_cls: 1.6983, loss: 2.7496, grad_norm: 4.7462 2020-09-12 17:45:50,797 - mmaction - INFO - Epoch [109][320/940] lr: 4.000e-03, eta: 19:56:20, time: 1.867, data_time: 0.006, memory: 6924, loss_aux: 1.0243, top1_acc: 0.6125, top5_acc: 0.8043, loss_cls: 1.6690, loss: 2.6933, grad_norm: 4.7795 2020-09-12 17:46:28,100 - mmaction - INFO - Epoch [109][340/940] lr: 4.000e-03, eta: 19:55:44, time: 1.864, data_time: 0.007, memory: 6924, loss_aux: 1.0444, top1_acc: 0.6080, top5_acc: 0.8098, loss_cls: 1.6786, loss: 2.7230, grad_norm: 4.8970 2020-09-12 17:47:05,315 - mmaction - INFO - Epoch [109][360/940] lr: 4.000e-03, eta: 19:55:07, time: 1.860, data_time: 0.006, memory: 6924, loss_aux: 1.0481, top1_acc: 0.5961, top5_acc: 0.8049, loss_cls: 1.7055, loss: 2.7537, grad_norm: 4.8083 2020-09-12 17:47:42,770 - mmaction - INFO - Epoch [109][380/940] lr: 4.000e-03, eta: 19:54:31, time: 1.875, data_time: 0.005, memory: 6924, loss_aux: 1.0531, top1_acc: 0.5977, top5_acc: 0.8084, loss_cls: 1.7016, loss: 2.7547, grad_norm: 4.8563 2020-09-12 17:48:20,077 - mmaction - INFO - Epoch [109][400/940] lr: 4.000e-03, eta: 19:53:55, time: 1.863, data_time: 0.005, memory: 6924, loss_aux: 1.0611, top1_acc: 0.5910, top5_acc: 0.7984, loss_cls: 1.7288, loss: 2.7899, grad_norm: 4.8332 2020-09-12 17:48:57,763 - mmaction - INFO - Epoch [109][420/940] lr: 4.000e-03, eta: 19:53:18, time: 1.887, data_time: 0.007, memory: 6924, loss_aux: 1.0474, top1_acc: 0.6023, top5_acc: 0.8066, loss_cls: 1.6891, loss: 2.7365, grad_norm: 4.8327 2020-09-12 17:49:35,226 - mmaction - INFO - Epoch [109][440/940] lr: 4.000e-03, eta: 19:52:42, time: 1.872, data_time: 0.005, memory: 6924, loss_aux: 1.0495, top1_acc: 0.5920, top5_acc: 0.8039, loss_cls: 1.7081, loss: 2.7576, grad_norm: 4.8248 2020-09-12 17:50:13,013 - mmaction - INFO - Epoch [109][460/940] lr: 4.000e-03, eta: 19:52:06, time: 1.889, data_time: 0.006, memory: 6924, loss_aux: 1.0448, top1_acc: 0.5992, top5_acc: 0.8076, loss_cls: 1.6919, loss: 2.7367, grad_norm: 4.8689 2020-09-12 17:50:50,212 - mmaction - INFO - Epoch [109][480/940] lr: 4.000e-03, eta: 19:51:29, time: 1.860, data_time: 0.006, memory: 6924, loss_aux: 1.0512, top1_acc: 0.5982, top5_acc: 0.8014, loss_cls: 1.7228, loss: 2.7740, grad_norm: 4.8341 2020-09-12 17:51:27,987 - mmaction - INFO - Epoch [109][500/940] lr: 4.000e-03, eta: 19:50:53, time: 1.889, data_time: 0.006, memory: 6924, loss_aux: 1.0520, top1_acc: 0.5936, top5_acc: 0.8025, loss_cls: 1.7306, loss: 2.7826, grad_norm: 4.7834 2020-09-12 17:52:05,720 - mmaction - INFO - Epoch [109][520/940] lr: 4.000e-03, eta: 19:50:17, time: 1.888, data_time: 0.006, memory: 6924, loss_aux: 1.0604, top1_acc: 0.5971, top5_acc: 0.7988, loss_cls: 1.7267, loss: 2.7871, grad_norm: 4.9750 2020-09-12 17:52:42,235 - mmaction - INFO - Epoch [109][540/940] lr: 4.000e-03, eta: 19:49:40, time: 1.824, data_time: 0.005, memory: 6924, loss_aux: 1.0524, top1_acc: 0.5980, top5_acc: 0.8068, loss_cls: 1.6956, loss: 2.7480, grad_norm: 4.8096 2020-09-12 17:53:19,669 - mmaction - INFO - Epoch [109][560/940] lr: 4.000e-03, eta: 19:49:04, time: 1.873, data_time: 0.007, memory: 6924, loss_aux: 1.0558, top1_acc: 0.5932, top5_acc: 0.8031, loss_cls: 1.7135, loss: 2.7692, grad_norm: 4.8691 2020-09-12 17:53:57,001 - mmaction - INFO - Epoch [109][580/940] lr: 4.000e-03, eta: 19:48:27, time: 1.865, data_time: 0.006, memory: 6924, loss_aux: 1.0717, top1_acc: 0.5910, top5_acc: 0.7936, loss_cls: 1.7626, loss: 2.8343, grad_norm: 5.0226 2020-09-12 17:54:34,044 - mmaction - INFO - Epoch [109][600/940] lr: 4.000e-03, eta: 19:47:51, time: 1.854, data_time: 0.006, memory: 6924, loss_aux: 1.0472, top1_acc: 0.5979, top5_acc: 0.8051, loss_cls: 1.7086, loss: 2.7558, grad_norm: 4.8693 2020-09-12 17:55:11,762 - mmaction - INFO - Epoch [109][620/940] lr: 4.000e-03, eta: 19:47:14, time: 1.885, data_time: 0.006, memory: 6924, loss_aux: 1.0526, top1_acc: 0.5939, top5_acc: 0.8061, loss_cls: 1.7167, loss: 2.7693, grad_norm: 4.8472 2020-09-12 17:55:48,701 - mmaction - INFO - Epoch [109][640/940] lr: 4.000e-03, eta: 19:46:38, time: 1.848, data_time: 0.004, memory: 6924, loss_aux: 1.0524, top1_acc: 0.5967, top5_acc: 0.8074, loss_cls: 1.7157, loss: 2.7681, grad_norm: 4.8608 2020-09-12 17:56:26,625 - mmaction - INFO - Epoch [109][660/940] lr: 4.000e-03, eta: 19:46:02, time: 1.894, data_time: 0.007, memory: 6924, loss_aux: 1.0239, top1_acc: 0.6049, top5_acc: 0.8139, loss_cls: 1.6522, loss: 2.6761, grad_norm: 4.7702 2020-09-12 17:57:04,298 - mmaction - INFO - Epoch [109][680/940] lr: 4.000e-03, eta: 19:45:25, time: 1.883, data_time: 0.006, memory: 6924, loss_aux: 1.0616, top1_acc: 0.6043, top5_acc: 0.8016, loss_cls: 1.7192, loss: 2.7808, grad_norm: 4.8443 2020-09-12 17:57:41,129 - mmaction - INFO - Epoch [109][700/940] lr: 4.000e-03, eta: 19:44:49, time: 1.844, data_time: 0.006, memory: 6924, loss_aux: 1.0586, top1_acc: 0.5977, top5_acc: 0.8037, loss_cls: 1.7157, loss: 2.7743, grad_norm: 4.8384 2020-09-12 17:58:18,629 - mmaction - INFO - Epoch [109][720/940] lr: 4.000e-03, eta: 19:44:12, time: 1.873, data_time: 0.006, memory: 6924, loss_aux: 1.0389, top1_acc: 0.6025, top5_acc: 0.8090, loss_cls: 1.6741, loss: 2.7130, grad_norm: 4.8388 2020-09-12 17:58:55,923 - mmaction - INFO - Epoch [109][740/940] lr: 4.000e-03, eta: 19:43:36, time: 1.866, data_time: 0.006, memory: 6924, loss_aux: 1.0572, top1_acc: 0.6004, top5_acc: 0.7937, loss_cls: 1.7277, loss: 2.7849, grad_norm: 4.8455 2020-09-12 17:59:34,217 - mmaction - INFO - Epoch [109][760/940] lr: 4.000e-03, eta: 19:43:00, time: 1.913, data_time: 0.006, memory: 6924, loss_aux: 1.0360, top1_acc: 0.6002, top5_acc: 0.8146, loss_cls: 1.6903, loss: 2.7263, grad_norm: 4.8452 2020-09-12 18:00:13,007 - mmaction - INFO - Epoch [109][780/940] lr: 4.000e-03, eta: 19:42:24, time: 1.933, data_time: 0.006, memory: 6924, loss_aux: 1.0533, top1_acc: 0.5934, top5_acc: 0.7998, loss_cls: 1.7166, loss: 2.7699, grad_norm: 4.8559 2020-09-12 18:00:49,775 - mmaction - INFO - Epoch [109][800/940] lr: 4.000e-03, eta: 19:41:48, time: 1.847, data_time: 0.016, memory: 6924, loss_aux: 1.0362, top1_acc: 0.5980, top5_acc: 0.8117, loss_cls: 1.6930, loss: 2.7292, grad_norm: 4.7901 2020-09-12 18:01:27,077 - mmaction - INFO - Epoch [109][820/940] lr: 4.000e-03, eta: 19:41:11, time: 1.864, data_time: 0.005, memory: 6924, loss_aux: 1.0312, top1_acc: 0.6109, top5_acc: 0.8096, loss_cls: 1.6643, loss: 2.6955, grad_norm: 4.8266 2020-09-12 18:02:04,664 - mmaction - INFO - Epoch [109][840/940] lr: 4.000e-03, eta: 19:40:35, time: 1.879, data_time: 0.006, memory: 6924, loss_aux: 1.0487, top1_acc: 0.5992, top5_acc: 0.8025, loss_cls: 1.7046, loss: 2.7533, grad_norm: 4.8606 2020-09-12 18:02:41,612 - mmaction - INFO - Epoch [109][860/940] lr: 4.000e-03, eta: 19:39:58, time: 1.848, data_time: 0.006, memory: 6924, loss_aux: 1.0225, top1_acc: 0.6080, top5_acc: 0.8178, loss_cls: 1.6482, loss: 2.6707, grad_norm: 4.8047 2020-09-12 18:03:18,921 - mmaction - INFO - Epoch [109][880/940] lr: 4.000e-03, eta: 19:39:22, time: 1.867, data_time: 0.006, memory: 6924, loss_aux: 1.0590, top1_acc: 0.5887, top5_acc: 0.8064, loss_cls: 1.7119, loss: 2.7709, grad_norm: 4.8707 2020-09-12 18:03:56,790 - mmaction - INFO - Epoch [109][900/940] lr: 4.000e-03, eta: 19:38:46, time: 1.892, data_time: 0.006, memory: 6924, loss_aux: 1.0823, top1_acc: 0.5900, top5_acc: 0.7908, loss_cls: 1.7538, loss: 2.8360, grad_norm: 4.8794 2020-09-12 18:04:34,025 - mmaction - INFO - Epoch [109][920/940] lr: 4.000e-03, eta: 19:38:09, time: 1.864, data_time: 0.006, memory: 6924, loss_aux: 1.0463, top1_acc: 0.6051, top5_acc: 0.8033, loss_cls: 1.7027, loss: 2.7491, grad_norm: 4.8756 2020-09-12 18:05:10,264 - mmaction - INFO - Epoch [109][940/940] lr: 4.000e-03, eta: 19:37:32, time: 1.811, data_time: 0.006, memory: 6924, loss_aux: 1.0463, top1_acc: 0.5988, top5_acc: 0.8028, loss_cls: 1.6975, loss: 2.7437, grad_norm: 4.9363 2020-09-12 18:05:10,747 - mmaction - INFO - Saving checkpoint at 109 epochs 2020-09-12 18:05:57,391 - mmaction - INFO - Epoch [110][20/940] lr: 4.000e-03, eta: 19:36:59, time: 2.230, data_time: 0.750, memory: 6924, loss_aux: 1.0320, top1_acc: 0.6088, top5_acc: 0.8146, loss_cls: 1.6689, loss: 2.7009, grad_norm: 4.8696 2020-09-12 18:06:32,589 - mmaction - INFO - Epoch [110][40/940] lr: 4.000e-03, eta: 19:36:21, time: 1.761, data_time: 0.006, memory: 6924, loss_aux: 1.0546, top1_acc: 0.5971, top5_acc: 0.8080, loss_cls: 1.6831, loss: 2.7377, grad_norm: 4.8668 2020-09-12 18:07:09,339 - mmaction - INFO - Epoch [110][60/940] lr: 4.000e-03, eta: 19:35:45, time: 1.835, data_time: 0.005, memory: 6924, loss_aux: 1.0204, top1_acc: 0.6139, top5_acc: 0.8203, loss_cls: 1.6321, loss: 2.6525, grad_norm: 4.8177 2020-09-12 18:07:46,064 - mmaction - INFO - Epoch [110][80/940] lr: 4.000e-03, eta: 19:35:08, time: 1.838, data_time: 0.006, memory: 6924, loss_aux: 1.0289, top1_acc: 0.5984, top5_acc: 0.8186, loss_cls: 1.6600, loss: 2.6889, grad_norm: 4.9481 2020-09-12 18:08:23,332 - mmaction - INFO - Epoch [110][100/940] lr: 4.000e-03, eta: 19:34:32, time: 1.861, data_time: 0.006, memory: 6924, loss_aux: 1.0552, top1_acc: 0.6021, top5_acc: 0.8068, loss_cls: 1.7028, loss: 2.7580, grad_norm: 4.9230 2020-09-12 18:09:00,934 - mmaction - INFO - Epoch [110][120/940] lr: 4.000e-03, eta: 19:33:55, time: 1.882, data_time: 0.006, memory: 6924, loss_aux: 1.0267, top1_acc: 0.6115, top5_acc: 0.8070, loss_cls: 1.6618, loss: 2.6884, grad_norm: 4.8137 2020-09-12 18:09:38,054 - mmaction - INFO - Epoch [110][140/940] lr: 4.000e-03, eta: 19:33:19, time: 1.854, data_time: 0.005, memory: 6924, loss_aux: 1.0466, top1_acc: 0.6057, top5_acc: 0.8127, loss_cls: 1.6746, loss: 2.7213, grad_norm: 4.8616 2020-09-12 18:10:15,305 - mmaction - INFO - Epoch [110][160/940] lr: 4.000e-03, eta: 19:32:42, time: 1.862, data_time: 0.006, memory: 6924, loss_aux: 1.0532, top1_acc: 0.6014, top5_acc: 0.8047, loss_cls: 1.7006, loss: 2.7538, grad_norm: 4.9358 2020-09-12 18:10:52,716 - mmaction - INFO - Epoch [110][180/940] lr: 4.000e-03, eta: 19:32:06, time: 1.873, data_time: 0.006, memory: 6924, loss_aux: 1.0301, top1_acc: 0.6039, top5_acc: 0.8141, loss_cls: 1.6557, loss: 2.6858, grad_norm: 4.8017 2020-09-12 18:11:29,731 - mmaction - INFO - Epoch [110][200/940] lr: 4.000e-03, eta: 19:31:30, time: 1.849, data_time: 0.006, memory: 6924, loss_aux: 1.0616, top1_acc: 0.5953, top5_acc: 0.8006, loss_cls: 1.7049, loss: 2.7665, grad_norm: 4.8866 2020-09-12 18:12:06,746 - mmaction - INFO - Epoch [110][220/940] lr: 4.000e-03, eta: 19:30:53, time: 1.852, data_time: 0.007, memory: 6924, loss_aux: 1.0447, top1_acc: 0.5932, top5_acc: 0.8115, loss_cls: 1.6997, loss: 2.7444, grad_norm: 4.9482 2020-09-12 18:12:44,474 - mmaction - INFO - Epoch [110][240/940] lr: 4.000e-03, eta: 19:30:17, time: 1.885, data_time: 0.004, memory: 6924, loss_aux: 1.0549, top1_acc: 0.5938, top5_acc: 0.8051, loss_cls: 1.7145, loss: 2.7694, grad_norm: 5.0176 2020-09-12 18:13:21,746 - mmaction - INFO - Epoch [110][260/940] lr: 4.000e-03, eta: 19:29:40, time: 1.864, data_time: 0.007, memory: 6924, loss_aux: 1.0417, top1_acc: 0.6008, top5_acc: 0.8072, loss_cls: 1.6905, loss: 2.7322, grad_norm: 4.8734 2020-09-12 18:13:59,238 - mmaction - INFO - Epoch [110][280/940] lr: 4.000e-03, eta: 19:29:04, time: 1.876, data_time: 0.006, memory: 6924, loss_aux: 1.0858, top1_acc: 0.5871, top5_acc: 0.8010, loss_cls: 1.7637, loss: 2.8495, grad_norm: 4.9669 2020-09-12 18:14:36,254 - mmaction - INFO - Epoch [110][300/940] lr: 4.000e-03, eta: 19:28:27, time: 1.849, data_time: 0.006, memory: 6924, loss_aux: 1.0643, top1_acc: 0.5936, top5_acc: 0.8014, loss_cls: 1.7231, loss: 2.7874, grad_norm: 4.9587 2020-09-12 18:15:13,669 - mmaction - INFO - Epoch [110][320/940] lr: 4.000e-03, eta: 19:27:51, time: 1.872, data_time: 0.006, memory: 6924, loss_aux: 1.0488, top1_acc: 0.6047, top5_acc: 0.8047, loss_cls: 1.6929, loss: 2.7417, grad_norm: 4.8514 2020-09-12 18:15:51,338 - mmaction - INFO - Epoch [110][340/940] lr: 4.000e-03, eta: 19:27:15, time: 1.884, data_time: 0.005, memory: 6924, loss_aux: 1.0452, top1_acc: 0.5986, top5_acc: 0.8043, loss_cls: 1.7127, loss: 2.7579, grad_norm: 4.9422 2020-09-12 18:16:29,098 - mmaction - INFO - Epoch [110][360/940] lr: 4.000e-03, eta: 19:26:38, time: 1.888, data_time: 0.003, memory: 6924, loss_aux: 1.0535, top1_acc: 0.5900, top5_acc: 0.8061, loss_cls: 1.7080, loss: 2.7615, grad_norm: 4.9273 2020-09-12 18:17:06,413 - mmaction - INFO - Epoch [110][380/940] lr: 4.000e-03, eta: 19:26:02, time: 1.864, data_time: 0.006, memory: 6924, loss_aux: 1.0619, top1_acc: 0.5984, top5_acc: 0.8076, loss_cls: 1.7014, loss: 2.7634, grad_norm: 4.9447 2020-09-12 18:17:43,768 - mmaction - INFO - Epoch [110][400/940] lr: 4.000e-03, eta: 19:25:26, time: 1.870, data_time: 0.006, memory: 6924, loss_aux: 1.0741, top1_acc: 0.5930, top5_acc: 0.7996, loss_cls: 1.7405, loss: 2.8146, grad_norm: 4.9760 2020-09-12 18:18:21,551 - mmaction - INFO - Epoch [110][420/940] lr: 4.000e-03, eta: 19:24:49, time: 1.887, data_time: 0.007, memory: 6924, loss_aux: 1.0140, top1_acc: 0.6254, top5_acc: 0.8158, loss_cls: 1.6309, loss: 2.6449, grad_norm: 4.7458 2020-09-12 18:18:59,078 - mmaction - INFO - Epoch [110][440/940] lr: 4.000e-03, eta: 19:24:13, time: 1.878, data_time: 0.006, memory: 6924, loss_aux: 1.0427, top1_acc: 0.6043, top5_acc: 0.8072, loss_cls: 1.6943, loss: 2.7370, grad_norm: 4.8702 2020-09-12 18:19:36,478 - mmaction - INFO - Epoch [110][460/940] lr: 4.000e-03, eta: 19:23:37, time: 1.868, data_time: 0.006, memory: 6924, loss_aux: 1.0703, top1_acc: 0.5969, top5_acc: 0.7926, loss_cls: 1.7463, loss: 2.8166, grad_norm: 4.9142 2020-09-12 18:20:13,810 - mmaction - INFO - Epoch [110][480/940] lr: 4.000e-03, eta: 19:23:00, time: 1.866, data_time: 0.005, memory: 6924, loss_aux: 1.0422, top1_acc: 0.6072, top5_acc: 0.8072, loss_cls: 1.6771, loss: 2.7193, grad_norm: 4.8473 2020-09-12 18:20:51,337 - mmaction - INFO - Epoch [110][500/940] lr: 4.000e-03, eta: 19:22:24, time: 1.879, data_time: 0.006, memory: 6924, loss_aux: 1.0570, top1_acc: 0.5988, top5_acc: 0.8053, loss_cls: 1.7171, loss: 2.7741, grad_norm: 4.9522 2020-09-12 18:21:30,024 - mmaction - INFO - Epoch [110][520/940] lr: 4.000e-03, eta: 19:21:48, time: 1.932, data_time: 0.005, memory: 6924, loss_aux: 1.0437, top1_acc: 0.5971, top5_acc: 0.8066, loss_cls: 1.6869, loss: 2.7307, grad_norm: 4.9043 2020-09-12 18:22:06,356 - mmaction - INFO - Epoch [110][540/940] lr: 4.000e-03, eta: 19:21:11, time: 1.818, data_time: 0.006, memory: 6924, loss_aux: 1.0414, top1_acc: 0.6025, top5_acc: 0.8041, loss_cls: 1.6883, loss: 2.7297, grad_norm: 4.8392 2020-09-12 18:22:44,068 - mmaction - INFO - Epoch [110][560/940] lr: 4.000e-03, eta: 19:20:35, time: 1.884, data_time: 0.006, memory: 6924, loss_aux: 1.0847, top1_acc: 0.5941, top5_acc: 0.7955, loss_cls: 1.7469, loss: 2.8316, grad_norm: 4.9665 2020-09-12 18:23:21,406 - mmaction - INFO - Epoch [110][580/940] lr: 4.000e-03, eta: 19:19:58, time: 1.867, data_time: 0.006, memory: 6924, loss_aux: 1.0389, top1_acc: 0.5982, top5_acc: 0.8107, loss_cls: 1.6955, loss: 2.7344, grad_norm: 4.8710 2020-09-12 18:23:58,964 - mmaction - INFO - Epoch [110][600/940] lr: 4.000e-03, eta: 19:19:22, time: 1.880, data_time: 0.007, memory: 6924, loss_aux: 1.0388, top1_acc: 0.6061, top5_acc: 0.8008, loss_cls: 1.6866, loss: 2.7254, grad_norm: 4.8556 2020-09-12 18:24:36,675 - mmaction - INFO - Epoch [110][620/940] lr: 4.000e-03, eta: 19:18:46, time: 1.883, data_time: 0.005, memory: 6924, loss_aux: 1.0325, top1_acc: 0.6014, top5_acc: 0.8125, loss_cls: 1.6839, loss: 2.7165, grad_norm: 4.8899 2020-09-12 18:25:13,825 - mmaction - INFO - Epoch [110][640/940] lr: 4.000e-03, eta: 19:18:09, time: 1.857, data_time: 0.006, memory: 6924, loss_aux: 1.0352, top1_acc: 0.6039, top5_acc: 0.8141, loss_cls: 1.6672, loss: 2.7024, grad_norm: 4.8315 2020-09-12 18:25:51,315 - mmaction - INFO - Epoch [110][660/940] lr: 4.000e-03, eta: 19:17:33, time: 1.877, data_time: 0.006, memory: 6924, loss_aux: 1.0349, top1_acc: 0.6010, top5_acc: 0.8029, loss_cls: 1.6942, loss: 2.7291, grad_norm: 4.8735 2020-09-12 18:26:27,844 - mmaction - INFO - Epoch [110][680/940] lr: 4.000e-03, eta: 19:16:56, time: 1.824, data_time: 0.006, memory: 6924, loss_aux: 1.0290, top1_acc: 0.5992, top5_acc: 0.8117, loss_cls: 1.6702, loss: 2.6993, grad_norm: 4.8833 2020-09-12 18:27:05,750 - mmaction - INFO - Epoch [110][700/940] lr: 4.000e-03, eta: 19:16:20, time: 1.897, data_time: 0.006, memory: 6924, loss_aux: 1.0340, top1_acc: 0.6061, top5_acc: 0.8098, loss_cls: 1.6910, loss: 2.7251, grad_norm: 4.8774 2020-09-12 18:27:42,814 - mmaction - INFO - Epoch [110][720/940] lr: 4.000e-03, eta: 19:15:43, time: 1.851, data_time: 0.006, memory: 6924, loss_aux: 1.0469, top1_acc: 0.6117, top5_acc: 0.8068, loss_cls: 1.6873, loss: 2.7342, grad_norm: 4.9537 2020-09-12 18:28:19,680 - mmaction - INFO - Epoch [110][740/940] lr: 4.000e-03, eta: 19:15:07, time: 1.845, data_time: 0.006, memory: 6924, loss_aux: 1.0196, top1_acc: 0.6066, top5_acc: 0.8129, loss_cls: 1.6481, loss: 2.6677, grad_norm: 4.8722 2020-09-12 18:28:57,297 - mmaction - INFO - Epoch [110][760/940] lr: 4.000e-03, eta: 19:14:31, time: 1.879, data_time: 0.006, memory: 6924, loss_aux: 1.0339, top1_acc: 0.6059, top5_acc: 0.8074, loss_cls: 1.6773, loss: 2.7112, grad_norm: 4.8687 2020-09-12 18:29:34,494 - mmaction - INFO - Epoch [110][780/940] lr: 4.000e-03, eta: 19:13:54, time: 1.862, data_time: 0.006, memory: 6924, loss_aux: 1.0213, top1_acc: 0.6154, top5_acc: 0.8119, loss_cls: 1.6522, loss: 2.6735, grad_norm: 4.7583 2020-09-12 18:30:11,387 - mmaction - INFO - Epoch [110][800/940] lr: 4.000e-03, eta: 19:13:17, time: 1.844, data_time: 0.006, memory: 6924, loss_aux: 1.0338, top1_acc: 0.6076, top5_acc: 0.8109, loss_cls: 1.6612, loss: 2.6950, grad_norm: 4.8823 2020-09-12 18:30:48,328 - mmaction - INFO - Epoch [110][820/940] lr: 4.000e-03, eta: 19:12:41, time: 1.845, data_time: 0.003, memory: 6924, loss_aux: 1.0664, top1_acc: 0.5850, top5_acc: 0.7955, loss_cls: 1.7458, loss: 2.8123, grad_norm: 4.9438 2020-09-12 18:31:25,389 - mmaction - INFO - Epoch [110][840/940] lr: 4.000e-03, eta: 19:12:04, time: 1.854, data_time: 0.007, memory: 6924, loss_aux: 1.0400, top1_acc: 0.5990, top5_acc: 0.8082, loss_cls: 1.6857, loss: 2.7257, grad_norm: 4.8675 2020-09-12 18:32:03,233 - mmaction - INFO - Epoch [110][860/940] lr: 4.000e-03, eta: 19:11:28, time: 1.892, data_time: 0.006, memory: 6924, loss_aux: 1.0567, top1_acc: 0.5928, top5_acc: 0.8027, loss_cls: 1.7122, loss: 2.7689, grad_norm: 4.9195 2020-09-12 18:32:40,415 - mmaction - INFO - Epoch [110][880/940] lr: 4.000e-03, eta: 19:10:52, time: 1.858, data_time: 0.008, memory: 6924, loss_aux: 1.0572, top1_acc: 0.6008, top5_acc: 0.8039, loss_cls: 1.6978, loss: 2.7550, grad_norm: 4.8858 2020-09-12 18:33:17,459 - mmaction - INFO - Epoch [110][900/940] lr: 4.000e-03, eta: 19:10:15, time: 1.855, data_time: 0.005, memory: 6924, loss_aux: 1.0546, top1_acc: 0.5943, top5_acc: 0.8025, loss_cls: 1.7140, loss: 2.7686, grad_norm: 4.9120 2020-09-12 18:33:55,088 - mmaction - INFO - Epoch [110][920/940] lr: 4.000e-03, eta: 19:09:39, time: 1.880, data_time: 0.006, memory: 6924, loss_aux: 1.0485, top1_acc: 0.5994, top5_acc: 0.8053, loss_cls: 1.6970, loss: 2.7455, grad_norm: 4.8528 2020-09-12 18:34:30,390 - mmaction - INFO - Epoch [110][940/940] lr: 4.000e-03, eta: 19:09:02, time: 1.767, data_time: 0.006, memory: 6924, loss_aux: 1.0538, top1_acc: 0.5994, top5_acc: 0.8054, loss_cls: 1.7059, loss: 2.7597, grad_norm: 4.9376 2020-09-12 18:34:30,865 - mmaction - INFO - Saving checkpoint at 110 epochs 2020-09-12 18:35:13,897 - mmaction - INFO - Epoch [111][20/940] lr: 4.000e-03, eta: 19:08:26, time: 1.926, data_time: 0.455, memory: 6924, loss_aux: 1.0352, top1_acc: 0.6129, top5_acc: 0.8121, loss_cls: 1.6666, loss: 2.7018, grad_norm: 4.9136 2020-09-12 18:35:48,660 - mmaction - INFO - Epoch [111][40/940] lr: 4.000e-03, eta: 19:07:48, time: 1.742, data_time: 0.008, memory: 6924, loss_aux: 1.0586, top1_acc: 0.5949, top5_acc: 0.8033, loss_cls: 1.7109, loss: 2.7694, grad_norm: 4.9392 2020-09-12 18:36:25,485 - mmaction - INFO - Epoch [111][60/940] lr: 4.000e-03, eta: 19:07:12, time: 1.840, data_time: 0.007, memory: 6924, loss_aux: 1.0417, top1_acc: 0.6041, top5_acc: 0.8078, loss_cls: 1.6815, loss: 2.7232, grad_norm: 4.8841 2020-09-12 18:37:03,085 - mmaction - INFO - Epoch [111][80/940] lr: 4.000e-03, eta: 19:06:35, time: 1.881, data_time: 0.005, memory: 6924, loss_aux: 1.0366, top1_acc: 0.6006, top5_acc: 0.8121, loss_cls: 1.6885, loss: 2.7252, grad_norm: 4.9042 2020-09-12 18:37:39,671 - mmaction - INFO - Epoch [111][100/940] lr: 4.000e-03, eta: 19:05:59, time: 1.830, data_time: 0.003, memory: 6924, loss_aux: 1.0612, top1_acc: 0.5939, top5_acc: 0.7979, loss_cls: 1.7231, loss: 2.7843, grad_norm: 5.0110 2020-09-12 18:38:17,221 - mmaction - INFO - Epoch [111][120/940] lr: 4.000e-03, eta: 19:05:22, time: 1.875, data_time: 0.004, memory: 6924, loss_aux: 1.0465, top1_acc: 0.5963, top5_acc: 0.8023, loss_cls: 1.7062, loss: 2.7527, grad_norm: 4.9871 2020-09-12 18:38:53,841 - mmaction - INFO - Epoch [111][140/940] lr: 4.000e-03, eta: 19:04:46, time: 1.833, data_time: 0.006, memory: 6924, loss_aux: 1.0559, top1_acc: 0.6062, top5_acc: 0.8053, loss_cls: 1.7191, loss: 2.7750, grad_norm: 4.9878 2020-09-12 18:39:30,626 - mmaction - INFO - Epoch [111][160/940] lr: 4.000e-03, eta: 19:04:09, time: 1.838, data_time: 0.005, memory: 6924, loss_aux: 1.0162, top1_acc: 0.6102, top5_acc: 0.8143, loss_cls: 1.6321, loss: 2.6483, grad_norm: 4.8357 2020-09-12 18:40:08,448 - mmaction - INFO - Epoch [111][180/940] lr: 4.000e-03, eta: 19:03:33, time: 1.893, data_time: 0.005, memory: 6924, loss_aux: 1.0320, top1_acc: 0.6107, top5_acc: 0.8152, loss_cls: 1.6549, loss: 2.6870, grad_norm: 4.9544 2020-09-12 18:40:46,030 - mmaction - INFO - Epoch [111][200/940] lr: 4.000e-03, eta: 19:02:56, time: 1.879, data_time: 0.003, memory: 6924, loss_aux: 1.0231, top1_acc: 0.6113, top5_acc: 0.8145, loss_cls: 1.6514, loss: 2.6744, grad_norm: 4.9631 2020-09-12 18:41:22,703 - mmaction - INFO - Epoch [111][220/940] lr: 4.000e-03, eta: 19:02:20, time: 1.832, data_time: 0.006, memory: 6924, loss_aux: 1.0475, top1_acc: 0.5998, top5_acc: 0.8076, loss_cls: 1.6785, loss: 2.7260, grad_norm: 5.0278 2020-09-12 18:42:00,580 - mmaction - INFO - Epoch [111][240/940] lr: 4.000e-03, eta: 19:01:43, time: 1.895, data_time: 0.005, memory: 6924, loss_aux: 1.0614, top1_acc: 0.5893, top5_acc: 0.8010, loss_cls: 1.7481, loss: 2.8096, grad_norm: 4.9821 2020-09-12 18:42:37,651 - mmaction - INFO - Epoch [111][260/940] lr: 4.000e-03, eta: 19:01:07, time: 1.853, data_time: 0.006, memory: 6924, loss_aux: 1.0430, top1_acc: 0.6004, top5_acc: 0.8119, loss_cls: 1.6704, loss: 2.7134, grad_norm: 4.8829 2020-09-12 18:43:14,712 - mmaction - INFO - Epoch [111][280/940] lr: 4.000e-03, eta: 19:00:30, time: 1.853, data_time: 0.003, memory: 6924, loss_aux: 1.0356, top1_acc: 0.6084, top5_acc: 0.8074, loss_cls: 1.6733, loss: 2.7089, grad_norm: 4.9834 2020-09-12 18:43:53,187 - mmaction - INFO - Epoch [111][300/940] lr: 4.000e-03, eta: 18:59:54, time: 1.923, data_time: 0.007, memory: 6924, loss_aux: 1.0665, top1_acc: 0.5943, top5_acc: 0.7979, loss_cls: 1.7360, loss: 2.8025, grad_norm: 5.0825 2020-09-12 18:44:29,984 - mmaction - INFO - Epoch [111][320/940] lr: 4.000e-03, eta: 18:59:18, time: 1.841, data_time: 0.005, memory: 6924, loss_aux: 1.0301, top1_acc: 0.6055, top5_acc: 0.8115, loss_cls: 1.6693, loss: 2.6993, grad_norm: 5.0771 2020-09-12 18:45:06,829 - mmaction - INFO - Epoch [111][340/940] lr: 4.000e-03, eta: 18:58:41, time: 1.842, data_time: 0.005, memory: 6924, loss_aux: 1.0377, top1_acc: 0.6086, top5_acc: 0.8096, loss_cls: 1.6744, loss: 2.7121, grad_norm: 4.8737 2020-09-12 18:45:45,039 - mmaction - INFO - Epoch [111][360/940] lr: 4.000e-03, eta: 18:58:05, time: 1.911, data_time: 0.002, memory: 6924, loss_aux: 1.0554, top1_acc: 0.5961, top5_acc: 0.8070, loss_cls: 1.6974, loss: 2.7528, grad_norm: 4.9123 2020-09-12 18:46:21,841 - mmaction - INFO - Epoch [111][380/940] lr: 4.000e-03, eta: 18:57:28, time: 1.837, data_time: 0.007, memory: 6924, loss_aux: 1.0593, top1_acc: 0.5922, top5_acc: 0.8045, loss_cls: 1.7108, loss: 2.7700, grad_norm: 4.9436 2020-09-12 18:46:59,219 - mmaction - INFO - Epoch [111][400/940] lr: 4.000e-03, eta: 18:56:52, time: 1.872, data_time: 0.007, memory: 6924, loss_aux: 1.0698, top1_acc: 0.6014, top5_acc: 0.8072, loss_cls: 1.7163, loss: 2.7861, grad_norm: 5.0055 2020-09-12 18:47:36,648 - mmaction - INFO - Epoch [111][420/940] lr: 4.000e-03, eta: 18:56:16, time: 1.869, data_time: 0.006, memory: 6924, loss_aux: 1.0672, top1_acc: 0.5965, top5_acc: 0.8010, loss_cls: 1.7383, loss: 2.8055, grad_norm: 5.0154 2020-09-12 18:48:13,806 - mmaction - INFO - Epoch [111][440/940] lr: 4.000e-03, eta: 18:55:39, time: 1.860, data_time: 0.006, memory: 6924, loss_aux: 1.0348, top1_acc: 0.6051, top5_acc: 0.8193, loss_cls: 1.6515, loss: 2.6862, grad_norm: 4.9051 2020-09-12 18:48:51,569 - mmaction - INFO - Epoch [111][460/940] lr: 4.000e-03, eta: 18:55:03, time: 1.887, data_time: 0.006, memory: 6924, loss_aux: 1.0544, top1_acc: 0.5980, top5_acc: 0.8016, loss_cls: 1.7270, loss: 2.7814, grad_norm: 5.0180 2020-09-12 18:49:28,733 - mmaction - INFO - Epoch [111][480/940] lr: 4.000e-03, eta: 18:54:26, time: 1.860, data_time: 0.006, memory: 6924, loss_aux: 1.0357, top1_acc: 0.6006, top5_acc: 0.8072, loss_cls: 1.6768, loss: 2.7125, grad_norm: 4.8763 2020-09-12 18:50:06,236 - mmaction - INFO - Epoch [111][500/940] lr: 4.000e-03, eta: 18:53:50, time: 1.875, data_time: 0.005, memory: 6924, loss_aux: 1.0384, top1_acc: 0.6127, top5_acc: 0.8031, loss_cls: 1.6739, loss: 2.7123, grad_norm: 4.9165 2020-09-12 18:50:43,713 - mmaction - INFO - Epoch [111][520/940] lr: 4.000e-03, eta: 18:53:13, time: 1.871, data_time: 0.002, memory: 6924, loss_aux: 1.0422, top1_acc: 0.6135, top5_acc: 0.8051, loss_cls: 1.7024, loss: 2.7446, grad_norm: 4.9192 2020-09-12 18:51:21,239 - mmaction - INFO - Epoch [111][540/940] lr: 4.000e-03, eta: 18:52:37, time: 1.879, data_time: 0.007, memory: 6924, loss_aux: 1.0290, top1_acc: 0.6068, top5_acc: 0.8049, loss_cls: 1.6569, loss: 2.6858, grad_norm: 4.9102 2020-09-12 18:51:58,519 - mmaction - INFO - Epoch [111][560/940] lr: 4.000e-03, eta: 18:52:01, time: 1.862, data_time: 0.006, memory: 6924, loss_aux: 1.0401, top1_acc: 0.6053, top5_acc: 0.8133, loss_cls: 1.6678, loss: 2.7079, grad_norm: 4.9625 2020-09-12 18:52:36,137 - mmaction - INFO - Epoch [111][580/940] lr: 4.000e-03, eta: 18:51:24, time: 1.882, data_time: 0.007, memory: 6924, loss_aux: 1.0327, top1_acc: 0.6102, top5_acc: 0.8111, loss_cls: 1.6489, loss: 2.6816, grad_norm: 4.9326 2020-09-12 18:53:13,612 - mmaction - INFO - Epoch [111][600/940] lr: 4.000e-03, eta: 18:50:48, time: 1.875, data_time: 0.004, memory: 6924, loss_aux: 1.0323, top1_acc: 0.6066, top5_acc: 0.8135, loss_cls: 1.6796, loss: 2.7119, grad_norm: 5.0101 2020-09-12 18:53:50,379 - mmaction - INFO - Epoch [111][620/940] lr: 4.000e-03, eta: 18:50:11, time: 1.836, data_time: 0.005, memory: 6924, loss_aux: 1.0548, top1_acc: 0.5898, top5_acc: 0.8025, loss_cls: 1.7183, loss: 2.7731, grad_norm: 4.9790 2020-09-12 18:54:28,124 - mmaction - INFO - Epoch [111][640/940] lr: 4.000e-03, eta: 18:49:35, time: 1.890, data_time: 0.005, memory: 6924, loss_aux: 1.0216, top1_acc: 0.6072, top5_acc: 0.8160, loss_cls: 1.6636, loss: 2.6852, grad_norm: 4.9076 2020-09-12 18:55:05,560 - mmaction - INFO - Epoch [111][660/940] lr: 4.000e-03, eta: 18:48:59, time: 1.871, data_time: 0.005, memory: 6924, loss_aux: 1.0318, top1_acc: 0.6037, top5_acc: 0.8053, loss_cls: 1.6799, loss: 2.7117, grad_norm: 4.9456 2020-09-12 18:55:42,364 - mmaction - INFO - Epoch [111][680/940] lr: 4.000e-03, eta: 18:48:22, time: 1.839, data_time: 0.002, memory: 6924, loss_aux: 1.0501, top1_acc: 0.6051, top5_acc: 0.8098, loss_cls: 1.6952, loss: 2.7453, grad_norm: 5.0472 2020-09-12 18:56:19,043 - mmaction - INFO - Epoch [111][700/940] lr: 4.000e-03, eta: 18:47:45, time: 1.836, data_time: 0.006, memory: 6924, loss_aux: 1.0495, top1_acc: 0.5975, top5_acc: 0.8014, loss_cls: 1.7075, loss: 2.7570, grad_norm: 5.0723 2020-09-12 18:56:56,139 - mmaction - INFO - Epoch [111][720/940] lr: 4.000e-03, eta: 18:47:09, time: 1.853, data_time: 0.005, memory: 6924, loss_aux: 1.0464, top1_acc: 0.5947, top5_acc: 0.8082, loss_cls: 1.7040, loss: 2.7504, grad_norm: 5.0575 2020-09-12 18:57:33,536 - mmaction - INFO - Epoch [111][740/940] lr: 4.000e-03, eta: 18:46:32, time: 1.872, data_time: 0.006, memory: 6924, loss_aux: 1.0569, top1_acc: 0.5953, top5_acc: 0.8061, loss_cls: 1.7010, loss: 2.7579, grad_norm: 4.9539 2020-09-12 18:58:11,816 - mmaction - INFO - Epoch [111][760/940] lr: 4.000e-03, eta: 18:45:56, time: 1.912, data_time: 0.005, memory: 6924, loss_aux: 1.0379, top1_acc: 0.6002, top5_acc: 0.8057, loss_cls: 1.6956, loss: 2.7334, grad_norm: 4.9224 2020-09-12 18:58:48,092 - mmaction - INFO - Epoch [111][780/940] lr: 4.000e-03, eta: 18:45:19, time: 1.816, data_time: 0.005, memory: 6924, loss_aux: 1.0486, top1_acc: 0.6004, top5_acc: 0.8092, loss_cls: 1.7033, loss: 2.7518, grad_norm: 5.0027 2020-09-12 18:59:25,226 - mmaction - INFO - Epoch [111][800/940] lr: 4.000e-03, eta: 18:44:43, time: 1.855, data_time: 0.005, memory: 6924, loss_aux: 1.0277, top1_acc: 0.6156, top5_acc: 0.8166, loss_cls: 1.6517, loss: 2.6795, grad_norm: 4.8722 2020-09-12 19:00:03,332 - mmaction - INFO - Epoch [111][820/940] lr: 4.000e-03, eta: 18:44:06, time: 1.873, data_time: 0.006, memory: 6924, loss_aux: 1.0585, top1_acc: 0.6000, top5_acc: 0.8045, loss_cls: 1.7173, loss: 2.7757, grad_norm: 4.9256 2020-09-12 19:00:42,798 - mmaction - INFO - Epoch [111][840/940] lr: 4.000e-03, eta: 18:43:31, time: 1.997, data_time: 0.040, memory: 6924, loss_aux: 1.0574, top1_acc: 0.5889, top5_acc: 0.8016, loss_cls: 1.7308, loss: 2.7881, grad_norm: 4.9512 2020-09-12 19:01:19,065 - mmaction - INFO - Epoch [111][860/940] lr: 4.000e-03, eta: 18:42:54, time: 1.822, data_time: 0.037, memory: 6924, loss_aux: 1.0590, top1_acc: 0.6018, top5_acc: 0.8092, loss_cls: 1.7187, loss: 2.7776, grad_norm: 4.9818 2020-09-12 19:01:56,875 - mmaction - INFO - Epoch [111][880/940] lr: 4.000e-03, eta: 18:42:18, time: 1.893, data_time: 0.006, memory: 6924, loss_aux: 1.0295, top1_acc: 0.5992, top5_acc: 0.8145, loss_cls: 1.6674, loss: 2.6968, grad_norm: 4.9364 2020-09-12 19:02:33,406 - mmaction - INFO - Epoch [111][900/940] lr: 4.000e-03, eta: 18:41:41, time: 1.826, data_time: 0.003, memory: 6924, loss_aux: 1.0449, top1_acc: 0.5975, top5_acc: 0.8057, loss_cls: 1.6927, loss: 2.7376, grad_norm: 4.9251 2020-09-12 19:03:10,362 - mmaction - INFO - Epoch [111][920/940] lr: 4.000e-03, eta: 18:41:05, time: 1.848, data_time: 0.003, memory: 6924, loss_aux: 1.0409, top1_acc: 0.6076, top5_acc: 0.8098, loss_cls: 1.6741, loss: 2.7150, grad_norm: 4.9641 2020-09-12 19:03:46,913 - mmaction - INFO - Epoch [111][940/940] lr: 4.000e-03, eta: 18:40:28, time: 1.826, data_time: 0.008, memory: 6924, loss_aux: 1.0802, top1_acc: 0.5873, top5_acc: 0.7967, loss_cls: 1.7511, loss: 2.8313, grad_norm: 5.2606 2020-09-12 19:03:47,529 - mmaction - INFO - Saving checkpoint at 111 epochs 2020-09-12 19:04:34,475 - mmaction - INFO - Epoch [112][20/940] lr: 4.000e-03, eta: 18:39:54, time: 2.198, data_time: 0.698, memory: 6924, loss_aux: 1.0189, top1_acc: 0.6152, top5_acc: 0.8199, loss_cls: 1.6473, loss: 2.6662, grad_norm: 4.9111 2020-09-12 19:05:09,454 - mmaction - INFO - Epoch [112][40/940] lr: 4.000e-03, eta: 18:39:16, time: 1.749, data_time: 0.006, memory: 6924, loss_aux: 1.0385, top1_acc: 0.5936, top5_acc: 0.8090, loss_cls: 1.7002, loss: 2.7387, grad_norm: 4.9571 2020-09-12 19:05:46,215 - mmaction - INFO - Epoch [112][60/940] lr: 4.000e-03, eta: 18:38:40, time: 1.840, data_time: 0.006, memory: 6924, loss_aux: 1.0713, top1_acc: 0.6055, top5_acc: 0.8055, loss_cls: 1.7125, loss: 2.7838, grad_norm: 4.9359 2020-09-12 19:06:23,877 - mmaction - INFO - Epoch [112][80/940] lr: 4.000e-03, eta: 18:38:04, time: 1.881, data_time: 0.005, memory: 6924, loss_aux: 1.0392, top1_acc: 0.6051, top5_acc: 0.8104, loss_cls: 1.6824, loss: 2.7215, grad_norm: 4.9475 2020-09-12 19:07:00,235 - mmaction - INFO - Epoch [112][100/940] lr: 4.000e-03, eta: 18:37:27, time: 1.819, data_time: 0.006, memory: 6924, loss_aux: 1.0684, top1_acc: 0.6033, top5_acc: 0.8033, loss_cls: 1.7070, loss: 2.7754, grad_norm: 4.9642 2020-09-12 19:07:37,997 - mmaction - INFO - Epoch [112][120/940] lr: 4.000e-03, eta: 18:36:50, time: 1.887, data_time: 0.006, memory: 6924, loss_aux: 1.0324, top1_acc: 0.6004, top5_acc: 0.8063, loss_cls: 1.6949, loss: 2.7273, grad_norm: 4.9666 2020-09-12 19:08:15,172 - mmaction - INFO - Epoch [112][140/940] lr: 4.000e-03, eta: 18:36:14, time: 1.860, data_time: 0.006, memory: 6924, loss_aux: 1.0598, top1_acc: 0.5990, top5_acc: 0.8064, loss_cls: 1.7077, loss: 2.7675, grad_norm: 4.9410 2020-09-12 19:08:52,718 - mmaction - INFO - Epoch [112][160/940] lr: 4.000e-03, eta: 18:35:38, time: 1.875, data_time: 0.006, memory: 6924, loss_aux: 1.0512, top1_acc: 0.6008, top5_acc: 0.8096, loss_cls: 1.6894, loss: 2.7406, grad_norm: 5.0112 2020-09-12 19:09:30,136 - mmaction - INFO - Epoch [112][180/940] lr: 4.000e-03, eta: 18:35:01, time: 1.871, data_time: 0.006, memory: 6924, loss_aux: 1.0397, top1_acc: 0.5998, top5_acc: 0.8102, loss_cls: 1.6849, loss: 2.7245, grad_norm: 4.9595 2020-09-12 19:10:07,902 - mmaction - INFO - Epoch [112][200/940] lr: 4.000e-03, eta: 18:34:25, time: 1.890, data_time: 0.007, memory: 6924, loss_aux: 1.0154, top1_acc: 0.6084, top5_acc: 0.8113, loss_cls: 1.6301, loss: 2.6454, grad_norm: 4.8797 2020-09-12 19:10:44,725 - mmaction - INFO - Epoch [112][220/940] lr: 4.000e-03, eta: 18:33:48, time: 1.841, data_time: 0.003, memory: 6924, loss_aux: 1.0682, top1_acc: 0.5895, top5_acc: 0.7924, loss_cls: 1.7304, loss: 2.7986, grad_norm: 4.9992 2020-09-12 19:11:22,491 - mmaction - INFO - Epoch [112][240/940] lr: 4.000e-03, eta: 18:33:12, time: 1.886, data_time: 0.007, memory: 6924, loss_aux: 1.0414, top1_acc: 0.5967, top5_acc: 0.8074, loss_cls: 1.6932, loss: 2.7346, grad_norm: 4.8821 2020-09-12 19:11:59,704 - mmaction - INFO - Epoch [112][260/940] lr: 4.000e-03, eta: 18:32:35, time: 1.860, data_time: 0.006, memory: 6924, loss_aux: 1.0413, top1_acc: 0.6062, top5_acc: 0.8084, loss_cls: 1.6762, loss: 2.7175, grad_norm: 4.9649 2020-09-12 19:12:36,840 - mmaction - INFO - Epoch [112][280/940] lr: 4.000e-03, eta: 18:31:59, time: 1.859, data_time: 0.006, memory: 6924, loss_aux: 1.0424, top1_acc: 0.6092, top5_acc: 0.8063, loss_cls: 1.6966, loss: 2.7390, grad_norm: 4.9328 2020-09-12 19:13:14,595 - mmaction - INFO - Epoch [112][300/940] lr: 4.000e-03, eta: 18:31:23, time: 1.888, data_time: 0.002, memory: 6924, loss_aux: 1.0522, top1_acc: 0.5949, top5_acc: 0.7988, loss_cls: 1.7253, loss: 2.7775, grad_norm: 4.9492 2020-09-12 19:13:52,081 - mmaction - INFO - Epoch [112][320/940] lr: 4.000e-03, eta: 18:30:46, time: 1.874, data_time: 0.003, memory: 6924, loss_aux: 1.0547, top1_acc: 0.5986, top5_acc: 0.8072, loss_cls: 1.6941, loss: 2.7488, grad_norm: 4.9703 2020-09-12 19:14:29,735 - mmaction - INFO - Epoch [112][340/940] lr: 4.000e-03, eta: 18:30:10, time: 1.881, data_time: 0.006, memory: 6924, loss_aux: 1.0425, top1_acc: 0.6078, top5_acc: 0.8098, loss_cls: 1.6880, loss: 2.7304, grad_norm: 4.9249 2020-09-12 19:15:07,011 - mmaction - INFO - Epoch [112][360/940] lr: 4.000e-03, eta: 18:29:33, time: 1.865, data_time: 0.006, memory: 6924, loss_aux: 1.0544, top1_acc: 0.6045, top5_acc: 0.8053, loss_cls: 1.7068, loss: 2.7612, grad_norm: 4.9227 2020-09-12 19:15:44,466 - mmaction - INFO - Epoch [112][380/940] lr: 4.000e-03, eta: 18:28:57, time: 1.873, data_time: 0.002, memory: 6924, loss_aux: 1.0457, top1_acc: 0.6018, top5_acc: 0.8043, loss_cls: 1.6922, loss: 2.7379, grad_norm: 4.9558 2020-09-12 19:16:21,745 - mmaction - INFO - Epoch [112][400/940] lr: 4.000e-03, eta: 18:28:20, time: 1.862, data_time: 0.005, memory: 6924, loss_aux: 1.0445, top1_acc: 0.6033, top5_acc: 0.8119, loss_cls: 1.6970, loss: 2.7415, grad_norm: 4.9340 2020-09-12 19:16:59,457 - mmaction - INFO - Epoch [112][420/940] lr: 4.000e-03, eta: 18:27:44, time: 1.887, data_time: 0.006, memory: 6924, loss_aux: 1.0224, top1_acc: 0.6053, top5_acc: 0.8168, loss_cls: 1.6516, loss: 2.6739, grad_norm: 4.9069 2020-09-12 19:17:37,372 - mmaction - INFO - Epoch [112][440/940] lr: 4.000e-03, eta: 18:27:08, time: 1.896, data_time: 0.006, memory: 6924, loss_aux: 1.0499, top1_acc: 0.5969, top5_acc: 0.8008, loss_cls: 1.6952, loss: 2.7450, grad_norm: 4.9512 2020-09-12 19:18:15,598 - mmaction - INFO - Epoch [112][460/940] lr: 4.000e-03, eta: 18:26:32, time: 1.911, data_time: 0.003, memory: 6924, loss_aux: 1.0448, top1_acc: 0.6115, top5_acc: 0.8031, loss_cls: 1.6673, loss: 2.7121, grad_norm: 4.8932 2020-09-12 19:18:52,108 - mmaction - INFO - Epoch [112][480/940] lr: 4.000e-03, eta: 18:25:55, time: 1.826, data_time: 0.003, memory: 6924, loss_aux: 1.0504, top1_acc: 0.5988, top5_acc: 0.8080, loss_cls: 1.6911, loss: 2.7416, grad_norm: 5.0504 2020-09-12 19:19:30,062 - mmaction - INFO - Epoch [112][500/940] lr: 4.000e-03, eta: 18:25:19, time: 1.897, data_time: 0.005, memory: 6924, loss_aux: 1.0356, top1_acc: 0.6057, top5_acc: 0.8074, loss_cls: 1.6684, loss: 2.7040, grad_norm: 4.9944 2020-09-12 19:20:07,022 - mmaction - INFO - Epoch [112][520/940] lr: 4.000e-03, eta: 18:24:42, time: 1.849, data_time: 0.005, memory: 6924, loss_aux: 1.0526, top1_acc: 0.5975, top5_acc: 0.8018, loss_cls: 1.7220, loss: 2.7746, grad_norm: 5.0013 2020-09-12 19:20:44,705 - mmaction - INFO - Epoch [112][540/940] lr: 4.000e-03, eta: 18:24:06, time: 1.884, data_time: 0.002, memory: 6924, loss_aux: 1.0409, top1_acc: 0.6070, top5_acc: 0.8035, loss_cls: 1.6999, loss: 2.7409, grad_norm: 4.9683 2020-09-12 19:21:22,554 - mmaction - INFO - Epoch [112][560/940] lr: 4.000e-03, eta: 18:23:30, time: 1.891, data_time: 0.005, memory: 6924, loss_aux: 1.0275, top1_acc: 0.6049, top5_acc: 0.8072, loss_cls: 1.6533, loss: 2.6808, grad_norm: 5.0021 2020-09-12 19:21:59,931 - mmaction - INFO - Epoch [112][580/940] lr: 4.000e-03, eta: 18:22:53, time: 1.870, data_time: 0.006, memory: 6924, loss_aux: 1.0490, top1_acc: 0.5971, top5_acc: 0.8084, loss_cls: 1.7073, loss: 2.7563, grad_norm: 5.0449 2020-09-12 19:22:37,306 - mmaction - INFO - Epoch [112][600/940] lr: 4.000e-03, eta: 18:22:17, time: 1.869, data_time: 0.003, memory: 6924, loss_aux: 1.0367, top1_acc: 0.6053, top5_acc: 0.8107, loss_cls: 1.6756, loss: 2.7123, grad_norm: 5.0240 2020-09-12 19:23:15,032 - mmaction - INFO - Epoch [112][620/940] lr: 4.000e-03, eta: 18:21:40, time: 1.886, data_time: 0.003, memory: 6924, loss_aux: 1.0555, top1_acc: 0.6027, top5_acc: 0.8029, loss_cls: 1.7244, loss: 2.7799, grad_norm: 5.0055 2020-09-12 19:23:52,664 - mmaction - INFO - Epoch [112][640/940] lr: 4.000e-03, eta: 18:21:04, time: 1.880, data_time: 0.007, memory: 6924, loss_aux: 1.0539, top1_acc: 0.5994, top5_acc: 0.8045, loss_cls: 1.6964, loss: 2.7503, grad_norm: 4.9274 2020-09-12 19:24:29,773 - mmaction - INFO - Epoch [112][660/940] lr: 4.000e-03, eta: 18:20:27, time: 1.857, data_time: 0.005, memory: 6924, loss_aux: 1.0346, top1_acc: 0.6086, top5_acc: 0.8111, loss_cls: 1.6648, loss: 2.6994, grad_norm: 4.9588 2020-09-12 19:25:07,224 - mmaction - INFO - Epoch [112][680/940] lr: 4.000e-03, eta: 18:19:51, time: 1.873, data_time: 0.007, memory: 6924, loss_aux: 1.0453, top1_acc: 0.6020, top5_acc: 0.8111, loss_cls: 1.6858, loss: 2.7312, grad_norm: 4.9357 2020-09-12 19:25:44,522 - mmaction - INFO - Epoch [112][700/940] lr: 4.000e-03, eta: 18:19:15, time: 1.865, data_time: 0.002, memory: 6924, loss_aux: 1.0508, top1_acc: 0.6023, top5_acc: 0.8031, loss_cls: 1.7068, loss: 2.7576, grad_norm: 5.0609 2020-09-12 19:26:21,714 - mmaction - INFO - Epoch [112][720/940] lr: 4.000e-03, eta: 18:18:38, time: 1.858, data_time: 0.007, memory: 6924, loss_aux: 1.0402, top1_acc: 0.5994, top5_acc: 0.8076, loss_cls: 1.6815, loss: 2.7217, grad_norm: 5.0170 2020-09-12 19:26:59,493 - mmaction - INFO - Epoch [112][740/940] lr: 4.000e-03, eta: 18:18:02, time: 1.890, data_time: 0.006, memory: 6924, loss_aux: 1.0260, top1_acc: 0.6047, top5_acc: 0.8063, loss_cls: 1.6789, loss: 2.7049, grad_norm: 5.0274 2020-09-12 19:27:36,798 - mmaction - INFO - Epoch [112][760/940] lr: 4.000e-03, eta: 18:17:25, time: 1.864, data_time: 0.006, memory: 6924, loss_aux: 1.0558, top1_acc: 0.6035, top5_acc: 0.8047, loss_cls: 1.7114, loss: 2.7671, grad_norm: 5.0129 2020-09-12 19:28:14,518 - mmaction - INFO - Epoch [112][780/940] lr: 4.000e-03, eta: 18:16:49, time: 1.888, data_time: 0.006, memory: 6924, loss_aux: 1.0387, top1_acc: 0.6062, top5_acc: 0.8078, loss_cls: 1.6732, loss: 2.7119, grad_norm: 5.0284 2020-09-12 19:28:51,642 - mmaction - INFO - Epoch [112][800/940] lr: 4.000e-03, eta: 18:16:12, time: 1.855, data_time: 0.005, memory: 6924, loss_aux: 1.0408, top1_acc: 0.6014, top5_acc: 0.8127, loss_cls: 1.6787, loss: 2.7195, grad_norm: 5.0319 2020-09-12 19:29:28,578 - mmaction - INFO - Epoch [112][820/940] lr: 4.000e-03, eta: 18:15:36, time: 1.848, data_time: 0.005, memory: 6924, loss_aux: 1.0147, top1_acc: 0.6098, top5_acc: 0.8131, loss_cls: 1.6548, loss: 2.6696, grad_norm: 4.9508 2020-09-12 19:30:06,541 - mmaction - INFO - Epoch [112][840/940] lr: 4.000e-03, eta: 18:15:00, time: 1.898, data_time: 0.006, memory: 6924, loss_aux: 1.0675, top1_acc: 0.5875, top5_acc: 0.8027, loss_cls: 1.7324, loss: 2.7999, grad_norm: 5.0466 2020-09-12 19:30:44,060 - mmaction - INFO - Epoch [112][860/940] lr: 4.000e-03, eta: 18:14:23, time: 1.876, data_time: 0.002, memory: 6924, loss_aux: 1.0695, top1_acc: 0.5912, top5_acc: 0.8016, loss_cls: 1.7426, loss: 2.8121, grad_norm: 5.0620 2020-09-12 19:31:21,698 - mmaction - INFO - Epoch [112][880/940] lr: 4.000e-03, eta: 18:13:47, time: 1.880, data_time: 0.006, memory: 6924, loss_aux: 1.0445, top1_acc: 0.6033, top5_acc: 0.8063, loss_cls: 1.6696, loss: 2.7142, grad_norm: 4.9758 2020-09-12 19:31:59,267 - mmaction - INFO - Epoch [112][900/940] lr: 4.000e-03, eta: 18:13:10, time: 1.880, data_time: 0.006, memory: 6924, loss_aux: 1.0573, top1_acc: 0.6045, top5_acc: 0.8012, loss_cls: 1.7163, loss: 2.7736, grad_norm: 5.0448 2020-09-12 19:32:36,242 - mmaction - INFO - Epoch [112][920/940] lr: 4.000e-03, eta: 18:12:34, time: 1.848, data_time: 0.003, memory: 6924, loss_aux: 1.0434, top1_acc: 0.6031, top5_acc: 0.8084, loss_cls: 1.7058, loss: 2.7492, grad_norm: 5.0852 2020-09-12 19:33:12,115 - mmaction - INFO - Epoch [112][940/940] lr: 4.000e-03, eta: 18:11:57, time: 1.795, data_time: 0.005, memory: 6924, loss_aux: 1.0532, top1_acc: 0.6033, top5_acc: 0.8058, loss_cls: 1.6891, loss: 2.7423, grad_norm: 5.3209 2020-09-12 19:33:12,533 - mmaction - INFO - Saving checkpoint at 112 epochs 2020-09-12 19:33:57,139 - mmaction - INFO - Epoch [113][20/940] lr: 4.000e-03, eta: 18:11:21, time: 1.989, data_time: 0.467, memory: 6924, loss_aux: 1.0282, top1_acc: 0.5992, top5_acc: 0.8186, loss_cls: 1.6665, loss: 2.6947, grad_norm: 4.9687 2020-09-12 19:34:33,179 - mmaction - INFO - Epoch [113][40/940] lr: 4.000e-03, eta: 18:10:44, time: 1.804, data_time: 0.006, memory: 6924, loss_aux: 1.0179, top1_acc: 0.6062, top5_acc: 0.8164, loss_cls: 1.6360, loss: 2.6539, grad_norm: 4.9415 2020-09-12 19:35:10,319 - mmaction - INFO - Epoch [113][60/940] lr: 4.000e-03, eta: 18:10:08, time: 1.857, data_time: 0.002, memory: 6924, loss_aux: 1.0438, top1_acc: 0.6064, top5_acc: 0.8045, loss_cls: 1.6808, loss: 2.7246, grad_norm: 4.9962 2020-09-12 19:35:48,231 - mmaction - INFO - Epoch [113][80/940] lr: 4.000e-03, eta: 18:09:32, time: 1.893, data_time: 0.002, memory: 6924, loss_aux: 1.0351, top1_acc: 0.6088, top5_acc: 0.8133, loss_cls: 1.6662, loss: 2.7012, grad_norm: 4.9629 2020-09-12 19:36:25,728 - mmaction - INFO - Epoch [113][100/940] lr: 4.000e-03, eta: 18:08:55, time: 1.877, data_time: 0.006, memory: 6924, loss_aux: 1.0357, top1_acc: 0.6127, top5_acc: 0.8121, loss_cls: 1.6536, loss: 2.6893, grad_norm: 4.8790 2020-09-12 19:37:03,208 - mmaction - INFO - Epoch [113][120/940] lr: 4.000e-03, eta: 18:08:19, time: 1.872, data_time: 0.006, memory: 6924, loss_aux: 1.0448, top1_acc: 0.6059, top5_acc: 0.8053, loss_cls: 1.6946, loss: 2.7394, grad_norm: 4.9622 2020-09-12 19:37:40,900 - mmaction - INFO - Epoch [113][140/940] lr: 4.000e-03, eta: 18:07:42, time: 1.887, data_time: 0.006, memory: 6924, loss_aux: 1.0426, top1_acc: 0.6113, top5_acc: 0.8080, loss_cls: 1.6783, loss: 2.7210, grad_norm: 4.9987 2020-09-12 19:38:18,242 - mmaction - INFO - Epoch [113][160/940] lr: 4.000e-03, eta: 18:07:06, time: 1.866, data_time: 0.005, memory: 6924, loss_aux: 1.0598, top1_acc: 0.6004, top5_acc: 0.8006, loss_cls: 1.7028, loss: 2.7626, grad_norm: 4.9480 2020-09-12 19:38:55,223 - mmaction - INFO - Epoch [113][180/940] lr: 4.000e-03, eta: 18:06:29, time: 1.851, data_time: 0.006, memory: 6924, loss_aux: 1.0479, top1_acc: 0.6051, top5_acc: 0.8088, loss_cls: 1.6917, loss: 2.7396, grad_norm: 5.0403 2020-09-12 19:39:33,113 - mmaction - INFO - Epoch [113][200/940] lr: 4.000e-03, eta: 18:05:53, time: 1.893, data_time: 0.005, memory: 6924, loss_aux: 1.0272, top1_acc: 0.6137, top5_acc: 0.8145, loss_cls: 1.6458, loss: 2.6730, grad_norm: 4.9870 2020-09-12 19:40:10,698 - mmaction - INFO - Epoch [113][220/940] lr: 4.000e-03, eta: 18:05:17, time: 1.879, data_time: 0.006, memory: 6924, loss_aux: 1.0387, top1_acc: 0.6074, top5_acc: 0.8070, loss_cls: 1.6749, loss: 2.7136, grad_norm: 4.9662 2020-09-12 19:40:48,857 - mmaction - INFO - Epoch [113][240/940] lr: 4.000e-03, eta: 18:04:41, time: 1.910, data_time: 0.005, memory: 6924, loss_aux: 1.0674, top1_acc: 0.5955, top5_acc: 0.8043, loss_cls: 1.7375, loss: 2.8050, grad_norm: 5.1020 2020-09-12 19:41:25,797 - mmaction - INFO - Epoch [113][260/940] lr: 4.000e-03, eta: 18:04:04, time: 1.844, data_time: 0.006, memory: 6924, loss_aux: 1.0277, top1_acc: 0.6049, top5_acc: 0.8146, loss_cls: 1.6626, loss: 2.6903, grad_norm: 4.9286 2020-09-12 19:42:03,461 - mmaction - INFO - Epoch [113][280/940] lr: 4.000e-03, eta: 18:03:28, time: 1.883, data_time: 0.007, memory: 6924, loss_aux: 1.0626, top1_acc: 0.5979, top5_acc: 0.7988, loss_cls: 1.7268, loss: 2.7893, grad_norm: 5.0808 2020-09-12 19:42:40,662 - mmaction - INFO - Epoch [113][300/940] lr: 4.000e-03, eta: 18:02:51, time: 1.862, data_time: 0.007, memory: 6924, loss_aux: 1.0552, top1_acc: 0.6039, top5_acc: 0.8055, loss_cls: 1.7085, loss: 2.7637, grad_norm: 4.9615 2020-09-12 19:43:18,326 - mmaction - INFO - Epoch [113][320/940] lr: 4.000e-03, eta: 18:02:15, time: 1.885, data_time: 0.005, memory: 6924, loss_aux: 1.0125, top1_acc: 0.6209, top5_acc: 0.8178, loss_cls: 1.6219, loss: 2.6345, grad_norm: 4.9186 2020-09-12 19:43:55,670 - mmaction - INFO - Epoch [113][340/940] lr: 4.000e-03, eta: 18:01:38, time: 1.866, data_time: 0.006, memory: 6924, loss_aux: 1.0506, top1_acc: 0.6021, top5_acc: 0.8170, loss_cls: 1.6805, loss: 2.7310, grad_norm: 5.0465 2020-09-12 19:44:33,274 - mmaction - INFO - Epoch [113][360/940] lr: 4.000e-03, eta: 18:01:02, time: 1.882, data_time: 0.005, memory: 6924, loss_aux: 1.0183, top1_acc: 0.6119, top5_acc: 0.8162, loss_cls: 1.6322, loss: 2.6506, grad_norm: 4.9730 2020-09-12 19:45:10,433 - mmaction - INFO - Epoch [113][380/940] lr: 4.000e-03, eta: 18:00:25, time: 1.858, data_time: 0.005, memory: 6924, loss_aux: 1.0358, top1_acc: 0.6055, top5_acc: 0.8035, loss_cls: 1.6846, loss: 2.7204, grad_norm: 5.0625 2020-09-12 19:45:48,482 - mmaction - INFO - Epoch [113][400/940] lr: 4.000e-03, eta: 17:59:49, time: 1.901, data_time: 0.002, memory: 6924, loss_aux: 1.0539, top1_acc: 0.5941, top5_acc: 0.8078, loss_cls: 1.7111, loss: 2.7650, grad_norm: 5.0440 2020-09-12 19:46:25,382 - mmaction - INFO - Epoch [113][420/940] lr: 4.000e-03, eta: 17:59:12, time: 1.846, data_time: 0.006, memory: 6924, loss_aux: 1.0422, top1_acc: 0.5975, top5_acc: 0.8121, loss_cls: 1.6882, loss: 2.7303, grad_norm: 5.1507 2020-09-12 19:47:02,985 - mmaction - INFO - Epoch [113][440/940] lr: 4.000e-03, eta: 17:58:36, time: 1.878, data_time: 0.006, memory: 6924, loss_aux: 1.0408, top1_acc: 0.6061, top5_acc: 0.8043, loss_cls: 1.6757, loss: 2.7165, grad_norm: 4.9645 2020-09-12 19:47:40,269 - mmaction - INFO - Epoch [113][460/940] lr: 4.000e-03, eta: 17:58:00, time: 1.865, data_time: 0.006, memory: 6924, loss_aux: 1.0346, top1_acc: 0.6016, top5_acc: 0.8025, loss_cls: 1.6895, loss: 2.7241, grad_norm: 5.0274 2020-09-12 19:48:17,826 - mmaction - INFO - Epoch [113][480/940] lr: 4.000e-03, eta: 17:57:23, time: 1.876, data_time: 0.006, memory: 6924, loss_aux: 1.0549, top1_acc: 0.5965, top5_acc: 0.8035, loss_cls: 1.7121, loss: 2.7670, grad_norm: 5.0423 2020-09-12 19:48:54,881 - mmaction - INFO - Epoch [113][500/940] lr: 4.000e-03, eta: 17:56:47, time: 1.855, data_time: 0.006, memory: 6924, loss_aux: 1.0321, top1_acc: 0.6168, top5_acc: 0.8100, loss_cls: 1.6586, loss: 2.6907, grad_norm: 5.0086 2020-09-12 19:49:33,229 - mmaction - INFO - Epoch [113][520/940] lr: 4.000e-03, eta: 17:56:10, time: 1.916, data_time: 0.006, memory: 6924, loss_aux: 1.0635, top1_acc: 0.5957, top5_acc: 0.8029, loss_cls: 1.7185, loss: 2.7820, grad_norm: 5.0443 2020-09-12 19:50:10,473 - mmaction - INFO - Epoch [113][540/940] lr: 4.000e-03, eta: 17:55:34, time: 1.864, data_time: 0.006, memory: 6924, loss_aux: 1.0366, top1_acc: 0.6111, top5_acc: 0.8063, loss_cls: 1.6641, loss: 2.7007, grad_norm: 4.9985 2020-09-12 19:50:48,497 - mmaction - INFO - Epoch [113][560/940] lr: 4.000e-03, eta: 17:54:58, time: 1.901, data_time: 0.002, memory: 6924, loss_aux: 1.0364, top1_acc: 0.6070, top5_acc: 0.8070, loss_cls: 1.6759, loss: 2.7123, grad_norm: 5.0251 2020-09-12 19:51:26,172 - mmaction - INFO - Epoch [113][580/940] lr: 4.000e-03, eta: 17:54:21, time: 1.882, data_time: 0.006, memory: 6924, loss_aux: 1.0582, top1_acc: 0.5967, top5_acc: 0.8014, loss_cls: 1.7210, loss: 2.7792, grad_norm: 5.0267 2020-09-12 19:52:03,237 - mmaction - INFO - Epoch [113][600/940] lr: 4.000e-03, eta: 17:53:45, time: 1.855, data_time: 0.006, memory: 6924, loss_aux: 1.0267, top1_acc: 0.6094, top5_acc: 0.8197, loss_cls: 1.6441, loss: 2.6708, grad_norm: 5.0524 2020-09-12 19:52:41,110 - mmaction - INFO - Epoch [113][620/940] lr: 4.000e-03, eta: 17:53:09, time: 1.892, data_time: 0.006, memory: 6924, loss_aux: 1.0587, top1_acc: 0.5885, top5_acc: 0.7963, loss_cls: 1.7368, loss: 2.7955, grad_norm: 5.0792 2020-09-12 19:53:19,226 - mmaction - INFO - Epoch [113][640/940] lr: 4.000e-03, eta: 17:52:32, time: 1.908, data_time: 0.006, memory: 6924, loss_aux: 1.0360, top1_acc: 0.6104, top5_acc: 0.8129, loss_cls: 1.6741, loss: 2.7101, grad_norm: 5.0424 2020-09-12 19:53:56,368 - mmaction - INFO - Epoch [113][660/940] lr: 4.000e-03, eta: 17:51:56, time: 1.855, data_time: 0.006, memory: 6924, loss_aux: 1.0541, top1_acc: 0.5953, top5_acc: 0.8004, loss_cls: 1.7198, loss: 2.7739, grad_norm: 5.0871 2020-09-12 19:54:34,066 - mmaction - INFO - Epoch [113][680/940] lr: 4.000e-03, eta: 17:51:19, time: 1.885, data_time: 0.006, memory: 6924, loss_aux: 1.0484, top1_acc: 0.5979, top5_acc: 0.8078, loss_cls: 1.6948, loss: 2.7431, grad_norm: 5.0526 2020-09-12 19:55:11,157 - mmaction - INFO - Epoch [113][700/940] lr: 4.000e-03, eta: 17:50:43, time: 1.856, data_time: 0.005, memory: 6924, loss_aux: 1.0403, top1_acc: 0.5967, top5_acc: 0.8133, loss_cls: 1.6835, loss: 2.7238, grad_norm: 4.9886 2020-09-12 19:55:49,027 - mmaction - INFO - Epoch [113][720/940] lr: 4.000e-03, eta: 17:50:07, time: 1.891, data_time: 0.003, memory: 6924, loss_aux: 1.0527, top1_acc: 0.5959, top5_acc: 0.8051, loss_cls: 1.6924, loss: 2.7450, grad_norm: 5.0724 2020-09-12 19:56:26,679 - mmaction - INFO - Epoch [113][740/940] lr: 4.000e-03, eta: 17:49:30, time: 1.883, data_time: 0.008, memory: 6924, loss_aux: 1.0346, top1_acc: 0.6062, top5_acc: 0.8086, loss_cls: 1.6706, loss: 2.7052, grad_norm: 4.9741 2020-09-12 19:57:04,536 - mmaction - INFO - Epoch [113][760/940] lr: 4.000e-03, eta: 17:48:54, time: 1.895, data_time: 0.006, memory: 6924, loss_aux: 1.0416, top1_acc: 0.6021, top5_acc: 0.8094, loss_cls: 1.6941, loss: 2.7356, grad_norm: 5.0607 2020-09-12 19:57:42,311 - mmaction - INFO - Epoch [113][780/940] lr: 4.000e-03, eta: 17:48:18, time: 1.887, data_time: 0.005, memory: 6924, loss_aux: 1.0407, top1_acc: 0.6016, top5_acc: 0.8049, loss_cls: 1.6923, loss: 2.7329, grad_norm: 4.9929 2020-09-12 19:58:19,675 - mmaction - INFO - Epoch [113][800/940] lr: 4.000e-03, eta: 17:47:41, time: 1.870, data_time: 0.006, memory: 6924, loss_aux: 1.0563, top1_acc: 0.6043, top5_acc: 0.8064, loss_cls: 1.7170, loss: 2.7733, grad_norm: 4.9588 2020-09-12 19:58:56,906 - mmaction - INFO - Epoch [113][820/940] lr: 4.000e-03, eta: 17:47:05, time: 1.862, data_time: 0.003, memory: 6924, loss_aux: 1.0447, top1_acc: 0.6018, top5_acc: 0.8006, loss_cls: 1.6916, loss: 2.7363, grad_norm: 5.1619 2020-09-12 19:59:34,551 - mmaction - INFO - Epoch [113][840/940] lr: 4.000e-03, eta: 17:46:28, time: 1.881, data_time: 0.007, memory: 6924, loss_aux: 1.0490, top1_acc: 0.6004, top5_acc: 0.8055, loss_cls: 1.6774, loss: 2.7264, grad_norm: 5.0885 2020-09-12 20:00:13,583 - mmaction - INFO - Epoch [113][860/940] lr: 4.000e-03, eta: 17:45:52, time: 1.948, data_time: 0.005, memory: 6924, loss_aux: 1.0361, top1_acc: 0.6045, top5_acc: 0.8115, loss_cls: 1.6658, loss: 2.7018, grad_norm: 5.0473 2020-09-12 20:00:51,146 - mmaction - INFO - Epoch [113][880/940] lr: 4.000e-03, eta: 17:45:16, time: 1.883, data_time: 0.015, memory: 6924, loss_aux: 1.0219, top1_acc: 0.6121, top5_acc: 0.8150, loss_cls: 1.6278, loss: 2.6497, grad_norm: 5.0604 2020-09-12 20:01:28,619 - mmaction - INFO - Epoch [113][900/940] lr: 4.000e-03, eta: 17:44:39, time: 1.872, data_time: 0.006, memory: 6924, loss_aux: 1.0599, top1_acc: 0.5949, top5_acc: 0.8035, loss_cls: 1.7218, loss: 2.7817, grad_norm: 5.0523 2020-09-12 20:02:06,477 - mmaction - INFO - Epoch [113][920/940] lr: 4.000e-03, eta: 17:44:03, time: 1.893, data_time: 0.005, memory: 6924, loss_aux: 1.0449, top1_acc: 0.6039, top5_acc: 0.8115, loss_cls: 1.6887, loss: 2.7336, grad_norm: 5.0462 2020-09-12 20:02:42,931 - mmaction - INFO - Epoch [113][940/940] lr: 4.000e-03, eta: 17:43:26, time: 1.822, data_time: 0.008, memory: 6924, loss_aux: 1.0472, top1_acc: 0.6035, top5_acc: 0.8093, loss_cls: 1.6855, loss: 2.7327, grad_norm: 5.2538 2020-09-12 20:02:43,461 - mmaction - INFO - Saving checkpoint at 113 epochs 2020-09-12 20:03:30,687 - mmaction - INFO - Epoch [114][20/940] lr: 4.000e-03, eta: 17:42:51, time: 2.086, data_time: 0.627, memory: 6924, loss_aux: 1.0730, top1_acc: 0.6012, top5_acc: 0.8078, loss_cls: 1.7127, loss: 2.7857, grad_norm: 5.1494 2020-09-12 20:04:06,727 - mmaction - INFO - Epoch [114][40/940] lr: 4.000e-03, eta: 17:42:14, time: 1.804, data_time: 0.006, memory: 6924, loss_aux: 1.0253, top1_acc: 0.6156, top5_acc: 0.8184, loss_cls: 1.6289, loss: 2.6542, grad_norm: 4.9285 2020-09-12 20:04:43,722 - mmaction - INFO - Epoch [114][60/940] lr: 4.000e-03, eta: 17:41:38, time: 1.848, data_time: 0.006, memory: 6924, loss_aux: 1.0406, top1_acc: 0.6051, top5_acc: 0.8080, loss_cls: 1.6576, loss: 2.6982, grad_norm: 5.0427 2020-09-12 20:05:21,602 - mmaction - INFO - Epoch [114][80/940] lr: 4.000e-03, eta: 17:41:01, time: 1.894, data_time: 0.006, memory: 6924, loss_aux: 1.0310, top1_acc: 0.6115, top5_acc: 0.8115, loss_cls: 1.6672, loss: 2.6982, grad_norm: 4.9709 2020-09-12 20:05:59,285 - mmaction - INFO - Epoch [114][100/940] lr: 4.000e-03, eta: 17:40:25, time: 1.884, data_time: 0.006, memory: 6924, loss_aux: 1.0661, top1_acc: 0.6016, top5_acc: 0.8035, loss_cls: 1.7065, loss: 2.7726, grad_norm: 5.0076 2020-09-12 20:06:37,503 - mmaction - INFO - Epoch [114][120/940] lr: 4.000e-03, eta: 17:39:49, time: 1.913, data_time: 0.007, memory: 6924, loss_aux: 1.0117, top1_acc: 0.6062, top5_acc: 0.8150, loss_cls: 1.6442, loss: 2.6560, grad_norm: 5.0573 2020-09-12 20:07:15,425 - mmaction - INFO - Epoch [114][140/940] lr: 4.000e-03, eta: 17:39:13, time: 1.894, data_time: 0.005, memory: 6924, loss_aux: 1.0451, top1_acc: 0.6055, top5_acc: 0.8078, loss_cls: 1.6746, loss: 2.7197, grad_norm: 5.0596 2020-09-12 20:07:53,386 - mmaction - INFO - Epoch [114][160/940] lr: 4.000e-03, eta: 17:38:36, time: 1.900, data_time: 0.006, memory: 6924, loss_aux: 1.0438, top1_acc: 0.5992, top5_acc: 0.8059, loss_cls: 1.6869, loss: 2.7307, grad_norm: 5.1051 2020-09-12 20:08:31,821 - mmaction - INFO - Epoch [114][180/940] lr: 4.000e-03, eta: 17:38:00, time: 1.920, data_time: 0.005, memory: 6924, loss_aux: 1.0315, top1_acc: 0.6166, top5_acc: 0.8098, loss_cls: 1.6518, loss: 2.6833, grad_norm: 5.0058 2020-09-12 20:09:09,041 - mmaction - INFO - Epoch [114][200/940] lr: 4.000e-03, eta: 17:37:24, time: 1.863, data_time: 0.006, memory: 6924, loss_aux: 1.0154, top1_acc: 0.6111, top5_acc: 0.8146, loss_cls: 1.6418, loss: 2.6571, grad_norm: 4.9974 2020-09-12 20:09:46,828 - mmaction - INFO - Epoch [114][220/940] lr: 4.000e-03, eta: 17:36:47, time: 1.888, data_time: 0.006, memory: 6924, loss_aux: 1.0470, top1_acc: 0.5982, top5_acc: 0.8066, loss_cls: 1.6956, loss: 2.7426, grad_norm: 5.0360 2020-09-12 20:10:25,418 - mmaction - INFO - Epoch [114][240/940] lr: 4.000e-03, eta: 17:36:11, time: 1.929, data_time: 0.006, memory: 6924, loss_aux: 1.0544, top1_acc: 0.5965, top5_acc: 0.8031, loss_cls: 1.7168, loss: 2.7712, grad_norm: 5.1772 2020-09-12 20:11:02,810 - mmaction - INFO - Epoch [114][260/940] lr: 4.000e-03, eta: 17:35:35, time: 1.871, data_time: 0.006, memory: 6924, loss_aux: 1.0289, top1_acc: 0.6107, top5_acc: 0.8092, loss_cls: 1.6709, loss: 2.6998, grad_norm: 5.0355 2020-09-12 20:11:40,561 - mmaction - INFO - Epoch [114][280/940] lr: 4.000e-03, eta: 17:34:58, time: 1.886, data_time: 0.006, memory: 6924, loss_aux: 1.0454, top1_acc: 0.6080, top5_acc: 0.8113, loss_cls: 1.6680, loss: 2.7133, grad_norm: 4.9925 2020-09-12 20:12:18,100 - mmaction - INFO - Epoch [114][300/940] lr: 4.000e-03, eta: 17:34:22, time: 1.879, data_time: 0.006, memory: 6924, loss_aux: 1.0189, top1_acc: 0.6109, top5_acc: 0.8146, loss_cls: 1.6438, loss: 2.6627, grad_norm: 5.0468 2020-09-12 20:12:55,827 - mmaction - INFO - Epoch [114][320/940] lr: 4.000e-03, eta: 17:33:46, time: 1.884, data_time: 0.002, memory: 6924, loss_aux: 1.0507, top1_acc: 0.6014, top5_acc: 0.8041, loss_cls: 1.6978, loss: 2.7486, grad_norm: 5.0689 2020-09-12 20:13:34,163 - mmaction - INFO - Epoch [114][340/940] lr: 4.000e-03, eta: 17:33:10, time: 1.919, data_time: 0.006, memory: 6924, loss_aux: 1.0320, top1_acc: 0.6049, top5_acc: 0.8119, loss_cls: 1.6747, loss: 2.7067, grad_norm: 4.9989 2020-09-12 20:14:11,964 - mmaction - INFO - Epoch [114][360/940] lr: 4.000e-03, eta: 17:32:33, time: 1.889, data_time: 0.006, memory: 6924, loss_aux: 1.0407, top1_acc: 0.5967, top5_acc: 0.8102, loss_cls: 1.6940, loss: 2.7347, grad_norm: 5.0910 2020-09-12 20:14:50,319 - mmaction - INFO - Epoch [114][380/940] lr: 4.000e-03, eta: 17:31:57, time: 1.919, data_time: 0.006, memory: 6924, loss_aux: 1.0398, top1_acc: 0.5988, top5_acc: 0.8047, loss_cls: 1.6960, loss: 2.7358, grad_norm: 4.9893 2020-09-12 20:15:27,750 - mmaction - INFO - Epoch [114][400/940] lr: 4.000e-03, eta: 17:31:21, time: 1.870, data_time: 0.002, memory: 6924, loss_aux: 1.0535, top1_acc: 0.5971, top5_acc: 0.8094, loss_cls: 1.7046, loss: 2.7580, grad_norm: 5.0868 2020-09-12 20:16:05,405 - mmaction - INFO - Epoch [114][420/940] lr: 4.000e-03, eta: 17:30:44, time: 1.884, data_time: 0.005, memory: 6924, loss_aux: 1.0526, top1_acc: 0.5996, top5_acc: 0.8043, loss_cls: 1.7020, loss: 2.7547, grad_norm: 5.0511 2020-09-12 20:16:43,667 - mmaction - INFO - Epoch [114][440/940] lr: 4.000e-03, eta: 17:30:08, time: 1.911, data_time: 0.007, memory: 6924, loss_aux: 1.0460, top1_acc: 0.6008, top5_acc: 0.8021, loss_cls: 1.6825, loss: 2.7286, grad_norm: 5.0665 2020-09-12 20:17:21,064 - mmaction - INFO - Epoch [114][460/940] lr: 4.000e-03, eta: 17:29:31, time: 1.872, data_time: 0.006, memory: 6924, loss_aux: 1.0477, top1_acc: 0.5996, top5_acc: 0.8059, loss_cls: 1.6973, loss: 2.7450, grad_norm: 5.1229 2020-09-12 20:17:58,694 - mmaction - INFO - Epoch [114][480/940] lr: 4.000e-03, eta: 17:28:55, time: 1.880, data_time: 0.005, memory: 6924, loss_aux: 1.0585, top1_acc: 0.5869, top5_acc: 0.7984, loss_cls: 1.7265, loss: 2.7849, grad_norm: 5.0966 2020-09-12 20:18:35,876 - mmaction - INFO - Epoch [114][500/940] lr: 4.000e-03, eta: 17:28:19, time: 1.861, data_time: 0.005, memory: 6924, loss_aux: 1.0634, top1_acc: 0.5982, top5_acc: 0.7986, loss_cls: 1.7364, loss: 2.7998, grad_norm: 5.1507 2020-09-12 20:19:13,603 - mmaction - INFO - Epoch [114][520/940] lr: 4.000e-03, eta: 17:27:42, time: 1.884, data_time: 0.005, memory: 6924, loss_aux: 1.0591, top1_acc: 0.5873, top5_acc: 0.8027, loss_cls: 1.7440, loss: 2.8031, grad_norm: 5.1567 2020-09-12 20:19:51,424 - mmaction - INFO - Epoch [114][540/940] lr: 4.000e-03, eta: 17:27:06, time: 1.893, data_time: 0.006, memory: 6924, loss_aux: 1.0469, top1_acc: 0.6057, top5_acc: 0.8051, loss_cls: 1.6918, loss: 2.7387, grad_norm: 4.9869 2020-09-12 20:20:29,123 - mmaction - INFO - Epoch [114][560/940] lr: 4.000e-03, eta: 17:26:29, time: 1.883, data_time: 0.006, memory: 6924, loss_aux: 1.0620, top1_acc: 0.6020, top5_acc: 0.8000, loss_cls: 1.7036, loss: 2.7656, grad_norm: 5.0341 2020-09-12 20:21:06,812 - mmaction - INFO - Epoch [114][580/940] lr: 4.000e-03, eta: 17:25:53, time: 1.886, data_time: 0.006, memory: 6924, loss_aux: 1.0559, top1_acc: 0.6037, top5_acc: 0.8021, loss_cls: 1.6974, loss: 2.7532, grad_norm: 5.0983 2020-09-12 20:21:45,007 - mmaction - INFO - Epoch [114][600/940] lr: 4.000e-03, eta: 17:25:17, time: 1.908, data_time: 0.005, memory: 6924, loss_aux: 1.0510, top1_acc: 0.5982, top5_acc: 0.8076, loss_cls: 1.6997, loss: 2.7507, grad_norm: 5.0419 2020-09-12 20:22:22,337 - mmaction - INFO - Epoch [114][620/940] lr: 4.000e-03, eta: 17:24:40, time: 1.867, data_time: 0.006, memory: 6924, loss_aux: 1.0486, top1_acc: 0.5984, top5_acc: 0.8113, loss_cls: 1.7032, loss: 2.7519, grad_norm: 5.0471 2020-09-12 20:23:00,037 - mmaction - INFO - Epoch [114][640/940] lr: 4.000e-03, eta: 17:24:04, time: 1.885, data_time: 0.005, memory: 6924, loss_aux: 1.0463, top1_acc: 0.6008, top5_acc: 0.8186, loss_cls: 1.6717, loss: 2.7180, grad_norm: 5.0197 2020-09-12 20:23:37,822 - mmaction - INFO - Epoch [114][660/940] lr: 4.000e-03, eta: 17:23:28, time: 1.889, data_time: 0.006, memory: 6924, loss_aux: 1.0577, top1_acc: 0.5984, top5_acc: 0.8037, loss_cls: 1.7224, loss: 2.7801, grad_norm: 5.0636 2020-09-12 20:24:15,187 - mmaction - INFO - Epoch [114][680/940] lr: 4.000e-03, eta: 17:22:51, time: 1.870, data_time: 0.006, memory: 6924, loss_aux: 1.0676, top1_acc: 0.5887, top5_acc: 0.8025, loss_cls: 1.7284, loss: 2.7959, grad_norm: 5.0492 2020-09-12 20:24:53,217 - mmaction - INFO - Epoch [114][700/940] lr: 4.000e-03, eta: 17:22:15, time: 1.899, data_time: 0.005, memory: 6924, loss_aux: 1.0498, top1_acc: 0.5990, top5_acc: 0.8033, loss_cls: 1.6915, loss: 2.7413, grad_norm: 5.1064 2020-09-12 20:25:31,074 - mmaction - INFO - Epoch [114][720/940] lr: 4.000e-03, eta: 17:21:39, time: 1.894, data_time: 0.007, memory: 6924, loss_aux: 1.0488, top1_acc: 0.6021, top5_acc: 0.8078, loss_cls: 1.6915, loss: 2.7403, grad_norm: 5.1050 2020-09-12 20:26:08,653 - mmaction - INFO - Epoch [114][740/940] lr: 4.000e-03, eta: 17:21:02, time: 1.880, data_time: 0.006, memory: 6924, loss_aux: 1.0534, top1_acc: 0.5951, top5_acc: 0.8066, loss_cls: 1.7116, loss: 2.7650, grad_norm: 5.0861 2020-09-12 20:26:46,113 - mmaction - INFO - Epoch [114][760/940] lr: 4.000e-03, eta: 17:20:26, time: 1.871, data_time: 0.006, memory: 6924, loss_aux: 1.0448, top1_acc: 0.6092, top5_acc: 0.8148, loss_cls: 1.6710, loss: 2.7157, grad_norm: 5.0753 2020-09-12 20:27:23,835 - mmaction - INFO - Epoch [114][780/940] lr: 4.000e-03, eta: 17:19:49, time: 1.888, data_time: 0.006, memory: 6924, loss_aux: 1.0560, top1_acc: 0.5982, top5_acc: 0.8010, loss_cls: 1.7084, loss: 2.7644, grad_norm: 5.0465 2020-09-12 20:28:01,545 - mmaction - INFO - Epoch [114][800/940] lr: 4.000e-03, eta: 17:19:13, time: 1.883, data_time: 0.005, memory: 6924, loss_aux: 1.0515, top1_acc: 0.5988, top5_acc: 0.8031, loss_cls: 1.7133, loss: 2.7648, grad_norm: 5.1661 2020-09-12 20:28:39,137 - mmaction - INFO - Epoch [114][820/940] lr: 4.000e-03, eta: 17:18:37, time: 1.881, data_time: 0.006, memory: 6924, loss_aux: 1.0547, top1_acc: 0.6008, top5_acc: 0.8102, loss_cls: 1.7013, loss: 2.7561, grad_norm: 5.0549 2020-09-12 20:29:17,308 - mmaction - INFO - Epoch [114][840/940] lr: 4.000e-03, eta: 17:18:00, time: 1.907, data_time: 0.006, memory: 6924, loss_aux: 1.0436, top1_acc: 0.6090, top5_acc: 0.8104, loss_cls: 1.6857, loss: 2.7293, grad_norm: 4.9507 2020-09-12 20:29:54,803 - mmaction - INFO - Epoch [114][860/940] lr: 4.000e-03, eta: 17:17:24, time: 1.876, data_time: 0.005, memory: 6924, loss_aux: 1.0416, top1_acc: 0.6047, top5_acc: 0.8084, loss_cls: 1.6833, loss: 2.7249, grad_norm: 5.0539 2020-09-12 20:30:32,735 - mmaction - INFO - Epoch [114][880/940] lr: 4.000e-03, eta: 17:16:48, time: 1.894, data_time: 0.006, memory: 6924, loss_aux: 1.0422, top1_acc: 0.6018, top5_acc: 0.8049, loss_cls: 1.6849, loss: 2.7271, grad_norm: 5.0804 2020-09-12 20:31:10,541 - mmaction - INFO - Epoch [114][900/940] lr: 4.000e-03, eta: 17:16:11, time: 1.893, data_time: 0.006, memory: 6924, loss_aux: 1.0389, top1_acc: 0.5951, top5_acc: 0.8029, loss_cls: 1.7103, loss: 2.7493, grad_norm: 5.0950 2020-09-12 20:31:48,171 - mmaction - INFO - Epoch [114][920/940] lr: 4.000e-03, eta: 17:15:35, time: 1.879, data_time: 0.006, memory: 6924, loss_aux: 1.0325, top1_acc: 0.6049, top5_acc: 0.8092, loss_cls: 1.6757, loss: 2.7082, grad_norm: 5.0864 2020-09-12 20:32:24,197 - mmaction - INFO - Epoch [114][940/940] lr: 4.000e-03, eta: 17:14:58, time: 1.801, data_time: 0.006, memory: 6924, loss_aux: 1.0539, top1_acc: 0.5923, top5_acc: 0.8007, loss_cls: 1.7224, loss: 2.7763, grad_norm: 5.1603 2020-09-12 20:32:24,572 - mmaction - INFO - Saving checkpoint at 114 epochs 2020-09-12 20:33:06,927 - mmaction - INFO - Epoch [115][20/940] lr: 4.000e-03, eta: 17:14:21, time: 1.809, data_time: 0.392, memory: 6924, loss_aux: 1.0484, top1_acc: 0.6023, top5_acc: 0.8080, loss_cls: 1.6934, loss: 2.7418, grad_norm: 5.0130 2020-09-12 20:33:42,135 - mmaction - INFO - Epoch [115][40/940] lr: 4.000e-03, eta: 17:13:44, time: 1.762, data_time: 0.005, memory: 6924, loss_aux: 1.0518, top1_acc: 0.6045, top5_acc: 0.8029, loss_cls: 1.7004, loss: 2.7522, grad_norm: 4.9690 2020-09-12 20:34:19,670 - mmaction - INFO - Epoch [115][60/940] lr: 4.000e-03, eta: 17:13:07, time: 1.874, data_time: 0.006, memory: 6924, loss_aux: 1.0614, top1_acc: 0.6025, top5_acc: 0.8100, loss_cls: 1.7078, loss: 2.7692, grad_norm: 5.1429 2020-09-12 20:34:57,325 - mmaction - INFO - Epoch [115][80/940] lr: 4.000e-03, eta: 17:12:31, time: 1.885, data_time: 0.007, memory: 6924, loss_aux: 1.0467, top1_acc: 0.6049, top5_acc: 0.8145, loss_cls: 1.6648, loss: 2.7114, grad_norm: 5.0971 2020-09-12 20:35:34,399 - mmaction - INFO - Epoch [115][100/940] lr: 4.000e-03, eta: 17:11:54, time: 1.854, data_time: 0.003, memory: 6924, loss_aux: 1.0087, top1_acc: 0.6152, top5_acc: 0.8201, loss_cls: 1.6084, loss: 2.6171, grad_norm: 5.0334 2020-09-12 20:36:11,821 - mmaction - INFO - Epoch [115][120/940] lr: 4.000e-03, eta: 17:11:18, time: 1.870, data_time: 0.006, memory: 6924, loss_aux: 1.0187, top1_acc: 0.6184, top5_acc: 0.8168, loss_cls: 1.6268, loss: 2.6455, grad_norm: 4.9527 2020-09-12 20:36:49,155 - mmaction - INFO - Epoch [115][140/940] lr: 4.000e-03, eta: 17:10:41, time: 1.868, data_time: 0.006, memory: 6924, loss_aux: 1.0481, top1_acc: 0.6078, top5_acc: 0.8096, loss_cls: 1.6844, loss: 2.7325, grad_norm: 5.0722 2020-09-12 20:37:27,026 - mmaction - INFO - Epoch [115][160/940] lr: 4.000e-03, eta: 17:10:05, time: 1.892, data_time: 0.005, memory: 6924, loss_aux: 1.0326, top1_acc: 0.6117, top5_acc: 0.8150, loss_cls: 1.6546, loss: 2.6873, grad_norm: 5.0949 2020-09-12 20:38:05,041 - mmaction - INFO - Epoch [115][180/940] lr: 4.000e-03, eta: 17:09:29, time: 1.901, data_time: 0.006, memory: 6924, loss_aux: 1.0283, top1_acc: 0.6123, top5_acc: 0.8090, loss_cls: 1.6510, loss: 2.6793, grad_norm: 5.0554 2020-09-12 20:38:41,766 - mmaction - INFO - Epoch [115][200/940] lr: 4.000e-03, eta: 17:08:52, time: 1.838, data_time: 0.006, memory: 6924, loss_aux: 1.0431, top1_acc: 0.6053, top5_acc: 0.8139, loss_cls: 1.6790, loss: 2.7220, grad_norm: 5.0589 2020-09-12 20:39:19,331 - mmaction - INFO - Epoch [115][220/940] lr: 4.000e-03, eta: 17:08:16, time: 1.877, data_time: 0.007, memory: 6924, loss_aux: 1.0528, top1_acc: 0.6125, top5_acc: 0.8092, loss_cls: 1.6866, loss: 2.7394, grad_norm: 5.1172 2020-09-12 20:39:57,038 - mmaction - INFO - Epoch [115][240/940] lr: 4.000e-03, eta: 17:07:39, time: 1.887, data_time: 0.006, memory: 6924, loss_aux: 1.0431, top1_acc: 0.6080, top5_acc: 0.8053, loss_cls: 1.6748, loss: 2.7179, grad_norm: 5.0776 2020-09-12 20:40:34,051 - mmaction - INFO - Epoch [115][260/940] lr: 4.000e-03, eta: 17:07:03, time: 1.849, data_time: 0.006, memory: 6924, loss_aux: 1.0149, top1_acc: 0.6162, top5_acc: 0.8094, loss_cls: 1.6368, loss: 2.6517, grad_norm: 4.9718 2020-09-12 20:41:11,629 - mmaction - INFO - Epoch [115][280/940] lr: 4.000e-03, eta: 17:06:26, time: 1.881, data_time: 0.006, memory: 6924, loss_aux: 1.0304, top1_acc: 0.6113, top5_acc: 0.8086, loss_cls: 1.6630, loss: 2.6934, grad_norm: 5.0526 2020-09-12 20:41:49,097 - mmaction - INFO - Epoch [115][300/940] lr: 4.000e-03, eta: 17:05:50, time: 1.871, data_time: 0.006, memory: 6924, loss_aux: 1.0171, top1_acc: 0.6117, top5_acc: 0.8104, loss_cls: 1.6421, loss: 2.6592, grad_norm: 5.0157 2020-09-12 20:42:26,980 - mmaction - INFO - Epoch [115][320/940] lr: 4.000e-03, eta: 17:05:13, time: 1.894, data_time: 0.006, memory: 6924, loss_aux: 1.0342, top1_acc: 0.6125, top5_acc: 0.8125, loss_cls: 1.6748, loss: 2.7090, grad_norm: 5.0737 2020-09-12 20:43:04,255 - mmaction - INFO - Epoch [115][340/940] lr: 4.000e-03, eta: 17:04:37, time: 1.866, data_time: 0.006, memory: 6924, loss_aux: 1.0488, top1_acc: 0.6051, top5_acc: 0.8045, loss_cls: 1.6867, loss: 2.7355, grad_norm: 5.0605 2020-09-12 20:43:41,765 - mmaction - INFO - Epoch [115][360/940] lr: 4.000e-03, eta: 17:04:00, time: 1.875, data_time: 0.007, memory: 6924, loss_aux: 1.0430, top1_acc: 0.6066, top5_acc: 0.8020, loss_cls: 1.6969, loss: 2.7399, grad_norm: 5.0734 2020-09-12 20:44:19,065 - mmaction - INFO - Epoch [115][380/940] lr: 4.000e-03, eta: 17:03:24, time: 1.865, data_time: 0.003, memory: 6924, loss_aux: 1.0645, top1_acc: 0.5951, top5_acc: 0.8031, loss_cls: 1.7305, loss: 2.7950, grad_norm: 5.1205 2020-09-12 20:44:56,970 - mmaction - INFO - Epoch [115][400/940] lr: 4.000e-03, eta: 17:02:48, time: 1.894, data_time: 0.005, memory: 6924, loss_aux: 1.0428, top1_acc: 0.6045, top5_acc: 0.8078, loss_cls: 1.6769, loss: 2.7197, grad_norm: 5.0482 2020-09-12 20:45:34,045 - mmaction - INFO - Epoch [115][420/940] lr: 4.000e-03, eta: 17:02:11, time: 1.855, data_time: 0.006, memory: 6924, loss_aux: 1.0523, top1_acc: 0.5975, top5_acc: 0.8049, loss_cls: 1.6952, loss: 2.7475, grad_norm: 5.1479 2020-09-12 20:46:11,715 - mmaction - INFO - Epoch [115][440/940] lr: 4.000e-03, eta: 17:01:35, time: 1.883, data_time: 0.005, memory: 6924, loss_aux: 1.0467, top1_acc: 0.6072, top5_acc: 0.8047, loss_cls: 1.6930, loss: 2.7397, grad_norm: 5.1009 2020-09-12 20:46:49,462 - mmaction - INFO - Epoch [115][460/940] lr: 4.000e-03, eta: 17:00:58, time: 1.886, data_time: 0.006, memory: 6924, loss_aux: 1.0307, top1_acc: 0.6127, top5_acc: 0.8047, loss_cls: 1.6744, loss: 2.7052, grad_norm: 5.0426 2020-09-12 20:47:26,928 - mmaction - INFO - Epoch [115][480/940] lr: 4.000e-03, eta: 17:00:22, time: 1.875, data_time: 0.006, memory: 6924, loss_aux: 1.0507, top1_acc: 0.5934, top5_acc: 0.8031, loss_cls: 1.7071, loss: 2.7579, grad_norm: 5.1410 2020-09-12 20:48:04,519 - mmaction - INFO - Epoch [115][500/940] lr: 4.000e-03, eta: 16:59:45, time: 1.877, data_time: 0.006, memory: 6924, loss_aux: 1.0320, top1_acc: 0.6010, top5_acc: 0.8082, loss_cls: 1.6717, loss: 2.7037, grad_norm: 5.0960 2020-09-12 20:48:42,015 - mmaction - INFO - Epoch [115][520/940] lr: 4.000e-03, eta: 16:59:09, time: 1.877, data_time: 0.006, memory: 6924, loss_aux: 1.0508, top1_acc: 0.6021, top5_acc: 0.8088, loss_cls: 1.6929, loss: 2.7437, grad_norm: 5.1499 2020-09-12 20:49:19,710 - mmaction - INFO - Epoch [115][540/940] lr: 4.000e-03, eta: 16:58:32, time: 1.883, data_time: 0.006, memory: 6924, loss_aux: 1.0532, top1_acc: 0.6000, top5_acc: 0.8082, loss_cls: 1.6876, loss: 2.7408, grad_norm: 5.1343 2020-09-12 20:49:56,650 - mmaction - INFO - Epoch [115][560/940] lr: 4.000e-03, eta: 16:57:56, time: 1.848, data_time: 0.006, memory: 6924, loss_aux: 1.0491, top1_acc: 0.5953, top5_acc: 0.8025, loss_cls: 1.7102, loss: 2.7593, grad_norm: 5.1217 2020-09-12 20:50:34,819 - mmaction - INFO - Epoch [115][580/940] lr: 4.000e-03, eta: 16:57:20, time: 1.906, data_time: 0.006, memory: 6924, loss_aux: 1.0609, top1_acc: 0.5994, top5_acc: 0.8092, loss_cls: 1.6955, loss: 2.7563, grad_norm: 5.1409 2020-09-12 20:51:11,296 - mmaction - INFO - Epoch [115][600/940] lr: 4.000e-03, eta: 16:56:43, time: 1.826, data_time: 0.006, memory: 6924, loss_aux: 1.0300, top1_acc: 0.6070, top5_acc: 0.8072, loss_cls: 1.6571, loss: 2.6872, grad_norm: 5.0239 2020-09-12 20:51:48,546 - mmaction - INFO - Epoch [115][620/940] lr: 4.000e-03, eta: 16:56:06, time: 1.860, data_time: 0.006, memory: 6924, loss_aux: 1.0541, top1_acc: 0.6010, top5_acc: 0.8080, loss_cls: 1.6958, loss: 2.7499, grad_norm: 5.1997 2020-09-12 20:52:26,233 - mmaction - INFO - Epoch [115][640/940] lr: 4.000e-03, eta: 16:55:30, time: 1.886, data_time: 0.007, memory: 6924, loss_aux: 1.0244, top1_acc: 0.6141, top5_acc: 0.8127, loss_cls: 1.6365, loss: 2.6608, grad_norm: 5.0159 2020-09-12 20:53:03,235 - mmaction - INFO - Epoch [115][660/940] lr: 4.000e-03, eta: 16:54:53, time: 1.848, data_time: 0.005, memory: 6924, loss_aux: 1.0235, top1_acc: 0.6049, top5_acc: 0.8107, loss_cls: 1.6634, loss: 2.6869, grad_norm: 5.1047 2020-09-12 20:53:40,303 - mmaction - INFO - Epoch [115][680/940] lr: 4.000e-03, eta: 16:54:17, time: 1.856, data_time: 0.006, memory: 6924, loss_aux: 1.0472, top1_acc: 0.5965, top5_acc: 0.8107, loss_cls: 1.6836, loss: 2.7308, grad_norm: 5.0516 2020-09-12 20:54:17,519 - mmaction - INFO - Epoch [115][700/940] lr: 4.000e-03, eta: 16:53:40, time: 1.861, data_time: 0.003, memory: 6924, loss_aux: 1.0219, top1_acc: 0.6162, top5_acc: 0.8119, loss_cls: 1.6349, loss: 2.6568, grad_norm: 4.9499 2020-09-12 20:54:55,236 - mmaction - INFO - Epoch [115][720/940] lr: 4.000e-03, eta: 16:53:04, time: 1.884, data_time: 0.005, memory: 6924, loss_aux: 1.0219, top1_acc: 0.6092, top5_acc: 0.8125, loss_cls: 1.6581, loss: 2.6800, grad_norm: 5.0419 2020-09-12 20:55:31,817 - mmaction - INFO - Epoch [115][740/940] lr: 4.000e-03, eta: 16:52:27, time: 1.831, data_time: 0.006, memory: 6924, loss_aux: 1.0641, top1_acc: 0.6014, top5_acc: 0.8049, loss_cls: 1.7146, loss: 2.7787, grad_norm: 5.1259 2020-09-12 20:56:09,329 - mmaction - INFO - Epoch [115][760/940] lr: 4.000e-03, eta: 16:51:51, time: 1.874, data_time: 0.006, memory: 6924, loss_aux: 1.0486, top1_acc: 0.6012, top5_acc: 0.8010, loss_cls: 1.6899, loss: 2.7384, grad_norm: 5.0606 2020-09-12 20:56:46,472 - mmaction - INFO - Epoch [115][780/940] lr: 4.000e-03, eta: 16:51:14, time: 1.858, data_time: 0.006, memory: 6924, loss_aux: 1.0457, top1_acc: 0.6031, top5_acc: 0.8029, loss_cls: 1.6979, loss: 2.7437, grad_norm: 5.1341 2020-09-12 20:57:23,966 - mmaction - INFO - Epoch [115][800/940] lr: 4.000e-03, eta: 16:50:37, time: 1.876, data_time: 0.005, memory: 6924, loss_aux: 1.0255, top1_acc: 0.6039, top5_acc: 0.8148, loss_cls: 1.6541, loss: 2.6796, grad_norm: 5.0616 2020-09-12 20:58:00,835 - mmaction - INFO - Epoch [115][820/940] lr: 4.000e-03, eta: 16:50:01, time: 1.841, data_time: 0.006, memory: 6924, loss_aux: 1.0591, top1_acc: 0.6012, top5_acc: 0.8045, loss_cls: 1.7102, loss: 2.7694, grad_norm: 5.2668 2020-09-12 20:58:38,939 - mmaction - INFO - Epoch [115][840/940] lr: 4.000e-03, eta: 16:49:25, time: 1.907, data_time: 0.006, memory: 6924, loss_aux: 1.0458, top1_acc: 0.6006, top5_acc: 0.8168, loss_cls: 1.6775, loss: 2.7233, grad_norm: 5.1702 2020-09-12 20:59:15,741 - mmaction - INFO - Epoch [115][860/940] lr: 4.000e-03, eta: 16:48:48, time: 1.839, data_time: 0.006, memory: 6924, loss_aux: 1.0713, top1_acc: 0.5914, top5_acc: 0.7977, loss_cls: 1.7556, loss: 2.8269, grad_norm: 5.2010 2020-09-12 20:59:53,228 - mmaction - INFO - Epoch [115][880/940] lr: 4.000e-03, eta: 16:48:11, time: 1.876, data_time: 0.006, memory: 6924, loss_aux: 1.0688, top1_acc: 0.5912, top5_acc: 0.7980, loss_cls: 1.7401, loss: 2.8089, grad_norm: 5.1898 2020-09-12 21:00:31,454 - mmaction - INFO - Epoch [115][900/940] lr: 4.000e-03, eta: 16:47:35, time: 1.893, data_time: 0.007, memory: 6924, loss_aux: 1.0691, top1_acc: 0.5949, top5_acc: 0.8055, loss_cls: 1.7197, loss: 2.7888, grad_norm: 5.2407 2020-09-12 21:01:08,350 - mmaction - INFO - Epoch [115][920/940] lr: 4.000e-03, eta: 16:46:59, time: 1.864, data_time: 0.036, memory: 6924, loss_aux: 1.0661, top1_acc: 0.5988, top5_acc: 0.7986, loss_cls: 1.7373, loss: 2.8035, grad_norm: 5.1366 2020-09-12 21:01:44,114 - mmaction - INFO - Epoch [115][940/940] lr: 4.000e-03, eta: 16:46:22, time: 1.788, data_time: 0.002, memory: 6924, loss_aux: 1.0438, top1_acc: 0.6078, top5_acc: 0.8070, loss_cls: 1.6824, loss: 2.7262, grad_norm: 5.1658 2020-09-12 21:01:44,584 - mmaction - INFO - Saving checkpoint at 115 epochs 2020-09-12 21:02:32,203 - mmaction - INFO - Epoch [116][20/940] lr: 4.000e-03, eta: 16:45:47, time: 2.202, data_time: 0.733, memory: 6924, loss_aux: 1.0457, top1_acc: 0.6088, top5_acc: 0.8178, loss_cls: 1.6704, loss: 2.7161, grad_norm: 5.1200 2020-09-12 21:03:07,508 - mmaction - INFO - Epoch [116][40/940] lr: 4.000e-03, eta: 16:45:10, time: 1.765, data_time: 0.003, memory: 6924, loss_aux: 1.0376, top1_acc: 0.6043, top5_acc: 0.8109, loss_cls: 1.6661, loss: 2.7037, grad_norm: 5.0243 2020-09-12 21:03:43,811 - mmaction - INFO - Epoch [116][60/940] lr: 4.000e-03, eta: 16:44:33, time: 1.814, data_time: 0.007, memory: 6924, loss_aux: 1.0128, top1_acc: 0.6199, top5_acc: 0.8244, loss_cls: 1.6107, loss: 2.6235, grad_norm: 5.0417 2020-09-12 21:04:20,992 - mmaction - INFO - Epoch [116][80/940] lr: 4.000e-03, eta: 16:43:57, time: 1.861, data_time: 0.006, memory: 6924, loss_aux: 1.0333, top1_acc: 0.6010, top5_acc: 0.8086, loss_cls: 1.6600, loss: 2.6933, grad_norm: 5.0600 2020-09-12 21:04:57,890 - mmaction - INFO - Epoch [116][100/940] lr: 4.000e-03, eta: 16:43:20, time: 1.843, data_time: 0.006, memory: 6924, loss_aux: 1.0257, top1_acc: 0.6078, top5_acc: 0.8107, loss_cls: 1.6697, loss: 2.6954, grad_norm: 5.1456 2020-09-12 21:05:34,885 - mmaction - INFO - Epoch [116][120/940] lr: 4.000e-03, eta: 16:42:43, time: 1.851, data_time: 0.006, memory: 6924, loss_aux: 1.0246, top1_acc: 0.6078, top5_acc: 0.8117, loss_cls: 1.6477, loss: 2.6723, grad_norm: 5.0496 2020-09-12 21:06:12,288 - mmaction - INFO - Epoch [116][140/940] lr: 4.000e-03, eta: 16:42:07, time: 1.869, data_time: 0.006, memory: 6924, loss_aux: 1.0707, top1_acc: 0.5941, top5_acc: 0.8047, loss_cls: 1.7295, loss: 2.8002, grad_norm: 5.2889 2020-09-12 21:06:50,510 - mmaction - INFO - Epoch [116][160/940] lr: 4.000e-03, eta: 16:41:31, time: 1.913, data_time: 0.006, memory: 6924, loss_aux: 1.0272, top1_acc: 0.6154, top5_acc: 0.8096, loss_cls: 1.6554, loss: 2.6827, grad_norm: 5.0420 2020-09-12 21:07:28,569 - mmaction - INFO - Epoch [116][180/940] lr: 4.000e-03, eta: 16:40:54, time: 1.901, data_time: 0.005, memory: 6924, loss_aux: 1.0211, top1_acc: 0.6145, top5_acc: 0.8131, loss_cls: 1.6446, loss: 2.6658, grad_norm: 5.1103 2020-09-12 21:08:05,689 - mmaction - INFO - Epoch [116][200/940] lr: 4.000e-03, eta: 16:40:18, time: 1.858, data_time: 0.005, memory: 6924, loss_aux: 1.0796, top1_acc: 0.5916, top5_acc: 0.7955, loss_cls: 1.7474, loss: 2.8270, grad_norm: 5.2306 2020-09-12 21:08:43,997 - mmaction - INFO - Epoch [116][220/940] lr: 4.000e-03, eta: 16:39:41, time: 1.914, data_time: 0.005, memory: 6924, loss_aux: 1.0378, top1_acc: 0.6059, top5_acc: 0.8107, loss_cls: 1.6765, loss: 2.7144, grad_norm: 5.1190 2020-09-12 21:09:20,197 - mmaction - INFO - Epoch [116][240/940] lr: 4.000e-03, eta: 16:39:05, time: 1.811, data_time: 0.005, memory: 6924, loss_aux: 1.0525, top1_acc: 0.5992, top5_acc: 0.8016, loss_cls: 1.6835, loss: 2.7360, grad_norm: 5.1780 2020-09-12 21:09:57,693 - mmaction - INFO - Epoch [116][260/940] lr: 4.000e-03, eta: 16:38:28, time: 1.873, data_time: 0.005, memory: 6924, loss_aux: 1.0171, top1_acc: 0.6119, top5_acc: 0.8141, loss_cls: 1.6247, loss: 2.6418, grad_norm: 5.0996 2020-09-12 21:10:34,338 - mmaction - INFO - Epoch [116][280/940] lr: 4.000e-03, eta: 16:37:51, time: 1.832, data_time: 0.005, memory: 6924, loss_aux: 1.0314, top1_acc: 0.6094, top5_acc: 0.8098, loss_cls: 1.6705, loss: 2.7020, grad_norm: 5.0897 2020-09-12 21:11:11,717 - mmaction - INFO - Epoch [116][300/940] lr: 4.000e-03, eta: 16:37:15, time: 1.870, data_time: 0.007, memory: 6924, loss_aux: 1.0354, top1_acc: 0.6082, top5_acc: 0.8090, loss_cls: 1.6829, loss: 2.7184, grad_norm: 5.1523 2020-09-12 21:11:49,942 - mmaction - INFO - Epoch [116][320/940] lr: 4.000e-03, eta: 16:36:39, time: 1.913, data_time: 0.006, memory: 6924, loss_aux: 1.0208, top1_acc: 0.6148, top5_acc: 0.8219, loss_cls: 1.6230, loss: 2.6438, grad_norm: 5.1198 2020-09-12 21:12:26,936 - mmaction - INFO - Epoch [116][340/940] lr: 4.000e-03, eta: 16:36:02, time: 1.849, data_time: 0.002, memory: 6924, loss_aux: 1.0181, top1_acc: 0.6184, top5_acc: 0.8146, loss_cls: 1.6299, loss: 2.6480, grad_norm: 5.0607 2020-09-12 21:13:04,562 - mmaction - INFO - Epoch [116][360/940] lr: 4.000e-03, eta: 16:35:26, time: 1.880, data_time: 0.003, memory: 6924, loss_aux: 1.0457, top1_acc: 0.6023, top5_acc: 0.8078, loss_cls: 1.6821, loss: 2.7278, grad_norm: 5.1376 2020-09-12 21:13:41,675 - mmaction - INFO - Epoch [116][380/940] lr: 4.000e-03, eta: 16:34:49, time: 1.856, data_time: 0.006, memory: 6924, loss_aux: 1.0615, top1_acc: 0.5984, top5_acc: 0.8096, loss_cls: 1.7084, loss: 2.7698, grad_norm: 5.1565 2020-09-12 21:14:19,794 - mmaction - INFO - Epoch [116][400/940] lr: 4.000e-03, eta: 16:34:13, time: 1.907, data_time: 0.006, memory: 6924, loss_aux: 1.0261, top1_acc: 0.6039, top5_acc: 0.8092, loss_cls: 1.6628, loss: 2.6888, grad_norm: 5.1122 2020-09-12 21:14:57,058 - mmaction - INFO - Epoch [116][420/940] lr: 4.000e-03, eta: 16:33:36, time: 1.862, data_time: 0.006, memory: 6924, loss_aux: 1.0501, top1_acc: 0.5969, top5_acc: 0.8119, loss_cls: 1.6836, loss: 2.7337, grad_norm: 5.2450 2020-09-12 21:15:34,295 - mmaction - INFO - Epoch [116][440/940] lr: 4.000e-03, eta: 16:33:00, time: 1.864, data_time: 0.005, memory: 6924, loss_aux: 1.0316, top1_acc: 0.6146, top5_acc: 0.8113, loss_cls: 1.6618, loss: 2.6934, grad_norm: 5.1123 2020-09-12 21:16:12,623 - mmaction - INFO - Epoch [116][460/940] lr: 4.000e-03, eta: 16:32:23, time: 1.915, data_time: 0.005, memory: 6924, loss_aux: 1.0540, top1_acc: 0.5938, top5_acc: 0.8008, loss_cls: 1.6959, loss: 2.7499, grad_norm: 5.1433 2020-09-12 21:16:50,378 - mmaction - INFO - Epoch [116][480/940] lr: 4.000e-03, eta: 16:31:47, time: 1.889, data_time: 0.005, memory: 6924, loss_aux: 1.0215, top1_acc: 0.6096, top5_acc: 0.8168, loss_cls: 1.6386, loss: 2.6601, grad_norm: 5.1082 2020-09-12 21:17:27,355 - mmaction - INFO - Epoch [116][500/940] lr: 4.000e-03, eta: 16:31:10, time: 1.847, data_time: 0.006, memory: 6924, loss_aux: 1.0206, top1_acc: 0.6074, top5_acc: 0.8137, loss_cls: 1.6314, loss: 2.6520, grad_norm: 5.1314 2020-09-12 21:18:04,893 - mmaction - INFO - Epoch [116][520/940] lr: 4.000e-03, eta: 16:30:34, time: 1.879, data_time: 0.006, memory: 6924, loss_aux: 1.0513, top1_acc: 0.5982, top5_acc: 0.8027, loss_cls: 1.6899, loss: 2.7413, grad_norm: 5.1580 2020-09-12 21:18:42,641 - mmaction - INFO - Epoch [116][540/940] lr: 4.000e-03, eta: 16:29:57, time: 1.886, data_time: 0.006, memory: 6924, loss_aux: 1.0210, top1_acc: 0.6188, top5_acc: 0.8105, loss_cls: 1.6462, loss: 2.6672, grad_norm: 5.0181 2020-09-12 21:19:19,965 - mmaction - INFO - Epoch [116][560/940] lr: 4.000e-03, eta: 16:29:21, time: 1.867, data_time: 0.005, memory: 6924, loss_aux: 1.0666, top1_acc: 0.5963, top5_acc: 0.8021, loss_cls: 1.7270, loss: 2.7937, grad_norm: 5.1923 2020-09-12 21:19:57,026 - mmaction - INFO - Epoch [116][580/940] lr: 4.000e-03, eta: 16:28:44, time: 1.851, data_time: 0.006, memory: 6924, loss_aux: 1.0310, top1_acc: 0.6113, top5_acc: 0.8119, loss_cls: 1.6580, loss: 2.6890, grad_norm: 5.1331 2020-09-12 21:20:34,479 - mmaction - INFO - Epoch [116][600/940] lr: 4.000e-03, eta: 16:28:08, time: 1.875, data_time: 0.005, memory: 6924, loss_aux: 1.0595, top1_acc: 0.6021, top5_acc: 0.8049, loss_cls: 1.7147, loss: 2.7742, grad_norm: 5.1050 2020-09-12 21:21:12,152 - mmaction - INFO - Epoch [116][620/940] lr: 4.000e-03, eta: 16:27:31, time: 1.882, data_time: 0.006, memory: 6924, loss_aux: 1.0523, top1_acc: 0.6020, top5_acc: 0.8061, loss_cls: 1.7065, loss: 2.7588, grad_norm: 5.1612 2020-09-12 21:21:48,998 - mmaction - INFO - Epoch [116][640/940] lr: 4.000e-03, eta: 16:26:55, time: 1.843, data_time: 0.006, memory: 6924, loss_aux: 1.0546, top1_acc: 0.5967, top5_acc: 0.8051, loss_cls: 1.7129, loss: 2.7676, grad_norm: 5.2572 2020-09-12 21:22:27,029 - mmaction - INFO - Epoch [116][660/940] lr: 4.000e-03, eta: 16:26:18, time: 1.900, data_time: 0.006, memory: 6924, loss_aux: 1.0382, top1_acc: 0.6045, top5_acc: 0.8057, loss_cls: 1.6827, loss: 2.7209, grad_norm: 5.1658 2020-09-12 21:23:04,640 - mmaction - INFO - Epoch [116][680/940] lr: 4.000e-03, eta: 16:25:42, time: 1.883, data_time: 0.007, memory: 6924, loss_aux: 1.0349, top1_acc: 0.6047, top5_acc: 0.8119, loss_cls: 1.6623, loss: 2.6973, grad_norm: 5.1443 2020-09-12 21:23:41,950 - mmaction - INFO - Epoch [116][700/940] lr: 4.000e-03, eta: 16:25:05, time: 1.863, data_time: 0.007, memory: 6924, loss_aux: 1.0435, top1_acc: 0.6070, top5_acc: 0.8084, loss_cls: 1.6890, loss: 2.7324, grad_norm: 5.1845 2020-09-12 21:24:19,657 - mmaction - INFO - Epoch [116][720/940] lr: 4.000e-03, eta: 16:24:29, time: 1.887, data_time: 0.007, memory: 6924, loss_aux: 1.0514, top1_acc: 0.5910, top5_acc: 0.8074, loss_cls: 1.7121, loss: 2.7635, grad_norm: 5.3966 2020-09-12 21:24:57,736 - mmaction - INFO - Epoch [116][740/940] lr: 4.000e-03, eta: 16:23:53, time: 1.906, data_time: 0.006, memory: 6924, loss_aux: 1.0310, top1_acc: 0.6135, top5_acc: 0.8131, loss_cls: 1.6368, loss: 2.6677, grad_norm: 5.1184 2020-09-12 21:25:34,459 - mmaction - INFO - Epoch [116][760/940] lr: 4.000e-03, eta: 16:23:16, time: 1.834, data_time: 0.003, memory: 6924, loss_aux: 1.0464, top1_acc: 0.6088, top5_acc: 0.8068, loss_cls: 1.6778, loss: 2.7242, grad_norm: 5.1825 2020-09-12 21:26:12,726 - mmaction - INFO - Epoch [116][780/940] lr: 4.000e-03, eta: 16:22:40, time: 1.915, data_time: 0.006, memory: 6924, loss_aux: 1.0420, top1_acc: 0.5998, top5_acc: 0.8051, loss_cls: 1.7131, loss: 2.7552, grad_norm: 5.2239 2020-09-12 21:26:49,208 - mmaction - INFO - Epoch [116][800/940] lr: 4.000e-03, eta: 16:22:03, time: 1.822, data_time: 0.006, memory: 6924, loss_aux: 1.0507, top1_acc: 0.6055, top5_acc: 0.8086, loss_cls: 1.6816, loss: 2.7322, grad_norm: 5.1248 2020-09-12 21:27:26,422 - mmaction - INFO - Epoch [116][820/940] lr: 4.000e-03, eta: 16:21:26, time: 1.863, data_time: 0.006, memory: 6924, loss_aux: 1.0603, top1_acc: 0.5965, top5_acc: 0.8041, loss_cls: 1.7127, loss: 2.7731, grad_norm: 5.2763 2020-09-12 21:28:03,672 - mmaction - INFO - Epoch [116][840/940] lr: 4.000e-03, eta: 16:20:50, time: 1.861, data_time: 0.006, memory: 6924, loss_aux: 1.0381, top1_acc: 0.6055, top5_acc: 0.8010, loss_cls: 1.6855, loss: 2.7236, grad_norm: 5.1986 2020-09-12 21:28:40,555 - mmaction - INFO - Epoch [116][860/940] lr: 4.000e-03, eta: 16:20:13, time: 1.846, data_time: 0.006, memory: 6924, loss_aux: 1.0121, top1_acc: 0.6213, top5_acc: 0.8209, loss_cls: 1.6140, loss: 2.6260, grad_norm: 5.0968 2020-09-12 21:29:18,566 - mmaction - INFO - Epoch [116][880/940] lr: 4.000e-03, eta: 16:19:37, time: 1.899, data_time: 0.006, memory: 6924, loss_aux: 1.0287, top1_acc: 0.6035, top5_acc: 0.8078, loss_cls: 1.6794, loss: 2.7081, grad_norm: 5.1161 2020-09-12 21:29:56,113 - mmaction - INFO - Epoch [116][900/940] lr: 4.000e-03, eta: 16:19:00, time: 1.879, data_time: 0.006, memory: 6924, loss_aux: 1.0449, top1_acc: 0.5947, top5_acc: 0.8107, loss_cls: 1.6951, loss: 2.7400, grad_norm: 5.2659 2020-09-12 21:30:34,530 - mmaction - INFO - Epoch [116][920/940] lr: 4.000e-03, eta: 16:18:24, time: 1.919, data_time: 0.006, memory: 6924, loss_aux: 1.0417, top1_acc: 0.6074, top5_acc: 0.8057, loss_cls: 1.6906, loss: 2.7323, grad_norm: 5.1093 2020-09-12 21:31:10,127 - mmaction - INFO - Epoch [116][940/940] lr: 4.000e-03, eta: 16:17:47, time: 1.781, data_time: 0.006, memory: 6924, loss_aux: 1.0514, top1_acc: 0.6071, top5_acc: 0.8070, loss_cls: 1.6757, loss: 2.7271, grad_norm: 5.1676 2020-09-12 21:31:10,528 - mmaction - INFO - Saving checkpoint at 116 epochs 2020-09-12 21:31:52,902 - mmaction - INFO - Epoch [117][20/940] lr: 4.000e-03, eta: 16:17:11, time: 1.863, data_time: 0.438, memory: 6924, loss_aux: 1.0178, top1_acc: 0.6244, top5_acc: 0.8148, loss_cls: 1.6303, loss: 2.6481, grad_norm: 5.0260 2020-09-12 21:32:28,150 - mmaction - INFO - Epoch [117][40/940] lr: 4.000e-03, eta: 16:16:33, time: 1.762, data_time: 0.006, memory: 6924, loss_aux: 1.0363, top1_acc: 0.6146, top5_acc: 0.8172, loss_cls: 1.6471, loss: 2.6834, grad_norm: 5.1764 2020-09-12 21:33:05,301 - mmaction - INFO - Epoch [117][60/940] lr: 4.000e-03, eta: 16:15:57, time: 1.859, data_time: 0.006, memory: 6924, loss_aux: 1.0328, top1_acc: 0.6098, top5_acc: 0.8064, loss_cls: 1.6695, loss: 2.7024, grad_norm: 5.1100 2020-09-12 21:33:42,035 - mmaction - INFO - Epoch [117][80/940] lr: 4.000e-03, eta: 16:15:20, time: 1.835, data_time: 0.005, memory: 6924, loss_aux: 1.0133, top1_acc: 0.6125, top5_acc: 0.8197, loss_cls: 1.5947, loss: 2.6080, grad_norm: 5.0865 2020-09-12 21:34:18,960 - mmaction - INFO - Epoch [117][100/940] lr: 4.000e-03, eta: 16:14:43, time: 1.848, data_time: 0.006, memory: 6924, loss_aux: 1.0504, top1_acc: 0.6037, top5_acc: 0.8063, loss_cls: 1.6770, loss: 2.7274, grad_norm: 5.1581 2020-09-12 21:34:56,087 - mmaction - INFO - Epoch [117][120/940] lr: 4.000e-03, eta: 16:14:07, time: 1.855, data_time: 0.005, memory: 6924, loss_aux: 1.0070, top1_acc: 0.6256, top5_acc: 0.8154, loss_cls: 1.6295, loss: 2.6365, grad_norm: 5.1058 2020-09-12 21:35:33,565 - mmaction - INFO - Epoch [117][140/940] lr: 4.000e-03, eta: 16:13:30, time: 1.872, data_time: 0.006, memory: 6924, loss_aux: 1.0343, top1_acc: 0.6018, top5_acc: 0.8104, loss_cls: 1.6624, loss: 2.6967, grad_norm: 5.1596 2020-09-12 21:36:10,280 - mmaction - INFO - Epoch [117][160/940] lr: 4.000e-03, eta: 16:12:54, time: 1.838, data_time: 0.007, memory: 6924, loss_aux: 1.0455, top1_acc: 0.6016, top5_acc: 0.8113, loss_cls: 1.6771, loss: 2.7226, grad_norm: 5.1808 2020-09-12 21:36:47,839 - mmaction - INFO - Epoch [117][180/940] lr: 4.000e-03, eta: 16:12:17, time: 1.876, data_time: 0.006, memory: 6924, loss_aux: 1.0542, top1_acc: 0.6062, top5_acc: 0.8094, loss_cls: 1.6843, loss: 2.7385, grad_norm: 5.2266 2020-09-12 21:37:25,142 - mmaction - INFO - Epoch [117][200/940] lr: 4.000e-03, eta: 16:11:41, time: 1.867, data_time: 0.006, memory: 6924, loss_aux: 1.0093, top1_acc: 0.6119, top5_acc: 0.8186, loss_cls: 1.6340, loss: 2.6433, grad_norm: 5.0709 2020-09-12 21:38:03,007 - mmaction - INFO - Epoch [117][220/940] lr: 4.000e-03, eta: 16:11:04, time: 1.892, data_time: 0.005, memory: 6924, loss_aux: 1.0521, top1_acc: 0.5947, top5_acc: 0.7967, loss_cls: 1.7122, loss: 2.7643, grad_norm: 5.1327 2020-09-12 21:38:40,279 - mmaction - INFO - Epoch [117][240/940] lr: 4.000e-03, eta: 16:10:28, time: 1.865, data_time: 0.006, memory: 6924, loss_aux: 1.0458, top1_acc: 0.6014, top5_acc: 0.8061, loss_cls: 1.7010, loss: 2.7469, grad_norm: 5.1203 2020-09-12 21:39:18,192 - mmaction - INFO - Epoch [117][260/940] lr: 4.000e-03, eta: 16:09:51, time: 1.893, data_time: 0.007, memory: 6924, loss_aux: 1.0422, top1_acc: 0.6090, top5_acc: 0.8115, loss_cls: 1.6839, loss: 2.7261, grad_norm: 5.1579 2020-09-12 21:39:54,832 - mmaction - INFO - Epoch [117][280/940] lr: 4.000e-03, eta: 16:09:15, time: 1.835, data_time: 0.007, memory: 6924, loss_aux: 1.0544, top1_acc: 0.6055, top5_acc: 0.8135, loss_cls: 1.6745, loss: 2.7289, grad_norm: 5.1203 2020-09-12 21:40:31,659 - mmaction - INFO - Epoch [117][300/940] lr: 4.000e-03, eta: 16:08:38, time: 1.840, data_time: 0.006, memory: 6924, loss_aux: 1.0166, top1_acc: 0.6111, top5_acc: 0.8209, loss_cls: 1.6237, loss: 2.6403, grad_norm: 5.0999 2020-09-12 21:41:08,770 - mmaction - INFO - Epoch [117][320/940] lr: 4.000e-03, eta: 16:08:01, time: 1.857, data_time: 0.006, memory: 6924, loss_aux: 1.0199, top1_acc: 0.6121, top5_acc: 0.8201, loss_cls: 1.6418, loss: 2.6616, grad_norm: 5.2062 2020-09-12 21:41:45,859 - mmaction - INFO - Epoch [117][340/940] lr: 4.000e-03, eta: 16:07:25, time: 1.853, data_time: 0.007, memory: 6924, loss_aux: 1.0209, top1_acc: 0.6115, top5_acc: 0.8141, loss_cls: 1.6377, loss: 2.6586, grad_norm: 5.1572 2020-09-12 21:42:23,049 - mmaction - INFO - Epoch [117][360/940] lr: 4.000e-03, eta: 16:06:48, time: 1.859, data_time: 0.006, memory: 6924, loss_aux: 1.0285, top1_acc: 0.6152, top5_acc: 0.8152, loss_cls: 1.6423, loss: 2.6708, grad_norm: 5.1296 2020-09-12 21:43:00,641 - mmaction - INFO - Epoch [117][380/940] lr: 4.000e-03, eta: 16:06:12, time: 1.882, data_time: 0.006, memory: 6924, loss_aux: 1.0394, top1_acc: 0.6025, top5_acc: 0.8096, loss_cls: 1.6748, loss: 2.7142, grad_norm: 5.1515 2020-09-12 21:43:37,659 - mmaction - INFO - Epoch [117][400/940] lr: 4.000e-03, eta: 16:05:35, time: 1.849, data_time: 0.007, memory: 6924, loss_aux: 1.0656, top1_acc: 0.5934, top5_acc: 0.7992, loss_cls: 1.7226, loss: 2.7883, grad_norm: 5.2800 2020-09-12 21:44:15,350 - mmaction - INFO - Epoch [117][420/940] lr: 4.000e-03, eta: 16:04:59, time: 1.887, data_time: 0.006, memory: 6924, loss_aux: 1.0425, top1_acc: 0.6062, top5_acc: 0.8066, loss_cls: 1.6899, loss: 2.7324, grad_norm: 5.1590 2020-09-12 21:44:52,402 - mmaction - INFO - Epoch [117][440/940] lr: 4.000e-03, eta: 16:04:22, time: 1.851, data_time: 0.005, memory: 6924, loss_aux: 1.0242, top1_acc: 0.6074, top5_acc: 0.8133, loss_cls: 1.6487, loss: 2.6728, grad_norm: 5.1441 2020-09-12 21:45:29,330 - mmaction - INFO - Epoch [117][460/940] lr: 4.000e-03, eta: 16:03:45, time: 1.848, data_time: 0.005, memory: 6924, loss_aux: 1.0319, top1_acc: 0.6078, top5_acc: 0.8061, loss_cls: 1.6729, loss: 2.7048, grad_norm: 5.2102 2020-09-12 21:46:06,677 - mmaction - INFO - Epoch [117][480/940] lr: 4.000e-03, eta: 16:03:09, time: 1.867, data_time: 0.004, memory: 6924, loss_aux: 1.0478, top1_acc: 0.5951, top5_acc: 0.8100, loss_cls: 1.7065, loss: 2.7543, grad_norm: 5.2266 2020-09-12 21:46:44,080 - mmaction - INFO - Epoch [117][500/940] lr: 4.000e-03, eta: 16:02:32, time: 1.868, data_time: 0.005, memory: 6924, loss_aux: 1.0575, top1_acc: 0.5914, top5_acc: 0.8051, loss_cls: 1.7101, loss: 2.7676, grad_norm: 5.1940 2020-09-12 21:47:21,289 - mmaction - INFO - Epoch [117][520/940] lr: 4.000e-03, eta: 16:01:56, time: 1.860, data_time: 0.005, memory: 6924, loss_aux: 1.0224, top1_acc: 0.6186, top5_acc: 0.8162, loss_cls: 1.6404, loss: 2.6627, grad_norm: 5.1179 2020-09-12 21:47:58,313 - mmaction - INFO - Epoch [117][540/940] lr: 4.000e-03, eta: 16:01:19, time: 1.853, data_time: 0.012, memory: 6924, loss_aux: 1.0459, top1_acc: 0.6066, top5_acc: 0.8070, loss_cls: 1.6790, loss: 2.7249, grad_norm: 5.1354 2020-09-12 21:48:35,098 - mmaction - INFO - Epoch [117][560/940] lr: 4.000e-03, eta: 16:00:42, time: 1.837, data_time: 0.006, memory: 6924, loss_aux: 1.0240, top1_acc: 0.6107, top5_acc: 0.8160, loss_cls: 1.6515, loss: 2.6755, grad_norm: 5.2232 2020-09-12 21:49:12,532 - mmaction - INFO - Epoch [117][580/940] lr: 4.000e-03, eta: 16:00:06, time: 1.873, data_time: 0.005, memory: 6924, loss_aux: 1.0236, top1_acc: 0.6098, top5_acc: 0.8156, loss_cls: 1.6608, loss: 2.6844, grad_norm: 5.2528 2020-09-12 21:49:49,373 - mmaction - INFO - Epoch [117][600/940] lr: 4.000e-03, eta: 15:59:29, time: 1.840, data_time: 0.005, memory: 6924, loss_aux: 1.0274, top1_acc: 0.6066, top5_acc: 0.8125, loss_cls: 1.6762, loss: 2.7036, grad_norm: 5.2312 2020-09-12 21:50:26,552 - mmaction - INFO - Epoch [117][620/940] lr: 4.000e-03, eta: 15:58:53, time: 1.858, data_time: 0.006, memory: 6924, loss_aux: 1.0432, top1_acc: 0.6027, top5_acc: 0.8094, loss_cls: 1.6740, loss: 2.7171, grad_norm: 5.1333 2020-09-12 21:51:03,529 - mmaction - INFO - Epoch [117][640/940] lr: 4.000e-03, eta: 15:58:16, time: 1.851, data_time: 0.006, memory: 6924, loss_aux: 1.0372, top1_acc: 0.6029, top5_acc: 0.8117, loss_cls: 1.6845, loss: 2.7217, grad_norm: 5.1317 2020-09-12 21:51:41,556 - mmaction - INFO - Epoch [117][660/940] lr: 4.000e-03, eta: 15:57:40, time: 1.900, data_time: 0.007, memory: 6924, loss_aux: 1.0460, top1_acc: 0.5996, top5_acc: 0.8064, loss_cls: 1.6919, loss: 2.7380, grad_norm: 5.1725 2020-09-12 21:52:17,839 - mmaction - INFO - Epoch [117][680/940] lr: 4.000e-03, eta: 15:57:03, time: 1.815, data_time: 0.006, memory: 6924, loss_aux: 1.0339, top1_acc: 0.6143, top5_acc: 0.8129, loss_cls: 1.6628, loss: 2.6967, grad_norm: 5.0911 2020-09-12 21:52:54,937 - mmaction - INFO - Epoch [117][700/940] lr: 4.000e-03, eta: 15:56:26, time: 1.854, data_time: 0.007, memory: 6924, loss_aux: 1.0824, top1_acc: 0.5895, top5_acc: 0.7996, loss_cls: 1.7487, loss: 2.8311, grad_norm: 5.2396 2020-09-12 21:53:31,849 - mmaction - INFO - Epoch [117][720/940] lr: 4.000e-03, eta: 15:55:50, time: 1.847, data_time: 0.006, memory: 6924, loss_aux: 1.0689, top1_acc: 0.5949, top5_acc: 0.8070, loss_cls: 1.7421, loss: 2.8111, grad_norm: 5.2769 2020-09-12 21:54:09,682 - mmaction - INFO - Epoch [117][740/940] lr: 4.000e-03, eta: 15:55:13, time: 1.890, data_time: 0.007, memory: 6924, loss_aux: 1.0465, top1_acc: 0.6049, top5_acc: 0.8068, loss_cls: 1.6817, loss: 2.7282, grad_norm: 5.2003 2020-09-12 21:54:46,543 - mmaction - INFO - Epoch [117][760/940] lr: 4.000e-03, eta: 15:54:37, time: 1.845, data_time: 0.006, memory: 6924, loss_aux: 1.0304, top1_acc: 0.6016, top5_acc: 0.8113, loss_cls: 1.6637, loss: 2.6941, grad_norm: 5.1983 2020-09-12 21:55:23,858 - mmaction - INFO - Epoch [117][780/940] lr: 4.000e-03, eta: 15:54:00, time: 1.864, data_time: 0.006, memory: 6924, loss_aux: 1.0384, top1_acc: 0.6000, top5_acc: 0.8076, loss_cls: 1.6882, loss: 2.7265, grad_norm: 5.1565 2020-09-12 21:56:00,871 - mmaction - INFO - Epoch [117][800/940] lr: 4.000e-03, eta: 15:53:23, time: 1.853, data_time: 0.006, memory: 6924, loss_aux: 1.0398, top1_acc: 0.6023, top5_acc: 0.8059, loss_cls: 1.6693, loss: 2.7091, grad_norm: 5.1232 2020-09-12 21:56:37,910 - mmaction - INFO - Epoch [117][820/940] lr: 4.000e-03, eta: 15:52:47, time: 1.850, data_time: 0.006, memory: 6924, loss_aux: 1.0444, top1_acc: 0.5998, top5_acc: 0.8021, loss_cls: 1.7045, loss: 2.7490, grad_norm: 5.2248 2020-09-12 21:57:15,545 - mmaction - INFO - Epoch [117][840/940] lr: 4.000e-03, eta: 15:52:10, time: 1.884, data_time: 0.006, memory: 6924, loss_aux: 1.0235, top1_acc: 0.6094, top5_acc: 0.8084, loss_cls: 1.6598, loss: 2.6834, grad_norm: 5.1414 2020-09-12 21:57:52,348 - mmaction - INFO - Epoch [117][860/940] lr: 4.000e-03, eta: 15:51:34, time: 1.838, data_time: 0.007, memory: 6924, loss_aux: 1.0300, top1_acc: 0.6170, top5_acc: 0.8135, loss_cls: 1.6376, loss: 2.6675, grad_norm: 5.1326 2020-09-12 21:58:29,333 - mmaction - INFO - Epoch [117][880/940] lr: 4.000e-03, eta: 15:50:57, time: 1.851, data_time: 0.007, memory: 6924, loss_aux: 1.0707, top1_acc: 0.5980, top5_acc: 0.8049, loss_cls: 1.7225, loss: 2.7932, grad_norm: 5.1743 2020-09-12 21:59:06,854 - mmaction - INFO - Epoch [117][900/940] lr: 4.000e-03, eta: 15:50:20, time: 1.875, data_time: 0.006, memory: 6924, loss_aux: 1.0322, top1_acc: 0.6080, top5_acc: 0.8137, loss_cls: 1.6600, loss: 2.6922, grad_norm: 5.0260 2020-09-12 21:59:43,691 - mmaction - INFO - Epoch [117][920/940] lr: 4.000e-03, eta: 15:49:44, time: 1.843, data_time: 0.006, memory: 6924, loss_aux: 1.0348, top1_acc: 0.6133, top5_acc: 0.8102, loss_cls: 1.6413, loss: 2.6761, grad_norm: 5.1510 2020-09-12 22:00:38,535 - mmaction - INFO - Epoch [117][940/940] lr: 4.000e-03, eta: 15:49:12, time: 2.715, data_time: 0.009, memory: 6924, loss_aux: 1.0476, top1_acc: 0.5974, top5_acc: 0.8113, loss_cls: 1.6957, loss: 2.7433, grad_norm: 5.2149 2020-09-12 22:00:39,363 - mmaction - INFO - Saving checkpoint at 117 epochs 2020-09-12 22:01:32,489 - mmaction - INFO - Epoch [118][20/940] lr: 4.000e-03, eta: 15:48:38, time: 2.333, data_time: 0.620, memory: 6924, loss_aux: 1.0351, top1_acc: 0.6131, top5_acc: 0.8125, loss_cls: 1.6455, loss: 2.6806, grad_norm: 5.1192 2020-09-12 22:02:04,633 - mmaction - INFO - Epoch [118][40/940] lr: 4.000e-03, eta: 15:48:00, time: 1.608, data_time: 0.006, memory: 6924, loss_aux: 1.0392, top1_acc: 0.6055, top5_acc: 0.8135, loss_cls: 1.6558, loss: 2.6949, grad_norm: 5.1966 2020-09-12 22:02:39,860 - mmaction - INFO - Epoch [118][60/940] lr: 4.000e-03, eta: 15:47:23, time: 1.761, data_time: 0.006, memory: 6924, loss_aux: 1.0461, top1_acc: 0.5938, top5_acc: 0.8076, loss_cls: 1.6968, loss: 2.7429, grad_norm: 5.2001 2020-09-12 22:03:16,485 - mmaction - INFO - Epoch [118][80/940] lr: 4.000e-03, eta: 15:46:46, time: 1.833, data_time: 0.006, memory: 6924, loss_aux: 1.0359, top1_acc: 0.5986, top5_acc: 0.8117, loss_cls: 1.6707, loss: 2.7067, grad_norm: 5.1660 2020-09-12 22:03:53,384 - mmaction - INFO - Epoch [118][100/940] lr: 4.000e-03, eta: 15:46:09, time: 1.843, data_time: 0.007, memory: 6924, loss_aux: 1.0196, top1_acc: 0.6109, top5_acc: 0.8131, loss_cls: 1.6482, loss: 2.6677, grad_norm: 5.1016 2020-09-12 22:04:30,717 - mmaction - INFO - Epoch [118][120/940] lr: 4.000e-03, eta: 15:45:33, time: 1.869, data_time: 0.006, memory: 6924, loss_aux: 1.0444, top1_acc: 0.6014, top5_acc: 0.8076, loss_cls: 1.6798, loss: 2.7242, grad_norm: 5.1147 2020-09-12 22:05:07,913 - mmaction - INFO - Epoch [118][140/940] lr: 4.000e-03, eta: 15:44:56, time: 1.859, data_time: 0.007, memory: 6924, loss_aux: 1.0309, top1_acc: 0.6088, top5_acc: 0.8119, loss_cls: 1.6606, loss: 2.6915, grad_norm: 5.1306 2020-09-12 22:05:44,878 - mmaction - INFO - Epoch [118][160/940] lr: 4.000e-03, eta: 15:44:20, time: 1.849, data_time: 0.003, memory: 6924, loss_aux: 1.0474, top1_acc: 0.6010, top5_acc: 0.8098, loss_cls: 1.6959, loss: 2.7433, grad_norm: 5.2000 2020-09-12 22:06:21,410 - mmaction - INFO - Epoch [118][180/940] lr: 4.000e-03, eta: 15:43:43, time: 1.827, data_time: 0.003, memory: 6924, loss_aux: 1.0256, top1_acc: 0.6070, top5_acc: 0.8115, loss_cls: 1.6547, loss: 2.6803, grad_norm: 5.1111 2020-09-12 22:06:58,554 - mmaction - INFO - Epoch [118][200/940] lr: 4.000e-03, eta: 15:43:06, time: 1.855, data_time: 0.006, memory: 6924, loss_aux: 1.0289, top1_acc: 0.6045, top5_acc: 0.8125, loss_cls: 1.6651, loss: 2.6940, grad_norm: 5.1845 2020-09-12 22:07:35,603 - mmaction - INFO - Epoch [118][220/940] lr: 4.000e-03, eta: 15:42:30, time: 1.855, data_time: 0.006, memory: 6924, loss_aux: 1.0476, top1_acc: 0.5994, top5_acc: 0.8051, loss_cls: 1.6885, loss: 2.7361, grad_norm: 5.1595 2020-09-12 22:08:12,901 - mmaction - INFO - Epoch [118][240/940] lr: 4.000e-03, eta: 15:41:53, time: 1.863, data_time: 0.006, memory: 6924, loss_aux: 1.0414, top1_acc: 0.6170, top5_acc: 0.8158, loss_cls: 1.6530, loss: 2.6943, grad_norm: 5.1473 2020-09-12 22:08:50,131 - mmaction - INFO - Epoch [118][260/940] lr: 4.000e-03, eta: 15:41:17, time: 1.863, data_time: 0.007, memory: 6924, loss_aux: 1.0264, top1_acc: 0.6021, top5_acc: 0.8102, loss_cls: 1.6601, loss: 2.6865, grad_norm: 5.0975 2020-09-12 22:09:26,910 - mmaction - INFO - Epoch [118][280/940] lr: 4.000e-03, eta: 15:40:40, time: 1.837, data_time: 0.005, memory: 6924, loss_aux: 1.0336, top1_acc: 0.6084, top5_acc: 0.8180, loss_cls: 1.6494, loss: 2.6830, grad_norm: 5.2313 2020-09-12 22:10:03,852 - mmaction - INFO - Epoch [118][300/940] lr: 4.000e-03, eta: 15:40:03, time: 1.848, data_time: 0.006, memory: 6924, loss_aux: 1.0299, top1_acc: 0.6184, top5_acc: 0.8178, loss_cls: 1.6434, loss: 2.6733, grad_norm: 5.1913 2020-09-12 22:10:40,838 - mmaction - INFO - Epoch [118][320/940] lr: 4.000e-03, eta: 15:39:27, time: 1.848, data_time: 0.003, memory: 6924, loss_aux: 1.0408, top1_acc: 0.6111, top5_acc: 0.8154, loss_cls: 1.6550, loss: 2.6958, grad_norm: 5.1757 2020-09-12 22:11:17,783 - mmaction - INFO - Epoch [118][340/940] lr: 4.000e-03, eta: 15:38:50, time: 1.849, data_time: 0.005, memory: 6924, loss_aux: 1.0235, top1_acc: 0.6156, top5_acc: 0.8186, loss_cls: 1.6412, loss: 2.6647, grad_norm: 5.2208 2020-09-12 22:11:55,309 - mmaction - INFO - Epoch [118][360/940] lr: 4.000e-03, eta: 15:38:13, time: 1.875, data_time: 0.006, memory: 6924, loss_aux: 1.0398, top1_acc: 0.6102, top5_acc: 0.8139, loss_cls: 1.6660, loss: 2.7057, grad_norm: 5.1571 2020-09-12 22:12:31,536 - mmaction - INFO - Epoch [118][380/940] lr: 4.000e-03, eta: 15:37:37, time: 1.813, data_time: 0.006, memory: 6924, loss_aux: 1.0353, top1_acc: 0.6098, top5_acc: 0.8059, loss_cls: 1.6704, loss: 2.7057, grad_norm: 5.1570 2020-09-12 22:13:08,771 - mmaction - INFO - Epoch [118][400/940] lr: 4.000e-03, eta: 15:37:00, time: 1.862, data_time: 0.002, memory: 6924, loss_aux: 1.0510, top1_acc: 0.6037, top5_acc: 0.8127, loss_cls: 1.6902, loss: 2.7413, grad_norm: 5.1595 2020-09-12 22:13:46,080 - mmaction - INFO - Epoch [118][420/940] lr: 4.000e-03, eta: 15:36:23, time: 1.864, data_time: 0.007, memory: 6924, loss_aux: 1.0131, top1_acc: 0.6160, top5_acc: 0.8203, loss_cls: 1.6265, loss: 2.6396, grad_norm: 5.0572 2020-09-12 22:14:23,028 - mmaction - INFO - Epoch [118][440/940] lr: 4.000e-03, eta: 15:35:47, time: 1.849, data_time: 0.006, memory: 6924, loss_aux: 1.0347, top1_acc: 0.6061, top5_acc: 0.8088, loss_cls: 1.6556, loss: 2.6903, grad_norm: 5.1389 2020-09-12 22:15:00,007 - mmaction - INFO - Epoch [118][460/940] lr: 4.000e-03, eta: 15:35:10, time: 1.847, data_time: 0.006, memory: 6924, loss_aux: 1.0288, top1_acc: 0.6023, top5_acc: 0.8168, loss_cls: 1.6636, loss: 2.6924, grad_norm: 5.2926 2020-09-12 22:15:37,157 - mmaction - INFO - Epoch [118][480/940] lr: 4.000e-03, eta: 15:34:33, time: 1.859, data_time: 0.006, memory: 6924, loss_aux: 1.0291, top1_acc: 0.5961, top5_acc: 0.8145, loss_cls: 1.6599, loss: 2.6889, grad_norm: 5.1391 2020-09-12 22:16:14,152 - mmaction - INFO - Epoch [118][500/940] lr: 4.000e-03, eta: 15:33:57, time: 1.850, data_time: 0.003, memory: 6924, loss_aux: 1.0040, top1_acc: 0.6184, top5_acc: 0.8227, loss_cls: 1.6215, loss: 2.6255, grad_norm: 5.1721 2020-09-12 22:16:51,694 - mmaction - INFO - Epoch [118][520/940] lr: 4.000e-03, eta: 15:33:20, time: 1.875, data_time: 0.006, memory: 6924, loss_aux: 1.0046, top1_acc: 0.6275, top5_acc: 0.8186, loss_cls: 1.5921, loss: 2.5967, grad_norm: 5.0788 2020-09-12 22:17:28,170 - mmaction - INFO - Epoch [118][540/940] lr: 4.000e-03, eta: 15:32:44, time: 1.824, data_time: 0.006, memory: 6924, loss_aux: 1.0550, top1_acc: 0.6033, top5_acc: 0.8014, loss_cls: 1.6962, loss: 2.7512, grad_norm: 5.1984 2020-09-12 22:18:05,368 - mmaction - INFO - Epoch [118][560/940] lr: 4.000e-03, eta: 15:32:07, time: 1.861, data_time: 0.005, memory: 6924, loss_aux: 1.0465, top1_acc: 0.6055, top5_acc: 0.8086, loss_cls: 1.6839, loss: 2.7305, grad_norm: 5.1199 2020-09-12 22:18:42,825 - mmaction - INFO - Epoch [118][580/940] lr: 4.000e-03, eta: 15:31:30, time: 1.873, data_time: 0.003, memory: 6924, loss_aux: 1.0355, top1_acc: 0.5938, top5_acc: 0.8117, loss_cls: 1.6787, loss: 2.7141, grad_norm: 5.1932 2020-09-12 22:19:20,053 - mmaction - INFO - Epoch [118][600/940] lr: 4.000e-03, eta: 15:30:54, time: 1.859, data_time: 0.006, memory: 6924, loss_aux: 1.0312, top1_acc: 0.5988, top5_acc: 0.8105, loss_cls: 1.6739, loss: 2.7050, grad_norm: 5.1803 2020-09-12 22:19:56,903 - mmaction - INFO - Epoch [118][620/940] lr: 4.000e-03, eta: 15:30:17, time: 1.844, data_time: 0.006, memory: 6924, loss_aux: 1.0412, top1_acc: 0.6078, top5_acc: 0.8051, loss_cls: 1.6755, loss: 2.7167, grad_norm: 5.1413 2020-09-12 22:20:33,562 - mmaction - INFO - Epoch [118][640/940] lr: 4.000e-03, eta: 15:29:40, time: 1.831, data_time: 0.006, memory: 6924, loss_aux: 1.0548, top1_acc: 0.5945, top5_acc: 0.8072, loss_cls: 1.7040, loss: 2.7588, grad_norm: 5.1962 2020-09-12 22:21:11,344 - mmaction - INFO - Epoch [118][660/940] lr: 4.000e-03, eta: 15:29:04, time: 1.891, data_time: 0.006, memory: 6924, loss_aux: 1.0308, top1_acc: 0.6088, top5_acc: 0.8180, loss_cls: 1.6525, loss: 2.6833, grad_norm: 5.2152 2020-09-12 22:21:48,362 - mmaction - INFO - Epoch [118][680/940] lr: 4.000e-03, eta: 15:28:27, time: 1.849, data_time: 0.006, memory: 6924, loss_aux: 1.0325, top1_acc: 0.6088, top5_acc: 0.8111, loss_cls: 1.6588, loss: 2.6913, grad_norm: 5.1517 2020-09-12 22:22:24,891 - mmaction - INFO - Epoch [118][700/940] lr: 4.000e-03, eta: 15:27:51, time: 1.829, data_time: 0.007, memory: 6924, loss_aux: 1.0445, top1_acc: 0.6066, top5_acc: 0.8092, loss_cls: 1.6587, loss: 2.7033, grad_norm: 5.1846 2020-09-12 22:23:02,092 - mmaction - INFO - Epoch [118][720/940] lr: 4.000e-03, eta: 15:27:14, time: 1.857, data_time: 0.007, memory: 6924, loss_aux: 1.0182, top1_acc: 0.6059, top5_acc: 0.8096, loss_cls: 1.6565, loss: 2.6747, grad_norm: 5.2184 2020-09-12 22:23:40,004 - mmaction - INFO - Epoch [118][740/940] lr: 4.000e-03, eta: 15:26:38, time: 1.899, data_time: 0.007, memory: 6924, loss_aux: 1.0488, top1_acc: 0.6125, top5_acc: 0.8113, loss_cls: 1.6708, loss: 2.7196, grad_norm: 5.0990 2020-09-12 22:24:16,642 - mmaction - INFO - Epoch [118][760/940] lr: 4.000e-03, eta: 15:26:01, time: 1.830, data_time: 0.006, memory: 6924, loss_aux: 1.0557, top1_acc: 0.6000, top5_acc: 0.8078, loss_cls: 1.6980, loss: 2.7538, grad_norm: 5.1803 2020-09-12 22:24:53,638 - mmaction - INFO - Epoch [118][780/940] lr: 4.000e-03, eta: 15:25:24, time: 1.852, data_time: 0.006, memory: 6924, loss_aux: 1.0490, top1_acc: 0.5977, top5_acc: 0.8064, loss_cls: 1.6935, loss: 2.7425, grad_norm: 5.2266 2020-09-12 22:25:30,417 - mmaction - INFO - Epoch [118][800/940] lr: 4.000e-03, eta: 15:24:47, time: 1.836, data_time: 0.005, memory: 6924, loss_aux: 1.0291, top1_acc: 0.6076, top5_acc: 0.8117, loss_cls: 1.6374, loss: 2.6666, grad_norm: 5.0674 2020-09-12 22:26:08,061 - mmaction - INFO - Epoch [118][820/940] lr: 4.000e-03, eta: 15:24:11, time: 1.885, data_time: 0.006, memory: 6924, loss_aux: 1.0456, top1_acc: 0.5967, top5_acc: 0.8039, loss_cls: 1.7005, loss: 2.7460, grad_norm: 5.1798 2020-09-12 22:26:45,469 - mmaction - INFO - Epoch [118][840/940] lr: 4.000e-03, eta: 15:23:34, time: 1.869, data_time: 0.006, memory: 6924, loss_aux: 1.0234, top1_acc: 0.6174, top5_acc: 0.8187, loss_cls: 1.6192, loss: 2.6425, grad_norm: 5.1513 2020-09-12 22:27:22,095 - mmaction - INFO - Epoch [118][860/940] lr: 4.000e-03, eta: 15:22:58, time: 1.833, data_time: 0.006, memory: 6924, loss_aux: 1.0315, top1_acc: 0.6062, top5_acc: 0.8080, loss_cls: 1.6691, loss: 2.7006, grad_norm: 5.2328 2020-09-12 22:27:59,276 - mmaction - INFO - Epoch [118][880/940] lr: 4.000e-03, eta: 15:22:21, time: 1.858, data_time: 0.006, memory: 6924, loss_aux: 1.0544, top1_acc: 0.6066, top5_acc: 0.8098, loss_cls: 1.6704, loss: 2.7249, grad_norm: 5.1514 2020-09-12 22:28:36,568 - mmaction - INFO - Epoch [118][900/940] lr: 4.000e-03, eta: 15:21:45, time: 1.866, data_time: 0.006, memory: 6924, loss_aux: 1.0106, top1_acc: 0.6137, top5_acc: 0.8209, loss_cls: 1.6312, loss: 2.6418, grad_norm: 5.1106 2020-09-12 22:29:13,479 - mmaction - INFO - Epoch [118][920/940] lr: 4.000e-03, eta: 15:21:08, time: 1.844, data_time: 0.006, memory: 6924, loss_aux: 1.0434, top1_acc: 0.6121, top5_acc: 0.8109, loss_cls: 1.6740, loss: 2.7174, grad_norm: 5.1386 2020-09-12 22:29:49,302 - mmaction - INFO - Epoch [118][940/940] lr: 4.000e-03, eta: 15:20:31, time: 1.792, data_time: 0.005, memory: 6924, loss_aux: 1.0645, top1_acc: 0.6000, top5_acc: 0.8052, loss_cls: 1.7034, loss: 2.7680, grad_norm: 5.4308 2020-09-12 22:29:49,693 - mmaction - INFO - Saving checkpoint at 118 epochs 2020-09-12 22:30:34,290 - mmaction - INFO - Epoch [119][20/940] lr: 4.000e-03, eta: 15:19:56, time: 2.164, data_time: 0.649, memory: 6924, loss_aux: 1.0225, top1_acc: 0.6098, top5_acc: 0.8125, loss_cls: 1.6551, loss: 2.6777, grad_norm: 5.2729 2020-09-12 22:31:09,462 - mmaction - INFO - Epoch [119][40/940] lr: 4.000e-03, eta: 15:19:19, time: 1.760, data_time: 0.006, memory: 6924, loss_aux: 1.0210, top1_acc: 0.6166, top5_acc: 0.8223, loss_cls: 1.6347, loss: 2.6557, grad_norm: 5.1773 2020-09-12 22:31:46,338 - mmaction - INFO - Epoch [119][60/940] lr: 4.000e-03, eta: 15:18:42, time: 1.842, data_time: 0.005, memory: 6924, loss_aux: 1.0311, top1_acc: 0.6066, top5_acc: 0.8113, loss_cls: 1.6585, loss: 2.6896, grad_norm: 5.2436 2020-09-12 22:32:23,281 - mmaction - INFO - Epoch [119][80/940] lr: 4.000e-03, eta: 15:18:06, time: 1.849, data_time: 0.006, memory: 6924, loss_aux: 1.0177, top1_acc: 0.6172, top5_acc: 0.8143, loss_cls: 1.6248, loss: 2.6425, grad_norm: 5.1786 2020-09-12 22:33:00,585 - mmaction - INFO - Epoch [119][100/940] lr: 4.000e-03, eta: 15:17:29, time: 1.863, data_time: 0.007, memory: 6924, loss_aux: 1.0446, top1_acc: 0.6025, top5_acc: 0.8076, loss_cls: 1.6777, loss: 2.7223, grad_norm: 5.1774 2020-09-12 22:33:37,598 - mmaction - INFO - Epoch [119][120/940] lr: 4.000e-03, eta: 15:16:52, time: 1.853, data_time: 0.006, memory: 6924, loss_aux: 1.0419, top1_acc: 0.6189, top5_acc: 0.8066, loss_cls: 1.6671, loss: 2.7090, grad_norm: 5.2370 2020-09-12 22:34:15,188 - mmaction - INFO - Epoch [119][140/940] lr: 4.000e-03, eta: 15:16:16, time: 1.878, data_time: 0.006, memory: 6924, loss_aux: 1.0494, top1_acc: 0.5986, top5_acc: 0.8029, loss_cls: 1.7049, loss: 2.7543, grad_norm: 5.1465 2020-09-12 22:34:51,878 - mmaction - INFO - Epoch [119][160/940] lr: 4.000e-03, eta: 15:15:39, time: 1.836, data_time: 0.006, memory: 6924, loss_aux: 1.0170, top1_acc: 0.6186, top5_acc: 0.8156, loss_cls: 1.6247, loss: 2.6416, grad_norm: 5.1497 2020-09-12 22:35:29,255 - mmaction - INFO - Epoch [119][180/940] lr: 4.000e-03, eta: 15:15:03, time: 1.867, data_time: 0.005, memory: 6924, loss_aux: 1.0537, top1_acc: 0.6086, top5_acc: 0.8131, loss_cls: 1.6631, loss: 2.7168, grad_norm: 5.1428 2020-09-12 22:36:06,353 - mmaction - INFO - Epoch [119][200/940] lr: 4.000e-03, eta: 15:14:26, time: 1.856, data_time: 0.006, memory: 6924, loss_aux: 1.0322, top1_acc: 0.6098, top5_acc: 0.8148, loss_cls: 1.6450, loss: 2.6772, grad_norm: 5.0864 2020-09-12 22:36:43,236 - mmaction - INFO - Epoch [119][220/940] lr: 4.000e-03, eta: 15:13:49, time: 1.843, data_time: 0.006, memory: 6924, loss_aux: 1.0592, top1_acc: 0.6037, top5_acc: 0.8006, loss_cls: 1.7103, loss: 2.7694, grad_norm: 5.2697 2020-09-12 22:37:20,508 - mmaction - INFO - Epoch [119][240/940] lr: 4.000e-03, eta: 15:13:13, time: 1.865, data_time: 0.006, memory: 6924, loss_aux: 1.0256, top1_acc: 0.6123, top5_acc: 0.8164, loss_cls: 1.6623, loss: 2.6879, grad_norm: 5.1994 2020-09-12 22:37:58,476 - mmaction - INFO - Epoch [119][260/940] lr: 4.000e-03, eta: 15:12:36, time: 1.897, data_time: 0.006, memory: 6924, loss_aux: 1.0447, top1_acc: 0.6016, top5_acc: 0.8139, loss_cls: 1.6898, loss: 2.7345, grad_norm: 5.1627 2020-09-12 22:38:35,330 - mmaction - INFO - Epoch [119][280/940] lr: 4.000e-03, eta: 15:12:00, time: 1.844, data_time: 0.006, memory: 6924, loss_aux: 1.0238, top1_acc: 0.6053, top5_acc: 0.8125, loss_cls: 1.6632, loss: 2.6870, grad_norm: 5.2438 2020-09-12 22:39:11,897 - mmaction - INFO - Epoch [119][300/940] lr: 4.000e-03, eta: 15:11:23, time: 1.827, data_time: 0.006, memory: 6924, loss_aux: 1.0579, top1_acc: 0.6041, top5_acc: 0.8002, loss_cls: 1.6912, loss: 2.7491, grad_norm: 5.1766 2020-09-12 22:39:48,704 - mmaction - INFO - Epoch [119][320/940] lr: 4.000e-03, eta: 15:10:46, time: 1.842, data_time: 0.006, memory: 6924, loss_aux: 1.0105, top1_acc: 0.6193, top5_acc: 0.8256, loss_cls: 1.5897, loss: 2.6002, grad_norm: 5.2067 2020-09-12 22:40:26,528 - mmaction - INFO - Epoch [119][340/940] lr: 4.000e-03, eta: 15:10:10, time: 1.889, data_time: 0.006, memory: 6924, loss_aux: 1.0470, top1_acc: 0.6076, top5_acc: 0.8125, loss_cls: 1.6734, loss: 2.7204, grad_norm: 5.3262 2020-09-12 22:41:03,503 - mmaction - INFO - Epoch [119][360/940] lr: 4.000e-03, eta: 15:09:33, time: 1.851, data_time: 0.006, memory: 6924, loss_aux: 1.0366, top1_acc: 0.6084, top5_acc: 0.8088, loss_cls: 1.6707, loss: 2.7073, grad_norm: 5.1933 2020-09-12 22:41:40,338 - mmaction - INFO - Epoch [119][380/940] lr: 4.000e-03, eta: 15:08:56, time: 1.840, data_time: 0.006, memory: 6924, loss_aux: 1.0284, top1_acc: 0.6084, top5_acc: 0.8080, loss_cls: 1.6527, loss: 2.6810, grad_norm: 5.2320 2020-09-12 22:42:17,353 - mmaction - INFO - Epoch [119][400/940] lr: 4.000e-03, eta: 15:08:20, time: 1.851, data_time: 0.007, memory: 6924, loss_aux: 1.0421, top1_acc: 0.6066, top5_acc: 0.8072, loss_cls: 1.6801, loss: 2.7222, grad_norm: 5.2204 2020-09-12 22:42:54,520 - mmaction - INFO - Epoch [119][420/940] lr: 4.000e-03, eta: 15:07:43, time: 1.858, data_time: 0.006, memory: 6924, loss_aux: 1.0303, top1_acc: 0.6117, top5_acc: 0.8135, loss_cls: 1.6393, loss: 2.6696, grad_norm: 5.1370 2020-09-12 22:43:31,651 - mmaction - INFO - Epoch [119][440/940] lr: 4.000e-03, eta: 15:07:06, time: 1.858, data_time: 0.005, memory: 6924, loss_aux: 1.0583, top1_acc: 0.5953, top5_acc: 0.8051, loss_cls: 1.7170, loss: 2.7752, grad_norm: 5.3179 2020-09-12 22:44:08,931 - mmaction - INFO - Epoch [119][460/940] lr: 4.000e-03, eta: 15:06:30, time: 1.862, data_time: 0.005, memory: 6924, loss_aux: 1.0288, top1_acc: 0.6131, top5_acc: 0.8160, loss_cls: 1.6428, loss: 2.6717, grad_norm: 5.2037 2020-09-12 22:44:46,046 - mmaction - INFO - Epoch [119][480/940] lr: 4.000e-03, eta: 15:05:53, time: 1.857, data_time: 0.006, memory: 6924, loss_aux: 1.0107, top1_acc: 0.6281, top5_acc: 0.8232, loss_cls: 1.6019, loss: 2.6126, grad_norm: 5.1908 2020-09-12 22:45:23,644 - mmaction - INFO - Epoch [119][500/940] lr: 4.000e-03, eta: 15:05:17, time: 1.877, data_time: 0.006, memory: 6924, loss_aux: 1.0492, top1_acc: 0.6021, top5_acc: 0.8000, loss_cls: 1.7088, loss: 2.7580, grad_norm: 5.2419 2020-09-12 22:46:01,138 - mmaction - INFO - Epoch [119][520/940] lr: 4.000e-03, eta: 15:04:40, time: 1.875, data_time: 0.008, memory: 6924, loss_aux: 1.0376, top1_acc: 0.5998, top5_acc: 0.8125, loss_cls: 1.6689, loss: 2.7065, grad_norm: 5.3234 2020-09-12 22:46:37,930 - mmaction - INFO - Epoch [119][540/940] lr: 4.000e-03, eta: 15:04:04, time: 1.842, data_time: 0.007, memory: 6924, loss_aux: 1.0296, top1_acc: 0.6084, top5_acc: 0.8084, loss_cls: 1.6710, loss: 2.7005, grad_norm: 5.2637 2020-09-12 22:47:15,250 - mmaction - INFO - Epoch [119][560/940] lr: 4.000e-03, eta: 15:03:27, time: 1.864, data_time: 0.006, memory: 6924, loss_aux: 1.0217, top1_acc: 0.6053, top5_acc: 0.8098, loss_cls: 1.6621, loss: 2.6838, grad_norm: 5.1756 2020-09-12 22:47:51,991 - mmaction - INFO - Epoch [119][580/940] lr: 4.000e-03, eta: 15:02:50, time: 1.837, data_time: 0.006, memory: 6924, loss_aux: 1.0237, top1_acc: 0.6172, top5_acc: 0.8156, loss_cls: 1.6415, loss: 2.6652, grad_norm: 5.1363 2020-09-12 22:48:28,993 - mmaction - INFO - Epoch [119][600/940] lr: 4.000e-03, eta: 15:02:14, time: 1.852, data_time: 0.006, memory: 6924, loss_aux: 1.0375, top1_acc: 0.6139, top5_acc: 0.8105, loss_cls: 1.6597, loss: 2.6971, grad_norm: 5.1628 2020-09-12 22:49:05,659 - mmaction - INFO - Epoch [119][620/940] lr: 4.000e-03, eta: 15:01:37, time: 1.831, data_time: 0.005, memory: 6924, loss_aux: 1.0526, top1_acc: 0.6051, top5_acc: 0.8143, loss_cls: 1.6767, loss: 2.7293, grad_norm: 5.1587 2020-09-12 22:49:43,197 - mmaction - INFO - Epoch [119][640/940] lr: 4.000e-03, eta: 15:01:00, time: 1.879, data_time: 0.006, memory: 6924, loss_aux: 1.0292, top1_acc: 0.6182, top5_acc: 0.8148, loss_cls: 1.6482, loss: 2.6773, grad_norm: 5.2237 2020-09-12 22:50:20,919 - mmaction - INFO - Epoch [119][660/940] lr: 4.000e-03, eta: 15:00:24, time: 1.884, data_time: 0.005, memory: 6924, loss_aux: 1.0418, top1_acc: 0.6045, top5_acc: 0.8072, loss_cls: 1.6932, loss: 2.7349, grad_norm: 5.2180 2020-09-12 22:50:58,210 - mmaction - INFO - Epoch [119][680/940] lr: 4.000e-03, eta: 14:59:47, time: 1.865, data_time: 0.006, memory: 6924, loss_aux: 1.0205, top1_acc: 0.6051, top5_acc: 0.8178, loss_cls: 1.6292, loss: 2.6497, grad_norm: 5.1040 2020-09-12 22:51:34,569 - mmaction - INFO - Epoch [119][700/940] lr: 4.000e-03, eta: 14:59:10, time: 1.820, data_time: 0.005, memory: 6924, loss_aux: 1.0386, top1_acc: 0.6141, top5_acc: 0.8098, loss_cls: 1.6803, loss: 2.7189, grad_norm: 5.2436 2020-09-12 22:52:11,946 - mmaction - INFO - Epoch [119][720/940] lr: 4.000e-03, eta: 14:58:34, time: 1.867, data_time: 0.005, memory: 6924, loss_aux: 1.0490, top1_acc: 0.6023, top5_acc: 0.8098, loss_cls: 1.6944, loss: 2.7434, grad_norm: 5.2880 2020-09-12 22:52:48,731 - mmaction - INFO - Epoch [119][740/940] lr: 4.000e-03, eta: 14:57:57, time: 1.839, data_time: 0.006, memory: 6924, loss_aux: 1.0383, top1_acc: 0.6043, top5_acc: 0.8117, loss_cls: 1.6667, loss: 2.7050, grad_norm: 5.2073 2020-09-12 22:53:25,979 - mmaction - INFO - Epoch [119][760/940] lr: 4.000e-03, eta: 14:57:21, time: 1.865, data_time: 0.007, memory: 6924, loss_aux: 1.0499, top1_acc: 0.6012, top5_acc: 0.8119, loss_cls: 1.6854, loss: 2.7352, grad_norm: 5.2541 2020-09-12 22:54:03,249 - mmaction - INFO - Epoch [119][780/940] lr: 4.000e-03, eta: 14:56:44, time: 1.862, data_time: 0.006, memory: 6924, loss_aux: 1.0559, top1_acc: 0.5984, top5_acc: 0.8076, loss_cls: 1.6882, loss: 2.7441, grad_norm: 5.3273 2020-09-12 22:54:41,012 - mmaction - INFO - Epoch [119][800/940] lr: 4.000e-03, eta: 14:56:08, time: 1.890, data_time: 0.006, memory: 6924, loss_aux: 1.0338, top1_acc: 0.6008, top5_acc: 0.8137, loss_cls: 1.6691, loss: 2.7029, grad_norm: 5.2123 2020-09-12 22:55:17,900 - mmaction - INFO - Epoch [119][820/940] lr: 4.000e-03, eta: 14:55:31, time: 1.842, data_time: 0.006, memory: 6924, loss_aux: 1.0174, top1_acc: 0.6123, top5_acc: 0.8125, loss_cls: 1.6394, loss: 2.6567, grad_norm: 5.0957 2020-09-12 22:55:54,736 - mmaction - INFO - Epoch [119][840/940] lr: 4.000e-03, eta: 14:54:54, time: 1.844, data_time: 0.005, memory: 6924, loss_aux: 1.0330, top1_acc: 0.6061, top5_acc: 0.8131, loss_cls: 1.6621, loss: 2.6951, grad_norm: 5.1786 2020-09-12 22:56:31,539 - mmaction - INFO - Epoch [119][860/940] lr: 4.000e-03, eta: 14:54:17, time: 1.839, data_time: 0.006, memory: 6924, loss_aux: 1.0350, top1_acc: 0.6027, top5_acc: 0.8074, loss_cls: 1.6598, loss: 2.6948, grad_norm: 5.1555 2020-09-12 22:57:09,015 - mmaction - INFO - Epoch [119][880/940] lr: 4.000e-03, eta: 14:53:41, time: 1.875, data_time: 0.005, memory: 6924, loss_aux: 1.0469, top1_acc: 0.6035, top5_acc: 0.8100, loss_cls: 1.6841, loss: 2.7310, grad_norm: 5.2708 2020-09-12 22:57:46,483 - mmaction - INFO - Epoch [119][900/940] lr: 4.000e-03, eta: 14:53:04, time: 1.873, data_time: 0.004, memory: 6924, loss_aux: 1.0268, top1_acc: 0.6084, top5_acc: 0.8135, loss_cls: 1.6681, loss: 2.6949, grad_norm: 5.2559 2020-09-12 22:58:23,768 - mmaction - INFO - Epoch [119][920/940] lr: 4.000e-03, eta: 14:52:28, time: 1.863, data_time: 0.006, memory: 6924, loss_aux: 1.0662, top1_acc: 0.6000, top5_acc: 0.7957, loss_cls: 1.7348, loss: 2.8010, grad_norm: 5.3267 2020-09-12 22:58:59,654 - mmaction - INFO - Epoch [119][940/940] lr: 4.000e-03, eta: 14:51:51, time: 1.796, data_time: 0.006, memory: 6924, loss_aux: 1.0481, top1_acc: 0.6047, top5_acc: 0.8076, loss_cls: 1.6830, loss: 2.7311, grad_norm: 5.2916 2020-09-12 22:59:00,093 - mmaction - INFO - Saving checkpoint at 119 epochs 2020-09-12 22:59:45,107 - mmaction - INFO - Epoch [120][20/940] lr: 4.000e-03, eta: 14:51:15, time: 1.961, data_time: 0.421, memory: 6924, loss_aux: 1.0255, top1_acc: 0.6080, top5_acc: 0.8139, loss_cls: 1.6500, loss: 2.6754, grad_norm: 5.2502 2020-09-12 23:00:24,324 - mmaction - INFO - Epoch [120][40/940] lr: 4.000e-03, eta: 14:50:39, time: 1.942, data_time: 0.007, memory: 6924, loss_aux: 1.0424, top1_acc: 0.6119, top5_acc: 0.8027, loss_cls: 1.6707, loss: 2.7131, grad_norm: 5.1999 2020-09-12 23:00:59,643 - mmaction - INFO - Epoch [120][60/940] lr: 4.000e-03, eta: 14:50:02, time: 1.787, data_time: 0.048, memory: 6924, loss_aux: 1.0013, top1_acc: 0.6246, top5_acc: 0.8211, loss_cls: 1.5840, loss: 2.5853, grad_norm: 5.2293 2020-09-12 23:01:35,938 - mmaction - INFO - Epoch [120][80/940] lr: 4.000e-03, eta: 14:49:25, time: 1.813, data_time: 0.005, memory: 6924, loss_aux: 1.0282, top1_acc: 0.6104, top5_acc: 0.8156, loss_cls: 1.6493, loss: 2.6775, grad_norm: 5.2403 2020-09-12 23:02:12,584 - mmaction - INFO - Epoch [120][100/940] lr: 4.000e-03, eta: 14:48:48, time: 1.832, data_time: 0.006, memory: 6924, loss_aux: 1.0142, top1_acc: 0.6104, top5_acc: 0.8195, loss_cls: 1.6405, loss: 2.6547, grad_norm: 5.2128 2020-09-12 23:02:49,930 - mmaction - INFO - Epoch [120][120/940] lr: 4.000e-03, eta: 14:48:11, time: 1.868, data_time: 0.006, memory: 6924, loss_aux: 0.9921, top1_acc: 0.6291, top5_acc: 0.8260, loss_cls: 1.5810, loss: 2.5730, grad_norm: 5.1771 2020-09-12 23:03:26,867 - mmaction - INFO - Epoch [120][140/940] lr: 4.000e-03, eta: 14:47:35, time: 1.848, data_time: 0.006, memory: 6924, loss_aux: 1.0407, top1_acc: 0.6035, top5_acc: 0.8084, loss_cls: 1.6850, loss: 2.7257, grad_norm: 5.3696 2020-09-12 23:04:03,658 - mmaction - INFO - Epoch [120][160/940] lr: 4.000e-03, eta: 14:46:58, time: 1.838, data_time: 0.006, memory: 6924, loss_aux: 1.0443, top1_acc: 0.6135, top5_acc: 0.8145, loss_cls: 1.6591, loss: 2.7033, grad_norm: 5.2795 2020-09-12 23:04:40,833 - mmaction - INFO - Epoch [120][180/940] lr: 4.000e-03, eta: 14:46:21, time: 1.861, data_time: 0.005, memory: 6924, loss_aux: 1.0350, top1_acc: 0.6066, top5_acc: 0.8137, loss_cls: 1.6560, loss: 2.6910, grad_norm: 5.3211 2020-09-12 23:05:18,071 - mmaction - INFO - Epoch [120][200/940] lr: 4.000e-03, eta: 14:45:45, time: 1.860, data_time: 0.006, memory: 6924, loss_aux: 1.0269, top1_acc: 0.6117, top5_acc: 0.8086, loss_cls: 1.6567, loss: 2.6836, grad_norm: 5.2376 2020-09-12 23:05:55,517 - mmaction - INFO - Epoch [120][220/940] lr: 4.000e-03, eta: 14:45:08, time: 1.874, data_time: 0.006, memory: 6924, loss_aux: 1.0486, top1_acc: 0.6102, top5_acc: 0.8090, loss_cls: 1.6765, loss: 2.7251, grad_norm: 5.2449 2020-09-12 23:06:32,143 - mmaction - INFO - Epoch [120][240/940] lr: 4.000e-03, eta: 14:44:32, time: 1.831, data_time: 0.007, memory: 6924, loss_aux: 1.0350, top1_acc: 0.6088, top5_acc: 0.8129, loss_cls: 1.6644, loss: 2.6994, grad_norm: 5.2853 2020-09-12 23:07:09,297 - mmaction - INFO - Epoch [120][260/940] lr: 4.000e-03, eta: 14:43:55, time: 1.858, data_time: 0.003, memory: 6924, loss_aux: 1.0293, top1_acc: 0.6100, top5_acc: 0.8090, loss_cls: 1.6493, loss: 2.6787, grad_norm: 5.2673 2020-09-12 23:07:45,991 - mmaction - INFO - Epoch [120][280/940] lr: 4.000e-03, eta: 14:43:18, time: 1.833, data_time: 0.006, memory: 6924, loss_aux: 1.0316, top1_acc: 0.6176, top5_acc: 0.8170, loss_cls: 1.6473, loss: 2.6789, grad_norm: 5.3379 2020-09-12 23:08:23,236 - mmaction - INFO - Epoch [120][300/940] lr: 4.000e-03, eta: 14:42:42, time: 1.864, data_time: 0.006, memory: 6924, loss_aux: 1.0449, top1_acc: 0.6012, top5_acc: 0.8100, loss_cls: 1.6871, loss: 2.7320, grad_norm: 5.3307 2020-09-12 23:09:00,747 - mmaction - INFO - Epoch [120][320/940] lr: 4.000e-03, eta: 14:42:05, time: 1.874, data_time: 0.006, memory: 6924, loss_aux: 1.0133, top1_acc: 0.6158, top5_acc: 0.8162, loss_cls: 1.6150, loss: 2.6283, grad_norm: 5.1983 2020-09-12 23:09:37,608 - mmaction - INFO - Epoch [120][340/940] lr: 4.000e-03, eta: 14:41:28, time: 1.844, data_time: 0.006, memory: 6924, loss_aux: 1.0409, top1_acc: 0.6107, top5_acc: 0.8123, loss_cls: 1.6506, loss: 2.6915, grad_norm: 5.2777 2020-09-12 23:10:15,173 - mmaction - INFO - Epoch [120][360/940] lr: 4.000e-03, eta: 14:40:52, time: 1.877, data_time: 0.005, memory: 6924, loss_aux: 1.0398, top1_acc: 0.6105, top5_acc: 0.8152, loss_cls: 1.6572, loss: 2.6970, grad_norm: 5.3293 2020-09-12 23:10:52,271 - mmaction - INFO - Epoch [120][380/940] lr: 4.000e-03, eta: 14:40:15, time: 1.856, data_time: 0.006, memory: 6924, loss_aux: 1.0453, top1_acc: 0.5994, top5_acc: 0.8098, loss_cls: 1.6892, loss: 2.7345, grad_norm: 5.3873 2020-09-12 23:11:29,160 - mmaction - INFO - Epoch [120][400/940] lr: 4.000e-03, eta: 14:39:39, time: 1.843, data_time: 0.006, memory: 6924, loss_aux: 1.0368, top1_acc: 0.6145, top5_acc: 0.8125, loss_cls: 1.6621, loss: 2.6989, grad_norm: 5.2444 2020-09-12 23:12:06,627 - mmaction - INFO - Epoch [120][420/940] lr: 4.000e-03, eta: 14:39:02, time: 1.874, data_time: 0.006, memory: 6924, loss_aux: 1.0407, top1_acc: 0.5977, top5_acc: 0.8111, loss_cls: 1.6736, loss: 2.7143, grad_norm: 5.3003 2020-09-12 23:12:43,718 - mmaction - INFO - Epoch [120][440/940] lr: 4.000e-03, eta: 14:38:25, time: 1.854, data_time: 0.006, memory: 6924, loss_aux: 1.0363, top1_acc: 0.6100, top5_acc: 0.8102, loss_cls: 1.6848, loss: 2.7211, grad_norm: 5.2949 2020-09-12 23:13:21,078 - mmaction - INFO - Epoch [120][460/940] lr: 4.000e-03, eta: 14:37:49, time: 1.870, data_time: 0.007, memory: 6924, loss_aux: 1.0360, top1_acc: 0.6146, top5_acc: 0.8059, loss_cls: 1.6732, loss: 2.7093, grad_norm: 5.2549 2020-09-12 23:13:58,096 - mmaction - INFO - Epoch [120][480/940] lr: 4.000e-03, eta: 14:37:12, time: 1.849, data_time: 0.006, memory: 6924, loss_aux: 1.0327, top1_acc: 0.6002, top5_acc: 0.8123, loss_cls: 1.6519, loss: 2.6846, grad_norm: 5.3605 2020-09-12 23:14:35,580 - mmaction - INFO - Epoch [120][500/940] lr: 4.000e-03, eta: 14:36:36, time: 1.876, data_time: 0.006, memory: 6924, loss_aux: 1.0400, top1_acc: 0.5998, top5_acc: 0.8146, loss_cls: 1.6741, loss: 2.7141, grad_norm: 5.3362 2020-09-12 23:15:13,816 - mmaction - INFO - Epoch [120][520/940] lr: 4.000e-03, eta: 14:35:59, time: 1.910, data_time: 0.006, memory: 6924, loss_aux: 0.9985, top1_acc: 0.6137, top5_acc: 0.8131, loss_cls: 1.6237, loss: 2.6221, grad_norm: 5.3195 2020-09-12 23:15:50,881 - mmaction - INFO - Epoch [120][540/940] lr: 4.000e-03, eta: 14:35:23, time: 1.855, data_time: 0.006, memory: 6924, loss_aux: 0.9909, top1_acc: 0.6143, top5_acc: 0.8225, loss_cls: 1.5851, loss: 2.5760, grad_norm: 5.2544 2020-09-12 23:16:28,642 - mmaction - INFO - Epoch [120][560/940] lr: 4.000e-03, eta: 14:34:46, time: 1.886, data_time: 0.006, memory: 6924, loss_aux: 1.0559, top1_acc: 0.6047, top5_acc: 0.8164, loss_cls: 1.6611, loss: 2.7169, grad_norm: 5.3944 2020-09-12 23:17:06,092 - mmaction - INFO - Epoch [120][580/940] lr: 4.000e-03, eta: 14:34:10, time: 1.874, data_time: 0.006, memory: 6924, loss_aux: 1.0489, top1_acc: 0.6035, top5_acc: 0.8078, loss_cls: 1.6859, loss: 2.7348, grad_norm: 5.4045 2020-09-12 23:17:42,746 - mmaction - INFO - Epoch [120][600/940] lr: 4.000e-03, eta: 14:33:33, time: 1.831, data_time: 0.006, memory: 6924, loss_aux: 1.0328, top1_acc: 0.6018, top5_acc: 0.8090, loss_cls: 1.6677, loss: 2.7005, grad_norm: 5.3409 2020-09-12 23:18:20,440 - mmaction - INFO - Epoch [120][620/940] lr: 4.000e-03, eta: 14:32:56, time: 1.887, data_time: 0.006, memory: 6924, loss_aux: 1.0667, top1_acc: 0.5934, top5_acc: 0.8041, loss_cls: 1.7314, loss: 2.7981, grad_norm: 5.7540 2020-09-12 23:18:58,346 - mmaction - INFO - Epoch [120][640/940] lr: 4.000e-03, eta: 14:32:20, time: 1.895, data_time: 0.005, memory: 6924, loss_aux: 1.0406, top1_acc: 0.6080, top5_acc: 0.8059, loss_cls: 1.6798, loss: 2.7203, grad_norm: 5.2825 2020-09-12 23:19:35,825 - mmaction - INFO - Epoch [120][660/940] lr: 4.000e-03, eta: 14:31:43, time: 1.874, data_time: 0.004, memory: 6924, loss_aux: 1.0382, top1_acc: 0.6158, top5_acc: 0.8104, loss_cls: 1.6686, loss: 2.7069, grad_norm: 5.2559 2020-09-12 23:20:13,296 - mmaction - INFO - Epoch [120][680/940] lr: 4.000e-03, eta: 14:31:07, time: 1.872, data_time: 0.006, memory: 6924, loss_aux: 1.0252, top1_acc: 0.6061, top5_acc: 0.8146, loss_cls: 1.6593, loss: 2.6845, grad_norm: 5.3287 2020-09-12 23:20:50,923 - mmaction - INFO - Epoch [120][700/940] lr: 4.000e-03, eta: 14:30:30, time: 1.883, data_time: 0.006, memory: 6924, loss_aux: 1.0334, top1_acc: 0.6041, top5_acc: 0.8117, loss_cls: 1.6827, loss: 2.7161, grad_norm: 5.2873 2020-09-12 23:21:28,719 - mmaction - INFO - Epoch [120][720/940] lr: 4.000e-03, eta: 14:29:54, time: 1.888, data_time: 0.005, memory: 6924, loss_aux: 1.0125, top1_acc: 0.6184, top5_acc: 0.8127, loss_cls: 1.6289, loss: 2.6414, grad_norm: 5.1556 2020-09-12 23:22:06,602 - mmaction - INFO - Epoch [120][740/940] lr: 4.000e-03, eta: 14:29:17, time: 1.896, data_time: 0.006, memory: 6924, loss_aux: 1.0305, top1_acc: 0.6053, top5_acc: 0.8100, loss_cls: 1.6610, loss: 2.6914, grad_norm: 5.1784 2020-09-12 23:22:44,452 - mmaction - INFO - Epoch [120][760/940] lr: 4.000e-03, eta: 14:28:41, time: 1.891, data_time: 0.006, memory: 6924, loss_aux: 1.0320, top1_acc: 0.6131, top5_acc: 0.8141, loss_cls: 1.6627, loss: 2.6947, grad_norm: 5.2692 2020-09-12 23:23:21,667 - mmaction - INFO - Epoch [120][780/940] lr: 4.000e-03, eta: 14:28:04, time: 1.863, data_time: 0.006, memory: 6924, loss_aux: 1.0598, top1_acc: 0.6000, top5_acc: 0.8008, loss_cls: 1.7080, loss: 2.7679, grad_norm: 5.2881 2020-09-12 23:23:59,326 - mmaction - INFO - Epoch [120][800/940] lr: 4.000e-03, eta: 14:27:28, time: 1.881, data_time: 0.006, memory: 6924, loss_aux: 1.0177, top1_acc: 0.6145, top5_acc: 0.8170, loss_cls: 1.6341, loss: 2.6519, grad_norm: 5.1875 2020-09-12 23:24:36,778 - mmaction - INFO - Epoch [120][820/940] lr: 4.000e-03, eta: 14:26:51, time: 1.874, data_time: 0.006, memory: 6924, loss_aux: 1.0073, top1_acc: 0.6119, top5_acc: 0.8232, loss_cls: 1.6070, loss: 2.6143, grad_norm: 5.2215 2020-09-12 23:25:14,712 - mmaction - INFO - Epoch [120][840/940] lr: 4.000e-03, eta: 14:26:15, time: 1.894, data_time: 0.006, memory: 6924, loss_aux: 1.0640, top1_acc: 0.5982, top5_acc: 0.7955, loss_cls: 1.7414, loss: 2.8053, grad_norm: 5.2616 2020-09-12 23:25:51,929 - mmaction - INFO - Epoch [120][860/940] lr: 4.000e-03, eta: 14:25:38, time: 1.864, data_time: 0.007, memory: 6924, loss_aux: 1.0401, top1_acc: 0.6098, top5_acc: 0.8100, loss_cls: 1.6663, loss: 2.7064, grad_norm: 5.1700 2020-09-12 23:26:29,381 - mmaction - INFO - Epoch [120][880/940] lr: 4.000e-03, eta: 14:25:02, time: 1.871, data_time: 0.005, memory: 6924, loss_aux: 1.0131, top1_acc: 0.6199, top5_acc: 0.8201, loss_cls: 1.6139, loss: 2.6270, grad_norm: 5.2662 2020-09-12 23:27:06,819 - mmaction - INFO - Epoch [120][900/940] lr: 4.000e-03, eta: 14:24:25, time: 1.874, data_time: 0.005, memory: 6924, loss_aux: 1.0592, top1_acc: 0.6004, top5_acc: 0.8063, loss_cls: 1.7011, loss: 2.7603, grad_norm: 5.3256 2020-09-12 23:27:44,747 - mmaction - INFO - Epoch [120][920/940] lr: 4.000e-03, eta: 14:23:49, time: 1.895, data_time: 0.006, memory: 6924, loss_aux: 1.0574, top1_acc: 0.5951, top5_acc: 0.8096, loss_cls: 1.7056, loss: 2.7629, grad_norm: 5.4163 2020-09-12 23:28:21,483 - mmaction - INFO - Epoch [120][940/940] lr: 4.000e-03, eta: 14:23:12, time: 1.838, data_time: 0.005, memory: 6924, loss_aux: 1.0460, top1_acc: 0.6069, top5_acc: 0.8052, loss_cls: 1.6990, loss: 2.7451, grad_norm: 5.3208 2020-09-12 23:28:22,058 - mmaction - INFO - Saving checkpoint at 120 epochs 2020-09-12 23:29:09,271 - mmaction - INFO - Epoch [121][20/940] lr: 4.000e-03, eta: 14:22:37, time: 2.175, data_time: 0.660, memory: 6924, loss_aux: 1.0170, top1_acc: 0.6232, top5_acc: 0.8186, loss_cls: 1.6019, loss: 2.6189, grad_norm: 5.2083 2020-09-12 23:29:44,439 - mmaction - INFO - Epoch [121][40/940] lr: 4.000e-03, eta: 14:22:00, time: 1.760, data_time: 0.006, memory: 6924, loss_aux: 1.0173, top1_acc: 0.6229, top5_acc: 0.8158, loss_cls: 1.6125, loss: 2.6297, grad_norm: 5.2149 2020-09-12 23:30:21,331 - mmaction - INFO - Epoch [121][60/940] lr: 4.000e-03, eta: 14:21:23, time: 1.843, data_time: 0.006, memory: 6924, loss_aux: 1.0390, top1_acc: 0.6123, top5_acc: 0.8133, loss_cls: 1.6609, loss: 2.6999, grad_norm: 5.2430 2020-09-12 23:30:59,214 - mmaction - INFO - Epoch [121][80/940] lr: 4.000e-03, eta: 14:20:47, time: 1.896, data_time: 0.006, memory: 6924, loss_aux: 1.0383, top1_acc: 0.6043, top5_acc: 0.8143, loss_cls: 1.6599, loss: 2.6981, grad_norm: 5.2768 2020-09-12 23:31:36,321 - mmaction - INFO - Epoch [121][100/940] lr: 4.000e-03, eta: 14:20:10, time: 1.854, data_time: 0.005, memory: 6924, loss_aux: 0.9898, top1_acc: 0.6336, top5_acc: 0.8277, loss_cls: 1.5700, loss: 2.5599, grad_norm: 5.0898 2020-09-12 23:32:14,387 - mmaction - INFO - Epoch [121][120/940] lr: 4.000e-03, eta: 14:19:34, time: 1.903, data_time: 0.006, memory: 6924, loss_aux: 1.0227, top1_acc: 0.6105, top5_acc: 0.8150, loss_cls: 1.6473, loss: 2.6700, grad_norm: 5.2829 2020-09-12 23:32:51,907 - mmaction - INFO - Epoch [121][140/940] lr: 4.000e-03, eta: 14:18:57, time: 1.876, data_time: 0.006, memory: 6924, loss_aux: 1.0278, top1_acc: 0.6117, top5_acc: 0.8145, loss_cls: 1.6351, loss: 2.6629, grad_norm: 5.2608 2020-09-12 23:33:30,240 - mmaction - INFO - Epoch [121][160/940] lr: 4.000e-03, eta: 14:18:21, time: 1.918, data_time: 0.006, memory: 6924, loss_aux: 1.0186, top1_acc: 0.6111, top5_acc: 0.8145, loss_cls: 1.6416, loss: 2.6602, grad_norm: 5.2194 2020-09-12 23:34:07,868 - mmaction - INFO - Epoch [121][180/940] lr: 4.000e-03, eta: 14:17:44, time: 1.879, data_time: 0.005, memory: 6924, loss_aux: 1.0384, top1_acc: 0.6039, top5_acc: 0.8115, loss_cls: 1.6748, loss: 2.7132, grad_norm: 5.3103 2020-09-12 23:34:45,778 - mmaction - INFO - Epoch [121][200/940] lr: 4.000e-03, eta: 14:17:08, time: 1.897, data_time: 0.006, memory: 6924, loss_aux: 1.0598, top1_acc: 0.5961, top5_acc: 0.8037, loss_cls: 1.7007, loss: 2.7605, grad_norm: 5.3095 2020-09-12 23:35:23,506 - mmaction - INFO - Epoch [121][220/940] lr: 4.000e-03, eta: 14:16:31, time: 1.885, data_time: 0.006, memory: 6924, loss_aux: 1.0472, top1_acc: 0.6076, top5_acc: 0.8129, loss_cls: 1.6588, loss: 2.7060, grad_norm: 5.2311 2020-09-12 23:36:01,284 - mmaction - INFO - Epoch [121][240/940] lr: 4.000e-03, eta: 14:15:55, time: 1.891, data_time: 0.006, memory: 6924, loss_aux: 1.0423, top1_acc: 0.6082, top5_acc: 0.8078, loss_cls: 1.6727, loss: 2.7150, grad_norm: 5.1998 2020-09-12 23:36:39,269 - mmaction - INFO - Epoch [121][260/940] lr: 4.000e-03, eta: 14:15:18, time: 1.899, data_time: 0.003, memory: 6924, loss_aux: 1.0124, top1_acc: 0.6141, top5_acc: 0.8217, loss_cls: 1.6089, loss: 2.6213, grad_norm: 5.2182 2020-09-12 23:37:16,892 - mmaction - INFO - Epoch [121][280/940] lr: 4.000e-03, eta: 14:14:42, time: 1.879, data_time: 0.005, memory: 6924, loss_aux: 1.0283, top1_acc: 0.6090, top5_acc: 0.8117, loss_cls: 1.6567, loss: 2.6850, grad_norm: 5.2180 2020-09-12 23:37:55,597 - mmaction - INFO - Epoch [121][300/940] lr: 4.000e-03, eta: 14:14:06, time: 1.937, data_time: 0.005, memory: 6924, loss_aux: 1.0364, top1_acc: 0.6100, top5_acc: 0.8117, loss_cls: 1.6466, loss: 2.6829, grad_norm: 5.2601 2020-09-12 23:38:33,643 - mmaction - INFO - Epoch [121][320/940] lr: 4.000e-03, eta: 14:13:29, time: 1.901, data_time: 0.006, memory: 6924, loss_aux: 1.0260, top1_acc: 0.6178, top5_acc: 0.8164, loss_cls: 1.6204, loss: 2.6464, grad_norm: 5.2266 2020-09-12 23:39:11,854 - mmaction - INFO - Epoch [121][340/940] lr: 4.000e-03, eta: 14:12:53, time: 1.912, data_time: 0.006, memory: 6924, loss_aux: 1.0369, top1_acc: 0.6104, top5_acc: 0.8109, loss_cls: 1.6582, loss: 2.6951, grad_norm: 5.2410 2020-09-12 23:39:50,102 - mmaction - INFO - Epoch [121][360/940] lr: 4.000e-03, eta: 14:12:17, time: 1.910, data_time: 0.006, memory: 6924, loss_aux: 1.0344, top1_acc: 0.6037, top5_acc: 0.8094, loss_cls: 1.6607, loss: 2.6952, grad_norm: 5.2214 2020-09-12 23:40:27,898 - mmaction - INFO - Epoch [121][380/940] lr: 4.000e-03, eta: 14:11:40, time: 1.890, data_time: 0.006, memory: 6924, loss_aux: 1.0420, top1_acc: 0.6070, top5_acc: 0.8084, loss_cls: 1.6799, loss: 2.7219, grad_norm: 5.3335 2020-09-12 23:41:05,611 - mmaction - INFO - Epoch [121][400/940] lr: 4.000e-03, eta: 14:11:04, time: 1.887, data_time: 0.006, memory: 6924, loss_aux: 1.0041, top1_acc: 0.6213, top5_acc: 0.8170, loss_cls: 1.6098, loss: 2.6138, grad_norm: 5.2477 2020-09-12 23:41:43,327 - mmaction - INFO - Epoch [121][420/940] lr: 4.000e-03, eta: 14:10:27, time: 1.885, data_time: 0.003, memory: 6924, loss_aux: 1.0252, top1_acc: 0.6119, top5_acc: 0.8148, loss_cls: 1.6428, loss: 2.6680, grad_norm: 5.2731 2020-09-12 23:42:21,477 - mmaction - INFO - Epoch [121][440/940] lr: 4.000e-03, eta: 14:09:51, time: 1.909, data_time: 0.005, memory: 6924, loss_aux: 1.0419, top1_acc: 0.6045, top5_acc: 0.8051, loss_cls: 1.6855, loss: 2.7274, grad_norm: 5.3119 2020-09-12 23:42:59,387 - mmaction - INFO - Epoch [121][460/940] lr: 4.000e-03, eta: 14:09:14, time: 1.894, data_time: 0.006, memory: 6924, loss_aux: 1.0696, top1_acc: 0.5967, top5_acc: 0.8021, loss_cls: 1.7250, loss: 2.7946, grad_norm: 5.3492 2020-09-12 23:43:37,786 - mmaction - INFO - Epoch [121][480/940] lr: 4.000e-03, eta: 14:08:38, time: 1.922, data_time: 0.006, memory: 6924, loss_aux: 1.0321, top1_acc: 0.6029, top5_acc: 0.8045, loss_cls: 1.6737, loss: 2.7059, grad_norm: 5.2359 2020-09-12 23:44:15,790 - mmaction - INFO - Epoch [121][500/940] lr: 4.000e-03, eta: 14:08:02, time: 1.898, data_time: 0.006, memory: 6924, loss_aux: 1.0221, top1_acc: 0.6076, top5_acc: 0.8053, loss_cls: 1.6610, loss: 2.6831, grad_norm: 5.2507 2020-09-12 23:44:53,760 - mmaction - INFO - Epoch [121][520/940] lr: 4.000e-03, eta: 14:07:25, time: 1.900, data_time: 0.006, memory: 6924, loss_aux: 1.0388, top1_acc: 0.6170, top5_acc: 0.8084, loss_cls: 1.6542, loss: 2.6931, grad_norm: 5.3589 2020-09-12 23:45:31,645 - mmaction - INFO - Epoch [121][540/940] lr: 4.000e-03, eta: 14:06:49, time: 1.892, data_time: 0.006, memory: 6924, loss_aux: 1.0185, top1_acc: 0.6137, top5_acc: 0.8201, loss_cls: 1.6176, loss: 2.6362, grad_norm: 5.3015 2020-09-12 23:46:09,379 - mmaction - INFO - Epoch [121][560/940] lr: 4.000e-03, eta: 14:06:12, time: 1.887, data_time: 0.006, memory: 6924, loss_aux: 1.0439, top1_acc: 0.6014, top5_acc: 0.8057, loss_cls: 1.6782, loss: 2.7221, grad_norm: 5.3769 2020-09-12 23:46:47,219 - mmaction - INFO - Epoch [121][580/940] lr: 4.000e-03, eta: 14:05:36, time: 1.894, data_time: 0.006, memory: 6924, loss_aux: 1.0448, top1_acc: 0.6035, top5_acc: 0.8148, loss_cls: 1.6653, loss: 2.7100, grad_norm: 5.2349 2020-09-12 23:47:24,866 - mmaction - INFO - Epoch [121][600/940] lr: 4.000e-03, eta: 14:04:59, time: 1.880, data_time: 0.006, memory: 6924, loss_aux: 1.0217, top1_acc: 0.6123, top5_acc: 0.8146, loss_cls: 1.6378, loss: 2.6594, grad_norm: 5.2191 2020-09-12 23:48:03,185 - mmaction - INFO - Epoch [121][620/940] lr: 4.000e-03, eta: 14:04:23, time: 1.918, data_time: 0.006, memory: 6924, loss_aux: 1.0608, top1_acc: 0.6043, top5_acc: 0.8039, loss_cls: 1.6941, loss: 2.7549, grad_norm: 5.3578 2020-09-12 23:48:41,239 - mmaction - INFO - Epoch [121][640/940] lr: 4.000e-03, eta: 14:03:46, time: 1.903, data_time: 0.004, memory: 6924, loss_aux: 1.0138, top1_acc: 0.6158, top5_acc: 0.8156, loss_cls: 1.6376, loss: 2.6514, grad_norm: 5.2590 2020-09-12 23:49:19,123 - mmaction - INFO - Epoch [121][660/940] lr: 4.000e-03, eta: 14:03:10, time: 1.891, data_time: 0.006, memory: 6924, loss_aux: 1.0282, top1_acc: 0.6082, top5_acc: 0.8139, loss_cls: 1.6597, loss: 2.6879, grad_norm: 5.2334 2020-09-12 23:49:57,201 - mmaction - INFO - Epoch [121][680/940] lr: 4.000e-03, eta: 14:02:33, time: 1.907, data_time: 0.008, memory: 6924, loss_aux: 1.0169, top1_acc: 0.6143, top5_acc: 0.8184, loss_cls: 1.6203, loss: 2.6371, grad_norm: 5.1515 2020-09-12 23:50:35,137 - mmaction - INFO - Epoch [121][700/940] lr: 4.000e-03, eta: 14:01:57, time: 1.895, data_time: 0.006, memory: 6924, loss_aux: 1.0350, top1_acc: 0.6174, top5_acc: 0.8113, loss_cls: 1.6640, loss: 2.6989, grad_norm: 5.2158 2020-09-12 23:51:13,061 - mmaction - INFO - Epoch [121][720/940] lr: 4.000e-03, eta: 14:01:21, time: 1.897, data_time: 0.006, memory: 6924, loss_aux: 1.0130, top1_acc: 0.6152, top5_acc: 0.8197, loss_cls: 1.6217, loss: 2.6348, grad_norm: 5.1703 2020-09-12 23:51:50,381 - mmaction - INFO - Epoch [121][740/940] lr: 4.000e-03, eta: 14:00:44, time: 1.867, data_time: 0.006, memory: 6924, loss_aux: 1.0539, top1_acc: 0.6055, top5_acc: 0.8053, loss_cls: 1.6969, loss: 2.7508, grad_norm: 5.3486 2020-09-12 23:52:28,962 - mmaction - INFO - Epoch [121][760/940] lr: 4.000e-03, eta: 14:00:08, time: 1.929, data_time: 0.002, memory: 6924, loss_aux: 1.0252, top1_acc: 0.6125, top5_acc: 0.8187, loss_cls: 1.6432, loss: 2.6684, grad_norm: 5.1395 2020-09-12 23:53:06,455 - mmaction - INFO - Epoch [121][780/940] lr: 4.000e-03, eta: 13:59:31, time: 1.873, data_time: 0.006, memory: 6924, loss_aux: 1.0176, top1_acc: 0.6162, top5_acc: 0.8131, loss_cls: 1.6217, loss: 2.6393, grad_norm: 5.2036 2020-09-12 23:53:44,483 - mmaction - INFO - Epoch [121][800/940] lr: 4.000e-03, eta: 13:58:55, time: 1.903, data_time: 0.006, memory: 6924, loss_aux: 1.0434, top1_acc: 0.6113, top5_acc: 0.8121, loss_cls: 1.6604, loss: 2.7039, grad_norm: 5.2416 2020-09-12 23:54:22,991 - mmaction - INFO - Epoch [121][820/940] lr: 4.000e-03, eta: 13:58:18, time: 1.924, data_time: 0.006, memory: 6924, loss_aux: 1.0475, top1_acc: 0.6002, top5_acc: 0.8061, loss_cls: 1.6951, loss: 2.7426, grad_norm: 5.3012 2020-09-12 23:55:00,840 - mmaction - INFO - Epoch [121][840/940] lr: 4.000e-03, eta: 13:57:42, time: 1.895, data_time: 0.006, memory: 6924, loss_aux: 1.0117, top1_acc: 0.6320, top5_acc: 0.8182, loss_cls: 1.5984, loss: 2.6101, grad_norm: 5.1715 2020-09-12 23:55:38,939 - mmaction - INFO - Epoch [121][860/940] lr: 4.000e-03, eta: 13:57:05, time: 1.904, data_time: 0.002, memory: 6924, loss_aux: 1.0196, top1_acc: 0.6104, top5_acc: 0.8137, loss_cls: 1.6357, loss: 2.6552, grad_norm: 5.3302 2020-09-12 23:56:17,167 - mmaction - INFO - Epoch [121][880/940] lr: 4.000e-03, eta: 13:56:29, time: 1.912, data_time: 0.005, memory: 6924, loss_aux: 1.0266, top1_acc: 0.6008, top5_acc: 0.8207, loss_cls: 1.6511, loss: 2.6778, grad_norm: 5.3267 2020-09-12 23:56:55,348 - mmaction - INFO - Epoch [121][900/940] lr: 4.000e-03, eta: 13:55:53, time: 1.909, data_time: 0.003, memory: 6924, loss_aux: 1.0261, top1_acc: 0.6172, top5_acc: 0.8084, loss_cls: 1.6639, loss: 2.6899, grad_norm: 5.3235 2020-09-12 23:57:33,463 - mmaction - INFO - Epoch [121][920/940] lr: 4.000e-03, eta: 13:55:16, time: 1.904, data_time: 0.006, memory: 6924, loss_aux: 1.0689, top1_acc: 0.5900, top5_acc: 0.7957, loss_cls: 1.7534, loss: 2.8223, grad_norm: 5.3366 2020-09-12 23:58:09,993 - mmaction - INFO - Epoch [121][940/940] lr: 4.000e-03, eta: 13:54:39, time: 1.827, data_time: 0.006, memory: 6924, loss_aux: 1.0521, top1_acc: 0.6027, top5_acc: 0.8084, loss_cls: 1.6964, loss: 2.7485, grad_norm: 5.4103 2020-09-12 23:58:10,521 - mmaction - INFO - Saving checkpoint at 121 epochs 2020-09-12 23:58:56,023 - mmaction - INFO - Epoch [122][20/940] lr: 4.000e-03, eta: 13:54:03, time: 1.949, data_time: 0.373, memory: 6924, loss_aux: 1.0225, top1_acc: 0.6162, top5_acc: 0.8189, loss_cls: 1.6367, loss: 2.6592, grad_norm: 5.1800 2020-09-12 23:59:32,515 - mmaction - INFO - Epoch [122][40/940] lr: 4.000e-03, eta: 13:53:26, time: 1.827, data_time: 0.006, memory: 6924, loss_aux: 1.0149, top1_acc: 0.6230, top5_acc: 0.8211, loss_cls: 1.6200, loss: 2.6349, grad_norm: 5.2430 2020-09-13 00:00:13,615 - mmaction - INFO - Epoch [122][60/940] lr: 4.000e-03, eta: 13:52:51, time: 2.042, data_time: 0.005, memory: 6924, loss_aux: 1.0634, top1_acc: 0.6035, top5_acc: 0.7996, loss_cls: 1.7165, loss: 2.7798, grad_norm: 5.2801 2020-09-13 00:00:50,236 - mmaction - INFO - Epoch [122][80/940] lr: 4.000e-03, eta: 13:52:14, time: 1.843, data_time: 0.022, memory: 6924, loss_aux: 1.0379, top1_acc: 0.6047, top5_acc: 0.8066, loss_cls: 1.6755, loss: 2.7134, grad_norm: 5.2725 2020-09-13 00:01:27,466 - mmaction - INFO - Epoch [122][100/940] lr: 4.000e-03, eta: 13:51:37, time: 1.860, data_time: 0.005, memory: 6924, loss_aux: 1.0075, top1_acc: 0.6170, top5_acc: 0.8211, loss_cls: 1.6038, loss: 2.6113, grad_norm: 5.1795 2020-09-13 00:02:06,106 - mmaction - INFO - Epoch [122][120/940] lr: 4.000e-03, eta: 13:51:01, time: 1.931, data_time: 0.005, memory: 6924, loss_aux: 1.0127, top1_acc: 0.6191, top5_acc: 0.8195, loss_cls: 1.6179, loss: 2.6306, grad_norm: 5.2316 2020-09-13 00:02:43,996 - mmaction - INFO - Epoch [122][140/940] lr: 4.000e-03, eta: 13:50:25, time: 1.894, data_time: 0.008, memory: 6924, loss_aux: 1.0460, top1_acc: 0.5967, top5_acc: 0.8061, loss_cls: 1.6819, loss: 2.7279, grad_norm: 5.3419 2020-09-13 00:03:22,028 - mmaction - INFO - Epoch [122][160/940] lr: 4.000e-03, eta: 13:49:48, time: 1.903, data_time: 0.007, memory: 6924, loss_aux: 1.0062, top1_acc: 0.6182, top5_acc: 0.8229, loss_cls: 1.5936, loss: 2.5998, grad_norm: 5.2531 2020-09-13 00:03:59,975 - mmaction - INFO - Epoch [122][180/940] lr: 4.000e-03, eta: 13:49:12, time: 1.899, data_time: 0.006, memory: 6924, loss_aux: 1.0373, top1_acc: 0.6100, top5_acc: 0.8105, loss_cls: 1.6362, loss: 2.6735, grad_norm: 5.3242 2020-09-13 00:04:34,910 - mmaction - INFO - Epoch [122][200/940] lr: 4.000e-03, eta: 13:48:35, time: 1.745, data_time: 0.006, memory: 6924, loss_aux: 1.0167, top1_acc: 0.6123, top5_acc: 0.8166, loss_cls: 1.6383, loss: 2.6550, grad_norm: 5.2448 2020-09-13 00:05:13,354 - mmaction - INFO - Epoch [122][220/940] lr: 4.000e-03, eta: 13:47:58, time: 1.922, data_time: 0.006, memory: 6924, loss_aux: 1.0304, top1_acc: 0.6068, top5_acc: 0.8174, loss_cls: 1.6468, loss: 2.6773, grad_norm: 5.2868 2020-09-13 00:05:50,863 - mmaction - INFO - Epoch [122][240/940] lr: 4.000e-03, eta: 13:47:22, time: 1.877, data_time: 0.006, memory: 6924, loss_aux: 1.0287, top1_acc: 0.6078, top5_acc: 0.8074, loss_cls: 1.6673, loss: 2.6961, grad_norm: 5.3664 2020-09-13 00:06:29,203 - mmaction - INFO - Epoch [122][260/940] lr: 4.000e-03, eta: 13:46:45, time: 1.915, data_time: 0.006, memory: 6924, loss_aux: 1.0266, top1_acc: 0.6227, top5_acc: 0.8174, loss_cls: 1.6347, loss: 2.6613, grad_norm: 5.2588 2020-09-13 00:07:06,452 - mmaction - INFO - Epoch [122][280/940] lr: 4.000e-03, eta: 13:46:09, time: 1.864, data_time: 0.006, memory: 6924, loss_aux: 1.0333, top1_acc: 0.6129, top5_acc: 0.8137, loss_cls: 1.6223, loss: 2.6556, grad_norm: 5.3157 2020-09-13 00:07:43,829 - mmaction - INFO - Epoch [122][300/940] lr: 4.000e-03, eta: 13:45:32, time: 1.866, data_time: 0.005, memory: 6924, loss_aux: 1.0357, top1_acc: 0.6039, top5_acc: 0.8080, loss_cls: 1.6888, loss: 2.7245, grad_norm: 5.2692 2020-09-13 00:08:21,745 - mmaction - INFO - Epoch [122][320/940] lr: 4.000e-03, eta: 13:44:56, time: 1.898, data_time: 0.007, memory: 6924, loss_aux: 1.0156, top1_acc: 0.6148, top5_acc: 0.8160, loss_cls: 1.6354, loss: 2.6509, grad_norm: 5.2679 2020-09-13 00:08:59,280 - mmaction - INFO - Epoch [122][340/940] lr: 4.000e-03, eta: 13:44:19, time: 1.875, data_time: 0.007, memory: 6924, loss_aux: 1.0226, top1_acc: 0.6215, top5_acc: 0.8145, loss_cls: 1.6216, loss: 2.6443, grad_norm: 5.1486 2020-09-13 00:09:36,930 - mmaction - INFO - Epoch [122][360/940] lr: 4.000e-03, eta: 13:43:43, time: 1.884, data_time: 0.006, memory: 6924, loss_aux: 1.0447, top1_acc: 0.6121, top5_acc: 0.8102, loss_cls: 1.6639, loss: 2.7085, grad_norm: 5.3171 2020-09-13 00:10:14,440 - mmaction - INFO - Epoch [122][380/940] lr: 4.000e-03, eta: 13:43:06, time: 1.873, data_time: 0.006, memory: 6924, loss_aux: 1.0276, top1_acc: 0.6062, top5_acc: 0.8197, loss_cls: 1.6455, loss: 2.6731, grad_norm: 5.2994 2020-09-13 00:10:51,034 - mmaction - INFO - Epoch [122][400/940] lr: 4.000e-03, eta: 13:42:29, time: 1.832, data_time: 0.006, memory: 6924, loss_aux: 1.0210, top1_acc: 0.6176, top5_acc: 0.8117, loss_cls: 1.6358, loss: 2.6568, grad_norm: 5.1795 2020-09-13 00:11:28,386 - mmaction - INFO - Epoch [122][420/940] lr: 4.000e-03, eta: 13:41:53, time: 1.866, data_time: 0.006, memory: 6924, loss_aux: 1.0461, top1_acc: 0.6041, top5_acc: 0.8094, loss_cls: 1.6724, loss: 2.7186, grad_norm: 5.3748 2020-09-13 00:12:05,490 - mmaction - INFO - Epoch [122][440/940] lr: 4.000e-03, eta: 13:41:16, time: 1.855, data_time: 0.005, memory: 6924, loss_aux: 1.0332, top1_acc: 0.6035, top5_acc: 0.8088, loss_cls: 1.6792, loss: 2.7124, grad_norm: 5.3416 2020-09-13 00:12:42,649 - mmaction - INFO - Epoch [122][460/940] lr: 4.000e-03, eta: 13:40:39, time: 1.859, data_time: 0.006, memory: 6924, loss_aux: 1.0597, top1_acc: 0.6023, top5_acc: 0.8078, loss_cls: 1.6887, loss: 2.7485, grad_norm: 5.2863 2020-09-13 00:13:19,138 - mmaction - INFO - Epoch [122][480/940] lr: 4.000e-03, eta: 13:40:02, time: 1.826, data_time: 0.005, memory: 6924, loss_aux: 1.0302, top1_acc: 0.6139, top5_acc: 0.8104, loss_cls: 1.6544, loss: 2.6846, grad_norm: 5.3268 2020-09-13 00:13:56,297 - mmaction - INFO - Epoch [122][500/940] lr: 4.000e-03, eta: 13:39:26, time: 1.858, data_time: 0.005, memory: 6924, loss_aux: 1.0546, top1_acc: 0.5967, top5_acc: 0.8033, loss_cls: 1.6937, loss: 2.7483, grad_norm: 5.3026 2020-09-13 00:14:33,784 - mmaction - INFO - Epoch [122][520/940] lr: 4.000e-03, eta: 13:38:49, time: 1.872, data_time: 0.006, memory: 6924, loss_aux: 1.0225, top1_acc: 0.6146, top5_acc: 0.8146, loss_cls: 1.6254, loss: 2.6479, grad_norm: 5.3109 2020-09-13 00:15:09,996 - mmaction - INFO - Epoch [122][540/940] lr: 4.000e-03, eta: 13:38:12, time: 1.813, data_time: 0.006, memory: 6924, loss_aux: 1.0239, top1_acc: 0.6076, top5_acc: 0.8164, loss_cls: 1.6450, loss: 2.6690, grad_norm: 5.2876 2020-09-13 00:15:46,138 - mmaction - INFO - Epoch [122][560/940] lr: 4.000e-03, eta: 13:37:35, time: 1.807, data_time: 0.002, memory: 6924, loss_aux: 1.0348, top1_acc: 0.6047, top5_acc: 0.8117, loss_cls: 1.6595, loss: 2.6943, grad_norm: 5.2336 2020-09-13 00:16:23,222 - mmaction - INFO - Epoch [122][580/940] lr: 4.000e-03, eta: 13:36:59, time: 1.852, data_time: 0.006, memory: 6924, loss_aux: 1.0469, top1_acc: 0.6062, top5_acc: 0.8107, loss_cls: 1.6811, loss: 2.7280, grad_norm: 5.3309 2020-09-13 00:16:59,993 - mmaction - INFO - Epoch [122][600/940] lr: 4.000e-03, eta: 13:36:22, time: 1.841, data_time: 0.005, memory: 6924, loss_aux: 1.0263, top1_acc: 0.6066, top5_acc: 0.8166, loss_cls: 1.6573, loss: 2.6836, grad_norm: 5.2483 2020-09-13 00:17:36,859 - mmaction - INFO - Epoch [122][620/940] lr: 4.000e-03, eta: 13:35:45, time: 1.841, data_time: 0.006, memory: 6924, loss_aux: 1.0137, top1_acc: 0.6104, top5_acc: 0.8158, loss_cls: 1.6281, loss: 2.6418, grad_norm: 5.3317 2020-09-13 00:18:12,719 - mmaction - INFO - Epoch [122][640/940] lr: 4.000e-03, eta: 13:35:08, time: 1.795, data_time: 0.006, memory: 6924, loss_aux: 1.0325, top1_acc: 0.6090, top5_acc: 0.8137, loss_cls: 1.6551, loss: 2.6876, grad_norm: 5.2896 2020-09-13 00:18:49,752 - mmaction - INFO - Epoch [122][660/940] lr: 4.000e-03, eta: 13:34:32, time: 1.850, data_time: 0.005, memory: 6924, loss_aux: 1.0307, top1_acc: 0.6117, top5_acc: 0.8111, loss_cls: 1.6695, loss: 2.7002, grad_norm: 5.1985 2020-09-13 00:19:25,886 - mmaction - INFO - Epoch [122][680/940] lr: 4.000e-03, eta: 13:33:55, time: 1.808, data_time: 0.006, memory: 6924, loss_aux: 1.0564, top1_acc: 0.5959, top5_acc: 0.8035, loss_cls: 1.7001, loss: 2.7565, grad_norm: 5.3601 2020-09-13 00:20:02,106 - mmaction - INFO - Epoch [122][700/940] lr: 4.000e-03, eta: 13:33:18, time: 1.811, data_time: 0.007, memory: 6924, loss_aux: 1.0534, top1_acc: 0.6020, top5_acc: 0.8064, loss_cls: 1.6933, loss: 2.7467, grad_norm: 5.4048 2020-09-13 00:20:38,225 - mmaction - INFO - Epoch [122][720/940] lr: 4.000e-03, eta: 13:32:41, time: 1.804, data_time: 0.004, memory: 6924, loss_aux: 1.0532, top1_acc: 0.6057, top5_acc: 0.8068, loss_cls: 1.6934, loss: 2.7466, grad_norm: 5.2887 2020-09-13 00:21:14,678 - mmaction - INFO - Epoch [122][740/940] lr: 4.000e-03, eta: 13:32:04, time: 1.823, data_time: 0.008, memory: 6924, loss_aux: 1.0626, top1_acc: 0.5961, top5_acc: 0.8033, loss_cls: 1.7334, loss: 2.7959, grad_norm: 5.4299 2020-09-13 00:21:51,321 - mmaction - INFO - Epoch [122][760/940] lr: 4.000e-03, eta: 13:31:27, time: 1.834, data_time: 0.006, memory: 6924, loss_aux: 1.0603, top1_acc: 0.6092, top5_acc: 0.8047, loss_cls: 1.7036, loss: 2.7639, grad_norm: 5.2851 2020-09-13 00:22:27,136 - mmaction - INFO - Epoch [122][780/940] lr: 4.000e-03, eta: 13:30:51, time: 1.791, data_time: 0.003, memory: 6924, loss_aux: 1.0333, top1_acc: 0.6049, top5_acc: 0.8055, loss_cls: 1.6689, loss: 2.7022, grad_norm: 5.2906 2020-09-13 00:23:02,838 - mmaction - INFO - Epoch [122][800/940] lr: 4.000e-03, eta: 13:30:14, time: 1.783, data_time: 0.003, memory: 6924, loss_aux: 1.0461, top1_acc: 0.6029, top5_acc: 0.8059, loss_cls: 1.6871, loss: 2.7332, grad_norm: 5.3301 2020-09-13 00:23:39,596 - mmaction - INFO - Epoch [122][820/940] lr: 4.000e-03, eta: 13:29:37, time: 1.841, data_time: 0.006, memory: 6924, loss_aux: 1.0099, top1_acc: 0.6143, top5_acc: 0.8234, loss_cls: 1.6233, loss: 2.6332, grad_norm: 5.2253 2020-09-13 00:24:14,911 - mmaction - INFO - Epoch [122][840/940] lr: 4.000e-03, eta: 13:29:00, time: 1.764, data_time: 0.006, memory: 6924, loss_aux: 1.0386, top1_acc: 0.6064, top5_acc: 0.8121, loss_cls: 1.6668, loss: 2.7054, grad_norm: 5.3537 2020-09-13 00:24:51,029 - mmaction - INFO - Epoch [122][860/940] lr: 4.000e-03, eta: 13:28:23, time: 1.807, data_time: 0.006, memory: 6924, loss_aux: 1.0244, top1_acc: 0.6119, top5_acc: 0.8230, loss_cls: 1.6168, loss: 2.6411, grad_norm: 5.3228 2020-09-13 00:25:27,615 - mmaction - INFO - Epoch [122][880/940] lr: 4.000e-03, eta: 13:27:46, time: 1.828, data_time: 0.006, memory: 6924, loss_aux: 1.0074, top1_acc: 0.6176, top5_acc: 0.8193, loss_cls: 1.6147, loss: 2.6221, grad_norm: 5.3160 2020-09-13 00:26:03,541 - mmaction - INFO - Epoch [122][900/940] lr: 4.000e-03, eta: 13:27:09, time: 1.798, data_time: 0.006, memory: 6924, loss_aux: 1.0440, top1_acc: 0.6002, top5_acc: 0.8107, loss_cls: 1.6727, loss: 2.7167, grad_norm: 5.4048 2020-09-13 00:26:39,250 - mmaction - INFO - Epoch [122][920/940] lr: 4.000e-03, eta: 13:26:32, time: 1.784, data_time: 0.006, memory: 6924, loss_aux: 1.0272, top1_acc: 0.6162, top5_acc: 0.8180, loss_cls: 1.6295, loss: 2.6567, grad_norm: 5.3299 2020-09-13 00:27:14,246 - mmaction - INFO - Epoch [122][940/940] lr: 4.000e-03, eta: 13:25:55, time: 1.752, data_time: 0.006, memory: 6924, loss_aux: 1.0415, top1_acc: 0.6041, top5_acc: 0.8103, loss_cls: 1.6694, loss: 2.7109, grad_norm: 5.3205 2020-09-13 00:27:14,818 - mmaction - INFO - Saving checkpoint at 122 epochs 2020-09-13 00:28:00,306 - mmaction - INFO - Epoch [123][20/940] lr: 4.000e-03, eta: 13:25:19, time: 2.012, data_time: 0.624, memory: 6924, loss_aux: 1.0243, top1_acc: 0.6160, top5_acc: 0.8150, loss_cls: 1.6402, loss: 2.6644, grad_norm: 5.3469 2020-09-13 00:28:34,383 - mmaction - INFO - Epoch [123][40/940] lr: 4.000e-03, eta: 13:24:42, time: 1.706, data_time: 0.006, memory: 6924, loss_aux: 1.0296, top1_acc: 0.6084, top5_acc: 0.8096, loss_cls: 1.6520, loss: 2.6816, grad_norm: 5.2550 2020-09-13 00:29:10,014 - mmaction - INFO - Epoch [123][60/940] lr: 4.000e-03, eta: 13:24:05, time: 1.779, data_time: 0.006, memory: 6924, loss_aux: 1.0388, top1_acc: 0.6107, top5_acc: 0.8156, loss_cls: 1.6566, loss: 2.6955, grad_norm: 5.2995 2020-09-13 00:29:45,766 - mmaction - INFO - Epoch [123][80/940] lr: 4.000e-03, eta: 13:23:28, time: 1.789, data_time: 0.006, memory: 6924, loss_aux: 1.0106, top1_acc: 0.6193, top5_acc: 0.8187, loss_cls: 1.5990, loss: 2.6096, grad_norm: 5.1822 2020-09-13 00:30:21,035 - mmaction - INFO - Epoch [123][100/940] lr: 4.000e-03, eta: 13:22:51, time: 1.762, data_time: 0.005, memory: 6924, loss_aux: 1.0495, top1_acc: 0.6053, top5_acc: 0.8131, loss_cls: 1.6770, loss: 2.7265, grad_norm: 5.2918 2020-09-13 00:30:57,707 - mmaction - INFO - Epoch [123][120/940] lr: 4.000e-03, eta: 13:22:14, time: 1.835, data_time: 0.006, memory: 6924, loss_aux: 1.0227, top1_acc: 0.6178, top5_acc: 0.8146, loss_cls: 1.6375, loss: 2.6602, grad_norm: 5.2890 2020-09-13 00:31:32,749 - mmaction - INFO - Epoch [123][140/940] lr: 4.000e-03, eta: 13:21:37, time: 1.751, data_time: 0.005, memory: 6924, loss_aux: 1.0185, top1_acc: 0.6230, top5_acc: 0.8229, loss_cls: 1.6042, loss: 2.6227, grad_norm: 5.2440 2020-09-13 00:32:08,039 - mmaction - INFO - Epoch [123][160/940] lr: 4.000e-03, eta: 13:21:00, time: 1.765, data_time: 0.005, memory: 6924, loss_aux: 1.0178, top1_acc: 0.6131, top5_acc: 0.8162, loss_cls: 1.6109, loss: 2.6287, grad_norm: 5.3238 2020-09-13 00:32:43,960 - mmaction - INFO - Epoch [123][180/940] lr: 4.000e-03, eta: 13:20:23, time: 1.794, data_time: 0.004, memory: 6924, loss_aux: 1.0277, top1_acc: 0.6037, top5_acc: 0.8148, loss_cls: 1.6568, loss: 2.6846, grad_norm: 5.3332 2020-09-13 00:33:19,828 - mmaction - INFO - Epoch [123][200/940] lr: 4.000e-03, eta: 13:19:46, time: 1.796, data_time: 0.007, memory: 6924, loss_aux: 1.0278, top1_acc: 0.6049, top5_acc: 0.8150, loss_cls: 1.6476, loss: 2.6755, grad_norm: 5.3251 2020-09-13 00:33:56,466 - mmaction - INFO - Epoch [123][220/940] lr: 4.000e-03, eta: 13:19:09, time: 1.831, data_time: 0.005, memory: 6924, loss_aux: 1.0473, top1_acc: 0.6068, top5_acc: 0.8121, loss_cls: 1.6653, loss: 2.7127, grad_norm: 5.3397 2020-09-13 00:34:31,485 - mmaction - INFO - Epoch [123][240/940] lr: 4.000e-03, eta: 13:18:32, time: 1.752, data_time: 0.005, memory: 6924, loss_aux: 1.0476, top1_acc: 0.6107, top5_acc: 0.8094, loss_cls: 1.6594, loss: 2.7070, grad_norm: 5.3395 2020-09-13 00:35:06,512 - mmaction - INFO - Epoch [123][260/940] lr: 4.000e-03, eta: 13:17:55, time: 1.751, data_time: 0.007, memory: 6924, loss_aux: 1.0127, top1_acc: 0.6129, top5_acc: 0.8162, loss_cls: 1.6133, loss: 2.6260, grad_norm: 5.2156 2020-09-13 00:35:41,954 - mmaction - INFO - Epoch [123][280/940] lr: 4.000e-03, eta: 13:17:18, time: 1.772, data_time: 0.003, memory: 6924, loss_aux: 1.0297, top1_acc: 0.6160, top5_acc: 0.8229, loss_cls: 1.6257, loss: 2.6554, grad_norm: 5.3229 2020-09-13 00:36:17,434 - mmaction - INFO - Epoch [123][300/940] lr: 4.000e-03, eta: 13:16:41, time: 1.773, data_time: 0.005, memory: 6924, loss_aux: 1.0552, top1_acc: 0.5986, top5_acc: 0.8033, loss_cls: 1.6895, loss: 2.7447, grad_norm: 5.3717 2020-09-13 00:36:52,752 - mmaction - INFO - Epoch [123][320/940] lr: 4.000e-03, eta: 13:16:04, time: 1.767, data_time: 0.005, memory: 6924, loss_aux: 1.0417, top1_acc: 0.6125, top5_acc: 0.8078, loss_cls: 1.6591, loss: 2.7008, grad_norm: 5.4186 2020-09-13 00:37:29,028 - mmaction - INFO - Epoch [123][340/940] lr: 4.000e-03, eta: 13:15:27, time: 1.812, data_time: 0.006, memory: 6924, loss_aux: 1.0346, top1_acc: 0.6107, top5_acc: 0.8133, loss_cls: 1.6452, loss: 2.6799, grad_norm: 5.4294 2020-09-13 00:38:04,144 - mmaction - INFO - Epoch [123][360/940] lr: 4.000e-03, eta: 13:14:50, time: 1.757, data_time: 0.006, memory: 6924, loss_aux: 1.0495, top1_acc: 0.6027, top5_acc: 0.8100, loss_cls: 1.6699, loss: 2.7194, grad_norm: 5.3912 2020-09-13 00:38:39,164 - mmaction - INFO - Epoch [123][380/940] lr: 4.000e-03, eta: 13:14:13, time: 1.751, data_time: 0.003, memory: 6924, loss_aux: 1.0270, top1_acc: 0.6105, top5_acc: 0.8105, loss_cls: 1.6476, loss: 2.6746, grad_norm: 5.3190 2020-09-13 00:39:15,298 - mmaction - INFO - Epoch [123][400/940] lr: 4.000e-03, eta: 13:13:36, time: 1.805, data_time: 0.005, memory: 6924, loss_aux: 1.0374, top1_acc: 0.6061, top5_acc: 0.8088, loss_cls: 1.6653, loss: 2.7027, grad_norm: 5.3882 2020-09-13 00:39:50,843 - mmaction - INFO - Epoch [123][420/940] lr: 4.000e-03, eta: 13:12:59, time: 1.779, data_time: 0.006, memory: 6924, loss_aux: 1.0260, top1_acc: 0.6125, top5_acc: 0.8154, loss_cls: 1.6357, loss: 2.6617, grad_norm: 5.3998 2020-09-13 00:40:25,579 - mmaction - INFO - Epoch [123][440/940] lr: 4.000e-03, eta: 13:12:21, time: 1.735, data_time: 0.006, memory: 6924, loss_aux: 1.0107, top1_acc: 0.6166, top5_acc: 0.8166, loss_cls: 1.6155, loss: 2.6263, grad_norm: 5.2583 2020-09-13 00:41:01,644 - mmaction - INFO - Epoch [123][460/940] lr: 4.000e-03, eta: 13:11:45, time: 1.805, data_time: 0.006, memory: 6924, loss_aux: 1.0369, top1_acc: 0.6127, top5_acc: 0.8104, loss_cls: 1.6604, loss: 2.6973, grad_norm: 5.3531 2020-09-13 00:41:36,703 - mmaction - INFO - Epoch [123][480/940] lr: 4.000e-03, eta: 13:11:07, time: 1.752, data_time: 0.006, memory: 6924, loss_aux: 1.0068, top1_acc: 0.6246, top5_acc: 0.8199, loss_cls: 1.6074, loss: 2.6142, grad_norm: 5.4110 2020-09-13 00:42:11,884 - mmaction - INFO - Epoch [123][500/940] lr: 4.000e-03, eta: 13:10:30, time: 1.760, data_time: 0.005, memory: 6924, loss_aux: 1.0294, top1_acc: 0.6096, top5_acc: 0.8154, loss_cls: 1.6383, loss: 2.6677, grad_norm: 5.3260 2020-09-13 00:42:47,228 - mmaction - INFO - Epoch [123][520/940] lr: 4.000e-03, eta: 13:09:53, time: 1.765, data_time: 0.007, memory: 6924, loss_aux: 1.0256, top1_acc: 0.6221, top5_acc: 0.8244, loss_cls: 1.6183, loss: 2.6439, grad_norm: 5.3426 2020-09-13 00:43:22,251 - mmaction - INFO - Epoch [123][540/940] lr: 4.000e-03, eta: 13:09:16, time: 1.753, data_time: 0.006, memory: 6924, loss_aux: 1.0337, top1_acc: 0.6127, top5_acc: 0.8129, loss_cls: 1.6531, loss: 2.6868, grad_norm: 5.2587 2020-09-13 00:43:58,566 - mmaction - INFO - Epoch [123][560/940] lr: 4.000e-03, eta: 13:08:39, time: 1.815, data_time: 0.006, memory: 6924, loss_aux: 1.0380, top1_acc: 0.6146, top5_acc: 0.8090, loss_cls: 1.6748, loss: 2.7128, grad_norm: 5.2948 2020-09-13 00:44:33,142 - mmaction - INFO - Epoch [123][580/940] lr: 4.000e-03, eta: 13:08:02, time: 1.730, data_time: 0.005, memory: 6924, loss_aux: 1.0498, top1_acc: 0.6021, top5_acc: 0.8037, loss_cls: 1.6857, loss: 2.7355, grad_norm: 5.4401 2020-09-13 00:45:08,623 - mmaction - INFO - Epoch [123][600/940] lr: 4.000e-03, eta: 13:07:25, time: 1.774, data_time: 0.006, memory: 6924, loss_aux: 1.0258, top1_acc: 0.6127, top5_acc: 0.8182, loss_cls: 1.6376, loss: 2.6634, grad_norm: 5.3369 2020-09-13 00:45:43,106 - mmaction - INFO - Epoch [123][620/940] lr: 4.000e-03, eta: 13:06:48, time: 1.724, data_time: 0.002, memory: 6924, loss_aux: 1.0453, top1_acc: 0.6039, top5_acc: 0.8117, loss_cls: 1.6793, loss: 2.7246, grad_norm: 5.5073 2020-09-13 00:46:18,708 - mmaction - INFO - Epoch [123][640/940] lr: 4.000e-03, eta: 13:06:11, time: 1.779, data_time: 0.005, memory: 6924, loss_aux: 1.0465, top1_acc: 0.6125, top5_acc: 0.8131, loss_cls: 1.6590, loss: 2.7055, grad_norm: 5.3771 2020-09-13 00:46:54,273 - mmaction - INFO - Epoch [123][660/940] lr: 4.000e-03, eta: 13:05:34, time: 1.779, data_time: 0.006, memory: 6924, loss_aux: 1.0223, top1_acc: 0.6148, top5_acc: 0.8145, loss_cls: 1.6405, loss: 2.6628, grad_norm: 5.3128 2020-09-13 00:47:29,723 - mmaction - INFO - Epoch [123][680/940] lr: 4.000e-03, eta: 13:04:57, time: 1.771, data_time: 0.006, memory: 6924, loss_aux: 1.0400, top1_acc: 0.6057, top5_acc: 0.8076, loss_cls: 1.6569, loss: 2.6969, grad_norm: 5.3687 2020-09-13 00:48:05,095 - mmaction - INFO - Epoch [123][700/940] lr: 4.000e-03, eta: 13:04:20, time: 1.770, data_time: 0.006, memory: 6924, loss_aux: 1.0090, top1_acc: 0.6176, top5_acc: 0.8152, loss_cls: 1.6199, loss: 2.6289, grad_norm: 5.2992 2020-09-13 00:48:40,684 - mmaction - INFO - Epoch [123][720/940] lr: 4.000e-03, eta: 13:03:43, time: 1.778, data_time: 0.007, memory: 6924, loss_aux: 1.0325, top1_acc: 0.6051, top5_acc: 0.8070, loss_cls: 1.6536, loss: 2.6860, grad_norm: 5.2733 2020-09-13 00:49:16,522 - mmaction - INFO - Epoch [123][740/940] lr: 4.000e-03, eta: 13:03:06, time: 1.793, data_time: 0.005, memory: 6924, loss_aux: 1.0198, top1_acc: 0.6107, top5_acc: 0.8119, loss_cls: 1.6497, loss: 2.6695, grad_norm: 5.3204 2020-09-13 00:49:52,426 - mmaction - INFO - Epoch [123][760/940] lr: 4.000e-03, eta: 13:02:29, time: 1.793, data_time: 0.005, memory: 6924, loss_aux: 1.0439, top1_acc: 0.6096, top5_acc: 0.8102, loss_cls: 1.6696, loss: 2.7135, grad_norm: 5.3228 2020-09-13 00:50:27,775 - mmaction - INFO - Epoch [123][780/940] lr: 4.000e-03, eta: 13:01:52, time: 1.769, data_time: 0.006, memory: 6924, loss_aux: 1.0345, top1_acc: 0.6000, top5_acc: 0.8119, loss_cls: 1.6850, loss: 2.7196, grad_norm: 5.3747 2020-09-13 00:51:03,357 - mmaction - INFO - Epoch [123][800/940] lr: 4.000e-03, eta: 13:01:15, time: 1.778, data_time: 0.006, memory: 6924, loss_aux: 1.0237, top1_acc: 0.6139, top5_acc: 0.8182, loss_cls: 1.6442, loss: 2.6678, grad_norm: 5.3828 2020-09-13 00:51:39,161 - mmaction - INFO - Epoch [123][820/940] lr: 4.000e-03, eta: 13:00:38, time: 1.789, data_time: 0.006, memory: 6924, loss_aux: 1.0352, top1_acc: 0.6098, top5_acc: 0.8082, loss_cls: 1.6544, loss: 2.6895, grad_norm: 5.3392 2020-09-13 00:52:15,163 - mmaction - INFO - Epoch [123][840/940] lr: 4.000e-03, eta: 13:00:01, time: 1.800, data_time: 0.006, memory: 6924, loss_aux: 1.0281, top1_acc: 0.6074, top5_acc: 0.8127, loss_cls: 1.6541, loss: 2.6822, grad_norm: 5.2981 2020-09-13 00:52:51,144 - mmaction - INFO - Epoch [123][860/940] lr: 4.000e-03, eta: 12:59:24, time: 1.799, data_time: 0.006, memory: 6924, loss_aux: 1.0474, top1_acc: 0.6037, top5_acc: 0.7998, loss_cls: 1.6962, loss: 2.7436, grad_norm: 5.3738 2020-09-13 00:53:27,279 - mmaction - INFO - Epoch [123][880/940] lr: 4.000e-03, eta: 12:58:47, time: 1.809, data_time: 0.006, memory: 6924, loss_aux: 1.0305, top1_acc: 0.6078, top5_acc: 0.8092, loss_cls: 1.6682, loss: 2.6986, grad_norm: 5.3777 2020-09-13 00:54:03,901 - mmaction - INFO - Epoch [123][900/940] lr: 4.000e-03, eta: 12:58:11, time: 1.829, data_time: 0.005, memory: 6924, loss_aux: 1.0065, top1_acc: 0.6225, top5_acc: 0.8152, loss_cls: 1.6011, loss: 2.6076, grad_norm: 5.2431 2020-09-13 00:54:39,722 - mmaction - INFO - Epoch [123][920/940] lr: 4.000e-03, eta: 12:57:34, time: 1.793, data_time: 0.006, memory: 6924, loss_aux: 1.0328, top1_acc: 0.6104, top5_acc: 0.8201, loss_cls: 1.6431, loss: 2.6759, grad_norm: 5.3080 2020-09-13 00:55:14,841 - mmaction - INFO - Epoch [123][940/940] lr: 4.000e-03, eta: 12:56:57, time: 1.755, data_time: 0.006, memory: 6924, loss_aux: 1.0459, top1_acc: 0.5976, top5_acc: 0.8062, loss_cls: 1.6995, loss: 2.7454, grad_norm: 5.4944 2020-09-13 00:55:15,363 - mmaction - INFO - Saving checkpoint at 123 epochs 2020-09-13 00:56:00,090 - mmaction - INFO - Epoch [124][20/940] lr: 4.000e-03, eta: 12:56:20, time: 1.985, data_time: 0.467, memory: 6924, loss_aux: 1.0281, top1_acc: 0.6158, top5_acc: 0.8109, loss_cls: 1.6439, loss: 2.6720, grad_norm: 5.3177 2020-09-13 00:56:34,226 - mmaction - INFO - Epoch [124][40/940] lr: 4.000e-03, eta: 12:55:43, time: 1.708, data_time: 0.006, memory: 6924, loss_aux: 1.0300, top1_acc: 0.6107, top5_acc: 0.8168, loss_cls: 1.6153, loss: 2.6452, grad_norm: 5.3810 2020-09-13 00:57:10,194 - mmaction - INFO - Epoch [124][60/940] lr: 4.000e-03, eta: 12:55:06, time: 1.797, data_time: 0.006, memory: 6924, loss_aux: 1.0291, top1_acc: 0.6094, top5_acc: 0.8127, loss_cls: 1.6495, loss: 2.6786, grad_norm: 5.2819 2020-09-13 00:57:46,206 - mmaction - INFO - Epoch [124][80/940] lr: 4.000e-03, eta: 12:54:29, time: 1.802, data_time: 0.006, memory: 6924, loss_aux: 1.0264, top1_acc: 0.6117, top5_acc: 0.8174, loss_cls: 1.6344, loss: 2.6608, grad_norm: 5.3218 2020-09-13 00:58:22,464 - mmaction - INFO - Epoch [124][100/940] lr: 4.000e-03, eta: 12:53:53, time: 1.811, data_time: 0.006, memory: 6924, loss_aux: 1.0614, top1_acc: 0.5994, top5_acc: 0.8078, loss_cls: 1.6880, loss: 2.7494, grad_norm: 5.3178 2020-09-13 00:58:58,983 - mmaction - INFO - Epoch [124][120/940] lr: 4.000e-03, eta: 12:53:16, time: 1.828, data_time: 0.006, memory: 6924, loss_aux: 1.0234, top1_acc: 0.6107, top5_acc: 0.8086, loss_cls: 1.6449, loss: 2.6682, grad_norm: 5.2483 2020-09-13 00:59:35,473 - mmaction - INFO - Epoch [124][140/940] lr: 4.000e-03, eta: 12:52:39, time: 1.823, data_time: 0.005, memory: 6924, loss_aux: 1.0391, top1_acc: 0.6082, top5_acc: 0.8059, loss_cls: 1.6492, loss: 2.6883, grad_norm: 5.3199 2020-09-13 01:00:15,847 - mmaction - INFO - Epoch [124][160/940] lr: 4.000e-03, eta: 12:52:03, time: 2.010, data_time: 0.006, memory: 6924, loss_aux: 1.0104, top1_acc: 0.6254, top5_acc: 0.8215, loss_cls: 1.6060, loss: 2.6164, grad_norm: 5.2713 2020-09-13 01:00:50,405 - mmaction - INFO - Epoch [124][180/940] lr: 4.000e-03, eta: 12:51:26, time: 1.737, data_time: 0.022, memory: 6924, loss_aux: 1.0222, top1_acc: 0.6197, top5_acc: 0.8184, loss_cls: 1.6283, loss: 2.6505, grad_norm: 5.3551 2020-09-13 01:01:27,032 - mmaction - INFO - Epoch [124][200/940] lr: 4.000e-03, eta: 12:50:49, time: 1.830, data_time: 0.007, memory: 6924, loss_aux: 1.0199, top1_acc: 0.6213, top5_acc: 0.8209, loss_cls: 1.6231, loss: 2.6431, grad_norm: 5.3688 2020-09-13 01:02:03,650 - mmaction - INFO - Epoch [124][220/940] lr: 4.000e-03, eta: 12:50:12, time: 1.833, data_time: 0.006, memory: 6924, loss_aux: 1.0416, top1_acc: 0.6078, top5_acc: 0.8123, loss_cls: 1.6686, loss: 2.7102, grad_norm: 5.3728 2020-09-13 01:02:40,205 - mmaction - INFO - Epoch [124][240/940] lr: 4.000e-03, eta: 12:49:35, time: 1.827, data_time: 0.006, memory: 6924, loss_aux: 1.0333, top1_acc: 0.6143, top5_acc: 0.8109, loss_cls: 1.6439, loss: 2.6772, grad_norm: 5.4033 2020-09-13 01:03:17,149 - mmaction - INFO - Epoch [124][260/940] lr: 4.000e-03, eta: 12:48:59, time: 1.848, data_time: 0.004, memory: 6924, loss_aux: 1.0094, top1_acc: 0.6152, top5_acc: 0.8164, loss_cls: 1.6260, loss: 2.6354, grad_norm: 5.3104 2020-09-13 01:03:54,124 - mmaction - INFO - Epoch [124][280/940] lr: 4.000e-03, eta: 12:48:22, time: 1.849, data_time: 0.003, memory: 6924, loss_aux: 1.0370, top1_acc: 0.6100, top5_acc: 0.8131, loss_cls: 1.6582, loss: 2.6951, grad_norm: 5.3858 2020-09-13 01:04:30,971 - mmaction - INFO - Epoch [124][300/940] lr: 4.000e-03, eta: 12:47:45, time: 1.841, data_time: 0.005, memory: 6924, loss_aux: 1.0228, top1_acc: 0.6109, top5_acc: 0.8180, loss_cls: 1.6308, loss: 2.6537, grad_norm: 5.3863 2020-09-13 01:05:07,384 - mmaction - INFO - Epoch [124][320/940] lr: 4.000e-03, eta: 12:47:09, time: 1.822, data_time: 0.006, memory: 6924, loss_aux: 1.0001, top1_acc: 0.6238, top5_acc: 0.8174, loss_cls: 1.6003, loss: 2.6003, grad_norm: 5.3223 2020-09-13 01:05:44,263 - mmaction - INFO - Epoch [124][340/940] lr: 4.000e-03, eta: 12:46:32, time: 1.842, data_time: 0.003, memory: 6924, loss_aux: 1.0096, top1_acc: 0.6184, top5_acc: 0.8166, loss_cls: 1.6219, loss: 2.6315, grad_norm: 5.2628 2020-09-13 01:06:21,478 - mmaction - INFO - Epoch [124][360/940] lr: 4.000e-03, eta: 12:45:55, time: 1.863, data_time: 0.006, memory: 6924, loss_aux: 1.0309, top1_acc: 0.6027, top5_acc: 0.8123, loss_cls: 1.6461, loss: 2.6769, grad_norm: 5.4140 2020-09-13 01:06:58,541 - mmaction - INFO - Epoch [124][380/940] lr: 4.000e-03, eta: 12:45:19, time: 1.851, data_time: 0.005, memory: 6924, loss_aux: 1.0450, top1_acc: 0.6125, top5_acc: 0.8125, loss_cls: 1.6640, loss: 2.7090, grad_norm: 5.4490 2020-09-13 01:07:35,692 - mmaction - INFO - Epoch [124][400/940] lr: 4.000e-03, eta: 12:44:42, time: 1.859, data_time: 0.006, memory: 6924, loss_aux: 1.0291, top1_acc: 0.6086, top5_acc: 0.8156, loss_cls: 1.6618, loss: 2.6909, grad_norm: 5.4737 2020-09-13 01:08:12,559 - mmaction - INFO - Epoch [124][420/940] lr: 4.000e-03, eta: 12:44:05, time: 1.842, data_time: 0.006, memory: 6924, loss_aux: 1.0242, top1_acc: 0.6188, top5_acc: 0.8176, loss_cls: 1.6188, loss: 2.6430, grad_norm: 5.3649 2020-09-13 01:08:49,530 - mmaction - INFO - Epoch [124][440/940] lr: 4.000e-03, eta: 12:43:29, time: 1.850, data_time: 0.005, memory: 6924, loss_aux: 1.0430, top1_acc: 0.6107, top5_acc: 0.8160, loss_cls: 1.6554, loss: 2.6984, grad_norm: 5.4140 2020-09-13 01:09:26,636 - mmaction - INFO - Epoch [124][460/940] lr: 4.000e-03, eta: 12:42:52, time: 1.855, data_time: 0.006, memory: 6924, loss_aux: 1.0361, top1_acc: 0.6074, top5_acc: 0.8105, loss_cls: 1.6647, loss: 2.7009, grad_norm: 5.3805 2020-09-13 01:10:04,018 - mmaction - INFO - Epoch [124][480/940] lr: 4.000e-03, eta: 12:42:15, time: 1.869, data_time: 0.005, memory: 6924, loss_aux: 1.0303, top1_acc: 0.6043, top5_acc: 0.8084, loss_cls: 1.6617, loss: 2.6920, grad_norm: 5.3520 2020-09-13 01:10:41,114 - mmaction - INFO - Epoch [124][500/940] lr: 4.000e-03, eta: 12:41:39, time: 1.856, data_time: 0.005, memory: 6924, loss_aux: 1.0068, top1_acc: 0.6160, top5_acc: 0.8109, loss_cls: 1.6102, loss: 2.6170, grad_norm: 5.2422 2020-09-13 01:11:18,795 - mmaction - INFO - Epoch [124][520/940] lr: 4.000e-03, eta: 12:41:02, time: 1.882, data_time: 0.007, memory: 6924, loss_aux: 1.0487, top1_acc: 0.5998, top5_acc: 0.8051, loss_cls: 1.6867, loss: 2.7354, grad_norm: 5.4162 2020-09-13 01:11:55,937 - mmaction - INFO - Epoch [124][540/940] lr: 4.000e-03, eta: 12:40:25, time: 1.859, data_time: 0.006, memory: 6924, loss_aux: 1.0235, top1_acc: 0.6178, top5_acc: 0.8092, loss_cls: 1.6405, loss: 2.6640, grad_norm: 5.2734 2020-09-13 01:12:33,511 - mmaction - INFO - Epoch [124][560/940] lr: 4.000e-03, eta: 12:39:49, time: 1.878, data_time: 0.005, memory: 6924, loss_aux: 1.0006, top1_acc: 0.6193, top5_acc: 0.8207, loss_cls: 1.6163, loss: 2.6169, grad_norm: 5.3078 2020-09-13 01:13:11,102 - mmaction - INFO - Epoch [124][580/940] lr: 4.000e-03, eta: 12:39:12, time: 1.880, data_time: 0.003, memory: 6924, loss_aux: 1.0403, top1_acc: 0.5967, top5_acc: 0.8080, loss_cls: 1.6683, loss: 2.7086, grad_norm: 5.3970 2020-09-13 01:13:48,013 - mmaction - INFO - Epoch [124][600/940] lr: 4.000e-03, eta: 12:38:36, time: 1.844, data_time: 0.007, memory: 6924, loss_aux: 1.0406, top1_acc: 0.6062, top5_acc: 0.8111, loss_cls: 1.6455, loss: 2.6862, grad_norm: 5.4328 2020-09-13 01:14:25,265 - mmaction - INFO - Epoch [124][620/940] lr: 4.000e-03, eta: 12:37:59, time: 1.864, data_time: 0.005, memory: 6924, loss_aux: 1.0703, top1_acc: 0.6016, top5_acc: 0.8055, loss_cls: 1.7140, loss: 2.7843, grad_norm: 5.4728 2020-09-13 01:15:02,272 - mmaction - INFO - Epoch [124][640/940] lr: 4.000e-03, eta: 12:37:22, time: 1.850, data_time: 0.006, memory: 6924, loss_aux: 1.0156, top1_acc: 0.6158, top5_acc: 0.8164, loss_cls: 1.6302, loss: 2.6458, grad_norm: 5.2400 2020-09-13 01:15:40,106 - mmaction - INFO - Epoch [124][660/940] lr: 4.000e-03, eta: 12:36:46, time: 1.892, data_time: 0.004, memory: 6924, loss_aux: 1.0406, top1_acc: 0.6111, top5_acc: 0.8131, loss_cls: 1.6658, loss: 2.7065, grad_norm: 5.3687 2020-09-13 01:16:17,430 - mmaction - INFO - Epoch [124][680/940] lr: 4.000e-03, eta: 12:36:09, time: 1.864, data_time: 0.007, memory: 6924, loss_aux: 1.0148, top1_acc: 0.6154, top5_acc: 0.8207, loss_cls: 1.6013, loss: 2.6161, grad_norm: 5.2995 2020-09-13 01:16:53,994 - mmaction - INFO - Epoch [124][700/940] lr: 4.000e-03, eta: 12:35:32, time: 1.830, data_time: 0.006, memory: 6924, loss_aux: 1.0286, top1_acc: 0.6131, top5_acc: 0.8166, loss_cls: 1.6400, loss: 2.6686, grad_norm: 5.4107 2020-09-13 01:17:30,229 - mmaction - INFO - Epoch [124][720/940] lr: 4.000e-03, eta: 12:34:56, time: 1.810, data_time: 0.006, memory: 6924, loss_aux: 1.0238, top1_acc: 0.6199, top5_acc: 0.8143, loss_cls: 1.6325, loss: 2.6562, grad_norm: 5.2742 2020-09-13 01:18:06,810 - mmaction - INFO - Epoch [124][740/940] lr: 4.000e-03, eta: 12:34:19, time: 1.831, data_time: 0.007, memory: 6924, loss_aux: 1.0709, top1_acc: 0.5975, top5_acc: 0.7986, loss_cls: 1.7334, loss: 2.8044, grad_norm: 5.5541 2020-09-13 01:18:43,953 - mmaction - INFO - Epoch [124][760/940] lr: 4.000e-03, eta: 12:33:42, time: 1.856, data_time: 0.006, memory: 6924, loss_aux: 1.0473, top1_acc: 0.6092, top5_acc: 0.8107, loss_cls: 1.6674, loss: 2.7147, grad_norm: 5.3838 2020-09-13 01:19:20,829 - mmaction - INFO - Epoch [124][780/940] lr: 4.000e-03, eta: 12:33:06, time: 1.845, data_time: 0.005, memory: 6924, loss_aux: 1.0365, top1_acc: 0.6121, top5_acc: 0.8160, loss_cls: 1.6529, loss: 2.6895, grad_norm: 5.4180 2020-09-13 01:19:57,722 - mmaction - INFO - Epoch [124][800/940] lr: 4.000e-03, eta: 12:32:29, time: 1.843, data_time: 0.007, memory: 6924, loss_aux: 1.0469, top1_acc: 0.5979, top5_acc: 0.8146, loss_cls: 1.6901, loss: 2.7370, grad_norm: 5.4377 2020-09-13 01:20:34,017 - mmaction - INFO - Epoch [124][820/940] lr: 4.000e-03, eta: 12:31:52, time: 1.816, data_time: 0.006, memory: 6924, loss_aux: 1.0386, top1_acc: 0.6098, top5_acc: 0.8098, loss_cls: 1.6720, loss: 2.7106, grad_norm: 5.3386 2020-09-13 01:21:10,437 - mmaction - INFO - Epoch [124][840/940] lr: 4.000e-03, eta: 12:31:15, time: 1.818, data_time: 0.006, memory: 6924, loss_aux: 1.0113, top1_acc: 0.6266, top5_acc: 0.8205, loss_cls: 1.6079, loss: 2.6192, grad_norm: 5.2703 2020-09-13 01:21:48,299 - mmaction - INFO - Epoch [124][860/940] lr: 4.000e-03, eta: 12:30:39, time: 1.894, data_time: 0.007, memory: 6924, loss_aux: 1.0145, top1_acc: 0.6119, top5_acc: 0.8211, loss_cls: 1.6014, loss: 2.6160, grad_norm: 5.3888 2020-09-13 01:22:23,657 - mmaction - INFO - Epoch [124][880/940] lr: 4.000e-03, eta: 12:30:02, time: 1.770, data_time: 0.006, memory: 6924, loss_aux: 1.0346, top1_acc: 0.6139, top5_acc: 0.8039, loss_cls: 1.6665, loss: 2.7010, grad_norm: 5.3751 2020-09-13 01:23:01,746 - mmaction - INFO - Epoch [124][900/940] lr: 4.000e-03, eta: 12:29:25, time: 1.902, data_time: 0.008, memory: 6924, loss_aux: 1.0101, top1_acc: 0.6160, top5_acc: 0.8166, loss_cls: 1.6159, loss: 2.6260, grad_norm: 5.4326 2020-09-13 01:23:37,676 - mmaction - INFO - Epoch [124][920/940] lr: 4.000e-03, eta: 12:28:48, time: 1.799, data_time: 0.007, memory: 6924, loss_aux: 1.0089, top1_acc: 0.6178, top5_acc: 0.8146, loss_cls: 1.6197, loss: 2.6286, grad_norm: 5.3646 2020-09-13 01:24:12,489 - mmaction - INFO - Epoch [124][940/940] lr: 4.000e-03, eta: 12:28:11, time: 1.740, data_time: 0.006, memory: 6924, loss_aux: 1.0157, top1_acc: 0.6179, top5_acc: 0.8168, loss_cls: 1.6148, loss: 2.6305, grad_norm: 9.4890 2020-09-13 01:24:13,045 - mmaction - INFO - Saving checkpoint at 124 epochs 2020-09-13 01:24:58,094 - mmaction - INFO - Epoch [125][20/940] lr: 4.000e-03, eta: 12:27:35, time: 1.980, data_time: 0.540, memory: 6924, loss_aux: 1.0834, top1_acc: 0.5844, top5_acc: 0.7916, loss_cls: 1.7771, loss: 2.8605, grad_norm: 5.9349 2020-09-13 01:25:32,727 - mmaction - INFO - Epoch [125][40/940] lr: 4.000e-03, eta: 12:26:58, time: 1.734, data_time: 0.007, memory: 6924, loss_aux: 1.0456, top1_acc: 0.6084, top5_acc: 0.8043, loss_cls: 1.6765, loss: 2.7220, grad_norm: 5.3945 2020-09-13 01:26:09,328 - mmaction - INFO - Epoch [125][60/940] lr: 4.000e-03, eta: 12:26:21, time: 1.829, data_time: 0.006, memory: 6924, loss_aux: 1.0387, top1_acc: 0.6098, top5_acc: 0.8141, loss_cls: 1.6620, loss: 2.7007, grad_norm: 5.3262 2020-09-13 01:26:44,611 - mmaction - INFO - Epoch [125][80/940] lr: 4.000e-03, eta: 12:25:44, time: 1.765, data_time: 0.005, memory: 6924, loss_aux: 1.0178, top1_acc: 0.6127, top5_acc: 0.8121, loss_cls: 1.6252, loss: 2.6430, grad_norm: 5.3255 2020-09-13 01:27:20,542 - mmaction - INFO - Epoch [125][100/940] lr: 4.000e-03, eta: 12:25:07, time: 1.795, data_time: 0.006, memory: 6924, loss_aux: 1.0460, top1_acc: 0.6043, top5_acc: 0.8096, loss_cls: 1.6838, loss: 2.7298, grad_norm: 5.4346 2020-09-13 01:27:56,356 - mmaction - INFO - Epoch [125][120/940] lr: 4.000e-03, eta: 12:24:30, time: 1.792, data_time: 0.006, memory: 6924, loss_aux: 1.0171, top1_acc: 0.6199, top5_acc: 0.8195, loss_cls: 1.6128, loss: 2.6299, grad_norm: 5.3572 2020-09-13 01:28:32,921 - mmaction - INFO - Epoch [125][140/940] lr: 4.000e-03, eta: 12:23:53, time: 1.827, data_time: 0.006, memory: 6924, loss_aux: 1.0393, top1_acc: 0.6172, top5_acc: 0.8213, loss_cls: 1.6447, loss: 2.6840, grad_norm: 5.4158 2020-09-13 01:29:08,772 - mmaction - INFO - Epoch [125][160/940] lr: 4.000e-03, eta: 12:23:17, time: 1.794, data_time: 0.006, memory: 6924, loss_aux: 1.0416, top1_acc: 0.6094, top5_acc: 0.8064, loss_cls: 1.6547, loss: 2.6963, grad_norm: 5.4120 2020-09-13 01:29:45,447 - mmaction - INFO - Epoch [125][180/940] lr: 4.000e-03, eta: 12:22:40, time: 1.832, data_time: 0.007, memory: 6924, loss_aux: 1.0271, top1_acc: 0.6139, top5_acc: 0.8143, loss_cls: 1.6285, loss: 2.6556, grad_norm: 5.3609 2020-09-13 01:30:21,201 - mmaction - INFO - Epoch [125][200/940] lr: 4.000e-03, eta: 12:22:03, time: 1.787, data_time: 0.005, memory: 6924, loss_aux: 1.0456, top1_acc: 0.6096, top5_acc: 0.8084, loss_cls: 1.6708, loss: 2.7164, grad_norm: 5.4753 2020-09-13 01:30:57,388 - mmaction - INFO - Epoch [125][220/940] lr: 4.000e-03, eta: 12:21:26, time: 1.811, data_time: 0.006, memory: 6924, loss_aux: 1.0231, top1_acc: 0.6094, top5_acc: 0.8248, loss_cls: 1.6117, loss: 2.6347, grad_norm: 5.3948 2020-09-13 01:31:33,893 - mmaction - INFO - Epoch [125][240/940] lr: 4.000e-03, eta: 12:20:49, time: 1.824, data_time: 0.006, memory: 6924, loss_aux: 1.0390, top1_acc: 0.6109, top5_acc: 0.8041, loss_cls: 1.6785, loss: 2.7175, grad_norm: 5.4136 2020-09-13 01:32:09,772 - mmaction - INFO - Epoch [125][260/940] lr: 4.000e-03, eta: 12:20:12, time: 1.795, data_time: 0.006, memory: 6924, loss_aux: 1.0285, top1_acc: 0.6137, top5_acc: 0.8176, loss_cls: 1.6437, loss: 2.6722, grad_norm: 5.4010 2020-09-13 01:32:45,923 - mmaction - INFO - Epoch [125][280/940] lr: 4.000e-03, eta: 12:19:35, time: 1.806, data_time: 0.007, memory: 6924, loss_aux: 1.0511, top1_acc: 0.6041, top5_acc: 0.8041, loss_cls: 1.6963, loss: 2.7474, grad_norm: 5.4888 2020-09-13 01:33:22,100 - mmaction - INFO - Epoch [125][300/940] lr: 4.000e-03, eta: 12:18:59, time: 1.809, data_time: 0.006, memory: 6924, loss_aux: 1.0172, top1_acc: 0.6117, top5_acc: 0.8096, loss_cls: 1.6530, loss: 2.6702, grad_norm: 5.3021 2020-09-13 01:33:58,046 - mmaction - INFO - Epoch [125][320/940] lr: 4.000e-03, eta: 12:18:22, time: 1.799, data_time: 0.006, memory: 6924, loss_aux: 1.0261, top1_acc: 0.6098, top5_acc: 0.8098, loss_cls: 1.6564, loss: 2.6825, grad_norm: 5.3705 2020-09-13 01:34:33,415 - mmaction - INFO - Epoch [125][340/940] lr: 4.000e-03, eta: 12:17:45, time: 1.767, data_time: 0.007, memory: 6924, loss_aux: 1.0314, top1_acc: 0.6057, top5_acc: 0.8123, loss_cls: 1.6525, loss: 2.6839, grad_norm: 5.3386 2020-09-13 01:35:09,386 - mmaction - INFO - Epoch [125][360/940] lr: 4.000e-03, eta: 12:17:08, time: 1.800, data_time: 0.006, memory: 6924, loss_aux: 1.0200, top1_acc: 0.6180, top5_acc: 0.8184, loss_cls: 1.6209, loss: 2.6409, grad_norm: 5.2956 2020-09-13 01:35:44,931 - mmaction - INFO - Epoch [125][380/940] lr: 4.000e-03, eta: 12:16:31, time: 1.776, data_time: 0.002, memory: 6924, loss_aux: 1.0491, top1_acc: 0.6055, top5_acc: 0.8072, loss_cls: 1.6840, loss: 2.7331, grad_norm: 5.4477 2020-09-13 01:36:21,237 - mmaction - INFO - Epoch [125][400/940] lr: 4.000e-03, eta: 12:15:54, time: 1.817, data_time: 0.006, memory: 6924, loss_aux: 1.0153, top1_acc: 0.6059, top5_acc: 0.8205, loss_cls: 1.6304, loss: 2.6457, grad_norm: 5.4255 2020-09-13 01:36:57,492 - mmaction - INFO - Epoch [125][420/940] lr: 4.000e-03, eta: 12:15:17, time: 1.811, data_time: 0.006, memory: 6924, loss_aux: 1.0349, top1_acc: 0.6152, top5_acc: 0.8145, loss_cls: 1.6408, loss: 2.6757, grad_norm: 5.4155 2020-09-13 01:37:32,757 - mmaction - INFO - Epoch [125][440/940] lr: 4.000e-03, eta: 12:14:40, time: 1.765, data_time: 0.006, memory: 6924, loss_aux: 1.0284, top1_acc: 0.6176, top5_acc: 0.8193, loss_cls: 1.6297, loss: 2.6582, grad_norm: 5.4537 2020-09-13 01:38:08,832 - mmaction - INFO - Epoch [125][460/940] lr: 4.000e-03, eta: 12:14:03, time: 1.801, data_time: 0.005, memory: 6924, loss_aux: 1.0498, top1_acc: 0.6164, top5_acc: 0.8080, loss_cls: 1.6696, loss: 2.7194, grad_norm: 5.3922 2020-09-13 01:38:44,266 - mmaction - INFO - Epoch [125][480/940] lr: 4.000e-03, eta: 12:13:26, time: 1.774, data_time: 0.005, memory: 6924, loss_aux: 1.0462, top1_acc: 0.6098, top5_acc: 0.8088, loss_cls: 1.6718, loss: 2.7180, grad_norm: 5.3998 2020-09-13 01:39:20,304 - mmaction - INFO - Epoch [125][500/940] lr: 4.000e-03, eta: 12:12:49, time: 1.799, data_time: 0.006, memory: 6924, loss_aux: 1.0375, top1_acc: 0.6064, top5_acc: 0.8154, loss_cls: 1.6453, loss: 2.6828, grad_norm: 5.5033 2020-09-13 01:39:55,853 - mmaction - INFO - Epoch [125][520/940] lr: 4.000e-03, eta: 12:12:12, time: 1.780, data_time: 0.006, memory: 6924, loss_aux: 1.0311, top1_acc: 0.6047, top5_acc: 0.8047, loss_cls: 1.6608, loss: 2.6919, grad_norm: 5.4938 2020-09-13 01:40:30,816 - mmaction - INFO - Epoch [125][540/940] lr: 4.000e-03, eta: 12:11:35, time: 1.746, data_time: 0.006, memory: 6924, loss_aux: 1.0305, top1_acc: 0.6072, top5_acc: 0.8104, loss_cls: 1.6506, loss: 2.6811, grad_norm: 5.5558 2020-09-13 01:41:06,830 - mmaction - INFO - Epoch [125][560/940] lr: 4.000e-03, eta: 12:10:58, time: 1.802, data_time: 0.006, memory: 6924, loss_aux: 1.0190, top1_acc: 0.6150, top5_acc: 0.8146, loss_cls: 1.6190, loss: 2.6379, grad_norm: 5.3249 2020-09-13 01:41:42,568 - mmaction - INFO - Epoch [125][580/940] lr: 4.000e-03, eta: 12:10:21, time: 1.786, data_time: 0.006, memory: 6924, loss_aux: 1.0497, top1_acc: 0.6061, top5_acc: 0.8121, loss_cls: 1.6812, loss: 2.7309, grad_norm: 5.4971 2020-09-13 01:42:18,580 - mmaction - INFO - Epoch [125][600/940] lr: 4.000e-03, eta: 12:09:45, time: 1.800, data_time: 0.006, memory: 6924, loss_aux: 1.0479, top1_acc: 0.6043, top5_acc: 0.8131, loss_cls: 1.6598, loss: 2.7077, grad_norm: 5.4068 2020-09-13 01:42:54,122 - mmaction - INFO - Epoch [125][620/940] lr: 4.000e-03, eta: 12:09:08, time: 1.777, data_time: 0.006, memory: 6924, loss_aux: 1.0283, top1_acc: 0.6064, top5_acc: 0.8166, loss_cls: 1.6481, loss: 2.6764, grad_norm: 5.3905 2020-09-13 01:43:29,806 - mmaction - INFO - Epoch [125][640/940] lr: 4.000e-03, eta: 12:08:31, time: 1.786, data_time: 0.006, memory: 6924, loss_aux: 1.0280, top1_acc: 0.6154, top5_acc: 0.8182, loss_cls: 1.6339, loss: 2.6619, grad_norm: 5.4688 2020-09-13 01:44:05,129 - mmaction - INFO - Epoch [125][660/940] lr: 4.000e-03, eta: 12:07:54, time: 1.764, data_time: 0.007, memory: 6924, loss_aux: 1.0087, top1_acc: 0.6213, top5_acc: 0.8230, loss_cls: 1.5999, loss: 2.6086, grad_norm: 5.2833 2020-09-13 01:44:40,431 - mmaction - INFO - Epoch [125][680/940] lr: 4.000e-03, eta: 12:07:17, time: 1.767, data_time: 0.007, memory: 6924, loss_aux: 0.9979, top1_acc: 0.6199, top5_acc: 0.8283, loss_cls: 1.5828, loss: 2.5807, grad_norm: 5.3675 2020-09-13 01:45:15,875 - mmaction - INFO - Epoch [125][700/940] lr: 4.000e-03, eta: 12:06:40, time: 1.770, data_time: 0.006, memory: 6924, loss_aux: 1.0141, top1_acc: 0.6197, top5_acc: 0.8232, loss_cls: 1.6087, loss: 2.6228, grad_norm: 5.3380 2020-09-13 01:45:51,451 - mmaction - INFO - Epoch [125][720/940] lr: 4.000e-03, eta: 12:06:03, time: 1.781, data_time: 0.007, memory: 6924, loss_aux: 1.0241, top1_acc: 0.6188, top5_acc: 0.8152, loss_cls: 1.6366, loss: 2.6607, grad_norm: 5.3710 2020-09-13 01:46:26,389 - mmaction - INFO - Epoch [125][740/940] lr: 4.000e-03, eta: 12:05:26, time: 1.746, data_time: 0.007, memory: 6924, loss_aux: 1.0539, top1_acc: 0.6133, top5_acc: 0.8066, loss_cls: 1.6754, loss: 2.7293, grad_norm: 5.5048 2020-09-13 01:47:01,742 - mmaction - INFO - Epoch [125][760/940] lr: 4.000e-03, eta: 12:04:49, time: 1.769, data_time: 0.006, memory: 6924, loss_aux: 1.0378, top1_acc: 0.6055, top5_acc: 0.8055, loss_cls: 1.6815, loss: 2.7192, grad_norm: 5.4481 2020-09-13 01:47:37,159 - mmaction - INFO - Epoch [125][780/940] lr: 4.000e-03, eta: 12:04:12, time: 1.769, data_time: 0.006, memory: 6924, loss_aux: 1.0477, top1_acc: 0.6027, top5_acc: 0.8088, loss_cls: 1.6836, loss: 2.7312, grad_norm: 5.5264 2020-09-13 01:48:12,127 - mmaction - INFO - Epoch [125][800/940] lr: 4.000e-03, eta: 12:03:34, time: 1.750, data_time: 0.005, memory: 6924, loss_aux: 1.0538, top1_acc: 0.6002, top5_acc: 0.8080, loss_cls: 1.6813, loss: 2.7351, grad_norm: 5.4787 2020-09-13 01:48:47,670 - mmaction - INFO - Epoch [125][820/940] lr: 4.000e-03, eta: 12:02:58, time: 1.775, data_time: 0.007, memory: 6924, loss_aux: 1.0453, top1_acc: 0.6135, top5_acc: 0.8041, loss_cls: 1.6774, loss: 2.7227, grad_norm: 5.4104 2020-09-13 01:49:23,268 - mmaction - INFO - Epoch [125][840/940] lr: 4.000e-03, eta: 12:02:21, time: 1.781, data_time: 0.006, memory: 6924, loss_aux: 1.0259, top1_acc: 0.6164, top5_acc: 0.8139, loss_cls: 1.6421, loss: 2.6680, grad_norm: 5.3830 2020-09-13 01:49:58,871 - mmaction - INFO - Epoch [125][860/940] lr: 4.000e-03, eta: 12:01:44, time: 1.779, data_time: 0.006, memory: 6924, loss_aux: 1.0485, top1_acc: 0.6014, top5_acc: 0.8070, loss_cls: 1.6881, loss: 2.7366, grad_norm: 5.5682 2020-09-13 01:50:33,576 - mmaction - INFO - Epoch [125][880/940] lr: 4.000e-03, eta: 12:01:06, time: 1.737, data_time: 0.007, memory: 6924, loss_aux: 1.0145, top1_acc: 0.6111, top5_acc: 0.8213, loss_cls: 1.6187, loss: 2.6333, grad_norm: 5.4548 2020-09-13 01:51:08,727 - mmaction - INFO - Epoch [125][900/940] lr: 4.000e-03, eta: 12:00:29, time: 1.756, data_time: 0.006, memory: 6924, loss_aux: 1.0300, top1_acc: 0.6119, top5_acc: 0.8107, loss_cls: 1.6384, loss: 2.6683, grad_norm: 5.4255 2020-09-13 01:51:44,334 - mmaction - INFO - Epoch [125][920/940] lr: 4.000e-03, eta: 11:59:52, time: 1.782, data_time: 0.006, memory: 6924, loss_aux: 1.0326, top1_acc: 0.6094, top5_acc: 0.8139, loss_cls: 1.6469, loss: 2.6794, grad_norm: 5.4370 2020-09-13 01:52:18,118 - mmaction - INFO - Epoch [125][940/940] lr: 4.000e-03, eta: 11:59:15, time: 1.687, data_time: 0.007, memory: 6924, loss_aux: 1.0131, top1_acc: 0.6149, top5_acc: 0.8206, loss_cls: 1.6035, loss: 2.6166, grad_norm: 5.4568 2020-09-13 01:52:18,633 - mmaction - INFO - Saving checkpoint at 125 epochs 2020-09-13 01:53:00,327 - mmaction - INFO - Epoch [126][20/940] lr: 4.000e-04, eta: 11:58:38, time: 1.821, data_time: 0.446, memory: 6924, loss_aux: 1.0057, top1_acc: 0.6266, top5_acc: 0.8258, loss_cls: 1.5869, loss: 2.5926, grad_norm: 5.3536 2020-09-13 01:53:33,744 - mmaction - INFO - Epoch [126][40/940] lr: 4.000e-04, eta: 11:58:01, time: 1.672, data_time: 0.006, memory: 6924, loss_aux: 1.0157, top1_acc: 0.6131, top5_acc: 0.8143, loss_cls: 1.6200, loss: 2.6357, grad_norm: 5.3566 2020-09-13 01:54:08,198 - mmaction - INFO - Epoch [126][60/940] lr: 4.000e-04, eta: 11:57:24, time: 1.721, data_time: 0.006, memory: 6924, loss_aux: 1.0245, top1_acc: 0.6131, top5_acc: 0.8162, loss_cls: 1.6090, loss: 2.6335, grad_norm: 5.3703 2020-09-13 01:54:43,803 - mmaction - INFO - Epoch [126][80/940] lr: 4.000e-04, eta: 11:56:47, time: 1.781, data_time: 0.006, memory: 6924, loss_aux: 1.0137, top1_acc: 0.6213, top5_acc: 0.8170, loss_cls: 1.6097, loss: 2.6234, grad_norm: 5.2771 2020-09-13 01:55:19,290 - mmaction - INFO - Epoch [126][100/940] lr: 4.000e-04, eta: 11:56:10, time: 1.772, data_time: 0.006, memory: 6924, loss_aux: 1.0151, top1_acc: 0.6205, top5_acc: 0.8174, loss_cls: 1.5957, loss: 2.6108, grad_norm: 5.3555 2020-09-13 01:55:53,775 - mmaction - INFO - Epoch [126][120/940] lr: 4.000e-04, eta: 11:55:33, time: 1.726, data_time: 0.007, memory: 6924, loss_aux: 1.0018, top1_acc: 0.6229, top5_acc: 0.8273, loss_cls: 1.5763, loss: 2.5781, grad_norm: 5.3841 2020-09-13 01:56:28,963 - mmaction - INFO - Epoch [126][140/940] lr: 4.000e-04, eta: 11:54:56, time: 1.759, data_time: 0.003, memory: 6924, loss_aux: 1.0207, top1_acc: 0.6154, top5_acc: 0.8154, loss_cls: 1.6115, loss: 2.6322, grad_norm: 5.4196 2020-09-13 01:57:05,056 - mmaction - INFO - Epoch [126][160/940] lr: 4.000e-04, eta: 11:54:19, time: 1.803, data_time: 0.006, memory: 6924, loss_aux: 0.9871, top1_acc: 0.6314, top5_acc: 0.8246, loss_cls: 1.5435, loss: 2.5306, grad_norm: 5.3076 2020-09-13 01:57:40,603 - mmaction - INFO - Epoch [126][180/940] lr: 4.000e-04, eta: 11:53:42, time: 1.779, data_time: 0.006, memory: 6924, loss_aux: 1.0317, top1_acc: 0.6205, top5_acc: 0.8189, loss_cls: 1.6227, loss: 2.6544, grad_norm: 5.3838 2020-09-13 01:58:15,754 - mmaction - INFO - Epoch [126][200/940] lr: 4.000e-04, eta: 11:53:05, time: 1.755, data_time: 0.006, memory: 6924, loss_aux: 1.0093, top1_acc: 0.6244, top5_acc: 0.8193, loss_cls: 1.5880, loss: 2.5974, grad_norm: 5.3089 2020-09-13 01:58:52,104 - mmaction - INFO - Epoch [126][220/940] lr: 4.000e-04, eta: 11:52:28, time: 1.820, data_time: 0.007, memory: 6924, loss_aux: 1.0382, top1_acc: 0.6186, top5_acc: 0.8127, loss_cls: 1.6305, loss: 2.6687, grad_norm: 5.3611 2020-09-13 01:59:27,459 - mmaction - INFO - Epoch [126][240/940] lr: 4.000e-04, eta: 11:51:51, time: 1.767, data_time: 0.006, memory: 6924, loss_aux: 1.0107, top1_acc: 0.6217, top5_acc: 0.8178, loss_cls: 1.5985, loss: 2.6092, grad_norm: 5.3873 2020-09-13 02:00:04,577 - mmaction - INFO - Epoch [126][260/940] lr: 4.000e-04, eta: 11:51:14, time: 1.842, data_time: 0.005, memory: 6924, loss_aux: 0.9999, top1_acc: 0.6266, top5_acc: 0.8326, loss_cls: 1.5504, loss: 2.5502, grad_norm: 5.2538 2020-09-13 02:00:39,558 - mmaction - INFO - Epoch [126][280/940] lr: 4.000e-04, eta: 11:50:37, time: 1.764, data_time: 0.026, memory: 6924, loss_aux: 1.0042, top1_acc: 0.6365, top5_acc: 0.8252, loss_cls: 1.5585, loss: 2.5626, grad_norm: 5.3255 2020-09-13 02:01:15,531 - mmaction - INFO - Epoch [126][300/940] lr: 4.000e-04, eta: 11:50:00, time: 1.797, data_time: 0.005, memory: 6924, loss_aux: 1.0137, top1_acc: 0.6221, top5_acc: 0.8223, loss_cls: 1.6005, loss: 2.6142, grad_norm: 5.4451 2020-09-13 02:01:52,381 - mmaction - INFO - Epoch [126][320/940] lr: 4.000e-04, eta: 11:49:24, time: 1.844, data_time: 0.007, memory: 6924, loss_aux: 1.0075, top1_acc: 0.6326, top5_acc: 0.8236, loss_cls: 1.5684, loss: 2.5759, grad_norm: 5.3629 2020-09-13 02:02:27,359 - mmaction - INFO - Epoch [126][340/940] lr: 4.000e-04, eta: 11:48:47, time: 1.747, data_time: 0.005, memory: 6924, loss_aux: 1.0176, top1_acc: 0.6170, top5_acc: 0.8223, loss_cls: 1.6091, loss: 2.6267, grad_norm: 5.4747 2020-09-13 02:03:03,044 - mmaction - INFO - Epoch [126][360/940] lr: 4.000e-04, eta: 11:48:10, time: 1.786, data_time: 0.006, memory: 6924, loss_aux: 0.9891, top1_acc: 0.6324, top5_acc: 0.8287, loss_cls: 1.5429, loss: 2.5321, grad_norm: 5.3718 2020-09-13 02:03:39,233 - mmaction - INFO - Epoch [126][380/940] lr: 4.000e-04, eta: 11:47:33, time: 1.808, data_time: 0.007, memory: 6924, loss_aux: 0.9970, top1_acc: 0.6311, top5_acc: 0.8309, loss_cls: 1.5437, loss: 2.5407, grad_norm: 5.3138 2020-09-13 02:04:15,599 - mmaction - INFO - Epoch [126][400/940] lr: 4.000e-04, eta: 11:46:56, time: 1.820, data_time: 0.006, memory: 6924, loss_aux: 0.9897, top1_acc: 0.6293, top5_acc: 0.8340, loss_cls: 1.5545, loss: 2.5442, grad_norm: 5.3505 2020-09-13 02:04:51,585 - mmaction - INFO - Epoch [126][420/940] lr: 4.000e-04, eta: 11:46:19, time: 1.797, data_time: 0.006, memory: 6924, loss_aux: 1.0087, top1_acc: 0.6209, top5_acc: 0.8189, loss_cls: 1.6022, loss: 2.6109, grad_norm: 5.3966 2020-09-13 02:05:27,187 - mmaction - INFO - Epoch [126][440/940] lr: 4.000e-04, eta: 11:45:42, time: 1.780, data_time: 0.006, memory: 6924, loss_aux: 0.9817, top1_acc: 0.6326, top5_acc: 0.8367, loss_cls: 1.5283, loss: 2.5100, grad_norm: 5.3214 2020-09-13 02:06:03,158 - mmaction - INFO - Epoch [126][460/940] lr: 4.000e-04, eta: 11:45:05, time: 1.801, data_time: 0.006, memory: 6924, loss_aux: 1.0166, top1_acc: 0.6234, top5_acc: 0.8162, loss_cls: 1.5989, loss: 2.6155, grad_norm: 5.3865 2020-09-13 02:06:40,254 - mmaction - INFO - Epoch [126][480/940] lr: 4.000e-04, eta: 11:44:29, time: 1.853, data_time: 0.006, memory: 6924, loss_aux: 0.9842, top1_acc: 0.6355, top5_acc: 0.8221, loss_cls: 1.5387, loss: 2.5228, grad_norm: 5.3405 2020-09-13 02:07:15,663 - mmaction - INFO - Epoch [126][500/940] lr: 4.000e-04, eta: 11:43:52, time: 1.772, data_time: 0.006, memory: 6924, loss_aux: 1.0165, top1_acc: 0.6201, top5_acc: 0.8172, loss_cls: 1.6030, loss: 2.6195, grad_norm: 5.3530 2020-09-13 02:07:51,792 - mmaction - INFO - Epoch [126][520/940] lr: 4.000e-04, eta: 11:43:15, time: 1.804, data_time: 0.006, memory: 6924, loss_aux: 0.9950, top1_acc: 0.6293, top5_acc: 0.8289, loss_cls: 1.5558, loss: 2.5508, grad_norm: 5.3458 2020-09-13 02:08:28,485 - mmaction - INFO - Epoch [126][540/940] lr: 4.000e-04, eta: 11:42:38, time: 1.837, data_time: 0.007, memory: 6924, loss_aux: 1.0046, top1_acc: 0.6262, top5_acc: 0.8236, loss_cls: 1.5689, loss: 2.5735, grad_norm: 5.3571 2020-09-13 02:09:04,114 - mmaction - INFO - Epoch [126][560/940] lr: 4.000e-04, eta: 11:42:01, time: 1.779, data_time: 0.006, memory: 6924, loss_aux: 0.9994, top1_acc: 0.6295, top5_acc: 0.8260, loss_cls: 1.5691, loss: 2.5685, grad_norm: 5.5251 2020-09-13 02:09:40,474 - mmaction - INFO - Epoch [126][580/940] lr: 4.000e-04, eta: 11:41:24, time: 1.820, data_time: 0.007, memory: 6924, loss_aux: 1.0059, top1_acc: 0.6277, top5_acc: 0.8285, loss_cls: 1.5760, loss: 2.5819, grad_norm: 5.4451 2020-09-13 02:10:17,518 - mmaction - INFO - Epoch [126][600/940] lr: 4.000e-04, eta: 11:40:48, time: 1.850, data_time: 0.006, memory: 6924, loss_aux: 0.9987, top1_acc: 0.6312, top5_acc: 0.8244, loss_cls: 1.5672, loss: 2.5659, grad_norm: 5.4162 2020-09-13 02:10:53,379 - mmaction - INFO - Epoch [126][620/940] lr: 4.000e-04, eta: 11:40:11, time: 1.795, data_time: 0.007, memory: 6924, loss_aux: 1.0011, top1_acc: 0.6273, top5_acc: 0.8299, loss_cls: 1.5539, loss: 2.5549, grad_norm: 5.4134 2020-09-13 02:11:30,623 - mmaction - INFO - Epoch [126][640/940] lr: 4.000e-04, eta: 11:39:34, time: 1.860, data_time: 0.005, memory: 6924, loss_aux: 0.9978, top1_acc: 0.6355, top5_acc: 0.8248, loss_cls: 1.5588, loss: 2.5566, grad_norm: 5.4384 2020-09-13 02:12:06,587 - mmaction - INFO - Epoch [126][660/940] lr: 4.000e-04, eta: 11:38:57, time: 1.798, data_time: 0.006, memory: 6924, loss_aux: 1.0049, top1_acc: 0.6172, top5_acc: 0.8324, loss_cls: 1.5625, loss: 2.5673, grad_norm: 5.4074 2020-09-13 02:12:42,878 - mmaction - INFO - Epoch [126][680/940] lr: 4.000e-04, eta: 11:38:21, time: 1.814, data_time: 0.006, memory: 6924, loss_aux: 1.0056, top1_acc: 0.6336, top5_acc: 0.8264, loss_cls: 1.5588, loss: 2.5644, grad_norm: 5.3668 2020-09-13 02:13:19,440 - mmaction - INFO - Epoch [126][700/940] lr: 4.000e-04, eta: 11:37:44, time: 1.830, data_time: 0.007, memory: 6924, loss_aux: 0.9980, top1_acc: 0.6354, top5_acc: 0.8236, loss_cls: 1.5669, loss: 2.5648, grad_norm: 5.3304 2020-09-13 02:13:55,813 - mmaction - INFO - Epoch [126][720/940] lr: 4.000e-04, eta: 11:37:07, time: 1.817, data_time: 0.006, memory: 6924, loss_aux: 1.0093, top1_acc: 0.6197, top5_acc: 0.8234, loss_cls: 1.5781, loss: 2.5874, grad_norm: 5.5132 2020-09-13 02:14:32,164 - mmaction - INFO - Epoch [126][740/940] lr: 4.000e-04, eta: 11:36:30, time: 1.819, data_time: 0.006, memory: 6924, loss_aux: 0.9792, top1_acc: 0.6453, top5_acc: 0.8332, loss_cls: 1.5249, loss: 2.5041, grad_norm: 5.5187 2020-09-13 02:15:08,829 - mmaction - INFO - Epoch [126][760/940] lr: 4.000e-04, eta: 11:35:54, time: 1.833, data_time: 0.006, memory: 6924, loss_aux: 0.9968, top1_acc: 0.6369, top5_acc: 0.8316, loss_cls: 1.5446, loss: 2.5414, grad_norm: 5.3884 2020-09-13 02:15:44,917 - mmaction - INFO - Epoch [126][780/940] lr: 4.000e-04, eta: 11:35:17, time: 1.803, data_time: 0.003, memory: 6924, loss_aux: 1.0279, top1_acc: 0.6184, top5_acc: 0.8187, loss_cls: 1.6167, loss: 2.6446, grad_norm: 5.4722 2020-09-13 02:16:21,875 - mmaction - INFO - Epoch [126][800/940] lr: 4.000e-04, eta: 11:34:40, time: 1.850, data_time: 0.006, memory: 6924, loss_aux: 1.0027, top1_acc: 0.6248, top5_acc: 0.8277, loss_cls: 1.5555, loss: 2.5582, grad_norm: 5.4392 2020-09-13 02:16:58,485 - mmaction - INFO - Epoch [126][820/940] lr: 4.000e-04, eta: 11:34:03, time: 1.829, data_time: 0.006, memory: 6924, loss_aux: 0.9832, top1_acc: 0.6445, top5_acc: 0.8271, loss_cls: 1.5326, loss: 2.5158, grad_norm: 5.3177 2020-09-13 02:17:35,726 - mmaction - INFO - Epoch [126][840/940] lr: 4.000e-04, eta: 11:33:27, time: 1.864, data_time: 0.006, memory: 6924, loss_aux: 1.0069, top1_acc: 0.6256, top5_acc: 0.8209, loss_cls: 1.5765, loss: 2.5833, grad_norm: 5.4803 2020-09-13 02:18:12,130 - mmaction - INFO - Epoch [126][860/940] lr: 4.000e-04, eta: 11:32:50, time: 1.819, data_time: 0.007, memory: 6924, loss_aux: 0.9956, top1_acc: 0.6328, top5_acc: 0.8277, loss_cls: 1.5490, loss: 2.5446, grad_norm: 5.3836 2020-09-13 02:18:49,118 - mmaction - INFO - Epoch [126][880/940] lr: 4.000e-04, eta: 11:32:13, time: 1.851, data_time: 0.005, memory: 6924, loss_aux: 1.0103, top1_acc: 0.6271, top5_acc: 0.8268, loss_cls: 1.5768, loss: 2.5870, grad_norm: 5.4432 2020-09-13 02:19:25,701 - mmaction - INFO - Epoch [126][900/940] lr: 4.000e-04, eta: 11:31:36, time: 1.828, data_time: 0.006, memory: 6924, loss_aux: 1.0267, top1_acc: 0.6219, top5_acc: 0.8197, loss_cls: 1.6005, loss: 2.6272, grad_norm: 5.5266 2020-09-13 02:20:02,725 - mmaction - INFO - Epoch [126][920/940] lr: 4.000e-04, eta: 11:31:00, time: 1.852, data_time: 0.006, memory: 6924, loss_aux: 1.0056, top1_acc: 0.6275, top5_acc: 0.8266, loss_cls: 1.5665, loss: 2.5722, grad_norm: 5.4957 2020-09-13 02:20:38,519 - mmaction - INFO - Epoch [126][940/940] lr: 4.000e-04, eta: 11:30:23, time: 1.791, data_time: 0.004, memory: 6924, loss_aux: 1.0071, top1_acc: 0.6270, top5_acc: 0.8208, loss_cls: 1.5872, loss: 2.5943, grad_norm: 5.5212 2020-09-13 02:20:39,128 - mmaction - INFO - Saving checkpoint at 126 epochs 2020-09-13 02:21:26,390 - mmaction - INFO - Epoch [127][20/940] lr: 4.000e-04, eta: 11:29:48, time: 2.244, data_time: 0.741, memory: 6924, loss_aux: 0.9984, top1_acc: 0.6275, top5_acc: 0.8279, loss_cls: 1.5503, loss: 2.5487, grad_norm: 5.4507 2020-09-13 02:22:00,327 - mmaction - INFO - Epoch [127][40/940] lr: 4.000e-04, eta: 11:29:10, time: 1.698, data_time: 0.006, memory: 6924, loss_aux: 1.0068, top1_acc: 0.6324, top5_acc: 0.8238, loss_cls: 1.5865, loss: 2.5933, grad_norm: 5.4592 2020-09-13 02:22:36,333 - mmaction - INFO - Epoch [127][60/940] lr: 4.000e-04, eta: 11:28:34, time: 1.800, data_time: 0.006, memory: 6924, loss_aux: 0.9996, top1_acc: 0.6369, top5_acc: 0.8254, loss_cls: 1.5577, loss: 2.5573, grad_norm: 5.3529 2020-09-13 02:23:13,064 - mmaction - INFO - Epoch [127][80/940] lr: 4.000e-04, eta: 11:27:57, time: 1.835, data_time: 0.003, memory: 6924, loss_aux: 0.9871, top1_acc: 0.6395, top5_acc: 0.8303, loss_cls: 1.5228, loss: 2.5099, grad_norm: 5.3277 2020-09-13 02:23:50,478 - mmaction - INFO - Epoch [127][100/940] lr: 4.000e-04, eta: 11:27:20, time: 1.872, data_time: 0.006, memory: 6924, loss_aux: 0.9918, top1_acc: 0.6320, top5_acc: 0.8270, loss_cls: 1.5561, loss: 2.5479, grad_norm: 5.3035 2020-09-13 02:24:28,228 - mmaction - INFO - Epoch [127][120/940] lr: 4.000e-04, eta: 11:26:44, time: 1.886, data_time: 0.005, memory: 6924, loss_aux: 1.0125, top1_acc: 0.6256, top5_acc: 0.8236, loss_cls: 1.5769, loss: 2.5894, grad_norm: 5.4877 2020-09-13 02:25:04,097 - mmaction - INFO - Epoch [127][140/940] lr: 4.000e-04, eta: 11:26:07, time: 1.795, data_time: 0.005, memory: 6924, loss_aux: 0.9757, top1_acc: 0.6408, top5_acc: 0.8293, loss_cls: 1.5260, loss: 2.5017, grad_norm: 5.4440 2020-09-13 02:25:41,005 - mmaction - INFO - Epoch [127][160/940] lr: 4.000e-04, eta: 11:25:30, time: 1.845, data_time: 0.002, memory: 6924, loss_aux: 1.0230, top1_acc: 0.6283, top5_acc: 0.8176, loss_cls: 1.5878, loss: 2.6108, grad_norm: 5.5480 2020-09-13 02:26:18,392 - mmaction - INFO - Epoch [127][180/940] lr: 4.000e-04, eta: 11:24:54, time: 1.868, data_time: 0.007, memory: 6924, loss_aux: 1.0201, top1_acc: 0.6230, top5_acc: 0.8256, loss_cls: 1.5718, loss: 2.5919, grad_norm: 5.4235 2020-09-13 02:26:55,245 - mmaction - INFO - Epoch [127][200/940] lr: 4.000e-04, eta: 11:24:17, time: 1.845, data_time: 0.006, memory: 6924, loss_aux: 0.9633, top1_acc: 0.6447, top5_acc: 0.8352, loss_cls: 1.5059, loss: 2.4692, grad_norm: 5.4085 2020-09-13 02:27:32,440 - mmaction - INFO - Epoch [127][220/940] lr: 4.000e-04, eta: 11:23:40, time: 1.857, data_time: 0.005, memory: 6924, loss_aux: 1.0195, top1_acc: 0.6209, top5_acc: 0.8205, loss_cls: 1.5960, loss: 2.6155, grad_norm: 5.4299 2020-09-13 02:28:10,207 - mmaction - INFO - Epoch [127][240/940] lr: 4.000e-04, eta: 11:23:04, time: 1.891, data_time: 0.006, memory: 6924, loss_aux: 1.0004, top1_acc: 0.6383, top5_acc: 0.8285, loss_cls: 1.5436, loss: 2.5440, grad_norm: 5.4109 2020-09-13 02:28:46,993 - mmaction - INFO - Epoch [127][260/940] lr: 4.000e-04, eta: 11:22:27, time: 1.838, data_time: 0.006, memory: 6924, loss_aux: 0.9956, top1_acc: 0.6303, top5_acc: 0.8201, loss_cls: 1.5748, loss: 2.5704, grad_norm: 5.4053 2020-09-13 02:29:24,688 - mmaction - INFO - Epoch [127][280/940] lr: 4.000e-04, eta: 11:21:50, time: 1.886, data_time: 0.005, memory: 6924, loss_aux: 1.0133, top1_acc: 0.6246, top5_acc: 0.8195, loss_cls: 1.6069, loss: 2.6202, grad_norm: 5.6005 2020-09-13 02:30:01,709 - mmaction - INFO - Epoch [127][300/940] lr: 4.000e-04, eta: 11:21:14, time: 1.850, data_time: 0.006, memory: 6924, loss_aux: 0.9930, top1_acc: 0.6461, top5_acc: 0.8326, loss_cls: 1.5252, loss: 2.5182, grad_norm: 5.3213 2020-09-13 02:30:38,613 - mmaction - INFO - Epoch [127][320/940] lr: 4.000e-04, eta: 11:20:37, time: 1.846, data_time: 0.005, memory: 6924, loss_aux: 1.0012, top1_acc: 0.6293, top5_acc: 0.8287, loss_cls: 1.5515, loss: 2.5527, grad_norm: 5.4619 2020-09-13 02:31:16,023 - mmaction - INFO - Epoch [127][340/940] lr: 4.000e-04, eta: 11:20:01, time: 1.869, data_time: 0.005, memory: 6924, loss_aux: 1.0164, top1_acc: 0.6197, top5_acc: 0.8242, loss_cls: 1.5954, loss: 2.6118, grad_norm: 5.5583 2020-09-13 02:31:53,239 - mmaction - INFO - Epoch [127][360/940] lr: 4.000e-04, eta: 11:19:24, time: 1.861, data_time: 0.005, memory: 6924, loss_aux: 0.9728, top1_acc: 0.6443, top5_acc: 0.8346, loss_cls: 1.5074, loss: 2.4801, grad_norm: 5.4135 2020-09-13 02:32:31,154 - mmaction - INFO - Epoch [127][380/940] lr: 4.000e-04, eta: 11:18:47, time: 1.897, data_time: 0.008, memory: 6924, loss_aux: 1.0320, top1_acc: 0.6246, top5_acc: 0.8180, loss_cls: 1.6135, loss: 2.6454, grad_norm: 5.4736 2020-09-13 02:33:08,302 - mmaction - INFO - Epoch [127][400/940] lr: 4.000e-04, eta: 11:18:11, time: 1.857, data_time: 0.004, memory: 6924, loss_aux: 1.0028, top1_acc: 0.6238, top5_acc: 0.8236, loss_cls: 1.5729, loss: 2.5757, grad_norm: 5.4281 2020-09-13 02:33:45,998 - mmaction - INFO - Epoch [127][420/940] lr: 4.000e-04, eta: 11:17:34, time: 1.883, data_time: 0.005, memory: 6924, loss_aux: 1.0080, top1_acc: 0.6354, top5_acc: 0.8246, loss_cls: 1.5534, loss: 2.5613, grad_norm: 5.4326 2020-09-13 02:34:23,440 - mmaction - INFO - Epoch [127][440/940] lr: 4.000e-04, eta: 11:16:58, time: 1.874, data_time: 0.006, memory: 6924, loss_aux: 0.9854, top1_acc: 0.6416, top5_acc: 0.8316, loss_cls: 1.5178, loss: 2.5032, grad_norm: 5.3484 2020-09-13 02:35:00,458 - mmaction - INFO - Epoch [127][460/940] lr: 4.000e-04, eta: 11:16:21, time: 1.849, data_time: 0.006, memory: 6924, loss_aux: 1.0014, top1_acc: 0.6289, top5_acc: 0.8250, loss_cls: 1.5615, loss: 2.5629, grad_norm: 5.3809 2020-09-13 02:35:38,447 - mmaction - INFO - Epoch [127][480/940] lr: 4.000e-04, eta: 11:15:44, time: 1.901, data_time: 0.005, memory: 6924, loss_aux: 1.0060, top1_acc: 0.6297, top5_acc: 0.8254, loss_cls: 1.5575, loss: 2.5635, grad_norm: 5.3823 2020-09-13 02:36:16,538 - mmaction - INFO - Epoch [127][500/940] lr: 4.000e-04, eta: 11:15:08, time: 1.903, data_time: 0.006, memory: 6924, loss_aux: 0.9989, top1_acc: 0.6301, top5_acc: 0.8230, loss_cls: 1.5541, loss: 2.5531, grad_norm: 5.4994 2020-09-13 02:36:53,566 - mmaction - INFO - Epoch [127][520/940] lr: 4.000e-04, eta: 11:14:31, time: 1.853, data_time: 0.006, memory: 6924, loss_aux: 0.9942, top1_acc: 0.6303, top5_acc: 0.8314, loss_cls: 1.5436, loss: 2.5377, grad_norm: 5.4232 2020-09-13 02:37:31,108 - mmaction - INFO - Epoch [127][540/940] lr: 4.000e-04, eta: 11:13:55, time: 1.876, data_time: 0.005, memory: 6924, loss_aux: 1.0171, top1_acc: 0.6184, top5_acc: 0.8172, loss_cls: 1.5975, loss: 2.6147, grad_norm: 5.4735 2020-09-13 02:38:07,904 - mmaction - INFO - Epoch [127][560/940] lr: 4.000e-04, eta: 11:13:18, time: 1.841, data_time: 0.005, memory: 6924, loss_aux: 0.9950, top1_acc: 0.6436, top5_acc: 0.8266, loss_cls: 1.5339, loss: 2.5289, grad_norm: 5.3714 2020-09-13 02:38:45,750 - mmaction - INFO - Epoch [127][580/940] lr: 4.000e-04, eta: 11:12:41, time: 1.891, data_time: 0.006, memory: 6924, loss_aux: 1.0118, top1_acc: 0.6271, top5_acc: 0.8170, loss_cls: 1.5763, loss: 2.5881, grad_norm: 5.4757 2020-09-13 02:39:22,932 - mmaction - INFO - Epoch [127][600/940] lr: 4.000e-04, eta: 11:12:05, time: 1.861, data_time: 0.006, memory: 6924, loss_aux: 0.9914, top1_acc: 0.6416, top5_acc: 0.8313, loss_cls: 1.5368, loss: 2.5282, grad_norm: 5.4325 2020-09-13 02:40:00,155 - mmaction - INFO - Epoch [127][620/940] lr: 4.000e-04, eta: 11:11:28, time: 1.860, data_time: 0.006, memory: 6924, loss_aux: 1.0104, top1_acc: 0.6283, top5_acc: 0.8205, loss_cls: 1.5998, loss: 2.6101, grad_norm: 5.5124 2020-09-13 02:40:37,967 - mmaction - INFO - Epoch [127][640/940] lr: 4.000e-04, eta: 11:10:52, time: 1.892, data_time: 0.005, memory: 6924, loss_aux: 1.0082, top1_acc: 0.6197, top5_acc: 0.8287, loss_cls: 1.5714, loss: 2.5796, grad_norm: 5.4951 2020-09-13 02:41:16,341 - mmaction - INFO - Epoch [127][660/940] lr: 4.000e-04, eta: 11:10:15, time: 1.917, data_time: 0.003, memory: 6924, loss_aux: 0.9851, top1_acc: 0.6410, top5_acc: 0.8318, loss_cls: 1.5185, loss: 2.5036, grad_norm: 5.4077 2020-09-13 02:41:53,222 - mmaction - INFO - Epoch [127][680/940] lr: 4.000e-04, eta: 11:09:39, time: 1.846, data_time: 0.005, memory: 6924, loss_aux: 1.0011, top1_acc: 0.6324, top5_acc: 0.8240, loss_cls: 1.5617, loss: 2.5627, grad_norm: 5.4455 2020-09-13 02:42:30,531 - mmaction - INFO - Epoch [127][700/940] lr: 4.000e-04, eta: 11:09:02, time: 1.865, data_time: 0.005, memory: 6924, loss_aux: 0.9836, top1_acc: 0.6412, top5_acc: 0.8289, loss_cls: 1.5216, loss: 2.5052, grad_norm: 5.4438 2020-09-13 02:43:08,312 - mmaction - INFO - Epoch [127][720/940] lr: 4.000e-04, eta: 11:08:25, time: 1.889, data_time: 0.004, memory: 6924, loss_aux: 0.9941, top1_acc: 0.6389, top5_acc: 0.8191, loss_cls: 1.5727, loss: 2.5668, grad_norm: 5.3702 2020-09-13 02:43:45,727 - mmaction - INFO - Epoch [127][740/940] lr: 4.000e-04, eta: 11:07:49, time: 1.869, data_time: 0.006, memory: 6924, loss_aux: 0.9998, top1_acc: 0.6283, top5_acc: 0.8285, loss_cls: 1.5613, loss: 2.5611, grad_norm: 5.4402 2020-09-13 02:44:22,912 - mmaction - INFO - Epoch [127][760/940] lr: 4.000e-04, eta: 11:07:12, time: 1.861, data_time: 0.005, memory: 6924, loss_aux: 1.0092, top1_acc: 0.6311, top5_acc: 0.8236, loss_cls: 1.5751, loss: 2.5843, grad_norm: 5.4846 2020-09-13 02:45:00,439 - mmaction - INFO - Epoch [127][780/940] lr: 4.000e-04, eta: 11:06:36, time: 1.875, data_time: 0.006, memory: 6924, loss_aux: 0.9894, top1_acc: 0.6334, top5_acc: 0.8340, loss_cls: 1.5390, loss: 2.5284, grad_norm: 5.4646 2020-09-13 02:45:37,390 - mmaction - INFO - Epoch [127][800/940] lr: 4.000e-04, eta: 11:05:59, time: 1.847, data_time: 0.006, memory: 6924, loss_aux: 1.0037, top1_acc: 0.6299, top5_acc: 0.8205, loss_cls: 1.5656, loss: 2.5693, grad_norm: 5.4749 2020-09-13 02:46:15,480 - mmaction - INFO - Epoch [127][820/940] lr: 4.000e-04, eta: 11:05:22, time: 1.906, data_time: 0.006, memory: 6924, loss_aux: 1.0009, top1_acc: 0.6328, top5_acc: 0.8287, loss_cls: 1.5462, loss: 2.5471, grad_norm: 5.4405 2020-09-13 02:46:51,897 - mmaction - INFO - Epoch [127][840/940] lr: 4.000e-04, eta: 11:04:46, time: 1.820, data_time: 0.006, memory: 6924, loss_aux: 1.0121, top1_acc: 0.6242, top5_acc: 0.8229, loss_cls: 1.5722, loss: 2.5843, grad_norm: 5.5666 2020-09-13 02:47:28,981 - mmaction - INFO - Epoch [127][860/940] lr: 4.000e-04, eta: 11:04:09, time: 1.855, data_time: 0.005, memory: 6924, loss_aux: 0.9878, top1_acc: 0.6318, top5_acc: 0.8285, loss_cls: 1.5538, loss: 2.5416, grad_norm: 5.4592 2020-09-13 02:48:06,106 - mmaction - INFO - Epoch [127][880/940] lr: 4.000e-04, eta: 11:03:32, time: 1.854, data_time: 0.006, memory: 6924, loss_aux: 1.0195, top1_acc: 0.6250, top5_acc: 0.8252, loss_cls: 1.5830, loss: 2.6025, grad_norm: 5.5926 2020-09-13 02:48:42,773 - mmaction - INFO - Epoch [127][900/940] lr: 4.000e-04, eta: 11:02:56, time: 1.835, data_time: 0.006, memory: 6924, loss_aux: 1.0113, top1_acc: 0.6295, top5_acc: 0.8221, loss_cls: 1.5892, loss: 2.6005, grad_norm: 5.4835 2020-09-13 02:49:19,422 - mmaction - INFO - Epoch [127][920/940] lr: 4.000e-04, eta: 11:02:19, time: 1.831, data_time: 0.006, memory: 6924, loss_aux: 1.0062, top1_acc: 0.6348, top5_acc: 0.8307, loss_cls: 1.5477, loss: 2.5539, grad_norm: 5.5104 2020-09-13 02:49:54,938 - mmaction - INFO - Epoch [127][940/940] lr: 4.000e-04, eta: 11:01:42, time: 1.777, data_time: 0.006, memory: 6924, loss_aux: 0.9882, top1_acc: 0.6345, top5_acc: 0.8312, loss_cls: 1.5376, loss: 2.5258, grad_norm: 5.4262 2020-09-13 02:49:55,374 - mmaction - INFO - Saving checkpoint at 127 epochs 2020-09-13 02:50:39,821 - mmaction - INFO - Epoch [128][20/940] lr: 4.000e-04, eta: 11:01:06, time: 2.098, data_time: 0.623, memory: 6924, loss_aux: 1.0017, top1_acc: 0.6299, top5_acc: 0.8270, loss_cls: 1.5498, loss: 2.5515, grad_norm: 5.4492 2020-09-13 02:51:14,841 - mmaction - INFO - Epoch [128][40/940] lr: 4.000e-04, eta: 11:00:29, time: 1.750, data_time: 0.006, memory: 6924, loss_aux: 1.0005, top1_acc: 0.6334, top5_acc: 0.8236, loss_cls: 1.5605, loss: 2.5610, grad_norm: 5.4986 2020-09-13 02:51:50,706 - mmaction - INFO - Epoch [128][60/940] lr: 4.000e-04, eta: 10:59:52, time: 1.796, data_time: 0.007, memory: 6924, loss_aux: 1.0016, top1_acc: 0.6324, top5_acc: 0.8283, loss_cls: 1.5457, loss: 2.5473, grad_norm: 5.5002 2020-09-13 02:52:27,037 - mmaction - INFO - Epoch [128][80/940] lr: 4.000e-04, eta: 10:59:15, time: 1.813, data_time: 0.005, memory: 6924, loss_aux: 1.0007, top1_acc: 0.6408, top5_acc: 0.8227, loss_cls: 1.5570, loss: 2.5577, grad_norm: 5.5163 2020-09-13 02:53:04,058 - mmaction - INFO - Epoch [128][100/940] lr: 4.000e-04, eta: 10:58:39, time: 1.852, data_time: 0.007, memory: 6924, loss_aux: 1.0174, top1_acc: 0.6287, top5_acc: 0.8186, loss_cls: 1.5901, loss: 2.6075, grad_norm: 5.5595 2020-09-13 02:53:40,210 - mmaction - INFO - Epoch [128][120/940] lr: 4.000e-04, eta: 10:58:02, time: 1.809, data_time: 0.006, memory: 6924, loss_aux: 1.0048, top1_acc: 0.6268, top5_acc: 0.8320, loss_cls: 1.5643, loss: 2.5690, grad_norm: 5.4874 2020-09-13 02:54:16,197 - mmaction - INFO - Epoch [128][140/940] lr: 4.000e-04, eta: 10:57:25, time: 1.798, data_time: 0.007, memory: 6924, loss_aux: 0.9758, top1_acc: 0.6375, top5_acc: 0.8340, loss_cls: 1.5197, loss: 2.4955, grad_norm: 5.4143 2020-09-13 02:54:53,122 - mmaction - INFO - Epoch [128][160/940] lr: 4.000e-04, eta: 10:56:48, time: 1.848, data_time: 0.005, memory: 6924, loss_aux: 1.0150, top1_acc: 0.6256, top5_acc: 0.8164, loss_cls: 1.5833, loss: 2.5983, grad_norm: 5.5370 2020-09-13 02:55:29,767 - mmaction - INFO - Epoch [128][180/940] lr: 4.000e-04, eta: 10:56:12, time: 1.831, data_time: 0.006, memory: 6924, loss_aux: 0.9767, top1_acc: 0.6391, top5_acc: 0.8332, loss_cls: 1.5127, loss: 2.4894, grad_norm: 5.4740 2020-09-13 02:56:06,032 - mmaction - INFO - Epoch [128][200/940] lr: 4.000e-04, eta: 10:55:35, time: 1.815, data_time: 0.006, memory: 6924, loss_aux: 0.9890, top1_acc: 0.6385, top5_acc: 0.8277, loss_cls: 1.5319, loss: 2.5209, grad_norm: 5.4925 2020-09-13 02:56:42,405 - mmaction - INFO - Epoch [128][220/940] lr: 4.000e-04, eta: 10:54:58, time: 1.817, data_time: 0.007, memory: 6924, loss_aux: 1.0026, top1_acc: 0.6193, top5_acc: 0.8211, loss_cls: 1.5749, loss: 2.5775, grad_norm: 5.5823 2020-09-13 02:57:18,711 - mmaction - INFO - Epoch [128][240/940] lr: 4.000e-04, eta: 10:54:21, time: 1.817, data_time: 0.006, memory: 6924, loss_aux: 0.9922, top1_acc: 0.6428, top5_acc: 0.8336, loss_cls: 1.5059, loss: 2.4981, grad_norm: 5.3726 2020-09-13 02:57:54,494 - mmaction - INFO - Epoch [128][260/940] lr: 4.000e-04, eta: 10:53:44, time: 1.788, data_time: 0.006, memory: 6924, loss_aux: 0.9911, top1_acc: 0.6285, top5_acc: 0.8268, loss_cls: 1.5376, loss: 2.5287, grad_norm: 5.4053 2020-09-13 02:58:31,276 - mmaction - INFO - Epoch [128][280/940] lr: 4.000e-04, eta: 10:53:08, time: 1.840, data_time: 0.006, memory: 6924, loss_aux: 0.9805, top1_acc: 0.6420, top5_acc: 0.8352, loss_cls: 1.5130, loss: 2.4934, grad_norm: 5.3993 2020-09-13 02:59:07,177 - mmaction - INFO - Epoch [128][300/940] lr: 4.000e-04, eta: 10:52:31, time: 1.793, data_time: 0.007, memory: 6924, loss_aux: 0.9777, top1_acc: 0.6432, top5_acc: 0.8318, loss_cls: 1.4978, loss: 2.4756, grad_norm: 5.5837 2020-09-13 02:59:43,066 - mmaction - INFO - Epoch [128][320/940] lr: 4.000e-04, eta: 10:51:54, time: 1.796, data_time: 0.005, memory: 6924, loss_aux: 0.9939, top1_acc: 0.6299, top5_acc: 0.8350, loss_cls: 1.5320, loss: 2.5259, grad_norm: 5.4935 2020-09-13 03:00:24,096 - mmaction - INFO - Epoch [128][340/940] lr: 4.000e-04, eta: 10:51:18, time: 2.043, data_time: 0.006, memory: 6924, loss_aux: 0.9966, top1_acc: 0.6352, top5_acc: 0.8291, loss_cls: 1.5408, loss: 2.5374, grad_norm: 5.3824 2020-09-13 03:00:58,622 - mmaction - INFO - Epoch [128][360/940] lr: 4.000e-04, eta: 10:50:41, time: 1.735, data_time: 0.033, memory: 6924, loss_aux: 0.9978, top1_acc: 0.6336, top5_acc: 0.8246, loss_cls: 1.5493, loss: 2.5471, grad_norm: 5.5054 2020-09-13 03:01:34,412 - mmaction - INFO - Epoch [128][380/940] lr: 4.000e-04, eta: 10:50:04, time: 1.787, data_time: 0.006, memory: 6924, loss_aux: 1.0152, top1_acc: 0.6301, top5_acc: 0.8217, loss_cls: 1.5569, loss: 2.5721, grad_norm: 5.4365 2020-09-13 03:02:10,589 - mmaction - INFO - Epoch [128][400/940] lr: 4.000e-04, eta: 10:49:27, time: 1.809, data_time: 0.006, memory: 6924, loss_aux: 1.0005, top1_acc: 0.6266, top5_acc: 0.8252, loss_cls: 1.5667, loss: 2.5672, grad_norm: 5.4438 2020-09-13 03:02:46,736 - mmaction - INFO - Epoch [128][420/940] lr: 4.000e-04, eta: 10:48:50, time: 1.807, data_time: 0.005, memory: 6924, loss_aux: 0.9781, top1_acc: 0.6418, top5_acc: 0.8383, loss_cls: 1.4934, loss: 2.4715, grad_norm: 5.4449 2020-09-13 03:03:22,152 - mmaction - INFO - Epoch [128][440/940] lr: 4.000e-04, eta: 10:48:13, time: 1.773, data_time: 0.006, memory: 6924, loss_aux: 0.9891, top1_acc: 0.6418, top5_acc: 0.8246, loss_cls: 1.5309, loss: 2.5199, grad_norm: 5.4456 2020-09-13 03:03:58,775 - mmaction - INFO - Epoch [128][460/940] lr: 4.000e-04, eta: 10:47:36, time: 1.829, data_time: 0.006, memory: 6924, loss_aux: 0.9771, top1_acc: 0.6359, top5_acc: 0.8279, loss_cls: 1.5207, loss: 2.4978, grad_norm: 5.4709 2020-09-13 03:04:34,529 - mmaction - INFO - Epoch [128][480/940] lr: 4.000e-04, eta: 10:47:00, time: 1.789, data_time: 0.005, memory: 6924, loss_aux: 1.0071, top1_acc: 0.6441, top5_acc: 0.8262, loss_cls: 1.5449, loss: 2.5520, grad_norm: 5.4897 2020-09-13 03:05:10,345 - mmaction - INFO - Epoch [128][500/940] lr: 4.000e-04, eta: 10:46:23, time: 1.791, data_time: 0.006, memory: 6924, loss_aux: 1.0002, top1_acc: 0.6336, top5_acc: 0.8238, loss_cls: 1.5562, loss: 2.5564, grad_norm: 5.4854 2020-09-13 03:05:47,178 - mmaction - INFO - Epoch [128][520/940] lr: 4.000e-04, eta: 10:45:46, time: 1.841, data_time: 0.002, memory: 6924, loss_aux: 0.9859, top1_acc: 0.6367, top5_acc: 0.8318, loss_cls: 1.5174, loss: 2.5033, grad_norm: 5.4292 2020-09-13 03:06:22,912 - mmaction - INFO - Epoch [128][540/940] lr: 4.000e-04, eta: 10:45:09, time: 1.786, data_time: 0.006, memory: 6924, loss_aux: 0.9756, top1_acc: 0.6406, top5_acc: 0.8383, loss_cls: 1.4966, loss: 2.4722, grad_norm: 5.3958 2020-09-13 03:06:58,827 - mmaction - INFO - Epoch [128][560/940] lr: 4.000e-04, eta: 10:44:32, time: 1.797, data_time: 0.005, memory: 6924, loss_aux: 1.0072, top1_acc: 0.6270, top5_acc: 0.8277, loss_cls: 1.5694, loss: 2.5766, grad_norm: 5.5907 2020-09-13 03:07:34,324 - mmaction - INFO - Epoch [128][580/940] lr: 4.000e-04, eta: 10:43:55, time: 1.773, data_time: 0.007, memory: 6924, loss_aux: 0.9968, top1_acc: 0.6346, top5_acc: 0.8264, loss_cls: 1.5536, loss: 2.5504, grad_norm: 5.4742 2020-09-13 03:08:09,896 - mmaction - INFO - Epoch [128][600/940] lr: 4.000e-04, eta: 10:43:18, time: 1.780, data_time: 0.005, memory: 6924, loss_aux: 0.9890, top1_acc: 0.6344, top5_acc: 0.8262, loss_cls: 1.5386, loss: 2.5276, grad_norm: 5.6471 2020-09-13 03:08:45,624 - mmaction - INFO - Epoch [128][620/940] lr: 4.000e-04, eta: 10:42:41, time: 1.785, data_time: 0.005, memory: 6924, loss_aux: 1.0266, top1_acc: 0.6217, top5_acc: 0.8230, loss_cls: 1.5886, loss: 2.6152, grad_norm: 5.5781 2020-09-13 03:09:21,832 - mmaction - INFO - Epoch [128][640/940] lr: 4.000e-04, eta: 10:42:05, time: 1.812, data_time: 0.006, memory: 6924, loss_aux: 0.9797, top1_acc: 0.6361, top5_acc: 0.8359, loss_cls: 1.5123, loss: 2.4920, grad_norm: 5.4307 2020-09-13 03:09:57,451 - mmaction - INFO - Epoch [128][660/940] lr: 4.000e-04, eta: 10:41:28, time: 1.779, data_time: 0.006, memory: 6924, loss_aux: 1.0118, top1_acc: 0.6256, top5_acc: 0.8223, loss_cls: 1.5680, loss: 2.5798, grad_norm: 5.5596 2020-09-13 03:10:33,078 - mmaction - INFO - Epoch [128][680/940] lr: 4.000e-04, eta: 10:40:51, time: 1.783, data_time: 0.006, memory: 6924, loss_aux: 0.9726, top1_acc: 0.6391, top5_acc: 0.8311, loss_cls: 1.5069, loss: 2.4795, grad_norm: 5.4650 2020-09-13 03:11:08,559 - mmaction - INFO - Epoch [128][700/940] lr: 4.000e-04, eta: 10:40:14, time: 1.772, data_time: 0.006, memory: 6924, loss_aux: 0.9955, top1_acc: 0.6328, top5_acc: 0.8217, loss_cls: 1.5597, loss: 2.5551, grad_norm: 5.6230 2020-09-13 03:11:44,338 - mmaction - INFO - Epoch [128][720/940] lr: 4.000e-04, eta: 10:39:37, time: 1.790, data_time: 0.006, memory: 6924, loss_aux: 0.9682, top1_acc: 0.6404, top5_acc: 0.8334, loss_cls: 1.5038, loss: 2.4720, grad_norm: 5.5126 2020-09-13 03:12:19,894 - mmaction - INFO - Epoch [128][740/940] lr: 4.000e-04, eta: 10:39:00, time: 1.776, data_time: 0.006, memory: 6924, loss_aux: 0.9785, top1_acc: 0.6332, top5_acc: 0.8324, loss_cls: 1.5186, loss: 2.4971, grad_norm: 5.5121 2020-09-13 03:12:55,636 - mmaction - INFO - Epoch [128][760/940] lr: 4.000e-04, eta: 10:38:23, time: 1.787, data_time: 0.006, memory: 6924, loss_aux: 0.9832, top1_acc: 0.6400, top5_acc: 0.8313, loss_cls: 1.5100, loss: 2.4932, grad_norm: 5.4993 2020-09-13 03:13:31,279 - mmaction - INFO - Epoch [128][780/940] lr: 4.000e-04, eta: 10:37:46, time: 1.784, data_time: 0.006, memory: 6924, loss_aux: 0.9936, top1_acc: 0.6346, top5_acc: 0.8275, loss_cls: 1.5531, loss: 2.5467, grad_norm: 5.5131 2020-09-13 03:14:06,865 - mmaction - INFO - Epoch [128][800/940] lr: 4.000e-04, eta: 10:37:09, time: 1.778, data_time: 0.006, memory: 6924, loss_aux: 0.9879, top1_acc: 0.6344, top5_acc: 0.8301, loss_cls: 1.5367, loss: 2.5246, grad_norm: 5.4219 2020-09-13 03:14:42,399 - mmaction - INFO - Epoch [128][820/940] lr: 4.000e-04, eta: 10:36:32, time: 1.777, data_time: 0.005, memory: 6924, loss_aux: 1.0088, top1_acc: 0.6357, top5_acc: 0.8234, loss_cls: 1.5668, loss: 2.5757, grad_norm: 5.5928 2020-09-13 03:15:17,829 - mmaction - INFO - Epoch [128][840/940] lr: 4.000e-04, eta: 10:35:55, time: 1.770, data_time: 0.006, memory: 6924, loss_aux: 0.9633, top1_acc: 0.6412, top5_acc: 0.8334, loss_cls: 1.5068, loss: 2.4702, grad_norm: 5.4072 2020-09-13 03:15:53,398 - mmaction - INFO - Epoch [128][860/940] lr: 4.000e-04, eta: 10:35:19, time: 1.778, data_time: 0.006, memory: 6924, loss_aux: 0.9959, top1_acc: 0.6338, top5_acc: 0.8281, loss_cls: 1.5257, loss: 2.5215, grad_norm: 5.5392 2020-09-13 03:16:28,536 - mmaction - INFO - Epoch [128][880/940] lr: 4.000e-04, eta: 10:34:42, time: 1.759, data_time: 0.006, memory: 6924, loss_aux: 1.0046, top1_acc: 0.6365, top5_acc: 0.8225, loss_cls: 1.5566, loss: 2.5613, grad_norm: 5.5686 2020-09-13 03:17:04,479 - mmaction - INFO - Epoch [128][900/940] lr: 4.000e-04, eta: 10:34:05, time: 1.796, data_time: 0.007, memory: 6924, loss_aux: 0.9998, top1_acc: 0.6324, top5_acc: 0.8275, loss_cls: 1.5622, loss: 2.5620, grad_norm: 5.5460 2020-09-13 03:17:40,091 - mmaction - INFO - Epoch [128][920/940] lr: 4.000e-04, eta: 10:33:28, time: 1.782, data_time: 0.006, memory: 6924, loss_aux: 1.0231, top1_acc: 0.6223, top5_acc: 0.8240, loss_cls: 1.5912, loss: 2.6143, grad_norm: 5.6043 2020-09-13 03:18:16,060 - mmaction - INFO - Epoch [128][940/940] lr: 4.000e-04, eta: 10:32:51, time: 1.797, data_time: 0.006, memory: 6924, loss_aux: 1.0040, top1_acc: 0.6382, top5_acc: 0.8255, loss_cls: 1.5505, loss: 2.5545, grad_norm: 5.4950 2020-09-13 03:18:16,597 - mmaction - INFO - Saving checkpoint at 128 epochs 2020-09-13 03:19:00,273 - mmaction - INFO - Epoch [129][20/940] lr: 4.000e-04, eta: 10:32:14, time: 1.754, data_time: 0.378, memory: 6924, loss_aux: 0.9735, top1_acc: 0.6484, top5_acc: 0.8324, loss_cls: 1.5014, loss: 2.4749, grad_norm: 5.4228 2020-09-13 03:19:34,581 - mmaction - INFO - Epoch [129][40/940] lr: 4.000e-04, eta: 10:31:37, time: 1.716, data_time: 0.006, memory: 6924, loss_aux: 0.9780, top1_acc: 0.6387, top5_acc: 0.8332, loss_cls: 1.5155, loss: 2.4935, grad_norm: 5.5076 2020-09-13 03:20:10,579 - mmaction - INFO - Epoch [129][60/940] lr: 4.000e-04, eta: 10:31:00, time: 1.802, data_time: 0.006, memory: 6924, loss_aux: 1.0094, top1_acc: 0.6287, top5_acc: 0.8268, loss_cls: 1.5663, loss: 2.5757, grad_norm: 5.5423 2020-09-13 03:20:46,638 - mmaction - INFO - Epoch [129][80/940] lr: 4.000e-04, eta: 10:30:23, time: 1.803, data_time: 0.002, memory: 6924, loss_aux: 0.9785, top1_acc: 0.6480, top5_acc: 0.8328, loss_cls: 1.5105, loss: 2.4890, grad_norm: 5.3876 2020-09-13 03:21:21,667 - mmaction - INFO - Epoch [129][100/940] lr: 4.000e-04, eta: 10:29:46, time: 1.749, data_time: 0.006, memory: 6924, loss_aux: 1.0153, top1_acc: 0.6301, top5_acc: 0.8203, loss_cls: 1.5879, loss: 2.6031, grad_norm: 5.5454 2020-09-13 03:21:58,689 - mmaction - INFO - Epoch [129][120/940] lr: 4.000e-04, eta: 10:29:09, time: 1.853, data_time: 0.006, memory: 6924, loss_aux: 0.9974, top1_acc: 0.6344, top5_acc: 0.8273, loss_cls: 1.5349, loss: 2.5323, grad_norm: 5.5250 2020-09-13 03:22:34,675 - mmaction - INFO - Epoch [129][140/940] lr: 4.000e-04, eta: 10:28:33, time: 1.797, data_time: 0.003, memory: 6924, loss_aux: 0.9934, top1_acc: 0.6375, top5_acc: 0.8277, loss_cls: 1.5321, loss: 2.5255, grad_norm: 5.4466 2020-09-13 03:23:10,858 - mmaction - INFO - Epoch [129][160/940] lr: 4.000e-04, eta: 10:27:56, time: 1.811, data_time: 0.006, memory: 6924, loss_aux: 0.9722, top1_acc: 0.6396, top5_acc: 0.8369, loss_cls: 1.4908, loss: 2.4630, grad_norm: 5.4084 2020-09-13 03:23:47,713 - mmaction - INFO - Epoch [129][180/940] lr: 4.000e-04, eta: 10:27:19, time: 1.842, data_time: 0.005, memory: 6924, loss_aux: 1.0160, top1_acc: 0.6238, top5_acc: 0.8234, loss_cls: 1.5844, loss: 2.6004, grad_norm: 5.5429 2020-09-13 03:24:23,802 - mmaction - INFO - Epoch [129][200/940] lr: 4.000e-04, eta: 10:26:42, time: 1.806, data_time: 0.005, memory: 6924, loss_aux: 0.9842, top1_acc: 0.6418, top5_acc: 0.8314, loss_cls: 1.5224, loss: 2.5067, grad_norm: 5.4327 2020-09-13 03:25:00,185 - mmaction - INFO - Epoch [129][220/940] lr: 4.000e-04, eta: 10:26:05, time: 1.819, data_time: 0.006, memory: 6924, loss_aux: 0.9814, top1_acc: 0.6336, top5_acc: 0.8268, loss_cls: 1.5292, loss: 2.5106, grad_norm: 5.5166 2020-09-13 03:25:37,060 - mmaction - INFO - Epoch [129][240/940] lr: 4.000e-04, eta: 10:25:29, time: 1.842, data_time: 0.004, memory: 6924, loss_aux: 0.9859, top1_acc: 0.6338, top5_acc: 0.8244, loss_cls: 1.5446, loss: 2.5304, grad_norm: 5.4843 2020-09-13 03:26:14,072 - mmaction - INFO - Epoch [129][260/940] lr: 4.000e-04, eta: 10:24:52, time: 1.853, data_time: 0.005, memory: 6924, loss_aux: 1.0085, top1_acc: 0.6270, top5_acc: 0.8252, loss_cls: 1.5789, loss: 2.5874, grad_norm: 5.5848 2020-09-13 03:26:51,063 - mmaction - INFO - Epoch [129][280/940] lr: 4.000e-04, eta: 10:24:15, time: 1.848, data_time: 0.005, memory: 6924, loss_aux: 0.9659, top1_acc: 0.6488, top5_acc: 0.8416, loss_cls: 1.4763, loss: 2.4421, grad_norm: 5.4171 2020-09-13 03:27:26,889 - mmaction - INFO - Epoch [129][300/940] lr: 4.000e-04, eta: 10:23:39, time: 1.793, data_time: 0.006, memory: 6924, loss_aux: 1.0190, top1_acc: 0.6148, top5_acc: 0.8270, loss_cls: 1.5781, loss: 2.5971, grad_norm: 5.6596 2020-09-13 03:28:03,873 - mmaction - INFO - Epoch [129][320/940] lr: 4.000e-04, eta: 10:23:02, time: 1.847, data_time: 0.005, memory: 6924, loss_aux: 0.9709, top1_acc: 0.6352, top5_acc: 0.8328, loss_cls: 1.5088, loss: 2.4797, grad_norm: 5.5420 2020-09-13 03:28:40,630 - mmaction - INFO - Epoch [129][340/940] lr: 4.000e-04, eta: 10:22:25, time: 1.839, data_time: 0.006, memory: 6924, loss_aux: 0.9969, top1_acc: 0.6322, top5_acc: 0.8281, loss_cls: 1.5483, loss: 2.5452, grad_norm: 5.5947 2020-09-13 03:29:17,102 - mmaction - INFO - Epoch [129][360/940] lr: 4.000e-04, eta: 10:21:48, time: 1.822, data_time: 0.006, memory: 6924, loss_aux: 0.9886, top1_acc: 0.6355, top5_acc: 0.8309, loss_cls: 1.5302, loss: 2.5187, grad_norm: 5.5379 2020-09-13 03:29:53,522 - mmaction - INFO - Epoch [129][380/940] lr: 4.000e-04, eta: 10:21:12, time: 1.823, data_time: 0.006, memory: 6924, loss_aux: 1.0105, top1_acc: 0.6330, top5_acc: 0.8264, loss_cls: 1.5647, loss: 2.5752, grad_norm: 5.5362 2020-09-13 03:30:30,012 - mmaction - INFO - Epoch [129][400/940] lr: 4.000e-04, eta: 10:20:35, time: 1.823, data_time: 0.007, memory: 6924, loss_aux: 0.9850, top1_acc: 0.6377, top5_acc: 0.8326, loss_cls: 1.5201, loss: 2.5052, grad_norm: 5.4812 2020-09-13 03:31:06,538 - mmaction - INFO - Epoch [129][420/940] lr: 4.000e-04, eta: 10:19:58, time: 1.827, data_time: 0.005, memory: 6924, loss_aux: 0.9850, top1_acc: 0.6436, top5_acc: 0.8354, loss_cls: 1.5148, loss: 2.4997, grad_norm: 5.4290 2020-09-13 03:31:43,301 - mmaction - INFO - Epoch [129][440/940] lr: 4.000e-04, eta: 10:19:21, time: 1.837, data_time: 0.005, memory: 6924, loss_aux: 0.9861, top1_acc: 0.6449, top5_acc: 0.8369, loss_cls: 1.5056, loss: 2.4917, grad_norm: 5.6493 2020-09-13 03:32:19,835 - mmaction - INFO - Epoch [129][460/940] lr: 4.000e-04, eta: 10:18:45, time: 1.828, data_time: 0.005, memory: 6924, loss_aux: 1.0061, top1_acc: 0.6230, top5_acc: 0.8262, loss_cls: 1.5723, loss: 2.5785, grad_norm: 5.5602 2020-09-13 03:32:56,950 - mmaction - INFO - Epoch [129][480/940] lr: 4.000e-04, eta: 10:18:08, time: 1.854, data_time: 0.006, memory: 6924, loss_aux: 0.9799, top1_acc: 0.6395, top5_acc: 0.8363, loss_cls: 1.5157, loss: 2.4956, grad_norm: 5.4419 2020-09-13 03:33:33,733 - mmaction - INFO - Epoch [129][500/940] lr: 4.000e-04, eta: 10:17:31, time: 1.839, data_time: 0.006, memory: 6924, loss_aux: 0.9980, top1_acc: 0.6365, top5_acc: 0.8248, loss_cls: 1.5576, loss: 2.5556, grad_norm: 5.4804 2020-09-13 03:34:10,805 - mmaction - INFO - Epoch [129][520/940] lr: 4.000e-04, eta: 10:16:55, time: 1.855, data_time: 0.006, memory: 6924, loss_aux: 1.0169, top1_acc: 0.6189, top5_acc: 0.8182, loss_cls: 1.5949, loss: 2.6117, grad_norm: 5.6040 2020-09-13 03:34:47,458 - mmaction - INFO - Epoch [129][540/940] lr: 4.000e-04, eta: 10:16:18, time: 1.830, data_time: 0.006, memory: 6924, loss_aux: 0.9862, top1_acc: 0.6441, top5_acc: 0.8359, loss_cls: 1.5119, loss: 2.4981, grad_norm: 5.4209 2020-09-13 03:35:25,434 - mmaction - INFO - Epoch [129][560/940] lr: 4.000e-04, eta: 10:15:41, time: 1.900, data_time: 0.007, memory: 6924, loss_aux: 1.0283, top1_acc: 0.6168, top5_acc: 0.8264, loss_cls: 1.6058, loss: 2.6341, grad_norm: 5.5943 2020-09-13 03:36:01,845 - mmaction - INFO - Epoch [129][580/940] lr: 4.000e-04, eta: 10:15:05, time: 1.820, data_time: 0.006, memory: 6924, loss_aux: 1.0249, top1_acc: 0.6285, top5_acc: 0.8191, loss_cls: 1.5796, loss: 2.6045, grad_norm: 5.5628 2020-09-13 03:36:38,084 - mmaction - INFO - Epoch [129][600/940] lr: 4.000e-04, eta: 10:14:28, time: 1.814, data_time: 0.006, memory: 6924, loss_aux: 0.9861, top1_acc: 0.6320, top5_acc: 0.8258, loss_cls: 1.5517, loss: 2.5377, grad_norm: 5.6457 2020-09-13 03:37:15,685 - mmaction - INFO - Epoch [129][620/940] lr: 4.000e-04, eta: 10:13:51, time: 1.878, data_time: 0.005, memory: 6924, loss_aux: 0.9902, top1_acc: 0.6340, top5_acc: 0.8248, loss_cls: 1.5544, loss: 2.5446, grad_norm: 5.4470 2020-09-13 03:37:52,604 - mmaction - INFO - Epoch [129][640/940] lr: 4.000e-04, eta: 10:13:14, time: 1.848, data_time: 0.006, memory: 6924, loss_aux: 0.9795, top1_acc: 0.6475, top5_acc: 0.8283, loss_cls: 1.5062, loss: 2.4857, grad_norm: 5.4217 2020-09-13 03:38:29,686 - mmaction - INFO - Epoch [129][660/940] lr: 4.000e-04, eta: 10:12:38, time: 1.852, data_time: 0.005, memory: 6924, loss_aux: 1.0075, top1_acc: 0.6309, top5_acc: 0.8270, loss_cls: 1.5625, loss: 2.5700, grad_norm: 5.5728 2020-09-13 03:39:06,929 - mmaction - INFO - Epoch [129][680/940] lr: 4.000e-04, eta: 10:12:01, time: 1.864, data_time: 0.006, memory: 6924, loss_aux: 1.0110, top1_acc: 0.6197, top5_acc: 0.8273, loss_cls: 1.5673, loss: 2.5783, grad_norm: 5.6116 2020-09-13 03:39:43,873 - mmaction - INFO - Epoch [129][700/940] lr: 4.000e-04, eta: 10:11:24, time: 1.845, data_time: 0.007, memory: 6924, loss_aux: 0.9985, top1_acc: 0.6328, top5_acc: 0.8350, loss_cls: 1.5228, loss: 2.5213, grad_norm: 5.5826 2020-09-13 03:40:21,260 - mmaction - INFO - Epoch [129][720/940] lr: 4.000e-04, eta: 10:10:48, time: 1.870, data_time: 0.006, memory: 6924, loss_aux: 0.9925, top1_acc: 0.6324, top5_acc: 0.8301, loss_cls: 1.5307, loss: 2.5232, grad_norm: 5.5180 2020-09-13 03:40:58,310 - mmaction - INFO - Epoch [129][740/940] lr: 4.000e-04, eta: 10:10:11, time: 1.854, data_time: 0.006, memory: 6924, loss_aux: 0.9769, top1_acc: 0.6500, top5_acc: 0.8344, loss_cls: 1.5051, loss: 2.4819, grad_norm: 5.4832 2020-09-13 03:41:35,803 - mmaction - INFO - Epoch [129][760/940] lr: 4.000e-04, eta: 10:09:35, time: 1.873, data_time: 0.006, memory: 6924, loss_aux: 0.9848, top1_acc: 0.6322, top5_acc: 0.8285, loss_cls: 1.5218, loss: 2.5066, grad_norm: 5.4341 2020-09-13 03:42:12,647 - mmaction - INFO - Epoch [129][780/940] lr: 4.000e-04, eta: 10:08:58, time: 1.844, data_time: 0.006, memory: 6924, loss_aux: 0.9834, top1_acc: 0.6260, top5_acc: 0.8281, loss_cls: 1.5555, loss: 2.5389, grad_norm: 5.6352 2020-09-13 03:42:49,958 - mmaction - INFO - Epoch [129][800/940] lr: 4.000e-04, eta: 10:08:21, time: 1.863, data_time: 0.005, memory: 6924, loss_aux: 0.9826, top1_acc: 0.6518, top5_acc: 0.8314, loss_cls: 1.4918, loss: 2.4745, grad_norm: 5.4691 2020-09-13 03:43:27,730 - mmaction - INFO - Epoch [129][820/940] lr: 4.000e-04, eta: 10:07:45, time: 1.889, data_time: 0.006, memory: 6924, loss_aux: 1.0026, top1_acc: 0.6285, top5_acc: 0.8236, loss_cls: 1.5479, loss: 2.5504, grad_norm: 5.4837 2020-09-13 03:44:04,937 - mmaction - INFO - Epoch [129][840/940] lr: 4.000e-04, eta: 10:07:08, time: 1.862, data_time: 0.006, memory: 6924, loss_aux: 0.9925, top1_acc: 0.6287, top5_acc: 0.8268, loss_cls: 1.5540, loss: 2.5465, grad_norm: 5.5447 2020-09-13 03:44:42,016 - mmaction - INFO - Epoch [129][860/940] lr: 4.000e-04, eta: 10:06:31, time: 1.852, data_time: 0.006, memory: 6924, loss_aux: 0.9898, top1_acc: 0.6332, top5_acc: 0.8271, loss_cls: 1.5436, loss: 2.5334, grad_norm: 5.5561 2020-09-13 03:45:18,615 - mmaction - INFO - Epoch [129][880/940] lr: 4.000e-04, eta: 10:05:55, time: 1.830, data_time: 0.006, memory: 6924, loss_aux: 0.9940, top1_acc: 0.6293, top5_acc: 0.8342, loss_cls: 1.5288, loss: 2.5229, grad_norm: 5.4908 2020-09-13 03:45:56,133 - mmaction - INFO - Epoch [129][900/940] lr: 4.000e-04, eta: 10:05:18, time: 1.877, data_time: 0.006, memory: 6924, loss_aux: 0.9949, top1_acc: 0.6320, top5_acc: 0.8252, loss_cls: 1.5541, loss: 2.5490, grad_norm: 5.5684 2020-09-13 03:46:32,644 - mmaction - INFO - Epoch [129][920/940] lr: 4.000e-04, eta: 10:04:41, time: 1.824, data_time: 0.006, memory: 6924, loss_aux: 0.9855, top1_acc: 0.6441, top5_acc: 0.8283, loss_cls: 1.5180, loss: 2.5035, grad_norm: 5.4399 2020-09-13 03:47:09,487 - mmaction - INFO - Epoch [129][940/940] lr: 4.000e-04, eta: 10:04:05, time: 1.844, data_time: 0.006, memory: 6924, loss_aux: 0.9793, top1_acc: 0.6422, top5_acc: 0.8356, loss_cls: 1.5058, loss: 2.4851, grad_norm: 5.6911 2020-09-13 03:47:09,907 - mmaction - INFO - Saving checkpoint at 129 epochs 2020-09-13 03:47:54,097 - mmaction - INFO - Epoch [130][20/940] lr: 4.000e-04, eta: 10:03:28, time: 1.809, data_time: 0.303, memory: 6924, loss_aux: 0.9702, top1_acc: 0.6449, top5_acc: 0.8369, loss_cls: 1.4813, loss: 2.4516, grad_norm: 5.4893 2020-09-13 03:48:29,675 - mmaction - INFO - Epoch [130][40/940] lr: 4.000e-04, eta: 10:02:51, time: 1.780, data_time: 0.006, memory: 6924, loss_aux: 0.9822, top1_acc: 0.6439, top5_acc: 0.8328, loss_cls: 1.5247, loss: 2.5069, grad_norm: 5.5231 2020-09-13 03:49:06,371 - mmaction - INFO - Epoch [130][60/940] lr: 4.000e-04, eta: 10:02:14, time: 1.833, data_time: 0.005, memory: 6924, loss_aux: 1.0085, top1_acc: 0.6283, top5_acc: 0.8283, loss_cls: 1.5507, loss: 2.5592, grad_norm: 5.5523 2020-09-13 03:49:43,609 - mmaction - INFO - Epoch [130][80/940] lr: 4.000e-04, eta: 10:01:38, time: 1.864, data_time: 0.007, memory: 6924, loss_aux: 0.9752, top1_acc: 0.6332, top5_acc: 0.8373, loss_cls: 1.5096, loss: 2.4848, grad_norm: 5.5737 2020-09-13 03:50:20,524 - mmaction - INFO - Epoch [130][100/940] lr: 4.000e-04, eta: 10:01:01, time: 1.844, data_time: 0.006, memory: 6924, loss_aux: 1.0032, top1_acc: 0.6270, top5_acc: 0.8262, loss_cls: 1.5621, loss: 2.5653, grad_norm: 5.5826 2020-09-13 03:50:57,368 - mmaction - INFO - Epoch [130][120/940] lr: 4.000e-04, eta: 10:00:24, time: 1.844, data_time: 0.006, memory: 6924, loss_aux: 0.9828, top1_acc: 0.6375, top5_acc: 0.8301, loss_cls: 1.5250, loss: 2.5078, grad_norm: 5.5929 2020-09-13 03:51:35,226 - mmaction - INFO - Epoch [130][140/940] lr: 4.000e-04, eta: 9:59:48, time: 1.890, data_time: 0.005, memory: 6924, loss_aux: 0.9764, top1_acc: 0.6447, top5_acc: 0.8289, loss_cls: 1.5220, loss: 2.4985, grad_norm: 5.5393 2020-09-13 03:52:12,196 - mmaction - INFO - Epoch [130][160/940] lr: 4.000e-04, eta: 9:59:11, time: 1.849, data_time: 0.007, memory: 6924, loss_aux: 0.9820, top1_acc: 0.6314, top5_acc: 0.8350, loss_cls: 1.5342, loss: 2.5162, grad_norm: 5.5677 2020-09-13 03:52:48,968 - mmaction - INFO - Epoch [130][180/940] lr: 4.000e-04, eta: 9:58:34, time: 1.838, data_time: 0.007, memory: 6924, loss_aux: 0.9943, top1_acc: 0.6295, top5_acc: 0.8334, loss_cls: 1.5482, loss: 2.5425, grad_norm: 5.6794 2020-09-13 03:53:25,570 - mmaction - INFO - Epoch [130][200/940] lr: 4.000e-04, eta: 9:57:57, time: 1.832, data_time: 0.006, memory: 6924, loss_aux: 0.9771, top1_acc: 0.6363, top5_acc: 0.8365, loss_cls: 1.5226, loss: 2.4997, grad_norm: 5.4585 2020-09-13 03:54:03,101 - mmaction - INFO - Epoch [130][220/940] lr: 4.000e-04, eta: 9:57:21, time: 1.875, data_time: 0.006, memory: 6924, loss_aux: 0.9757, top1_acc: 0.6396, top5_acc: 0.8373, loss_cls: 1.5050, loss: 2.4808, grad_norm: 5.6102 2020-09-13 03:54:40,686 - mmaction - INFO - Epoch [130][240/940] lr: 4.000e-04, eta: 9:56:44, time: 1.881, data_time: 0.006, memory: 6924, loss_aux: 1.0107, top1_acc: 0.6262, top5_acc: 0.8229, loss_cls: 1.5834, loss: 2.5941, grad_norm: 5.5837 2020-09-13 03:55:17,942 - mmaction - INFO - Epoch [130][260/940] lr: 4.000e-04, eta: 9:56:08, time: 1.861, data_time: 0.006, memory: 6924, loss_aux: 0.9715, top1_acc: 0.6453, top5_acc: 0.8340, loss_cls: 1.5002, loss: 2.4718, grad_norm: 5.4905 2020-09-13 03:55:55,298 - mmaction - INFO - Epoch [130][280/940] lr: 4.000e-04, eta: 9:55:31, time: 1.870, data_time: 0.006, memory: 6924, loss_aux: 1.0065, top1_acc: 0.6279, top5_acc: 0.8270, loss_cls: 1.5575, loss: 2.5640, grad_norm: 5.5631 2020-09-13 03:56:32,586 - mmaction - INFO - Epoch [130][300/940] lr: 4.000e-04, eta: 9:54:54, time: 1.860, data_time: 0.005, memory: 6924, loss_aux: 0.9969, top1_acc: 0.6391, top5_acc: 0.8289, loss_cls: 1.5256, loss: 2.5226, grad_norm: 5.5631 2020-09-13 03:57:10,221 - mmaction - INFO - Epoch [130][320/940] lr: 4.000e-04, eta: 9:54:18, time: 1.886, data_time: 0.008, memory: 6924, loss_aux: 1.0126, top1_acc: 0.6279, top5_acc: 0.8213, loss_cls: 1.5740, loss: 2.5866, grad_norm: 5.5994 2020-09-13 03:57:47,836 - mmaction - INFO - Epoch [130][340/940] lr: 4.000e-04, eta: 9:53:41, time: 1.879, data_time: 0.006, memory: 6924, loss_aux: 0.9840, top1_acc: 0.6340, top5_acc: 0.8299, loss_cls: 1.5310, loss: 2.5150, grad_norm: 5.5873 2020-09-13 03:58:24,964 - mmaction - INFO - Epoch [130][360/940] lr: 4.000e-04, eta: 9:53:05, time: 1.858, data_time: 0.006, memory: 6924, loss_aux: 0.9804, top1_acc: 0.6406, top5_acc: 0.8355, loss_cls: 1.5170, loss: 2.4974, grad_norm: 5.6479 2020-09-13 03:59:03,216 - mmaction - INFO - Epoch [130][380/940] lr: 4.000e-04, eta: 9:52:28, time: 1.911, data_time: 0.006, memory: 6924, loss_aux: 0.9506, top1_acc: 0.6527, top5_acc: 0.8402, loss_cls: 1.4535, loss: 2.4041, grad_norm: 5.4398 2020-09-13 03:59:40,681 - mmaction - INFO - Epoch [130][400/940] lr: 4.000e-04, eta: 9:51:52, time: 1.875, data_time: 0.006, memory: 6924, loss_aux: 1.0032, top1_acc: 0.6357, top5_acc: 0.8258, loss_cls: 1.5486, loss: 2.5518, grad_norm: 5.5348 2020-09-13 04:00:19,050 - mmaction - INFO - Epoch [130][420/940] lr: 4.000e-04, eta: 9:51:15, time: 1.911, data_time: 0.016, memory: 6924, loss_aux: 0.9927, top1_acc: 0.6430, top5_acc: 0.8264, loss_cls: 1.5401, loss: 2.5329, grad_norm: 5.5019 2020-09-13 04:00:56,478 - mmaction - INFO - Epoch [130][440/940] lr: 4.000e-04, eta: 9:50:38, time: 1.879, data_time: 0.021, memory: 6924, loss_aux: 0.9992, top1_acc: 0.6277, top5_acc: 0.8213, loss_cls: 1.5617, loss: 2.5609, grad_norm: 5.5298 2020-09-13 04:01:33,553 - mmaction - INFO - Epoch [130][460/940] lr: 4.000e-04, eta: 9:50:02, time: 1.852, data_time: 0.006, memory: 6924, loss_aux: 1.0024, top1_acc: 0.6320, top5_acc: 0.8336, loss_cls: 1.5401, loss: 2.5425, grad_norm: 5.6066 2020-09-13 04:02:11,092 - mmaction - INFO - Epoch [130][480/940] lr: 4.000e-04, eta: 9:49:25, time: 1.879, data_time: 0.007, memory: 6924, loss_aux: 1.0012, top1_acc: 0.6281, top5_acc: 0.8268, loss_cls: 1.5485, loss: 2.5496, grad_norm: 5.5865 2020-09-13 04:02:48,779 - mmaction - INFO - Epoch [130][500/940] lr: 4.000e-04, eta: 9:48:49, time: 1.883, data_time: 0.007, memory: 6924, loss_aux: 0.9823, top1_acc: 0.6361, top5_acc: 0.8313, loss_cls: 1.5277, loss: 2.5100, grad_norm: 5.5981 2020-09-13 04:03:26,342 - mmaction - INFO - Epoch [130][520/940] lr: 4.000e-04, eta: 9:48:12, time: 1.880, data_time: 0.006, memory: 6924, loss_aux: 0.9883, top1_acc: 0.6395, top5_acc: 0.8301, loss_cls: 1.5353, loss: 2.5236, grad_norm: 5.4869 2020-09-13 04:04:03,357 - mmaction - INFO - Epoch [130][540/940] lr: 4.000e-04, eta: 9:47:35, time: 1.849, data_time: 0.005, memory: 6924, loss_aux: 1.0038, top1_acc: 0.6357, top5_acc: 0.8326, loss_cls: 1.5321, loss: 2.5358, grad_norm: 5.5821 2020-09-13 04:04:41,096 - mmaction - INFO - Epoch [130][560/940] lr: 4.000e-04, eta: 9:46:59, time: 1.889, data_time: 0.006, memory: 6924, loss_aux: 0.9921, top1_acc: 0.6322, top5_acc: 0.8207, loss_cls: 1.5541, loss: 2.5462, grad_norm: 5.6161 2020-09-13 04:05:18,710 - mmaction - INFO - Epoch [130][580/940] lr: 4.000e-04, eta: 9:46:22, time: 1.879, data_time: 0.006, memory: 6924, loss_aux: 0.9912, top1_acc: 0.6285, top5_acc: 0.8281, loss_cls: 1.5441, loss: 2.5353, grad_norm: 5.5347 2020-09-13 04:05:56,655 - mmaction - INFO - Epoch [130][600/940] lr: 4.000e-04, eta: 9:45:46, time: 1.899, data_time: 0.006, memory: 6924, loss_aux: 0.9994, top1_acc: 0.6389, top5_acc: 0.8330, loss_cls: 1.5183, loss: 2.5178, grad_norm: 5.5179 2020-09-13 04:06:34,929 - mmaction - INFO - Epoch [130][620/940] lr: 4.000e-04, eta: 9:45:09, time: 1.913, data_time: 0.005, memory: 6924, loss_aux: 0.9997, top1_acc: 0.6297, top5_acc: 0.8311, loss_cls: 1.5525, loss: 2.5522, grad_norm: 5.5665 2020-09-13 04:07:11,403 - mmaction - INFO - Epoch [130][640/940] lr: 4.000e-04, eta: 9:44:32, time: 1.825, data_time: 0.005, memory: 6924, loss_aux: 0.9958, top1_acc: 0.6330, top5_acc: 0.8289, loss_cls: 1.5560, loss: 2.5518, grad_norm: 5.6383 2020-09-13 04:07:49,031 - mmaction - INFO - Epoch [130][660/940] lr: 4.000e-04, eta: 9:43:56, time: 1.880, data_time: 0.006, memory: 6924, loss_aux: 0.9807, top1_acc: 0.6512, top5_acc: 0.8322, loss_cls: 1.4963, loss: 2.4771, grad_norm: 5.4791 2020-09-13 04:08:26,493 - mmaction - INFO - Epoch [130][680/940] lr: 4.000e-04, eta: 9:43:19, time: 1.875, data_time: 0.005, memory: 6924, loss_aux: 0.9772, top1_acc: 0.6441, top5_acc: 0.8318, loss_cls: 1.5133, loss: 2.4904, grad_norm: 5.5313 2020-09-13 04:09:03,964 - mmaction - INFO - Epoch [130][700/940] lr: 4.000e-04, eta: 9:42:43, time: 1.872, data_time: 0.007, memory: 6924, loss_aux: 0.9824, top1_acc: 0.6430, top5_acc: 0.8332, loss_cls: 1.5244, loss: 2.5068, grad_norm: 5.4882 2020-09-13 04:09:41,055 - mmaction - INFO - Epoch [130][720/940] lr: 4.000e-04, eta: 9:42:06, time: 1.856, data_time: 0.006, memory: 6924, loss_aux: 1.0030, top1_acc: 0.6303, top5_acc: 0.8277, loss_cls: 1.5620, loss: 2.5650, grad_norm: 5.5608 2020-09-13 04:10:18,341 - mmaction - INFO - Epoch [130][740/940] lr: 4.000e-04, eta: 9:41:29, time: 1.863, data_time: 0.005, memory: 6924, loss_aux: 1.0420, top1_acc: 0.6234, top5_acc: 0.8176, loss_cls: 1.6144, loss: 2.6564, grad_norm: 5.6942 2020-09-13 04:10:55,510 - mmaction - INFO - Epoch [130][760/940] lr: 4.000e-04, eta: 9:40:53, time: 1.860, data_time: 0.006, memory: 6924, loss_aux: 1.0279, top1_acc: 0.6264, top5_acc: 0.8191, loss_cls: 1.6066, loss: 2.6345, grad_norm: 5.6519 2020-09-13 04:11:33,540 - mmaction - INFO - Epoch [130][780/940] lr: 4.000e-04, eta: 9:40:16, time: 1.900, data_time: 0.006, memory: 6924, loss_aux: 0.9991, top1_acc: 0.6221, top5_acc: 0.8227, loss_cls: 1.5789, loss: 2.5780, grad_norm: 5.5826 2020-09-13 04:12:10,647 - mmaction - INFO - Epoch [130][800/940] lr: 4.000e-04, eta: 9:39:39, time: 1.855, data_time: 0.006, memory: 6924, loss_aux: 0.9738, top1_acc: 0.6391, top5_acc: 0.8369, loss_cls: 1.5001, loss: 2.4740, grad_norm: 5.4402 2020-09-13 04:12:47,794 - mmaction - INFO - Epoch [130][820/940] lr: 4.000e-04, eta: 9:39:03, time: 1.858, data_time: 0.006, memory: 6924, loss_aux: 0.9757, top1_acc: 0.6367, top5_acc: 0.8355, loss_cls: 1.5124, loss: 2.4882, grad_norm: 5.5479 2020-09-13 04:13:25,682 - mmaction - INFO - Epoch [130][840/940] lr: 4.000e-04, eta: 9:38:26, time: 1.896, data_time: 0.006, memory: 6924, loss_aux: 0.9973, top1_acc: 0.6350, top5_acc: 0.8287, loss_cls: 1.5466, loss: 2.5439, grad_norm: 5.5912 2020-09-13 04:14:03,517 - mmaction - INFO - Epoch [130][860/940] lr: 4.000e-04, eta: 9:37:50, time: 1.890, data_time: 0.006, memory: 6924, loss_aux: 0.9802, top1_acc: 0.6379, top5_acc: 0.8316, loss_cls: 1.5100, loss: 2.4902, grad_norm: 5.5092 2020-09-13 04:14:41,046 - mmaction - INFO - Epoch [130][880/940] lr: 4.000e-04, eta: 9:37:13, time: 1.878, data_time: 0.006, memory: 6924, loss_aux: 1.0279, top1_acc: 0.6250, top5_acc: 0.8240, loss_cls: 1.5823, loss: 2.6103, grad_norm: 5.6027 2020-09-13 04:15:18,145 - mmaction - INFO - Epoch [130][900/940] lr: 4.000e-04, eta: 9:36:36, time: 1.852, data_time: 0.006, memory: 6924, loss_aux: 0.9765, top1_acc: 0.6354, top5_acc: 0.8309, loss_cls: 1.5014, loss: 2.4779, grad_norm: 5.4553 2020-09-13 04:15:55,840 - mmaction - INFO - Epoch [130][920/940] lr: 4.000e-04, eta: 9:36:00, time: 1.887, data_time: 0.006, memory: 6924, loss_aux: 0.9797, top1_acc: 0.6377, top5_acc: 0.8346, loss_cls: 1.5054, loss: 2.4850, grad_norm: 5.5425 2020-09-13 04:16:31,844 - mmaction - INFO - Epoch [130][940/940] lr: 4.000e-04, eta: 9:35:23, time: 1.799, data_time: 0.005, memory: 6924, loss_aux: 0.9995, top1_acc: 0.6364, top5_acc: 0.8267, loss_cls: 1.5602, loss: 2.5597, grad_norm: 5.7651 2020-09-13 04:16:32,421 - mmaction - INFO - Saving checkpoint at 130 epochs 2020-09-13 04:17:18,466 - mmaction - INFO - Epoch [131][20/940] lr: 4.000e-04, eta: 9:34:47, time: 2.046, data_time: 0.566, memory: 6924, loss_aux: 0.9813, top1_acc: 0.6443, top5_acc: 0.8328, loss_cls: 1.5155, loss: 2.4968, grad_norm: 5.6295 2020-09-13 04:17:53,694 - mmaction - INFO - Epoch [131][40/940] lr: 4.000e-04, eta: 9:34:10, time: 1.763, data_time: 0.006, memory: 6924, loss_aux: 0.9840, top1_acc: 0.6438, top5_acc: 0.8324, loss_cls: 1.5077, loss: 2.4917, grad_norm: 5.5136 2020-09-13 04:18:30,548 - mmaction - INFO - Epoch [131][60/940] lr: 4.000e-04, eta: 9:33:33, time: 1.841, data_time: 0.005, memory: 6924, loss_aux: 0.9719, top1_acc: 0.6410, top5_acc: 0.8410, loss_cls: 1.4952, loss: 2.4670, grad_norm: 5.5646 2020-09-13 04:19:08,607 - mmaction - INFO - Epoch [131][80/940] lr: 4.000e-04, eta: 9:32:57, time: 1.905, data_time: 0.006, memory: 6924, loss_aux: 0.9930, top1_acc: 0.6373, top5_acc: 0.8369, loss_cls: 1.5214, loss: 2.5144, grad_norm: 5.6016 2020-09-13 04:19:45,193 - mmaction - INFO - Epoch [131][100/940] lr: 4.000e-04, eta: 9:32:20, time: 1.827, data_time: 0.005, memory: 6924, loss_aux: 1.0068, top1_acc: 0.6303, top5_acc: 0.8219, loss_cls: 1.5693, loss: 2.5761, grad_norm: 5.7275 2020-09-13 04:20:23,422 - mmaction - INFO - Epoch [131][120/940] lr: 4.000e-04, eta: 9:31:43, time: 1.912, data_time: 0.006, memory: 6924, loss_aux: 1.0016, top1_acc: 0.6332, top5_acc: 0.8264, loss_cls: 1.5408, loss: 2.5424, grad_norm: 5.6762 2020-09-13 04:21:01,004 - mmaction - INFO - Epoch [131][140/940] lr: 4.000e-04, eta: 9:31:07, time: 1.879, data_time: 0.006, memory: 6924, loss_aux: 1.0261, top1_acc: 0.6314, top5_acc: 0.8260, loss_cls: 1.5689, loss: 2.5951, grad_norm: 5.6748 2020-09-13 04:21:37,897 - mmaction - INFO - Epoch [131][160/940] lr: 4.000e-04, eta: 9:30:30, time: 1.845, data_time: 0.007, memory: 6924, loss_aux: 0.9866, top1_acc: 0.6375, top5_acc: 0.8266, loss_cls: 1.5367, loss: 2.5233, grad_norm: 5.5360 2020-09-13 04:22:15,504 - mmaction - INFO - Epoch [131][180/940] lr: 4.000e-04, eta: 9:29:54, time: 1.880, data_time: 0.005, memory: 6924, loss_aux: 1.0037, top1_acc: 0.6393, top5_acc: 0.8291, loss_cls: 1.5443, loss: 2.5480, grad_norm: 5.5548 2020-09-13 04:22:53,206 - mmaction - INFO - Epoch [131][200/940] lr: 4.000e-04, eta: 9:29:17, time: 1.884, data_time: 0.006, memory: 6924, loss_aux: 0.9857, top1_acc: 0.6354, top5_acc: 0.8328, loss_cls: 1.5273, loss: 2.5131, grad_norm: 5.6576 2020-09-13 04:23:30,427 - mmaction - INFO - Epoch [131][220/940] lr: 4.000e-04, eta: 9:28:40, time: 1.863, data_time: 0.006, memory: 6924, loss_aux: 0.9797, top1_acc: 0.6457, top5_acc: 0.8359, loss_cls: 1.4975, loss: 2.4772, grad_norm: 5.5285 2020-09-13 04:24:08,431 - mmaction - INFO - Epoch [131][240/940] lr: 4.000e-04, eta: 9:28:04, time: 1.899, data_time: 0.005, memory: 6924, loss_aux: 1.0102, top1_acc: 0.6381, top5_acc: 0.8248, loss_cls: 1.5548, loss: 2.5650, grad_norm: 5.5487 2020-09-13 04:24:45,967 - mmaction - INFO - Epoch [131][260/940] lr: 4.000e-04, eta: 9:27:27, time: 1.878, data_time: 0.006, memory: 6924, loss_aux: 0.9954, top1_acc: 0.6391, top5_acc: 0.8271, loss_cls: 1.5392, loss: 2.5345, grad_norm: 5.5969 2020-09-13 04:25:23,152 - mmaction - INFO - Epoch [131][280/940] lr: 4.000e-04, eta: 9:26:51, time: 1.857, data_time: 0.003, memory: 6924, loss_aux: 0.9780, top1_acc: 0.6389, top5_acc: 0.8295, loss_cls: 1.5144, loss: 2.4924, grad_norm: 5.5035 2020-09-13 04:26:00,237 - mmaction - INFO - Epoch [131][300/940] lr: 4.000e-04, eta: 9:26:14, time: 1.856, data_time: 0.006, memory: 6924, loss_aux: 1.0010, top1_acc: 0.6338, top5_acc: 0.8285, loss_cls: 1.5344, loss: 2.5353, grad_norm: 5.6226 2020-09-13 04:26:39,320 - mmaction - INFO - Epoch [131][320/940] lr: 4.000e-04, eta: 9:25:37, time: 1.952, data_time: 0.006, memory: 6924, loss_aux: 0.9858, top1_acc: 0.6398, top5_acc: 0.8346, loss_cls: 1.5143, loss: 2.5002, grad_norm: 5.5161 2020-09-13 04:27:16,027 - mmaction - INFO - Epoch [131][340/940] lr: 4.000e-04, eta: 9:25:01, time: 1.837, data_time: 0.005, memory: 6924, loss_aux: 0.9659, top1_acc: 0.6439, top5_acc: 0.8340, loss_cls: 1.4927, loss: 2.4586, grad_norm: 5.4648 2020-09-13 04:27:52,851 - mmaction - INFO - Epoch [131][360/940] lr: 4.000e-04, eta: 9:24:24, time: 1.840, data_time: 0.006, memory: 6924, loss_aux: 0.9879, top1_acc: 0.6311, top5_acc: 0.8309, loss_cls: 1.5258, loss: 2.5136, grad_norm: 5.7583 2020-09-13 04:28:30,197 - mmaction - INFO - Epoch [131][380/940] lr: 4.000e-04, eta: 9:23:47, time: 1.869, data_time: 0.005, memory: 6924, loss_aux: 0.9983, top1_acc: 0.6291, top5_acc: 0.8227, loss_cls: 1.5690, loss: 2.5674, grad_norm: 5.6047 2020-09-13 04:29:08,231 - mmaction - INFO - Epoch [131][400/940] lr: 4.000e-04, eta: 9:23:11, time: 1.900, data_time: 0.006, memory: 6924, loss_aux: 0.9969, top1_acc: 0.6387, top5_acc: 0.8275, loss_cls: 1.5560, loss: 2.5528, grad_norm: 5.5449 2020-09-13 04:29:45,866 - mmaction - INFO - Epoch [131][420/940] lr: 4.000e-04, eta: 9:22:34, time: 1.883, data_time: 0.006, memory: 6924, loss_aux: 0.9994, top1_acc: 0.6328, top5_acc: 0.8246, loss_cls: 1.5544, loss: 2.5538, grad_norm: 5.6471 2020-09-13 04:30:23,349 - mmaction - INFO - Epoch [131][440/940] lr: 4.000e-04, eta: 9:21:58, time: 1.873, data_time: 0.006, memory: 6924, loss_aux: 0.9876, top1_acc: 0.6391, top5_acc: 0.8311, loss_cls: 1.5318, loss: 2.5194, grad_norm: 5.6283 2020-09-13 04:31:00,727 - mmaction - INFO - Epoch [131][460/940] lr: 4.000e-04, eta: 9:21:21, time: 1.870, data_time: 0.006, memory: 6924, loss_aux: 0.9992, top1_acc: 0.6400, top5_acc: 0.8252, loss_cls: 1.5449, loss: 2.5441, grad_norm: 5.5474 2020-09-13 04:31:38,096 - mmaction - INFO - Epoch [131][480/940] lr: 4.000e-04, eta: 9:20:44, time: 1.866, data_time: 0.006, memory: 6924, loss_aux: 0.9903, top1_acc: 0.6428, top5_acc: 0.8299, loss_cls: 1.5260, loss: 2.5163, grad_norm: 5.5424 2020-09-13 04:32:15,413 - mmaction - INFO - Epoch [131][500/940] lr: 4.000e-04, eta: 9:20:08, time: 1.868, data_time: 0.007, memory: 6924, loss_aux: 0.9812, top1_acc: 0.6357, top5_acc: 0.8357, loss_cls: 1.5111, loss: 2.4923, grad_norm: 5.5977 2020-09-13 04:32:52,584 - mmaction - INFO - Epoch [131][520/940] lr: 4.000e-04, eta: 9:19:31, time: 1.857, data_time: 0.003, memory: 6924, loss_aux: 0.9923, top1_acc: 0.6281, top5_acc: 0.8275, loss_cls: 1.5352, loss: 2.5274, grad_norm: 5.5573 2020-09-13 04:33:29,741 - mmaction - INFO - Epoch [131][540/940] lr: 4.000e-04, eta: 9:18:54, time: 1.860, data_time: 0.006, memory: 6924, loss_aux: 0.9896, top1_acc: 0.6316, top5_acc: 0.8352, loss_cls: 1.5381, loss: 2.5277, grad_norm: 5.6031 2020-09-13 04:34:07,183 - mmaction - INFO - Epoch [131][560/940] lr: 4.000e-04, eta: 9:18:18, time: 1.871, data_time: 0.006, memory: 6924, loss_aux: 0.9782, top1_acc: 0.6445, top5_acc: 0.8271, loss_cls: 1.5123, loss: 2.4904, grad_norm: 5.5650 2020-09-13 04:34:44,208 - mmaction - INFO - Epoch [131][580/940] lr: 4.000e-04, eta: 9:17:41, time: 1.853, data_time: 0.005, memory: 6924, loss_aux: 1.0316, top1_acc: 0.6289, top5_acc: 0.8164, loss_cls: 1.6086, loss: 2.6402, grad_norm: 5.6855 2020-09-13 04:35:21,628 - mmaction - INFO - Epoch [131][600/940] lr: 4.000e-04, eta: 9:17:04, time: 1.869, data_time: 0.006, memory: 6924, loss_aux: 0.9838, top1_acc: 0.6375, top5_acc: 0.8338, loss_cls: 1.5045, loss: 2.4883, grad_norm: 5.6263 2020-09-13 04:35:59,263 - mmaction - INFO - Epoch [131][620/940] lr: 4.000e-04, eta: 9:16:28, time: 1.883, data_time: 0.006, memory: 6924, loss_aux: 0.9896, top1_acc: 0.6314, top5_acc: 0.8275, loss_cls: 1.5282, loss: 2.5178, grad_norm: 5.5514 2020-09-13 04:36:37,564 - mmaction - INFO - Epoch [131][640/940] lr: 4.000e-04, eta: 9:15:51, time: 1.914, data_time: 0.007, memory: 6924, loss_aux: 0.9871, top1_acc: 0.6406, top5_acc: 0.8281, loss_cls: 1.5305, loss: 2.5176, grad_norm: 5.5646 2020-09-13 04:37:14,903 - mmaction - INFO - Epoch [131][660/940] lr: 4.000e-04, eta: 9:15:15, time: 1.868, data_time: 0.006, memory: 6924, loss_aux: 0.9930, top1_acc: 0.6295, top5_acc: 0.8236, loss_cls: 1.5478, loss: 2.5408, grad_norm: 5.6031 2020-09-13 04:37:52,394 - mmaction - INFO - Epoch [131][680/940] lr: 4.000e-04, eta: 9:14:38, time: 1.872, data_time: 0.006, memory: 6924, loss_aux: 0.9733, top1_acc: 0.6332, top5_acc: 0.8363, loss_cls: 1.5154, loss: 2.4887, grad_norm: 5.5414 2020-09-13 04:38:29,429 - mmaction - INFO - Epoch [131][700/940] lr: 4.000e-04, eta: 9:14:01, time: 1.854, data_time: 0.006, memory: 6924, loss_aux: 1.0116, top1_acc: 0.6299, top5_acc: 0.8232, loss_cls: 1.5622, loss: 2.5738, grad_norm: 5.6317 2020-09-13 04:39:06,706 - mmaction - INFO - Epoch [131][720/940] lr: 4.000e-04, eta: 9:13:25, time: 1.862, data_time: 0.006, memory: 6924, loss_aux: 0.9951, top1_acc: 0.6391, top5_acc: 0.8320, loss_cls: 1.5244, loss: 2.5195, grad_norm: 5.5081 2020-09-13 04:39:44,411 - mmaction - INFO - Epoch [131][740/940] lr: 4.000e-04, eta: 9:12:48, time: 1.887, data_time: 0.006, memory: 6924, loss_aux: 0.9778, top1_acc: 0.6348, top5_acc: 0.8346, loss_cls: 1.5163, loss: 2.4940, grad_norm: 5.5394 2020-09-13 04:40:21,830 - mmaction - INFO - Epoch [131][760/940] lr: 4.000e-04, eta: 9:12:12, time: 1.870, data_time: 0.006, memory: 6924, loss_aux: 0.9840, top1_acc: 0.6383, top5_acc: 0.8264, loss_cls: 1.5290, loss: 2.5130, grad_norm: 5.5904 2020-09-13 04:40:59,240 - mmaction - INFO - Epoch [131][780/940] lr: 4.000e-04, eta: 9:11:35, time: 1.872, data_time: 0.005, memory: 6924, loss_aux: 1.0041, top1_acc: 0.6357, top5_acc: 0.8211, loss_cls: 1.5721, loss: 2.5762, grad_norm: 5.6521 2020-09-13 04:41:37,220 - mmaction - INFO - Epoch [131][800/940] lr: 4.000e-04, eta: 9:10:58, time: 1.898, data_time: 0.006, memory: 6924, loss_aux: 0.9738, top1_acc: 0.6453, top5_acc: 0.8311, loss_cls: 1.5087, loss: 2.4825, grad_norm: 5.5757 2020-09-13 04:42:14,354 - mmaction - INFO - Epoch [131][820/940] lr: 4.000e-04, eta: 9:10:22, time: 1.858, data_time: 0.005, memory: 6924, loss_aux: 0.9803, top1_acc: 0.6467, top5_acc: 0.8301, loss_cls: 1.5211, loss: 2.5014, grad_norm: 5.5709 2020-09-13 04:42:51,750 - mmaction - INFO - Epoch [131][840/940] lr: 4.000e-04, eta: 9:09:45, time: 1.868, data_time: 0.006, memory: 6924, loss_aux: 0.9815, top1_acc: 0.6330, top5_acc: 0.8279, loss_cls: 1.5334, loss: 2.5149, grad_norm: 5.5948 2020-09-13 04:43:28,861 - mmaction - INFO - Epoch [131][860/940] lr: 4.000e-04, eta: 9:09:08, time: 1.855, data_time: 0.005, memory: 6924, loss_aux: 0.9842, top1_acc: 0.6422, top5_acc: 0.8332, loss_cls: 1.5115, loss: 2.4957, grad_norm: 5.6419 2020-09-13 04:44:05,988 - mmaction - INFO - Epoch [131][880/940] lr: 4.000e-04, eta: 9:08:32, time: 1.859, data_time: 0.006, memory: 6924, loss_aux: 0.9832, top1_acc: 0.6391, top5_acc: 0.8293, loss_cls: 1.5312, loss: 2.5144, grad_norm: 5.6130 2020-09-13 04:44:43,713 - mmaction - INFO - Epoch [131][900/940] lr: 4.000e-04, eta: 9:07:55, time: 1.884, data_time: 0.005, memory: 6924, loss_aux: 0.9871, top1_acc: 0.6375, top5_acc: 0.8262, loss_cls: 1.5330, loss: 2.5201, grad_norm: 5.5880 2020-09-13 04:45:21,060 - mmaction - INFO - Epoch [131][920/940] lr: 4.000e-04, eta: 9:07:18, time: 1.867, data_time: 0.006, memory: 6924, loss_aux: 0.9842, top1_acc: 0.6400, top5_acc: 0.8344, loss_cls: 1.5191, loss: 2.5034, grad_norm: 5.6467 2020-09-13 04:45:57,194 - mmaction - INFO - Epoch [131][940/940] lr: 4.000e-04, eta: 9:06:42, time: 1.809, data_time: 0.007, memory: 6924, loss_aux: 0.9828, top1_acc: 0.6378, top5_acc: 0.8297, loss_cls: 1.5155, loss: 2.4984, grad_norm: 6.1872 2020-09-13 04:45:57,617 - mmaction - INFO - Saving checkpoint at 131 epochs 2020-09-13 04:46:43,585 - mmaction - INFO - Epoch [132][20/940] lr: 4.000e-04, eta: 9:06:06, time: 2.078, data_time: 0.495, memory: 6924, loss_aux: 0.9874, top1_acc: 0.6428, top5_acc: 0.8350, loss_cls: 1.5100, loss: 2.4974, grad_norm: 5.4585 2020-09-13 04:47:19,504 - mmaction - INFO - Epoch [132][40/940] lr: 4.000e-04, eta: 9:05:29, time: 1.797, data_time: 0.005, memory: 6924, loss_aux: 0.9802, top1_acc: 0.6402, top5_acc: 0.8324, loss_cls: 1.5134, loss: 2.4936, grad_norm: 5.5283 2020-09-13 04:47:55,943 - mmaction - INFO - Epoch [132][60/940] lr: 4.000e-04, eta: 9:04:52, time: 1.820, data_time: 0.006, memory: 6924, loss_aux: 0.9855, top1_acc: 0.6393, top5_acc: 0.8301, loss_cls: 1.5129, loss: 2.4983, grad_norm: 5.5542 2020-09-13 04:48:32,935 - mmaction - INFO - Epoch [132][80/940] lr: 4.000e-04, eta: 9:04:15, time: 1.852, data_time: 0.006, memory: 6924, loss_aux: 0.9787, top1_acc: 0.6428, top5_acc: 0.8330, loss_cls: 1.5112, loss: 2.4899, grad_norm: 5.5223 2020-09-13 04:49:10,957 - mmaction - INFO - Epoch [132][100/940] lr: 4.000e-04, eta: 9:03:39, time: 1.899, data_time: 0.005, memory: 6924, loss_aux: 1.0067, top1_acc: 0.6318, top5_acc: 0.8262, loss_cls: 1.5476, loss: 2.5543, grad_norm: 5.6218 2020-09-13 04:49:47,676 - mmaction - INFO - Epoch [132][120/940] lr: 4.000e-04, eta: 9:03:02, time: 1.838, data_time: 0.006, memory: 6924, loss_aux: 0.9865, top1_acc: 0.6387, top5_acc: 0.8375, loss_cls: 1.5070, loss: 2.4935, grad_norm: 5.6240 2020-09-13 04:50:24,686 - mmaction - INFO - Epoch [132][140/940] lr: 4.000e-04, eta: 9:02:25, time: 1.848, data_time: 0.006, memory: 6924, loss_aux: 0.9893, top1_acc: 0.6342, top5_acc: 0.8248, loss_cls: 1.5411, loss: 2.5304, grad_norm: 5.6059 2020-09-13 04:51:02,154 - mmaction - INFO - Epoch [132][160/940] lr: 4.000e-04, eta: 9:01:49, time: 1.875, data_time: 0.006, memory: 6924, loss_aux: 0.9869, top1_acc: 0.6377, top5_acc: 0.8355, loss_cls: 1.5115, loss: 2.4983, grad_norm: 5.5912 2020-09-13 04:51:39,581 - mmaction - INFO - Epoch [132][180/940] lr: 4.000e-04, eta: 9:01:12, time: 1.869, data_time: 0.006, memory: 6924, loss_aux: 0.9857, top1_acc: 0.6369, top5_acc: 0.8324, loss_cls: 1.5209, loss: 2.5066, grad_norm: 5.6196 2020-09-13 04:52:17,229 - mmaction - INFO - Epoch [132][200/940] lr: 4.000e-04, eta: 9:00:35, time: 1.884, data_time: 0.006, memory: 6924, loss_aux: 0.9777, top1_acc: 0.6395, top5_acc: 0.8375, loss_cls: 1.5033, loss: 2.4809, grad_norm: 5.6034 2020-09-13 04:52:54,388 - mmaction - INFO - Epoch [132][220/940] lr: 4.000e-04, eta: 8:59:59, time: 1.857, data_time: 0.004, memory: 6924, loss_aux: 0.9849, top1_acc: 0.6346, top5_acc: 0.8352, loss_cls: 1.5177, loss: 2.5026, grad_norm: 5.6929 2020-09-13 04:53:31,957 - mmaction - INFO - Epoch [132][240/940] lr: 4.000e-04, eta: 8:59:22, time: 1.880, data_time: 0.006, memory: 6924, loss_aux: 0.9906, top1_acc: 0.6408, top5_acc: 0.8320, loss_cls: 1.5285, loss: 2.5191, grad_norm: 5.6621 2020-09-13 04:54:09,500 - mmaction - INFO - Epoch [132][260/940] lr: 4.000e-04, eta: 8:58:46, time: 1.876, data_time: 0.006, memory: 6924, loss_aux: 0.9747, top1_acc: 0.6430, top5_acc: 0.8375, loss_cls: 1.4931, loss: 2.4677, grad_norm: 5.5713 2020-09-13 04:54:47,422 - mmaction - INFO - Epoch [132][280/940] lr: 4.000e-04, eta: 8:58:09, time: 1.897, data_time: 0.006, memory: 6924, loss_aux: 0.9799, top1_acc: 0.6492, top5_acc: 0.8313, loss_cls: 1.4970, loss: 2.4769, grad_norm: 5.5208 2020-09-13 04:55:24,541 - mmaction - INFO - Epoch [132][300/940] lr: 4.000e-04, eta: 8:57:32, time: 1.854, data_time: 0.006, memory: 6924, loss_aux: 0.9739, top1_acc: 0.6447, top5_acc: 0.8363, loss_cls: 1.4969, loss: 2.4708, grad_norm: 5.5670 2020-09-13 04:56:01,657 - mmaction - INFO - Epoch [132][320/940] lr: 4.000e-04, eta: 8:56:56, time: 1.858, data_time: 0.006, memory: 6924, loss_aux: 1.0066, top1_acc: 0.6387, top5_acc: 0.8244, loss_cls: 1.5346, loss: 2.5412, grad_norm: 5.5082 2020-09-13 04:56:39,194 - mmaction - INFO - Epoch [132][340/940] lr: 4.000e-04, eta: 8:56:19, time: 1.875, data_time: 0.006, memory: 6924, loss_aux: 0.9993, top1_acc: 0.6320, top5_acc: 0.8301, loss_cls: 1.5472, loss: 2.5465, grad_norm: 5.5715 2020-09-13 04:57:16,281 - mmaction - INFO - Epoch [132][360/940] lr: 4.000e-04, eta: 8:55:42, time: 1.856, data_time: 0.005, memory: 6924, loss_aux: 0.9824, top1_acc: 0.6451, top5_acc: 0.8281, loss_cls: 1.5098, loss: 2.4923, grad_norm: 5.4843 2020-09-13 04:57:53,610 - mmaction - INFO - Epoch [132][380/940] lr: 4.000e-04, eta: 8:55:06, time: 1.865, data_time: 0.005, memory: 6924, loss_aux: 0.9598, top1_acc: 0.6553, top5_acc: 0.8348, loss_cls: 1.4769, loss: 2.4367, grad_norm: 5.4559 2020-09-13 04:58:32,015 - mmaction - INFO - Epoch [132][400/940] lr: 4.000e-04, eta: 8:54:29, time: 1.922, data_time: 0.006, memory: 6924, loss_aux: 1.0048, top1_acc: 0.6357, top5_acc: 0.8232, loss_cls: 1.5446, loss: 2.5495, grad_norm: 5.6091 2020-09-13 04:59:09,338 - mmaction - INFO - Epoch [132][420/940] lr: 4.000e-04, eta: 8:53:53, time: 1.864, data_time: 0.005, memory: 6924, loss_aux: 1.0201, top1_acc: 0.6355, top5_acc: 0.8240, loss_cls: 1.5580, loss: 2.5781, grad_norm: 5.6236 2020-09-13 04:59:47,285 - mmaction - INFO - Epoch [132][440/940] lr: 4.000e-04, eta: 8:53:16, time: 1.898, data_time: 0.006, memory: 6924, loss_aux: 0.9917, top1_acc: 0.6348, top5_acc: 0.8260, loss_cls: 1.5368, loss: 2.5285, grad_norm: 5.6081 2020-09-13 05:00:27,361 - mmaction - INFO - Epoch [132][460/940] lr: 4.000e-04, eta: 8:52:40, time: 1.996, data_time: 0.007, memory: 6924, loss_aux: 0.9701, top1_acc: 0.6330, top5_acc: 0.8332, loss_cls: 1.5087, loss: 2.4788, grad_norm: 5.5895 2020-09-13 05:01:04,313 - mmaction - INFO - Epoch [132][480/940] lr: 4.000e-04, eta: 8:52:03, time: 1.856, data_time: 0.020, memory: 6924, loss_aux: 0.9860, top1_acc: 0.6344, top5_acc: 0.8375, loss_cls: 1.5029, loss: 2.4890, grad_norm: 5.5992 2020-09-13 05:01:40,828 - mmaction - INFO - Epoch [132][500/940] lr: 4.000e-04, eta: 8:51:26, time: 1.824, data_time: 0.006, memory: 6924, loss_aux: 0.9942, top1_acc: 0.6355, top5_acc: 0.8215, loss_cls: 1.5436, loss: 2.5378, grad_norm: 5.5372 2020-09-13 05:02:18,754 - mmaction - INFO - Epoch [132][520/940] lr: 4.000e-04, eta: 8:50:50, time: 1.898, data_time: 0.006, memory: 6924, loss_aux: 0.9909, top1_acc: 0.6418, top5_acc: 0.8311, loss_cls: 1.5172, loss: 2.5081, grad_norm: 5.5393 2020-09-13 05:02:56,198 - mmaction - INFO - Epoch [132][540/940] lr: 4.000e-04, eta: 8:50:13, time: 1.869, data_time: 0.007, memory: 6924, loss_aux: 0.9757, top1_acc: 0.6430, top5_acc: 0.8395, loss_cls: 1.4878, loss: 2.4635, grad_norm: 5.5196 2020-09-13 05:03:33,783 - mmaction - INFO - Epoch [132][560/940] lr: 4.000e-04, eta: 8:49:36, time: 1.882, data_time: 0.007, memory: 6924, loss_aux: 0.9797, top1_acc: 0.6428, top5_acc: 0.8344, loss_cls: 1.5035, loss: 2.4832, grad_norm: 5.5872 2020-09-13 05:04:11,378 - mmaction - INFO - Epoch [132][580/940] lr: 4.000e-04, eta: 8:49:00, time: 1.878, data_time: 0.006, memory: 6924, loss_aux: 1.0136, top1_acc: 0.6277, top5_acc: 0.8240, loss_cls: 1.5581, loss: 2.5718, grad_norm: 5.6573 2020-09-13 05:04:48,340 - mmaction - INFO - Epoch [132][600/940] lr: 4.000e-04, eta: 8:48:23, time: 1.851, data_time: 0.006, memory: 6924, loss_aux: 0.9783, top1_acc: 0.6391, top5_acc: 0.8443, loss_cls: 1.4951, loss: 2.4734, grad_norm: 5.5998 2020-09-13 05:05:26,731 - mmaction - INFO - Epoch [132][620/940] lr: 4.000e-04, eta: 8:47:47, time: 1.918, data_time: 0.006, memory: 6924, loss_aux: 1.0280, top1_acc: 0.6207, top5_acc: 0.8160, loss_cls: 1.6007, loss: 2.6286, grad_norm: 5.7318 2020-09-13 05:06:05,017 - mmaction - INFO - Epoch [132][640/940] lr: 4.000e-04, eta: 8:47:10, time: 1.916, data_time: 0.006, memory: 6924, loss_aux: 1.0069, top1_acc: 0.6293, top5_acc: 0.8230, loss_cls: 1.5652, loss: 2.5721, grad_norm: 6.3114 2020-09-13 05:06:41,948 - mmaction - INFO - Epoch [132][660/940] lr: 4.000e-04, eta: 8:46:33, time: 1.845, data_time: 0.005, memory: 6924, loss_aux: 0.9830, top1_acc: 0.6395, top5_acc: 0.8336, loss_cls: 1.5109, loss: 2.4939, grad_norm: 5.6698 2020-09-13 05:07:19,708 - mmaction - INFO - Epoch [132][680/940] lr: 4.000e-04, eta: 8:45:57, time: 1.890, data_time: 0.005, memory: 6924, loss_aux: 0.9686, top1_acc: 0.6402, top5_acc: 0.8352, loss_cls: 1.4941, loss: 2.4627, grad_norm: 5.5945 2020-09-13 05:07:57,094 - mmaction - INFO - Epoch [132][700/940] lr: 4.000e-04, eta: 8:45:20, time: 1.868, data_time: 0.006, memory: 6924, loss_aux: 1.0124, top1_acc: 0.6324, top5_acc: 0.8189, loss_cls: 1.5741, loss: 2.5864, grad_norm: 5.5877 2020-09-13 05:08:34,836 - mmaction - INFO - Epoch [132][720/940] lr: 4.000e-04, eta: 8:44:44, time: 1.889, data_time: 0.006, memory: 6924, loss_aux: 0.9815, top1_acc: 0.6461, top5_acc: 0.8334, loss_cls: 1.5031, loss: 2.4845, grad_norm: 5.5755 2020-09-13 05:09:12,531 - mmaction - INFO - Epoch [132][740/940] lr: 4.000e-04, eta: 8:44:07, time: 1.883, data_time: 0.005, memory: 6924, loss_aux: 0.9780, top1_acc: 0.6393, top5_acc: 0.8336, loss_cls: 1.5148, loss: 2.4928, grad_norm: 5.6084 2020-09-13 05:09:50,250 - mmaction - INFO - Epoch [132][760/940] lr: 4.000e-04, eta: 8:43:30, time: 1.887, data_time: 0.005, memory: 6924, loss_aux: 0.9973, top1_acc: 0.6363, top5_acc: 0.8328, loss_cls: 1.5314, loss: 2.5287, grad_norm: 5.6242 2020-09-13 05:10:27,611 - mmaction - INFO - Epoch [132][780/940] lr: 4.000e-04, eta: 8:42:54, time: 1.866, data_time: 0.006, memory: 6924, loss_aux: 0.9976, top1_acc: 0.6367, top5_acc: 0.8176, loss_cls: 1.5601, loss: 2.5577, grad_norm: 5.6882 2020-09-13 05:11:05,820 - mmaction - INFO - Epoch [132][800/940] lr: 4.000e-04, eta: 8:42:17, time: 1.912, data_time: 0.006, memory: 6924, loss_aux: 0.9977, top1_acc: 0.6342, top5_acc: 0.8318, loss_cls: 1.5416, loss: 2.5393, grad_norm: 5.6997 2020-09-13 05:11:43,265 - mmaction - INFO - Epoch [132][820/940] lr: 4.000e-04, eta: 8:41:40, time: 1.871, data_time: 0.006, memory: 6924, loss_aux: 0.9976, top1_acc: 0.6338, top5_acc: 0.8311, loss_cls: 1.5499, loss: 2.5475, grad_norm: 5.6340 2020-09-13 05:12:21,175 - mmaction - INFO - Epoch [132][840/940] lr: 4.000e-04, eta: 8:41:04, time: 1.895, data_time: 0.005, memory: 6924, loss_aux: 0.9726, top1_acc: 0.6396, top5_acc: 0.8309, loss_cls: 1.5140, loss: 2.4865, grad_norm: 5.5080 2020-09-13 05:12:59,920 - mmaction - INFO - Epoch [132][860/940] lr: 4.000e-04, eta: 8:40:27, time: 1.937, data_time: 0.006, memory: 6924, loss_aux: 1.0081, top1_acc: 0.6318, top5_acc: 0.8311, loss_cls: 1.5638, loss: 2.5719, grad_norm: 5.5899 2020-09-13 05:13:37,269 - mmaction - INFO - Epoch [132][880/940] lr: 4.000e-04, eta: 8:39:51, time: 1.869, data_time: 0.006, memory: 6924, loss_aux: 0.9749, top1_acc: 0.6518, top5_acc: 0.8342, loss_cls: 1.4879, loss: 2.4628, grad_norm: 5.5555 2020-09-13 05:14:14,494 - mmaction - INFO - Epoch [132][900/940] lr: 4.000e-04, eta: 8:39:14, time: 1.860, data_time: 0.006, memory: 6924, loss_aux: 0.9869, top1_acc: 0.6354, top5_acc: 0.8307, loss_cls: 1.5259, loss: 2.5128, grad_norm: 5.5845 2020-09-13 05:14:52,624 - mmaction - INFO - Epoch [132][920/940] lr: 4.000e-04, eta: 8:38:38, time: 1.908, data_time: 0.005, memory: 6924, loss_aux: 1.0011, top1_acc: 0.6260, top5_acc: 0.8262, loss_cls: 1.5622, loss: 2.5632, grad_norm: 5.6608 2020-09-13 05:15:29,509 - mmaction - INFO - Epoch [132][940/940] lr: 4.000e-04, eta: 8:38:01, time: 1.842, data_time: 0.006, memory: 6924, loss_aux: 0.9967, top1_acc: 0.6412, top5_acc: 0.8314, loss_cls: 1.5283, loss: 2.5251, grad_norm: 5.8008 2020-09-13 05:15:30,057 - mmaction - INFO - Saving checkpoint at 132 epochs 2020-09-13 05:16:16,504 - mmaction - INFO - Epoch [133][20/940] lr: 4.000e-04, eta: 8:37:25, time: 2.138, data_time: 0.656, memory: 6924, loss_aux: 0.9739, top1_acc: 0.6471, top5_acc: 0.8385, loss_cls: 1.4897, loss: 2.4637, grad_norm: 5.5113 2020-09-13 05:16:52,250 - mmaction - INFO - Epoch [133][40/940] lr: 4.000e-04, eta: 8:36:48, time: 1.787, data_time: 0.006, memory: 6924, loss_aux: 0.9909, top1_acc: 0.6375, top5_acc: 0.8279, loss_cls: 1.5311, loss: 2.5220, grad_norm: 5.6506 2020-09-13 05:17:29,120 - mmaction - INFO - Epoch [133][60/940] lr: 4.000e-04, eta: 8:36:11, time: 1.845, data_time: 0.005, memory: 6924, loss_aux: 1.0039, top1_acc: 0.6301, top5_acc: 0.8229, loss_cls: 1.5712, loss: 2.5751, grad_norm: 5.6478 2020-09-13 05:18:06,975 - mmaction - INFO - Epoch [133][80/940] lr: 4.000e-04, eta: 8:35:35, time: 1.891, data_time: 0.006, memory: 6924, loss_aux: 0.9574, top1_acc: 0.6475, top5_acc: 0.8367, loss_cls: 1.4742, loss: 2.4316, grad_norm: 5.5486 2020-09-13 05:18:44,336 - mmaction - INFO - Epoch [133][100/940] lr: 4.000e-04, eta: 8:34:58, time: 1.869, data_time: 0.006, memory: 6924, loss_aux: 0.9958, top1_acc: 0.6377, top5_acc: 0.8324, loss_cls: 1.5285, loss: 2.5244, grad_norm: 5.5526 2020-09-13 05:19:22,029 - mmaction - INFO - Epoch [133][120/940] lr: 4.000e-04, eta: 8:34:21, time: 1.883, data_time: 0.005, memory: 6924, loss_aux: 0.9854, top1_acc: 0.6400, top5_acc: 0.8404, loss_cls: 1.5083, loss: 2.4938, grad_norm: 5.6176 2020-09-13 05:20:00,103 - mmaction - INFO - Epoch [133][140/940] lr: 4.000e-04, eta: 8:33:45, time: 1.905, data_time: 0.006, memory: 6924, loss_aux: 0.9727, top1_acc: 0.6459, top5_acc: 0.8307, loss_cls: 1.5023, loss: 2.4750, grad_norm: 5.4980 2020-09-13 05:20:38,204 - mmaction - INFO - Epoch [133][160/940] lr: 4.000e-04, eta: 8:33:08, time: 1.903, data_time: 0.006, memory: 6924, loss_aux: 0.9770, top1_acc: 0.6412, top5_acc: 0.8334, loss_cls: 1.5102, loss: 2.4873, grad_norm: 5.5525 2020-09-13 05:21:15,668 - mmaction - INFO - Epoch [133][180/940] lr: 4.000e-04, eta: 8:32:32, time: 1.874, data_time: 0.006, memory: 6924, loss_aux: 0.9773, top1_acc: 0.6447, top5_acc: 0.8402, loss_cls: 1.5027, loss: 2.4800, grad_norm: 5.5155 2020-09-13 05:21:53,479 - mmaction - INFO - Epoch [133][200/940] lr: 4.000e-04, eta: 8:31:55, time: 1.889, data_time: 0.006, memory: 6924, loss_aux: 0.9966, top1_acc: 0.6330, top5_acc: 0.8301, loss_cls: 1.5386, loss: 2.5352, grad_norm: 5.6638 2020-09-13 05:22:31,047 - mmaction - INFO - Epoch [133][220/940] lr: 4.000e-04, eta: 8:31:18, time: 1.880, data_time: 0.006, memory: 6924, loss_aux: 1.0169, top1_acc: 0.6234, top5_acc: 0.8227, loss_cls: 1.5829, loss: 2.5998, grad_norm: 5.6228 2020-09-13 05:23:08,838 - mmaction - INFO - Epoch [133][240/940] lr: 4.000e-04, eta: 8:30:42, time: 1.890, data_time: 0.004, memory: 6924, loss_aux: 0.9909, top1_acc: 0.6350, top5_acc: 0.8271, loss_cls: 1.5457, loss: 2.5367, grad_norm: 5.6365 2020-09-13 05:23:47,131 - mmaction - INFO - Epoch [133][260/940] lr: 4.000e-04, eta: 8:30:05, time: 1.913, data_time: 0.006, memory: 6924, loss_aux: 0.9854, top1_acc: 0.6352, top5_acc: 0.8346, loss_cls: 1.5362, loss: 2.5216, grad_norm: 5.6653 2020-09-13 05:24:25,247 - mmaction - INFO - Epoch [133][280/940] lr: 4.000e-04, eta: 8:29:29, time: 1.907, data_time: 0.006, memory: 6924, loss_aux: 0.9819, top1_acc: 0.6398, top5_acc: 0.8281, loss_cls: 1.5289, loss: 2.5108, grad_norm: 5.6263 2020-09-13 05:25:02,618 - mmaction - INFO - Epoch [133][300/940] lr: 4.000e-04, eta: 8:28:52, time: 1.868, data_time: 0.006, memory: 6924, loss_aux: 0.9731, top1_acc: 0.6414, top5_acc: 0.8385, loss_cls: 1.4813, loss: 2.4544, grad_norm: 5.5291 2020-09-13 05:25:41,029 - mmaction - INFO - Epoch [133][320/940] lr: 4.000e-04, eta: 8:28:16, time: 1.921, data_time: 0.004, memory: 6924, loss_aux: 1.0117, top1_acc: 0.6398, top5_acc: 0.8215, loss_cls: 1.5721, loss: 2.5837, grad_norm: 5.6614 2020-09-13 05:26:18,892 - mmaction - INFO - Epoch [133][340/940] lr: 4.000e-04, eta: 8:27:39, time: 1.891, data_time: 0.006, memory: 6924, loss_aux: 0.9851, top1_acc: 0.6428, top5_acc: 0.8404, loss_cls: 1.5031, loss: 2.4882, grad_norm: 5.5781 2020-09-13 05:26:57,042 - mmaction - INFO - Epoch [133][360/940] lr: 4.000e-04, eta: 8:27:02, time: 1.909, data_time: 0.006, memory: 6924, loss_aux: 0.9906, top1_acc: 0.6438, top5_acc: 0.8258, loss_cls: 1.5298, loss: 2.5204, grad_norm: 5.5151 2020-09-13 05:27:35,020 - mmaction - INFO - Epoch [133][380/940] lr: 4.000e-04, eta: 8:26:26, time: 1.897, data_time: 0.006, memory: 6924, loss_aux: 0.9976, top1_acc: 0.6295, top5_acc: 0.8248, loss_cls: 1.5629, loss: 2.5605, grad_norm: 5.6158 2020-09-13 05:28:12,570 - mmaction - INFO - Epoch [133][400/940] lr: 4.000e-04, eta: 8:25:49, time: 1.879, data_time: 0.006, memory: 6924, loss_aux: 0.9956, top1_acc: 0.6324, top5_acc: 0.8326, loss_cls: 1.5349, loss: 2.5305, grad_norm: 5.6588 2020-09-13 05:28:50,570 - mmaction - INFO - Epoch [133][420/940] lr: 4.000e-04, eta: 8:25:13, time: 1.899, data_time: 0.005, memory: 6924, loss_aux: 0.9955, top1_acc: 0.6324, top5_acc: 0.8277, loss_cls: 1.5509, loss: 2.5464, grad_norm: 5.5904 2020-09-13 05:29:28,857 - mmaction - INFO - Epoch [133][440/940] lr: 4.000e-04, eta: 8:24:36, time: 1.916, data_time: 0.005, memory: 6924, loss_aux: 0.9652, top1_acc: 0.6533, top5_acc: 0.8393, loss_cls: 1.4783, loss: 2.4435, grad_norm: 5.4947 2020-09-13 05:30:07,002 - mmaction - INFO - Epoch [133][460/940] lr: 4.000e-04, eta: 8:24:00, time: 1.907, data_time: 0.006, memory: 6924, loss_aux: 0.9964, top1_acc: 0.6367, top5_acc: 0.8322, loss_cls: 1.5268, loss: 2.5232, grad_norm: 5.6796 2020-09-13 05:30:44,842 - mmaction - INFO - Epoch [133][480/940] lr: 4.000e-04, eta: 8:23:23, time: 1.892, data_time: 0.003, memory: 6924, loss_aux: 0.9918, top1_acc: 0.6387, top5_acc: 0.8281, loss_cls: 1.5337, loss: 2.5255, grad_norm: 5.6584 2020-09-13 05:31:22,850 - mmaction - INFO - Epoch [133][500/940] lr: 4.000e-04, eta: 8:22:46, time: 1.899, data_time: 0.006, memory: 6924, loss_aux: 1.0057, top1_acc: 0.6324, top5_acc: 0.8266, loss_cls: 1.5348, loss: 2.5405, grad_norm: 5.6079 2020-09-13 05:32:01,786 - mmaction - INFO - Epoch [133][520/940] lr: 4.000e-04, eta: 8:22:10, time: 1.949, data_time: 0.005, memory: 6924, loss_aux: 0.9912, top1_acc: 0.6367, top5_acc: 0.8258, loss_cls: 1.5291, loss: 2.5203, grad_norm: 5.6043 2020-09-13 05:32:40,415 - mmaction - INFO - Epoch [133][540/940] lr: 4.000e-04, eta: 8:21:33, time: 1.927, data_time: 0.006, memory: 6924, loss_aux: 0.9800, top1_acc: 0.6406, top5_acc: 0.8398, loss_cls: 1.4907, loss: 2.4708, grad_norm: 5.5412 2020-09-13 05:33:17,945 - mmaction - INFO - Epoch [133][560/940] lr: 4.000e-04, eta: 8:20:57, time: 1.880, data_time: 0.009, memory: 6924, loss_aux: 0.9790, top1_acc: 0.6467, top5_acc: 0.8328, loss_cls: 1.5042, loss: 2.4832, grad_norm: 5.5334 2020-09-13 05:33:56,146 - mmaction - INFO - Epoch [133][580/940] lr: 4.000e-04, eta: 8:20:20, time: 1.909, data_time: 0.005, memory: 6924, loss_aux: 0.9781, top1_acc: 0.6416, top5_acc: 0.8344, loss_cls: 1.5099, loss: 2.4879, grad_norm: 5.6168 2020-09-13 05:34:33,839 - mmaction - INFO - Epoch [133][600/940] lr: 4.000e-04, eta: 8:19:44, time: 1.886, data_time: 0.005, memory: 6924, loss_aux: 0.9732, top1_acc: 0.6342, top5_acc: 0.8377, loss_cls: 1.4885, loss: 2.4617, grad_norm: 5.5686 2020-09-13 05:35:11,590 - mmaction - INFO - Epoch [133][620/940] lr: 4.000e-04, eta: 8:19:07, time: 1.887, data_time: 0.007, memory: 6924, loss_aux: 0.9966, top1_acc: 0.6350, top5_acc: 0.8299, loss_cls: 1.5328, loss: 2.5293, grad_norm: 5.6700 2020-09-13 05:35:50,086 - mmaction - INFO - Epoch [133][640/940] lr: 4.000e-04, eta: 8:18:31, time: 1.926, data_time: 0.004, memory: 6924, loss_aux: 0.9966, top1_acc: 0.6336, top5_acc: 0.8334, loss_cls: 1.5380, loss: 2.5347, grad_norm: 5.6827 2020-09-13 05:36:28,450 - mmaction - INFO - Epoch [133][660/940] lr: 4.000e-04, eta: 8:17:54, time: 1.917, data_time: 0.005, memory: 6924, loss_aux: 0.9726, top1_acc: 0.6488, top5_acc: 0.8287, loss_cls: 1.4987, loss: 2.4714, grad_norm: 5.4776 2020-09-13 05:37:05,953 - mmaction - INFO - Epoch [133][680/940] lr: 4.000e-04, eta: 8:17:17, time: 1.877, data_time: 0.005, memory: 6924, loss_aux: 1.0024, top1_acc: 0.6348, top5_acc: 0.8279, loss_cls: 1.5501, loss: 2.5524, grad_norm: 5.7035 2020-09-13 05:37:44,126 - mmaction - INFO - Epoch [133][700/940] lr: 4.000e-04, eta: 8:16:41, time: 1.907, data_time: 0.006, memory: 6924, loss_aux: 0.9643, top1_acc: 0.6516, top5_acc: 0.8361, loss_cls: 1.4746, loss: 2.4389, grad_norm: 5.5146 2020-09-13 05:38:21,959 - mmaction - INFO - Epoch [133][720/940] lr: 4.000e-04, eta: 8:16:04, time: 1.893, data_time: 0.005, memory: 6924, loss_aux: 0.9882, top1_acc: 0.6324, top5_acc: 0.8334, loss_cls: 1.5362, loss: 2.5244, grad_norm: 5.6487 2020-09-13 05:38:59,951 - mmaction - INFO - Epoch [133][740/940] lr: 4.000e-04, eta: 8:15:28, time: 1.898, data_time: 0.005, memory: 6924, loss_aux: 0.9978, top1_acc: 0.6467, top5_acc: 0.8293, loss_cls: 1.5262, loss: 2.5240, grad_norm: 5.6329 2020-09-13 05:39:38,798 - mmaction - INFO - Epoch [133][760/940] lr: 4.000e-04, eta: 8:14:51, time: 1.944, data_time: 0.006, memory: 6924, loss_aux: 0.9931, top1_acc: 0.6314, top5_acc: 0.8244, loss_cls: 1.5502, loss: 2.5433, grad_norm: 5.6893 2020-09-13 05:40:16,375 - mmaction - INFO - Epoch [133][780/940] lr: 4.000e-04, eta: 8:14:14, time: 1.877, data_time: 0.006, memory: 6924, loss_aux: 1.0145, top1_acc: 0.6244, top5_acc: 0.8189, loss_cls: 1.5785, loss: 2.5930, grad_norm: 5.7458 2020-09-13 05:40:54,580 - mmaction - INFO - Epoch [133][800/940] lr: 4.000e-04, eta: 8:13:38, time: 1.912, data_time: 0.006, memory: 6924, loss_aux: 1.0013, top1_acc: 0.6357, top5_acc: 0.8230, loss_cls: 1.5660, loss: 2.5673, grad_norm: 5.6819 2020-09-13 05:41:32,862 - mmaction - INFO - Epoch [133][820/940] lr: 4.000e-04, eta: 8:13:01, time: 1.912, data_time: 0.006, memory: 6924, loss_aux: 0.9916, top1_acc: 0.6355, top5_acc: 0.8367, loss_cls: 1.5339, loss: 2.5255, grad_norm: 5.6549 2020-09-13 05:42:10,911 - mmaction - INFO - Epoch [133][840/940] lr: 4.000e-04, eta: 8:12:25, time: 1.903, data_time: 0.006, memory: 6924, loss_aux: 0.9770, top1_acc: 0.6418, top5_acc: 0.8324, loss_cls: 1.5112, loss: 2.4881, grad_norm: 5.6709 2020-09-13 05:42:49,169 - mmaction - INFO - Epoch [133][860/940] lr: 4.000e-04, eta: 8:11:48, time: 1.912, data_time: 0.007, memory: 6924, loss_aux: 0.9729, top1_acc: 0.6518, top5_acc: 0.8355, loss_cls: 1.4980, loss: 2.4709, grad_norm: 5.5146 2020-09-13 05:43:27,106 - mmaction - INFO - Epoch [133][880/940] lr: 4.000e-04, eta: 8:11:12, time: 1.899, data_time: 0.006, memory: 6924, loss_aux: 0.9961, top1_acc: 0.6275, top5_acc: 0.8293, loss_cls: 1.5301, loss: 2.5262, grad_norm: 5.6477 2020-09-13 05:44:05,117 - mmaction - INFO - Epoch [133][900/940] lr: 4.000e-04, eta: 8:10:35, time: 1.899, data_time: 0.006, memory: 6924, loss_aux: 0.9703, top1_acc: 0.6500, top5_acc: 0.8363, loss_cls: 1.4893, loss: 2.4596, grad_norm: 5.6626 2020-09-13 05:44:43,323 - mmaction - INFO - Epoch [133][920/940] lr: 4.000e-04, eta: 8:09:58, time: 1.912, data_time: 0.006, memory: 6924, loss_aux: 0.9884, top1_acc: 0.6426, top5_acc: 0.8309, loss_cls: 1.5274, loss: 2.5157, grad_norm: 5.6128 2020-09-13 05:45:20,181 - mmaction - INFO - Epoch [133][940/940] lr: 4.000e-04, eta: 8:09:22, time: 1.838, data_time: 0.006, memory: 6924, loss_aux: 1.0068, top1_acc: 0.6280, top5_acc: 0.8251, loss_cls: 1.5669, loss: 2.5737, grad_norm: 5.8574 2020-09-13 05:45:20,581 - mmaction - INFO - Saving checkpoint at 133 epochs 2020-09-13 05:46:05,223 - mmaction - INFO - Epoch [134][20/940] lr: 4.000e-04, eta: 8:08:46, time: 2.050, data_time: 0.546, memory: 6924, loss_aux: 0.9890, top1_acc: 0.6377, top5_acc: 0.8326, loss_cls: 1.5347, loss: 2.5237, grad_norm: 5.6605 2020-09-13 05:46:40,442 - mmaction - INFO - Epoch [134][40/940] lr: 4.000e-04, eta: 8:08:09, time: 1.763, data_time: 0.006, memory: 6924, loss_aux: 0.9896, top1_acc: 0.6330, top5_acc: 0.8285, loss_cls: 1.5297, loss: 2.5193, grad_norm: 5.6218 2020-09-13 05:47:17,698 - mmaction - INFO - Epoch [134][60/940] lr: 4.000e-04, eta: 8:07:32, time: 1.862, data_time: 0.006, memory: 6924, loss_aux: 0.9708, top1_acc: 0.6400, top5_acc: 0.8297, loss_cls: 1.4994, loss: 2.4702, grad_norm: 5.5487 2020-09-13 05:47:56,138 - mmaction - INFO - Epoch [134][80/940] lr: 4.000e-04, eta: 8:06:55, time: 1.923, data_time: 0.006, memory: 6924, loss_aux: 0.9798, top1_acc: 0.6363, top5_acc: 0.8357, loss_cls: 1.5062, loss: 2.4860, grad_norm: 5.5533 2020-09-13 05:48:34,065 - mmaction - INFO - Epoch [134][100/940] lr: 4.000e-04, eta: 8:06:19, time: 1.894, data_time: 0.006, memory: 6924, loss_aux: 1.0005, top1_acc: 0.6357, top5_acc: 0.8270, loss_cls: 1.5507, loss: 2.5512, grad_norm: 5.6905 2020-09-13 05:49:12,342 - mmaction - INFO - Epoch [134][120/940] lr: 4.000e-04, eta: 8:05:42, time: 1.916, data_time: 0.006, memory: 6924, loss_aux: 0.9861, top1_acc: 0.6418, top5_acc: 0.8369, loss_cls: 1.5049, loss: 2.4910, grad_norm: 5.5902 2020-09-13 05:49:50,414 - mmaction - INFO - Epoch [134][140/940] lr: 4.000e-04, eta: 8:05:06, time: 1.902, data_time: 0.006, memory: 6924, loss_aux: 0.9924, top1_acc: 0.6314, top5_acc: 0.8264, loss_cls: 1.5543, loss: 2.5466, grad_norm: 5.7389 2020-09-13 05:50:28,373 - mmaction - INFO - Epoch [134][160/940] lr: 4.000e-04, eta: 8:04:29, time: 1.898, data_time: 0.006, memory: 6924, loss_aux: 0.9661, top1_acc: 0.6479, top5_acc: 0.8391, loss_cls: 1.4812, loss: 2.4473, grad_norm: 5.5044 2020-09-13 05:51:06,072 - mmaction - INFO - Epoch [134][180/940] lr: 4.000e-04, eta: 8:03:52, time: 1.887, data_time: 0.006, memory: 6924, loss_aux: 0.9791, top1_acc: 0.6467, top5_acc: 0.8355, loss_cls: 1.5129, loss: 2.4920, grad_norm: 5.5355 2020-09-13 05:51:43,731 - mmaction - INFO - Epoch [134][200/940] lr: 4.000e-04, eta: 8:03:16, time: 1.881, data_time: 0.005, memory: 6924, loss_aux: 0.9870, top1_acc: 0.6312, top5_acc: 0.8332, loss_cls: 1.5314, loss: 2.5185, grad_norm: 5.6290 2020-09-13 05:52:21,016 - mmaction - INFO - Epoch [134][220/940] lr: 4.000e-04, eta: 8:02:39, time: 1.866, data_time: 0.006, memory: 6924, loss_aux: 0.9808, top1_acc: 0.6393, top5_acc: 0.8320, loss_cls: 1.5181, loss: 2.4989, grad_norm: 5.8546 2020-09-13 05:52:58,408 - mmaction - INFO - Epoch [134][240/940] lr: 4.000e-04, eta: 8:02:02, time: 1.868, data_time: 0.003, memory: 6924, loss_aux: 1.0144, top1_acc: 0.6285, top5_acc: 0.8215, loss_cls: 1.5749, loss: 2.5893, grad_norm: 5.7386 2020-09-13 05:53:36,061 - mmaction - INFO - Epoch [134][260/940] lr: 4.000e-04, eta: 8:01:26, time: 1.885, data_time: 0.006, memory: 6924, loss_aux: 0.9940, top1_acc: 0.6307, top5_acc: 0.8268, loss_cls: 1.5480, loss: 2.5420, grad_norm: 5.6855 2020-09-13 05:54:13,046 - mmaction - INFO - Epoch [134][280/940] lr: 4.000e-04, eta: 8:00:49, time: 1.847, data_time: 0.006, memory: 6924, loss_aux: 0.9712, top1_acc: 0.6395, top5_acc: 0.8338, loss_cls: 1.5044, loss: 2.4757, grad_norm: 5.6499 2020-09-13 05:54:49,730 - mmaction - INFO - Epoch [134][300/940] lr: 4.000e-04, eta: 8:00:12, time: 1.836, data_time: 0.005, memory: 6924, loss_aux: 1.0144, top1_acc: 0.6283, top5_acc: 0.8277, loss_cls: 1.5748, loss: 2.5892, grad_norm: 5.7632 2020-09-13 05:55:27,121 - mmaction - INFO - Epoch [134][320/940] lr: 4.000e-04, eta: 7:59:36, time: 1.868, data_time: 0.005, memory: 6924, loss_aux: 0.9918, top1_acc: 0.6391, top5_acc: 0.8305, loss_cls: 1.5436, loss: 2.5354, grad_norm: 5.6340 2020-09-13 05:56:03,858 - mmaction - INFO - Epoch [134][340/940] lr: 4.000e-04, eta: 7:58:59, time: 1.839, data_time: 0.006, memory: 6924, loss_aux: 0.9768, top1_acc: 0.6434, top5_acc: 0.8375, loss_cls: 1.5014, loss: 2.4783, grad_norm: 5.6806 2020-09-13 05:56:40,756 - mmaction - INFO - Epoch [134][360/940] lr: 4.000e-04, eta: 7:58:22, time: 1.843, data_time: 0.006, memory: 6924, loss_aux: 0.9715, top1_acc: 0.6383, top5_acc: 0.8369, loss_cls: 1.5108, loss: 2.4823, grad_norm: 5.7498 2020-09-13 05:57:17,699 - mmaction - INFO - Epoch [134][380/940] lr: 4.000e-04, eta: 7:57:45, time: 1.849, data_time: 0.006, memory: 6924, loss_aux: 0.9721, top1_acc: 0.6494, top5_acc: 0.8301, loss_cls: 1.4955, loss: 2.4677, grad_norm: 5.6085 2020-09-13 05:57:54,550 - mmaction - INFO - Epoch [134][400/940] lr: 4.000e-04, eta: 7:57:09, time: 1.841, data_time: 0.006, memory: 6924, loss_aux: 0.9717, top1_acc: 0.6428, top5_acc: 0.8336, loss_cls: 1.4910, loss: 2.4627, grad_norm: 5.5986 2020-09-13 05:58:31,348 - mmaction - INFO - Epoch [134][420/940] lr: 4.000e-04, eta: 7:56:32, time: 1.842, data_time: 0.005, memory: 6924, loss_aux: 0.9951, top1_acc: 0.6318, top5_acc: 0.8293, loss_cls: 1.5371, loss: 2.5321, grad_norm: 5.7461 2020-09-13 05:59:07,510 - mmaction - INFO - Epoch [134][440/940] lr: 4.000e-04, eta: 7:55:55, time: 1.806, data_time: 0.005, memory: 6924, loss_aux: 0.9769, top1_acc: 0.6447, top5_acc: 0.8363, loss_cls: 1.4877, loss: 2.4646, grad_norm: 5.6076 2020-09-13 05:59:44,630 - mmaction - INFO - Epoch [134][460/940] lr: 4.000e-04, eta: 7:55:18, time: 1.858, data_time: 0.005, memory: 6924, loss_aux: 1.0045, top1_acc: 0.6330, top5_acc: 0.8252, loss_cls: 1.5542, loss: 2.5587, grad_norm: 5.6137 2020-09-13 06:00:22,591 - mmaction - INFO - Epoch [134][480/940] lr: 4.000e-04, eta: 7:54:42, time: 1.891, data_time: 0.006, memory: 6924, loss_aux: 0.9839, top1_acc: 0.6344, top5_acc: 0.8277, loss_cls: 1.5342, loss: 2.5181, grad_norm: 5.6028 2020-09-13 06:00:57,934 - mmaction - INFO - Epoch [134][500/940] lr: 4.000e-04, eta: 7:54:05, time: 1.774, data_time: 0.020, memory: 6924, loss_aux: 0.9907, top1_acc: 0.6391, top5_acc: 0.8287, loss_cls: 1.5203, loss: 2.5111, grad_norm: 5.5776 2020-09-13 06:01:34,416 - mmaction - INFO - Epoch [134][520/940] lr: 4.000e-04, eta: 7:53:28, time: 1.822, data_time: 0.006, memory: 6924, loss_aux: 1.0180, top1_acc: 0.6291, top5_acc: 0.8311, loss_cls: 1.5480, loss: 2.5660, grad_norm: 5.7283 2020-09-13 06:02:10,830 - mmaction - INFO - Epoch [134][540/940] lr: 4.000e-04, eta: 7:52:51, time: 1.822, data_time: 0.006, memory: 6924, loss_aux: 0.9744, top1_acc: 0.6459, top5_acc: 0.8287, loss_cls: 1.5035, loss: 2.4779, grad_norm: 5.5773 2020-09-13 06:02:47,294 - mmaction - INFO - Epoch [134][560/940] lr: 4.000e-04, eta: 7:52:14, time: 1.822, data_time: 0.005, memory: 6924, loss_aux: 0.9617, top1_acc: 0.6516, top5_acc: 0.8420, loss_cls: 1.4681, loss: 2.4298, grad_norm: 5.5944 2020-09-13 06:03:23,416 - mmaction - INFO - Epoch [134][580/940] lr: 4.000e-04, eta: 7:51:38, time: 1.808, data_time: 0.006, memory: 6924, loss_aux: 0.9678, top1_acc: 0.6471, top5_acc: 0.8346, loss_cls: 1.4832, loss: 2.4510, grad_norm: 5.5927 2020-09-13 06:03:59,678 - mmaction - INFO - Epoch [134][600/940] lr: 4.000e-04, eta: 7:51:01, time: 1.812, data_time: 0.006, memory: 6924, loss_aux: 0.9874, top1_acc: 0.6371, top5_acc: 0.8309, loss_cls: 1.5193, loss: 2.5067, grad_norm: 5.7054 2020-09-13 06:04:35,844 - mmaction - INFO - Epoch [134][620/940] lr: 4.000e-04, eta: 7:50:24, time: 1.810, data_time: 0.005, memory: 6924, loss_aux: 0.9937, top1_acc: 0.6404, top5_acc: 0.8309, loss_cls: 1.5335, loss: 2.5272, grad_norm: 5.6141 2020-09-13 06:05:11,935 - mmaction - INFO - Epoch [134][640/940] lr: 4.000e-04, eta: 7:49:47, time: 1.803, data_time: 0.006, memory: 6924, loss_aux: 1.0069, top1_acc: 0.6332, top5_acc: 0.8303, loss_cls: 1.5649, loss: 2.5718, grad_norm: 5.6917 2020-09-13 06:05:48,132 - mmaction - INFO - Epoch [134][660/940] lr: 4.000e-04, eta: 7:49:10, time: 1.811, data_time: 0.005, memory: 6924, loss_aux: 0.9869, top1_acc: 0.6377, top5_acc: 0.8223, loss_cls: 1.5417, loss: 2.5285, grad_norm: 5.6425 2020-09-13 06:06:24,351 - mmaction - INFO - Epoch [134][680/940] lr: 4.000e-04, eta: 7:48:34, time: 1.809, data_time: 0.006, memory: 6924, loss_aux: 0.9802, top1_acc: 0.6326, top5_acc: 0.8252, loss_cls: 1.5258, loss: 2.5060, grad_norm: 5.5747 2020-09-13 06:07:00,554 - mmaction - INFO - Epoch [134][700/940] lr: 4.000e-04, eta: 7:47:57, time: 1.812, data_time: 0.006, memory: 6924, loss_aux: 0.9904, top1_acc: 0.6355, top5_acc: 0.8270, loss_cls: 1.5383, loss: 2.5287, grad_norm: 5.6734 2020-09-13 06:07:36,581 - mmaction - INFO - Epoch [134][720/940] lr: 4.000e-04, eta: 7:47:20, time: 1.800, data_time: 0.005, memory: 6924, loss_aux: 0.9850, top1_acc: 0.6414, top5_acc: 0.8354, loss_cls: 1.5183, loss: 2.5033, grad_norm: 5.5720 2020-09-13 06:08:12,073 - mmaction - INFO - Epoch [134][740/940] lr: 4.000e-04, eta: 7:46:43, time: 1.776, data_time: 0.006, memory: 6924, loss_aux: 0.9803, top1_acc: 0.6373, top5_acc: 0.8348, loss_cls: 1.5113, loss: 2.4916, grad_norm: 5.6317 2020-09-13 06:08:48,409 - mmaction - INFO - Epoch [134][760/940] lr: 4.000e-04, eta: 7:46:06, time: 1.815, data_time: 0.006, memory: 6924, loss_aux: 0.9650, top1_acc: 0.6389, top5_acc: 0.8393, loss_cls: 1.4871, loss: 2.4521, grad_norm: 5.5056 2020-09-13 06:09:24,307 - mmaction - INFO - Epoch [134][780/940] lr: 4.000e-04, eta: 7:45:29, time: 1.796, data_time: 0.006, memory: 6924, loss_aux: 0.9963, top1_acc: 0.6449, top5_acc: 0.8225, loss_cls: 1.5417, loss: 2.5381, grad_norm: 5.7188 2020-09-13 06:10:00,018 - mmaction - INFO - Epoch [134][800/940] lr: 4.000e-04, eta: 7:44:52, time: 1.784, data_time: 0.005, memory: 6924, loss_aux: 0.9782, top1_acc: 0.6455, top5_acc: 0.8381, loss_cls: 1.4950, loss: 2.4732, grad_norm: 5.6685 2020-09-13 06:10:35,678 - mmaction - INFO - Epoch [134][820/940] lr: 4.000e-04, eta: 7:44:16, time: 1.785, data_time: 0.006, memory: 6924, loss_aux: 0.9674, top1_acc: 0.6434, top5_acc: 0.8395, loss_cls: 1.4884, loss: 2.4558, grad_norm: 5.5924 2020-09-13 06:11:12,250 - mmaction - INFO - Epoch [134][840/940] lr: 4.000e-04, eta: 7:43:39, time: 1.827, data_time: 0.006, memory: 6924, loss_aux: 1.0004, top1_acc: 0.6297, top5_acc: 0.8270, loss_cls: 1.5404, loss: 2.5409, grad_norm: 5.6746 2020-09-13 06:11:48,036 - mmaction - INFO - Epoch [134][860/940] lr: 4.000e-04, eta: 7:43:02, time: 1.789, data_time: 0.005, memory: 6924, loss_aux: 0.9946, top1_acc: 0.6260, top5_acc: 0.8348, loss_cls: 1.5391, loss: 2.5337, grad_norm: 5.6648 2020-09-13 06:12:23,488 - mmaction - INFO - Epoch [134][880/940] lr: 4.000e-04, eta: 7:42:25, time: 1.775, data_time: 0.006, memory: 6924, loss_aux: 0.9769, top1_acc: 0.6361, top5_acc: 0.8316, loss_cls: 1.5148, loss: 2.4918, grad_norm: 5.6563 2020-09-13 06:12:59,099 - mmaction - INFO - Epoch [134][900/940] lr: 4.000e-04, eta: 7:41:48, time: 1.779, data_time: 0.006, memory: 6924, loss_aux: 0.9708, top1_acc: 0.6477, top5_acc: 0.8354, loss_cls: 1.4791, loss: 2.4499, grad_norm: 5.6034 2020-09-13 06:13:35,063 - mmaction - INFO - Epoch [134][920/940] lr: 4.000e-04, eta: 7:41:11, time: 1.798, data_time: 0.006, memory: 6924, loss_aux: 0.9859, top1_acc: 0.6361, top5_acc: 0.8301, loss_cls: 1.5275, loss: 2.5134, grad_norm: 5.6391 2020-09-13 06:14:09,737 - mmaction - INFO - Epoch [134][940/940] lr: 4.000e-04, eta: 7:40:34, time: 1.735, data_time: 0.006, memory: 6924, loss_aux: 0.9916, top1_acc: 0.6266, top5_acc: 0.8241, loss_cls: 1.5572, loss: 2.5488, grad_norm: 5.8461 2020-09-13 06:14:10,324 - mmaction - INFO - Saving checkpoint at 134 epochs 2020-09-13 06:14:55,652 - mmaction - INFO - Epoch [135][20/940] lr: 4.000e-04, eta: 7:39:58, time: 2.049, data_time: 0.643, memory: 6924, loss_aux: 0.9681, top1_acc: 0.6486, top5_acc: 0.8326, loss_cls: 1.4988, loss: 2.4668, grad_norm: 5.5680 2020-09-13 06:15:28,905 - mmaction - INFO - Epoch [135][40/940] lr: 4.000e-04, eta: 7:39:21, time: 1.665, data_time: 0.006, memory: 6924, loss_aux: 0.9736, top1_acc: 0.6422, top5_acc: 0.8402, loss_cls: 1.4794, loss: 2.4530, grad_norm: 5.6404 2020-09-13 06:16:03,450 - mmaction - INFO - Epoch [135][60/940] lr: 4.000e-04, eta: 7:38:44, time: 1.726, data_time: 0.005, memory: 6924, loss_aux: 1.0023, top1_acc: 0.6250, top5_acc: 0.8318, loss_cls: 1.5573, loss: 2.5596, grad_norm: 5.8458 2020-09-13 06:16:39,143 - mmaction - INFO - Epoch [135][80/940] lr: 4.000e-04, eta: 7:38:07, time: 1.786, data_time: 0.006, memory: 6924, loss_aux: 0.9467, top1_acc: 0.6531, top5_acc: 0.8457, loss_cls: 1.4469, loss: 2.3935, grad_norm: 5.5420 2020-09-13 06:17:14,728 - mmaction - INFO - Epoch [135][100/940] lr: 4.000e-04, eta: 7:37:30, time: 1.777, data_time: 0.006, memory: 6924, loss_aux: 0.9919, top1_acc: 0.6400, top5_acc: 0.8314, loss_cls: 1.5250, loss: 2.5169, grad_norm: 5.6396 2020-09-13 06:17:50,522 - mmaction - INFO - Epoch [135][120/940] lr: 4.000e-04, eta: 7:36:53, time: 1.792, data_time: 0.007, memory: 6924, loss_aux: 0.9912, top1_acc: 0.6389, top5_acc: 0.8314, loss_cls: 1.5266, loss: 2.5178, grad_norm: 5.6165 2020-09-13 06:18:25,579 - mmaction - INFO - Epoch [135][140/940] lr: 4.000e-04, eta: 7:36:16, time: 1.751, data_time: 0.006, memory: 6924, loss_aux: 0.9958, top1_acc: 0.6279, top5_acc: 0.8320, loss_cls: 1.5330, loss: 2.5288, grad_norm: 5.7206 2020-09-13 06:19:01,720 - mmaction - INFO - Epoch [135][160/940] lr: 4.000e-04, eta: 7:35:40, time: 1.808, data_time: 0.006, memory: 6924, loss_aux: 0.9761, top1_acc: 0.6479, top5_acc: 0.8354, loss_cls: 1.4867, loss: 2.4627, grad_norm: 5.5892 2020-09-13 06:19:37,368 - mmaction - INFO - Epoch [135][180/940] lr: 4.000e-04, eta: 7:35:03, time: 1.781, data_time: 0.006, memory: 6924, loss_aux: 0.9907, top1_acc: 0.6299, top5_acc: 0.8250, loss_cls: 1.5575, loss: 2.5481, grad_norm: 5.7339 2020-09-13 06:20:13,863 - mmaction - INFO - Epoch [135][200/940] lr: 4.000e-04, eta: 7:34:26, time: 1.824, data_time: 0.006, memory: 6924, loss_aux: 0.9931, top1_acc: 0.6385, top5_acc: 0.8322, loss_cls: 1.5113, loss: 2.5044, grad_norm: 5.5727 2020-09-13 06:20:49,151 - mmaction - INFO - Epoch [135][220/940] lr: 4.000e-04, eta: 7:33:49, time: 1.766, data_time: 0.006, memory: 6924, loss_aux: 0.9667, top1_acc: 0.6406, top5_acc: 0.8342, loss_cls: 1.4942, loss: 2.4609, grad_norm: 5.5763 2020-09-13 06:21:24,503 - mmaction - INFO - Epoch [135][240/940] lr: 4.000e-04, eta: 7:33:12, time: 1.765, data_time: 0.005, memory: 6924, loss_aux: 0.9653, top1_acc: 0.6434, top5_acc: 0.8395, loss_cls: 1.4811, loss: 2.4464, grad_norm: 5.5765 2020-09-13 06:22:01,114 - mmaction - INFO - Epoch [135][260/940] lr: 4.000e-04, eta: 7:32:35, time: 1.833, data_time: 0.006, memory: 6924, loss_aux: 1.0077, top1_acc: 0.6359, top5_acc: 0.8293, loss_cls: 1.5406, loss: 2.5483, grad_norm: 5.7003 2020-09-13 06:22:36,955 - mmaction - INFO - Epoch [135][280/940] lr: 4.000e-04, eta: 7:31:58, time: 1.792, data_time: 0.006, memory: 6924, loss_aux: 0.9956, top1_acc: 0.6297, top5_acc: 0.8252, loss_cls: 1.5367, loss: 2.5323, grad_norm: 5.6785 2020-09-13 06:23:12,734 - mmaction - INFO - Epoch [135][300/940] lr: 4.000e-04, eta: 7:31:22, time: 1.789, data_time: 0.002, memory: 6924, loss_aux: 1.0037, top1_acc: 0.6328, top5_acc: 0.8279, loss_cls: 1.5469, loss: 2.5506, grad_norm: 5.7098 2020-09-13 06:23:48,386 - mmaction - INFO - Epoch [135][320/940] lr: 4.000e-04, eta: 7:30:45, time: 1.781, data_time: 0.004, memory: 6924, loss_aux: 0.9954, top1_acc: 0.6357, top5_acc: 0.8307, loss_cls: 1.5334, loss: 2.5289, grad_norm: 5.6685 2020-09-13 06:24:24,437 - mmaction - INFO - Epoch [135][340/940] lr: 4.000e-04, eta: 7:30:08, time: 1.804, data_time: 0.006, memory: 6924, loss_aux: 0.9661, top1_acc: 0.6480, top5_acc: 0.8432, loss_cls: 1.4806, loss: 2.4467, grad_norm: 5.6333 2020-09-13 06:25:00,247 - mmaction - INFO - Epoch [135][360/940] lr: 4.000e-04, eta: 7:29:31, time: 1.788, data_time: 0.006, memory: 6924, loss_aux: 0.9791, top1_acc: 0.6428, top5_acc: 0.8324, loss_cls: 1.4923, loss: 2.4714, grad_norm: 5.6830 2020-09-13 06:25:36,803 - mmaction - INFO - Epoch [135][380/940] lr: 4.000e-04, eta: 7:28:54, time: 1.828, data_time: 0.006, memory: 6924, loss_aux: 1.0007, top1_acc: 0.6289, top5_acc: 0.8262, loss_cls: 1.5569, loss: 2.5576, grad_norm: 5.7556 2020-09-13 06:26:13,104 - mmaction - INFO - Epoch [135][400/940] lr: 4.000e-04, eta: 7:28:17, time: 1.816, data_time: 0.004, memory: 6924, loss_aux: 0.9836, top1_acc: 0.6420, top5_acc: 0.8342, loss_cls: 1.5198, loss: 2.5034, grad_norm: 5.7827 2020-09-13 06:26:49,596 - mmaction - INFO - Epoch [135][420/940] lr: 4.000e-04, eta: 7:27:41, time: 1.823, data_time: 0.005, memory: 6924, loss_aux: 0.9838, top1_acc: 0.6385, top5_acc: 0.8311, loss_cls: 1.5281, loss: 2.5119, grad_norm: 5.6669 2020-09-13 06:27:25,777 - mmaction - INFO - Epoch [135][440/940] lr: 4.000e-04, eta: 7:27:04, time: 1.810, data_time: 0.005, memory: 6924, loss_aux: 0.9831, top1_acc: 0.6367, top5_acc: 0.8338, loss_cls: 1.5135, loss: 2.4966, grad_norm: 5.7633 2020-09-13 06:28:02,045 - mmaction - INFO - Epoch [135][460/940] lr: 4.000e-04, eta: 7:26:27, time: 1.811, data_time: 0.006, memory: 6924, loss_aux: 0.9802, top1_acc: 0.6318, top5_acc: 0.8289, loss_cls: 1.5329, loss: 2.5130, grad_norm: 5.7341 2020-09-13 06:28:38,241 - mmaction - INFO - Epoch [135][480/940] lr: 4.000e-04, eta: 7:25:50, time: 1.812, data_time: 0.006, memory: 6924, loss_aux: 0.9949, top1_acc: 0.6344, top5_acc: 0.8332, loss_cls: 1.5373, loss: 2.5322, grad_norm: 5.7573 2020-09-13 06:29:14,687 - mmaction - INFO - Epoch [135][500/940] lr: 4.000e-04, eta: 7:25:13, time: 1.821, data_time: 0.006, memory: 6924, loss_aux: 0.9892, top1_acc: 0.6340, top5_acc: 0.8279, loss_cls: 1.5420, loss: 2.5312, grad_norm: 5.6734 2020-09-13 06:29:51,278 - mmaction - INFO - Epoch [135][520/940] lr: 4.000e-04, eta: 7:24:37, time: 1.831, data_time: 0.006, memory: 6924, loss_aux: 0.9746, top1_acc: 0.6365, top5_acc: 0.8396, loss_cls: 1.4990, loss: 2.4736, grad_norm: 5.6564 2020-09-13 06:30:27,943 - mmaction - INFO - Epoch [135][540/940] lr: 4.000e-04, eta: 7:24:00, time: 1.832, data_time: 0.006, memory: 6924, loss_aux: 0.9702, top1_acc: 0.6432, top5_acc: 0.8396, loss_cls: 1.4829, loss: 2.4531, grad_norm: 5.6469 2020-09-13 06:31:04,457 - mmaction - INFO - Epoch [135][560/940] lr: 4.000e-04, eta: 7:23:23, time: 1.827, data_time: 0.005, memory: 6924, loss_aux: 0.9775, top1_acc: 0.6445, top5_acc: 0.8396, loss_cls: 1.4984, loss: 2.4759, grad_norm: 5.6946 2020-09-13 06:31:40,962 - mmaction - INFO - Epoch [135][580/940] lr: 4.000e-04, eta: 7:22:46, time: 1.823, data_time: 0.006, memory: 6924, loss_aux: 0.9988, top1_acc: 0.6400, top5_acc: 0.8303, loss_cls: 1.5244, loss: 2.5233, grad_norm: 5.6494 2020-09-13 06:32:17,412 - mmaction - INFO - Epoch [135][600/940] lr: 4.000e-04, eta: 7:22:10, time: 1.823, data_time: 0.006, memory: 6924, loss_aux: 1.0167, top1_acc: 0.6326, top5_acc: 0.8262, loss_cls: 1.5574, loss: 2.5742, grad_norm: 5.6498 2020-09-13 06:32:53,363 - mmaction - INFO - Epoch [135][620/940] lr: 4.000e-04, eta: 7:21:33, time: 1.798, data_time: 0.006, memory: 6924, loss_aux: 0.9995, top1_acc: 0.6371, top5_acc: 0.8242, loss_cls: 1.5473, loss: 2.5468, grad_norm: 5.7098 2020-09-13 06:33:30,508 - mmaction - INFO - Epoch [135][640/940] lr: 4.000e-04, eta: 7:20:56, time: 1.859, data_time: 0.006, memory: 6924, loss_aux: 1.0112, top1_acc: 0.6307, top5_acc: 0.8262, loss_cls: 1.5558, loss: 2.5669, grad_norm: 5.7580 2020-09-13 06:34:06,828 - mmaction - INFO - Epoch [135][660/940] lr: 4.000e-04, eta: 7:20:19, time: 1.814, data_time: 0.006, memory: 6924, loss_aux: 0.9646, top1_acc: 0.6559, top5_acc: 0.8389, loss_cls: 1.4748, loss: 2.4394, grad_norm: 5.6028 2020-09-13 06:34:42,943 - mmaction - INFO - Epoch [135][680/940] lr: 4.000e-04, eta: 7:19:42, time: 1.808, data_time: 0.006, memory: 6924, loss_aux: 0.9763, top1_acc: 0.6508, top5_acc: 0.8334, loss_cls: 1.4958, loss: 2.4721, grad_norm: 5.5945 2020-09-13 06:35:19,364 - mmaction - INFO - Epoch [135][700/940] lr: 4.000e-04, eta: 7:19:06, time: 1.819, data_time: 0.006, memory: 6924, loss_aux: 1.0006, top1_acc: 0.6340, top5_acc: 0.8244, loss_cls: 1.5352, loss: 2.5359, grad_norm: 5.6858 2020-09-13 06:35:56,060 - mmaction - INFO - Epoch [135][720/940] lr: 4.000e-04, eta: 7:18:29, time: 1.836, data_time: 0.006, memory: 6924, loss_aux: 0.9848, top1_acc: 0.6441, top5_acc: 0.8299, loss_cls: 1.5310, loss: 2.5158, grad_norm: 5.8295 2020-09-13 06:36:32,762 - mmaction - INFO - Epoch [135][740/940] lr: 4.000e-04, eta: 7:17:52, time: 1.833, data_time: 0.007, memory: 6924, loss_aux: 0.9986, top1_acc: 0.6336, top5_acc: 0.8246, loss_cls: 1.5559, loss: 2.5545, grad_norm: 5.8047 2020-09-13 06:37:08,607 - mmaction - INFO - Epoch [135][760/940] lr: 4.000e-04, eta: 7:17:15, time: 1.794, data_time: 0.006, memory: 6924, loss_aux: 0.9526, top1_acc: 0.6561, top5_acc: 0.8363, loss_cls: 1.4599, loss: 2.4124, grad_norm: 5.5599 2020-09-13 06:37:45,681 - mmaction - INFO - Epoch [135][780/940] lr: 4.000e-04, eta: 7:16:39, time: 1.852, data_time: 0.006, memory: 6924, loss_aux: 1.0082, top1_acc: 0.6287, top5_acc: 0.8258, loss_cls: 1.5575, loss: 2.5657, grad_norm: 5.7550 2020-09-13 06:38:22,231 - mmaction - INFO - Epoch [135][800/940] lr: 4.000e-04, eta: 7:16:02, time: 1.830, data_time: 0.006, memory: 6924, loss_aux: 0.9777, top1_acc: 0.6439, top5_acc: 0.8328, loss_cls: 1.5141, loss: 2.4918, grad_norm: 5.6923 2020-09-13 06:38:59,085 - mmaction - INFO - Epoch [135][820/940] lr: 4.000e-04, eta: 7:15:25, time: 1.841, data_time: 0.005, memory: 6924, loss_aux: 1.0115, top1_acc: 0.6311, top5_acc: 0.8238, loss_cls: 1.5576, loss: 2.5691, grad_norm: 5.7029 2020-09-13 06:39:35,561 - mmaction - INFO - Epoch [135][840/940] lr: 4.000e-04, eta: 7:14:48, time: 1.826, data_time: 0.006, memory: 6924, loss_aux: 0.9871, top1_acc: 0.6328, top5_acc: 0.8328, loss_cls: 1.5176, loss: 2.5048, grad_norm: 5.7150 2020-09-13 06:40:12,049 - mmaction - INFO - Epoch [135][860/940] lr: 4.000e-04, eta: 7:14:12, time: 1.821, data_time: 0.006, memory: 6924, loss_aux: 0.9757, top1_acc: 0.6408, top5_acc: 0.8348, loss_cls: 1.5101, loss: 2.4857, grad_norm: 5.7128 2020-09-13 06:40:49,031 - mmaction - INFO - Epoch [135][880/940] lr: 4.000e-04, eta: 7:13:35, time: 1.852, data_time: 0.005, memory: 6924, loss_aux: 0.9939, top1_acc: 0.6377, top5_acc: 0.8307, loss_cls: 1.5246, loss: 2.5185, grad_norm: 5.7589 2020-09-13 06:41:26,346 - mmaction - INFO - Epoch [135][900/940] lr: 4.000e-04, eta: 7:12:58, time: 1.864, data_time: 0.005, memory: 6924, loss_aux: 0.9777, top1_acc: 0.6434, top5_acc: 0.8383, loss_cls: 1.5013, loss: 2.4791, grad_norm: 5.6249 2020-09-13 06:42:03,101 - mmaction - INFO - Epoch [135][920/940] lr: 4.000e-04, eta: 7:12:21, time: 1.839, data_time: 0.005, memory: 6924, loss_aux: 0.9876, top1_acc: 0.6336, top5_acc: 0.8273, loss_cls: 1.5240, loss: 2.5116, grad_norm: 5.6394 2020-09-13 06:42:39,222 - mmaction - INFO - Epoch [135][940/940] lr: 4.000e-04, eta: 7:11:45, time: 1.806, data_time: 0.007, memory: 6924, loss_aux: 0.9857, top1_acc: 0.6418, top5_acc: 0.8287, loss_cls: 1.5443, loss: 2.5300, grad_norm: 5.8950 2020-09-13 06:42:39,711 - mmaction - INFO - Saving checkpoint at 135 epochs 2020-09-13 06:43:23,523 - mmaction - INFO - Epoch [136][20/940] lr: 4.000e-04, eta: 7:11:08, time: 1.934, data_time: 0.446, memory: 6924, loss_aux: 0.9804, top1_acc: 0.6426, top5_acc: 0.8297, loss_cls: 1.5075, loss: 2.4879, grad_norm: 5.6556 2020-09-13 06:43:59,112 - mmaction - INFO - Epoch [136][40/940] lr: 4.000e-04, eta: 7:10:31, time: 1.782, data_time: 0.006, memory: 6924, loss_aux: 1.0003, top1_acc: 0.6381, top5_acc: 0.8260, loss_cls: 1.5419, loss: 2.5422, grad_norm: 5.7293 2020-09-13 06:44:34,582 - mmaction - INFO - Epoch [136][60/940] lr: 4.000e-04, eta: 7:09:54, time: 1.772, data_time: 0.006, memory: 6924, loss_aux: 0.9678, top1_acc: 0.6344, top5_acc: 0.8387, loss_cls: 1.4857, loss: 2.4535, grad_norm: 5.6485 2020-09-13 06:45:12,039 - mmaction - INFO - Epoch [136][80/940] lr: 4.000e-04, eta: 7:09:18, time: 1.873, data_time: 0.006, memory: 6924, loss_aux: 0.9859, top1_acc: 0.6406, top5_acc: 0.8336, loss_cls: 1.5111, loss: 2.4970, grad_norm: 5.6153 2020-09-13 06:45:48,684 - mmaction - INFO - Epoch [136][100/940] lr: 4.000e-04, eta: 7:08:41, time: 1.834, data_time: 0.005, memory: 6924, loss_aux: 0.9784, top1_acc: 0.6426, top5_acc: 0.8408, loss_cls: 1.4987, loss: 2.4770, grad_norm: 5.7394 2020-09-13 06:46:25,988 - mmaction - INFO - Epoch [136][120/940] lr: 4.000e-04, eta: 7:08:04, time: 1.864, data_time: 0.006, memory: 6924, loss_aux: 0.9756, top1_acc: 0.6408, top5_acc: 0.8270, loss_cls: 1.5215, loss: 2.4971, grad_norm: 5.7066 2020-09-13 06:47:03,295 - mmaction - INFO - Epoch [136][140/940] lr: 4.000e-04, eta: 7:07:28, time: 1.867, data_time: 0.006, memory: 6924, loss_aux: 0.9838, top1_acc: 0.6461, top5_acc: 0.8354, loss_cls: 1.4963, loss: 2.4800, grad_norm: 5.6512 2020-09-13 06:47:39,739 - mmaction - INFO - Epoch [136][160/940] lr: 4.000e-04, eta: 7:06:51, time: 1.820, data_time: 0.005, memory: 6924, loss_aux: 0.9898, top1_acc: 0.6273, top5_acc: 0.8289, loss_cls: 1.5395, loss: 2.5294, grad_norm: 5.6749 2020-09-13 06:48:16,632 - mmaction - INFO - Epoch [136][180/940] lr: 4.000e-04, eta: 7:06:14, time: 1.847, data_time: 0.006, memory: 6924, loss_aux: 0.9745, top1_acc: 0.6396, top5_acc: 0.8393, loss_cls: 1.4935, loss: 2.4680, grad_norm: 5.7063 2020-09-13 06:48:54,697 - mmaction - INFO - Epoch [136][200/940] lr: 4.000e-04, eta: 7:05:37, time: 1.902, data_time: 0.005, memory: 6924, loss_aux: 0.9747, top1_acc: 0.6441, top5_acc: 0.8338, loss_cls: 1.5101, loss: 2.4848, grad_norm: 5.7396 2020-09-13 06:49:31,149 - mmaction - INFO - Epoch [136][220/940] lr: 4.000e-04, eta: 7:05:01, time: 1.824, data_time: 0.006, memory: 6924, loss_aux: 1.0004, top1_acc: 0.6322, top5_acc: 0.8307, loss_cls: 1.5431, loss: 2.5435, grad_norm: 5.7394 2020-09-13 06:50:08,717 - mmaction - INFO - Epoch [136][240/940] lr: 4.000e-04, eta: 7:04:24, time: 1.878, data_time: 0.006, memory: 6924, loss_aux: 0.9876, top1_acc: 0.6412, top5_acc: 0.8367, loss_cls: 1.5098, loss: 2.4974, grad_norm: 5.6850 2020-09-13 06:50:45,035 - mmaction - INFO - Epoch [136][260/940] lr: 4.000e-04, eta: 7:03:47, time: 1.816, data_time: 0.002, memory: 6924, loss_aux: 1.0037, top1_acc: 0.6271, top5_acc: 0.8318, loss_cls: 1.5541, loss: 2.5578, grad_norm: 5.7213 2020-09-13 06:51:21,929 - mmaction - INFO - Epoch [136][280/940] lr: 4.000e-04, eta: 7:03:11, time: 1.843, data_time: 0.005, memory: 6924, loss_aux: 1.0121, top1_acc: 0.6367, top5_acc: 0.8268, loss_cls: 1.5519, loss: 2.5641, grad_norm: 5.7486 2020-09-13 06:51:58,645 - mmaction - INFO - Epoch [136][300/940] lr: 4.000e-04, eta: 7:02:34, time: 1.836, data_time: 0.006, memory: 6924, loss_aux: 0.9979, top1_acc: 0.6311, top5_acc: 0.8285, loss_cls: 1.5554, loss: 2.5532, grad_norm: 5.6774 2020-09-13 06:52:35,800 - mmaction - INFO - Epoch [136][320/940] lr: 4.000e-04, eta: 7:01:57, time: 1.860, data_time: 0.008, memory: 6924, loss_aux: 0.9714, top1_acc: 0.6398, top5_acc: 0.8396, loss_cls: 1.4905, loss: 2.4619, grad_norm: 5.6861 2020-09-13 06:53:12,761 - mmaction - INFO - Epoch [136][340/940] lr: 4.000e-04, eta: 7:01:20, time: 1.848, data_time: 0.002, memory: 6924, loss_aux: 0.9831, top1_acc: 0.6318, top5_acc: 0.8299, loss_cls: 1.5212, loss: 2.5043, grad_norm: 5.7418 2020-09-13 06:53:49,908 - mmaction - INFO - Epoch [136][360/940] lr: 4.000e-04, eta: 7:00:44, time: 1.856, data_time: 0.007, memory: 6924, loss_aux: 0.9753, top1_acc: 0.6457, top5_acc: 0.8410, loss_cls: 1.4808, loss: 2.4562, grad_norm: 5.6802 2020-09-13 06:54:27,266 - mmaction - INFO - Epoch [136][380/940] lr: 4.000e-04, eta: 7:00:07, time: 1.869, data_time: 0.006, memory: 6924, loss_aux: 0.9831, top1_acc: 0.6346, top5_acc: 0.8326, loss_cls: 1.5218, loss: 2.5049, grad_norm: 5.7527 2020-09-13 06:55:04,283 - mmaction - INFO - Epoch [136][400/940] lr: 4.000e-04, eta: 6:59:30, time: 1.851, data_time: 0.006, memory: 6924, loss_aux: 0.9792, top1_acc: 0.6434, top5_acc: 0.8307, loss_cls: 1.5106, loss: 2.4898, grad_norm: 5.7035 2020-09-13 06:55:41,729 - mmaction - INFO - Epoch [136][420/940] lr: 4.000e-04, eta: 6:58:54, time: 1.873, data_time: 0.003, memory: 6924, loss_aux: 0.9985, top1_acc: 0.6285, top5_acc: 0.8293, loss_cls: 1.5426, loss: 2.5411, grad_norm: 5.6570 2020-09-13 06:56:19,626 - mmaction - INFO - Epoch [136][440/940] lr: 4.000e-04, eta: 6:58:17, time: 1.893, data_time: 0.006, memory: 6924, loss_aux: 0.9804, top1_acc: 0.6408, top5_acc: 0.8326, loss_cls: 1.5104, loss: 2.4907, grad_norm: 5.5759 2020-09-13 06:56:55,876 - mmaction - INFO - Epoch [136][460/940] lr: 4.000e-04, eta: 6:57:40, time: 1.814, data_time: 0.006, memory: 6924, loss_aux: 0.9949, top1_acc: 0.6330, top5_acc: 0.8303, loss_cls: 1.5446, loss: 2.5396, grad_norm: 5.7789 2020-09-13 06:57:32,654 - mmaction - INFO - Epoch [136][480/940] lr: 4.000e-04, eta: 6:57:03, time: 1.837, data_time: 0.005, memory: 6924, loss_aux: 0.9790, top1_acc: 0.6371, top5_acc: 0.8385, loss_cls: 1.5177, loss: 2.4967, grad_norm: 5.6730 2020-09-13 06:58:09,887 - mmaction - INFO - Epoch [136][500/940] lr: 4.000e-04, eta: 6:56:27, time: 1.863, data_time: 0.006, memory: 6924, loss_aux: 0.9620, top1_acc: 0.6461, top5_acc: 0.8414, loss_cls: 1.4680, loss: 2.4300, grad_norm: 5.6603 2020-09-13 06:58:46,736 - mmaction - INFO - Epoch [136][520/940] lr: 4.000e-04, eta: 6:55:50, time: 1.841, data_time: 0.006, memory: 6924, loss_aux: 0.9761, top1_acc: 0.6377, top5_acc: 0.8350, loss_cls: 1.4977, loss: 2.4738, grad_norm: 5.7303 2020-09-13 06:59:24,418 - mmaction - INFO - Epoch [136][540/940] lr: 4.000e-04, eta: 6:55:13, time: 1.886, data_time: 0.005, memory: 6924, loss_aux: 0.9832, top1_acc: 0.6373, top5_acc: 0.8346, loss_cls: 1.5000, loss: 2.4832, grad_norm: 5.6959 2020-09-13 07:00:00,890 - mmaction - INFO - Epoch [136][560/940] lr: 4.000e-04, eta: 6:54:37, time: 1.822, data_time: 0.005, memory: 6924, loss_aux: 0.9773, top1_acc: 0.6535, top5_acc: 0.8326, loss_cls: 1.5058, loss: 2.4831, grad_norm: 5.7044 2020-09-13 07:00:39,354 - mmaction - INFO - Epoch [136][580/940] lr: 4.000e-04, eta: 6:54:00, time: 1.919, data_time: 0.005, memory: 6924, loss_aux: 1.0063, top1_acc: 0.6326, top5_acc: 0.8209, loss_cls: 1.5568, loss: 2.5631, grad_norm: 5.7658 2020-09-13 07:01:16,285 - mmaction - INFO - Epoch [136][600/940] lr: 4.000e-04, eta: 6:53:23, time: 1.851, data_time: 0.019, memory: 6924, loss_aux: 0.9620, top1_acc: 0.6562, top5_acc: 0.8383, loss_cls: 1.4686, loss: 2.4306, grad_norm: 5.6052 2020-09-13 07:01:53,515 - mmaction - INFO - Epoch [136][620/940] lr: 4.000e-04, eta: 6:52:47, time: 1.863, data_time: 0.006, memory: 6924, loss_aux: 0.9928, top1_acc: 0.6408, top5_acc: 0.8377, loss_cls: 1.5016, loss: 2.4944, grad_norm: 5.7904 2020-09-13 07:02:30,950 - mmaction - INFO - Epoch [136][640/940] lr: 4.000e-04, eta: 6:52:10, time: 1.872, data_time: 0.007, memory: 6924, loss_aux: 0.9600, top1_acc: 0.6406, top5_acc: 0.8367, loss_cls: 1.4795, loss: 2.4395, grad_norm: 5.6572 2020-09-13 07:03:07,546 - mmaction - INFO - Epoch [136][660/940] lr: 4.000e-04, eta: 6:51:33, time: 1.829, data_time: 0.004, memory: 6924, loss_aux: 0.9852, top1_acc: 0.6379, top5_acc: 0.8283, loss_cls: 1.5346, loss: 2.5198, grad_norm: 5.7640 2020-09-13 07:03:45,001 - mmaction - INFO - Epoch [136][680/940] lr: 4.000e-04, eta: 6:50:56, time: 1.871, data_time: 0.007, memory: 6924, loss_aux: 0.9971, top1_acc: 0.6400, top5_acc: 0.8199, loss_cls: 1.5627, loss: 2.5598, grad_norm: 5.7522 2020-09-13 07:04:22,934 - mmaction - INFO - Epoch [136][700/940] lr: 4.000e-04, eta: 6:50:20, time: 1.898, data_time: 0.005, memory: 6924, loss_aux: 1.0073, top1_acc: 0.6346, top5_acc: 0.8336, loss_cls: 1.5354, loss: 2.5428, grad_norm: 5.6913 2020-09-13 07:05:00,297 - mmaction - INFO - Epoch [136][720/940] lr: 4.000e-04, eta: 6:49:43, time: 1.865, data_time: 0.007, memory: 6924, loss_aux: 0.9730, top1_acc: 0.6412, top5_acc: 0.8398, loss_cls: 1.4837, loss: 2.4567, grad_norm: 5.7670 2020-09-13 07:05:37,316 - mmaction - INFO - Epoch [136][740/940] lr: 4.000e-04, eta: 6:49:06, time: 1.854, data_time: 0.007, memory: 6924, loss_aux: 0.9967, top1_acc: 0.6332, top5_acc: 0.8250, loss_cls: 1.5477, loss: 2.5445, grad_norm: 5.7927 2020-09-13 07:06:14,348 - mmaction - INFO - Epoch [136][760/940] lr: 4.000e-04, eta: 6:48:30, time: 1.850, data_time: 0.006, memory: 6924, loss_aux: 0.9634, top1_acc: 0.6457, top5_acc: 0.8395, loss_cls: 1.4750, loss: 2.4384, grad_norm: 5.6671 2020-09-13 07:06:51,612 - mmaction - INFO - Epoch [136][780/940] lr: 4.000e-04, eta: 6:47:53, time: 1.865, data_time: 0.006, memory: 6924, loss_aux: 0.9786, top1_acc: 0.6363, top5_acc: 0.8318, loss_cls: 1.5179, loss: 2.4965, grad_norm: 5.6892 2020-09-13 07:07:28,680 - mmaction - INFO - Epoch [136][800/940] lr: 4.000e-04, eta: 6:47:16, time: 1.852, data_time: 0.005, memory: 6924, loss_aux: 0.9820, top1_acc: 0.6451, top5_acc: 0.8377, loss_cls: 1.4919, loss: 2.4740, grad_norm: 5.5855 2020-09-13 07:08:06,278 - mmaction - INFO - Epoch [136][820/940] lr: 4.000e-04, eta: 6:46:40, time: 1.882, data_time: 0.006, memory: 6924, loss_aux: 1.0034, top1_acc: 0.6332, top5_acc: 0.8256, loss_cls: 1.5403, loss: 2.5437, grad_norm: 5.7127 2020-09-13 07:08:43,188 - mmaction - INFO - Epoch [136][840/940] lr: 4.000e-04, eta: 6:46:03, time: 1.843, data_time: 0.007, memory: 6924, loss_aux: 0.9863, top1_acc: 0.6268, top5_acc: 0.8334, loss_cls: 1.5310, loss: 2.5172, grad_norm: 5.8013 2020-09-13 07:09:20,028 - mmaction - INFO - Epoch [136][860/940] lr: 4.000e-04, eta: 6:45:26, time: 1.844, data_time: 0.005, memory: 6924, loss_aux: 0.9688, top1_acc: 0.6465, top5_acc: 0.8336, loss_cls: 1.4893, loss: 2.4580, grad_norm: 5.6477 2020-09-13 07:09:57,265 - mmaction - INFO - Epoch [136][880/940] lr: 4.000e-04, eta: 6:44:49, time: 1.860, data_time: 0.006, memory: 6924, loss_aux: 1.0038, top1_acc: 0.6383, top5_acc: 0.8311, loss_cls: 1.5449, loss: 2.5488, grad_norm: 5.8454 2020-09-13 07:10:34,289 - mmaction - INFO - Epoch [136][900/940] lr: 4.000e-04, eta: 6:44:13, time: 1.853, data_time: 0.005, memory: 6924, loss_aux: 1.0124, top1_acc: 0.6191, top5_acc: 0.8225, loss_cls: 1.5894, loss: 2.6018, grad_norm: 5.8269 2020-09-13 07:11:11,693 - mmaction - INFO - Epoch [136][920/940] lr: 4.000e-04, eta: 6:43:36, time: 1.869, data_time: 0.006, memory: 6924, loss_aux: 0.9790, top1_acc: 0.6369, top5_acc: 0.8326, loss_cls: 1.5235, loss: 2.5025, grad_norm: 5.7514 2020-09-13 07:11:48,047 - mmaction - INFO - Epoch [136][940/940] lr: 4.000e-04, eta: 6:42:59, time: 1.818, data_time: 0.006, memory: 6924, loss_aux: 0.9929, top1_acc: 0.6325, top5_acc: 0.8320, loss_cls: 1.5202, loss: 2.5131, grad_norm: 5.8390 2020-09-13 07:11:48,566 - mmaction - INFO - Saving checkpoint at 136 epochs 2020-09-13 07:12:32,738 - mmaction - INFO - Epoch [137][20/940] lr: 4.000e-04, eta: 6:42:23, time: 2.025, data_time: 0.609, memory: 6924, loss_aux: 0.9672, top1_acc: 0.6426, top5_acc: 0.8361, loss_cls: 1.4880, loss: 2.4553, grad_norm: 5.7420 2020-09-13 07:13:06,818 - mmaction - INFO - Epoch [137][40/940] lr: 4.000e-04, eta: 6:41:46, time: 1.704, data_time: 0.002, memory: 6924, loss_aux: 0.9774, top1_acc: 0.6451, top5_acc: 0.8285, loss_cls: 1.5126, loss: 2.4900, grad_norm: 5.7296 2020-09-13 07:13:43,711 - mmaction - INFO - Epoch [137][60/940] lr: 4.000e-04, eta: 6:41:09, time: 1.843, data_time: 0.005, memory: 6924, loss_aux: 0.9762, top1_acc: 0.6432, top5_acc: 0.8268, loss_cls: 1.5175, loss: 2.4937, grad_norm: 5.6677 2020-09-13 07:14:20,782 - mmaction - INFO - Epoch [137][80/940] lr: 4.000e-04, eta: 6:40:32, time: 1.855, data_time: 0.006, memory: 6924, loss_aux: 0.9562, top1_acc: 0.6580, top5_acc: 0.8434, loss_cls: 1.4440, loss: 2.4002, grad_norm: 5.5291 2020-09-13 07:14:58,167 - mmaction - INFO - Epoch [137][100/940] lr: 4.000e-04, eta: 6:39:56, time: 1.867, data_time: 0.006, memory: 6924, loss_aux: 0.9723, top1_acc: 0.6506, top5_acc: 0.8379, loss_cls: 1.4898, loss: 2.4620, grad_norm: 5.7237 2020-09-13 07:15:35,761 - mmaction - INFO - Epoch [137][120/940] lr: 4.000e-04, eta: 6:39:19, time: 1.882, data_time: 0.006, memory: 6924, loss_aux: 0.9857, top1_acc: 0.6377, top5_acc: 0.8381, loss_cls: 1.5045, loss: 2.4902, grad_norm: 5.7093 2020-09-13 07:16:13,830 - mmaction - INFO - Epoch [137][140/940] lr: 4.000e-04, eta: 6:38:43, time: 1.903, data_time: 0.002, memory: 6924, loss_aux: 0.9726, top1_acc: 0.6395, top5_acc: 0.8336, loss_cls: 1.5241, loss: 2.4967, grad_norm: 5.7510 2020-09-13 07:16:51,059 - mmaction - INFO - Epoch [137][160/940] lr: 4.000e-04, eta: 6:38:06, time: 1.859, data_time: 0.005, memory: 6924, loss_aux: 0.9945, top1_acc: 0.6334, top5_acc: 0.8264, loss_cls: 1.5421, loss: 2.5366, grad_norm: 5.6435 2020-09-13 07:17:27,649 - mmaction - INFO - Epoch [137][180/940] lr: 4.000e-04, eta: 6:37:29, time: 1.832, data_time: 0.006, memory: 6924, loss_aux: 0.9806, top1_acc: 0.6457, top5_acc: 0.8365, loss_cls: 1.4816, loss: 2.4622, grad_norm: 5.6961 2020-09-13 07:18:05,783 - mmaction - INFO - Epoch [137][200/940] lr: 4.000e-04, eta: 6:36:52, time: 1.905, data_time: 0.005, memory: 6924, loss_aux: 0.9812, top1_acc: 0.6463, top5_acc: 0.8342, loss_cls: 1.4999, loss: 2.4810, grad_norm: 5.6709 2020-09-13 07:18:42,325 - mmaction - INFO - Epoch [137][220/940] lr: 4.000e-04, eta: 6:36:16, time: 1.829, data_time: 0.006, memory: 6924, loss_aux: 1.0185, top1_acc: 0.6242, top5_acc: 0.8252, loss_cls: 1.5796, loss: 2.5981, grad_norm: 5.7127 2020-09-13 07:19:20,057 - mmaction - INFO - Epoch [137][240/940] lr: 4.000e-04, eta: 6:35:39, time: 1.885, data_time: 0.005, memory: 6924, loss_aux: 1.0012, top1_acc: 0.6371, top5_acc: 0.8250, loss_cls: 1.5607, loss: 2.5619, grad_norm: 5.5982 2020-09-13 07:19:56,734 - mmaction - INFO - Epoch [137][260/940] lr: 4.000e-04, eta: 6:35:02, time: 1.835, data_time: 0.005, memory: 6924, loss_aux: 0.9707, top1_acc: 0.6443, top5_acc: 0.8334, loss_cls: 1.4918, loss: 2.4625, grad_norm: 5.6385 2020-09-13 07:20:34,235 - mmaction - INFO - Epoch [137][280/940] lr: 4.000e-04, eta: 6:34:26, time: 1.873, data_time: 0.007, memory: 6924, loss_aux: 0.9877, top1_acc: 0.6414, top5_acc: 0.8299, loss_cls: 1.5211, loss: 2.5088, grad_norm: 5.7339 2020-09-13 07:21:13,253 - mmaction - INFO - Epoch [137][300/940] lr: 4.000e-04, eta: 6:33:49, time: 1.953, data_time: 0.005, memory: 6924, loss_aux: 0.9760, top1_acc: 0.6416, top5_acc: 0.8357, loss_cls: 1.5093, loss: 2.4853, grad_norm: 5.7431 2020-09-13 07:21:49,423 - mmaction - INFO - Epoch [137][320/940] lr: 4.000e-04, eta: 6:33:12, time: 1.807, data_time: 0.006, memory: 6924, loss_aux: 0.9762, top1_acc: 0.6402, top5_acc: 0.8320, loss_cls: 1.5166, loss: 2.4928, grad_norm: 5.6987 2020-09-13 07:22:26,476 - mmaction - INFO - Epoch [137][340/940] lr: 4.000e-04, eta: 6:32:36, time: 1.852, data_time: 0.005, memory: 6924, loss_aux: 0.9960, top1_acc: 0.6367, top5_acc: 0.8318, loss_cls: 1.5392, loss: 2.5352, grad_norm: 5.7528 2020-09-13 07:23:03,708 - mmaction - INFO - Epoch [137][360/940] lr: 4.000e-04, eta: 6:31:59, time: 1.863, data_time: 0.006, memory: 6924, loss_aux: 0.9709, top1_acc: 0.6336, top5_acc: 0.8379, loss_cls: 1.4974, loss: 2.4683, grad_norm: 5.6655 2020-09-13 07:23:41,284 - mmaction - INFO - Epoch [137][380/940] lr: 4.000e-04, eta: 6:31:22, time: 1.878, data_time: 0.008, memory: 6924, loss_aux: 0.9872, top1_acc: 0.6369, top5_acc: 0.8357, loss_cls: 1.5223, loss: 2.5095, grad_norm: 5.8137 2020-09-13 07:24:18,534 - mmaction - INFO - Epoch [137][400/940] lr: 4.000e-04, eta: 6:30:45, time: 1.865, data_time: 0.006, memory: 6924, loss_aux: 0.9995, top1_acc: 0.6338, top5_acc: 0.8334, loss_cls: 1.5244, loss: 2.5238, grad_norm: 5.7195 2020-09-13 07:24:55,160 - mmaction - INFO - Epoch [137][420/940] lr: 4.000e-04, eta: 6:30:09, time: 1.829, data_time: 0.005, memory: 6924, loss_aux: 0.9713, top1_acc: 0.6447, top5_acc: 0.8346, loss_cls: 1.4955, loss: 2.4668, grad_norm: 5.6637 2020-09-13 07:25:32,672 - mmaction - INFO - Epoch [137][440/940] lr: 4.000e-04, eta: 6:29:32, time: 1.878, data_time: 0.005, memory: 6924, loss_aux: 0.9869, top1_acc: 0.6389, top5_acc: 0.8336, loss_cls: 1.5180, loss: 2.5049, grad_norm: 5.7699 2020-09-13 07:26:10,177 - mmaction - INFO - Epoch [137][460/940] lr: 4.000e-04, eta: 6:28:55, time: 1.874, data_time: 0.006, memory: 6924, loss_aux: 0.9715, top1_acc: 0.6396, top5_acc: 0.8338, loss_cls: 1.4966, loss: 2.4681, grad_norm: 5.6780 2020-09-13 07:26:47,093 - mmaction - INFO - Epoch [137][480/940] lr: 4.000e-04, eta: 6:28:19, time: 1.847, data_time: 0.005, memory: 6924, loss_aux: 0.9877, top1_acc: 0.6430, top5_acc: 0.8287, loss_cls: 1.5252, loss: 2.5128, grad_norm: 5.7894 2020-09-13 07:27:24,909 - mmaction - INFO - Epoch [137][500/940] lr: 4.000e-04, eta: 6:27:42, time: 1.889, data_time: 0.006, memory: 6924, loss_aux: 0.9914, top1_acc: 0.6430, top5_acc: 0.8289, loss_cls: 1.5139, loss: 2.5053, grad_norm: 5.6663 2020-09-13 07:28:02,046 - mmaction - INFO - Epoch [137][520/940] lr: 4.000e-04, eta: 6:27:05, time: 1.859, data_time: 0.006, memory: 6924, loss_aux: 0.9717, top1_acc: 0.6432, top5_acc: 0.8439, loss_cls: 1.4660, loss: 2.4377, grad_norm: 5.6392 2020-09-13 07:28:39,109 - mmaction - INFO - Epoch [137][540/940] lr: 4.000e-04, eta: 6:26:29, time: 1.852, data_time: 0.006, memory: 6924, loss_aux: 0.9807, top1_acc: 0.6393, top5_acc: 0.8326, loss_cls: 1.5165, loss: 2.4972, grad_norm: 5.7883 2020-09-13 07:29:16,105 - mmaction - INFO - Epoch [137][560/940] lr: 4.000e-04, eta: 6:25:52, time: 1.851, data_time: 0.005, memory: 6924, loss_aux: 0.9619, top1_acc: 0.6496, top5_acc: 0.8381, loss_cls: 1.4713, loss: 2.4332, grad_norm: 5.7972 2020-09-13 07:29:53,198 - mmaction - INFO - Epoch [137][580/940] lr: 4.000e-04, eta: 6:25:15, time: 1.853, data_time: 0.006, memory: 6924, loss_aux: 0.9894, top1_acc: 0.6398, top5_acc: 0.8277, loss_cls: 1.5302, loss: 2.5196, grad_norm: 5.7237 2020-09-13 07:30:30,285 - mmaction - INFO - Epoch [137][600/940] lr: 4.000e-04, eta: 6:24:38, time: 1.856, data_time: 0.006, memory: 6924, loss_aux: 0.9623, top1_acc: 0.6424, top5_acc: 0.8371, loss_cls: 1.4736, loss: 2.4360, grad_norm: 5.7147 2020-09-13 07:31:07,712 - mmaction - INFO - Epoch [137][620/940] lr: 4.000e-04, eta: 6:24:02, time: 1.869, data_time: 0.006, memory: 6924, loss_aux: 0.9924, top1_acc: 0.6410, top5_acc: 0.8275, loss_cls: 1.5353, loss: 2.5276, grad_norm: 5.7723 2020-09-13 07:31:45,127 - mmaction - INFO - Epoch [137][640/940] lr: 4.000e-04, eta: 6:23:25, time: 1.873, data_time: 0.006, memory: 6924, loss_aux: 0.9974, top1_acc: 0.6391, top5_acc: 0.8375, loss_cls: 1.5181, loss: 2.5156, grad_norm: 5.7154 2020-09-13 07:32:22,653 - mmaction - INFO - Epoch [137][660/940] lr: 4.000e-04, eta: 6:22:48, time: 1.874, data_time: 0.006, memory: 6924, loss_aux: 0.9526, top1_acc: 0.6490, top5_acc: 0.8434, loss_cls: 1.4528, loss: 2.4054, grad_norm: 5.6950 2020-09-13 07:33:00,119 - mmaction - INFO - Epoch [137][680/940] lr: 4.000e-04, eta: 6:22:12, time: 1.876, data_time: 0.006, memory: 6924, loss_aux: 1.0028, top1_acc: 0.6312, top5_acc: 0.8252, loss_cls: 1.5677, loss: 2.5705, grad_norm: 5.7460 2020-09-13 07:33:37,337 - mmaction - INFO - Epoch [137][700/940] lr: 4.000e-04, eta: 6:21:35, time: 1.859, data_time: 0.006, memory: 6924, loss_aux: 0.9600, top1_acc: 0.6484, top5_acc: 0.8359, loss_cls: 1.4758, loss: 2.4357, grad_norm: 5.6241 2020-09-13 07:34:14,736 - mmaction - INFO - Epoch [137][720/940] lr: 4.000e-04, eta: 6:20:58, time: 1.872, data_time: 0.006, memory: 6924, loss_aux: 0.9793, top1_acc: 0.6414, top5_acc: 0.8352, loss_cls: 1.5008, loss: 2.4801, grad_norm: 5.7382 2020-09-13 07:34:52,181 - mmaction - INFO - Epoch [137][740/940] lr: 4.000e-04, eta: 6:20:22, time: 1.871, data_time: 0.005, memory: 6924, loss_aux: 1.0056, top1_acc: 0.6246, top5_acc: 0.8232, loss_cls: 1.5582, loss: 2.5638, grad_norm: 5.8594 2020-09-13 07:35:29,488 - mmaction - INFO - Epoch [137][760/940] lr: 4.000e-04, eta: 6:19:45, time: 1.865, data_time: 0.005, memory: 6924, loss_aux: 0.9978, top1_acc: 0.6381, top5_acc: 0.8268, loss_cls: 1.5427, loss: 2.5405, grad_norm: 5.8902 2020-09-13 07:36:06,572 - mmaction - INFO - Epoch [137][780/940] lr: 4.000e-04, eta: 6:19:08, time: 1.856, data_time: 0.005, memory: 6924, loss_aux: 1.0050, top1_acc: 0.6326, top5_acc: 0.8305, loss_cls: 1.5404, loss: 2.5453, grad_norm: 5.7670 2020-09-13 07:36:44,055 - mmaction - INFO - Epoch [137][800/940] lr: 4.000e-04, eta: 6:18:32, time: 1.872, data_time: 0.007, memory: 6924, loss_aux: 0.9718, top1_acc: 0.6443, top5_acc: 0.8414, loss_cls: 1.4744, loss: 2.4463, grad_norm: 5.6689 2020-09-13 07:37:21,434 - mmaction - INFO - Epoch [137][820/940] lr: 4.000e-04, eta: 6:17:55, time: 1.870, data_time: 0.006, memory: 6924, loss_aux: 0.9919, top1_acc: 0.6424, top5_acc: 0.8441, loss_cls: 1.5063, loss: 2.4982, grad_norm: 5.7802 2020-09-13 07:37:58,301 - mmaction - INFO - Epoch [137][840/940] lr: 4.000e-04, eta: 6:17:18, time: 1.842, data_time: 0.005, memory: 6924, loss_aux: 1.0042, top1_acc: 0.6326, top5_acc: 0.8260, loss_cls: 1.5512, loss: 2.5554, grad_norm: 5.7980 2020-09-13 07:38:35,299 - mmaction - INFO - Epoch [137][860/940] lr: 4.000e-04, eta: 6:16:41, time: 1.851, data_time: 0.005, memory: 6924, loss_aux: 0.9784, top1_acc: 0.6369, top5_acc: 0.8281, loss_cls: 1.5154, loss: 2.4938, grad_norm: 5.7622 2020-09-13 07:39:12,749 - mmaction - INFO - Epoch [137][880/940] lr: 4.000e-04, eta: 6:16:05, time: 1.871, data_time: 0.006, memory: 6924, loss_aux: 0.9875, top1_acc: 0.6391, top5_acc: 0.8289, loss_cls: 1.5196, loss: 2.5072, grad_norm: 5.7809 2020-09-13 07:39:50,378 - mmaction - INFO - Epoch [137][900/940] lr: 4.000e-04, eta: 6:15:28, time: 1.883, data_time: 0.006, memory: 6924, loss_aux: 0.9592, top1_acc: 0.6594, top5_acc: 0.8354, loss_cls: 1.4871, loss: 2.4463, grad_norm: 5.6727 2020-09-13 07:40:28,070 - mmaction - INFO - Epoch [137][920/940] lr: 4.000e-04, eta: 6:14:51, time: 1.883, data_time: 0.005, memory: 6924, loss_aux: 0.9742, top1_acc: 0.6406, top5_acc: 0.8377, loss_cls: 1.5091, loss: 2.4833, grad_norm: 5.7729 2020-09-13 07:41:03,848 - mmaction - INFO - Epoch [137][940/940] lr: 4.000e-04, eta: 6:14:14, time: 1.790, data_time: 0.006, memory: 6924, loss_aux: 0.9999, top1_acc: 0.6301, top5_acc: 0.8354, loss_cls: 1.5373, loss: 2.5372, grad_norm: 6.0107 2020-09-13 07:41:04,278 - mmaction - INFO - Saving checkpoint at 137 epochs 2020-09-13 07:41:48,987 - mmaction - INFO - Epoch [138][20/940] lr: 4.000e-04, eta: 6:13:38, time: 1.893, data_time: 0.388, memory: 6924, loss_aux: 0.9972, top1_acc: 0.6311, top5_acc: 0.8361, loss_cls: 1.5192, loss: 2.5164, grad_norm: 5.8266 2020-09-13 07:42:24,466 - mmaction - INFO - Epoch [138][40/940] lr: 4.000e-04, eta: 6:13:01, time: 1.776, data_time: 0.006, memory: 6924, loss_aux: 0.9530, top1_acc: 0.6455, top5_acc: 0.8396, loss_cls: 1.4592, loss: 2.4122, grad_norm: 5.6598 2020-09-13 07:43:01,325 - mmaction - INFO - Epoch [138][60/940] lr: 4.000e-04, eta: 6:12:24, time: 1.841, data_time: 0.006, memory: 6924, loss_aux: 0.9813, top1_acc: 0.6445, top5_acc: 0.8285, loss_cls: 1.5176, loss: 2.4988, grad_norm: 5.7408 2020-09-13 07:43:38,712 - mmaction - INFO - Epoch [138][80/940] lr: 4.000e-04, eta: 6:11:48, time: 1.871, data_time: 0.006, memory: 6924, loss_aux: 0.9842, top1_acc: 0.6389, top5_acc: 0.8369, loss_cls: 1.4952, loss: 2.4795, grad_norm: 5.8551 2020-09-13 07:44:15,501 - mmaction - INFO - Epoch [138][100/940] lr: 4.000e-04, eta: 6:11:11, time: 1.837, data_time: 0.007, memory: 6924, loss_aux: 0.9778, top1_acc: 0.6316, top5_acc: 0.8314, loss_cls: 1.5163, loss: 2.4941, grad_norm: 5.8084 2020-09-13 07:44:52,432 - mmaction - INFO - Epoch [138][120/940] lr: 4.000e-04, eta: 6:10:34, time: 1.849, data_time: 0.007, memory: 6924, loss_aux: 0.9883, top1_acc: 0.6461, top5_acc: 0.8289, loss_cls: 1.5193, loss: 2.5075, grad_norm: 5.7829 2020-09-13 07:45:30,174 - mmaction - INFO - Epoch [138][140/940] lr: 4.000e-04, eta: 6:09:57, time: 1.886, data_time: 0.006, memory: 6924, loss_aux: 0.9950, top1_acc: 0.6400, top5_acc: 0.8285, loss_cls: 1.5137, loss: 2.5087, grad_norm: 5.6924 2020-09-13 07:46:07,246 - mmaction - INFO - Epoch [138][160/940] lr: 4.000e-04, eta: 6:09:21, time: 1.853, data_time: 0.006, memory: 6924, loss_aux: 0.9799, top1_acc: 0.6424, top5_acc: 0.8322, loss_cls: 1.5078, loss: 2.4876, grad_norm: 5.6294 2020-09-13 07:46:44,516 - mmaction - INFO - Epoch [138][180/940] lr: 4.000e-04, eta: 6:08:44, time: 1.865, data_time: 0.006, memory: 6924, loss_aux: 0.9676, top1_acc: 0.6494, top5_acc: 0.8363, loss_cls: 1.4804, loss: 2.4481, grad_norm: 5.5432 2020-09-13 07:47:21,699 - mmaction - INFO - Epoch [138][200/940] lr: 4.000e-04, eta: 6:08:07, time: 1.858, data_time: 0.005, memory: 6924, loss_aux: 0.9948, top1_acc: 0.6396, top5_acc: 0.8256, loss_cls: 1.5291, loss: 2.5239, grad_norm: 5.7495 2020-09-13 07:47:58,830 - mmaction - INFO - Epoch [138][220/940] lr: 4.000e-04, eta: 6:07:31, time: 1.858, data_time: 0.006, memory: 6924, loss_aux: 0.9699, top1_acc: 0.6412, top5_acc: 0.8359, loss_cls: 1.4892, loss: 2.4591, grad_norm: 5.6560 2020-09-13 07:48:36,665 - mmaction - INFO - Epoch [138][240/940] lr: 4.000e-04, eta: 6:06:54, time: 1.890, data_time: 0.006, memory: 6924, loss_aux: 0.9702, top1_acc: 0.6467, top5_acc: 0.8369, loss_cls: 1.4938, loss: 2.4639, grad_norm: 5.7058 2020-09-13 07:49:13,190 - mmaction - INFO - Epoch [138][260/940] lr: 4.000e-04, eta: 6:06:17, time: 1.828, data_time: 0.006, memory: 6924, loss_aux: 0.9814, top1_acc: 0.6441, top5_acc: 0.8332, loss_cls: 1.5278, loss: 2.5092, grad_norm: 5.7190 2020-09-13 07:49:50,492 - mmaction - INFO - Epoch [138][280/940] lr: 4.000e-04, eta: 6:05:40, time: 1.863, data_time: 0.006, memory: 6924, loss_aux: 0.9977, top1_acc: 0.6363, top5_acc: 0.8305, loss_cls: 1.5514, loss: 2.5491, grad_norm: 5.7534 2020-09-13 07:50:27,481 - mmaction - INFO - Epoch [138][300/940] lr: 4.000e-04, eta: 6:05:04, time: 1.849, data_time: 0.006, memory: 6924, loss_aux: 0.9785, top1_acc: 0.6330, top5_acc: 0.8244, loss_cls: 1.5366, loss: 2.5151, grad_norm: 5.7338 2020-09-13 07:51:04,432 - mmaction - INFO - Epoch [138][320/940] lr: 4.000e-04, eta: 6:04:27, time: 1.850, data_time: 0.006, memory: 6924, loss_aux: 1.0054, top1_acc: 0.6453, top5_acc: 0.8291, loss_cls: 1.5548, loss: 2.5602, grad_norm: 5.7709 2020-09-13 07:51:41,715 - mmaction - INFO - Epoch [138][340/940] lr: 4.000e-04, eta: 6:03:50, time: 1.862, data_time: 0.005, memory: 6924, loss_aux: 0.9910, top1_acc: 0.6346, top5_acc: 0.8295, loss_cls: 1.5170, loss: 2.5080, grad_norm: 5.7135 2020-09-13 07:52:18,876 - mmaction - INFO - Epoch [138][360/940] lr: 4.000e-04, eta: 6:03:14, time: 1.860, data_time: 0.006, memory: 6924, loss_aux: 1.0057, top1_acc: 0.6422, top5_acc: 0.8236, loss_cls: 1.5515, loss: 2.5573, grad_norm: 5.7711 2020-09-13 07:52:56,023 - mmaction - INFO - Epoch [138][380/940] lr: 4.000e-04, eta: 6:02:37, time: 1.856, data_time: 0.007, memory: 6924, loss_aux: 0.9906, top1_acc: 0.6432, top5_acc: 0.8348, loss_cls: 1.5186, loss: 2.5092, grad_norm: 5.6721 2020-09-13 07:53:33,407 - mmaction - INFO - Epoch [138][400/940] lr: 4.000e-04, eta: 6:02:00, time: 1.871, data_time: 0.006, memory: 6924, loss_aux: 0.9731, top1_acc: 0.6447, top5_acc: 0.8301, loss_cls: 1.5112, loss: 2.4842, grad_norm: 5.7103 2020-09-13 07:54:10,597 - mmaction - INFO - Epoch [138][420/940] lr: 4.000e-04, eta: 6:01:23, time: 1.858, data_time: 0.005, memory: 6924, loss_aux: 0.9807, top1_acc: 0.6414, top5_acc: 0.8355, loss_cls: 1.5014, loss: 2.4821, grad_norm: 5.7025 2020-09-13 07:54:47,203 - mmaction - INFO - Epoch [138][440/940] lr: 4.000e-04, eta: 6:00:47, time: 1.832, data_time: 0.006, memory: 6924, loss_aux: 0.9786, top1_acc: 0.6408, top5_acc: 0.8377, loss_cls: 1.5112, loss: 2.4899, grad_norm: 5.7404 2020-09-13 07:55:24,608 - mmaction - INFO - Epoch [138][460/940] lr: 4.000e-04, eta: 6:00:10, time: 1.868, data_time: 0.006, memory: 6924, loss_aux: 0.9875, top1_acc: 0.6367, top5_acc: 0.8287, loss_cls: 1.5138, loss: 2.5012, grad_norm: 5.7332 2020-09-13 07:56:01,407 - mmaction - INFO - Epoch [138][480/940] lr: 4.000e-04, eta: 5:59:33, time: 1.842, data_time: 0.006, memory: 6924, loss_aux: 0.9841, top1_acc: 0.6295, top5_acc: 0.8357, loss_cls: 1.5171, loss: 2.5011, grad_norm: 5.8522 2020-09-13 07:56:39,055 - mmaction - INFO - Epoch [138][500/940] lr: 4.000e-04, eta: 5:58:57, time: 1.881, data_time: 0.006, memory: 6924, loss_aux: 0.9912, top1_acc: 0.6385, top5_acc: 0.8305, loss_cls: 1.5244, loss: 2.5156, grad_norm: 5.8068 2020-09-13 07:57:15,714 - mmaction - INFO - Epoch [138][520/940] lr: 4.000e-04, eta: 5:58:20, time: 1.834, data_time: 0.006, memory: 6924, loss_aux: 0.9741, top1_acc: 0.6398, top5_acc: 0.8307, loss_cls: 1.5098, loss: 2.4839, grad_norm: 5.7534 2020-09-13 07:57:53,530 - mmaction - INFO - Epoch [138][540/940] lr: 4.000e-04, eta: 5:57:43, time: 1.889, data_time: 0.006, memory: 6924, loss_aux: 0.9682, top1_acc: 0.6527, top5_acc: 0.8416, loss_cls: 1.4693, loss: 2.4375, grad_norm: 5.6563 2020-09-13 07:58:30,258 - mmaction - INFO - Epoch [138][560/940] lr: 4.000e-04, eta: 5:57:06, time: 1.838, data_time: 0.006, memory: 6924, loss_aux: 0.9479, top1_acc: 0.6443, top5_acc: 0.8383, loss_cls: 1.4618, loss: 2.4098, grad_norm: 5.5956 2020-09-13 07:59:06,851 - mmaction - INFO - Epoch [138][580/940] lr: 4.000e-04, eta: 5:56:30, time: 1.828, data_time: 0.006, memory: 6924, loss_aux: 0.9976, top1_acc: 0.6332, top5_acc: 0.8248, loss_cls: 1.5443, loss: 2.5420, grad_norm: 5.6728 2020-09-13 07:59:44,042 - mmaction - INFO - Epoch [138][600/940] lr: 4.000e-04, eta: 5:55:53, time: 1.861, data_time: 0.006, memory: 6924, loss_aux: 0.9514, top1_acc: 0.6502, top5_acc: 0.8373, loss_cls: 1.4753, loss: 2.4267, grad_norm: 5.5827 2020-09-13 08:00:24,903 - mmaction - INFO - Epoch [138][620/940] lr: 4.000e-04, eta: 5:55:16, time: 2.033, data_time: 0.005, memory: 6924, loss_aux: 0.9844, top1_acc: 0.6441, top5_acc: 0.8322, loss_cls: 1.4955, loss: 2.4799, grad_norm: 5.7545 2020-09-13 08:01:00,246 - mmaction - INFO - Epoch [138][640/940] lr: 4.000e-04, eta: 5:54:40, time: 1.777, data_time: 0.023, memory: 6924, loss_aux: 0.9632, top1_acc: 0.6518, top5_acc: 0.8412, loss_cls: 1.4741, loss: 2.4373, grad_norm: 5.6853 2020-09-13 08:01:36,797 - mmaction - INFO - Epoch [138][660/940] lr: 4.000e-04, eta: 5:54:03, time: 1.825, data_time: 0.006, memory: 6924, loss_aux: 1.0029, top1_acc: 0.6318, top5_acc: 0.8344, loss_cls: 1.5478, loss: 2.5507, grad_norm: 5.7939 2020-09-13 08:02:13,799 - mmaction - INFO - Epoch [138][680/940] lr: 4.000e-04, eta: 5:53:26, time: 1.852, data_time: 0.006, memory: 6924, loss_aux: 0.9779, top1_acc: 0.6367, top5_acc: 0.8338, loss_cls: 1.5104, loss: 2.4883, grad_norm: 5.6439 2020-09-13 08:02:51,420 - mmaction - INFO - Epoch [138][700/940] lr: 4.000e-04, eta: 5:52:49, time: 1.880, data_time: 0.007, memory: 6924, loss_aux: 0.9845, top1_acc: 0.6332, top5_acc: 0.8336, loss_cls: 1.5235, loss: 2.5080, grad_norm: 5.7453 2020-09-13 08:03:28,295 - mmaction - INFO - Epoch [138][720/940] lr: 4.000e-04, eta: 5:52:13, time: 1.845, data_time: 0.006, memory: 6924, loss_aux: 0.9892, top1_acc: 0.6344, top5_acc: 0.8332, loss_cls: 1.5228, loss: 2.5120, grad_norm: 5.7572 2020-09-13 08:04:05,132 - mmaction - INFO - Epoch [138][740/940] lr: 4.000e-04, eta: 5:51:36, time: 1.838, data_time: 0.006, memory: 6924, loss_aux: 0.9806, top1_acc: 0.6459, top5_acc: 0.8355, loss_cls: 1.4926, loss: 2.4731, grad_norm: 5.5724 2020-09-13 08:04:43,565 - mmaction - INFO - Epoch [138][760/940] lr: 4.000e-04, eta: 5:50:59, time: 1.925, data_time: 0.008, memory: 6924, loss_aux: 1.0109, top1_acc: 0.6318, top5_acc: 0.8250, loss_cls: 1.5570, loss: 2.5679, grad_norm: 5.8111 2020-09-13 08:05:19,699 - mmaction - INFO - Epoch [138][780/940] lr: 4.000e-04, eta: 5:50:23, time: 1.805, data_time: 0.005, memory: 6924, loss_aux: 0.9875, top1_acc: 0.6393, top5_acc: 0.8248, loss_cls: 1.5337, loss: 2.5212, grad_norm: 5.6630 2020-09-13 08:05:57,003 - mmaction - INFO - Epoch [138][800/940] lr: 4.000e-04, eta: 5:49:46, time: 1.867, data_time: 0.006, memory: 6924, loss_aux: 0.9902, top1_acc: 0.6385, top5_acc: 0.8357, loss_cls: 1.5143, loss: 2.5045, grad_norm: 5.7901 2020-09-13 08:06:33,705 - mmaction - INFO - Epoch [138][820/940] lr: 4.000e-04, eta: 5:49:09, time: 1.833, data_time: 0.005, memory: 6924, loss_aux: 0.9804, top1_acc: 0.6459, top5_acc: 0.8324, loss_cls: 1.5026, loss: 2.4831, grad_norm: 5.7998 2020-09-13 08:07:10,770 - mmaction - INFO - Epoch [138][840/940] lr: 4.000e-04, eta: 5:48:32, time: 1.855, data_time: 0.006, memory: 6924, loss_aux: 1.0052, top1_acc: 0.6279, top5_acc: 0.8291, loss_cls: 1.5559, loss: 2.5610, grad_norm: 5.8526 2020-09-13 08:07:47,665 - mmaction - INFO - Epoch [138][860/940] lr: 4.000e-04, eta: 5:47:56, time: 1.843, data_time: 0.006, memory: 6924, loss_aux: 0.9890, top1_acc: 0.6418, top5_acc: 0.8389, loss_cls: 1.5202, loss: 2.5092, grad_norm: 5.7250 2020-09-13 08:08:24,842 - mmaction - INFO - Epoch [138][880/940] lr: 4.000e-04, eta: 5:47:19, time: 1.861, data_time: 0.006, memory: 6924, loss_aux: 0.9905, top1_acc: 0.6367, top5_acc: 0.8330, loss_cls: 1.5310, loss: 2.5215, grad_norm: 5.7436 2020-09-13 08:09:02,104 - mmaction - INFO - Epoch [138][900/940] lr: 4.000e-04, eta: 5:46:42, time: 1.861, data_time: 0.006, memory: 6924, loss_aux: 0.9929, top1_acc: 0.6367, top5_acc: 0.8322, loss_cls: 1.5267, loss: 2.5196, grad_norm: 5.8056 2020-09-13 08:09:39,991 - mmaction - INFO - Epoch [138][920/940] lr: 4.000e-04, eta: 5:46:06, time: 1.897, data_time: 0.006, memory: 6924, loss_aux: 0.9970, top1_acc: 0.6311, top5_acc: 0.8262, loss_cls: 1.5473, loss: 2.5443, grad_norm: 5.8162 2020-09-13 08:10:14,905 - mmaction - INFO - Epoch [138][940/940] lr: 4.000e-04, eta: 5:45:29, time: 1.743, data_time: 0.005, memory: 6924, loss_aux: 0.9867, top1_acc: 0.6416, top5_acc: 0.8346, loss_cls: 1.5233, loss: 2.5100, grad_norm: 5.9243 2020-09-13 08:10:15,478 - mmaction - INFO - Saving checkpoint at 138 epochs 2020-09-13 08:11:01,282 - mmaction - INFO - Epoch [139][20/940] lr: 4.000e-04, eta: 5:44:52, time: 2.104, data_time: 0.649, memory: 6924, loss_aux: 0.9918, top1_acc: 0.6400, top5_acc: 0.8320, loss_cls: 1.5220, loss: 2.5137, grad_norm: 5.8434 2020-09-13 08:11:34,808 - mmaction - INFO - Epoch [139][40/940] lr: 4.000e-04, eta: 5:44:15, time: 1.679, data_time: 0.007, memory: 6924, loss_aux: 0.9815, top1_acc: 0.6430, top5_acc: 0.8352, loss_cls: 1.4918, loss: 2.4733, grad_norm: 5.7056 2020-09-13 08:12:11,936 - mmaction - INFO - Epoch [139][60/940] lr: 4.000e-04, eta: 5:43:39, time: 1.854, data_time: 0.006, memory: 6924, loss_aux: 0.9775, top1_acc: 0.6443, top5_acc: 0.8271, loss_cls: 1.4998, loss: 2.4773, grad_norm: 5.7050 2020-09-13 08:12:48,476 - mmaction - INFO - Epoch [139][80/940] lr: 4.000e-04, eta: 5:43:02, time: 1.827, data_time: 0.006, memory: 6924, loss_aux: 0.9692, top1_acc: 0.6412, top5_acc: 0.8393, loss_cls: 1.4811, loss: 2.4503, grad_norm: 5.6840 2020-09-13 08:13:25,415 - mmaction - INFO - Epoch [139][100/940] lr: 4.000e-04, eta: 5:42:25, time: 1.849, data_time: 0.006, memory: 6924, loss_aux: 0.9854, top1_acc: 0.6424, top5_acc: 0.8326, loss_cls: 1.5143, loss: 2.4997, grad_norm: 5.7670 2020-09-13 08:14:02,205 - mmaction - INFO - Epoch [139][120/940] lr: 4.000e-04, eta: 5:41:48, time: 1.838, data_time: 0.005, memory: 6924, loss_aux: 0.9940, top1_acc: 0.6340, top5_acc: 0.8287, loss_cls: 1.5381, loss: 2.5321, grad_norm: 5.8016 2020-09-13 08:14:40,120 - mmaction - INFO - Epoch [139][140/940] lr: 4.000e-04, eta: 5:41:12, time: 1.897, data_time: 0.006, memory: 6924, loss_aux: 0.9827, top1_acc: 0.6447, top5_acc: 0.8342, loss_cls: 1.5082, loss: 2.4909, grad_norm: 5.6365 2020-09-13 08:15:16,922 - mmaction - INFO - Epoch [139][160/940] lr: 4.000e-04, eta: 5:40:35, time: 1.838, data_time: 0.005, memory: 6924, loss_aux: 0.9615, top1_acc: 0.6410, top5_acc: 0.8354, loss_cls: 1.4785, loss: 2.4400, grad_norm: 5.7664 2020-09-13 08:15:54,362 - mmaction - INFO - Epoch [139][180/940] lr: 4.000e-04, eta: 5:39:58, time: 1.874, data_time: 0.006, memory: 6924, loss_aux: 0.9607, top1_acc: 0.6514, top5_acc: 0.8391, loss_cls: 1.4839, loss: 2.4446, grad_norm: 5.6678 2020-09-13 08:16:31,497 - mmaction - INFO - Epoch [139][200/940] lr: 4.000e-04, eta: 5:39:21, time: 1.855, data_time: 0.007, memory: 6924, loss_aux: 0.9856, top1_acc: 0.6395, top5_acc: 0.8334, loss_cls: 1.4971, loss: 2.4827, grad_norm: 5.8850 2020-09-13 08:17:08,427 - mmaction - INFO - Epoch [139][220/940] lr: 4.000e-04, eta: 5:38:45, time: 1.849, data_time: 0.007, memory: 6924, loss_aux: 1.0006, top1_acc: 0.6307, top5_acc: 0.8316, loss_cls: 1.5407, loss: 2.5413, grad_norm: 5.7800 2020-09-13 08:17:45,707 - mmaction - INFO - Epoch [139][240/940] lr: 4.000e-04, eta: 5:38:08, time: 1.862, data_time: 0.006, memory: 6924, loss_aux: 0.9689, top1_acc: 0.6420, top5_acc: 0.8338, loss_cls: 1.4970, loss: 2.4659, grad_norm: 5.6995 2020-09-13 08:18:22,465 - mmaction - INFO - Epoch [139][260/940] lr: 4.000e-04, eta: 5:37:31, time: 1.840, data_time: 0.006, memory: 6924, loss_aux: 0.9662, top1_acc: 0.6463, top5_acc: 0.8377, loss_cls: 1.4805, loss: 2.4467, grad_norm: 5.5769 2020-09-13 08:18:59,239 - mmaction - INFO - Epoch [139][280/940] lr: 4.000e-04, eta: 5:36:55, time: 1.837, data_time: 0.005, memory: 6924, loss_aux: 0.9989, top1_acc: 0.6363, top5_acc: 0.8303, loss_cls: 1.5498, loss: 2.5486, grad_norm: 5.8030 2020-09-13 08:19:36,254 - mmaction - INFO - Epoch [139][300/940] lr: 4.000e-04, eta: 5:36:18, time: 1.853, data_time: 0.006, memory: 6924, loss_aux: 0.9761, top1_acc: 0.6492, top5_acc: 0.8438, loss_cls: 1.4741, loss: 2.4502, grad_norm: 5.7755 2020-09-13 08:20:13,853 - mmaction - INFO - Epoch [139][320/940] lr: 4.000e-04, eta: 5:35:41, time: 1.877, data_time: 0.005, memory: 6924, loss_aux: 1.0106, top1_acc: 0.6299, top5_acc: 0.8209, loss_cls: 1.5592, loss: 2.5698, grad_norm: 5.7178 2020-09-13 08:20:50,300 - mmaction - INFO - Epoch [139][340/940] lr: 4.000e-04, eta: 5:35:04, time: 1.825, data_time: 0.006, memory: 6924, loss_aux: 0.9974, top1_acc: 0.6412, top5_acc: 0.8314, loss_cls: 1.5337, loss: 2.5311, grad_norm: 5.6865 2020-09-13 08:21:27,999 - mmaction - INFO - Epoch [139][360/940] lr: 4.000e-04, eta: 5:34:28, time: 1.883, data_time: 0.006, memory: 6924, loss_aux: 0.9643, top1_acc: 0.6506, top5_acc: 0.8350, loss_cls: 1.4751, loss: 2.4394, grad_norm: 5.7356 2020-09-13 08:22:04,956 - mmaction - INFO - Epoch [139][380/940] lr: 4.000e-04, eta: 5:33:51, time: 1.848, data_time: 0.006, memory: 6924, loss_aux: 0.9914, top1_acc: 0.6336, top5_acc: 0.8281, loss_cls: 1.5328, loss: 2.5242, grad_norm: 5.7481 2020-09-13 08:22:42,177 - mmaction - INFO - Epoch [139][400/940] lr: 4.000e-04, eta: 5:33:14, time: 1.860, data_time: 0.005, memory: 6924, loss_aux: 1.0030, top1_acc: 0.6424, top5_acc: 0.8313, loss_cls: 1.5321, loss: 2.5351, grad_norm: 5.7290 2020-09-13 08:23:18,894 - mmaction - INFO - Epoch [139][420/940] lr: 4.000e-04, eta: 5:32:37, time: 1.838, data_time: 0.006, memory: 6924, loss_aux: 0.9902, top1_acc: 0.6309, top5_acc: 0.8260, loss_cls: 1.5338, loss: 2.5239, grad_norm: 5.7565 2020-09-13 08:23:55,862 - mmaction - INFO - Epoch [139][440/940] lr: 4.000e-04, eta: 5:32:01, time: 1.847, data_time: 0.006, memory: 6924, loss_aux: 1.0057, top1_acc: 0.6365, top5_acc: 0.8240, loss_cls: 1.5490, loss: 2.5547, grad_norm: 5.7085 2020-09-13 08:24:32,806 - mmaction - INFO - Epoch [139][460/940] lr: 4.000e-04, eta: 5:31:24, time: 1.849, data_time: 0.006, memory: 6924, loss_aux: 0.9698, top1_acc: 0.6451, top5_acc: 0.8355, loss_cls: 1.4854, loss: 2.4552, grad_norm: 5.6115 2020-09-13 08:25:10,117 - mmaction - INFO - Epoch [139][480/940] lr: 4.000e-04, eta: 5:30:47, time: 1.866, data_time: 0.006, memory: 6924, loss_aux: 0.9920, top1_acc: 0.6482, top5_acc: 0.8285, loss_cls: 1.5208, loss: 2.5129, grad_norm: 5.7195 2020-09-13 08:25:46,887 - mmaction - INFO - Epoch [139][500/940] lr: 4.000e-04, eta: 5:30:11, time: 1.837, data_time: 0.002, memory: 6924, loss_aux: 0.9870, top1_acc: 0.6436, top5_acc: 0.8330, loss_cls: 1.5033, loss: 2.4904, grad_norm: 5.6840 2020-09-13 08:26:23,534 - mmaction - INFO - Epoch [139][520/940] lr: 4.000e-04, eta: 5:29:34, time: 1.834, data_time: 0.005, memory: 6924, loss_aux: 0.9626, top1_acc: 0.6410, top5_acc: 0.8332, loss_cls: 1.4908, loss: 2.4533, grad_norm: 5.7712 2020-09-13 08:27:00,708 - mmaction - INFO - Epoch [139][540/940] lr: 4.000e-04, eta: 5:28:57, time: 1.857, data_time: 0.006, memory: 6924, loss_aux: 0.9948, top1_acc: 0.6408, top5_acc: 0.8297, loss_cls: 1.5082, loss: 2.5030, grad_norm: 5.7014 2020-09-13 08:27:37,955 - mmaction - INFO - Epoch [139][560/940] lr: 4.000e-04, eta: 5:28:20, time: 1.864, data_time: 0.005, memory: 6924, loss_aux: 0.9958, top1_acc: 0.6395, top5_acc: 0.8344, loss_cls: 1.5239, loss: 2.5197, grad_norm: 5.7338 2020-09-13 08:28:14,782 - mmaction - INFO - Epoch [139][580/940] lr: 4.000e-04, eta: 5:27:44, time: 1.840, data_time: 0.006, memory: 6924, loss_aux: 0.9629, top1_acc: 0.6428, top5_acc: 0.8400, loss_cls: 1.4752, loss: 2.4381, grad_norm: 5.7696 2020-09-13 08:28:51,859 - mmaction - INFO - Epoch [139][600/940] lr: 4.000e-04, eta: 5:27:07, time: 1.856, data_time: 0.005, memory: 6924, loss_aux: 0.9844, top1_acc: 0.6453, top5_acc: 0.8291, loss_cls: 1.5200, loss: 2.5044, grad_norm: 5.7800 2020-09-13 08:29:29,095 - mmaction - INFO - Epoch [139][620/940] lr: 4.000e-04, eta: 5:26:30, time: 1.860, data_time: 0.007, memory: 6924, loss_aux: 0.9675, top1_acc: 0.6463, top5_acc: 0.8393, loss_cls: 1.4743, loss: 2.4417, grad_norm: 5.7349 2020-09-13 08:30:06,639 - mmaction - INFO - Epoch [139][640/940] lr: 4.000e-04, eta: 5:25:53, time: 1.879, data_time: 0.006, memory: 6924, loss_aux: 0.9767, top1_acc: 0.6449, top5_acc: 0.8279, loss_cls: 1.5281, loss: 2.5048, grad_norm: 5.7943 2020-09-13 08:30:43,804 - mmaction - INFO - Epoch [139][660/940] lr: 4.000e-04, eta: 5:25:17, time: 1.858, data_time: 0.002, memory: 6924, loss_aux: 0.9503, top1_acc: 0.6473, top5_acc: 0.8393, loss_cls: 1.4723, loss: 2.4226, grad_norm: 5.6822 2020-09-13 08:31:21,335 - mmaction - INFO - Epoch [139][680/940] lr: 4.000e-04, eta: 5:24:40, time: 1.877, data_time: 0.002, memory: 6924, loss_aux: 0.9919, top1_acc: 0.6439, top5_acc: 0.8336, loss_cls: 1.5165, loss: 2.5084, grad_norm: 5.6665 2020-09-13 08:31:58,672 - mmaction - INFO - Epoch [139][700/940] lr: 4.000e-04, eta: 5:24:03, time: 1.865, data_time: 0.007, memory: 6924, loss_aux: 0.9818, top1_acc: 0.6408, top5_acc: 0.8352, loss_cls: 1.5110, loss: 2.4928, grad_norm: 5.7423 2020-09-13 08:32:36,088 - mmaction - INFO - Epoch [139][720/940] lr: 4.000e-04, eta: 5:23:27, time: 1.872, data_time: 0.006, memory: 6924, loss_aux: 0.9750, top1_acc: 0.6467, top5_acc: 0.8326, loss_cls: 1.4794, loss: 2.4544, grad_norm: 5.6664 2020-09-13 08:33:13,100 - mmaction - INFO - Epoch [139][740/940] lr: 4.000e-04, eta: 5:22:50, time: 1.849, data_time: 0.002, memory: 6924, loss_aux: 0.9583, top1_acc: 0.6564, top5_acc: 0.8402, loss_cls: 1.4623, loss: 2.4206, grad_norm: 5.7843 2020-09-13 08:33:50,398 - mmaction - INFO - Epoch [139][760/940] lr: 4.000e-04, eta: 5:22:13, time: 1.867, data_time: 0.005, memory: 6924, loss_aux: 1.0005, top1_acc: 0.6301, top5_acc: 0.8299, loss_cls: 1.5556, loss: 2.5562, grad_norm: 5.8222 2020-09-13 08:34:27,359 - mmaction - INFO - Epoch [139][780/940] lr: 4.000e-04, eta: 5:21:36, time: 1.846, data_time: 0.006, memory: 6924, loss_aux: 0.9782, top1_acc: 0.6355, top5_acc: 0.8357, loss_cls: 1.5078, loss: 2.4860, grad_norm: 5.8586 2020-09-13 08:35:04,843 - mmaction - INFO - Epoch [139][800/940] lr: 4.000e-04, eta: 5:21:00, time: 1.876, data_time: 0.006, memory: 6924, loss_aux: 0.9777, top1_acc: 0.6455, top5_acc: 0.8375, loss_cls: 1.5015, loss: 2.4792, grad_norm: 5.7762 2020-09-13 08:35:41,690 - mmaction - INFO - Epoch [139][820/940] lr: 4.000e-04, eta: 5:20:23, time: 1.842, data_time: 0.002, memory: 6924, loss_aux: 0.9852, top1_acc: 0.6344, top5_acc: 0.8275, loss_cls: 1.5154, loss: 2.5005, grad_norm: 5.7568 2020-09-13 08:36:18,744 - mmaction - INFO - Epoch [139][840/940] lr: 4.000e-04, eta: 5:19:46, time: 1.851, data_time: 0.006, memory: 6924, loss_aux: 0.9928, top1_acc: 0.6336, top5_acc: 0.8328, loss_cls: 1.5056, loss: 2.4985, grad_norm: 5.6775 2020-09-13 08:36:56,631 - mmaction - INFO - Epoch [139][860/940] lr: 4.000e-04, eta: 5:19:10, time: 1.897, data_time: 0.006, memory: 6924, loss_aux: 0.9925, top1_acc: 0.6414, top5_acc: 0.8332, loss_cls: 1.5226, loss: 2.5151, grad_norm: 5.7397 2020-09-13 08:37:33,602 - mmaction - INFO - Epoch [139][880/940] lr: 4.000e-04, eta: 5:18:33, time: 1.847, data_time: 0.005, memory: 6924, loss_aux: 0.9733, top1_acc: 0.6459, top5_acc: 0.8352, loss_cls: 1.4858, loss: 2.4591, grad_norm: 5.7243 2020-09-13 08:38:10,585 - mmaction - INFO - Epoch [139][900/940] lr: 4.000e-04, eta: 5:17:56, time: 1.851, data_time: 0.005, memory: 6924, loss_aux: 0.9972, top1_acc: 0.6295, top5_acc: 0.8242, loss_cls: 1.5626, loss: 2.5598, grad_norm: 5.8151 2020-09-13 08:38:47,998 - mmaction - INFO - Epoch [139][920/940] lr: 4.000e-04, eta: 5:17:19, time: 1.869, data_time: 0.006, memory: 6924, loss_aux: 0.9844, top1_acc: 0.6309, top5_acc: 0.8318, loss_cls: 1.5317, loss: 2.5161, grad_norm: 5.8879 2020-09-13 08:39:24,104 - mmaction - INFO - Epoch [139][940/940] lr: 4.000e-04, eta: 5:16:43, time: 1.807, data_time: 0.006, memory: 6924, loss_aux: 0.9782, top1_acc: 0.6475, top5_acc: 0.8401, loss_cls: 1.4838, loss: 2.4620, grad_norm: 5.9341 2020-09-13 08:39:24,523 - mmaction - INFO - Saving checkpoint at 139 epochs 2020-09-13 08:40:08,891 - mmaction - INFO - Epoch [140][20/940] lr: 4.000e-04, eta: 5:16:06, time: 1.976, data_time: 0.478, memory: 6924, loss_aux: 0.9903, top1_acc: 0.6387, top5_acc: 0.8348, loss_cls: 1.5158, loss: 2.5061, grad_norm: 5.7870 2020-09-13 08:40:45,042 - mmaction - INFO - Epoch [140][40/940] lr: 4.000e-04, eta: 5:15:29, time: 1.809, data_time: 0.006, memory: 6924, loss_aux: 0.9748, top1_acc: 0.6311, top5_acc: 0.8359, loss_cls: 1.5022, loss: 2.4771, grad_norm: 5.8040 2020-09-13 08:41:21,660 - mmaction - INFO - Epoch [140][60/940] lr: 4.000e-04, eta: 5:14:52, time: 1.829, data_time: 0.003, memory: 6924, loss_aux: 0.9925, top1_acc: 0.6469, top5_acc: 0.8324, loss_cls: 1.5128, loss: 2.5052, grad_norm: 5.6391 2020-09-13 08:41:56,591 - mmaction - INFO - Epoch [140][80/940] lr: 4.000e-04, eta: 5:14:16, time: 1.747, data_time: 0.006, memory: 6924, loss_aux: 0.9758, top1_acc: 0.6436, top5_acc: 0.8291, loss_cls: 1.5011, loss: 2.4769, grad_norm: 5.6437 2020-09-13 08:42:33,357 - mmaction - INFO - Epoch [140][100/940] lr: 4.000e-04, eta: 5:13:39, time: 1.840, data_time: 0.006, memory: 6924, loss_aux: 0.9951, top1_acc: 0.6387, top5_acc: 0.8248, loss_cls: 1.5277, loss: 2.5228, grad_norm: 5.7085 2020-09-13 08:43:11,428 - mmaction - INFO - Epoch [140][120/940] lr: 4.000e-04, eta: 5:13:02, time: 1.904, data_time: 0.002, memory: 6924, loss_aux: 0.9740, top1_acc: 0.6447, top5_acc: 0.8332, loss_cls: 1.5098, loss: 2.4837, grad_norm: 5.7634 2020-09-13 08:43:48,224 - mmaction - INFO - Epoch [140][140/940] lr: 4.000e-04, eta: 5:12:25, time: 1.839, data_time: 0.005, memory: 6924, loss_aux: 0.9587, top1_acc: 0.6549, top5_acc: 0.8387, loss_cls: 1.4605, loss: 2.4191, grad_norm: 5.7378 2020-09-13 08:44:25,189 - mmaction - INFO - Epoch [140][160/940] lr: 4.000e-04, eta: 5:11:49, time: 1.849, data_time: 0.006, memory: 6924, loss_aux: 1.0002, top1_acc: 0.6309, top5_acc: 0.8344, loss_cls: 1.5425, loss: 2.5427, grad_norm: 5.7519 2020-09-13 08:45:02,466 - mmaction - INFO - Epoch [140][180/940] lr: 4.000e-04, eta: 5:11:12, time: 1.864, data_time: 0.005, memory: 6924, loss_aux: 0.9602, top1_acc: 0.6492, top5_acc: 0.8418, loss_cls: 1.4719, loss: 2.4321, grad_norm: 5.7320 2020-09-13 08:45:39,826 - mmaction - INFO - Epoch [140][200/940] lr: 4.000e-04, eta: 5:10:35, time: 1.868, data_time: 0.004, memory: 6924, loss_aux: 0.9690, top1_acc: 0.6477, top5_acc: 0.8385, loss_cls: 1.4838, loss: 2.4528, grad_norm: 5.7481 2020-09-13 08:46:16,862 - mmaction - INFO - Epoch [140][220/940] lr: 4.000e-04, eta: 5:09:59, time: 1.850, data_time: 0.005, memory: 6924, loss_aux: 0.9787, top1_acc: 0.6279, top5_acc: 0.8320, loss_cls: 1.5174, loss: 2.4961, grad_norm: 5.7275 2020-09-13 08:46:54,537 - mmaction - INFO - Epoch [140][240/940] lr: 4.000e-04, eta: 5:09:22, time: 1.885, data_time: 0.006, memory: 6924, loss_aux: 1.0052, top1_acc: 0.6275, top5_acc: 0.8217, loss_cls: 1.5525, loss: 2.5577, grad_norm: 5.8901 2020-09-13 08:47:31,577 - mmaction - INFO - Epoch [140][260/940] lr: 4.000e-04, eta: 5:08:45, time: 1.850, data_time: 0.007, memory: 6924, loss_aux: 0.9714, top1_acc: 0.6420, top5_acc: 0.8340, loss_cls: 1.4992, loss: 2.4706, grad_norm: 5.6980 2020-09-13 08:48:09,017 - mmaction - INFO - Epoch [140][280/940] lr: 4.000e-04, eta: 5:08:08, time: 1.874, data_time: 0.006, memory: 6924, loss_aux: 0.9881, top1_acc: 0.6484, top5_acc: 0.8297, loss_cls: 1.5038, loss: 2.4919, grad_norm: 5.7823 2020-09-13 08:48:46,589 - mmaction - INFO - Epoch [140][300/940] lr: 4.000e-04, eta: 5:07:32, time: 1.877, data_time: 0.006, memory: 6924, loss_aux: 0.9802, top1_acc: 0.6369, top5_acc: 0.8340, loss_cls: 1.5192, loss: 2.4994, grad_norm: 5.8417 2020-09-13 08:49:23,732 - mmaction - INFO - Epoch [140][320/940] lr: 4.000e-04, eta: 5:06:55, time: 1.859, data_time: 0.007, memory: 6924, loss_aux: 0.9765, top1_acc: 0.6477, top5_acc: 0.8350, loss_cls: 1.5076, loss: 2.4840, grad_norm: 5.7719 2020-09-13 08:50:00,710 - mmaction - INFO - Epoch [140][340/940] lr: 4.000e-04, eta: 5:06:18, time: 1.847, data_time: 0.006, memory: 6924, loss_aux: 0.9940, top1_acc: 0.6383, top5_acc: 0.8318, loss_cls: 1.5105, loss: 2.5045, grad_norm: 5.6892 2020-09-13 08:50:38,626 - mmaction - INFO - Epoch [140][360/940] lr: 4.000e-04, eta: 5:05:42, time: 1.898, data_time: 0.006, memory: 6924, loss_aux: 1.0065, top1_acc: 0.6346, top5_acc: 0.8273, loss_cls: 1.5408, loss: 2.5472, grad_norm: 5.7969 2020-09-13 08:51:15,626 - mmaction - INFO - Epoch [140][380/940] lr: 4.000e-04, eta: 5:05:05, time: 1.849, data_time: 0.006, memory: 6924, loss_aux: 0.9721, top1_acc: 0.6498, top5_acc: 0.8307, loss_cls: 1.5020, loss: 2.4742, grad_norm: 5.7922 2020-09-13 08:51:52,554 - mmaction - INFO - Epoch [140][400/940] lr: 4.000e-04, eta: 5:04:28, time: 1.848, data_time: 0.005, memory: 6924, loss_aux: 0.9914, top1_acc: 0.6379, top5_acc: 0.8270, loss_cls: 1.5315, loss: 2.5229, grad_norm: 5.8814 2020-09-13 08:52:30,094 - mmaction - INFO - Epoch [140][420/940] lr: 4.000e-04, eta: 5:03:51, time: 1.877, data_time: 0.006, memory: 6924, loss_aux: 1.0066, top1_acc: 0.6379, top5_acc: 0.8234, loss_cls: 1.5480, loss: 2.5547, grad_norm: 5.7872 2020-09-13 08:53:06,846 - mmaction - INFO - Epoch [140][440/940] lr: 4.000e-04, eta: 5:03:15, time: 1.837, data_time: 0.004, memory: 6924, loss_aux: 0.9787, top1_acc: 0.6404, top5_acc: 0.8330, loss_cls: 1.5009, loss: 2.4796, grad_norm: 5.8344 2020-09-13 08:53:43,933 - mmaction - INFO - Epoch [140][460/940] lr: 4.000e-04, eta: 5:02:38, time: 1.853, data_time: 0.006, memory: 6924, loss_aux: 1.0066, top1_acc: 0.6205, top5_acc: 0.8273, loss_cls: 1.5777, loss: 2.5843, grad_norm: 5.9020 2020-09-13 08:54:21,521 - mmaction - INFO - Epoch [140][480/940] lr: 4.000e-04, eta: 5:02:01, time: 1.881, data_time: 0.005, memory: 6924, loss_aux: 0.9942, top1_acc: 0.6438, top5_acc: 0.8295, loss_cls: 1.5230, loss: 2.5172, grad_norm: 5.7580 2020-09-13 08:54:58,314 - mmaction - INFO - Epoch [140][500/940] lr: 4.000e-04, eta: 5:01:24, time: 1.838, data_time: 0.006, memory: 6924, loss_aux: 0.9820, top1_acc: 0.6410, top5_acc: 0.8326, loss_cls: 1.5088, loss: 2.4908, grad_norm: 5.8622 2020-09-13 08:55:35,504 - mmaction - INFO - Epoch [140][520/940] lr: 4.000e-04, eta: 5:00:48, time: 1.861, data_time: 0.006, memory: 6924, loss_aux: 0.9868, top1_acc: 0.6467, top5_acc: 0.8301, loss_cls: 1.5223, loss: 2.5091, grad_norm: 5.8293 2020-09-13 08:56:12,110 - mmaction - INFO - Epoch [140][540/940] lr: 4.000e-04, eta: 5:00:11, time: 1.828, data_time: 0.006, memory: 6924, loss_aux: 0.9731, top1_acc: 0.6463, top5_acc: 0.8311, loss_cls: 1.5138, loss: 2.4870, grad_norm: 5.7125 2020-09-13 08:56:49,254 - mmaction - INFO - Epoch [140][560/940] lr: 4.000e-04, eta: 4:59:34, time: 1.859, data_time: 0.006, memory: 6924, loss_aux: 0.9815, top1_acc: 0.6443, top5_acc: 0.8307, loss_cls: 1.5239, loss: 2.5054, grad_norm: 5.6686 2020-09-13 08:57:26,016 - mmaction - INFO - Epoch [140][580/940] lr: 4.000e-04, eta: 4:58:57, time: 1.837, data_time: 0.006, memory: 6924, loss_aux: 0.9816, top1_acc: 0.6447, top5_acc: 0.8344, loss_cls: 1.5035, loss: 2.4851, grad_norm: 5.6927 2020-09-13 08:58:02,766 - mmaction - INFO - Epoch [140][600/940] lr: 4.000e-04, eta: 4:58:21, time: 1.840, data_time: 0.006, memory: 6924, loss_aux: 0.9683, top1_acc: 0.6506, top5_acc: 0.8416, loss_cls: 1.4599, loss: 2.4282, grad_norm: 5.6583 2020-09-13 08:58:38,824 - mmaction - INFO - Epoch [140][620/940] lr: 4.000e-04, eta: 4:57:44, time: 1.801, data_time: 0.005, memory: 6924, loss_aux: 0.9596, top1_acc: 0.6510, top5_acc: 0.8363, loss_cls: 1.4565, loss: 2.4161, grad_norm: 5.7044 2020-09-13 08:59:14,845 - mmaction - INFO - Epoch [140][640/940] lr: 4.000e-04, eta: 4:57:07, time: 1.802, data_time: 0.005, memory: 6924, loss_aux: 0.9638, top1_acc: 0.6447, top5_acc: 0.8383, loss_cls: 1.4792, loss: 2.4431, grad_norm: 5.6887 2020-09-13 08:59:51,613 - mmaction - INFO - Epoch [140][660/940] lr: 4.000e-04, eta: 4:56:30, time: 1.837, data_time: 0.006, memory: 6924, loss_aux: 0.9765, top1_acc: 0.6467, top5_acc: 0.8340, loss_cls: 1.4935, loss: 2.4700, grad_norm: 5.7516 2020-09-13 09:00:32,258 - mmaction - INFO - Epoch [140][680/940] lr: 4.000e-04, eta: 4:55:54, time: 2.027, data_time: 0.007, memory: 6924, loss_aux: 0.9969, top1_acc: 0.6395, top5_acc: 0.8289, loss_cls: 1.5420, loss: 2.5389, grad_norm: 5.8891 2020-09-13 09:01:06,819 - mmaction - INFO - Epoch [140][700/940] lr: 4.000e-04, eta: 4:55:17, time: 1.735, data_time: 0.016, memory: 6924, loss_aux: 0.9946, top1_acc: 0.6332, top5_acc: 0.8303, loss_cls: 1.5396, loss: 2.5342, grad_norm: 5.7939 2020-09-13 09:01:43,429 - mmaction - INFO - Epoch [140][720/940] lr: 4.000e-04, eta: 4:54:40, time: 1.830, data_time: 0.006, memory: 6924, loss_aux: 0.9742, top1_acc: 0.6416, top5_acc: 0.8297, loss_cls: 1.5100, loss: 2.4842, grad_norm: 5.6794 2020-09-13 09:02:19,420 - mmaction - INFO - Epoch [140][740/940] lr: 4.000e-04, eta: 4:54:03, time: 1.801, data_time: 0.006, memory: 6924, loss_aux: 0.9680, top1_acc: 0.6449, top5_acc: 0.8389, loss_cls: 1.4786, loss: 2.4466, grad_norm: 5.7871 2020-09-13 09:02:55,695 - mmaction - INFO - Epoch [140][760/940] lr: 4.000e-04, eta: 4:53:27, time: 1.812, data_time: 0.006, memory: 6924, loss_aux: 0.9885, top1_acc: 0.6312, top5_acc: 0.8377, loss_cls: 1.5080, loss: 2.4965, grad_norm: 5.8823 2020-09-13 09:03:31,581 - mmaction - INFO - Epoch [140][780/940] lr: 4.000e-04, eta: 4:52:50, time: 1.796, data_time: 0.006, memory: 6924, loss_aux: 1.0133, top1_acc: 0.6291, top5_acc: 0.8182, loss_cls: 1.5831, loss: 2.5964, grad_norm: 6.1288 2020-09-13 09:04:07,353 - mmaction - INFO - Epoch [140][800/940] lr: 4.000e-04, eta: 4:52:13, time: 1.787, data_time: 0.006, memory: 6924, loss_aux: 0.9583, top1_acc: 0.6512, top5_acc: 0.8352, loss_cls: 1.4611, loss: 2.4193, grad_norm: 5.6897 2020-09-13 09:04:43,122 - mmaction - INFO - Epoch [140][820/940] lr: 4.000e-04, eta: 4:51:36, time: 1.790, data_time: 0.006, memory: 6924, loss_aux: 0.9827, top1_acc: 0.6438, top5_acc: 0.8322, loss_cls: 1.5042, loss: 2.4869, grad_norm: 5.6847 2020-09-13 09:05:18,957 - mmaction - INFO - Epoch [140][840/940] lr: 4.000e-04, eta: 4:50:59, time: 1.790, data_time: 0.007, memory: 6924, loss_aux: 1.0016, top1_acc: 0.6289, top5_acc: 0.8221, loss_cls: 1.5513, loss: 2.5530, grad_norm: 5.8166 2020-09-13 09:05:54,355 - mmaction - INFO - Epoch [140][860/940] lr: 4.000e-04, eta: 4:50:22, time: 1.772, data_time: 0.006, memory: 6924, loss_aux: 1.0021, top1_acc: 0.6320, top5_acc: 0.8258, loss_cls: 1.5291, loss: 2.5312, grad_norm: 5.7834 2020-09-13 09:06:30,808 - mmaction - INFO - Epoch [140][880/940] lr: 4.000e-04, eta: 4:49:46, time: 1.821, data_time: 0.006, memory: 6924, loss_aux: 0.9790, top1_acc: 0.6445, top5_acc: 0.8369, loss_cls: 1.4926, loss: 2.4716, grad_norm: 5.7300 2020-09-13 09:07:06,122 - mmaction - INFO - Epoch [140][900/940] lr: 4.000e-04, eta: 4:49:09, time: 1.767, data_time: 0.005, memory: 6924, loss_aux: 0.9708, top1_acc: 0.6418, top5_acc: 0.8320, loss_cls: 1.4971, loss: 2.4679, grad_norm: 5.7272 2020-09-13 09:07:41,158 - mmaction - INFO - Epoch [140][920/940] lr: 4.000e-04, eta: 4:48:32, time: 1.750, data_time: 0.006, memory: 6924, loss_aux: 0.9954, top1_acc: 0.6301, top5_acc: 0.8334, loss_cls: 1.5344, loss: 2.5298, grad_norm: 5.8354 2020-09-13 09:08:16,053 - mmaction - INFO - Epoch [140][940/940] lr: 4.000e-04, eta: 4:47:55, time: 1.746, data_time: 0.006, memory: 6924, loss_aux: 1.0151, top1_acc: 0.6299, top5_acc: 0.8316, loss_cls: 1.5509, loss: 2.5660, grad_norm: 6.0499 2020-09-13 09:08:17,063 - mmaction - INFO - Saving checkpoint at 140 epochs 2020-09-13 09:09:01,041 - mmaction - INFO - Epoch [141][20/940] lr: 4.000e-04, eta: 4:47:18, time: 1.979, data_time: 0.577, memory: 6924, loss_aux: 0.9751, top1_acc: 0.6477, top5_acc: 0.8381, loss_cls: 1.4895, loss: 2.4646, grad_norm: 5.7392 2020-09-13 09:09:33,107 - mmaction - INFO - Epoch [141][40/940] lr: 4.000e-04, eta: 4:46:41, time: 1.604, data_time: 0.006, memory: 6924, loss_aux: 0.9730, top1_acc: 0.6406, top5_acc: 0.8406, loss_cls: 1.4816, loss: 2.4547, grad_norm: 5.8148 2020-09-13 09:10:08,260 - mmaction - INFO - Epoch [141][60/940] lr: 4.000e-04, eta: 4:46:04, time: 1.758, data_time: 0.006, memory: 6924, loss_aux: 0.9720, top1_acc: 0.6469, top5_acc: 0.8307, loss_cls: 1.4968, loss: 2.4688, grad_norm: 5.8437 2020-09-13 09:10:43,765 - mmaction - INFO - Epoch [141][80/940] lr: 4.000e-04, eta: 4:45:28, time: 1.776, data_time: 0.003, memory: 6924, loss_aux: 0.9665, top1_acc: 0.6428, top5_acc: 0.8381, loss_cls: 1.4782, loss: 2.4446, grad_norm: 5.7269 2020-09-13 09:11:18,604 - mmaction - INFO - Epoch [141][100/940] lr: 4.000e-04, eta: 4:44:51, time: 1.740, data_time: 0.006, memory: 6924, loss_aux: 0.9889, top1_acc: 0.6473, top5_acc: 0.8230, loss_cls: 1.5291, loss: 2.5180, grad_norm: 5.7763 2020-09-13 09:11:53,950 - mmaction - INFO - Epoch [141][120/940] lr: 4.000e-04, eta: 4:44:14, time: 1.768, data_time: 0.006, memory: 6924, loss_aux: 0.9890, top1_acc: 0.6334, top5_acc: 0.8303, loss_cls: 1.5442, loss: 2.5332, grad_norm: 5.8037 2020-09-13 09:12:29,188 - mmaction - INFO - Epoch [141][140/940] lr: 4.000e-04, eta: 4:43:37, time: 1.761, data_time: 0.006, memory: 6924, loss_aux: 1.0076, top1_acc: 0.6371, top5_acc: 0.8225, loss_cls: 1.5532, loss: 2.5608, grad_norm: 5.8124 2020-09-13 09:13:04,528 - mmaction - INFO - Epoch [141][160/940] lr: 4.000e-04, eta: 4:43:00, time: 1.769, data_time: 0.006, memory: 6924, loss_aux: 1.0015, top1_acc: 0.6398, top5_acc: 0.8326, loss_cls: 1.5339, loss: 2.5354, grad_norm: 5.7323 2020-09-13 09:13:39,888 - mmaction - INFO - Epoch [141][180/940] lr: 4.000e-04, eta: 4:42:23, time: 1.766, data_time: 0.007, memory: 6924, loss_aux: 0.9885, top1_acc: 0.6412, top5_acc: 0.8299, loss_cls: 1.5234, loss: 2.5119, grad_norm: 5.8179 2020-09-13 09:14:15,563 - mmaction - INFO - Epoch [141][200/940] lr: 4.000e-04, eta: 4:41:46, time: 1.786, data_time: 0.006, memory: 6924, loss_aux: 0.9752, top1_acc: 0.6525, top5_acc: 0.8295, loss_cls: 1.4993, loss: 2.4745, grad_norm: 5.6111 2020-09-13 09:14:50,410 - mmaction - INFO - Epoch [141][220/940] lr: 4.000e-04, eta: 4:41:10, time: 1.741, data_time: 0.005, memory: 6924, loss_aux: 0.9836, top1_acc: 0.6416, top5_acc: 0.8314, loss_cls: 1.5191, loss: 2.5027, grad_norm: 5.7751 2020-09-13 09:15:25,138 - mmaction - INFO - Epoch [141][240/940] lr: 4.000e-04, eta: 4:40:33, time: 1.736, data_time: 0.006, memory: 6924, loss_aux: 0.9916, top1_acc: 0.6482, top5_acc: 0.8303, loss_cls: 1.5062, loss: 2.4978, grad_norm: 5.6550 2020-09-13 09:16:00,542 - mmaction - INFO - Epoch [141][260/940] lr: 4.000e-04, eta: 4:39:56, time: 1.772, data_time: 0.006, memory: 6924, loss_aux: 1.0029, top1_acc: 0.6334, top5_acc: 0.8270, loss_cls: 1.5381, loss: 2.5410, grad_norm: 5.7815 2020-09-13 09:16:35,375 - mmaction - INFO - Epoch [141][280/940] lr: 4.000e-04, eta: 4:39:19, time: 1.740, data_time: 0.006, memory: 6924, loss_aux: 0.9829, top1_acc: 0.6451, top5_acc: 0.8332, loss_cls: 1.5140, loss: 2.4969, grad_norm: 5.7992 2020-09-13 09:17:10,782 - mmaction - INFO - Epoch [141][300/940] lr: 4.000e-04, eta: 4:38:42, time: 1.772, data_time: 0.005, memory: 6924, loss_aux: 0.9808, top1_acc: 0.6363, top5_acc: 0.8273, loss_cls: 1.5088, loss: 2.4896, grad_norm: 5.8138 2020-09-13 09:17:46,013 - mmaction - INFO - Epoch [141][320/940] lr: 4.000e-04, eta: 4:38:05, time: 1.760, data_time: 0.006, memory: 6924, loss_aux: 0.9913, top1_acc: 0.6398, top5_acc: 0.8215, loss_cls: 1.5514, loss: 2.5427, grad_norm: 5.8194 2020-09-13 09:18:21,607 - mmaction - INFO - Epoch [141][340/940] lr: 4.000e-04, eta: 4:37:28, time: 1.781, data_time: 0.005, memory: 6924, loss_aux: 0.9650, top1_acc: 0.6486, top5_acc: 0.8379, loss_cls: 1.4596, loss: 2.4246, grad_norm: 5.7146 2020-09-13 09:18:56,419 - mmaction - INFO - Epoch [141][360/940] lr: 4.000e-04, eta: 4:36:52, time: 1.740, data_time: 0.006, memory: 6924, loss_aux: 0.9748, top1_acc: 0.6428, top5_acc: 0.8301, loss_cls: 1.4975, loss: 2.4723, grad_norm: 5.7306 2020-09-13 09:19:31,508 - mmaction - INFO - Epoch [141][380/940] lr: 4.000e-04, eta: 4:36:15, time: 1.756, data_time: 0.006, memory: 6924, loss_aux: 0.9643, top1_acc: 0.6447, top5_acc: 0.8389, loss_cls: 1.4975, loss: 2.4618, grad_norm: 5.7102 2020-09-13 09:20:06,817 - mmaction - INFO - Epoch [141][400/940] lr: 4.000e-04, eta: 4:35:38, time: 1.765, data_time: 0.006, memory: 6924, loss_aux: 0.9876, top1_acc: 0.6330, top5_acc: 0.8264, loss_cls: 1.5320, loss: 2.5196, grad_norm: 5.8284 2020-09-13 09:20:42,125 - mmaction - INFO - Epoch [141][420/940] lr: 4.000e-04, eta: 4:35:01, time: 1.766, data_time: 0.002, memory: 6924, loss_aux: 0.9890, top1_acc: 0.6395, top5_acc: 0.8301, loss_cls: 1.5176, loss: 2.5065, grad_norm: 5.7857 2020-09-13 09:21:18,228 - mmaction - INFO - Epoch [141][440/940] lr: 4.000e-04, eta: 4:34:24, time: 1.804, data_time: 0.005, memory: 6924, loss_aux: 0.9515, top1_acc: 0.6504, top5_acc: 0.8457, loss_cls: 1.4514, loss: 2.4029, grad_norm: 5.7209 2020-09-13 09:21:55,261 - mmaction - INFO - Epoch [141][460/940] lr: 4.000e-04, eta: 4:33:47, time: 1.853, data_time: 0.006, memory: 6924, loss_aux: 0.9787, top1_acc: 0.6369, top5_acc: 0.8256, loss_cls: 1.5343, loss: 2.5129, grad_norm: 5.7361 2020-09-13 09:22:31,528 - mmaction - INFO - Epoch [141][480/940] lr: 4.000e-04, eta: 4:33:11, time: 1.814, data_time: 0.003, memory: 6924, loss_aux: 0.9667, top1_acc: 0.6461, top5_acc: 0.8398, loss_cls: 1.4890, loss: 2.4556, grad_norm: 5.7787 2020-09-13 09:23:07,966 - mmaction - INFO - Epoch [141][500/940] lr: 4.000e-04, eta: 4:32:34, time: 1.822, data_time: 0.002, memory: 6924, loss_aux: 0.9870, top1_acc: 0.6441, top5_acc: 0.8301, loss_cls: 1.5216, loss: 2.5086, grad_norm: 5.7376 2020-09-13 09:23:45,037 - mmaction - INFO - Epoch [141][520/940] lr: 4.000e-04, eta: 4:31:57, time: 1.852, data_time: 0.006, memory: 6924, loss_aux: 0.9744, top1_acc: 0.6471, top5_acc: 0.8375, loss_cls: 1.4838, loss: 2.4582, grad_norm: 5.7259 2020-09-13 09:24:22,388 - mmaction - INFO - Epoch [141][540/940] lr: 4.000e-04, eta: 4:31:20, time: 1.869, data_time: 0.006, memory: 6924, loss_aux: 0.9602, top1_acc: 0.6451, top5_acc: 0.8436, loss_cls: 1.4563, loss: 2.4164, grad_norm: 5.6531 2020-09-13 09:25:00,956 - mmaction - INFO - Epoch [141][560/940] lr: 4.000e-04, eta: 4:30:44, time: 1.928, data_time: 0.006, memory: 6924, loss_aux: 0.9861, top1_acc: 0.6408, top5_acc: 0.8359, loss_cls: 1.5091, loss: 2.4953, grad_norm: 5.7444 2020-09-13 09:25:39,147 - mmaction - INFO - Epoch [141][580/940] lr: 4.000e-04, eta: 4:30:07, time: 1.909, data_time: 0.002, memory: 6924, loss_aux: 0.9974, top1_acc: 0.6365, top5_acc: 0.8291, loss_cls: 1.5246, loss: 2.5220, grad_norm: 5.7613 2020-09-13 09:26:17,335 - mmaction - INFO - Epoch [141][600/940] lr: 4.000e-04, eta: 4:29:30, time: 1.908, data_time: 0.006, memory: 6924, loss_aux: 0.9820, top1_acc: 0.6439, top5_acc: 0.8387, loss_cls: 1.4925, loss: 2.4744, grad_norm: 5.7179 2020-09-13 09:26:55,431 - mmaction - INFO - Epoch [141][620/940] lr: 4.000e-04, eta: 4:28:54, time: 1.906, data_time: 0.005, memory: 6924, loss_aux: 0.9953, top1_acc: 0.6404, top5_acc: 0.8262, loss_cls: 1.5276, loss: 2.5229, grad_norm: 5.7320 2020-09-13 09:27:33,007 - mmaction - INFO - Epoch [141][640/940] lr: 4.000e-04, eta: 4:28:17, time: 1.878, data_time: 0.007, memory: 6924, loss_aux: 1.0006, top1_acc: 0.6303, top5_acc: 0.8285, loss_cls: 1.5426, loss: 2.5432, grad_norm: 5.7807 2020-09-13 09:28:11,887 - mmaction - INFO - Epoch [141][660/940] lr: 4.000e-04, eta: 4:27:41, time: 1.946, data_time: 0.005, memory: 6924, loss_aux: 0.9859, top1_acc: 0.6406, top5_acc: 0.8346, loss_cls: 1.4892, loss: 2.4751, grad_norm: 5.7139 2020-09-13 09:28:50,899 - mmaction - INFO - Epoch [141][680/940] lr: 4.000e-04, eta: 4:27:04, time: 1.949, data_time: 0.006, memory: 6924, loss_aux: 0.9698, top1_acc: 0.6418, top5_acc: 0.8410, loss_cls: 1.5053, loss: 2.4751, grad_norm: 5.6956 2020-09-13 09:29:29,671 - mmaction - INFO - Epoch [141][700/940] lr: 4.000e-04, eta: 4:26:27, time: 1.940, data_time: 0.006, memory: 6924, loss_aux: 0.9802, top1_acc: 0.6443, top5_acc: 0.8285, loss_cls: 1.5139, loss: 2.4940, grad_norm: 5.7024 2020-09-13 09:30:08,071 - mmaction - INFO - Epoch [141][720/940] lr: 4.000e-04, eta: 4:25:51, time: 1.920, data_time: 0.006, memory: 6924, loss_aux: 0.9881, top1_acc: 0.6346, top5_acc: 0.8277, loss_cls: 1.5461, loss: 2.5342, grad_norm: 5.6723 2020-09-13 09:30:46,847 - mmaction - INFO - Epoch [141][740/940] lr: 4.000e-04, eta: 4:25:14, time: 1.939, data_time: 0.003, memory: 6924, loss_aux: 0.9964, top1_acc: 0.6334, top5_acc: 0.8262, loss_cls: 1.5369, loss: 2.5333, grad_norm: 5.8481 2020-09-13 09:31:25,668 - mmaction - INFO - Epoch [141][760/940] lr: 4.000e-04, eta: 4:24:37, time: 1.939, data_time: 0.005, memory: 6924, loss_aux: 0.9890, top1_acc: 0.6422, top5_acc: 0.8316, loss_cls: 1.5195, loss: 2.5085, grad_norm: 5.7596 2020-09-13 09:32:03,350 - mmaction - INFO - Epoch [141][780/940] lr: 4.000e-04, eta: 4:24:01, time: 1.883, data_time: 0.006, memory: 6924, loss_aux: 0.9906, top1_acc: 0.6432, top5_acc: 0.8285, loss_cls: 1.5172, loss: 2.5078, grad_norm: 5.7587 2020-09-13 09:32:41,052 - mmaction - INFO - Epoch [141][800/940] lr: 4.000e-04, eta: 4:23:24, time: 1.886, data_time: 0.006, memory: 6924, loss_aux: 0.9675, top1_acc: 0.6420, top5_acc: 0.8318, loss_cls: 1.4859, loss: 2.4534, grad_norm: 5.7035 2020-09-13 09:33:18,816 - mmaction - INFO - Epoch [141][820/940] lr: 4.000e-04, eta: 4:22:47, time: 1.890, data_time: 0.006, memory: 6924, loss_aux: 0.9639, top1_acc: 0.6465, top5_acc: 0.8326, loss_cls: 1.4791, loss: 2.4430, grad_norm: 5.8123 2020-09-13 09:33:56,565 - mmaction - INFO - Epoch [141][840/940] lr: 4.000e-04, eta: 4:22:11, time: 1.886, data_time: 0.006, memory: 6924, loss_aux: 0.9585, top1_acc: 0.6576, top5_acc: 0.8432, loss_cls: 1.4556, loss: 2.4141, grad_norm: 5.6656 2020-09-13 09:34:34,037 - mmaction - INFO - Epoch [141][860/940] lr: 4.000e-04, eta: 4:21:34, time: 1.875, data_time: 0.005, memory: 6924, loss_aux: 0.9792, top1_acc: 0.6479, top5_acc: 0.8375, loss_cls: 1.4826, loss: 2.4618, grad_norm: 5.7989 2020-09-13 09:35:11,414 - mmaction - INFO - Epoch [141][880/940] lr: 4.000e-04, eta: 4:20:57, time: 1.869, data_time: 0.007, memory: 6924, loss_aux: 0.9934, top1_acc: 0.6311, top5_acc: 0.8336, loss_cls: 1.5332, loss: 2.5266, grad_norm: 5.7672 2020-09-13 09:35:49,135 - mmaction - INFO - Epoch [141][900/940] lr: 4.000e-04, eta: 4:20:21, time: 1.886, data_time: 0.002, memory: 6924, loss_aux: 0.9721, top1_acc: 0.6314, top5_acc: 0.8363, loss_cls: 1.5061, loss: 2.4782, grad_norm: 5.9441 2020-09-13 09:36:26,524 - mmaction - INFO - Epoch [141][920/940] lr: 4.000e-04, eta: 4:19:44, time: 1.868, data_time: 0.006, memory: 6924, loss_aux: 0.9754, top1_acc: 0.6387, top5_acc: 0.8332, loss_cls: 1.4939, loss: 2.4693, grad_norm: 5.7965 2020-09-13 09:37:02,773 - mmaction - INFO - Epoch [141][940/940] lr: 4.000e-04, eta: 4:19:07, time: 1.814, data_time: 0.006, memory: 6924, loss_aux: 0.9809, top1_acc: 0.6449, top5_acc: 0.8328, loss_cls: 1.5083, loss: 2.4892, grad_norm: 6.3292 2020-09-13 09:37:03,197 - mmaction - INFO - Saving checkpoint at 141 epochs 2020-09-13 09:37:48,105 - mmaction - INFO - Epoch [142][20/940] lr: 4.000e-04, eta: 4:18:30, time: 1.992, data_time: 0.467, memory: 6924, loss_aux: 0.9972, top1_acc: 0.6322, top5_acc: 0.8289, loss_cls: 1.5198, loss: 2.5170, grad_norm: 5.7760 2020-09-13 09:38:24,786 - mmaction - INFO - Epoch [142][40/940] lr: 4.000e-04, eta: 4:17:54, time: 1.835, data_time: 0.005, memory: 6924, loss_aux: 0.9881, top1_acc: 0.6455, top5_acc: 0.8361, loss_cls: 1.5075, loss: 2.4956, grad_norm: 5.7506 2020-09-13 09:39:00,887 - mmaction - INFO - Epoch [142][60/940] lr: 4.000e-04, eta: 4:17:17, time: 1.803, data_time: 0.005, memory: 6924, loss_aux: 0.9811, top1_acc: 0.6377, top5_acc: 0.8279, loss_cls: 1.5211, loss: 2.5022, grad_norm: 5.8004 2020-09-13 09:39:37,666 - mmaction - INFO - Epoch [142][80/940] lr: 4.000e-04, eta: 4:16:40, time: 1.841, data_time: 0.006, memory: 6924, loss_aux: 0.9757, top1_acc: 0.6367, top5_acc: 0.8402, loss_cls: 1.4874, loss: 2.4631, grad_norm: 5.7564 2020-09-13 09:40:15,246 - mmaction - INFO - Epoch [142][100/940] lr: 4.000e-04, eta: 4:16:03, time: 1.877, data_time: 0.005, memory: 6924, loss_aux: 0.9756, top1_acc: 0.6516, top5_acc: 0.8367, loss_cls: 1.4826, loss: 2.4582, grad_norm: 5.7044 2020-09-13 09:40:52,211 - mmaction - INFO - Epoch [142][120/940] lr: 4.000e-04, eta: 4:15:27, time: 1.851, data_time: 0.007, memory: 6924, loss_aux: 0.9965, top1_acc: 0.6439, top5_acc: 0.8285, loss_cls: 1.5183, loss: 2.5148, grad_norm: 5.7747 2020-09-13 09:41:29,207 - mmaction - INFO - Epoch [142][140/940] lr: 4.000e-04, eta: 4:14:50, time: 1.848, data_time: 0.006, memory: 6924, loss_aux: 0.9792, top1_acc: 0.6479, top5_acc: 0.8377, loss_cls: 1.4878, loss: 2.4670, grad_norm: 5.8023 2020-09-13 09:42:05,902 - mmaction - INFO - Epoch [142][160/940] lr: 4.000e-04, eta: 4:14:13, time: 1.836, data_time: 0.006, memory: 6924, loss_aux: 0.9736, top1_acc: 0.6451, top5_acc: 0.8320, loss_cls: 1.5049, loss: 2.4785, grad_norm: 5.7196 2020-09-13 09:42:43,508 - mmaction - INFO - Epoch [142][180/940] lr: 4.000e-04, eta: 4:13:37, time: 1.879, data_time: 0.007, memory: 6924, loss_aux: 0.9838, top1_acc: 0.6330, top5_acc: 0.8352, loss_cls: 1.5159, loss: 2.4998, grad_norm: 5.7809 2020-09-13 09:43:20,498 - mmaction - INFO - Epoch [142][200/940] lr: 4.000e-04, eta: 4:13:00, time: 1.849, data_time: 0.006, memory: 6924, loss_aux: 0.9808, top1_acc: 0.6412, top5_acc: 0.8324, loss_cls: 1.5040, loss: 2.4849, grad_norm: 5.7091 2020-09-13 09:43:57,620 - mmaction - INFO - Epoch [142][220/940] lr: 4.000e-04, eta: 4:12:23, time: 1.858, data_time: 0.006, memory: 6924, loss_aux: 1.0022, top1_acc: 0.6318, top5_acc: 0.8289, loss_cls: 1.5461, loss: 2.5483, grad_norm: 5.7217 2020-09-13 09:44:34,573 - mmaction - INFO - Epoch [142][240/940] lr: 4.000e-04, eta: 4:11:46, time: 1.845, data_time: 0.005, memory: 6924, loss_aux: 0.9973, top1_acc: 0.6402, top5_acc: 0.8291, loss_cls: 1.5426, loss: 2.5399, grad_norm: 5.7333 2020-09-13 09:45:11,996 - mmaction - INFO - Epoch [142][260/940] lr: 4.000e-04, eta: 4:11:10, time: 1.871, data_time: 0.006, memory: 6924, loss_aux: 0.9683, top1_acc: 0.6500, top5_acc: 0.8396, loss_cls: 1.4706, loss: 2.4389, grad_norm: 5.6817 2020-09-13 09:45:49,677 - mmaction - INFO - Epoch [142][280/940] lr: 4.000e-04, eta: 4:10:33, time: 1.886, data_time: 0.006, memory: 6924, loss_aux: 0.9539, top1_acc: 0.6533, top5_acc: 0.8432, loss_cls: 1.4622, loss: 2.4161, grad_norm: 5.6571 2020-09-13 09:46:27,021 - mmaction - INFO - Epoch [142][300/940] lr: 4.000e-04, eta: 4:09:56, time: 1.865, data_time: 0.005, memory: 6924, loss_aux: 0.9775, top1_acc: 0.6385, top5_acc: 0.8371, loss_cls: 1.5189, loss: 2.4964, grad_norm: 5.7976 2020-09-13 09:47:03,990 - mmaction - INFO - Epoch [142][320/940] lr: 4.000e-04, eta: 4:09:19, time: 1.850, data_time: 0.006, memory: 6924, loss_aux: 0.9826, top1_acc: 0.6381, top5_acc: 0.8332, loss_cls: 1.5017, loss: 2.4843, grad_norm: 5.7229 2020-09-13 09:47:41,804 - mmaction - INFO - Epoch [142][340/940] lr: 4.000e-04, eta: 4:08:43, time: 1.889, data_time: 0.007, memory: 6924, loss_aux: 0.9813, top1_acc: 0.6379, top5_acc: 0.8348, loss_cls: 1.4864, loss: 2.4676, grad_norm: 5.7250 2020-09-13 09:48:18,727 - mmaction - INFO - Epoch [142][360/940] lr: 4.000e-04, eta: 4:08:06, time: 1.848, data_time: 0.006, memory: 6924, loss_aux: 0.9686, top1_acc: 0.6480, top5_acc: 0.8365, loss_cls: 1.4668, loss: 2.4355, grad_norm: 5.7253 2020-09-13 09:48:55,889 - mmaction - INFO - Epoch [142][380/940] lr: 4.000e-04, eta: 4:07:29, time: 1.856, data_time: 0.006, memory: 6924, loss_aux: 0.9989, top1_acc: 0.6320, top5_acc: 0.8229, loss_cls: 1.5553, loss: 2.5542, grad_norm: 5.8948 2020-09-13 09:49:33,585 - mmaction - INFO - Epoch [142][400/940] lr: 4.000e-04, eta: 4:06:53, time: 1.887, data_time: 0.006, memory: 6924, loss_aux: 0.9752, top1_acc: 0.6408, top5_acc: 0.8330, loss_cls: 1.5049, loss: 2.4801, grad_norm: 5.7766 2020-09-13 09:50:10,546 - mmaction - INFO - Epoch [142][420/940] lr: 4.000e-04, eta: 4:06:16, time: 1.848, data_time: 0.006, memory: 6924, loss_aux: 0.9918, top1_acc: 0.6350, top5_acc: 0.8262, loss_cls: 1.5448, loss: 2.5366, grad_norm: 5.7837 2020-09-13 09:50:47,417 - mmaction - INFO - Epoch [142][440/940] lr: 4.000e-04, eta: 4:05:39, time: 1.843, data_time: 0.002, memory: 6924, loss_aux: 0.9734, top1_acc: 0.6486, top5_acc: 0.8342, loss_cls: 1.4812, loss: 2.4546, grad_norm: 5.6581 2020-09-13 09:51:25,027 - mmaction - INFO - Epoch [142][460/940] lr: 4.000e-04, eta: 4:05:02, time: 1.878, data_time: 0.007, memory: 6924, loss_aux: 1.0009, top1_acc: 0.6275, top5_acc: 0.8264, loss_cls: 1.5682, loss: 2.5691, grad_norm: 5.9098 2020-09-13 09:52:02,076 - mmaction - INFO - Epoch [142][480/940] lr: 4.000e-04, eta: 4:04:26, time: 1.853, data_time: 0.006, memory: 6924, loss_aux: 0.9874, top1_acc: 0.6393, top5_acc: 0.8297, loss_cls: 1.5179, loss: 2.5054, grad_norm: 5.7585 2020-09-13 09:52:39,288 - mmaction - INFO - Epoch [142][500/940] lr: 4.000e-04, eta: 4:03:49, time: 1.861, data_time: 0.004, memory: 6924, loss_aux: 0.9727, top1_acc: 0.6453, top5_acc: 0.8324, loss_cls: 1.4973, loss: 2.4700, grad_norm: 5.7102 2020-09-13 09:53:16,733 - mmaction - INFO - Epoch [142][520/940] lr: 4.000e-04, eta: 4:03:12, time: 1.872, data_time: 0.003, memory: 6924, loss_aux: 0.9975, top1_acc: 0.6359, top5_acc: 0.8297, loss_cls: 1.5302, loss: 2.5276, grad_norm: 5.8461 2020-09-13 09:53:53,639 - mmaction - INFO - Epoch [142][540/940] lr: 4.000e-04, eta: 4:02:35, time: 1.844, data_time: 0.007, memory: 6924, loss_aux: 0.9686, top1_acc: 0.6441, top5_acc: 0.8355, loss_cls: 1.4831, loss: 2.4517, grad_norm: 5.7247 2020-09-13 09:54:31,372 - mmaction - INFO - Epoch [142][560/940] lr: 4.000e-04, eta: 4:01:59, time: 1.889, data_time: 0.006, memory: 6924, loss_aux: 0.9848, top1_acc: 0.6316, top5_acc: 0.8271, loss_cls: 1.5375, loss: 2.5223, grad_norm: 5.7659 2020-09-13 09:55:09,432 - mmaction - INFO - Epoch [142][580/940] lr: 4.000e-04, eta: 4:01:22, time: 1.903, data_time: 0.006, memory: 6924, loss_aux: 0.9879, top1_acc: 0.6316, top5_acc: 0.8377, loss_cls: 1.5300, loss: 2.5178, grad_norm: 5.8900 2020-09-13 09:55:45,902 - mmaction - INFO - Epoch [142][600/940] lr: 4.000e-04, eta: 4:00:45, time: 1.824, data_time: 0.003, memory: 6924, loss_aux: 0.9753, top1_acc: 0.6455, top5_acc: 0.8402, loss_cls: 1.4999, loss: 2.4752, grad_norm: 5.7110 2020-09-13 09:56:22,836 - mmaction - INFO - Epoch [142][620/940] lr: 4.000e-04, eta: 4:00:09, time: 1.845, data_time: 0.006, memory: 6924, loss_aux: 0.9895, top1_acc: 0.6424, top5_acc: 0.8332, loss_cls: 1.5274, loss: 2.5169, grad_norm: 5.7281 2020-09-13 09:56:59,950 - mmaction - INFO - Epoch [142][640/940] lr: 4.000e-04, eta: 3:59:32, time: 1.857, data_time: 0.005, memory: 6924, loss_aux: 0.9753, top1_acc: 0.6412, top5_acc: 0.8311, loss_cls: 1.4963, loss: 2.4717, grad_norm: 5.7472 2020-09-13 09:57:36,721 - mmaction - INFO - Epoch [142][660/940] lr: 4.000e-04, eta: 3:58:55, time: 1.839, data_time: 0.005, memory: 6924, loss_aux: 0.9656, top1_acc: 0.6529, top5_acc: 0.8365, loss_cls: 1.4708, loss: 2.4364, grad_norm: 5.7373 2020-09-13 09:58:14,165 - mmaction - INFO - Epoch [142][680/940] lr: 4.000e-04, eta: 3:58:18, time: 1.872, data_time: 0.004, memory: 6924, loss_aux: 0.9813, top1_acc: 0.6459, top5_acc: 0.8393, loss_cls: 1.4887, loss: 2.4700, grad_norm: 5.7155 2020-09-13 09:58:51,167 - mmaction - INFO - Epoch [142][700/940] lr: 4.000e-04, eta: 3:57:42, time: 1.848, data_time: 0.005, memory: 6924, loss_aux: 0.9833, top1_acc: 0.6363, top5_acc: 0.8381, loss_cls: 1.4988, loss: 2.4821, grad_norm: 5.8000 2020-09-13 09:59:27,645 - mmaction - INFO - Epoch [142][720/940] lr: 4.000e-04, eta: 3:57:05, time: 1.825, data_time: 0.006, memory: 6924, loss_aux: 0.9765, top1_acc: 0.6467, top5_acc: 0.8328, loss_cls: 1.4999, loss: 2.4765, grad_norm: 5.7075 2020-09-13 10:00:10,159 - mmaction - INFO - Epoch [142][740/940] lr: 4.000e-04, eta: 3:56:28, time: 2.122, data_time: 0.006, memory: 6924, loss_aux: 0.9680, top1_acc: 0.6416, top5_acc: 0.8313, loss_cls: 1.4925, loss: 2.4606, grad_norm: 5.7211 2020-09-13 10:00:44,473 - mmaction - INFO - Epoch [142][760/940] lr: 4.000e-04, eta: 3:55:51, time: 1.719, data_time: 0.011, memory: 6924, loss_aux: 1.0073, top1_acc: 0.6379, top5_acc: 0.8238, loss_cls: 1.5479, loss: 2.5551, grad_norm: 5.8107 2020-09-13 10:01:21,643 - mmaction - INFO - Epoch [142][780/940] lr: 4.000e-04, eta: 3:55:15, time: 1.857, data_time: 0.005, memory: 6924, loss_aux: 0.9682, top1_acc: 0.6418, top5_acc: 0.8322, loss_cls: 1.4901, loss: 2.4583, grad_norm: 5.7296 2020-09-13 10:01:58,428 - mmaction - INFO - Epoch [142][800/940] lr: 4.000e-04, eta: 3:54:38, time: 1.841, data_time: 0.005, memory: 6924, loss_aux: 0.9773, top1_acc: 0.6463, top5_acc: 0.8402, loss_cls: 1.4870, loss: 2.4642, grad_norm: 5.7920 2020-09-13 10:02:35,632 - mmaction - INFO - Epoch [142][820/940] lr: 4.000e-04, eta: 3:54:01, time: 1.860, data_time: 0.006, memory: 6924, loss_aux: 0.9895, top1_acc: 0.6404, top5_acc: 0.8342, loss_cls: 1.5360, loss: 2.5255, grad_norm: 5.7824 2020-09-13 10:03:13,018 - mmaction - INFO - Epoch [142][840/940] lr: 4.000e-04, eta: 3:53:25, time: 1.868, data_time: 0.002, memory: 6924, loss_aux: 0.9885, top1_acc: 0.6363, top5_acc: 0.8365, loss_cls: 1.5131, loss: 2.5016, grad_norm: 5.8050 2020-09-13 10:03:49,676 - mmaction - INFO - Epoch [142][860/940] lr: 4.000e-04, eta: 3:52:48, time: 1.834, data_time: 0.005, memory: 6924, loss_aux: 0.9798, top1_acc: 0.6412, top5_acc: 0.8289, loss_cls: 1.5170, loss: 2.4968, grad_norm: 5.6979 2020-09-13 10:04:26,704 - mmaction - INFO - Epoch [142][880/940] lr: 4.000e-04, eta: 3:52:11, time: 1.850, data_time: 0.006, memory: 6924, loss_aux: 0.9816, top1_acc: 0.6406, top5_acc: 0.8365, loss_cls: 1.5141, loss: 2.4957, grad_norm: 5.8165 2020-09-13 10:05:03,081 - mmaction - INFO - Epoch [142][900/940] lr: 4.000e-04, eta: 3:51:34, time: 1.819, data_time: 0.007, memory: 6924, loss_aux: 0.9831, top1_acc: 0.6492, top5_acc: 0.8395, loss_cls: 1.4870, loss: 2.4700, grad_norm: 5.7595 2020-09-13 10:05:39,815 - mmaction - INFO - Epoch [142][920/940] lr: 4.000e-04, eta: 3:50:57, time: 1.838, data_time: 0.005, memory: 6924, loss_aux: 0.9703, top1_acc: 0.6461, top5_acc: 0.8400, loss_cls: 1.4671, loss: 2.4374, grad_norm: 5.6669 2020-09-13 10:06:15,988 - mmaction - INFO - Epoch [142][940/940] lr: 4.000e-04, eta: 3:50:21, time: 1.809, data_time: 0.003, memory: 6924, loss_aux: 1.0143, top1_acc: 0.6321, top5_acc: 0.8314, loss_cls: 1.5543, loss: 2.5686, grad_norm: 5.9403 2020-09-13 10:06:16,583 - mmaction - INFO - Saving checkpoint at 142 epochs 2020-09-13 10:07:01,444 - mmaction - INFO - Epoch [143][20/940] lr: 4.000e-04, eta: 3:49:44, time: 2.067, data_time: 0.621, memory: 6924, loss_aux: 0.9527, top1_acc: 0.6574, top5_acc: 0.8357, loss_cls: 1.4511, loss: 2.4038, grad_norm: 5.7211 2020-09-13 10:07:35,550 - mmaction - INFO - Epoch [143][40/940] lr: 4.000e-04, eta: 3:49:07, time: 1.707, data_time: 0.006, memory: 6924, loss_aux: 0.9763, top1_acc: 0.6447, top5_acc: 0.8385, loss_cls: 1.5006, loss: 2.4769, grad_norm: 5.8068 2020-09-13 10:08:12,206 - mmaction - INFO - Epoch [143][60/940] lr: 4.000e-04, eta: 3:48:30, time: 1.831, data_time: 0.006, memory: 6924, loss_aux: 0.9834, top1_acc: 0.6426, top5_acc: 0.8381, loss_cls: 1.4908, loss: 2.4742, grad_norm: 5.8149 2020-09-13 10:08:48,358 - mmaction - INFO - Epoch [143][80/940] lr: 4.000e-04, eta: 3:47:54, time: 1.809, data_time: 0.006, memory: 6924, loss_aux: 0.9767, top1_acc: 0.6428, top5_acc: 0.8398, loss_cls: 1.4820, loss: 2.4587, grad_norm: 5.7718 2020-09-13 10:09:23,724 - mmaction - INFO - Epoch [143][100/940] lr: 4.000e-04, eta: 3:47:17, time: 1.767, data_time: 0.006, memory: 6924, loss_aux: 1.0077, top1_acc: 0.6367, top5_acc: 0.8342, loss_cls: 1.5428, loss: 2.5505, grad_norm: 5.8382 2020-09-13 10:10:00,262 - mmaction - INFO - Epoch [143][120/940] lr: 4.000e-04, eta: 3:46:40, time: 1.828, data_time: 0.010, memory: 6924, loss_aux: 0.9694, top1_acc: 0.6467, top5_acc: 0.8307, loss_cls: 1.4997, loss: 2.4691, grad_norm: 5.7910 2020-09-13 10:10:36,104 - mmaction - INFO - Epoch [143][140/940] lr: 4.000e-04, eta: 3:46:03, time: 1.791, data_time: 0.008, memory: 6924, loss_aux: 0.9924, top1_acc: 0.6510, top5_acc: 0.8301, loss_cls: 1.5032, loss: 2.4955, grad_norm: 5.7216 2020-09-13 10:11:11,737 - mmaction - INFO - Epoch [143][160/940] lr: 4.000e-04, eta: 3:45:26, time: 1.783, data_time: 0.005, memory: 6924, loss_aux: 0.9681, top1_acc: 0.6555, top5_acc: 0.8379, loss_cls: 1.4704, loss: 2.4386, grad_norm: 5.6927 2020-09-13 10:11:47,936 - mmaction - INFO - Epoch [143][180/940] lr: 4.000e-04, eta: 3:44:50, time: 1.807, data_time: 0.005, memory: 6924, loss_aux: 0.9696, top1_acc: 0.6484, top5_acc: 0.8363, loss_cls: 1.4845, loss: 2.4541, grad_norm: 5.6658 2020-09-13 10:12:23,900 - mmaction - INFO - Epoch [143][200/940] lr: 4.000e-04, eta: 3:44:13, time: 1.801, data_time: 0.007, memory: 6924, loss_aux: 0.9342, top1_acc: 0.6576, top5_acc: 0.8422, loss_cls: 1.4182, loss: 2.3524, grad_norm: 5.5740 2020-09-13 10:12:59,485 - mmaction - INFO - Epoch [143][220/940] lr: 4.000e-04, eta: 3:43:36, time: 1.779, data_time: 0.003, memory: 6924, loss_aux: 1.0166, top1_acc: 0.6248, top5_acc: 0.8266, loss_cls: 1.5600, loss: 2.5766, grad_norm: 5.8724 2020-09-13 10:13:35,576 - mmaction - INFO - Epoch [143][240/940] lr: 4.000e-04, eta: 3:42:59, time: 1.803, data_time: 0.006, memory: 6924, loss_aux: 0.9873, top1_acc: 0.6432, top5_acc: 0.8309, loss_cls: 1.5123, loss: 2.4997, grad_norm: 5.8010 2020-09-13 10:14:11,122 - mmaction - INFO - Epoch [143][260/940] lr: 4.000e-04, eta: 3:42:22, time: 1.779, data_time: 0.005, memory: 6924, loss_aux: 0.9677, top1_acc: 0.6516, top5_acc: 0.8387, loss_cls: 1.4821, loss: 2.4498, grad_norm: 5.6719 2020-09-13 10:14:46,816 - mmaction - INFO - Epoch [143][280/940] lr: 4.000e-04, eta: 3:41:46, time: 1.783, data_time: 0.006, memory: 6924, loss_aux: 0.9758, top1_acc: 0.6439, top5_acc: 0.8361, loss_cls: 1.4965, loss: 2.4723, grad_norm: 5.7373 2020-09-13 10:15:22,651 - mmaction - INFO - Epoch [143][300/940] lr: 4.000e-04, eta: 3:41:09, time: 1.791, data_time: 0.005, memory: 6924, loss_aux: 0.9701, top1_acc: 0.6461, top5_acc: 0.8369, loss_cls: 1.4881, loss: 2.4582, grad_norm: 5.8078 2020-09-13 10:15:58,330 - mmaction - INFO - Epoch [143][320/940] lr: 4.000e-04, eta: 3:40:32, time: 1.786, data_time: 0.006, memory: 6924, loss_aux: 0.9666, top1_acc: 0.6438, top5_acc: 0.8377, loss_cls: 1.4787, loss: 2.4453, grad_norm: 5.8095 2020-09-13 10:16:33,547 - mmaction - INFO - Epoch [143][340/940] lr: 4.000e-04, eta: 3:39:55, time: 1.759, data_time: 0.006, memory: 6924, loss_aux: 0.9820, top1_acc: 0.6387, top5_acc: 0.8309, loss_cls: 1.5114, loss: 2.4934, grad_norm: 5.7588 2020-09-13 10:17:09,247 - mmaction - INFO - Epoch [143][360/940] lr: 4.000e-04, eta: 3:39:18, time: 1.787, data_time: 0.006, memory: 6924, loss_aux: 0.9611, top1_acc: 0.6410, top5_acc: 0.8418, loss_cls: 1.4701, loss: 2.4313, grad_norm: 5.7170 2020-09-13 10:17:44,375 - mmaction - INFO - Epoch [143][380/940] lr: 4.000e-04, eta: 3:38:42, time: 1.755, data_time: 0.005, memory: 6924, loss_aux: 1.0050, top1_acc: 0.6359, top5_acc: 0.8281, loss_cls: 1.5404, loss: 2.5454, grad_norm: 5.7874 2020-09-13 10:18:19,908 - mmaction - INFO - Epoch [143][400/940] lr: 4.000e-04, eta: 3:38:05, time: 1.779, data_time: 0.006, memory: 6924, loss_aux: 0.9916, top1_acc: 0.6352, top5_acc: 0.8295, loss_cls: 1.5279, loss: 2.5196, grad_norm: 5.8149 2020-09-13 10:18:54,996 - mmaction - INFO - Epoch [143][420/940] lr: 4.000e-04, eta: 3:37:28, time: 1.752, data_time: 0.005, memory: 6924, loss_aux: 0.9824, top1_acc: 0.6426, top5_acc: 0.8279, loss_cls: 1.5018, loss: 2.4842, grad_norm: 5.7641 2020-09-13 10:19:30,435 - mmaction - INFO - Epoch [143][440/940] lr: 4.000e-04, eta: 3:36:51, time: 1.774, data_time: 0.006, memory: 6924, loss_aux: 0.9909, top1_acc: 0.6361, top5_acc: 0.8262, loss_cls: 1.5360, loss: 2.5269, grad_norm: 5.7979 2020-09-13 10:20:05,398 - mmaction - INFO - Epoch [143][460/940] lr: 4.000e-04, eta: 3:36:14, time: 1.748, data_time: 0.005, memory: 6924, loss_aux: 0.9835, top1_acc: 0.6363, top5_acc: 0.8324, loss_cls: 1.5234, loss: 2.5069, grad_norm: 5.8153 2020-09-13 10:20:40,605 - mmaction - INFO - Epoch [143][480/940] lr: 4.000e-04, eta: 3:35:37, time: 1.761, data_time: 0.003, memory: 6924, loss_aux: 0.9715, top1_acc: 0.6469, top5_acc: 0.8367, loss_cls: 1.4795, loss: 2.4509, grad_norm: 5.7177 2020-09-13 10:21:16,080 - mmaction - INFO - Epoch [143][500/940] lr: 4.000e-04, eta: 3:35:01, time: 1.774, data_time: 0.005, memory: 6924, loss_aux: 0.9522, top1_acc: 0.6447, top5_acc: 0.8395, loss_cls: 1.4696, loss: 2.4219, grad_norm: 5.6953 2020-09-13 10:21:51,012 - mmaction - INFO - Epoch [143][520/940] lr: 4.000e-04, eta: 3:34:24, time: 1.745, data_time: 0.007, memory: 6924, loss_aux: 0.9720, top1_acc: 0.6438, top5_acc: 0.8383, loss_cls: 1.4875, loss: 2.4595, grad_norm: 5.6751 2020-09-13 10:22:25,978 - mmaction - INFO - Epoch [143][540/940] lr: 4.000e-04, eta: 3:33:47, time: 1.750, data_time: 0.006, memory: 6924, loss_aux: 0.9921, top1_acc: 0.6400, top5_acc: 0.8283, loss_cls: 1.5151, loss: 2.5072, grad_norm: 5.8036 2020-09-13 10:23:01,534 - mmaction - INFO - Epoch [143][560/940] lr: 4.000e-04, eta: 3:33:10, time: 1.776, data_time: 0.007, memory: 6924, loss_aux: 0.9875, top1_acc: 0.6473, top5_acc: 0.8309, loss_cls: 1.5117, loss: 2.4992, grad_norm: 5.7936 2020-09-13 10:23:36,405 - mmaction - INFO - Epoch [143][580/940] lr: 4.000e-04, eta: 3:32:33, time: 1.745, data_time: 0.006, memory: 6924, loss_aux: 1.0057, top1_acc: 0.6258, top5_acc: 0.8291, loss_cls: 1.5636, loss: 2.5693, grad_norm: 5.9056 2020-09-13 10:24:11,514 - mmaction - INFO - Epoch [143][600/940] lr: 4.000e-04, eta: 3:31:56, time: 1.754, data_time: 0.006, memory: 6924, loss_aux: 0.9744, top1_acc: 0.6422, top5_acc: 0.8418, loss_cls: 1.4794, loss: 2.4539, grad_norm: 5.7371 2020-09-13 10:24:46,672 - mmaction - INFO - Epoch [143][620/940] lr: 4.000e-04, eta: 3:31:19, time: 1.759, data_time: 0.006, memory: 6924, loss_aux: 0.9731, top1_acc: 0.6467, top5_acc: 0.8359, loss_cls: 1.4825, loss: 2.4556, grad_norm: 5.6969 2020-09-13 10:25:21,945 - mmaction - INFO - Epoch [143][640/940] lr: 4.000e-04, eta: 3:30:43, time: 1.762, data_time: 0.003, memory: 6924, loss_aux: 0.9995, top1_acc: 0.6342, top5_acc: 0.8223, loss_cls: 1.5518, loss: 2.5513, grad_norm: 5.8183 2020-09-13 10:25:56,889 - mmaction - INFO - Epoch [143][660/940] lr: 4.000e-04, eta: 3:30:06, time: 1.749, data_time: 0.006, memory: 6924, loss_aux: 1.0011, top1_acc: 0.6346, top5_acc: 0.8266, loss_cls: 1.5324, loss: 2.5335, grad_norm: 5.7574 2020-09-13 10:26:31,612 - mmaction - INFO - Epoch [143][680/940] lr: 4.000e-04, eta: 3:29:29, time: 1.735, data_time: 0.006, memory: 6924, loss_aux: 0.9882, top1_acc: 0.6436, top5_acc: 0.8287, loss_cls: 1.5149, loss: 2.5031, grad_norm: 5.8226 2020-09-13 10:27:07,273 - mmaction - INFO - Epoch [143][700/940] lr: 4.000e-04, eta: 3:28:52, time: 1.785, data_time: 0.005, memory: 6924, loss_aux: 0.9721, top1_acc: 0.6445, top5_acc: 0.8295, loss_cls: 1.5014, loss: 2.4734, grad_norm: 5.7033 2020-09-13 10:27:41,858 - mmaction - INFO - Epoch [143][720/940] lr: 4.000e-04, eta: 3:28:15, time: 1.727, data_time: 0.005, memory: 6924, loss_aux: 0.9703, top1_acc: 0.6377, top5_acc: 0.8338, loss_cls: 1.5001, loss: 2.4704, grad_norm: 5.7748 2020-09-13 10:28:16,524 - mmaction - INFO - Epoch [143][740/940] lr: 4.000e-04, eta: 3:27:38, time: 1.735, data_time: 0.005, memory: 6924, loss_aux: 0.9924, top1_acc: 0.6408, top5_acc: 0.8301, loss_cls: 1.5202, loss: 2.5125, grad_norm: 5.7454 2020-09-13 10:28:51,063 - mmaction - INFO - Epoch [143][760/940] lr: 4.000e-04, eta: 3:27:02, time: 1.725, data_time: 0.006, memory: 6924, loss_aux: 1.0001, top1_acc: 0.6303, top5_acc: 0.8281, loss_cls: 1.5457, loss: 2.5457, grad_norm: 5.8773 2020-09-13 10:29:26,044 - mmaction - INFO - Epoch [143][780/940] lr: 4.000e-04, eta: 3:26:25, time: 1.751, data_time: 0.006, memory: 6924, loss_aux: 0.9803, top1_acc: 0.6420, top5_acc: 0.8330, loss_cls: 1.5147, loss: 2.4951, grad_norm: 5.7884 2020-09-13 10:30:01,322 - mmaction - INFO - Epoch [143][800/940] lr: 4.000e-04, eta: 3:25:48, time: 1.762, data_time: 0.006, memory: 6924, loss_aux: 0.9964, top1_acc: 0.6482, top5_acc: 0.8371, loss_cls: 1.5058, loss: 2.5022, grad_norm: 5.8376 2020-09-13 10:30:35,706 - mmaction - INFO - Epoch [143][820/940] lr: 4.000e-04, eta: 3:25:11, time: 1.721, data_time: 0.006, memory: 6924, loss_aux: 0.9803, top1_acc: 0.6352, top5_acc: 0.8309, loss_cls: 1.5100, loss: 2.4903, grad_norm: 5.8596 2020-09-13 10:31:10,956 - mmaction - INFO - Epoch [143][840/940] lr: 4.000e-04, eta: 3:24:34, time: 1.760, data_time: 0.006, memory: 6924, loss_aux: 0.9887, top1_acc: 0.6453, top5_acc: 0.8252, loss_cls: 1.5194, loss: 2.5081, grad_norm: 5.7217 2020-09-13 10:31:45,425 - mmaction - INFO - Epoch [143][860/940] lr: 4.000e-04, eta: 3:23:57, time: 1.726, data_time: 0.006, memory: 6924, loss_aux: 0.9888, top1_acc: 0.6357, top5_acc: 0.8268, loss_cls: 1.5471, loss: 2.5359, grad_norm: 5.8515 2020-09-13 10:32:19,966 - mmaction - INFO - Epoch [143][880/940] lr: 4.000e-04, eta: 3:23:20, time: 1.725, data_time: 0.006, memory: 6924, loss_aux: 0.9750, top1_acc: 0.6412, top5_acc: 0.8322, loss_cls: 1.5018, loss: 2.4767, grad_norm: 5.8024 2020-09-13 10:32:55,428 - mmaction - INFO - Epoch [143][900/940] lr: 4.000e-04, eta: 3:22:44, time: 1.773, data_time: 0.006, memory: 6924, loss_aux: 0.9690, top1_acc: 0.6471, top5_acc: 0.8441, loss_cls: 1.4652, loss: 2.4342, grad_norm: 5.8073 2020-09-13 10:33:30,665 - mmaction - INFO - Epoch [143][920/940] lr: 4.000e-04, eta: 3:22:07, time: 1.764, data_time: 0.005, memory: 6924, loss_aux: 0.9788, top1_acc: 0.6383, top5_acc: 0.8277, loss_cls: 1.5205, loss: 2.4993, grad_norm: 5.8153 2020-09-13 10:34:05,306 - mmaction - INFO - Epoch [143][940/940] lr: 4.000e-04, eta: 3:21:30, time: 1.731, data_time: 0.007, memory: 6924, loss_aux: 1.0197, top1_acc: 0.6205, top5_acc: 0.8166, loss_cls: 1.6125, loss: 2.6322, grad_norm: 6.0368 2020-09-13 10:34:05,838 - mmaction - INFO - Saving checkpoint at 143 epochs 2020-09-13 10:34:50,299 - mmaction - INFO - Epoch [144][20/940] lr: 4.000e-04, eta: 3:20:53, time: 2.010, data_time: 0.501, memory: 6924, loss_aux: 0.9823, top1_acc: 0.6410, top5_acc: 0.8285, loss_cls: 1.5124, loss: 2.4947, grad_norm: 5.7141 2020-09-13 10:35:25,047 - mmaction - INFO - Epoch [144][40/940] lr: 4.000e-04, eta: 3:20:17, time: 1.738, data_time: 0.006, memory: 6924, loss_aux: 0.9555, top1_acc: 0.6529, top5_acc: 0.8412, loss_cls: 1.4612, loss: 2.4167, grad_norm: 5.6401 2020-09-13 10:36:01,804 - mmaction - INFO - Epoch [144][60/940] lr: 4.000e-04, eta: 3:19:40, time: 1.840, data_time: 0.006, memory: 6924, loss_aux: 0.9901, top1_acc: 0.6393, top5_acc: 0.8314, loss_cls: 1.5277, loss: 2.5177, grad_norm: 5.7954 2020-09-13 10:36:38,433 - mmaction - INFO - Epoch [144][80/940] lr: 4.000e-04, eta: 3:19:03, time: 1.830, data_time: 0.005, memory: 6924, loss_aux: 0.9854, top1_acc: 0.6436, top5_acc: 0.8348, loss_cls: 1.4969, loss: 2.4823, grad_norm: 5.8340 2020-09-13 10:37:15,396 - mmaction - INFO - Epoch [144][100/940] lr: 4.000e-04, eta: 3:18:26, time: 1.849, data_time: 0.005, memory: 6924, loss_aux: 0.9729, top1_acc: 0.6439, top5_acc: 0.8316, loss_cls: 1.4995, loss: 2.4724, grad_norm: 5.8406 2020-09-13 10:37:53,690 - mmaction - INFO - Epoch [144][120/940] lr: 4.000e-04, eta: 3:17:50, time: 1.913, data_time: 0.006, memory: 6924, loss_aux: 0.9522, top1_acc: 0.6518, top5_acc: 0.8461, loss_cls: 1.4462, loss: 2.3984, grad_norm: 5.7015 2020-09-13 10:38:31,345 - mmaction - INFO - Epoch [144][140/940] lr: 4.000e-04, eta: 3:17:13, time: 1.885, data_time: 0.006, memory: 6924, loss_aux: 0.9840, top1_acc: 0.6447, top5_acc: 0.8326, loss_cls: 1.5038, loss: 2.4878, grad_norm: 5.7105 2020-09-13 10:39:09,781 - mmaction - INFO - Epoch [144][160/940] lr: 4.000e-04, eta: 3:16:36, time: 1.919, data_time: 0.006, memory: 6924, loss_aux: 0.9832, top1_acc: 0.6447, top5_acc: 0.8326, loss_cls: 1.5083, loss: 2.4916, grad_norm: 5.7879 2020-09-13 10:39:47,902 - mmaction - INFO - Epoch [144][180/940] lr: 4.000e-04, eta: 3:16:00, time: 1.908, data_time: 0.007, memory: 6924, loss_aux: 0.9643, top1_acc: 0.6535, top5_acc: 0.8475, loss_cls: 1.4556, loss: 2.4198, grad_norm: 5.7319 2020-09-13 10:40:27,625 - mmaction - INFO - Epoch [144][200/940] lr: 4.000e-04, eta: 3:15:23, time: 1.985, data_time: 0.006, memory: 6924, loss_aux: 0.9954, top1_acc: 0.6334, top5_acc: 0.8238, loss_cls: 1.5402, loss: 2.5356, grad_norm: 5.9273 2020-09-13 10:41:06,026 - mmaction - INFO - Epoch [144][220/940] lr: 4.000e-04, eta: 3:14:46, time: 1.922, data_time: 0.006, memory: 6924, loss_aux: 1.0109, top1_acc: 0.6359, top5_acc: 0.8299, loss_cls: 1.5307, loss: 2.5416, grad_norm: 5.7890 2020-09-13 10:41:45,136 - mmaction - INFO - Epoch [144][240/940] lr: 4.000e-04, eta: 3:14:10, time: 1.954, data_time: 0.005, memory: 6924, loss_aux: 0.9992, top1_acc: 0.6432, top5_acc: 0.8291, loss_cls: 1.5263, loss: 2.5255, grad_norm: 5.8256 2020-09-13 10:42:23,636 - mmaction - INFO - Epoch [144][260/940] lr: 4.000e-04, eta: 3:13:33, time: 1.927, data_time: 0.006, memory: 6924, loss_aux: 0.9764, top1_acc: 0.6457, top5_acc: 0.8271, loss_cls: 1.5202, loss: 2.4966, grad_norm: 5.8125 2020-09-13 10:43:02,676 - mmaction - INFO - Epoch [144][280/940] lr: 4.000e-04, eta: 3:12:56, time: 1.952, data_time: 0.002, memory: 6924, loss_aux: 0.9746, top1_acc: 0.6559, top5_acc: 0.8393, loss_cls: 1.4795, loss: 2.4541, grad_norm: 5.7367 2020-09-13 10:43:40,528 - mmaction - INFO - Epoch [144][300/940] lr: 4.000e-04, eta: 3:12:20, time: 1.890, data_time: 0.007, memory: 6924, loss_aux: 0.9573, top1_acc: 0.6529, top5_acc: 0.8377, loss_cls: 1.4627, loss: 2.4200, grad_norm: 5.7588 2020-09-13 10:44:18,606 - mmaction - INFO - Epoch [144][320/940] lr: 4.000e-04, eta: 3:11:43, time: 1.906, data_time: 0.006, memory: 6924, loss_aux: 0.9919, top1_acc: 0.6350, top5_acc: 0.8268, loss_cls: 1.5434, loss: 2.5353, grad_norm: 5.8433 2020-09-13 10:44:56,312 - mmaction - INFO - Epoch [144][340/940] lr: 4.000e-04, eta: 3:11:06, time: 1.884, data_time: 0.006, memory: 6924, loss_aux: 0.9482, top1_acc: 0.6545, top5_acc: 0.8414, loss_cls: 1.4458, loss: 2.3941, grad_norm: 5.7138 2020-09-13 10:45:34,776 - mmaction - INFO - Epoch [144][360/940] lr: 4.000e-04, eta: 3:10:30, time: 1.923, data_time: 0.006, memory: 6924, loss_aux: 0.9854, top1_acc: 0.6412, top5_acc: 0.8355, loss_cls: 1.5049, loss: 2.4904, grad_norm: 5.8569 2020-09-13 10:46:12,425 - mmaction - INFO - Epoch [144][380/940] lr: 4.000e-04, eta: 3:09:53, time: 1.884, data_time: 0.006, memory: 6924, loss_aux: 0.9810, top1_acc: 0.6420, top5_acc: 0.8350, loss_cls: 1.5049, loss: 2.4859, grad_norm: 5.9353 2020-09-13 10:46:50,219 - mmaction - INFO - Epoch [144][400/940] lr: 4.000e-04, eta: 3:09:16, time: 1.888, data_time: 0.006, memory: 6924, loss_aux: 0.9871, top1_acc: 0.6410, top5_acc: 0.8373, loss_cls: 1.5164, loss: 2.5035, grad_norm: 5.9158 2020-09-13 10:47:27,726 - mmaction - INFO - Epoch [144][420/940] lr: 4.000e-04, eta: 3:08:39, time: 1.877, data_time: 0.005, memory: 6924, loss_aux: 0.9974, top1_acc: 0.6348, top5_acc: 0.8371, loss_cls: 1.5304, loss: 2.5278, grad_norm: 5.9419 2020-09-13 10:48:05,049 - mmaction - INFO - Epoch [144][440/940] lr: 4.000e-04, eta: 3:08:03, time: 1.865, data_time: 0.005, memory: 6924, loss_aux: 0.9778, top1_acc: 0.6451, top5_acc: 0.8365, loss_cls: 1.4915, loss: 2.4692, grad_norm: 5.7423 2020-09-13 10:48:43,579 - mmaction - INFO - Epoch [144][460/940] lr: 4.000e-04, eta: 3:07:26, time: 1.928, data_time: 0.005, memory: 6924, loss_aux: 1.0177, top1_acc: 0.6299, top5_acc: 0.8191, loss_cls: 1.5699, loss: 2.5876, grad_norm: 5.8776 2020-09-13 10:49:20,768 - mmaction - INFO - Epoch [144][480/940] lr: 4.000e-04, eta: 3:06:49, time: 1.858, data_time: 0.006, memory: 6924, loss_aux: 0.9855, top1_acc: 0.6361, top5_acc: 0.8350, loss_cls: 1.5065, loss: 2.4920, grad_norm: 5.8625 2020-09-13 10:49:59,204 - mmaction - INFO - Epoch [144][500/940] lr: 4.000e-04, eta: 3:06:13, time: 1.924, data_time: 0.006, memory: 6924, loss_aux: 0.9803, top1_acc: 0.6387, top5_acc: 0.8334, loss_cls: 1.5203, loss: 2.5005, grad_norm: 5.7781 2020-09-13 10:50:36,129 - mmaction - INFO - Epoch [144][520/940] lr: 4.000e-04, eta: 3:05:36, time: 1.845, data_time: 0.005, memory: 6924, loss_aux: 0.9620, top1_acc: 0.6389, top5_acc: 0.8369, loss_cls: 1.4724, loss: 2.4344, grad_norm: 5.7377 2020-09-13 10:51:13,962 - mmaction - INFO - Epoch [144][540/940] lr: 4.000e-04, eta: 3:04:59, time: 1.893, data_time: 0.005, memory: 6924, loss_aux: 0.9626, top1_acc: 0.6492, top5_acc: 0.8365, loss_cls: 1.4793, loss: 2.4419, grad_norm: 5.7686 2020-09-13 10:51:50,795 - mmaction - INFO - Epoch [144][560/940] lr: 4.000e-04, eta: 3:04:22, time: 1.840, data_time: 0.006, memory: 6924, loss_aux: 0.9801, top1_acc: 0.6422, top5_acc: 0.8328, loss_cls: 1.5021, loss: 2.4822, grad_norm: 5.8715 2020-09-13 10:52:28,206 - mmaction - INFO - Epoch [144][580/940] lr: 4.000e-04, eta: 3:03:46, time: 1.872, data_time: 0.006, memory: 6924, loss_aux: 0.9701, top1_acc: 0.6482, top5_acc: 0.8385, loss_cls: 1.4770, loss: 2.4472, grad_norm: 5.7659 2020-09-13 10:53:05,178 - mmaction - INFO - Epoch [144][600/940] lr: 4.000e-04, eta: 3:03:09, time: 1.847, data_time: 0.007, memory: 6924, loss_aux: 0.9816, top1_acc: 0.6426, top5_acc: 0.8318, loss_cls: 1.4988, loss: 2.4804, grad_norm: 5.8226 2020-09-13 10:53:42,423 - mmaction - INFO - Epoch [144][620/940] lr: 4.000e-04, eta: 3:02:32, time: 1.864, data_time: 0.006, memory: 6924, loss_aux: 0.9820, top1_acc: 0.6410, top5_acc: 0.8246, loss_cls: 1.5449, loss: 2.5270, grad_norm: 5.7986 2020-09-13 10:54:19,804 - mmaction - INFO - Epoch [144][640/940] lr: 4.000e-04, eta: 3:01:55, time: 1.867, data_time: 0.006, memory: 6924, loss_aux: 0.9809, top1_acc: 0.6402, top5_acc: 0.8271, loss_cls: 1.5025, loss: 2.4834, grad_norm: 5.7829 2020-09-13 10:54:56,738 - mmaction - INFO - Epoch [144][660/940] lr: 4.000e-04, eta: 3:01:19, time: 1.848, data_time: 0.006, memory: 6924, loss_aux: 0.9666, top1_acc: 0.6443, top5_acc: 0.8363, loss_cls: 1.4768, loss: 2.4434, grad_norm: 5.7854 2020-09-13 10:55:34,603 - mmaction - INFO - Epoch [144][680/940] lr: 4.000e-04, eta: 3:00:42, time: 1.892, data_time: 0.006, memory: 6924, loss_aux: 0.9934, top1_acc: 0.6365, top5_acc: 0.8340, loss_cls: 1.5202, loss: 2.5135, grad_norm: 5.8628 2020-09-13 10:56:11,934 - mmaction - INFO - Epoch [144][700/940] lr: 4.000e-04, eta: 3:00:05, time: 1.868, data_time: 0.006, memory: 6924, loss_aux: 0.9804, top1_acc: 0.6385, top5_acc: 0.8314, loss_cls: 1.5144, loss: 2.4948, grad_norm: 5.8503 2020-09-13 10:56:49,359 - mmaction - INFO - Epoch [144][720/940] lr: 4.000e-04, eta: 2:59:29, time: 1.870, data_time: 0.005, memory: 6924, loss_aux: 0.9584, top1_acc: 0.6422, top5_acc: 0.8346, loss_cls: 1.4779, loss: 2.4363, grad_norm: 5.7887 2020-09-13 10:57:26,338 - mmaction - INFO - Epoch [144][740/940] lr: 4.000e-04, eta: 2:58:52, time: 1.851, data_time: 0.005, memory: 6924, loss_aux: 0.9859, top1_acc: 0.6373, top5_acc: 0.8344, loss_cls: 1.5054, loss: 2.4913, grad_norm: 5.8818 2020-09-13 10:58:03,435 - mmaction - INFO - Epoch [144][760/940] lr: 4.000e-04, eta: 2:58:15, time: 1.853, data_time: 0.005, memory: 6924, loss_aux: 0.9671, top1_acc: 0.6473, top5_acc: 0.8402, loss_cls: 1.4771, loss: 2.4443, grad_norm: 5.8418 2020-09-13 10:58:40,656 - mmaction - INFO - Epoch [144][780/940] lr: 4.000e-04, eta: 2:57:38, time: 1.862, data_time: 0.005, memory: 6924, loss_aux: 0.9889, top1_acc: 0.6369, top5_acc: 0.8320, loss_cls: 1.5122, loss: 2.5010, grad_norm: 5.7740 2020-09-13 10:59:17,727 - mmaction - INFO - Epoch [144][800/940] lr: 4.000e-04, eta: 2:57:02, time: 1.852, data_time: 0.006, memory: 6924, loss_aux: 0.9840, top1_acc: 0.6404, top5_acc: 0.8324, loss_cls: 1.5066, loss: 2.4907, grad_norm: 5.8435 2020-09-13 10:59:54,903 - mmaction - INFO - Epoch [144][820/940] lr: 4.000e-04, eta: 2:56:25, time: 1.860, data_time: 0.006, memory: 6924, loss_aux: 0.9625, top1_acc: 0.6461, top5_acc: 0.8396, loss_cls: 1.4704, loss: 2.4329, grad_norm: 5.7121 2020-09-13 11:00:33,544 - mmaction - INFO - Epoch [144][840/940] lr: 4.000e-04, eta: 2:55:48, time: 1.923, data_time: 0.006, memory: 6924, loss_aux: 1.0032, top1_acc: 0.6449, top5_acc: 0.8295, loss_cls: 1.5238, loss: 2.5270, grad_norm: 5.7846 2020-09-13 11:01:09,956 - mmaction - INFO - Epoch [144][860/940] lr: 4.000e-04, eta: 2:55:11, time: 1.830, data_time: 0.021, memory: 6924, loss_aux: 0.9691, top1_acc: 0.6406, top5_acc: 0.8365, loss_cls: 1.4874, loss: 2.4565, grad_norm: 5.7934 2020-09-13 11:01:46,695 - mmaction - INFO - Epoch [144][880/940] lr: 4.000e-04, eta: 2:54:35, time: 1.837, data_time: 0.006, memory: 6924, loss_aux: 0.9706, top1_acc: 0.6490, top5_acc: 0.8352, loss_cls: 1.4831, loss: 2.4537, grad_norm: 5.7226 2020-09-13 11:02:23,665 - mmaction - INFO - Epoch [144][900/940] lr: 4.000e-04, eta: 2:53:58, time: 1.847, data_time: 0.003, memory: 6924, loss_aux: 0.9941, top1_acc: 0.6254, top5_acc: 0.8287, loss_cls: 1.5512, loss: 2.5454, grad_norm: 6.0570 2020-09-13 11:02:59,690 - mmaction - INFO - Epoch [144][920/940] lr: 4.000e-04, eta: 2:53:21, time: 1.803, data_time: 0.006, memory: 6924, loss_aux: 1.0094, top1_acc: 0.6236, top5_acc: 0.8287, loss_cls: 1.5619, loss: 2.5714, grad_norm: 5.9532 2020-09-13 11:03:34,864 - mmaction - INFO - Epoch [144][940/940] lr: 4.000e-04, eta: 2:52:44, time: 1.757, data_time: 0.006, memory: 6924, loss_aux: 0.9788, top1_acc: 0.6441, top5_acc: 0.8314, loss_cls: 1.5008, loss: 2.4797, grad_norm: 5.8914 2020-09-13 11:03:35,439 - mmaction - INFO - Saving checkpoint at 144 epochs 2020-09-13 11:04:21,022 - mmaction - INFO - Epoch [145][20/940] lr: 4.000e-04, eta: 2:52:08, time: 2.012, data_time: 0.592, memory: 6924, loss_aux: 0.9743, top1_acc: 0.6375, top5_acc: 0.8363, loss_cls: 1.4962, loss: 2.4705, grad_norm: 5.8206 2020-09-13 11:04:55,804 - mmaction - INFO - Epoch [145][40/940] lr: 4.000e-04, eta: 2:51:31, time: 1.740, data_time: 0.006, memory: 6924, loss_aux: 0.9912, top1_acc: 0.6426, top5_acc: 0.8283, loss_cls: 1.5225, loss: 2.5137, grad_norm: 5.8364 2020-09-13 11:05:30,592 - mmaction - INFO - Epoch [145][60/940] lr: 4.000e-04, eta: 2:50:54, time: 1.741, data_time: 0.006, memory: 6924, loss_aux: 0.9793, top1_acc: 0.6514, top5_acc: 0.8316, loss_cls: 1.4926, loss: 2.4720, grad_norm: 5.8065 2020-09-13 11:06:06,529 - mmaction - INFO - Epoch [145][80/940] lr: 4.000e-04, eta: 2:50:17, time: 1.795, data_time: 0.005, memory: 6924, loss_aux: 0.9751, top1_acc: 0.6510, top5_acc: 0.8396, loss_cls: 1.4606, loss: 2.4358, grad_norm: 5.7602 2020-09-13 11:06:42,539 - mmaction - INFO - Epoch [145][100/940] lr: 4.000e-04, eta: 2:49:40, time: 1.803, data_time: 0.006, memory: 6924, loss_aux: 0.9621, top1_acc: 0.6434, top5_acc: 0.8383, loss_cls: 1.4663, loss: 2.4285, grad_norm: 5.7682 2020-09-13 11:07:18,258 - mmaction - INFO - Epoch [145][120/940] lr: 4.000e-04, eta: 2:49:04, time: 1.784, data_time: 0.005, memory: 6924, loss_aux: 0.9644, top1_acc: 0.6516, top5_acc: 0.8338, loss_cls: 1.4704, loss: 2.4348, grad_norm: 5.7747 2020-09-13 11:07:53,648 - mmaction - INFO - Epoch [145][140/940] lr: 4.000e-04, eta: 2:48:27, time: 1.772, data_time: 0.005, memory: 6924, loss_aux: 0.9559, top1_acc: 0.6551, top5_acc: 0.8418, loss_cls: 1.4494, loss: 2.4053, grad_norm: 5.7175 2020-09-13 11:08:29,256 - mmaction - INFO - Epoch [145][160/940] lr: 4.000e-04, eta: 2:47:50, time: 1.779, data_time: 0.005, memory: 6924, loss_aux: 0.9820, top1_acc: 0.6447, top5_acc: 0.8344, loss_cls: 1.4866, loss: 2.4686, grad_norm: 5.8909 2020-09-13 11:09:04,911 - mmaction - INFO - Epoch [145][180/940] lr: 4.000e-04, eta: 2:47:13, time: 1.784, data_time: 0.006, memory: 6924, loss_aux: 0.9958, top1_acc: 0.6332, top5_acc: 0.8314, loss_cls: 1.5360, loss: 2.5318, grad_norm: 5.9411 2020-09-13 11:09:40,631 - mmaction - INFO - Epoch [145][200/940] lr: 4.000e-04, eta: 2:46:36, time: 1.784, data_time: 0.006, memory: 6924, loss_aux: 0.9855, top1_acc: 0.6338, top5_acc: 0.8340, loss_cls: 1.5047, loss: 2.4902, grad_norm: 5.8792 2020-09-13 11:10:16,034 - mmaction - INFO - Epoch [145][220/940] lr: 4.000e-04, eta: 2:46:00, time: 1.770, data_time: 0.005, memory: 6924, loss_aux: 0.9722, top1_acc: 0.6426, top5_acc: 0.8340, loss_cls: 1.4850, loss: 2.4572, grad_norm: 5.7685 2020-09-13 11:10:51,891 - mmaction - INFO - Epoch [145][240/940] lr: 4.000e-04, eta: 2:45:23, time: 1.795, data_time: 0.006, memory: 6924, loss_aux: 0.9942, top1_acc: 0.6406, top5_acc: 0.8271, loss_cls: 1.5413, loss: 2.5355, grad_norm: 5.9442 2020-09-13 11:11:27,665 - mmaction - INFO - Epoch [145][260/940] lr: 4.000e-04, eta: 2:44:46, time: 1.787, data_time: 0.005, memory: 6924, loss_aux: 0.9674, top1_acc: 0.6510, top5_acc: 0.8410, loss_cls: 1.4735, loss: 2.4409, grad_norm: 5.8139 2020-09-13 11:12:03,934 - mmaction - INFO - Epoch [145][280/940] lr: 4.000e-04, eta: 2:44:09, time: 1.815, data_time: 0.006, memory: 6924, loss_aux: 0.9634, top1_acc: 0.6477, top5_acc: 0.8381, loss_cls: 1.4852, loss: 2.4486, grad_norm: 5.8756 2020-09-13 11:12:39,522 - mmaction - INFO - Epoch [145][300/940] lr: 4.000e-04, eta: 2:43:33, time: 1.779, data_time: 0.006, memory: 6924, loss_aux: 0.9739, top1_acc: 0.6479, top5_acc: 0.8375, loss_cls: 1.4903, loss: 2.4642, grad_norm: 5.8131 2020-09-13 11:13:16,176 - mmaction - INFO - Epoch [145][320/940] lr: 4.000e-04, eta: 2:42:56, time: 1.831, data_time: 0.002, memory: 6924, loss_aux: 1.0001, top1_acc: 0.6359, top5_acc: 0.8277, loss_cls: 1.5404, loss: 2.5405, grad_norm: 5.8907 2020-09-13 11:13:50,750 - mmaction - INFO - Epoch [145][340/940] lr: 4.000e-04, eta: 2:42:19, time: 1.730, data_time: 0.006, memory: 6924, loss_aux: 0.9739, top1_acc: 0.6424, top5_acc: 0.8342, loss_cls: 1.4789, loss: 2.4528, grad_norm: 5.7351 2020-09-13 11:14:26,187 - mmaction - INFO - Epoch [145][360/940] lr: 4.000e-04, eta: 2:41:42, time: 1.770, data_time: 0.006, memory: 6924, loss_aux: 0.9394, top1_acc: 0.6582, top5_acc: 0.8477, loss_cls: 1.4176, loss: 2.3570, grad_norm: 5.7091 2020-09-13 11:15:02,043 - mmaction - INFO - Epoch [145][380/940] lr: 4.000e-04, eta: 2:41:05, time: 1.794, data_time: 0.006, memory: 6924, loss_aux: 0.9712, top1_acc: 0.6404, top5_acc: 0.8309, loss_cls: 1.5094, loss: 2.4806, grad_norm: 5.7797 2020-09-13 11:15:36,912 - mmaction - INFO - Epoch [145][400/940] lr: 4.000e-04, eta: 2:40:28, time: 1.745, data_time: 0.005, memory: 6924, loss_aux: 0.9982, top1_acc: 0.6404, top5_acc: 0.8322, loss_cls: 1.5217, loss: 2.5199, grad_norm: 5.8418 2020-09-13 11:16:12,997 - mmaction - INFO - Epoch [145][420/940] lr: 4.000e-04, eta: 2:39:52, time: 1.802, data_time: 0.008, memory: 6924, loss_aux: 0.9754, top1_acc: 0.6385, top5_acc: 0.8406, loss_cls: 1.4915, loss: 2.4669, grad_norm: 5.7755 2020-09-13 11:16:48,290 - mmaction - INFO - Epoch [145][440/940] lr: 4.000e-04, eta: 2:39:15, time: 1.767, data_time: 0.006, memory: 6924, loss_aux: 0.9722, top1_acc: 0.6410, top5_acc: 0.8326, loss_cls: 1.5079, loss: 2.4801, grad_norm: 5.8274 2020-09-13 11:17:23,197 - mmaction - INFO - Epoch [145][460/940] lr: 4.000e-04, eta: 2:38:38, time: 1.743, data_time: 0.005, memory: 6924, loss_aux: 0.9927, top1_acc: 0.6354, top5_acc: 0.8262, loss_cls: 1.5222, loss: 2.5150, grad_norm: 5.7540 2020-09-13 11:17:58,308 - mmaction - INFO - Epoch [145][480/940] lr: 4.000e-04, eta: 2:38:01, time: 1.756, data_time: 0.005, memory: 6924, loss_aux: 0.9882, top1_acc: 0.6355, top5_acc: 0.8305, loss_cls: 1.5316, loss: 2.5198, grad_norm: 5.8302 2020-09-13 11:18:34,184 - mmaction - INFO - Epoch [145][500/940] lr: 4.000e-04, eta: 2:37:24, time: 1.795, data_time: 0.006, memory: 6924, loss_aux: 0.9727, top1_acc: 0.6455, top5_acc: 0.8334, loss_cls: 1.5089, loss: 2.4817, grad_norm: 5.8395 2020-09-13 11:19:09,440 - mmaction - INFO - Epoch [145][520/940] lr: 4.000e-04, eta: 2:36:48, time: 1.761, data_time: 0.007, memory: 6924, loss_aux: 0.9838, top1_acc: 0.6398, top5_acc: 0.8355, loss_cls: 1.4991, loss: 2.4829, grad_norm: 5.7229 2020-09-13 11:19:44,900 - mmaction - INFO - Epoch [145][540/940] lr: 4.000e-04, eta: 2:36:11, time: 1.775, data_time: 0.005, memory: 6924, loss_aux: 1.0102, top1_acc: 0.6332, top5_acc: 0.8287, loss_cls: 1.5372, loss: 2.5474, grad_norm: 5.8445 2020-09-13 11:20:20,742 - mmaction - INFO - Epoch [145][560/940] lr: 4.000e-04, eta: 2:35:34, time: 1.790, data_time: 0.005, memory: 6924, loss_aux: 0.9558, top1_acc: 0.6529, top5_acc: 0.8383, loss_cls: 1.4622, loss: 2.4180, grad_norm: 5.7636 2020-09-13 11:20:54,968 - mmaction - INFO - Epoch [145][580/940] lr: 4.000e-04, eta: 2:34:57, time: 1.714, data_time: 0.006, memory: 6924, loss_aux: 0.9845, top1_acc: 0.6371, top5_acc: 0.8287, loss_cls: 1.5345, loss: 2.5190, grad_norm: 5.7182 2020-09-13 11:21:30,958 - mmaction - INFO - Epoch [145][600/940] lr: 4.000e-04, eta: 2:34:20, time: 1.797, data_time: 0.005, memory: 6924, loss_aux: 0.9805, top1_acc: 0.6424, top5_acc: 0.8340, loss_cls: 1.4925, loss: 2.4729, grad_norm: 5.8181 2020-09-13 11:22:05,535 - mmaction - INFO - Epoch [145][620/940] lr: 4.000e-04, eta: 2:33:44, time: 1.729, data_time: 0.006, memory: 6924, loss_aux: 0.9673, top1_acc: 0.6463, top5_acc: 0.8350, loss_cls: 1.4849, loss: 2.4522, grad_norm: 5.7524 2020-09-13 11:22:40,789 - mmaction - INFO - Epoch [145][640/940] lr: 4.000e-04, eta: 2:33:07, time: 1.763, data_time: 0.006, memory: 6924, loss_aux: 1.0008, top1_acc: 0.6410, top5_acc: 0.8254, loss_cls: 1.5440, loss: 2.5448, grad_norm: 5.8663 2020-09-13 11:23:15,477 - mmaction - INFO - Epoch [145][660/940] lr: 4.000e-04, eta: 2:32:30, time: 1.736, data_time: 0.005, memory: 6924, loss_aux: 0.9831, top1_acc: 0.6359, top5_acc: 0.8334, loss_cls: 1.5203, loss: 2.5034, grad_norm: 5.9118 2020-09-13 11:23:50,627 - mmaction - INFO - Epoch [145][680/940] lr: 4.000e-04, eta: 2:31:53, time: 1.756, data_time: 0.005, memory: 6924, loss_aux: 0.9749, top1_acc: 0.6346, top5_acc: 0.8293, loss_cls: 1.5160, loss: 2.4909, grad_norm: 5.8960 2020-09-13 11:24:25,085 - mmaction - INFO - Epoch [145][700/940] lr: 4.000e-04, eta: 2:31:16, time: 1.724, data_time: 0.006, memory: 6924, loss_aux: 0.9787, top1_acc: 0.6482, top5_acc: 0.8324, loss_cls: 1.4963, loss: 2.4750, grad_norm: 5.8625 2020-09-13 11:24:59,443 - mmaction - INFO - Epoch [145][720/940] lr: 4.000e-04, eta: 2:30:40, time: 1.716, data_time: 0.008, memory: 6924, loss_aux: 0.9694, top1_acc: 0.6488, top5_acc: 0.8383, loss_cls: 1.4712, loss: 2.4405, grad_norm: 5.7815 2020-09-13 11:25:34,769 - mmaction - INFO - Epoch [145][740/940] lr: 4.000e-04, eta: 2:30:03, time: 1.765, data_time: 0.005, memory: 6924, loss_aux: 0.9813, top1_acc: 0.6434, top5_acc: 0.8336, loss_cls: 1.5099, loss: 2.4911, grad_norm: 5.8687 2020-09-13 11:26:09,544 - mmaction - INFO - Epoch [145][760/940] lr: 4.000e-04, eta: 2:29:26, time: 1.742, data_time: 0.007, memory: 6924, loss_aux: 0.9697, top1_acc: 0.6492, top5_acc: 0.8398, loss_cls: 1.4723, loss: 2.4420, grad_norm: 5.8586 2020-09-13 11:26:44,882 - mmaction - INFO - Epoch [145][780/940] lr: 4.000e-04, eta: 2:28:49, time: 1.765, data_time: 0.006, memory: 6924, loss_aux: 1.0129, top1_acc: 0.6367, top5_acc: 0.8291, loss_cls: 1.5514, loss: 2.5644, grad_norm: 5.9330 2020-09-13 11:27:20,450 - mmaction - INFO - Epoch [145][800/940] lr: 4.000e-04, eta: 2:28:12, time: 1.780, data_time: 0.006, memory: 6924, loss_aux: 0.9901, top1_acc: 0.6314, top5_acc: 0.8322, loss_cls: 1.5102, loss: 2.5003, grad_norm: 5.8673 2020-09-13 11:27:55,502 - mmaction - INFO - Epoch [145][820/940] lr: 4.000e-04, eta: 2:27:36, time: 1.751, data_time: 0.006, memory: 6924, loss_aux: 0.9597, top1_acc: 0.6562, top5_acc: 0.8395, loss_cls: 1.4493, loss: 2.4090, grad_norm: 5.6685 2020-09-13 11:28:30,605 - mmaction - INFO - Epoch [145][840/940] lr: 4.000e-04, eta: 2:26:59, time: 1.757, data_time: 0.006, memory: 6924, loss_aux: 0.9867, top1_acc: 0.6412, top5_acc: 0.8348, loss_cls: 1.5195, loss: 2.5061, grad_norm: 5.8579 2020-09-13 11:29:06,782 - mmaction - INFO - Epoch [145][860/940] lr: 4.000e-04, eta: 2:26:22, time: 1.807, data_time: 0.006, memory: 6924, loss_aux: 0.9609, top1_acc: 0.6494, top5_acc: 0.8434, loss_cls: 1.4537, loss: 2.4146, grad_norm: 5.8198 2020-09-13 11:29:43,066 - mmaction - INFO - Epoch [145][880/940] lr: 4.000e-04, eta: 2:25:45, time: 1.816, data_time: 0.006, memory: 6924, loss_aux: 0.9633, top1_acc: 0.6564, top5_acc: 0.8455, loss_cls: 1.4568, loss: 2.4200, grad_norm: 5.8199 2020-09-13 11:30:19,555 - mmaction - INFO - Epoch [145][900/940] lr: 4.000e-04, eta: 2:25:08, time: 1.823, data_time: 0.006, memory: 6924, loss_aux: 0.9817, top1_acc: 0.6381, top5_acc: 0.8316, loss_cls: 1.5066, loss: 2.4883, grad_norm: 5.7696 2020-09-13 11:30:56,932 - mmaction - INFO - Epoch [145][920/940] lr: 4.000e-04, eta: 2:24:32, time: 1.870, data_time: 0.006, memory: 6924, loss_aux: 0.9791, top1_acc: 0.6449, top5_acc: 0.8365, loss_cls: 1.5013, loss: 2.4804, grad_norm: 5.8118 2020-09-13 11:31:32,956 - mmaction - INFO - Epoch [145][940/940] lr: 4.000e-04, eta: 2:23:55, time: 1.799, data_time: 0.006, memory: 6924, loss_aux: 0.9864, top1_acc: 0.6481, top5_acc: 0.8338, loss_cls: 1.4991, loss: 2.4855, grad_norm: 6.0539 2020-09-13 11:31:33,429 - mmaction - INFO - Saving checkpoint at 145 epochs 2020-09-13 11:32:18,617 - mmaction - INFO - Epoch [146][20/940] lr: 4.000e-04, eta: 2:23:18, time: 2.113, data_time: 0.586, memory: 6924, loss_aux: 0.9768, top1_acc: 0.6379, top5_acc: 0.8361, loss_cls: 1.4919, loss: 2.4687, grad_norm: 5.7865 2020-09-13 11:32:54,413 - mmaction - INFO - Epoch [146][40/940] lr: 4.000e-04, eta: 2:22:42, time: 1.792, data_time: 0.006, memory: 6924, loss_aux: 0.9649, top1_acc: 0.6479, top5_acc: 0.8307, loss_cls: 1.5000, loss: 2.4650, grad_norm: 5.8760 2020-09-13 11:33:31,706 - mmaction - INFO - Epoch [146][60/940] lr: 4.000e-04, eta: 2:22:05, time: 1.863, data_time: 0.003, memory: 6924, loss_aux: 0.9604, top1_acc: 0.6479, top5_acc: 0.8354, loss_cls: 1.4728, loss: 2.4332, grad_norm: 5.7786 2020-09-13 11:34:09,922 - mmaction - INFO - Epoch [146][80/940] lr: 4.000e-04, eta: 2:21:28, time: 1.913, data_time: 0.006, memory: 6924, loss_aux: 0.9957, top1_acc: 0.6252, top5_acc: 0.8305, loss_cls: 1.5280, loss: 2.5237, grad_norm: 5.8296 2020-09-13 11:34:48,834 - mmaction - INFO - Epoch [146][100/940] lr: 4.000e-04, eta: 2:20:52, time: 1.944, data_time: 0.005, memory: 6924, loss_aux: 0.9767, top1_acc: 0.6469, top5_acc: 0.8365, loss_cls: 1.4955, loss: 2.4722, grad_norm: 5.8776 2020-09-13 11:35:27,329 - mmaction - INFO - Epoch [146][120/940] lr: 4.000e-04, eta: 2:20:15, time: 1.924, data_time: 0.006, memory: 6924, loss_aux: 0.9723, top1_acc: 0.6490, top5_acc: 0.8395, loss_cls: 1.4818, loss: 2.4542, grad_norm: 5.7525 2020-09-13 11:36:05,761 - mmaction - INFO - Epoch [146][140/940] lr: 4.000e-04, eta: 2:19:38, time: 1.924, data_time: 0.006, memory: 6924, loss_aux: 0.9716, top1_acc: 0.6414, top5_acc: 0.8334, loss_cls: 1.4981, loss: 2.4698, grad_norm: 5.8234 2020-09-13 11:36:45,093 - mmaction - INFO - Epoch [146][160/940] lr: 4.000e-04, eta: 2:19:01, time: 1.965, data_time: 0.006, memory: 6924, loss_aux: 0.9671, top1_acc: 0.6535, top5_acc: 0.8350, loss_cls: 1.4738, loss: 2.4409, grad_norm: 5.7105 2020-09-13 11:37:23,778 - mmaction - INFO - Epoch [146][180/940] lr: 4.000e-04, eta: 2:18:25, time: 1.936, data_time: 0.006, memory: 6924, loss_aux: 0.9635, top1_acc: 0.6484, top5_acc: 0.8393, loss_cls: 1.4706, loss: 2.4341, grad_norm: 5.7964 2020-09-13 11:38:03,206 - mmaction - INFO - Epoch [146][200/940] lr: 4.000e-04, eta: 2:17:48, time: 1.970, data_time: 0.006, memory: 6924, loss_aux: 0.9671, top1_acc: 0.6490, top5_acc: 0.8373, loss_cls: 1.4825, loss: 2.4495, grad_norm: 5.7518 2020-09-13 11:38:42,069 - mmaction - INFO - Epoch [146][220/940] lr: 4.000e-04, eta: 2:17:11, time: 1.945, data_time: 0.006, memory: 6924, loss_aux: 1.0029, top1_acc: 0.6404, top5_acc: 0.8277, loss_cls: 1.5392, loss: 2.5421, grad_norm: 5.8365 2020-09-13 11:39:20,906 - mmaction - INFO - Epoch [146][240/940] lr: 4.000e-04, eta: 2:16:35, time: 1.940, data_time: 0.006, memory: 6924, loss_aux: 0.9795, top1_acc: 0.6490, top5_acc: 0.8379, loss_cls: 1.5003, loss: 2.4798, grad_norm: 5.7853 2020-09-13 11:39:59,463 - mmaction - INFO - Epoch [146][260/940] lr: 4.000e-04, eta: 2:15:58, time: 1.930, data_time: 0.006, memory: 6924, loss_aux: 0.9772, top1_acc: 0.6443, top5_acc: 0.8305, loss_cls: 1.4945, loss: 2.4717, grad_norm: 5.8664 2020-09-13 11:40:38,976 - mmaction - INFO - Epoch [146][280/940] lr: 4.000e-04, eta: 2:15:21, time: 1.974, data_time: 0.005, memory: 6924, loss_aux: 0.9737, top1_acc: 0.6412, top5_acc: 0.8352, loss_cls: 1.4871, loss: 2.4609, grad_norm: 5.7490 2020-09-13 11:41:16,690 - mmaction - INFO - Epoch [146][300/940] lr: 4.000e-04, eta: 2:14:45, time: 1.887, data_time: 0.006, memory: 6924, loss_aux: 0.9751, top1_acc: 0.6428, top5_acc: 0.8381, loss_cls: 1.4902, loss: 2.4654, grad_norm: 5.8266 2020-09-13 11:41:54,947 - mmaction - INFO - Epoch [146][320/940] lr: 4.000e-04, eta: 2:14:08, time: 1.911, data_time: 0.005, memory: 6924, loss_aux: 0.9651, top1_acc: 0.6479, top5_acc: 0.8406, loss_cls: 1.4786, loss: 2.4436, grad_norm: 5.9137 2020-09-13 11:42:32,898 - mmaction - INFO - Epoch [146][340/940] lr: 4.000e-04, eta: 2:13:31, time: 1.899, data_time: 0.005, memory: 6924, loss_aux: 0.9796, top1_acc: 0.6469, top5_acc: 0.8340, loss_cls: 1.5035, loss: 2.4832, grad_norm: 5.8774 2020-09-13 11:43:10,738 - mmaction - INFO - Epoch [146][360/940] lr: 4.000e-04, eta: 2:12:55, time: 1.890, data_time: 0.003, memory: 6924, loss_aux: 0.9915, top1_acc: 0.6389, top5_acc: 0.8279, loss_cls: 1.5269, loss: 2.5184, grad_norm: 6.0754 2020-09-13 11:43:48,493 - mmaction - INFO - Epoch [146][380/940] lr: 4.000e-04, eta: 2:12:18, time: 1.890, data_time: 0.006, memory: 6924, loss_aux: 0.9869, top1_acc: 0.6336, top5_acc: 0.8293, loss_cls: 1.5275, loss: 2.5144, grad_norm: 5.8795 2020-09-13 11:44:26,189 - mmaction - INFO - Epoch [146][400/940] lr: 4.000e-04, eta: 2:11:41, time: 1.883, data_time: 0.006, memory: 6924, loss_aux: 0.9627, top1_acc: 0.6510, top5_acc: 0.8412, loss_cls: 1.4507, loss: 2.4133, grad_norm: 5.6655 2020-09-13 11:45:04,423 - mmaction - INFO - Epoch [146][420/940] lr: 4.000e-04, eta: 2:11:04, time: 1.914, data_time: 0.006, memory: 6924, loss_aux: 0.9989, top1_acc: 0.6344, top5_acc: 0.8291, loss_cls: 1.5313, loss: 2.5302, grad_norm: 5.9112 2020-09-13 11:45:41,758 - mmaction - INFO - Epoch [146][440/940] lr: 4.000e-04, eta: 2:10:28, time: 1.867, data_time: 0.002, memory: 6924, loss_aux: 0.9866, top1_acc: 0.6426, top5_acc: 0.8336, loss_cls: 1.5097, loss: 2.4963, grad_norm: 5.9302 2020-09-13 11:46:19,591 - mmaction - INFO - Epoch [146][460/940] lr: 4.000e-04, eta: 2:09:51, time: 1.890, data_time: 0.007, memory: 6924, loss_aux: 0.9847, top1_acc: 0.6443, top5_acc: 0.8346, loss_cls: 1.5003, loss: 2.4849, grad_norm: 5.8462 2020-09-13 11:46:57,172 - mmaction - INFO - Epoch [146][480/940] lr: 4.000e-04, eta: 2:09:14, time: 1.881, data_time: 0.005, memory: 6924, loss_aux: 0.9804, top1_acc: 0.6510, top5_acc: 0.8354, loss_cls: 1.4973, loss: 2.4777, grad_norm: 5.8690 2020-09-13 11:47:35,567 - mmaction - INFO - Epoch [146][500/940] lr: 4.000e-04, eta: 2:08:38, time: 1.918, data_time: 0.006, memory: 6924, loss_aux: 0.9691, top1_acc: 0.6443, top5_acc: 0.8381, loss_cls: 1.4823, loss: 2.4514, grad_norm: 5.7389 2020-09-13 11:48:13,180 - mmaction - INFO - Epoch [146][520/940] lr: 4.000e-04, eta: 2:08:01, time: 1.882, data_time: 0.006, memory: 6924, loss_aux: 0.9695, top1_acc: 0.6475, top5_acc: 0.8393, loss_cls: 1.4800, loss: 2.4495, grad_norm: 5.7335 2020-09-13 11:48:50,607 - mmaction - INFO - Epoch [146][540/940] lr: 4.000e-04, eta: 2:07:24, time: 1.869, data_time: 0.005, memory: 6924, loss_aux: 0.9814, top1_acc: 0.6375, top5_acc: 0.8332, loss_cls: 1.5092, loss: 2.4906, grad_norm: 6.0055 2020-09-13 11:49:28,116 - mmaction - INFO - Epoch [146][560/940] lr: 4.000e-04, eta: 2:06:47, time: 1.878, data_time: 0.006, memory: 6924, loss_aux: 0.9683, top1_acc: 0.6371, top5_acc: 0.8359, loss_cls: 1.5012, loss: 2.4695, grad_norm: 5.8593 2020-09-13 11:50:05,082 - mmaction - INFO - Epoch [146][580/940] lr: 4.000e-04, eta: 2:06:11, time: 1.848, data_time: 0.005, memory: 6924, loss_aux: 0.9875, top1_acc: 0.6408, top5_acc: 0.8324, loss_cls: 1.5137, loss: 2.5013, grad_norm: 5.9138 2020-09-13 11:50:42,816 - mmaction - INFO - Epoch [146][600/940] lr: 4.000e-04, eta: 2:05:34, time: 1.887, data_time: 0.002, memory: 6924, loss_aux: 0.9842, top1_acc: 0.6377, top5_acc: 0.8271, loss_cls: 1.5102, loss: 2.4944, grad_norm: 5.7701 2020-09-13 11:51:20,212 - mmaction - INFO - Epoch [146][620/940] lr: 4.000e-04, eta: 2:04:57, time: 1.868, data_time: 0.005, memory: 6924, loss_aux: 0.9929, top1_acc: 0.6383, top5_acc: 0.8270, loss_cls: 1.5309, loss: 2.5238, grad_norm: 5.8918 2020-09-13 11:51:57,704 - mmaction - INFO - Epoch [146][640/940] lr: 4.000e-04, eta: 2:04:20, time: 1.876, data_time: 0.005, memory: 6924, loss_aux: 0.9746, top1_acc: 0.6424, top5_acc: 0.8383, loss_cls: 1.4781, loss: 2.4527, grad_norm: 5.8106 2020-09-13 11:52:35,367 - mmaction - INFO - Epoch [146][660/940] lr: 4.000e-04, eta: 2:03:44, time: 1.882, data_time: 0.006, memory: 6924, loss_aux: 0.9540, top1_acc: 0.6594, top5_acc: 0.8439, loss_cls: 1.4340, loss: 2.3880, grad_norm: 5.7364 2020-09-13 11:53:12,559 - mmaction - INFO - Epoch [146][680/940] lr: 4.000e-04, eta: 2:03:07, time: 1.861, data_time: 0.004, memory: 6924, loss_aux: 0.9729, top1_acc: 0.6473, top5_acc: 0.8373, loss_cls: 1.4845, loss: 2.4574, grad_norm: 5.8710 2020-09-13 11:53:49,878 - mmaction - INFO - Epoch [146][700/940] lr: 4.000e-04, eta: 2:02:30, time: 1.864, data_time: 0.006, memory: 6924, loss_aux: 0.9815, top1_acc: 0.6473, top5_acc: 0.8332, loss_cls: 1.5067, loss: 2.4882, grad_norm: 5.9109 2020-09-13 11:54:27,385 - mmaction - INFO - Epoch [146][720/940] lr: 4.000e-04, eta: 2:01:53, time: 1.877, data_time: 0.006, memory: 6924, loss_aux: 0.9616, top1_acc: 0.6465, top5_acc: 0.8357, loss_cls: 1.4724, loss: 2.4340, grad_norm: 5.7779 2020-09-13 11:55:04,481 - mmaction - INFO - Epoch [146][740/940] lr: 4.000e-04, eta: 2:01:17, time: 1.854, data_time: 0.006, memory: 6924, loss_aux: 1.0038, top1_acc: 0.6320, top5_acc: 0.8182, loss_cls: 1.5672, loss: 2.5710, grad_norm: 5.9852 2020-09-13 11:55:41,746 - mmaction - INFO - Epoch [146][760/940] lr: 4.000e-04, eta: 2:00:40, time: 1.864, data_time: 0.003, memory: 6924, loss_aux: 0.9758, top1_acc: 0.6486, top5_acc: 0.8340, loss_cls: 1.5040, loss: 2.4798, grad_norm: 5.8334 2020-09-13 11:56:19,358 - mmaction - INFO - Epoch [146][780/940] lr: 4.000e-04, eta: 2:00:03, time: 1.879, data_time: 0.005, memory: 6924, loss_aux: 0.9811, top1_acc: 0.6402, top5_acc: 0.8309, loss_cls: 1.5218, loss: 2.5030, grad_norm: 5.9005 2020-09-13 11:56:56,560 - mmaction - INFO - Epoch [146][800/940] lr: 4.000e-04, eta: 1:59:27, time: 1.861, data_time: 0.006, memory: 6924, loss_aux: 0.9679, top1_acc: 0.6455, top5_acc: 0.8402, loss_cls: 1.4765, loss: 2.4444, grad_norm: 5.8365 2020-09-13 11:57:33,651 - mmaction - INFO - Epoch [146][820/940] lr: 4.000e-04, eta: 1:58:50, time: 1.853, data_time: 0.006, memory: 6924, loss_aux: 0.9844, top1_acc: 0.6428, top5_acc: 0.8334, loss_cls: 1.5121, loss: 2.4965, grad_norm: 5.8730 2020-09-13 11:58:10,551 - mmaction - INFO - Epoch [146][840/940] lr: 4.000e-04, eta: 1:58:13, time: 1.847, data_time: 0.006, memory: 6924, loss_aux: 0.9828, top1_acc: 0.6445, top5_acc: 0.8301, loss_cls: 1.5098, loss: 2.4926, grad_norm: 5.9932 2020-09-13 11:58:48,232 - mmaction - INFO - Epoch [146][860/940] lr: 4.000e-04, eta: 1:57:36, time: 1.882, data_time: 0.006, memory: 6924, loss_aux: 0.9730, top1_acc: 0.6482, top5_acc: 0.8359, loss_cls: 1.4852, loss: 2.4582, grad_norm: 5.8614 2020-09-13 11:59:25,640 - mmaction - INFO - Epoch [146][880/940] lr: 4.000e-04, eta: 1:57:00, time: 1.872, data_time: 0.006, memory: 6924, loss_aux: 0.9908, top1_acc: 0.6363, top5_acc: 0.8281, loss_cls: 1.5389, loss: 2.5296, grad_norm: 5.8311 2020-09-13 12:00:03,512 - mmaction - INFO - Epoch [146][900/940] lr: 4.000e-04, eta: 1:56:23, time: 1.886, data_time: 0.006, memory: 6924, loss_aux: 0.9888, top1_acc: 0.6467, top5_acc: 0.8289, loss_cls: 1.5255, loss: 2.5143, grad_norm: 5.9418 2020-09-13 12:00:40,914 - mmaction - INFO - Epoch [146][920/940] lr: 4.000e-04, eta: 1:55:46, time: 1.877, data_time: 0.011, memory: 6924, loss_aux: 0.9968, top1_acc: 0.6408, top5_acc: 0.8314, loss_cls: 1.5515, loss: 2.5483, grad_norm: 5.9290 2020-09-13 12:01:17,121 - mmaction - INFO - Epoch [146][940/940] lr: 4.000e-04, eta: 1:55:09, time: 1.808, data_time: 0.006, memory: 6924, loss_aux: 1.0036, top1_acc: 0.6398, top5_acc: 0.8326, loss_cls: 1.5172, loss: 2.5208, grad_norm: 6.3050 2020-09-13 12:01:17,673 - mmaction - INFO - Saving checkpoint at 146 epochs 2020-09-13 12:02:03,558 - mmaction - INFO - Epoch [147][20/940] lr: 4.000e-04, eta: 1:54:33, time: 2.210, data_time: 0.727, memory: 6924, loss_aux: 0.9924, top1_acc: 0.6498, top5_acc: 0.8301, loss_cls: 1.5085, loss: 2.5008, grad_norm: 5.8815 2020-09-13 12:02:37,462 - mmaction - INFO - Epoch [147][40/940] lr: 4.000e-04, eta: 1:53:56, time: 1.696, data_time: 0.006, memory: 6924, loss_aux: 0.9799, top1_acc: 0.6441, top5_acc: 0.8324, loss_cls: 1.5007, loss: 2.4806, grad_norm: 5.8346 2020-09-13 12:03:14,156 - mmaction - INFO - Epoch [147][60/940] lr: 4.000e-04, eta: 1:53:19, time: 1.836, data_time: 0.004, memory: 6924, loss_aux: 0.9709, top1_acc: 0.6436, top5_acc: 0.8352, loss_cls: 1.4995, loss: 2.4704, grad_norm: 5.8848 2020-09-13 12:03:51,310 - mmaction - INFO - Epoch [147][80/940] lr: 4.000e-04, eta: 1:52:42, time: 1.856, data_time: 0.006, memory: 6924, loss_aux: 0.9739, top1_acc: 0.6496, top5_acc: 0.8369, loss_cls: 1.4795, loss: 2.4534, grad_norm: 5.7787 2020-09-13 12:04:28,718 - mmaction - INFO - Epoch [147][100/940] lr: 4.000e-04, eta: 1:52:06, time: 1.872, data_time: 0.006, memory: 6924, loss_aux: 0.9900, top1_acc: 0.6326, top5_acc: 0.8291, loss_cls: 1.5267, loss: 2.5166, grad_norm: 5.8688 2020-09-13 12:05:05,662 - mmaction - INFO - Epoch [147][120/940] lr: 4.000e-04, eta: 1:51:29, time: 1.847, data_time: 0.006, memory: 6924, loss_aux: 0.9934, top1_acc: 0.6412, top5_acc: 0.8318, loss_cls: 1.5173, loss: 2.5107, grad_norm: 5.9297 2020-09-13 12:05:43,302 - mmaction - INFO - Epoch [147][140/940] lr: 4.000e-04, eta: 1:50:52, time: 1.882, data_time: 0.003, memory: 6924, loss_aux: 0.9831, top1_acc: 0.6432, top5_acc: 0.8346, loss_cls: 1.4995, loss: 2.4826, grad_norm: 5.8594 2020-09-13 12:06:20,892 - mmaction - INFO - Epoch [147][160/940] lr: 4.000e-04, eta: 1:50:15, time: 1.877, data_time: 0.005, memory: 6924, loss_aux: 0.9894, top1_acc: 0.6465, top5_acc: 0.8352, loss_cls: 1.5075, loss: 2.4969, grad_norm: 5.8080 2020-09-13 12:06:57,617 - mmaction - INFO - Epoch [147][180/940] lr: 4.000e-04, eta: 1:49:39, time: 1.838, data_time: 0.006, memory: 6924, loss_aux: 0.9752, top1_acc: 0.6492, top5_acc: 0.8338, loss_cls: 1.4939, loss: 2.4690, grad_norm: 5.8424 2020-09-13 12:07:34,661 - mmaction - INFO - Epoch [147][200/940] lr: 4.000e-04, eta: 1:49:02, time: 1.850, data_time: 0.006, memory: 6924, loss_aux: 0.9693, top1_acc: 0.6418, top5_acc: 0.8375, loss_cls: 1.4782, loss: 2.4476, grad_norm: 5.9162 2020-09-13 12:08:12,968 - mmaction - INFO - Epoch [147][220/940] lr: 4.000e-04, eta: 1:48:25, time: 1.917, data_time: 0.006, memory: 6924, loss_aux: 0.9469, top1_acc: 0.6549, top5_acc: 0.8406, loss_cls: 1.4444, loss: 2.3913, grad_norm: 5.8121 2020-09-13 12:08:50,764 - mmaction - INFO - Epoch [147][240/940] lr: 4.000e-04, eta: 1:47:49, time: 1.888, data_time: 0.007, memory: 6924, loss_aux: 0.9381, top1_acc: 0.6625, top5_acc: 0.8457, loss_cls: 1.4152, loss: 2.3533, grad_norm: 5.8732 2020-09-13 12:09:27,917 - mmaction - INFO - Epoch [147][260/940] lr: 4.000e-04, eta: 1:47:12, time: 1.859, data_time: 0.006, memory: 6924, loss_aux: 0.9814, top1_acc: 0.6367, top5_acc: 0.8336, loss_cls: 1.5066, loss: 2.4880, grad_norm: 5.9662 2020-09-13 12:10:04,878 - mmaction - INFO - Epoch [147][280/940] lr: 4.000e-04, eta: 1:46:35, time: 1.848, data_time: 0.006, memory: 6924, loss_aux: 0.9718, top1_acc: 0.6426, top5_acc: 0.8328, loss_cls: 1.4913, loss: 2.4631, grad_norm: 5.8704 2020-09-13 12:10:42,693 - mmaction - INFO - Epoch [147][300/940] lr: 4.000e-04, eta: 1:45:58, time: 1.891, data_time: 0.002, memory: 6924, loss_aux: 0.9628, top1_acc: 0.6518, top5_acc: 0.8361, loss_cls: 1.4757, loss: 2.4385, grad_norm: 5.7795 2020-09-13 12:11:19,973 - mmaction - INFO - Epoch [147][320/940] lr: 4.000e-04, eta: 1:45:22, time: 1.862, data_time: 0.006, memory: 6924, loss_aux: 0.9505, top1_acc: 0.6523, top5_acc: 0.8438, loss_cls: 1.4489, loss: 2.3993, grad_norm: 5.8174 2020-09-13 12:11:57,221 - mmaction - INFO - Epoch [147][340/940] lr: 4.000e-04, eta: 1:44:45, time: 1.863, data_time: 0.006, memory: 6924, loss_aux: 0.9809, top1_acc: 0.6477, top5_acc: 0.8316, loss_cls: 1.5101, loss: 2.4910, grad_norm: 5.8602 2020-09-13 12:12:34,518 - mmaction - INFO - Epoch [147][360/940] lr: 4.000e-04, eta: 1:44:08, time: 1.866, data_time: 0.007, memory: 6924, loss_aux: 0.9667, top1_acc: 0.6475, top5_acc: 0.8352, loss_cls: 1.4880, loss: 2.4547, grad_norm: 5.9041 2020-09-13 12:13:11,582 - mmaction - INFO - Epoch [147][380/940] lr: 4.000e-04, eta: 1:43:31, time: 1.853, data_time: 0.002, memory: 6924, loss_aux: 0.9607, top1_acc: 0.6516, top5_acc: 0.8391, loss_cls: 1.4669, loss: 2.4276, grad_norm: 5.8380 2020-09-13 12:13:49,053 - mmaction - INFO - Epoch [147][400/940] lr: 4.000e-04, eta: 1:42:55, time: 1.872, data_time: 0.008, memory: 6924, loss_aux: 1.0042, top1_acc: 0.6283, top5_acc: 0.8313, loss_cls: 1.5538, loss: 2.5580, grad_norm: 5.9105 2020-09-13 12:14:26,736 - mmaction - INFO - Epoch [147][420/940] lr: 4.000e-04, eta: 1:42:18, time: 1.886, data_time: 0.006, memory: 6924, loss_aux: 0.9878, top1_acc: 0.6430, top5_acc: 0.8305, loss_cls: 1.5132, loss: 2.5009, grad_norm: 5.8471 2020-09-13 12:15:03,785 - mmaction - INFO - Epoch [147][440/940] lr: 4.000e-04, eta: 1:41:41, time: 1.852, data_time: 0.006, memory: 6924, loss_aux: 0.9761, top1_acc: 0.6430, top5_acc: 0.8414, loss_cls: 1.4972, loss: 2.4733, grad_norm: 5.8275 2020-09-13 12:15:41,390 - mmaction - INFO - Epoch [147][460/940] lr: 4.000e-04, eta: 1:41:04, time: 1.879, data_time: 0.003, memory: 6924, loss_aux: 0.9728, top1_acc: 0.6428, top5_acc: 0.8402, loss_cls: 1.4746, loss: 2.4475, grad_norm: 5.8774 2020-09-13 12:16:18,064 - mmaction - INFO - Epoch [147][480/940] lr: 4.000e-04, eta: 1:40:28, time: 1.835, data_time: 0.006, memory: 6924, loss_aux: 1.0048, top1_acc: 0.6355, top5_acc: 0.8283, loss_cls: 1.5504, loss: 2.5552, grad_norm: 5.9268 2020-09-13 12:16:55,797 - mmaction - INFO - Epoch [147][500/940] lr: 4.000e-04, eta: 1:39:51, time: 1.885, data_time: 0.005, memory: 6924, loss_aux: 0.9653, top1_acc: 0.6602, top5_acc: 0.8414, loss_cls: 1.4541, loss: 2.4193, grad_norm: 5.7923 2020-09-13 12:17:32,671 - mmaction - INFO - Epoch [147][520/940] lr: 4.000e-04, eta: 1:39:14, time: 1.845, data_time: 0.006, memory: 6924, loss_aux: 0.9625, top1_acc: 0.6504, top5_acc: 0.8383, loss_cls: 1.4759, loss: 2.4384, grad_norm: 5.7527 2020-09-13 12:18:09,929 - mmaction - INFO - Epoch [147][540/940] lr: 4.000e-04, eta: 1:38:37, time: 1.861, data_time: 0.007, memory: 6924, loss_aux: 0.9734, top1_acc: 0.6502, top5_acc: 0.8383, loss_cls: 1.4831, loss: 2.4565, grad_norm: 5.8316 2020-09-13 12:18:47,539 - mmaction - INFO - Epoch [147][560/940] lr: 4.000e-04, eta: 1:38:01, time: 1.882, data_time: 0.006, memory: 6924, loss_aux: 0.9718, top1_acc: 0.6447, top5_acc: 0.8404, loss_cls: 1.4927, loss: 2.4646, grad_norm: 5.7920 2020-09-13 12:19:24,681 - mmaction - INFO - Epoch [147][580/940] lr: 4.000e-04, eta: 1:37:24, time: 1.856, data_time: 0.006, memory: 6924, loss_aux: 0.9852, top1_acc: 0.6459, top5_acc: 0.8313, loss_cls: 1.5186, loss: 2.5038, grad_norm: 5.9573 2020-09-13 12:20:02,165 - mmaction - INFO - Epoch [147][600/940] lr: 4.000e-04, eta: 1:36:47, time: 1.876, data_time: 0.006, memory: 6924, loss_aux: 0.9736, top1_acc: 0.6475, top5_acc: 0.8342, loss_cls: 1.4976, loss: 2.4712, grad_norm: 5.9314 2020-09-13 12:20:39,898 - mmaction - INFO - Epoch [147][620/940] lr: 4.000e-04, eta: 1:36:10, time: 1.887, data_time: 0.005, memory: 6924, loss_aux: 0.9735, top1_acc: 0.6420, top5_acc: 0.8309, loss_cls: 1.5054, loss: 2.4789, grad_norm: 5.7900 2020-09-13 12:21:17,168 - mmaction - INFO - Epoch [147][640/940] lr: 4.000e-04, eta: 1:35:34, time: 1.862, data_time: 0.007, memory: 6924, loss_aux: 0.9892, top1_acc: 0.6414, top5_acc: 0.8357, loss_cls: 1.5139, loss: 2.5032, grad_norm: 5.9212 2020-09-13 12:21:54,662 - mmaction - INFO - Epoch [147][660/940] lr: 4.000e-04, eta: 1:34:57, time: 1.875, data_time: 0.005, memory: 6924, loss_aux: 0.9496, top1_acc: 0.6502, top5_acc: 0.8428, loss_cls: 1.4516, loss: 2.4012, grad_norm: 5.7024 2020-09-13 12:22:32,400 - mmaction - INFO - Epoch [147][680/940] lr: 4.000e-04, eta: 1:34:20, time: 1.888, data_time: 0.006, memory: 6924, loss_aux: 1.0143, top1_acc: 0.6389, top5_acc: 0.8258, loss_cls: 1.5662, loss: 2.5804, grad_norm: 5.9803 2020-09-13 12:23:08,844 - mmaction - INFO - Epoch [147][700/940] lr: 4.000e-04, eta: 1:33:43, time: 1.820, data_time: 0.002, memory: 6924, loss_aux: 1.0094, top1_acc: 0.6326, top5_acc: 0.8250, loss_cls: 1.5489, loss: 2.5583, grad_norm: 5.9074 2020-09-13 12:23:46,955 - mmaction - INFO - Epoch [147][720/940] lr: 4.000e-04, eta: 1:33:07, time: 1.908, data_time: 0.006, memory: 6924, loss_aux: 1.0004, top1_acc: 0.6383, top5_acc: 0.8285, loss_cls: 1.5264, loss: 2.5268, grad_norm: 5.9374 2020-09-13 12:24:24,082 - mmaction - INFO - Epoch [147][740/940] lr: 4.000e-04, eta: 1:32:30, time: 1.855, data_time: 0.006, memory: 6924, loss_aux: 0.9875, top1_acc: 0.6473, top5_acc: 0.8328, loss_cls: 1.5176, loss: 2.5051, grad_norm: 5.8488 2020-09-13 12:25:01,199 - mmaction - INFO - Epoch [147][760/940] lr: 4.000e-04, eta: 1:31:53, time: 1.858, data_time: 0.006, memory: 6924, loss_aux: 0.9871, top1_acc: 0.6455, top5_acc: 0.8410, loss_cls: 1.5002, loss: 2.4873, grad_norm: 5.9162 2020-09-13 12:25:38,701 - mmaction - INFO - Epoch [147][780/940] lr: 4.000e-04, eta: 1:31:16, time: 1.874, data_time: 0.007, memory: 6924, loss_aux: 0.9588, top1_acc: 0.6486, top5_acc: 0.8359, loss_cls: 1.4685, loss: 2.4273, grad_norm: 5.7629 2020-09-13 12:26:15,860 - mmaction - INFO - Epoch [147][800/940] lr: 4.000e-04, eta: 1:30:40, time: 1.859, data_time: 0.006, memory: 6924, loss_aux: 0.9951, top1_acc: 0.6395, top5_acc: 0.8287, loss_cls: 1.5215, loss: 2.5166, grad_norm: 5.9853 2020-09-13 12:26:52,521 - mmaction - INFO - Epoch [147][820/940] lr: 4.000e-04, eta: 1:30:03, time: 1.833, data_time: 0.006, memory: 6924, loss_aux: 0.9640, top1_acc: 0.6494, top5_acc: 0.8412, loss_cls: 1.4635, loss: 2.4276, grad_norm: 5.8869 2020-09-13 12:27:29,665 - mmaction - INFO - Epoch [147][840/940] lr: 4.000e-04, eta: 1:29:26, time: 1.857, data_time: 0.002, memory: 6924, loss_aux: 0.9958, top1_acc: 0.6475, top5_acc: 0.8287, loss_cls: 1.5301, loss: 2.5259, grad_norm: 5.8642 2020-09-13 12:28:06,384 - mmaction - INFO - Epoch [147][860/940] lr: 4.000e-04, eta: 1:28:49, time: 1.835, data_time: 0.006, memory: 6924, loss_aux: 0.9708, top1_acc: 0.6469, top5_acc: 0.8352, loss_cls: 1.4887, loss: 2.4594, grad_norm: 5.8163 2020-09-13 12:28:44,237 - mmaction - INFO - Epoch [147][880/940] lr: 4.000e-04, eta: 1:28:13, time: 1.894, data_time: 0.006, memory: 6924, loss_aux: 0.9790, top1_acc: 0.6484, top5_acc: 0.8309, loss_cls: 1.4845, loss: 2.4636, grad_norm: 5.8110 2020-09-13 12:29:20,607 - mmaction - INFO - Epoch [147][900/940] lr: 4.000e-04, eta: 1:27:36, time: 1.816, data_time: 0.005, memory: 6924, loss_aux: 0.9780, top1_acc: 0.6500, top5_acc: 0.8350, loss_cls: 1.4814, loss: 2.4594, grad_norm: 5.9102 2020-09-13 12:29:57,903 - mmaction - INFO - Epoch [147][920/940] lr: 4.000e-04, eta: 1:26:59, time: 1.867, data_time: 0.006, memory: 6924, loss_aux: 1.0027, top1_acc: 0.6301, top5_acc: 0.8305, loss_cls: 1.5442, loss: 2.5469, grad_norm: 6.0471 2020-09-13 12:30:33,893 - mmaction - INFO - Epoch [147][940/940] lr: 4.000e-04, eta: 1:26:22, time: 1.797, data_time: 0.005, memory: 6924, loss_aux: 0.9989, top1_acc: 0.6364, top5_acc: 0.8369, loss_cls: 1.5088, loss: 2.5077, grad_norm: 6.3181 2020-09-13 12:30:34,417 - mmaction - INFO - Saving checkpoint at 147 epochs 2020-09-13 12:31:18,672 - mmaction - INFO - Epoch [148][20/940] lr: 4.000e-04, eta: 1:25:46, time: 2.144, data_time: 0.657, memory: 6924, loss_aux: 0.9807, top1_acc: 0.6391, top5_acc: 0.8338, loss_cls: 1.5103, loss: 2.4910, grad_norm: 5.8616 2020-09-13 12:31:53,238 - mmaction - INFO - Epoch [148][40/940] lr: 4.000e-04, eta: 1:25:09, time: 1.729, data_time: 0.006, memory: 6924, loss_aux: 0.9843, top1_acc: 0.6400, top5_acc: 0.8279, loss_cls: 1.5159, loss: 2.5002, grad_norm: 5.8216 2020-09-13 12:32:29,695 - mmaction - INFO - Epoch [148][60/940] lr: 4.000e-04, eta: 1:24:32, time: 1.824, data_time: 0.006, memory: 6924, loss_aux: 0.9844, top1_acc: 0.6508, top5_acc: 0.8318, loss_cls: 1.5045, loss: 2.4889, grad_norm: 5.8282 2020-09-13 12:33:06,977 - mmaction - INFO - Epoch [148][80/940] lr: 4.000e-04, eta: 1:23:55, time: 1.864, data_time: 0.003, memory: 6924, loss_aux: 0.9768, top1_acc: 0.6441, top5_acc: 0.8373, loss_cls: 1.4988, loss: 2.4756, grad_norm: 5.8373 2020-09-13 12:33:43,979 - mmaction - INFO - Epoch [148][100/940] lr: 4.000e-04, eta: 1:23:19, time: 1.850, data_time: 0.003, memory: 6924, loss_aux: 0.9650, top1_acc: 0.6477, top5_acc: 0.8379, loss_cls: 1.4724, loss: 2.4374, grad_norm: 5.7980 2020-09-13 12:34:21,076 - mmaction - INFO - Epoch [148][120/940] lr: 4.000e-04, eta: 1:22:42, time: 1.853, data_time: 0.006, memory: 6924, loss_aux: 0.9737, top1_acc: 0.6453, top5_acc: 0.8373, loss_cls: 1.4913, loss: 2.4650, grad_norm: 5.8795 2020-09-13 12:34:58,759 - mmaction - INFO - Epoch [148][140/940] lr: 4.000e-04, eta: 1:22:05, time: 1.884, data_time: 0.006, memory: 6924, loss_aux: 0.9803, top1_acc: 0.6414, top5_acc: 0.8385, loss_cls: 1.4956, loss: 2.4759, grad_norm: 5.8282 2020-09-13 12:35:36,014 - mmaction - INFO - Epoch [148][160/940] lr: 4.000e-04, eta: 1:21:28, time: 1.864, data_time: 0.006, memory: 6924, loss_aux: 0.9567, top1_acc: 0.6555, top5_acc: 0.8424, loss_cls: 1.4505, loss: 2.4072, grad_norm: 5.7422 2020-09-13 12:36:12,807 - mmaction - INFO - Epoch [148][180/940] lr: 4.000e-04, eta: 1:20:52, time: 1.838, data_time: 0.006, memory: 6924, loss_aux: 0.9822, top1_acc: 0.6396, top5_acc: 0.8316, loss_cls: 1.4996, loss: 2.4818, grad_norm: 5.8687 2020-09-13 12:36:49,885 - mmaction - INFO - Epoch [148][200/940] lr: 4.000e-04, eta: 1:20:15, time: 1.856, data_time: 0.005, memory: 6924, loss_aux: 0.9729, top1_acc: 0.6492, top5_acc: 0.8404, loss_cls: 1.4826, loss: 2.4555, grad_norm: 5.8966 2020-09-13 12:37:27,136 - mmaction - INFO - Epoch [148][220/940] lr: 4.000e-04, eta: 1:19:38, time: 1.861, data_time: 0.006, memory: 6924, loss_aux: 0.9774, top1_acc: 0.6418, top5_acc: 0.8320, loss_cls: 1.4898, loss: 2.4672, grad_norm: 5.9953 2020-09-13 12:38:03,768 - mmaction - INFO - Epoch [148][240/940] lr: 4.000e-04, eta: 1:19:01, time: 1.833, data_time: 0.006, memory: 6924, loss_aux: 1.0029, top1_acc: 0.6309, top5_acc: 0.8229, loss_cls: 1.5693, loss: 2.5722, grad_norm: 5.8767 2020-09-13 12:38:41,354 - mmaction - INFO - Epoch [148][260/940] lr: 4.000e-04, eta: 1:18:25, time: 1.878, data_time: 0.007, memory: 6924, loss_aux: 0.9791, top1_acc: 0.6379, top5_acc: 0.8373, loss_cls: 1.4925, loss: 2.4717, grad_norm: 5.8769 2020-09-13 12:39:19,628 - mmaction - INFO - Epoch [148][280/940] lr: 4.000e-04, eta: 1:17:48, time: 1.915, data_time: 0.005, memory: 6924, loss_aux: 0.9923, top1_acc: 0.6453, top5_acc: 0.8305, loss_cls: 1.5074, loss: 2.4997, grad_norm: 5.8907 2020-09-13 12:39:56,052 - mmaction - INFO - Epoch [148][300/940] lr: 4.000e-04, eta: 1:17:11, time: 1.820, data_time: 0.006, memory: 6924, loss_aux: 0.9734, top1_acc: 0.6496, top5_acc: 0.8443, loss_cls: 1.4630, loss: 2.4364, grad_norm: 5.7816 2020-09-13 12:40:33,689 - mmaction - INFO - Epoch [148][320/940] lr: 4.000e-04, eta: 1:16:34, time: 1.883, data_time: 0.005, memory: 6924, loss_aux: 0.9740, top1_acc: 0.6428, top5_acc: 0.8330, loss_cls: 1.5038, loss: 2.4777, grad_norm: 5.9184 2020-09-13 12:41:10,472 - mmaction - INFO - Epoch [148][340/940] lr: 4.000e-04, eta: 1:15:58, time: 1.838, data_time: 0.006, memory: 6924, loss_aux: 0.9669, top1_acc: 0.6512, top5_acc: 0.8381, loss_cls: 1.4828, loss: 2.4497, grad_norm: 5.8776 2020-09-13 12:41:47,695 - mmaction - INFO - Epoch [148][360/940] lr: 4.000e-04, eta: 1:15:21, time: 1.861, data_time: 0.005, memory: 6924, loss_aux: 0.9866, top1_acc: 0.6410, top5_acc: 0.8305, loss_cls: 1.4922, loss: 2.4788, grad_norm: 5.8353 2020-09-13 12:42:25,275 - mmaction - INFO - Epoch [148][380/940] lr: 4.000e-04, eta: 1:14:44, time: 1.879, data_time: 0.008, memory: 6924, loss_aux: 0.9955, top1_acc: 0.6436, top5_acc: 0.8354, loss_cls: 1.5095, loss: 2.5051, grad_norm: 5.8841 2020-09-13 12:43:02,673 - mmaction - INFO - Epoch [148][400/940] lr: 4.000e-04, eta: 1:14:07, time: 1.870, data_time: 0.006, memory: 6924, loss_aux: 0.9995, top1_acc: 0.6430, top5_acc: 0.8340, loss_cls: 1.5058, loss: 2.5053, grad_norm: 5.9463 2020-09-13 12:43:39,759 - mmaction - INFO - Epoch [148][420/940] lr: 4.000e-04, eta: 1:13:31, time: 1.856, data_time: 0.006, memory: 6924, loss_aux: 0.9816, top1_acc: 0.6430, top5_acc: 0.8352, loss_cls: 1.5132, loss: 2.4948, grad_norm: 5.8788 2020-09-13 12:44:16,824 - mmaction - INFO - Epoch [148][440/940] lr: 4.000e-04, eta: 1:12:54, time: 1.852, data_time: 0.006, memory: 6924, loss_aux: 0.9868, top1_acc: 0.6328, top5_acc: 0.8354, loss_cls: 1.5229, loss: 2.5097, grad_norm: 5.9082 2020-09-13 12:44:54,026 - mmaction - INFO - Epoch [148][460/940] lr: 4.000e-04, eta: 1:12:17, time: 1.862, data_time: 0.005, memory: 6924, loss_aux: 0.9886, top1_acc: 0.6416, top5_acc: 0.8338, loss_cls: 1.5266, loss: 2.5152, grad_norm: 5.9166 2020-09-13 12:45:31,524 - mmaction - INFO - Epoch [148][480/940] lr: 4.000e-04, eta: 1:11:40, time: 1.873, data_time: 0.006, memory: 6924, loss_aux: 0.9592, top1_acc: 0.6525, top5_acc: 0.8381, loss_cls: 1.4529, loss: 2.4121, grad_norm: 5.8361 2020-09-13 12:46:08,379 - mmaction - INFO - Epoch [148][500/940] lr: 4.000e-04, eta: 1:11:04, time: 1.844, data_time: 0.006, memory: 6924, loss_aux: 0.9793, top1_acc: 0.6412, top5_acc: 0.8363, loss_cls: 1.5074, loss: 2.4868, grad_norm: 5.8905 2020-09-13 12:46:45,876 - mmaction - INFO - Epoch [148][520/940] lr: 4.000e-04, eta: 1:10:27, time: 1.874, data_time: 0.006, memory: 6924, loss_aux: 0.9536, top1_acc: 0.6506, top5_acc: 0.8352, loss_cls: 1.4728, loss: 2.4264, grad_norm: 5.7351 2020-09-13 12:47:22,936 - mmaction - INFO - Epoch [148][540/940] lr: 4.000e-04, eta: 1:09:50, time: 1.854, data_time: 0.005, memory: 6924, loss_aux: 0.9622, top1_acc: 0.6520, top5_acc: 0.8365, loss_cls: 1.4642, loss: 2.4264, grad_norm: 5.8292 2020-09-13 12:48:00,354 - mmaction - INFO - Epoch [148][560/940] lr: 4.000e-04, eta: 1:09:13, time: 1.870, data_time: 0.006, memory: 6924, loss_aux: 0.9911, top1_acc: 0.6371, top5_acc: 0.8264, loss_cls: 1.5237, loss: 2.5149, grad_norm: 5.9564 2020-09-13 12:48:37,677 - mmaction - INFO - Epoch [148][580/940] lr: 4.000e-04, eta: 1:08:37, time: 1.867, data_time: 0.005, memory: 6924, loss_aux: 0.9947, top1_acc: 0.6389, top5_acc: 0.8336, loss_cls: 1.5217, loss: 2.5164, grad_norm: 5.9347 2020-09-13 12:49:14,571 - mmaction - INFO - Epoch [148][600/940] lr: 4.000e-04, eta: 1:08:00, time: 1.843, data_time: 0.006, memory: 6924, loss_aux: 0.9820, top1_acc: 0.6459, top5_acc: 0.8316, loss_cls: 1.5047, loss: 2.4868, grad_norm: 5.7799 2020-09-13 12:49:51,304 - mmaction - INFO - Epoch [148][620/940] lr: 4.000e-04, eta: 1:07:23, time: 1.838, data_time: 0.005, memory: 6924, loss_aux: 0.9753, top1_acc: 0.6400, top5_acc: 0.8297, loss_cls: 1.5035, loss: 2.4788, grad_norm: 5.8905 2020-09-13 12:50:28,739 - mmaction - INFO - Epoch [148][640/940] lr: 4.000e-04, eta: 1:06:46, time: 1.870, data_time: 0.006, memory: 6924, loss_aux: 1.0031, top1_acc: 0.6309, top5_acc: 0.8305, loss_cls: 1.5172, loss: 2.5202, grad_norm: 5.9549 2020-09-13 12:51:06,011 - mmaction - INFO - Epoch [148][660/940] lr: 4.000e-04, eta: 1:06:10, time: 1.865, data_time: 0.005, memory: 6924, loss_aux: 0.9773, top1_acc: 0.6463, top5_acc: 0.8408, loss_cls: 1.4925, loss: 2.4698, grad_norm: 5.9008 2020-09-13 12:51:43,481 - mmaction - INFO - Epoch [148][680/940] lr: 4.000e-04, eta: 1:05:33, time: 1.872, data_time: 0.006, memory: 6924, loss_aux: 0.9773, top1_acc: 0.6430, top5_acc: 0.8355, loss_cls: 1.4853, loss: 2.4626, grad_norm: 5.8208 2020-09-13 12:52:20,950 - mmaction - INFO - Epoch [148][700/940] lr: 4.000e-04, eta: 1:04:56, time: 1.873, data_time: 0.006, memory: 6924, loss_aux: 0.9698, top1_acc: 0.6434, top5_acc: 0.8328, loss_cls: 1.4871, loss: 2.4569, grad_norm: 5.8643 2020-09-13 12:52:58,349 - mmaction - INFO - Epoch [148][720/940] lr: 4.000e-04, eta: 1:04:19, time: 1.871, data_time: 0.006, memory: 6924, loss_aux: 0.9702, top1_acc: 0.6475, top5_acc: 0.8389, loss_cls: 1.4860, loss: 2.4562, grad_norm: 5.7916 2020-09-13 12:53:35,445 - mmaction - INFO - Epoch [148][740/940] lr: 4.000e-04, eta: 1:03:43, time: 1.856, data_time: 0.006, memory: 6924, loss_aux: 0.9761, top1_acc: 0.6504, top5_acc: 0.8344, loss_cls: 1.4777, loss: 2.4538, grad_norm: 5.7935 2020-09-13 12:54:12,560 - mmaction - INFO - Epoch [148][760/940] lr: 4.000e-04, eta: 1:03:06, time: 1.854, data_time: 0.006, memory: 6924, loss_aux: 0.9917, top1_acc: 0.6426, top5_acc: 0.8328, loss_cls: 1.5271, loss: 2.5189, grad_norm: 5.9261 2020-09-13 12:54:49,803 - mmaction - INFO - Epoch [148][780/940] lr: 4.000e-04, eta: 1:02:29, time: 1.864, data_time: 0.005, memory: 6924, loss_aux: 0.9554, top1_acc: 0.6492, top5_acc: 0.8428, loss_cls: 1.4493, loss: 2.4047, grad_norm: 5.8472 2020-09-13 12:55:27,212 - mmaction - INFO - Epoch [148][800/940] lr: 4.000e-04, eta: 1:01:52, time: 1.869, data_time: 0.007, memory: 6924, loss_aux: 0.9723, top1_acc: 0.6477, top5_acc: 0.8377, loss_cls: 1.4863, loss: 2.4586, grad_norm: 5.8585 2020-09-13 12:56:04,020 - mmaction - INFO - Epoch [148][820/940] lr: 4.000e-04, eta: 1:01:16, time: 1.842, data_time: 0.006, memory: 6924, loss_aux: 0.9729, top1_acc: 0.6498, top5_acc: 0.8391, loss_cls: 1.4885, loss: 2.4615, grad_norm: 5.9072 2020-09-13 12:56:40,925 - mmaction - INFO - Epoch [148][840/940] lr: 4.000e-04, eta: 1:00:39, time: 1.843, data_time: 0.006, memory: 6924, loss_aux: 0.9826, top1_acc: 0.6479, top5_acc: 0.8340, loss_cls: 1.4948, loss: 2.4774, grad_norm: 5.9006 2020-09-13 12:57:18,554 - mmaction - INFO - Epoch [148][860/940] lr: 4.000e-04, eta: 1:00:02, time: 1.884, data_time: 0.006, memory: 6924, loss_aux: 0.9540, top1_acc: 0.6520, top5_acc: 0.8416, loss_cls: 1.4535, loss: 2.4075, grad_norm: 5.8163 2020-09-13 12:57:55,562 - mmaction - INFO - Epoch [148][880/940] lr: 4.000e-04, eta: 0:59:25, time: 1.849, data_time: 0.006, memory: 6924, loss_aux: 1.0050, top1_acc: 0.6314, top5_acc: 0.8187, loss_cls: 1.5618, loss: 2.5668, grad_norm: 6.0228 2020-09-13 12:58:33,174 - mmaction - INFO - Epoch [148][900/940] lr: 4.000e-04, eta: 0:58:49, time: 1.882, data_time: 0.006, memory: 6924, loss_aux: 0.9524, top1_acc: 0.6549, top5_acc: 0.8424, loss_cls: 1.4448, loss: 2.3972, grad_norm: 5.8064 2020-09-13 12:59:10,384 - mmaction - INFO - Epoch [148][920/940] lr: 4.000e-04, eta: 0:58:12, time: 1.858, data_time: 0.005, memory: 6924, loss_aux: 0.9890, top1_acc: 0.6316, top5_acc: 0.8336, loss_cls: 1.5296, loss: 2.5186, grad_norm: 6.0110 2020-09-13 12:59:46,354 - mmaction - INFO - Epoch [148][940/940] lr: 4.000e-04, eta: 0:57:35, time: 1.801, data_time: 0.006, memory: 6924, loss_aux: 0.9990, top1_acc: 0.6408, top5_acc: 0.8255, loss_cls: 1.5362, loss: 2.5352, grad_norm: 6.0170 2020-09-13 12:59:46,786 - mmaction - INFO - Saving checkpoint at 148 epochs 2020-09-13 13:00:37,027 - mmaction - INFO - Epoch [149][20/940] lr: 4.000e-04, eta: 0:56:58, time: 2.347, data_time: 0.562, memory: 6924, loss_aux: 0.9660, top1_acc: 0.6594, top5_acc: 0.8381, loss_cls: 1.4733, loss: 2.4393, grad_norm: 5.7480 2020-09-13 13:01:11,039 - mmaction - INFO - Epoch [149][40/940] lr: 4.000e-04, eta: 0:56:22, time: 1.710, data_time: 0.021, memory: 6924, loss_aux: 0.9707, top1_acc: 0.6344, top5_acc: 0.8340, loss_cls: 1.5096, loss: 2.4803, grad_norm: 5.9478 2020-09-13 13:01:48,068 - mmaction - INFO - Epoch [149][60/940] lr: 4.000e-04, eta: 0:55:45, time: 1.848, data_time: 0.002, memory: 6924, loss_aux: 1.0057, top1_acc: 0.6391, top5_acc: 0.8355, loss_cls: 1.5054, loss: 2.5110, grad_norm: 5.9290 2020-09-13 13:02:25,016 - mmaction - INFO - Epoch [149][80/940] lr: 4.000e-04, eta: 0:55:08, time: 1.850, data_time: 0.006, memory: 6924, loss_aux: 0.9703, top1_acc: 0.6525, top5_acc: 0.8357, loss_cls: 1.4836, loss: 2.4539, grad_norm: 5.8452 2020-09-13 13:03:01,926 - mmaction - INFO - Epoch [149][100/940] lr: 4.000e-04, eta: 0:54:31, time: 1.844, data_time: 0.006, memory: 6924, loss_aux: 0.9839, top1_acc: 0.6395, top5_acc: 0.8334, loss_cls: 1.5002, loss: 2.4841, grad_norm: 5.8903 2020-09-13 13:03:39,272 - mmaction - INFO - Epoch [149][120/940] lr: 4.000e-04, eta: 0:53:55, time: 1.869, data_time: 0.006, memory: 6924, loss_aux: 0.9634, top1_acc: 0.6428, top5_acc: 0.8379, loss_cls: 1.4891, loss: 2.4525, grad_norm: 5.8220 2020-09-13 13:04:16,253 - mmaction - INFO - Epoch [149][140/940] lr: 4.000e-04, eta: 0:53:18, time: 1.847, data_time: 0.005, memory: 6924, loss_aux: 0.9936, top1_acc: 0.6346, top5_acc: 0.8330, loss_cls: 1.5194, loss: 2.5131, grad_norm: 5.9223 2020-09-13 13:04:53,511 - mmaction - INFO - Epoch [149][160/940] lr: 4.000e-04, eta: 0:52:41, time: 1.864, data_time: 0.009, memory: 6924, loss_aux: 0.9971, top1_acc: 0.6443, top5_acc: 0.8330, loss_cls: 1.5249, loss: 2.5220, grad_norm: 5.9558 2020-09-13 13:05:30,354 - mmaction - INFO - Epoch [149][180/940] lr: 4.000e-04, eta: 0:52:04, time: 1.840, data_time: 0.006, memory: 6924, loss_aux: 0.9627, top1_acc: 0.6514, top5_acc: 0.8389, loss_cls: 1.4799, loss: 2.4426, grad_norm: 5.8786 2020-09-13 13:06:07,561 - mmaction - INFO - Epoch [149][200/940] lr: 4.000e-04, eta: 0:51:28, time: 1.863, data_time: 0.006, memory: 6924, loss_aux: 0.9664, top1_acc: 0.6426, top5_acc: 0.8395, loss_cls: 1.4960, loss: 2.4623, grad_norm: 5.8561 2020-09-13 13:06:44,662 - mmaction - INFO - Epoch [149][220/940] lr: 4.000e-04, eta: 0:50:51, time: 1.853, data_time: 0.005, memory: 6924, loss_aux: 0.9817, top1_acc: 0.6377, top5_acc: 0.8346, loss_cls: 1.5115, loss: 2.4933, grad_norm: 5.8801 2020-09-13 13:07:22,029 - mmaction - INFO - Epoch [149][240/940] lr: 4.000e-04, eta: 0:50:14, time: 1.870, data_time: 0.006, memory: 6924, loss_aux: 0.9629, top1_acc: 0.6527, top5_acc: 0.8398, loss_cls: 1.4694, loss: 2.4323, grad_norm: 5.8809 2020-09-13 13:07:59,024 - mmaction - INFO - Epoch [149][260/940] lr: 4.000e-04, eta: 0:49:37, time: 1.848, data_time: 0.005, memory: 6924, loss_aux: 0.9840, top1_acc: 0.6475, top5_acc: 0.8355, loss_cls: 1.4966, loss: 2.4806, grad_norm: 5.9128 2020-09-13 13:08:35,936 - mmaction - INFO - Epoch [149][280/940] lr: 4.000e-04, eta: 0:49:01, time: 1.847, data_time: 0.006, memory: 6924, loss_aux: 0.9781, top1_acc: 0.6473, top5_acc: 0.8299, loss_cls: 1.5024, loss: 2.4805, grad_norm: 5.7893 2020-09-13 13:09:13,508 - mmaction - INFO - Epoch [149][300/940] lr: 4.000e-04, eta: 0:48:24, time: 1.877, data_time: 0.006, memory: 6924, loss_aux: 0.9649, top1_acc: 0.6455, top5_acc: 0.8334, loss_cls: 1.4905, loss: 2.4554, grad_norm: 5.8956 2020-09-13 13:09:50,739 - mmaction - INFO - Epoch [149][320/940] lr: 4.000e-04, eta: 0:47:47, time: 1.864, data_time: 0.006, memory: 6924, loss_aux: 0.9765, top1_acc: 0.6461, top5_acc: 0.8332, loss_cls: 1.5052, loss: 2.4817, grad_norm: 5.8451 2020-09-13 13:10:28,088 - mmaction - INFO - Epoch [149][340/940] lr: 4.000e-04, eta: 0:47:10, time: 1.866, data_time: 0.006, memory: 6924, loss_aux: 0.9645, top1_acc: 0.6479, top5_acc: 0.8373, loss_cls: 1.4792, loss: 2.4437, grad_norm: 5.8134 2020-09-13 13:11:05,082 - mmaction - INFO - Epoch [149][360/940] lr: 4.000e-04, eta: 0:46:34, time: 1.851, data_time: 0.006, memory: 6924, loss_aux: 0.9549, top1_acc: 0.6547, top5_acc: 0.8441, loss_cls: 1.4557, loss: 2.4107, grad_norm: 5.7245 2020-09-13 13:11:42,080 - mmaction - INFO - Epoch [149][380/940] lr: 4.000e-04, eta: 0:45:57, time: 1.848, data_time: 0.007, memory: 6924, loss_aux: 0.9918, top1_acc: 0.6445, top5_acc: 0.8355, loss_cls: 1.4993, loss: 2.4911, grad_norm: 5.8746 2020-09-13 13:12:19,257 - mmaction - INFO - Epoch [149][400/940] lr: 4.000e-04, eta: 0:45:20, time: 1.860, data_time: 0.005, memory: 6924, loss_aux: 0.9686, top1_acc: 0.6428, top5_acc: 0.8396, loss_cls: 1.4962, loss: 2.4648, grad_norm: 5.9075 2020-09-13 13:12:56,774 - mmaction - INFO - Epoch [149][420/940] lr: 4.000e-04, eta: 0:44:43, time: 1.874, data_time: 0.003, memory: 6924, loss_aux: 1.0078, top1_acc: 0.6289, top5_acc: 0.8230, loss_cls: 1.5636, loss: 2.5715, grad_norm: 5.9256 2020-09-13 13:13:33,669 - mmaction - INFO - Epoch [149][440/940] lr: 4.000e-04, eta: 0:44:06, time: 1.846, data_time: 0.006, memory: 6924, loss_aux: 0.9644, top1_acc: 0.6506, top5_acc: 0.8410, loss_cls: 1.4665, loss: 2.4308, grad_norm: 5.8167 2020-09-13 13:14:10,789 - mmaction - INFO - Epoch [149][460/940] lr: 4.000e-04, eta: 0:43:30, time: 1.854, data_time: 0.006, memory: 6924, loss_aux: 0.9579, top1_acc: 0.6539, top5_acc: 0.8328, loss_cls: 1.4674, loss: 2.4253, grad_norm: 5.8096 2020-09-13 13:14:47,773 - mmaction - INFO - Epoch [149][480/940] lr: 4.000e-04, eta: 0:42:53, time: 1.850, data_time: 0.006, memory: 6924, loss_aux: 0.9900, top1_acc: 0.6471, top5_acc: 0.8375, loss_cls: 1.5097, loss: 2.4997, grad_norm: 5.8125 2020-09-13 13:15:24,940 - mmaction - INFO - Epoch [149][500/940] lr: 4.000e-04, eta: 0:42:16, time: 1.858, data_time: 0.006, memory: 6924, loss_aux: 0.9579, top1_acc: 0.6482, top5_acc: 0.8414, loss_cls: 1.4637, loss: 2.4216, grad_norm: 5.8810 2020-09-13 13:16:02,039 - mmaction - INFO - Epoch [149][520/940] lr: 4.000e-04, eta: 0:41:39, time: 1.857, data_time: 0.006, memory: 6924, loss_aux: 0.9654, top1_acc: 0.6484, top5_acc: 0.8357, loss_cls: 1.4654, loss: 2.4308, grad_norm: 5.8052 2020-09-13 13:16:39,415 - mmaction - INFO - Epoch [149][540/940] lr: 4.000e-04, eta: 0:41:03, time: 1.867, data_time: 0.006, memory: 6924, loss_aux: 0.9951, top1_acc: 0.6346, top5_acc: 0.8285, loss_cls: 1.5363, loss: 2.5313, grad_norm: 5.9186 2020-09-13 13:17:16,239 - mmaction - INFO - Epoch [149][560/940] lr: 4.000e-04, eta: 0:40:26, time: 1.843, data_time: 0.006, memory: 6924, loss_aux: 0.9715, top1_acc: 0.6498, top5_acc: 0.8416, loss_cls: 1.4807, loss: 2.4522, grad_norm: 5.8058 2020-09-13 13:17:53,359 - mmaction - INFO - Epoch [149][580/940] lr: 4.000e-04, eta: 0:39:49, time: 1.855, data_time: 0.006, memory: 6924, loss_aux: 0.9734, top1_acc: 0.6500, top5_acc: 0.8385, loss_cls: 1.4741, loss: 2.4475, grad_norm: 5.8360 2020-09-13 13:18:30,631 - mmaction - INFO - Epoch [149][600/940] lr: 4.000e-04, eta: 0:39:12, time: 1.865, data_time: 0.006, memory: 6924, loss_aux: 0.9964, top1_acc: 0.6379, top5_acc: 0.8295, loss_cls: 1.5277, loss: 2.5241, grad_norm: 5.9617 2020-09-13 13:19:07,770 - mmaction - INFO - Epoch [149][620/940] lr: 4.000e-04, eta: 0:38:36, time: 1.856, data_time: 0.006, memory: 6924, loss_aux: 0.9939, top1_acc: 0.6264, top5_acc: 0.8320, loss_cls: 1.5354, loss: 2.5293, grad_norm: 5.9357 2020-09-13 13:19:44,606 - mmaction - INFO - Epoch [149][640/940] lr: 4.000e-04, eta: 0:37:59, time: 1.843, data_time: 0.005, memory: 6924, loss_aux: 0.9856, top1_acc: 0.6482, top5_acc: 0.8396, loss_cls: 1.4721, loss: 2.4576, grad_norm: 5.8897 2020-09-13 13:20:21,862 - mmaction - INFO - Epoch [149][660/940] lr: 4.000e-04, eta: 0:37:22, time: 1.861, data_time: 0.006, memory: 6924, loss_aux: 0.9819, top1_acc: 0.6391, top5_acc: 0.8324, loss_cls: 1.5074, loss: 2.4894, grad_norm: 5.8887 2020-09-13 13:20:59,245 - mmaction - INFO - Epoch [149][680/940] lr: 4.000e-04, eta: 0:36:45, time: 1.871, data_time: 0.005, memory: 6924, loss_aux: 0.9819, top1_acc: 0.6459, top5_acc: 0.8342, loss_cls: 1.4964, loss: 2.4784, grad_norm: 5.9774 2020-09-13 13:21:37,419 - mmaction - INFO - Epoch [149][700/940] lr: 4.000e-04, eta: 0:36:09, time: 1.907, data_time: 0.006, memory: 6924, loss_aux: 0.9802, top1_acc: 0.6430, top5_acc: 0.8299, loss_cls: 1.5197, loss: 2.4999, grad_norm: 5.8535 2020-09-13 13:22:14,420 - mmaction - INFO - Epoch [149][720/940] lr: 4.000e-04, eta: 0:35:32, time: 1.850, data_time: 0.006, memory: 6924, loss_aux: 0.9790, top1_acc: 0.6377, top5_acc: 0.8371, loss_cls: 1.4840, loss: 2.4630, grad_norm: 5.9817 2020-09-13 13:22:51,816 - mmaction - INFO - Epoch [149][740/940] lr: 4.000e-04, eta: 0:34:55, time: 1.869, data_time: 0.005, memory: 6924, loss_aux: 0.9809, top1_acc: 0.6420, top5_acc: 0.8375, loss_cls: 1.5100, loss: 2.4909, grad_norm: 5.9310 2020-09-13 13:23:28,649 - mmaction - INFO - Epoch [149][760/940] lr: 4.000e-04, eta: 0:34:18, time: 1.844, data_time: 0.007, memory: 6924, loss_aux: 0.9821, top1_acc: 0.6453, top5_acc: 0.8352, loss_cls: 1.4895, loss: 2.4716, grad_norm: 5.9033 2020-09-13 13:24:05,676 - mmaction - INFO - Epoch [149][780/940] lr: 4.000e-04, eta: 0:33:42, time: 1.849, data_time: 0.006, memory: 6924, loss_aux: 0.9776, top1_acc: 0.6504, top5_acc: 0.8318, loss_cls: 1.5050, loss: 2.4827, grad_norm: 5.9264 2020-09-13 13:24:43,279 - mmaction - INFO - Epoch [149][800/940] lr: 4.000e-04, eta: 0:33:05, time: 1.881, data_time: 0.007, memory: 6924, loss_aux: 0.9925, top1_acc: 0.6379, top5_acc: 0.8314, loss_cls: 1.4917, loss: 2.4843, grad_norm: 5.8589 2020-09-13 13:25:20,637 - mmaction - INFO - Epoch [149][820/940] lr: 4.000e-04, eta: 0:32:28, time: 1.868, data_time: 0.006, memory: 6924, loss_aux: 0.9684, top1_acc: 0.6430, top5_acc: 0.8420, loss_cls: 1.4751, loss: 2.4435, grad_norm: 5.8684 2020-09-13 13:25:57,495 - mmaction - INFO - Epoch [149][840/940] lr: 4.000e-04, eta: 0:31:51, time: 1.844, data_time: 0.006, memory: 6924, loss_aux: 0.9608, top1_acc: 0.6486, top5_acc: 0.8379, loss_cls: 1.4714, loss: 2.4322, grad_norm: 5.7978 2020-09-13 13:26:34,941 - mmaction - INFO - Epoch [149][860/940] lr: 4.000e-04, eta: 0:31:15, time: 1.872, data_time: 0.008, memory: 6924, loss_aux: 0.9677, top1_acc: 0.6451, top5_acc: 0.8373, loss_cls: 1.4806, loss: 2.4483, grad_norm: 5.8910 2020-09-13 13:27:12,394 - mmaction - INFO - Epoch [149][880/940] lr: 4.000e-04, eta: 0:30:38, time: 1.874, data_time: 0.006, memory: 6924, loss_aux: 0.9723, top1_acc: 0.6473, top5_acc: 0.8359, loss_cls: 1.4846, loss: 2.4569, grad_norm: 5.8814 2020-09-13 13:27:48,994 - mmaction - INFO - Epoch [149][900/940] lr: 4.000e-04, eta: 0:30:01, time: 1.829, data_time: 0.006, memory: 6924, loss_aux: 0.9831, top1_acc: 0.6363, top5_acc: 0.8346, loss_cls: 1.5336, loss: 2.5168, grad_norm: 5.9779 2020-09-13 13:28:26,577 - mmaction - INFO - Epoch [149][920/940] lr: 4.000e-04, eta: 0:29:24, time: 1.879, data_time: 0.006, memory: 6924, loss_aux: 0.9587, top1_acc: 0.6510, top5_acc: 0.8402, loss_cls: 1.4591, loss: 2.4178, grad_norm: 6.0146 2020-09-13 13:29:02,605 - mmaction - INFO - Epoch [149][940/940] lr: 4.000e-04, eta: 0:28:47, time: 1.803, data_time: 0.005, memory: 6924, loss_aux: 1.0060, top1_acc: 0.6364, top5_acc: 0.8271, loss_cls: 1.5363, loss: 2.5423, grad_norm: 5.9939 2020-09-13 13:29:03,174 - mmaction - INFO - Saving checkpoint at 149 epochs 2020-09-13 13:29:48,189 - mmaction - INFO - Epoch [150][20/940] lr: 4.000e-04, eta: 0:28:11, time: 1.994, data_time: 0.523, memory: 6924, loss_aux: 0.9748, top1_acc: 0.6451, top5_acc: 0.8410, loss_cls: 1.4987, loss: 2.4735, grad_norm: 5.9461 2020-09-13 13:30:24,669 - mmaction - INFO - Epoch [150][40/940] lr: 4.000e-04, eta: 0:27:34, time: 1.824, data_time: 0.006, memory: 6924, loss_aux: 0.9622, top1_acc: 0.6609, top5_acc: 0.8441, loss_cls: 1.4377, loss: 2.3999, grad_norm: 5.8729 2020-09-13 13:31:00,890 - mmaction - INFO - Epoch [150][60/940] lr: 4.000e-04, eta: 0:26:57, time: 1.810, data_time: 0.005, memory: 6924, loss_aux: 0.9797, top1_acc: 0.6504, top5_acc: 0.8371, loss_cls: 1.4925, loss: 2.4723, grad_norm: 5.8338 2020-09-13 13:31:38,536 - mmaction - INFO - Epoch [150][80/940] lr: 4.000e-04, eta: 0:26:20, time: 1.885, data_time: 0.007, memory: 6924, loss_aux: 0.9823, top1_acc: 0.6459, top5_acc: 0.8291, loss_cls: 1.5072, loss: 2.4895, grad_norm: 5.7983 2020-09-13 13:32:15,230 - mmaction - INFO - Epoch [150][100/940] lr: 4.000e-04, eta: 0:25:44, time: 1.833, data_time: 0.005, memory: 6924, loss_aux: 0.9479, top1_acc: 0.6531, top5_acc: 0.8412, loss_cls: 1.4379, loss: 2.3858, grad_norm: 5.7895 2020-09-13 13:32:53,034 - mmaction - INFO - Epoch [150][120/940] lr: 4.000e-04, eta: 0:25:07, time: 1.890, data_time: 0.006, memory: 6924, loss_aux: 0.9902, top1_acc: 0.6432, top5_acc: 0.8324, loss_cls: 1.5120, loss: 2.5021, grad_norm: 5.8829 2020-09-13 13:33:30,305 - mmaction - INFO - Epoch [150][140/940] lr: 4.000e-04, eta: 0:24:30, time: 1.866, data_time: 0.006, memory: 6924, loss_aux: 0.9630, top1_acc: 0.6494, top5_acc: 0.8426, loss_cls: 1.4636, loss: 2.4266, grad_norm: 5.8794 2020-09-13 13:34:07,523 - mmaction - INFO - Epoch [150][160/940] lr: 4.000e-04, eta: 0:23:53, time: 1.858, data_time: 0.006, memory: 6924, loss_aux: 0.9664, top1_acc: 0.6539, top5_acc: 0.8369, loss_cls: 1.4631, loss: 2.4295, grad_norm: 5.8976 2020-09-13 13:34:44,845 - mmaction - INFO - Epoch [150][180/940] lr: 4.000e-04, eta: 0:23:17, time: 1.869, data_time: 0.007, memory: 6924, loss_aux: 0.9652, top1_acc: 0.6477, top5_acc: 0.8373, loss_cls: 1.4631, loss: 2.4283, grad_norm: 5.8564 2020-09-13 13:35:22,480 - mmaction - INFO - Epoch [150][200/940] lr: 4.000e-04, eta: 0:22:40, time: 1.880, data_time: 0.006, memory: 6924, loss_aux: 0.9858, top1_acc: 0.6426, top5_acc: 0.8324, loss_cls: 1.5224, loss: 2.5081, grad_norm: 5.9034 2020-09-13 13:35:59,453 - mmaction - INFO - Epoch [150][220/940] lr: 4.000e-04, eta: 0:22:03, time: 1.851, data_time: 0.006, memory: 6924, loss_aux: 0.9840, top1_acc: 0.6457, top5_acc: 0.8330, loss_cls: 1.5076, loss: 2.4916, grad_norm: 5.8770 2020-09-13 13:36:36,673 - mmaction - INFO - Epoch [150][240/940] lr: 4.000e-04, eta: 0:21:26, time: 1.860, data_time: 0.005, memory: 6924, loss_aux: 0.9769, top1_acc: 0.6430, top5_acc: 0.8381, loss_cls: 1.4888, loss: 2.4657, grad_norm: 5.8526 2020-09-13 13:37:14,033 - mmaction - INFO - Epoch [150][260/940] lr: 4.000e-04, eta: 0:20:50, time: 1.869, data_time: 0.005, memory: 6924, loss_aux: 0.9908, top1_acc: 0.6375, top5_acc: 0.8357, loss_cls: 1.5102, loss: 2.5009, grad_norm: 5.9619 2020-09-13 13:37:50,941 - mmaction - INFO - Epoch [150][280/940] lr: 4.000e-04, eta: 0:20:13, time: 1.843, data_time: 0.007, memory: 6924, loss_aux: 0.9941, top1_acc: 0.6305, top5_acc: 0.8301, loss_cls: 1.5281, loss: 2.5222, grad_norm: 6.0574 2020-09-13 13:38:28,174 - mmaction - INFO - Epoch [150][300/940] lr: 4.000e-04, eta: 0:19:36, time: 1.864, data_time: 0.006, memory: 6924, loss_aux: 0.9866, top1_acc: 0.6398, top5_acc: 0.8348, loss_cls: 1.5020, loss: 2.4886, grad_norm: 5.9831 2020-09-13 13:39:05,179 - mmaction - INFO - Epoch [150][320/940] lr: 4.000e-04, eta: 0:18:59, time: 1.848, data_time: 0.006, memory: 6924, loss_aux: 0.9550, top1_acc: 0.6568, top5_acc: 0.8391, loss_cls: 1.4606, loss: 2.4155, grad_norm: 5.7806 2020-09-13 13:39:42,080 - mmaction - INFO - Epoch [150][340/940] lr: 4.000e-04, eta: 0:18:22, time: 1.847, data_time: 0.006, memory: 6924, loss_aux: 0.9710, top1_acc: 0.6461, top5_acc: 0.8365, loss_cls: 1.4869, loss: 2.4579, grad_norm: 5.8996 2020-09-13 13:40:19,696 - mmaction - INFO - Epoch [150][360/940] lr: 4.000e-04, eta: 0:17:46, time: 1.879, data_time: 0.005, memory: 6924, loss_aux: 0.9960, top1_acc: 0.6340, top5_acc: 0.8248, loss_cls: 1.5614, loss: 2.5574, grad_norm: 5.8446 2020-09-13 13:40:56,968 - mmaction - INFO - Epoch [150][380/940] lr: 4.000e-04, eta: 0:17:09, time: 1.865, data_time: 0.006, memory: 6924, loss_aux: 1.0104, top1_acc: 0.6377, top5_acc: 0.8238, loss_cls: 1.5485, loss: 2.5589, grad_norm: 5.9017 2020-09-13 13:41:34,045 - mmaction - INFO - Epoch [150][400/940] lr: 4.000e-04, eta: 0:16:32, time: 1.852, data_time: 0.006, memory: 6924, loss_aux: 0.9877, top1_acc: 0.6445, top5_acc: 0.8344, loss_cls: 1.5171, loss: 2.5048, grad_norm: 5.8413 2020-09-13 13:42:11,612 - mmaction - INFO - Epoch [150][420/940] lr: 4.000e-04, eta: 0:15:55, time: 1.878, data_time: 0.005, memory: 6924, loss_aux: 0.9711, top1_acc: 0.6453, top5_acc: 0.8369, loss_cls: 1.4841, loss: 2.4552, grad_norm: 5.8752 2020-09-13 13:42:47,996 - mmaction - INFO - Epoch [150][440/940] lr: 4.000e-04, eta: 0:15:19, time: 1.819, data_time: 0.006, memory: 6924, loss_aux: 0.9800, top1_acc: 0.6502, top5_acc: 0.8410, loss_cls: 1.4723, loss: 2.4522, grad_norm: 5.9050 2020-09-13 13:43:25,064 - mmaction - INFO - Epoch [150][460/940] lr: 4.000e-04, eta: 0:14:42, time: 1.855, data_time: 0.006, memory: 6924, loss_aux: 0.9564, top1_acc: 0.6500, top5_acc: 0.8434, loss_cls: 1.4610, loss: 2.4174, grad_norm: 5.8564 2020-09-13 13:44:01,516 - mmaction - INFO - Epoch [150][480/940] lr: 4.000e-04, eta: 0:14:05, time: 1.821, data_time: 0.007, memory: 6924, loss_aux: 0.9607, top1_acc: 0.6484, top5_acc: 0.8436, loss_cls: 1.4528, loss: 2.4135, grad_norm: 5.8229 2020-09-13 13:44:40,021 - mmaction - INFO - Epoch [150][500/940] lr: 4.000e-04, eta: 0:13:28, time: 1.927, data_time: 0.006, memory: 6924, loss_aux: 0.9737, top1_acc: 0.6416, top5_acc: 0.8373, loss_cls: 1.4917, loss: 2.4654, grad_norm: 6.0589 2020-09-13 13:45:17,325 - mmaction - INFO - Epoch [150][520/940] lr: 4.000e-04, eta: 0:12:52, time: 1.862, data_time: 0.006, memory: 6924, loss_aux: 0.9722, top1_acc: 0.6533, top5_acc: 0.8422, loss_cls: 1.4691, loss: 2.4413, grad_norm: 5.8624 2020-09-13 13:45:53,744 - mmaction - INFO - Epoch [150][540/940] lr: 4.000e-04, eta: 0:12:15, time: 1.824, data_time: 0.007, memory: 6924, loss_aux: 0.9801, top1_acc: 0.6406, top5_acc: 0.8332, loss_cls: 1.4980, loss: 2.4781, grad_norm: 5.9072 2020-09-13 13:46:31,117 - mmaction - INFO - Epoch [150][560/940] lr: 4.000e-04, eta: 0:11:38, time: 1.867, data_time: 0.006, memory: 6924, loss_aux: 0.9800, top1_acc: 0.6477, top5_acc: 0.8336, loss_cls: 1.4969, loss: 2.4769, grad_norm: 5.9260 2020-09-13 13:47:07,993 - mmaction - INFO - Epoch [150][580/940] lr: 4.000e-04, eta: 0:11:01, time: 1.845, data_time: 0.005, memory: 6924, loss_aux: 0.9886, top1_acc: 0.6469, top5_acc: 0.8326, loss_cls: 1.5240, loss: 2.5126, grad_norm: 5.9132 2020-09-13 13:47:45,085 - mmaction - INFO - Epoch [150][600/940] lr: 4.000e-04, eta: 0:10:25, time: 1.853, data_time: 0.006, memory: 6924, loss_aux: 0.9797, top1_acc: 0.6484, top5_acc: 0.8297, loss_cls: 1.5028, loss: 2.4825, grad_norm: 5.8815 2020-09-13 13:48:22,214 - mmaction - INFO - Epoch [150][620/940] lr: 4.000e-04, eta: 0:09:48, time: 1.858, data_time: 0.006, memory: 6924, loss_aux: 0.9759, top1_acc: 0.6424, top5_acc: 0.8340, loss_cls: 1.4954, loss: 2.4713, grad_norm: 5.9343 2020-09-13 13:48:59,433 - mmaction - INFO - Epoch [150][640/940] lr: 4.000e-04, eta: 0:09:11, time: 1.859, data_time: 0.007, memory: 6924, loss_aux: 0.9729, top1_acc: 0.6414, top5_acc: 0.8379, loss_cls: 1.5024, loss: 2.4753, grad_norm: 5.9053 2020-09-13 13:49:36,373 - mmaction - INFO - Epoch [150][660/940] lr: 4.000e-04, eta: 0:08:34, time: 1.849, data_time: 0.005, memory: 6924, loss_aux: 0.9631, top1_acc: 0.6490, top5_acc: 0.8365, loss_cls: 1.4711, loss: 2.4342, grad_norm: 5.8193 2020-09-13 13:50:13,604 - mmaction - INFO - Epoch [150][680/940] lr: 4.000e-04, eta: 0:07:57, time: 1.860, data_time: 0.006, memory: 6924, loss_aux: 0.9802, top1_acc: 0.6451, top5_acc: 0.8330, loss_cls: 1.5089, loss: 2.4891, grad_norm: 5.9256 2020-09-13 13:50:50,953 - mmaction - INFO - Epoch [150][700/940] lr: 4.000e-04, eta: 0:07:21, time: 1.869, data_time: 0.005, memory: 6924, loss_aux: 0.9813, top1_acc: 0.6412, top5_acc: 0.8330, loss_cls: 1.5199, loss: 2.5012, grad_norm: 6.0249 2020-09-13 13:51:28,033 - mmaction - INFO - Epoch [150][720/940] lr: 4.000e-04, eta: 0:06:44, time: 1.853, data_time: 0.006, memory: 6924, loss_aux: 0.9774, top1_acc: 0.6432, top5_acc: 0.8361, loss_cls: 1.4836, loss: 2.4610, grad_norm: 5.8591 2020-09-13 13:52:04,853 - mmaction - INFO - Epoch [150][740/940] lr: 4.000e-04, eta: 0:06:07, time: 1.843, data_time: 0.005, memory: 6924, loss_aux: 0.9882, top1_acc: 0.6383, top5_acc: 0.8338, loss_cls: 1.5081, loss: 2.4963, grad_norm: 5.9773 2020-09-13 13:52:41,872 - mmaction - INFO - Epoch [150][760/940] lr: 4.000e-04, eta: 0:05:30, time: 1.849, data_time: 0.002, memory: 6924, loss_aux: 0.9690, top1_acc: 0.6484, top5_acc: 0.8363, loss_cls: 1.4650, loss: 2.4340, grad_norm: 5.8731 2020-09-13 13:53:19,950 - mmaction - INFO - Epoch [150][780/940] lr: 4.000e-04, eta: 0:04:54, time: 1.906, data_time: 0.006, memory: 6924, loss_aux: 0.9985, top1_acc: 0.6379, top5_acc: 0.8260, loss_cls: 1.5323, loss: 2.5308, grad_norm: 5.9217 2020-09-13 13:53:56,480 - mmaction - INFO - Epoch [150][800/940] lr: 4.000e-04, eta: 0:04:17, time: 1.825, data_time: 0.007, memory: 6924, loss_aux: 0.9709, top1_acc: 0.6520, top5_acc: 0.8404, loss_cls: 1.4700, loss: 2.4409, grad_norm: 5.8729 2020-09-13 13:54:32,975 - mmaction - INFO - Epoch [150][820/940] lr: 4.000e-04, eta: 0:03:40, time: 1.827, data_time: 0.006, memory: 6924, loss_aux: 0.9908, top1_acc: 0.6400, top5_acc: 0.8346, loss_cls: 1.5250, loss: 2.5158, grad_norm: 5.9603 2020-09-13 13:55:09,818 - mmaction - INFO - Epoch [150][840/940] lr: 4.000e-04, eta: 0:03:03, time: 1.842, data_time: 0.005, memory: 6924, loss_aux: 0.9723, top1_acc: 0.6523, top5_acc: 0.8330, loss_cls: 1.4992, loss: 2.4715, grad_norm: 5.9758 2020-09-13 13:55:46,282 - mmaction - INFO - Epoch [150][860/940] lr: 4.000e-04, eta: 0:02:27, time: 1.824, data_time: 0.003, memory: 6924, loss_aux: 0.9720, top1_acc: 0.6455, top5_acc: 0.8322, loss_cls: 1.4935, loss: 2.4655, grad_norm: 5.8515 2020-09-13 13:56:23,278 - mmaction - INFO - Epoch [150][880/940] lr: 4.000e-04, eta: 0:01:50, time: 1.848, data_time: 0.006, memory: 6924, loss_aux: 0.9822, top1_acc: 0.6404, top5_acc: 0.8371, loss_cls: 1.5032, loss: 2.4854, grad_norm: 6.0291 2020-09-13 13:56:59,681 - mmaction - INFO - Epoch [150][900/940] lr: 4.000e-04, eta: 0:01:13, time: 1.822, data_time: 0.006, memory: 6924, loss_aux: 0.9777, top1_acc: 0.6441, top5_acc: 0.8338, loss_cls: 1.5115, loss: 2.4892, grad_norm: 5.8926 2020-09-13 13:57:36,652 - mmaction - INFO - Epoch [150][920/940] lr: 4.000e-04, eta: 0:00:36, time: 1.847, data_time: 0.007, memory: 6924, loss_aux: 0.9877, top1_acc: 0.6348, top5_acc: 0.8338, loss_cls: 1.5143, loss: 2.5020, grad_norm: 5.9034 2020-09-13 13:58:11,437 - mmaction - INFO - Epoch [150][940/940] lr: 4.000e-04, eta: 0:00:00, time: 1.741, data_time: 0.006, memory: 6924, loss_aux: 0.9923, top1_acc: 0.6431, top5_acc: 0.8320, loss_cls: 1.5202, loss: 2.5125, grad_norm: 6.0827 2020-09-13 13:58:11,868 - mmaction - INFO - Saving checkpoint at 150 epochs