2020-09-23 15:19:19,459 - 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: 1.1.2 MMAction2: 0.5.0+4413147 ------------------------------------------------------------ 2020-09-23 15:19:19,460 - mmaction - INFO - Distributed training: True 2020-09-23 15:19:19,460 - mmaction - INFO - Config: /mnt/lustre/linjintao/try/mmaction2_tpn/slurm_configs/recognition/tpn/tpn_imagenet_pretrained_slowonly_r50_320p_8x8x1_150e_kinetics_rgb.py # model settings model = dict( type='Recognizer3D', backbone=dict( type='ResNet3dSlowOnly', depth=50, pretrained='torchvision://resnet50', 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_imagenet_pretrained_slowonly_r50_320p_8x8x1_150e_kinetics400_rgb' load_from = None resume_from = None workflow = [('train', 1)] 2020-09-23 15:19:22,378 - mmaction - INFO - load model from: torchvision://resnet50 2020-09-23 15:19:35,406 - mmaction - INFO - These parameters in the 2d checkpoint are not loaded: {'fc.weight', 'fc.bias'} 2020-09-23 15:19:39,534 - mmaction - INFO - Start running, host: linjintao@SH-IDC1-10-5-30-105, work_dir: /mnt/lustre/linjintao/try/mmaction2_tpn/workdir/tpn_tpn_imagenet_pretrained_slowonly_32g 2020-09-23 15:19:39,534 - mmaction - INFO - workflow: [('train', 1)], max: 150 epochs 2020-09-23 15:20:14,860 - mmaction - INFO - Epoch [1][20/940] lr: 4.000e-02, eta: 2 days, 20:44:58, time: 1.756, data_time: 0.364, memory: 6920, loss_aux: 2.9842, top1_acc: 0.0074, top5_acc: 0.0273, loss_cls: 5.9560, loss: 8.9402, grad_norm: 2.7157 2020-09-23 15:20:37,215 - mmaction - INFO - Epoch [1][40/940] lr: 4.000e-02, eta: 2 days, 8:22:59, time: 1.124, data_time: 0.010, memory: 6920, loss_aux: 2.9227, top1_acc: 0.0199, top5_acc: 0.0752, loss_cls: 5.6579, loss: 8.5806, grad_norm: 2.7217 2020-09-23 15:21:00,024 - mmaction - INFO - Epoch [1][60/940] lr: 4.000e-02, eta: 2 days, 4:29:18, time: 1.142, data_time: 0.003, memory: 6920, loss_aux: 2.8402, top1_acc: 0.0318, top5_acc: 0.1127, loss_cls: 5.3583, loss: 8.1984, grad_norm: 2.9333 2020-09-23 15:21:23,717 - mmaction - INFO - Epoch [1][80/940] lr: 4.000e-02, eta: 2 days, 2:56:28, time: 1.183, data_time: 0.001, memory: 6920, loss_aux: 2.7309, top1_acc: 0.0547, top5_acc: 0.1766, loss_cls: 5.0743, loss: 7.8052, grad_norm: 3.1658 2020-09-23 15:21:48,014 - mmaction - INFO - Epoch [1][100/940] lr: 4.000e-02, eta: 2 days, 2:15:35, time: 1.215, data_time: 0.003, memory: 6920, loss_aux: 2.6763, top1_acc: 0.0699, top5_acc: 0.2020, loss_cls: 4.9079, loss: 7.5842, grad_norm: 3.3082 2020-09-23 15:22:13,593 - mmaction - INFO - Epoch [1][120/940] lr: 4.000e-02, eta: 2 days, 2:13:21, time: 1.280, data_time: 0.002, memory: 6920, loss_aux: 2.5964, top1_acc: 0.0781, top5_acc: 0.2328, loss_cls: 4.7275, loss: 7.3239, grad_norm: 3.4247 2020-09-23 15:22:40,536 - mmaction - INFO - Epoch [1][140/940] lr: 4.000e-02, eta: 2 days, 2:33:59, time: 1.346, data_time: 0.001, memory: 6920, loss_aux: 2.5784, top1_acc: 0.0832, top5_acc: 0.2475, loss_cls: 4.6691, loss: 7.2475, grad_norm: 3.5437 2020-09-23 15:23:07,126 - mmaction - INFO - Epoch [1][160/940] lr: 4.000e-02, eta: 2 days, 2:44:30, time: 1.330, data_time: 0.003, memory: 6920, loss_aux: 2.5417, top1_acc: 0.0938, top5_acc: 0.2596, loss_cls: 4.6156, loss: 7.1573, grad_norm: 3.5856 2020-09-23 15:23:34,011 - mmaction - INFO - Epoch [1][180/940] lr: 4.000e-02, eta: 2 days, 2:56:39, time: 1.345, data_time: 0.002, memory: 6920, loss_aux: 2.4963, top1_acc: 0.1102, top5_acc: 0.2795, loss_cls: 4.5006, loss: 6.9969, grad_norm: 3.6101 2020-09-23 15:24:03,313 - mmaction - INFO - Epoch [1][200/940] lr: 4.000e-02, eta: 2 days, 3:34:19, time: 1.465, data_time: 0.001, memory: 6920, loss_aux: 2.4735, top1_acc: 0.1197, top5_acc: 0.2941, loss_cls: 4.4516, loss: 6.9251, grad_norm: 3.6448 2020-09-23 15:24:31,540 - mmaction - INFO - Epoch [1][220/940] lr: 4.000e-02, eta: 2 days, 3:53:22, time: 1.410, data_time: 0.002, memory: 6920, loss_aux: 2.4352, top1_acc: 0.1199, top5_acc: 0.3041, loss_cls: 4.3920, loss: 6.8272, grad_norm: 3.7097 2020-09-23 15:24:59,319 - mmaction - INFO - Epoch [1][240/940] lr: 4.000e-02, eta: 2 days, 4:04:59, time: 1.389, data_time: 0.003, memory: 6920, loss_aux: 2.4232, top1_acc: 0.1203, top5_acc: 0.3260, loss_cls: 4.3492, loss: 6.7724, grad_norm: 3.7272 2020-09-23 15:25:27,506 - mmaction - INFO - Epoch [1][260/940] lr: 4.000e-02, eta: 2 days, 4:18:47, time: 1.411, data_time: 0.004, memory: 6920, loss_aux: 2.4001, top1_acc: 0.1258, top5_acc: 0.3217, loss_cls: 4.3319, loss: 6.7320, grad_norm: 3.7938 2020-09-23 15:25:56,580 - mmaction - INFO - Epoch [1][280/940] lr: 4.000e-02, eta: 2 days, 4:37:33, time: 1.453, data_time: 0.002, memory: 6920, loss_aux: 2.3844, top1_acc: 0.1244, top5_acc: 0.3193, loss_cls: 4.3339, loss: 6.7183, grad_norm: 3.8110 2020-09-23 15:26:25,547 - mmaction - INFO - Epoch [1][300/940] lr: 4.000e-02, eta: 2 days, 4:53:01, time: 1.448, data_time: 0.003, memory: 6920, loss_aux: 2.3723, top1_acc: 0.1232, top5_acc: 0.3299, loss_cls: 4.3098, loss: 6.6821, grad_norm: 3.8059 2020-09-23 15:26:54,367 - mmaction - INFO - Epoch [1][320/940] lr: 4.000e-02, eta: 2 days, 5:05:41, time: 1.443, data_time: 0.003, memory: 6920, loss_aux: 2.3489, top1_acc: 0.1320, top5_acc: 0.3414, loss_cls: 4.2721, loss: 6.6209, grad_norm: 3.8172 2020-09-23 15:27:22,401 - mmaction - INFO - Epoch [1][340/940] lr: 4.000e-02, eta: 2 days, 5:10:58, time: 1.400, data_time: 0.001, memory: 6920, loss_aux: 2.3145, top1_acc: 0.1463, top5_acc: 0.3596, loss_cls: 4.1721, loss: 6.4866, grad_norm: 3.7604 2020-09-23 15:27:53,082 - mmaction - INFO - Epoch [1][360/940] lr: 4.000e-02, eta: 2 days, 5:33:06, time: 1.535, data_time: 0.003, memory: 6920, loss_aux: 2.2974, top1_acc: 0.1482, top5_acc: 0.3537, loss_cls: 4.1911, loss: 6.4884, grad_norm: 3.8058 2020-09-23 15:28:22,519 - mmaction - INFO - Epoch [1][380/940] lr: 4.000e-02, eta: 2 days, 5:45:10, time: 1.472, data_time: 0.002, memory: 6920, loss_aux: 2.3107, top1_acc: 0.1539, top5_acc: 0.3598, loss_cls: 4.1716, loss: 6.4823, grad_norm: 3.8296 2020-09-23 15:28:51,060 - mmaction - INFO - Epoch [1][400/940] lr: 4.000e-02, eta: 2 days, 5:50:42, time: 1.427, data_time: 0.003, memory: 6920, loss_aux: 2.2673, top1_acc: 0.1590, top5_acc: 0.3775, loss_cls: 4.0813, loss: 6.3486, grad_norm: 3.8070 2020-09-23 15:29:19,883 - mmaction - INFO - Epoch [1][420/940] lr: 4.000e-02, eta: 2 days, 5:57:05, time: 1.440, data_time: 0.001, memory: 6920, loss_aux: 2.2802, top1_acc: 0.1500, top5_acc: 0.3725, loss_cls: 4.1297, loss: 6.4099, grad_norm: 3.8845 2020-09-23 15:29:48,541 - mmaction - INFO - Epoch [1][440/940] lr: 4.000e-02, eta: 2 days, 6:02:15, time: 1.434, data_time: 0.004, memory: 6920, loss_aux: 2.2449, top1_acc: 0.1633, top5_acc: 0.3830, loss_cls: 4.0746, loss: 6.3195, grad_norm: 3.8310 2020-09-23 15:30:17,870 - mmaction - INFO - Epoch [1][460/940] lr: 4.000e-02, eta: 2 days, 6:10:00, time: 1.465, data_time: 0.001, memory: 6920, loss_aux: 2.2461, top1_acc: 0.1619, top5_acc: 0.3809, loss_cls: 4.0554, loss: 6.3015, grad_norm: 3.8595 2020-09-23 15:30:46,492 - mmaction - INFO - Epoch [1][480/940] lr: 4.000e-02, eta: 2 days, 6:13:50, time: 1.432, data_time: 0.003, memory: 6920, loss_aux: 2.2240, top1_acc: 0.1684, top5_acc: 0.3902, loss_cls: 4.0028, loss: 6.2267, grad_norm: 3.8413 2020-09-23 15:31:15,874 - mmaction - INFO - Epoch [1][500/940] lr: 4.000e-02, eta: 2 days, 6:20:52, time: 1.469, data_time: 0.002, memory: 6920, loss_aux: 2.2280, top1_acc: 0.1617, top5_acc: 0.3850, loss_cls: 4.0492, loss: 6.2772, grad_norm: 3.8725 2020-09-23 15:31:45,595 - mmaction - INFO - Epoch [1][520/940] lr: 4.000e-02, eta: 2 days, 6:28:49, time: 1.486, data_time: 0.002, memory: 6920, loss_aux: 2.2101, top1_acc: 0.1766, top5_acc: 0.3975, loss_cls: 3.9976, loss: 6.2077, grad_norm: 3.8495 2020-09-23 15:32:14,378 - mmaction - INFO - Epoch [1][540/940] lr: 4.000e-02, eta: 2 days, 6:31:58, time: 1.438, data_time: 0.002, memory: 6920, loss_aux: 2.1830, top1_acc: 0.1775, top5_acc: 0.4098, loss_cls: 3.9534, loss: 6.1364, grad_norm: 3.8140 2020-09-23 15:32:43,513 - mmaction - INFO - Epoch [1][560/940] lr: 4.000e-02, eta: 2 days, 6:36:30, time: 1.458, data_time: 0.003, memory: 6920, loss_aux: 2.1880, top1_acc: 0.1740, top5_acc: 0.4061, loss_cls: 3.9664, loss: 6.1545, grad_norm: 3.8426 2020-09-23 15:33:14,031 - mmaction - INFO - Epoch [1][580/940] lr: 4.000e-02, eta: 2 days, 6:46:18, time: 1.527, data_time: 0.003, memory: 6920, loss_aux: 2.2067, top1_acc: 0.1756, top5_acc: 0.3971, loss_cls: 4.0070, loss: 6.2138, grad_norm: 3.9079 2020-09-23 15:33:44,596 - mmaction - INFO - Epoch [1][600/940] lr: 4.000e-02, eta: 2 days, 6:55:24, time: 1.527, data_time: 0.001, memory: 6920, loss_aux: 2.1933, top1_acc: 0.1752, top5_acc: 0.4043, loss_cls: 3.9973, loss: 6.1905, grad_norm: 3.8319 2020-09-23 15:34:12,874 - mmaction - INFO - Epoch [1][620/940] lr: 4.000e-02, eta: 2 days, 6:55:25, time: 1.415, data_time: 0.003, memory: 6920, loss_aux: 2.1507, top1_acc: 0.1889, top5_acc: 0.4178, loss_cls: 3.9040, loss: 6.0547, grad_norm: 3.8082 2020-09-23 15:34:41,145 - mmaction - INFO - Epoch [1][640/940] lr: 4.000e-02, eta: 2 days, 6:55:17, time: 1.413, data_time: 0.002, memory: 6920, loss_aux: 2.1517, top1_acc: 0.1861, top5_acc: 0.4115, loss_cls: 3.9112, loss: 6.0630, grad_norm: 3.7741 2020-09-23 15:35:10,616 - mmaction - INFO - Epoch [1][660/940] lr: 4.000e-02, eta: 2 days, 6:59:29, time: 1.474, data_time: 0.003, memory: 6920, loss_aux: 2.1604, top1_acc: 0.1869, top5_acc: 0.4160, loss_cls: 3.9136, loss: 6.0740, grad_norm: 3.8514 2020-09-23 15:35:40,708 - mmaction - INFO - Epoch [1][680/940] lr: 4.000e-02, eta: 2 days, 7:05:23, time: 1.503, data_time: 0.001, memory: 6920, loss_aux: 2.1497, top1_acc: 0.1816, top5_acc: 0.4113, loss_cls: 3.9117, loss: 6.0613, grad_norm: 3.8437 2020-09-23 15:36:09,524 - mmaction - INFO - Epoch [1][700/940] lr: 4.000e-02, eta: 2 days, 7:06:47, time: 1.441, data_time: 0.003, memory: 6920, loss_aux: 2.1308, top1_acc: 0.1998, top5_acc: 0.4270, loss_cls: 3.8615, loss: 5.9922, grad_norm: 3.7780 2020-09-23 15:36:38,295 - mmaction - INFO - Epoch [1][720/940] lr: 4.000e-02, eta: 2 days, 7:07:53, time: 1.438, data_time: 0.002, memory: 6920, loss_aux: 2.1265, top1_acc: 0.1967, top5_acc: 0.4326, loss_cls: 3.8381, loss: 5.9646, grad_norm: 3.7779 2020-09-23 15:37:07,155 - mmaction - INFO - Epoch [1][740/940] lr: 4.000e-02, eta: 2 days, 7:09:16, time: 1.444, data_time: 0.003, memory: 6920, loss_aux: 2.1350, top1_acc: 0.2080, top5_acc: 0.4258, loss_cls: 3.8754, loss: 6.0104, grad_norm: 3.8404 2020-09-23 15:37:36,437 - mmaction - INFO - Epoch [1][760/940] lr: 4.000e-02, eta: 2 days, 7:11:43, time: 1.463, data_time: 0.001, memory: 6920, loss_aux: 2.1335, top1_acc: 0.2031, top5_acc: 0.4342, loss_cls: 3.8636, loss: 5.9972, grad_norm: 3.8507 2020-09-23 15:38:04,917 - mmaction - INFO - Epoch [1][780/940] lr: 4.000e-02, eta: 2 days, 7:11:40, time: 1.424, data_time: 0.002, memory: 6920, loss_aux: 2.1335, top1_acc: 0.1957, top5_acc: 0.4297, loss_cls: 3.8603, loss: 5.9938, grad_norm: 3.8462 2020-09-23 15:38:34,557 - mmaction - INFO - Epoch [1][800/940] lr: 4.000e-02, eta: 2 days, 7:14:59, time: 1.482, data_time: 0.002, memory: 6920, loss_aux: 2.1048, top1_acc: 0.2092, top5_acc: 0.4514, loss_cls: 3.7681, loss: 5.8728, grad_norm: 3.8474 2020-09-23 15:39:03,357 - mmaction - INFO - Epoch [1][820/940] lr: 4.000e-02, eta: 2 days, 7:15:47, time: 1.441, data_time: 0.002, memory: 6920, loss_aux: 2.0983, top1_acc: 0.2049, top5_acc: 0.4404, loss_cls: 3.8025, loss: 5.9008, grad_norm: 3.8382 2020-09-23 15:39:32,420 - mmaction - INFO - Epoch [1][840/940] lr: 4.000e-02, eta: 2 days, 7:17:09, time: 1.452, data_time: 0.003, memory: 6920, loss_aux: 2.0746, top1_acc: 0.2094, top5_acc: 0.4520, loss_cls: 3.7384, loss: 5.8131, grad_norm: 3.7721 2020-09-23 15:40:01,310 - mmaction - INFO - Epoch [1][860/940] lr: 4.000e-02, eta: 2 days, 7:17:59, time: 1.444, data_time: 0.003, memory: 6920, loss_aux: 2.0937, top1_acc: 0.2014, top5_acc: 0.4361, loss_cls: 3.7954, loss: 5.8891, grad_norm: 3.8302 2020-09-23 15:40:30,197 - mmaction - INFO - Epoch [1][880/940] lr: 4.000e-02, eta: 2 days, 7:18:49, time: 1.445, data_time: 0.003, memory: 6920, loss_aux: 2.0830, top1_acc: 0.2164, top5_acc: 0.4492, loss_cls: 3.7747, loss: 5.8576, grad_norm: 3.7879 2020-09-23 15:40:59,442 - mmaction - INFO - Epoch [1][900/940] lr: 4.000e-02, eta: 2 days, 7:20:23, time: 1.460, data_time: 0.001, memory: 6920, loss_aux: 2.0743, top1_acc: 0.2104, top5_acc: 0.4437, loss_cls: 3.7806, loss: 5.8549, grad_norm: 3.7829 2020-09-23 15:41:27,973 - mmaction - INFO - Epoch [1][920/940] lr: 4.000e-02, eta: 2 days, 7:20:14, time: 1.428, data_time: 0.004, memory: 6920, loss_aux: 2.0829, top1_acc: 0.2096, top5_acc: 0.4420, loss_cls: 3.7872, loss: 5.8701, grad_norm: 3.8054 2020-09-23 15:41:57,370 - mmaction - INFO - Epoch [1][940/940] lr: 4.000e-02, eta: 2 days, 7:22:07, time: 1.470, data_time: 0.002, memory: 6920, loss_aux: 2.0926, top1_acc: 0.2033, top5_acc: 0.4367, loss_cls: 3.8006, loss: 5.8932, grad_norm: 3.8419 2020-09-23 15:41:57,912 - mmaction - INFO - Saving checkpoint at 1 epochs 2020-09-23 15:42:31,537 - mmaction - INFO - Epoch [2][20/940] lr: 4.000e-02, eta: 2 days, 7:29:36, time: 1.587, data_time: 0.253, memory: 6929, loss_aux: 2.0803, top1_acc: 0.2176, top5_acc: 0.4537, loss_cls: 3.7358, loss: 5.8160, grad_norm: 3.8643 2020-09-23 15:43:00,335 - mmaction - INFO - Epoch [2][40/940] lr: 4.000e-02, eta: 2 days, 7:29:40, time: 1.438, data_time: 0.001, memory: 6929, loss_aux: 2.0345, top1_acc: 0.2281, top5_acc: 0.4686, loss_cls: 3.6639, loss: 5.6984, grad_norm: 3.7954 2020-09-23 15:43:29,124 - mmaction - INFO - Epoch [2][60/940] lr: 4.000e-02, eta: 2 days, 7:29:51, time: 1.441, data_time: 0.003, memory: 6929, loss_aux: 2.0474, top1_acc: 0.2168, top5_acc: 0.4541, loss_cls: 3.7083, loss: 5.7557, grad_norm: 3.8112 2020-09-23 15:43:58,331 - mmaction - INFO - Epoch [2][80/940] lr: 4.000e-02, eta: 2 days, 7:30:52, time: 1.460, data_time: 0.001, memory: 6929, loss_aux: 2.0494, top1_acc: 0.2176, top5_acc: 0.4529, loss_cls: 3.7416, loss: 5.7910, grad_norm: 3.7407 2020-09-23 15:44:26,711 - mmaction - INFO - Epoch [2][100/940] lr: 4.000e-02, eta: 2 days, 7:29:59, time: 1.419, data_time: 0.002, memory: 6929, loss_aux: 2.0403, top1_acc: 0.2258, top5_acc: 0.4676, loss_cls: 3.6767, loss: 5.7170, grad_norm: 3.7785 2020-09-23 15:44:56,259 - mmaction - INFO - Epoch [2][120/940] lr: 4.000e-02, eta: 2 days, 7:31:39, time: 1.476, data_time: 0.002, memory: 6929, loss_aux: 2.0497, top1_acc: 0.2275, top5_acc: 0.4666, loss_cls: 3.6887, loss: 5.7384, grad_norm: 3.7721 2020-09-23 15:45:24,994 - mmaction - INFO - Epoch [2][140/940] lr: 4.000e-02, eta: 2 days, 7:31:37, time: 1.439, data_time: 0.004, memory: 6929, loss_aux: 2.0255, top1_acc: 0.2268, top5_acc: 0.4691, loss_cls: 3.6497, loss: 5.6753, grad_norm: 3.7540 2020-09-23 15:45:54,169 - mmaction - INFO - Epoch [2][160/940] lr: 4.000e-02, eta: 2 days, 7:32:26, time: 1.459, data_time: 0.001, memory: 6929, loss_aux: 2.0496, top1_acc: 0.2242, top5_acc: 0.4617, loss_cls: 3.7133, loss: 5.7629, grad_norm: 3.8310 2020-09-23 15:46:23,369 - mmaction - INFO - Epoch [2][180/940] lr: 4.000e-02, eta: 2 days, 7:33:13, time: 1.459, data_time: 0.001, memory: 6929, loss_aux: 2.0356, top1_acc: 0.2340, top5_acc: 0.4688, loss_cls: 3.6702, loss: 5.7058, grad_norm: 3.7591 2020-09-23 15:46:51,683 - mmaction - INFO - Epoch [2][200/940] lr: 4.000e-02, eta: 2 days, 7:32:09, time: 1.416, data_time: 0.002, memory: 6929, loss_aux: 2.0139, top1_acc: 0.2320, top5_acc: 0.4699, loss_cls: 3.6511, loss: 5.6649, grad_norm: 3.7487 2020-09-23 15:47:21,357 - mmaction - INFO - Epoch [2][220/940] lr: 4.000e-02, eta: 2 days, 7:33:49, time: 1.483, data_time: 0.002, memory: 6929, loss_aux: 1.9979, top1_acc: 0.2344, top5_acc: 0.4793, loss_cls: 3.6123, loss: 5.6102, grad_norm: 3.7925 2020-09-23 15:47:49,255 - mmaction - INFO - Epoch [2][240/940] lr: 4.000e-02, eta: 2 days, 7:31:59, time: 1.396, data_time: 0.003, memory: 6929, loss_aux: 1.9871, top1_acc: 0.2295, top5_acc: 0.4783, loss_cls: 3.6065, loss: 5.5936, grad_norm: 3.6815 2020-09-23 15:48:18,431 - mmaction - INFO - Epoch [2][260/940] lr: 4.000e-02, eta: 2 days, 7:32:34, time: 1.457, data_time: 0.001, memory: 6929, loss_aux: 1.9966, top1_acc: 0.2352, top5_acc: 0.4727, loss_cls: 3.6176, loss: 5.6142, grad_norm: 3.7693 2020-09-23 15:48:47,314 - mmaction - INFO - Epoch [2][280/940] lr: 4.000e-02, eta: 2 days, 7:32:40, time: 1.445, data_time: 0.004, memory: 6929, loss_aux: 2.0191, top1_acc: 0.2316, top5_acc: 0.4723, loss_cls: 3.6621, loss: 5.6812, grad_norm: 3.7606 2020-09-23 15:49:16,164 - mmaction - INFO - Epoch [2][300/940] lr: 4.000e-02, eta: 2 days, 7:32:37, time: 1.442, data_time: 0.002, memory: 6929, loss_aux: 2.0028, top1_acc: 0.2361, top5_acc: 0.4873, loss_cls: 3.6072, loss: 5.6101, grad_norm: 3.7519 2020-09-23 15:49:45,228 - mmaction - INFO - Epoch [2][320/940] lr: 4.000e-02, eta: 2 days, 7:33:01, time: 1.454, data_time: 0.003, memory: 6929, loss_aux: 2.0123, top1_acc: 0.2406, top5_acc: 0.4859, loss_cls: 3.6039, loss: 5.6162, grad_norm: 3.6856 2020-09-23 15:50:14,193 - mmaction - INFO - Epoch [2][340/940] lr: 4.000e-02, eta: 2 days, 7:33:08, time: 1.447, data_time: 0.002, memory: 6929, loss_aux: 2.0008, top1_acc: 0.2305, top5_acc: 0.4811, loss_cls: 3.5953, loss: 5.5960, grad_norm: 3.7796 2020-09-23 15:50:43,674 - mmaction - INFO - Epoch [2][360/940] lr: 4.000e-02, eta: 2 days, 7:34:11, time: 1.474, data_time: 0.002, memory: 6929, loss_aux: 1.9769, top1_acc: 0.2578, top5_acc: 0.4912, loss_cls: 3.5329, loss: 5.5099, grad_norm: 3.6718 2020-09-23 15:51:12,257 - mmaction - INFO - Epoch [2][380/940] lr: 4.000e-02, eta: 2 days, 7:33:39, time: 1.430, data_time: 0.003, memory: 6929, loss_aux: 1.9848, top1_acc: 0.2412, top5_acc: 0.4830, loss_cls: 3.6046, loss: 5.5894, grad_norm: 3.8125 2020-09-23 15:51:41,507 - mmaction - INFO - Epoch [2][400/940] lr: 4.000e-02, eta: 2 days, 7:34:09, time: 1.460, data_time: 0.001, memory: 6929, loss_aux: 1.9637, top1_acc: 0.2443, top5_acc: 0.4891, loss_cls: 3.5359, loss: 5.4997, grad_norm: 3.7243 2020-09-23 15:52:10,446 - mmaction - INFO - Epoch [2][420/940] lr: 4.000e-02, eta: 2 days, 7:34:14, time: 1.449, data_time: 0.004, memory: 6929, loss_aux: 1.9741, top1_acc: 0.2514, top5_acc: 0.4916, loss_cls: 3.5395, loss: 5.5135, grad_norm: 3.7029 2020-09-23 15:52:39,623 - mmaction - INFO - Epoch [2][440/940] lr: 4.000e-02, eta: 2 days, 7:34:40, time: 1.459, data_time: 0.001, memory: 6929, loss_aux: 1.9701, top1_acc: 0.2402, top5_acc: 0.4938, loss_cls: 3.5401, loss: 5.5101, grad_norm: 3.7025 2020-09-23 15:53:08,868 - mmaction - INFO - Epoch [2][460/940] lr: 4.000e-02, eta: 2 days, 7:35:08, time: 1.462, data_time: 0.001, memory: 6929, loss_aux: 1.9685, top1_acc: 0.2463, top5_acc: 0.4938, loss_cls: 3.5417, loss: 5.5102, grad_norm: 3.7338 2020-09-23 15:53:38,161 - mmaction - INFO - Epoch [2][480/940] lr: 4.000e-02, eta: 2 days, 7:35:39, time: 1.464, data_time: 0.001, memory: 6929, loss_aux: 1.9621, top1_acc: 0.2545, top5_acc: 0.4990, loss_cls: 3.5342, loss: 5.4963, grad_norm: 3.7725 2020-09-23 15:54:06,605 - mmaction - INFO - Epoch [2][500/940] lr: 4.000e-02, eta: 2 days, 7:34:50, time: 1.423, data_time: 0.003, memory: 6929, loss_aux: 1.9462, top1_acc: 0.2488, top5_acc: 0.5047, loss_cls: 3.4873, loss: 5.4335, grad_norm: 3.7214 2020-09-23 15:54:35,763 - mmaction - INFO - Epoch [2][520/940] lr: 4.000e-02, eta: 2 days, 7:35:07, time: 1.458, data_time: 0.001, memory: 6929, loss_aux: 1.9736, top1_acc: 0.2479, top5_acc: 0.4971, loss_cls: 3.5392, loss: 5.5128, grad_norm: 3.7603 2020-09-23 15:55:04,987 - mmaction - INFO - Epoch [2][540/940] lr: 4.000e-02, eta: 2 days, 7:35:30, time: 1.461, data_time: 0.002, memory: 6929, loss_aux: 1.9547, top1_acc: 0.2582, top5_acc: 0.5029, loss_cls: 3.5194, loss: 5.4741, grad_norm: 3.6857 2020-09-23 15:55:34,675 - mmaction - INFO - Epoch [2][560/940] lr: 4.000e-02, eta: 2 days, 7:36:34, time: 1.484, data_time: 0.001, memory: 6929, loss_aux: 1.9339, top1_acc: 0.2656, top5_acc: 0.5023, loss_cls: 3.4717, loss: 5.4056, grad_norm: 3.6893 2020-09-23 15:56:04,501 - mmaction - INFO - Epoch [2][580/940] lr: 4.000e-02, eta: 2 days, 7:37:46, time: 1.490, data_time: 0.002, memory: 6929, loss_aux: 1.9481, top1_acc: 0.2568, top5_acc: 0.5027, loss_cls: 3.4874, loss: 5.4354, grad_norm: 3.6627 2020-09-23 15:56:33,506 - mmaction - INFO - Epoch [2][600/940] lr: 4.000e-02, eta: 2 days, 7:37:44, time: 1.450, data_time: 0.003, memory: 6929, loss_aux: 1.9283, top1_acc: 0.2576, top5_acc: 0.5078, loss_cls: 3.4639, loss: 5.3922, grad_norm: 3.6798 2020-09-23 15:57:02,965 - mmaction - INFO - Epoch [2][620/940] lr: 4.000e-02, eta: 2 days, 7:38:21, time: 1.473, data_time: 0.002, memory: 6929, loss_aux: 1.9357, top1_acc: 0.2605, top5_acc: 0.5096, loss_cls: 3.4737, loss: 5.4094, grad_norm: 3.6813 2020-09-23 15:57:32,990 - mmaction - INFO - Epoch [2][640/940] lr: 4.000e-02, eta: 2 days, 7:39:48, time: 1.502, data_time: 0.002, memory: 6929, loss_aux: 1.9521, top1_acc: 0.2463, top5_acc: 0.4930, loss_cls: 3.5259, loss: 5.4779, grad_norm: 3.7472 2020-09-23 15:58:00,804 - mmaction - INFO - Epoch [2][660/940] lr: 4.000e-02, eta: 2 days, 7:37:57, time: 1.390, data_time: 0.002, memory: 6929, loss_aux: 1.9436, top1_acc: 0.2486, top5_acc: 0.5062, loss_cls: 3.5085, loss: 5.4521, grad_norm: 3.6760 2020-09-23 15:58:30,871 - mmaction - INFO - Epoch [2][680/940] lr: 4.000e-02, eta: 2 days, 7:39:23, time: 1.503, data_time: 0.002, memory: 6929, loss_aux: 1.9376, top1_acc: 0.2602, top5_acc: 0.5107, loss_cls: 3.4609, loss: 5.3985, grad_norm: 3.6867 2020-09-23 15:59:00,436 - mmaction - INFO - Epoch [2][700/940] lr: 4.000e-02, eta: 2 days, 7:40:03, time: 1.478, data_time: 0.002, memory: 6929, loss_aux: 1.9278, top1_acc: 0.2512, top5_acc: 0.5070, loss_cls: 3.4856, loss: 5.4134, grad_norm: 3.7344 2020-09-23 15:59:28,599 - mmaction - INFO - Epoch [2][720/940] lr: 4.000e-02, eta: 2 days, 7:38:46, time: 1.409, data_time: 0.003, memory: 6929, loss_aux: 1.9464, top1_acc: 0.2541, top5_acc: 0.4977, loss_cls: 3.4897, loss: 5.4362, grad_norm: 3.7171 2020-09-23 15:59:58,043 - mmaction - INFO - Epoch [2][740/940] lr: 4.000e-02, eta: 2 days, 7:39:11, time: 1.470, data_time: 0.001, memory: 6929, loss_aux: 1.9381, top1_acc: 0.2617, top5_acc: 0.5082, loss_cls: 3.4811, loss: 5.4192, grad_norm: 3.6560 2020-09-23 16:00:36,104 - mmaction - INFO - Epoch [2][760/940] lr: 4.000e-02, eta: 2 days, 7:51:18, time: 1.899, data_time: 0.004, memory: 6929, loss_aux: 1.9091, top1_acc: 0.2687, top5_acc: 0.5133, loss_cls: 3.4257, loss: 5.3347, grad_norm: 3.6838 2020-09-23 16:01:04,090 - mmaction - INFO - Epoch [2][780/940] lr: 4.000e-02, eta: 2 days, 7:49:44, time: 1.403, data_time: 0.016, memory: 6929, loss_aux: 1.9264, top1_acc: 0.2607, top5_acc: 0.5070, loss_cls: 3.4689, loss: 5.3954, grad_norm: 3.7492 2020-09-23 16:01:32,965 - mmaction - INFO - Epoch [2][800/940] lr: 4.000e-02, eta: 2 days, 7:49:19, time: 1.446, data_time: 0.003, memory: 6929, loss_aux: 1.9151, top1_acc: 0.2713, top5_acc: 0.5188, loss_cls: 3.4339, loss: 5.3490, grad_norm: 3.6171 2020-09-23 16:02:02,279 - mmaction - INFO - Epoch [2][820/940] lr: 4.000e-02, eta: 2 days, 7:49:26, time: 1.466, data_time: 0.001, memory: 6929, loss_aux: 1.9198, top1_acc: 0.2502, top5_acc: 0.5025, loss_cls: 3.4867, loss: 5.4065, grad_norm: 3.6504 2020-09-23 16:02:31,914 - mmaction - INFO - Epoch [2][840/940] lr: 4.000e-02, eta: 2 days, 7:49:57, time: 1.482, data_time: 0.001, memory: 6929, loss_aux: 1.9184, top1_acc: 0.2672, top5_acc: 0.5117, loss_cls: 3.4562, loss: 5.3745, grad_norm: 3.6753 2020-09-23 16:03:01,374 - mmaction - INFO - Epoch [2][860/940] lr: 4.000e-02, eta: 2 days, 7:50:13, time: 1.472, data_time: 0.001, memory: 6929, loss_aux: 1.9070, top1_acc: 0.2678, top5_acc: 0.5072, loss_cls: 3.4261, loss: 5.3331, grad_norm: 3.6398 2020-09-23 16:03:29,540 - mmaction - INFO - Epoch [2][880/940] lr: 4.000e-02, eta: 2 days, 7:48:49, time: 1.408, data_time: 0.002, memory: 6929, loss_aux: 1.8963, top1_acc: 0.2686, top5_acc: 0.5088, loss_cls: 3.4294, loss: 5.3256, grad_norm: 3.6090 2020-09-23 16:03:58,704 - mmaction - INFO - Epoch [2][900/940] lr: 4.000e-02, eta: 2 days, 7:48:40, time: 1.457, data_time: 0.002, memory: 6929, loss_aux: 1.9005, top1_acc: 0.2629, top5_acc: 0.5184, loss_cls: 3.4254, loss: 5.3259, grad_norm: 3.6525 2020-09-23 16:04:28,414 - mmaction - INFO - Epoch [2][920/940] lr: 4.000e-02, eta: 2 days, 7:49:16, time: 1.488, data_time: 0.004, memory: 6929, loss_aux: 1.8983, top1_acc: 0.2684, top5_acc: 0.5225, loss_cls: 3.4023, loss: 5.3007, grad_norm: 3.6401 2020-09-23 16:04:58,376 - mmaction - INFO - Epoch [2][940/940] lr: 4.000e-02, eta: 2 days, 7:50:07, time: 1.498, data_time: 0.002, memory: 6929, loss_aux: 1.9093, top1_acc: 0.2701, top5_acc: 0.5055, loss_cls: 3.4539, loss: 5.3632, grad_norm: 3.6831 2020-09-23 16:04:58,972 - mmaction - INFO - Saving checkpoint at 2 epochs 2020-09-23 16:05:37,373 - mmaction - INFO - Epoch [3][20/940] lr: 4.000e-02, eta: 2 days, 7:51:01, time: 1.502, data_time: 0.251, memory: 6929, loss_aux: 1.9002, top1_acc: 0.2740, top5_acc: 0.5107, loss_cls: 3.4206, loss: 5.3208, grad_norm: 3.7066 2020-09-23 16:06:06,123 - mmaction - INFO - Epoch [3][40/940] lr: 4.000e-02, eta: 2 days, 7:50:21, time: 1.438, data_time: 0.001, memory: 6929, loss_aux: 1.9018, top1_acc: 0.2672, top5_acc: 0.5117, loss_cls: 3.4306, loss: 5.3325, grad_norm: 3.6293 2020-09-23 16:06:34,924 - mmaction - INFO - Epoch [3][60/940] lr: 4.000e-02, eta: 2 days, 7:49:44, time: 1.440, data_time: 0.002, memory: 6929, loss_aux: 1.8632, top1_acc: 0.2820, top5_acc: 0.5205, loss_cls: 3.3522, loss: 5.2155, grad_norm: 3.6457 2020-09-23 16:07:04,237 - mmaction - INFO - Epoch [3][80/940] lr: 4.000e-02, eta: 2 days, 7:49:43, time: 1.465, data_time: 0.002, memory: 6929, loss_aux: 1.8750, top1_acc: 0.2805, top5_acc: 0.5340, loss_cls: 3.3649, loss: 5.2399, grad_norm: 3.5576 2020-09-23 16:07:33,475 - mmaction - INFO - Epoch [3][100/940] lr: 4.000e-02, eta: 2 days, 7:49:37, time: 1.462, data_time: 0.003, memory: 6929, loss_aux: 1.8720, top1_acc: 0.2814, top5_acc: 0.5285, loss_cls: 3.3535, loss: 5.2255, grad_norm: 3.6631 2020-09-23 16:08:02,918 - mmaction - INFO - Epoch [3][120/940] lr: 4.000e-02, eta: 2 days, 7:49:45, time: 1.472, data_time: 0.003, memory: 6929, loss_aux: 1.8854, top1_acc: 0.2754, top5_acc: 0.5301, loss_cls: 3.3875, loss: 5.2729, grad_norm: 3.6651 2020-09-23 16:08:32,043 - mmaction - INFO - Epoch [3][140/940] lr: 4.000e-02, eta: 2 days, 7:49:31, time: 1.457, data_time: 0.003, memory: 6929, loss_aux: 1.8674, top1_acc: 0.2822, top5_acc: 0.5246, loss_cls: 3.3425, loss: 5.2099, grad_norm: 3.6166 2020-09-23 16:09:01,479 - mmaction - INFO - Epoch [3][160/940] lr: 4.000e-02, eta: 2 days, 7:49:38, time: 1.472, data_time: 0.001, memory: 6929, loss_aux: 1.8736, top1_acc: 0.2752, top5_acc: 0.5264, loss_cls: 3.3472, loss: 5.2208, grad_norm: 3.5759 2020-09-23 16:09:29,986 - mmaction - INFO - Epoch [3][180/940] lr: 4.000e-02, eta: 2 days, 7:48:38, time: 1.424, data_time: 0.001, memory: 6929, loss_aux: 1.8632, top1_acc: 0.2920, top5_acc: 0.5328, loss_cls: 3.3243, loss: 5.1875, grad_norm: 3.6565 2020-09-23 16:09:59,192 - mmaction - INFO - Epoch [3][200/940] lr: 4.000e-02, eta: 2 days, 7:48:30, time: 1.462, data_time: 0.003, memory: 6929, loss_aux: 1.8508, top1_acc: 0.2934, top5_acc: 0.5436, loss_cls: 3.3000, loss: 5.1508, grad_norm: 3.6138 2020-09-23 16:10:28,242 - mmaction - INFO - Epoch [3][220/940] lr: 4.000e-02, eta: 2 days, 7:48:08, time: 1.451, data_time: 0.001, memory: 6929, loss_aux: 1.8629, top1_acc: 0.2771, top5_acc: 0.5344, loss_cls: 3.3143, loss: 5.1772, grad_norm: 3.6278 2020-09-23 16:10:58,537 - mmaction - INFO - Epoch [3][240/940] lr: 4.000e-02, eta: 2 days, 7:49:10, time: 1.516, data_time: 0.002, memory: 6929, loss_aux: 1.8728, top1_acc: 0.2805, top5_acc: 0.5330, loss_cls: 3.3271, loss: 5.1998, grad_norm: 3.6311 2020-09-23 16:11:27,640 - mmaction - INFO - Epoch [3][260/940] lr: 4.000e-02, eta: 2 days, 7:48:50, time: 1.453, data_time: 0.002, memory: 6929, loss_aux: 1.8478, top1_acc: 0.2873, top5_acc: 0.5398, loss_cls: 3.2828, loss: 5.1306, grad_norm: 3.6241 2020-09-23 16:11:56,784 - mmaction - INFO - Epoch [3][280/940] lr: 4.000e-02, eta: 2 days, 7:48:35, time: 1.458, data_time: 0.003, memory: 6929, loss_aux: 1.8689, top1_acc: 0.2770, top5_acc: 0.5279, loss_cls: 3.3505, loss: 5.2194, grad_norm: 3.6189 2020-09-23 16:12:26,905 - mmaction - INFO - Epoch [3][300/940] lr: 4.000e-02, eta: 2 days, 7:49:21, time: 1.506, data_time: 0.003, memory: 6929, loss_aux: 1.8544, top1_acc: 0.2877, top5_acc: 0.5402, loss_cls: 3.3089, loss: 5.1633, grad_norm: 3.5914 2020-09-23 16:12:56,102 - mmaction - INFO - Epoch [3][320/940] lr: 4.000e-02, eta: 2 days, 7:49:07, time: 1.460, data_time: 0.003, memory: 6929, loss_aux: 1.8383, top1_acc: 0.2910, top5_acc: 0.5451, loss_cls: 3.2781, loss: 5.1165, grad_norm: 3.6270 2020-09-23 16:13:25,322 - mmaction - INFO - Epoch [3][340/940] lr: 4.000e-02, eta: 2 days, 7:48:54, time: 1.461, data_time: 0.003, memory: 6929, loss_aux: 1.8452, top1_acc: 0.2732, top5_acc: 0.5344, loss_cls: 3.3349, loss: 5.1801, grad_norm: 3.6883 2020-09-23 16:13:54,072 - mmaction - INFO - Epoch [3][360/940] lr: 4.000e-02, eta: 2 days, 7:48:15, time: 1.439, data_time: 0.003, memory: 6929, loss_aux: 1.8410, top1_acc: 0.2932, top5_acc: 0.5354, loss_cls: 3.3067, loss: 5.1477, grad_norm: 3.6364 2020-09-23 16:14:23,287 - mmaction - INFO - Epoch [3][380/940] lr: 4.000e-02, eta: 2 days, 7:48:00, time: 1.459, data_time: 0.001, memory: 6929, loss_aux: 1.8419, top1_acc: 0.2926, top5_acc: 0.5412, loss_cls: 3.2797, loss: 5.1216, grad_norm: 3.6232 2020-09-23 16:14:52,245 - mmaction - INFO - Epoch [3][400/940] lr: 4.000e-02, eta: 2 days, 7:47:32, time: 1.448, data_time: 0.003, memory: 6929, loss_aux: 1.8285, top1_acc: 0.2811, top5_acc: 0.5414, loss_cls: 3.3009, loss: 5.1294, grad_norm: 3.6469 2020-09-23 16:15:21,841 - mmaction - INFO - Epoch [3][420/940] lr: 4.000e-02, eta: 2 days, 7:47:41, time: 1.480, data_time: 0.002, memory: 6929, loss_aux: 1.8465, top1_acc: 0.2824, top5_acc: 0.5396, loss_cls: 3.3081, loss: 5.1546, grad_norm: 3.6045 2020-09-23 16:15:51,444 - mmaction - INFO - Epoch [3][440/940] lr: 4.000e-02, eta: 2 days, 7:47:51, time: 1.481, data_time: 0.002, memory: 6929, loss_aux: 1.8125, top1_acc: 0.3035, top5_acc: 0.5576, loss_cls: 3.2178, loss: 5.0304, grad_norm: 3.5583 2020-09-23 16:16:20,113 - mmaction - INFO - Epoch [3][460/940] lr: 4.000e-02, eta: 2 days, 7:47:04, time: 1.433, data_time: 0.002, memory: 6929, loss_aux: 1.8247, top1_acc: 0.2898, top5_acc: 0.5484, loss_cls: 3.2689, loss: 5.0936, grad_norm: 3.5846 2020-09-23 16:16:49,886 - mmaction - INFO - Epoch [3][480/940] lr: 4.000e-02, eta: 2 days, 7:47:21, time: 1.487, data_time: 0.001, memory: 6929, loss_aux: 1.8213, top1_acc: 0.2998, top5_acc: 0.5441, loss_cls: 3.2836, loss: 5.1049, grad_norm: 3.5834 2020-09-23 16:17:18,518 - mmaction - INFO - Epoch [3][500/940] lr: 4.000e-02, eta: 2 days, 7:46:34, time: 1.434, data_time: 0.003, memory: 6929, loss_aux: 1.8581, top1_acc: 0.2871, top5_acc: 0.5334, loss_cls: 3.3325, loss: 5.1906, grad_norm: 3.5656 2020-09-23 16:17:48,259 - mmaction - INFO - Epoch [3][520/940] lr: 4.000e-02, eta: 2 days, 7:46:49, time: 1.486, data_time: 0.001, memory: 6929, loss_aux: 1.8429, top1_acc: 0.2902, top5_acc: 0.5354, loss_cls: 3.3223, loss: 5.1653, grad_norm: 3.5003 2020-09-23 16:18:16,993 - mmaction - INFO - Epoch [3][540/940] lr: 4.000e-02, eta: 2 days, 7:46:05, time: 1.436, data_time: 0.002, memory: 6929, loss_aux: 1.8500, top1_acc: 0.2885, top5_acc: 0.5434, loss_cls: 3.3142, loss: 5.1642, grad_norm: 3.5884 2020-09-23 16:18:47,408 - mmaction - INFO - Epoch [3][560/940] lr: 4.000e-02, eta: 2 days, 7:46:58, time: 1.521, data_time: 0.003, memory: 6929, loss_aux: 1.8473, top1_acc: 0.2930, top5_acc: 0.5301, loss_cls: 3.3319, loss: 5.1793, grad_norm: 3.5492 2020-09-23 16:19:16,629 - mmaction - INFO - Epoch [3][580/940] lr: 4.000e-02, eta: 2 days, 7:46:44, time: 1.462, data_time: 0.003, memory: 6929, loss_aux: 1.8173, top1_acc: 0.2943, top5_acc: 0.5453, loss_cls: 3.2632, loss: 5.0805, grad_norm: 3.5215 2020-09-23 16:19:46,542 - mmaction - INFO - Epoch [3][600/940] lr: 4.000e-02, eta: 2 days, 7:47:04, time: 1.493, data_time: 0.001, memory: 6929, loss_aux: 1.8369, top1_acc: 0.2996, top5_acc: 0.5383, loss_cls: 3.2841, loss: 5.1209, grad_norm: 3.5626 2020-09-23 16:20:16,127 - mmaction - INFO - Epoch [3][620/940] lr: 4.000e-02, eta: 2 days, 7:47:10, time: 1.482, data_time: 0.004, memory: 6929, loss_aux: 1.8334, top1_acc: 0.2967, top5_acc: 0.5486, loss_cls: 3.2762, loss: 5.1095, grad_norm: 3.5753 2020-09-23 16:20:45,217 - mmaction - INFO - Epoch [3][640/940] lr: 4.000e-02, eta: 2 days, 7:46:44, time: 1.453, data_time: 0.001, memory: 6929, loss_aux: 1.8284, top1_acc: 0.2980, top5_acc: 0.5395, loss_cls: 3.2709, loss: 5.0993, grad_norm: 3.5801 2020-09-23 16:21:15,384 - mmaction - INFO - Epoch [3][660/940] lr: 4.000e-02, eta: 2 days, 7:47:20, time: 1.509, data_time: 0.003, memory: 6929, loss_aux: 1.8118, top1_acc: 0.3020, top5_acc: 0.5467, loss_cls: 3.2532, loss: 5.0650, grad_norm: 3.5602 2020-09-23 16:21:44,543 - mmaction - INFO - Epoch [3][680/940] lr: 4.000e-02, eta: 2 days, 7:46:58, time: 1.458, data_time: 0.002, memory: 6929, loss_aux: 1.8481, top1_acc: 0.2818, top5_acc: 0.5477, loss_cls: 3.2891, loss: 5.1372, grad_norm: 3.6023 2020-09-23 16:22:14,372 - mmaction - INFO - Epoch [3][700/940] lr: 4.000e-02, eta: 2 days, 7:47:14, time: 1.492, data_time: 0.002, memory: 6929, loss_aux: 1.7966, top1_acc: 0.3127, top5_acc: 0.5545, loss_cls: 3.2245, loss: 5.0211, grad_norm: 3.5444 2020-09-23 16:22:43,582 - mmaction - INFO - Epoch [3][720/940] lr: 4.000e-02, eta: 2 days, 7:46:55, time: 1.460, data_time: 0.001, memory: 6929, loss_aux: 1.8265, top1_acc: 0.3023, top5_acc: 0.5455, loss_cls: 3.2780, loss: 5.1044, grad_norm: 3.5454 2020-09-23 16:23:12,952 - mmaction - INFO - Epoch [3][740/940] lr: 4.000e-02, eta: 2 days, 7:46:44, time: 1.469, data_time: 0.002, memory: 6929, loss_aux: 1.8355, top1_acc: 0.3018, top5_acc: 0.5498, loss_cls: 3.2571, loss: 5.0925, grad_norm: 3.5768 2020-09-23 16:23:43,251 - mmaction - INFO - Epoch [3][760/940] lr: 4.000e-02, eta: 2 days, 7:47:20, time: 1.512, data_time: 0.002, memory: 6929, loss_aux: 1.8162, top1_acc: 0.2996, top5_acc: 0.5531, loss_cls: 3.2509, loss: 5.0671, grad_norm: 3.5592 2020-09-23 16:24:12,480 - mmaction - INFO - Epoch [3][780/940] lr: 4.000e-02, eta: 2 days, 7:47:03, time: 1.464, data_time: 0.004, memory: 6929, loss_aux: 1.7830, top1_acc: 0.3143, top5_acc: 0.5498, loss_cls: 3.1602, loss: 4.9432, grad_norm: 3.5135 2020-09-23 16:24:42,528 - mmaction - INFO - Epoch [3][800/940] lr: 4.000e-02, eta: 2 days, 7:47:26, time: 1.502, data_time: 0.002, memory: 6929, loss_aux: 1.7892, top1_acc: 0.3055, top5_acc: 0.5570, loss_cls: 3.1838, loss: 4.9730, grad_norm: 3.5159 2020-09-23 16:25:11,959 - mmaction - INFO - Epoch [3][820/940] lr: 4.000e-02, eta: 2 days, 7:47:17, time: 1.471, data_time: 0.002, memory: 6929, loss_aux: 1.8197, top1_acc: 0.2926, top5_acc: 0.5486, loss_cls: 3.2683, loss: 5.0880, grad_norm: 3.5450 2020-09-23 16:25:41,024 - mmaction - INFO - Epoch [3][840/940] lr: 4.000e-02, eta: 2 days, 7:46:51, time: 1.455, data_time: 0.003, memory: 6929, loss_aux: 1.8273, top1_acc: 0.2982, top5_acc: 0.5484, loss_cls: 3.2574, loss: 5.0847, grad_norm: 3.5211 2020-09-23 16:26:10,607 - mmaction - INFO - Epoch [3][860/940] lr: 4.000e-02, eta: 2 days, 7:46:46, time: 1.477, data_time: 0.001, memory: 6929, loss_aux: 1.8421, top1_acc: 0.2867, top5_acc: 0.5402, loss_cls: 3.3079, loss: 5.1500, grad_norm: 3.5978 2020-09-23 16:26:39,941 - mmaction - INFO - Epoch [3][880/940] lr: 4.000e-02, eta: 2 days, 7:46:33, time: 1.468, data_time: 0.003, memory: 6929, loss_aux: 1.7904, top1_acc: 0.2998, top5_acc: 0.5590, loss_cls: 3.2014, loss: 4.9917, grad_norm: 3.5294 2020-09-23 16:27:10,120 - mmaction - INFO - Epoch [3][900/940] lr: 4.000e-02, eta: 2 days, 7:46:59, time: 1.508, data_time: 0.002, memory: 6929, loss_aux: 1.7832, top1_acc: 0.3027, top5_acc: 0.5559, loss_cls: 3.1929, loss: 4.9761, grad_norm: 3.5465 2020-09-23 16:27:40,082 - mmaction - INFO - Epoch [3][920/940] lr: 4.000e-02, eta: 2 days, 7:47:16, time: 1.499, data_time: 0.003, memory: 6929, loss_aux: 1.7911, top1_acc: 0.3160, top5_acc: 0.5588, loss_cls: 3.1841, loss: 4.9752, grad_norm: 3.4996 2020-09-23 16:28:08,793 - mmaction - INFO - Epoch [3][940/940] lr: 4.000e-02, eta: 2 days, 7:46:28, time: 1.434, data_time: 0.002, memory: 6929, loss_aux: 1.7815, top1_acc: 0.3099, top5_acc: 0.5546, loss_cls: 3.2044, loss: 4.9859, grad_norm: 3.5870 2020-09-23 16:28:09,268 - mmaction - INFO - Saving checkpoint at 3 epochs 2020-09-23 16:28:43,964 - mmaction - INFO - Epoch [4][20/940] lr: 4.000e-02, eta: 2 days, 7:47:30, time: 1.547, data_time: 0.250, memory: 6929, loss_aux: 1.7912, top1_acc: 0.3041, top5_acc: 0.5627, loss_cls: 3.2069, loss: 4.9980, grad_norm: 3.5509 2020-09-23 16:29:12,785 - mmaction - INFO - Epoch [4][40/940] lr: 4.000e-02, eta: 2 days, 7:46:50, time: 1.442, data_time: 0.003, memory: 6929, loss_aux: 1.7980, top1_acc: 0.2965, top5_acc: 0.5520, loss_cls: 3.2031, loss: 5.0011, grad_norm: 3.5644 2020-09-23 16:29:41,677 - mmaction - INFO - Epoch [4][60/940] lr: 4.000e-02, eta: 2 days, 7:46:13, time: 1.445, data_time: 0.002, memory: 6929, loss_aux: 1.7911, top1_acc: 0.3031, top5_acc: 0.5596, loss_cls: 3.1857, loss: 4.9767, grad_norm: 3.5322 2020-09-23 16:30:10,787 - mmaction - INFO - Epoch [4][80/940] lr: 4.000e-02, eta: 2 days, 7:45:45, time: 1.454, data_time: 0.001, memory: 6929, loss_aux: 1.7778, top1_acc: 0.3066, top5_acc: 0.5609, loss_cls: 3.1693, loss: 4.9471, grad_norm: 3.5503 2020-09-23 16:30:40,894 - mmaction - INFO - Epoch [4][100/940] lr: 4.000e-02, eta: 2 days, 7:46:05, time: 1.506, data_time: 0.002, memory: 6929, loss_aux: 1.7566, top1_acc: 0.3133, top5_acc: 0.5658, loss_cls: 3.1562, loss: 4.9128, grad_norm: 3.5239 2020-09-23 16:31:10,196 - mmaction - INFO - Epoch [4][120/940] lr: 4.000e-02, eta: 2 days, 7:45:46, time: 1.465, data_time: 0.002, memory: 6929, loss_aux: 1.7728, top1_acc: 0.3246, top5_acc: 0.5703, loss_cls: 3.1425, loss: 4.9152, grad_norm: 3.4636 2020-09-23 16:31:39,642 - mmaction - INFO - Epoch [4][140/940] lr: 4.000e-02, eta: 2 days, 7:45:35, time: 1.473, data_time: 0.002, memory: 6929, loss_aux: 1.7694, top1_acc: 0.3154, top5_acc: 0.5639, loss_cls: 3.1611, loss: 4.9305, grad_norm: 3.6173 2020-09-23 16:32:09,582 - mmaction - INFO - Epoch [4][160/940] lr: 4.000e-02, eta: 2 days, 7:45:44, time: 1.495, data_time: 0.001, memory: 6929, loss_aux: 1.7711, top1_acc: 0.3102, top5_acc: 0.5680, loss_cls: 3.1712, loss: 4.9423, grad_norm: 3.5575 2020-09-23 16:32:39,568 - mmaction - INFO - Epoch [4][180/940] lr: 4.000e-02, eta: 2 days, 7:45:57, time: 1.501, data_time: 0.003, memory: 6929, loss_aux: 1.7640, top1_acc: 0.3150, top5_acc: 0.5703, loss_cls: 3.1503, loss: 4.9142, grad_norm: 3.4605 2020-09-23 16:33:09,764 - mmaction - INFO - Epoch [4][200/940] lr: 4.000e-02, eta: 2 days, 7:46:16, time: 1.507, data_time: 0.001, memory: 6929, loss_aux: 1.7853, top1_acc: 0.3162, top5_acc: 0.5693, loss_cls: 3.1689, loss: 4.9542, grad_norm: 3.5807 2020-09-23 16:33:40,026 - mmaction - INFO - Epoch [4][220/940] lr: 4.000e-02, eta: 2 days, 7:46:41, time: 1.514, data_time: 0.004, memory: 6929, loss_aux: 1.7517, top1_acc: 0.3229, top5_acc: 0.5621, loss_cls: 3.1308, loss: 4.8825, grad_norm: 3.5232 2020-09-23 16:34:09,479 - mmaction - INFO - Epoch [4][240/940] lr: 4.000e-02, eta: 2 days, 7:46:27, time: 1.473, data_time: 0.003, memory: 6929, loss_aux: 1.7432, top1_acc: 0.3197, top5_acc: 0.5766, loss_cls: 3.1092, loss: 4.8525, grad_norm: 3.4927 2020-09-23 16:34:38,702 - mmaction - INFO - Epoch [4][260/940] lr: 4.000e-02, eta: 2 days, 7:46:04, time: 1.462, data_time: 0.003, memory: 6929, loss_aux: 1.7817, top1_acc: 0.3123, top5_acc: 0.5627, loss_cls: 3.1677, loss: 4.9494, grad_norm: 3.5073 2020-09-23 16:35:08,821 - mmaction - INFO - Epoch [4][280/940] lr: 4.000e-02, eta: 2 days, 7:46:19, time: 1.505, data_time: 0.002, memory: 6929, loss_aux: 1.7587, top1_acc: 0.3180, top5_acc: 0.5738, loss_cls: 3.1368, loss: 4.8955, grad_norm: 3.4940 2020-09-23 16:35:38,612 - mmaction - INFO - Epoch [4][300/940] lr: 4.000e-02, eta: 2 days, 7:46:21, time: 1.491, data_time: 0.003, memory: 6929, loss_aux: 1.7556, top1_acc: 0.3281, top5_acc: 0.5678, loss_cls: 3.1316, loss: 4.8872, grad_norm: 3.5325 2020-09-23 16:36:07,990 - mmaction - INFO - Epoch [4][320/940] lr: 4.000e-02, eta: 2 days, 7:46:01, time: 1.467, data_time: 0.001, memory: 6929, loss_aux: 1.7576, top1_acc: 0.3080, top5_acc: 0.5687, loss_cls: 3.1540, loss: 4.9116, grad_norm: 3.5502 2020-09-23 16:36:38,422 - mmaction - INFO - Epoch [4][340/940] lr: 4.000e-02, eta: 2 days, 7:46:30, time: 1.522, data_time: 0.003, memory: 6929, loss_aux: 1.7632, top1_acc: 0.3135, top5_acc: 0.5646, loss_cls: 3.1619, loss: 4.9251, grad_norm: 3.5292 2020-09-23 16:37:08,465 - mmaction - INFO - Epoch [4][360/940] lr: 4.000e-02, eta: 2 days, 7:46:40, time: 1.502, data_time: 0.002, memory: 6929, loss_aux: 1.7410, top1_acc: 0.3209, top5_acc: 0.5795, loss_cls: 3.0945, loss: 4.8355, grad_norm: 3.5169 2020-09-23 16:37:38,715 - mmaction - INFO - Epoch [4][380/940] lr: 4.000e-02, eta: 2 days, 7:46:59, time: 1.513, data_time: 0.003, memory: 6929, loss_aux: 1.7753, top1_acc: 0.3184, top5_acc: 0.5695, loss_cls: 3.1474, loss: 4.9228, grad_norm: 3.5313 2020-09-23 16:38:08,473 - mmaction - INFO - Epoch [4][400/940] lr: 4.000e-02, eta: 2 days, 7:46:55, time: 1.487, data_time: 0.001, memory: 6929, loss_aux: 1.7522, top1_acc: 0.3203, top5_acc: 0.5750, loss_cls: 3.1229, loss: 4.8751, grad_norm: 3.5565 2020-09-23 16:38:38,826 - mmaction - INFO - Epoch [4][420/940] lr: 4.000e-02, eta: 2 days, 7:47:18, time: 1.519, data_time: 0.002, memory: 6929, loss_aux: 1.7477, top1_acc: 0.3201, top5_acc: 0.5645, loss_cls: 3.1385, loss: 4.8862, grad_norm: 3.5371 2020-09-23 16:39:08,627 - mmaction - INFO - Epoch [4][440/940] lr: 4.000e-02, eta: 2 days, 7:47:16, time: 1.489, data_time: 0.001, memory: 6929, loss_aux: 1.7540, top1_acc: 0.3229, top5_acc: 0.5730, loss_cls: 3.1453, loss: 4.8993, grad_norm: 3.5200 2020-09-23 16:39:38,646 - mmaction - INFO - Epoch [4][460/940] lr: 4.000e-02, eta: 2 days, 7:47:23, time: 1.502, data_time: 0.002, memory: 6929, loss_aux: 1.7657, top1_acc: 0.3195, top5_acc: 0.5607, loss_cls: 3.1600, loss: 4.9257, grad_norm: 3.4478 2020-09-23 16:40:08,053 - mmaction - INFO - Epoch [4][480/940] lr: 4.000e-02, eta: 2 days, 7:47:02, time: 1.469, data_time: 0.001, memory: 6929, loss_aux: 1.7322, top1_acc: 0.3189, top5_acc: 0.5711, loss_cls: 3.1093, loss: 4.8415, grad_norm: 3.5179 2020-09-23 16:40:39,068 - mmaction - INFO - Epoch [4][500/940] lr: 4.000e-02, eta: 2 days, 7:47:51, time: 1.552, data_time: 0.003, memory: 6929, loss_aux: 1.7506, top1_acc: 0.3158, top5_acc: 0.5674, loss_cls: 3.1336, loss: 4.8842, grad_norm: 3.5406 2020-09-23 16:41:09,755 - mmaction - INFO - Epoch [4][520/940] lr: 4.000e-02, eta: 2 days, 7:48:23, time: 1.533, data_time: 0.001, memory: 6929, loss_aux: 1.7547, top1_acc: 0.3191, top5_acc: 0.5658, loss_cls: 3.1472, loss: 4.9018, grad_norm: 3.4821 2020-09-23 16:41:40,101 - mmaction - INFO - Epoch [4][540/940] lr: 4.000e-02, eta: 2 days, 7:48:42, time: 1.518, data_time: 0.003, memory: 6929, loss_aux: 1.7608, top1_acc: 0.3242, top5_acc: 0.5754, loss_cls: 3.1129, loss: 4.8737, grad_norm: 3.5187 2020-09-23 16:42:10,804 - mmaction - INFO - Epoch [4][560/940] lr: 4.000e-02, eta: 2 days, 7:49:14, time: 1.535, data_time: 0.002, memory: 6929, loss_aux: 1.7535, top1_acc: 0.3111, top5_acc: 0.5658, loss_cls: 3.1477, loss: 4.9011, grad_norm: 3.5728 2020-09-23 16:42:40,753 - mmaction - INFO - Epoch [4][580/940] lr: 4.000e-02, eta: 2 days, 7:49:15, time: 1.499, data_time: 0.003, memory: 6929, loss_aux: 1.7503, top1_acc: 0.3168, top5_acc: 0.5627, loss_cls: 3.1519, loss: 4.9022, grad_norm: 3.5278 2020-09-23 16:43:10,543 - mmaction - INFO - Epoch [4][600/940] lr: 4.000e-02, eta: 2 days, 7:49:08, time: 1.488, data_time: 0.001, memory: 6929, loss_aux: 1.7585, top1_acc: 0.3246, top5_acc: 0.5613, loss_cls: 3.1509, loss: 4.9094, grad_norm: 3.4943 2020-09-23 16:43:40,153 - mmaction - INFO - Epoch [4][620/940] lr: 4.000e-02, eta: 2 days, 7:48:56, time: 1.482, data_time: 0.004, memory: 6929, loss_aux: 1.7254, top1_acc: 0.3289, top5_acc: 0.5777, loss_cls: 3.0974, loss: 4.8228, grad_norm: 3.5274 2020-09-23 16:44:09,555 - mmaction - INFO - Epoch [4][640/940] lr: 4.000e-02, eta: 2 days, 7:48:33, time: 1.469, data_time: 0.001, memory: 6929, loss_aux: 1.7647, top1_acc: 0.3152, top5_acc: 0.5611, loss_cls: 3.1700, loss: 4.9348, grad_norm: 3.5743 2020-09-23 16:44:39,836 - mmaction - INFO - Epoch [4][660/940] lr: 4.000e-02, eta: 2 days, 7:48:47, time: 1.515, data_time: 0.003, memory: 6929, loss_aux: 1.7371, top1_acc: 0.3197, top5_acc: 0.5789, loss_cls: 3.0975, loss: 4.8346, grad_norm: 3.4932 2020-09-23 16:45:09,151 - mmaction - INFO - Epoch [4][680/940] lr: 4.000e-02, eta: 2 days, 7:48:22, time: 1.466, data_time: 0.002, memory: 6929, loss_aux: 1.7378, top1_acc: 0.3244, top5_acc: 0.5750, loss_cls: 3.0794, loss: 4.8172, grad_norm: 3.5539 2020-09-23 16:45:39,694 - mmaction - INFO - Epoch [4][700/940] lr: 4.000e-02, eta: 2 days, 7:48:44, time: 1.528, data_time: 0.002, memory: 6929, loss_aux: 1.7370, top1_acc: 0.3340, top5_acc: 0.5783, loss_cls: 3.0821, loss: 4.8191, grad_norm: 3.5097 2020-09-23 16:46:08,950 - mmaction - INFO - Epoch [4][720/940] lr: 4.000e-02, eta: 2 days, 7:48:15, time: 1.461, data_time: 0.001, memory: 6929, loss_aux: 1.7440, top1_acc: 0.3127, top5_acc: 0.5715, loss_cls: 3.1118, loss: 4.8558, grad_norm: 3.4629 2020-09-23 16:46:38,983 - mmaction - INFO - Epoch [4][740/940] lr: 4.000e-02, eta: 2 days, 7:48:18, time: 1.502, data_time: 0.003, memory: 6929, loss_aux: 1.7186, top1_acc: 0.3385, top5_acc: 0.5816, loss_cls: 3.0526, loss: 4.7712, grad_norm: 3.4481 2020-09-23 16:47:09,544 - mmaction - INFO - Epoch [4][760/940] lr: 4.000e-02, eta: 2 days, 7:48:38, time: 1.527, data_time: 0.001, memory: 6929, loss_aux: 1.7286, top1_acc: 0.3328, top5_acc: 0.5719, loss_cls: 3.0858, loss: 4.8145, grad_norm: 3.4434 2020-09-23 16:47:40,064 - mmaction - INFO - Epoch [4][780/940] lr: 4.000e-02, eta: 2 days, 7:48:59, time: 1.528, data_time: 0.003, memory: 6929, loss_aux: 1.7492, top1_acc: 0.3193, top5_acc: 0.5697, loss_cls: 3.1304, loss: 4.8796, grad_norm: 3.4863 2020-09-23 16:48:09,418 - mmaction - INFO - Epoch [4][800/940] lr: 4.000e-02, eta: 2 days, 7:48:33, time: 1.466, data_time: 0.001, memory: 6929, loss_aux: 1.7376, top1_acc: 0.3262, top5_acc: 0.5686, loss_cls: 3.1204, loss: 4.8579, grad_norm: 3.4431 2020-09-23 16:48:39,211 - mmaction - INFO - Epoch [4][820/940] lr: 4.000e-02, eta: 2 days, 7:48:24, time: 1.490, data_time: 0.003, memory: 6929, loss_aux: 1.7076, top1_acc: 0.3383, top5_acc: 0.5842, loss_cls: 3.0491, loss: 4.7567, grad_norm: 3.4750 2020-09-23 16:49:08,852 - mmaction - INFO - Epoch [4][840/940] lr: 4.000e-02, eta: 2 days, 7:48:10, time: 1.482, data_time: 0.002, memory: 6929, loss_aux: 1.7087, top1_acc: 0.3338, top5_acc: 0.5898, loss_cls: 3.0220, loss: 4.7307, grad_norm: 3.5153 2020-09-23 16:49:39,957 - mmaction - INFO - Epoch [4][860/940] lr: 4.000e-02, eta: 2 days, 7:48:50, time: 1.556, data_time: 0.003, memory: 6929, loss_aux: 1.7395, top1_acc: 0.3268, top5_acc: 0.5775, loss_cls: 3.0987, loss: 4.8382, grad_norm: 3.4954 2020-09-23 16:50:09,638 - mmaction - INFO - Epoch [4][880/940] lr: 4.000e-02, eta: 2 days, 7:48:35, time: 1.482, data_time: 0.001, memory: 6929, loss_aux: 1.7280, top1_acc: 0.3291, top5_acc: 0.5785, loss_cls: 3.0799, loss: 4.8079, grad_norm: 3.4727 2020-09-23 16:50:40,116 - mmaction - INFO - Epoch [4][900/940] lr: 4.000e-02, eta: 2 days, 7:48:52, time: 1.525, data_time: 0.003, memory: 6929, loss_aux: 1.7195, top1_acc: 0.3242, top5_acc: 0.5828, loss_cls: 3.0812, loss: 4.8006, grad_norm: 3.4379 2020-09-23 16:51:09,083 - mmaction - INFO - Epoch [4][920/940] lr: 4.000e-02, eta: 2 days, 7:48:10, time: 1.447, data_time: 0.001, memory: 6929, loss_aux: 1.7248, top1_acc: 0.3295, top5_acc: 0.5777, loss_cls: 3.0921, loss: 4.8169, grad_norm: 3.4461 2020-09-23 16:51:38,757 - mmaction - INFO - Epoch [4][940/940] lr: 4.000e-02, eta: 2 days, 7:47:56, time: 1.485, data_time: 0.003, memory: 6929, loss_aux: 1.7277, top1_acc: 0.3184, top5_acc: 0.5771, loss_cls: 3.0957, loss: 4.8233, grad_norm: 3.5111 2020-09-23 16:51:39,173 - mmaction - INFO - Saving checkpoint at 4 epochs 2020-09-23 16:52:13,176 - mmaction - INFO - Epoch [5][20/940] lr: 4.000e-02, eta: 2 days, 7:48:51, time: 1.579, data_time: 0.272, memory: 6929, loss_aux: 1.7178, top1_acc: 0.3248, top5_acc: 0.5881, loss_cls: 3.0623, loss: 4.7801, grad_norm: 3.5218 2020-09-23 16:52:41,578 - mmaction - INFO - Epoch [5][40/940] lr: 4.000e-02, eta: 2 days, 7:47:49, time: 1.420, data_time: 0.001, memory: 6929, loss_aux: 1.7034, top1_acc: 0.3350, top5_acc: 0.5898, loss_cls: 3.0401, loss: 4.7435, grad_norm: 3.4596 2020-09-23 16:53:11,435 - mmaction - INFO - Epoch [5][60/940] lr: 4.000e-02, eta: 2 days, 7:47:40, time: 1.492, data_time: 0.002, memory: 6929, loss_aux: 1.7146, top1_acc: 0.3365, top5_acc: 0.5854, loss_cls: 3.0493, loss: 4.7638, grad_norm: 3.4850 2020-09-23 16:53:40,777 - mmaction - INFO - Epoch [5][80/940] lr: 4.000e-02, eta: 2 days, 7:47:13, time: 1.468, data_time: 0.002, memory: 6929, loss_aux: 1.7069, top1_acc: 0.3355, top5_acc: 0.5865, loss_cls: 3.0399, loss: 4.7468, grad_norm: 3.4341 2020-09-23 16:54:11,826 - mmaction - INFO - Epoch [5][100/940] lr: 4.000e-02, eta: 2 days, 7:47:46, time: 1.551, data_time: 0.002, memory: 6929, loss_aux: 1.7073, top1_acc: 0.3461, top5_acc: 0.5893, loss_cls: 3.0220, loss: 4.7293, grad_norm: 3.4767 2020-09-23 16:54:42,886 - mmaction - INFO - Epoch [5][120/940] lr: 4.000e-02, eta: 2 days, 7:48:19, time: 1.554, data_time: 0.004, memory: 6929, loss_aux: 1.6868, top1_acc: 0.3418, top5_acc: 0.5881, loss_cls: 3.0151, loss: 4.7020, grad_norm: 3.3940 2020-09-23 16:55:11,895 - mmaction - INFO - Epoch [5][140/940] lr: 4.000e-02, eta: 2 days, 7:47:40, time: 1.450, data_time: 0.002, memory: 6929, loss_aux: 1.7401, top1_acc: 0.3268, top5_acc: 0.5775, loss_cls: 3.0838, loss: 4.8239, grad_norm: 3.4487 2020-09-23 16:55:41,187 - mmaction - INFO - Epoch [5][160/940] lr: 4.000e-02, eta: 2 days, 7:47:10, time: 1.465, data_time: 0.002, memory: 6929, loss_aux: 1.7102, top1_acc: 0.3389, top5_acc: 0.5916, loss_cls: 3.0274, loss: 4.7376, grad_norm: 3.4687 2020-09-23 16:56:11,112 - mmaction - INFO - Epoch [5][180/940] lr: 4.000e-02, eta: 2 days, 7:47:03, time: 1.496, data_time: 0.002, memory: 6929, loss_aux: 1.6897, top1_acc: 0.3463, top5_acc: 0.5969, loss_cls: 2.9900, loss: 4.6797, grad_norm: 3.4251 2020-09-23 16:56:41,101 - mmaction - INFO - Epoch [5][200/940] lr: 4.000e-02, eta: 2 days, 7:46:57, time: 1.500, data_time: 0.003, memory: 6929, loss_aux: 1.7020, top1_acc: 0.3467, top5_acc: 0.5953, loss_cls: 3.0175, loss: 4.7195, grad_norm: 3.4954 2020-09-23 16:57:11,303 - mmaction - INFO - Epoch [5][220/940] lr: 4.000e-02, eta: 2 days, 7:46:58, time: 1.509, data_time: 0.001, memory: 6929, loss_aux: 1.6846, top1_acc: 0.3352, top5_acc: 0.5984, loss_cls: 2.9945, loss: 4.6791, grad_norm: 3.4302 2020-09-23 16:57:41,282 - mmaction - INFO - Epoch [5][240/940] lr: 4.000e-02, eta: 2 days, 7:46:51, time: 1.498, data_time: 0.003, memory: 6929, loss_aux: 1.6924, top1_acc: 0.3385, top5_acc: 0.5871, loss_cls: 3.0260, loss: 4.7183, grad_norm: 3.4588 2020-09-23 16:58:11,168 - mmaction - INFO - Epoch [5][260/940] lr: 4.000e-02, eta: 2 days, 7:46:41, time: 1.494, data_time: 0.003, memory: 6929, loss_aux: 1.7049, top1_acc: 0.3344, top5_acc: 0.5914, loss_cls: 3.0425, loss: 4.7474, grad_norm: 3.4461 2020-09-23 16:58:40,181 - mmaction - INFO - Epoch [5][280/940] lr: 4.000e-02, eta: 2 days, 7:46:02, time: 1.452, data_time: 0.004, memory: 6929, loss_aux: 1.6923, top1_acc: 0.3475, top5_acc: 0.6020, loss_cls: 2.9994, loss: 4.6917, grad_norm: 3.4453 2020-09-23 16:59:10,160 - mmaction - INFO - Epoch [5][300/940] lr: 4.000e-02, eta: 2 days, 7:45:55, time: 1.498, data_time: 0.002, memory: 6929, loss_aux: 1.6975, top1_acc: 0.3422, top5_acc: 0.5922, loss_cls: 2.9969, loss: 4.6944, grad_norm: 3.4604 2020-09-23 16:59:40,056 - mmaction - INFO - Epoch [5][320/940] lr: 4.000e-02, eta: 2 days, 7:45:46, time: 1.496, data_time: 0.003, memory: 6929, loss_aux: 1.6844, top1_acc: 0.3541, top5_acc: 0.6039, loss_cls: 2.9986, loss: 4.6830, grad_norm: 3.3733 2020-09-23 17:00:16,522 - mmaction - INFO - Epoch [5][340/940] lr: 4.000e-02, eta: 2 days, 7:48:47, time: 1.782, data_time: 0.004, memory: 6929, loss_aux: 1.6852, top1_acc: 0.3406, top5_acc: 0.5893, loss_cls: 3.0069, loss: 4.6920, grad_norm: 3.4147 2020-09-23 17:00:43,864 - mmaction - INFO - Epoch [5][360/940] lr: 4.000e-02, eta: 2 days, 7:47:37, time: 1.406, data_time: 0.058, memory: 6929, loss_aux: 1.6831, top1_acc: 0.3434, top5_acc: 0.5994, loss_cls: 2.9955, loss: 4.6786, grad_norm: 3.4479 2020-09-23 17:01:12,346 - mmaction - INFO - Epoch [5][380/940] lr: 4.000e-02, eta: 2 days, 7:46:39, time: 1.424, data_time: 0.003, memory: 6929, loss_aux: 1.6822, top1_acc: 0.3443, top5_acc: 0.6051, loss_cls: 2.9776, loss: 4.6597, grad_norm: 3.4779 2020-09-23 17:01:42,533 - mmaction - INFO - Epoch [5][400/940] lr: 4.000e-02, eta: 2 days, 7:46:39, time: 1.511, data_time: 0.003, memory: 6929, loss_aux: 1.7082, top1_acc: 0.3385, top5_acc: 0.5939, loss_cls: 3.0306, loss: 4.7388, grad_norm: 3.4381 2020-09-23 17:02:11,990 - mmaction - INFO - Epoch [5][420/940] lr: 4.000e-02, eta: 2 days, 7:46:13, time: 1.473, data_time: 0.002, memory: 6929, loss_aux: 1.6864, top1_acc: 0.3391, top5_acc: 0.5951, loss_cls: 2.9740, loss: 4.6604, grad_norm: 3.4866 2020-09-23 17:02:41,846 - mmaction - INFO - Epoch [5][440/940] lr: 4.000e-02, eta: 2 days, 7:46:00, time: 1.493, data_time: 0.002, memory: 6929, loss_aux: 1.7159, top1_acc: 0.3379, top5_acc: 0.5789, loss_cls: 3.0502, loss: 4.7661, grad_norm: 3.4049 2020-09-23 17:03:11,593 - mmaction - INFO - Epoch [5][460/940] lr: 4.000e-02, eta: 2 days, 7:45:43, time: 1.486, data_time: 0.002, memory: 6929, loss_aux: 1.6947, top1_acc: 0.3420, top5_acc: 0.5971, loss_cls: 2.9974, loss: 4.6920, grad_norm: 3.4160 2020-09-23 17:03:41,105 - mmaction - INFO - Epoch [5][480/940] lr: 4.000e-02, eta: 2 days, 7:45:20, time: 1.477, data_time: 0.003, memory: 6929, loss_aux: 1.6825, top1_acc: 0.3434, top5_acc: 0.5930, loss_cls: 3.0106, loss: 4.6931, grad_norm: 3.4465 2020-09-23 17:04:09,953 - mmaction - INFO - Epoch [5][500/940] lr: 4.000e-02, eta: 2 days, 7:44:33, time: 1.440, data_time: 0.001, memory: 6929, loss_aux: 1.6980, top1_acc: 0.3447, top5_acc: 0.5875, loss_cls: 3.0448, loss: 4.7428, grad_norm: 3.4497 2020-09-23 17:04:40,473 - mmaction - INFO - Epoch [5][520/940] lr: 4.000e-02, eta: 2 days, 7:44:42, time: 1.528, data_time: 0.003, memory: 6929, loss_aux: 1.7263, top1_acc: 0.3291, top5_acc: 0.5775, loss_cls: 3.0997, loss: 4.8259, grad_norm: 3.5104 2020-09-23 17:05:09,062 - mmaction - INFO - Epoch [5][540/940] lr: 4.000e-02, eta: 2 days, 7:43:48, time: 1.429, data_time: 0.001, memory: 6929, loss_aux: 1.6860, top1_acc: 0.3383, top5_acc: 0.5887, loss_cls: 3.0144, loss: 4.7004, grad_norm: 3.4045 2020-09-23 17:05:39,483 - mmaction - INFO - Epoch [5][560/940] lr: 4.000e-02, eta: 2 days, 7:43:53, time: 1.522, data_time: 0.002, memory: 6929, loss_aux: 1.6848, top1_acc: 0.3395, top5_acc: 0.5939, loss_cls: 3.0173, loss: 4.7022, grad_norm: 3.4026 2020-09-23 17:06:09,160 - mmaction - INFO - Epoch [5][580/940] lr: 4.000e-02, eta: 2 days, 7:43:33, time: 1.483, data_time: 0.001, memory: 6929, loss_aux: 1.6793, top1_acc: 0.3469, top5_acc: 0.5887, loss_cls: 2.9873, loss: 4.6666, grad_norm: 3.4495 2020-09-23 17:06:38,824 - mmaction - INFO - Epoch [5][600/940] lr: 4.000e-02, eta: 2 days, 7:43:14, time: 1.484, data_time: 0.003, memory: 6929, loss_aux: 1.7058, top1_acc: 0.3359, top5_acc: 0.5885, loss_cls: 3.0580, loss: 4.7638, grad_norm: 3.3966 2020-09-23 17:07:07,848 - mmaction - INFO - Epoch [5][620/940] lr: 4.000e-02, eta: 2 days, 7:42:33, time: 1.450, data_time: 0.001, memory: 6929, loss_aux: 1.6584, top1_acc: 0.3484, top5_acc: 0.6018, loss_cls: 2.9338, loss: 4.5922, grad_norm: 3.4194 2020-09-23 17:07:37,575 - mmaction - INFO - Epoch [5][640/940] lr: 4.000e-02, eta: 2 days, 7:42:15, time: 1.487, data_time: 0.003, memory: 6929, loss_aux: 1.6807, top1_acc: 0.3406, top5_acc: 0.5910, loss_cls: 3.0098, loss: 4.6904, grad_norm: 3.4302 2020-09-23 17:08:06,691 - mmaction - INFO - Epoch [5][660/940] lr: 4.000e-02, eta: 2 days, 7:41:38, time: 1.455, data_time: 0.002, memory: 6929, loss_aux: 1.6596, top1_acc: 0.3467, top5_acc: 0.6100, loss_cls: 2.9398, loss: 4.5994, grad_norm: 3.3966 2020-09-23 17:08:35,998 - mmaction - INFO - Epoch [5][680/940] lr: 4.000e-02, eta: 2 days, 7:41:07, time: 1.466, data_time: 0.003, memory: 6929, loss_aux: 1.6708, top1_acc: 0.3566, top5_acc: 0.6090, loss_cls: 2.9452, loss: 4.6160, grad_norm: 3.4460 2020-09-23 17:09:04,819 - mmaction - INFO - Epoch [5][700/940] lr: 4.000e-02, eta: 2 days, 7:40:22, time: 1.441, data_time: 0.002, memory: 6929, loss_aux: 1.6696, top1_acc: 0.3523, top5_acc: 0.5998, loss_cls: 2.9699, loss: 4.6395, grad_norm: 3.4562 2020-09-23 17:09:34,593 - mmaction - INFO - Epoch [5][720/940] lr: 4.000e-02, eta: 2 days, 7:40:05, time: 1.489, data_time: 0.002, memory: 6929, loss_aux: 1.6935, top1_acc: 0.3432, top5_acc: 0.5893, loss_cls: 3.0212, loss: 4.7146, grad_norm: 3.4186 2020-09-23 17:10:04,055 - mmaction - INFO - Epoch [5][740/940] lr: 4.000e-02, eta: 2 days, 7:39:38, time: 1.473, data_time: 0.002, memory: 6929, loss_aux: 1.6689, top1_acc: 0.3436, top5_acc: 0.5963, loss_cls: 3.0106, loss: 4.6795, grad_norm: 3.4053 2020-09-23 17:10:33,279 - mmaction - INFO - Epoch [5][760/940] lr: 4.000e-02, eta: 2 days, 7:39:05, time: 1.462, data_time: 0.003, memory: 6929, loss_aux: 1.6586, top1_acc: 0.3482, top5_acc: 0.5965, loss_cls: 2.9946, loss: 4.6532, grad_norm: 3.4248 2020-09-23 17:11:03,720 - mmaction - INFO - Epoch [5][780/940] lr: 4.000e-02, eta: 2 days, 7:39:08, time: 1.521, data_time: 0.001, memory: 6929, loss_aux: 1.6758, top1_acc: 0.3527, top5_acc: 0.6041, loss_cls: 2.9660, loss: 4.6419, grad_norm: 3.4289 2020-09-23 17:11:32,071 - mmaction - INFO - Epoch [5][800/940] lr: 4.000e-02, eta: 2 days, 7:38:08, time: 1.418, data_time: 0.003, memory: 6929, loss_aux: 1.6879, top1_acc: 0.3379, top5_acc: 0.5846, loss_cls: 3.0195, loss: 4.7074, grad_norm: 3.5064 2020-09-23 17:12:01,634 - mmaction - INFO - Epoch [5][820/940] lr: 4.000e-02, eta: 2 days, 7:37:45, time: 1.479, data_time: 0.003, memory: 6929, loss_aux: 1.6804, top1_acc: 0.3512, top5_acc: 0.5980, loss_cls: 2.9897, loss: 4.6701, grad_norm: 3.4351 2020-09-23 17:12:30,446 - mmaction - INFO - Epoch [5][840/940] lr: 4.000e-02, eta: 2 days, 7:37:00, time: 1.440, data_time: 0.002, memory: 6929, loss_aux: 1.6566, top1_acc: 0.3600, top5_acc: 0.6082, loss_cls: 2.9232, loss: 4.5798, grad_norm: 3.3751 2020-09-23 17:12:59,886 - mmaction - INFO - Epoch [5][860/940] lr: 4.000e-02, eta: 2 days, 7:36:33, time: 1.472, data_time: 0.003, memory: 6929, loss_aux: 1.6872, top1_acc: 0.3424, top5_acc: 0.6025, loss_cls: 2.9924, loss: 4.6796, grad_norm: 3.4368 2020-09-23 17:13:29,154 - mmaction - INFO - Epoch [5][880/940] lr: 4.000e-02, eta: 2 days, 7:36:01, time: 1.464, data_time: 0.003, memory: 6929, loss_aux: 1.6747, top1_acc: 0.3584, top5_acc: 0.6025, loss_cls: 2.9775, loss: 4.6523, grad_norm: 3.3532 2020-09-23 17:13:59,603 - mmaction - INFO - Epoch [5][900/940] lr: 4.000e-02, eta: 2 days, 7:36:03, time: 1.522, data_time: 0.002, memory: 6929, loss_aux: 1.6715, top1_acc: 0.3475, top5_acc: 0.6008, loss_cls: 2.9732, loss: 4.6447, grad_norm: 3.4553 2020-09-23 17:14:29,234 - mmaction - INFO - Epoch [5][920/940] lr: 4.000e-02, eta: 2 days, 7:35:42, time: 1.482, data_time: 0.002, memory: 6929, loss_aux: 1.6822, top1_acc: 0.3393, top5_acc: 0.5930, loss_cls: 3.0082, loss: 4.6904, grad_norm: 3.3839 2020-09-23 17:14:58,108 - mmaction - INFO - Epoch [5][940/940] lr: 4.000e-02, eta: 2 days, 7:34:59, time: 1.444, data_time: 0.002, memory: 6929, loss_aux: 1.6807, top1_acc: 0.3492, top5_acc: 0.5944, loss_cls: 2.9727, loss: 4.6534, grad_norm: 3.4516 2020-09-23 17:14:58,686 - mmaction - INFO - Saving checkpoint at 5 epochs 2020-09-23 17:15:38,146 - mmaction - INFO - Epoch [6][20/940] lr: 4.000e-02, eta: 2 days, 7:36:04, time: 1.632, data_time: 0.277, memory: 6929, loss_aux: 1.6640, top1_acc: 0.3512, top5_acc: 0.6045, loss_cls: 2.9657, loss: 4.6297, grad_norm: 3.4118 2020-09-23 17:16:05,796 - mmaction - INFO - Epoch [6][40/940] lr: 4.000e-02, eta: 2 days, 7:34:46, time: 1.385, data_time: 0.005, memory: 6929, loss_aux: 1.6779, top1_acc: 0.3344, top5_acc: 0.5949, loss_cls: 2.9923, loss: 4.6702, grad_norm: 3.4658 2020-09-23 17:16:34,952 - mmaction - INFO - Epoch [6][60/940] lr: 4.000e-02, eta: 2 days, 7:34:11, time: 1.459, data_time: 0.003, memory: 6929, loss_aux: 1.6400, top1_acc: 0.3576, top5_acc: 0.6039, loss_cls: 2.9228, loss: 4.5628, grad_norm: 3.4094 2020-09-23 17:17:04,261 - mmaction - INFO - Epoch [6][80/940] lr: 4.000e-02, eta: 2 days, 7:33:40, time: 1.465, data_time: 0.002, memory: 6929, loss_aux: 1.6445, top1_acc: 0.3512, top5_acc: 0.6104, loss_cls: 2.9287, loss: 4.5732, grad_norm: 3.3698 2020-09-23 17:17:33,679 - mmaction - INFO - Epoch [6][100/940] lr: 4.000e-02, eta: 2 days, 7:33:12, time: 1.471, data_time: 0.003, memory: 6929, loss_aux: 1.6231, top1_acc: 0.3705, top5_acc: 0.6230, loss_cls: 2.8646, loss: 4.4877, grad_norm: 3.3925 2020-09-23 17:18:02,656 - mmaction - INFO - Epoch [6][120/940] lr: 4.000e-02, eta: 2 days, 7:32:30, time: 1.446, data_time: 0.002, memory: 6929, loss_aux: 1.6437, top1_acc: 0.3549, top5_acc: 0.6123, loss_cls: 2.9127, loss: 4.5565, grad_norm: 3.4259 2020-09-23 17:18:31,628 - mmaction - INFO - Epoch [6][140/940] lr: 4.000e-02, eta: 2 days, 7:31:51, time: 1.451, data_time: 0.006, memory: 6929, loss_aux: 1.6425, top1_acc: 0.3646, top5_acc: 0.6141, loss_cls: 2.9097, loss: 4.5523, grad_norm: 3.4851 2020-09-23 17:19:00,574 - mmaction - INFO - Epoch [6][160/940] lr: 4.000e-02, eta: 2 days, 7:31:10, time: 1.449, data_time: 0.004, memory: 6929, loss_aux: 1.6553, top1_acc: 0.3613, top5_acc: 0.6072, loss_cls: 2.9351, loss: 4.5904, grad_norm: 3.4461 2020-09-23 17:19:30,206 - mmaction - INFO - Epoch [6][180/940] lr: 4.000e-02, eta: 2 days, 7:30:48, time: 1.481, data_time: 0.002, memory: 6929, loss_aux: 1.6407, top1_acc: 0.3594, top5_acc: 0.6195, loss_cls: 2.8969, loss: 4.5376, grad_norm: 3.4506 2020-09-23 17:19:59,133 - mmaction - INFO - Epoch [6][200/940] lr: 4.000e-02, eta: 2 days, 7:30:08, time: 1.448, data_time: 0.003, memory: 6929, loss_aux: 1.6370, top1_acc: 0.3531, top5_acc: 0.6168, loss_cls: 2.9080, loss: 4.5450, grad_norm: 3.4792 2020-09-23 17:20:28,160 - mmaction - INFO - Epoch [6][220/940] lr: 4.000e-02, eta: 2 days, 7:29:28, time: 1.449, data_time: 0.001, memory: 6929, loss_aux: 1.6535, top1_acc: 0.3541, top5_acc: 0.6045, loss_cls: 2.9351, loss: 4.5886, grad_norm: 3.4121 2020-09-23 17:20:57,706 - mmaction - INFO - Epoch [6][240/940] lr: 4.000e-02, eta: 2 days, 7:29:05, time: 1.479, data_time: 0.004, memory: 6929, loss_aux: 1.6587, top1_acc: 0.3467, top5_acc: 0.6033, loss_cls: 2.9674, loss: 4.6261, grad_norm: 3.3871 2020-09-23 17:21:27,229 - mmaction - INFO - Epoch [6][260/940] lr: 4.000e-02, eta: 2 days, 7:28:39, time: 1.476, data_time: 0.001, memory: 6929, loss_aux: 1.6451, top1_acc: 0.3613, top5_acc: 0.6029, loss_cls: 2.9337, loss: 4.5788, grad_norm: 3.4125 2020-09-23 17:21:56,293 - mmaction - INFO - Epoch [6][280/940] lr: 4.000e-02, eta: 2 days, 7:28:02, time: 1.453, data_time: 0.002, memory: 6929, loss_aux: 1.6484, top1_acc: 0.3619, top5_acc: 0.6109, loss_cls: 2.9250, loss: 4.5734, grad_norm: 3.4330 2020-09-23 17:22:25,322 - mmaction - INFO - Epoch [6][300/940] lr: 4.000e-02, eta: 2 days, 7:27:23, time: 1.451, data_time: 0.002, memory: 6929, loss_aux: 1.6431, top1_acc: 0.3611, top5_acc: 0.6166, loss_cls: 2.8874, loss: 4.5306, grad_norm: 3.3898 2020-09-23 17:22:54,934 - mmaction - INFO - Epoch [6][320/940] lr: 4.000e-02, eta: 2 days, 7:27:01, time: 1.482, data_time: 0.003, memory: 6929, loss_aux: 1.6401, top1_acc: 0.3652, top5_acc: 0.6066, loss_cls: 2.9007, loss: 4.5408, grad_norm: 3.4402 2020-09-23 17:23:24,190 - mmaction - INFO - Epoch [6][340/940] lr: 4.000e-02, eta: 2 days, 7:26:28, time: 1.461, data_time: 0.002, memory: 6929, loss_aux: 1.6310, top1_acc: 0.3551, top5_acc: 0.6145, loss_cls: 2.8863, loss: 4.5172, grad_norm: 3.3764 2020-09-23 17:23:53,502 - mmaction - INFO - Epoch [6][360/940] lr: 4.000e-02, eta: 2 days, 7:25:58, time: 1.466, data_time: 0.003, memory: 6929, loss_aux: 1.6659, top1_acc: 0.3539, top5_acc: 0.5988, loss_cls: 2.9730, loss: 4.6389, grad_norm: 3.4084 2020-09-23 17:24:23,077 - mmaction - INFO - Epoch [6][380/940] lr: 4.000e-02, eta: 2 days, 7:25:34, time: 1.479, data_time: 0.003, memory: 6929, loss_aux: 1.6349, top1_acc: 0.3555, top5_acc: 0.6119, loss_cls: 2.9007, loss: 4.5356, grad_norm: 3.4195 2020-09-23 17:24:52,579 - mmaction - INFO - Epoch [6][400/940] lr: 4.000e-02, eta: 2 days, 7:25:09, time: 1.476, data_time: 0.003, memory: 6929, loss_aux: 1.6532, top1_acc: 0.3574, top5_acc: 0.6059, loss_cls: 2.9165, loss: 4.5698, grad_norm: 3.4180 2020-09-23 17:25:21,657 - mmaction - INFO - Epoch [6][420/940] lr: 4.000e-02, eta: 2 days, 7:24:32, time: 1.454, data_time: 0.002, memory: 6929, loss_aux: 1.6485, top1_acc: 0.3480, top5_acc: 0.6066, loss_cls: 2.9445, loss: 4.5930, grad_norm: 3.4472 2020-09-23 17:25:51,196 - mmaction - INFO - Epoch [6][440/940] lr: 4.000e-02, eta: 2 days, 7:24:07, time: 1.476, data_time: 0.002, memory: 6929, loss_aux: 1.6452, top1_acc: 0.3627, top5_acc: 0.6127, loss_cls: 2.9123, loss: 4.5575, grad_norm: 3.4175 2020-09-23 17:26:20,829 - mmaction - INFO - Epoch [6][460/940] lr: 4.000e-02, eta: 2 days, 7:23:45, time: 1.482, data_time: 0.003, memory: 6929, loss_aux: 1.6381, top1_acc: 0.3605, top5_acc: 0.6029, loss_cls: 2.9348, loss: 4.5729, grad_norm: 3.3473 2020-09-23 17:26:49,590 - mmaction - INFO - Epoch [6][480/940] lr: 4.000e-02, eta: 2 days, 7:22:59, time: 1.437, data_time: 0.002, memory: 6929, loss_aux: 1.6176, top1_acc: 0.3770, top5_acc: 0.6182, loss_cls: 2.8478, loss: 4.4654, grad_norm: 3.3924 2020-09-23 17:27:19,580 - mmaction - INFO - Epoch [6][500/940] lr: 4.000e-02, eta: 2 days, 7:22:47, time: 1.501, data_time: 0.004, memory: 6929, loss_aux: 1.6274, top1_acc: 0.3662, top5_acc: 0.6180, loss_cls: 2.8732, loss: 4.5005, grad_norm: 3.4526 2020-09-23 17:27:48,939 - mmaction - INFO - Epoch [6][520/940] lr: 4.000e-02, eta: 2 days, 7:22:17, time: 1.468, data_time: 0.002, memory: 6929, loss_aux: 1.6367, top1_acc: 0.3613, top5_acc: 0.6107, loss_cls: 2.8934, loss: 4.5301, grad_norm: 3.4037 2020-09-23 17:28:18,119 - mmaction - INFO - Epoch [6][540/940] lr: 4.000e-02, eta: 2 days, 7:21:43, time: 1.459, data_time: 0.003, memory: 6929, loss_aux: 1.6205, top1_acc: 0.3674, top5_acc: 0.6234, loss_cls: 2.8641, loss: 4.4846, grad_norm: 3.3870 2020-09-23 17:28:47,707 - mmaction - INFO - Epoch [6][560/940] lr: 4.000e-02, eta: 2 days, 7:21:20, time: 1.479, data_time: 0.002, memory: 6929, loss_aux: 1.6337, top1_acc: 0.3631, top5_acc: 0.6166, loss_cls: 2.8840, loss: 4.5177, grad_norm: 3.4497 2020-09-23 17:29:16,375 - mmaction - INFO - Epoch [6][580/940] lr: 4.000e-02, eta: 2 days, 7:20:33, time: 1.435, data_time: 0.003, memory: 6929, loss_aux: 1.6210, top1_acc: 0.3689, top5_acc: 0.6232, loss_cls: 2.8730, loss: 4.4940, grad_norm: 3.4514 2020-09-23 17:29:45,919 - mmaction - INFO - Epoch [6][600/940] lr: 4.000e-02, eta: 2 days, 7:20:08, time: 1.476, data_time: 0.001, memory: 6929, loss_aux: 1.6534, top1_acc: 0.3508, top5_acc: 0.6111, loss_cls: 2.9304, loss: 4.5838, grad_norm: 3.4002 2020-09-23 17:30:15,454 - mmaction - INFO - Epoch [6][620/940] lr: 4.000e-02, eta: 2 days, 7:19:41, time: 1.473, data_time: 0.003, memory: 6929, loss_aux: 1.6392, top1_acc: 0.3631, top5_acc: 0.6150, loss_cls: 2.9001, loss: 4.5394, grad_norm: 3.4114 2020-09-23 17:30:45,110 - mmaction - INFO - Epoch [6][640/940] lr: 4.000e-02, eta: 2 days, 7:19:21, time: 1.486, data_time: 0.005, memory: 6929, loss_aux: 1.6288, top1_acc: 0.3561, top5_acc: 0.6109, loss_cls: 2.9108, loss: 4.5396, grad_norm: 3.4511 2020-09-23 17:31:13,944 - mmaction - INFO - Epoch [6][660/940] lr: 4.000e-02, eta: 2 days, 7:18:38, time: 1.441, data_time: 0.004, memory: 6929, loss_aux: 1.6555, top1_acc: 0.3449, top5_acc: 0.6027, loss_cls: 2.9612, loss: 4.6167, grad_norm: 3.3789 2020-09-23 17:31:43,677 - mmaction - INFO - Epoch [6][680/940] lr: 4.000e-02, eta: 2 days, 7:18:18, time: 1.486, data_time: 0.003, memory: 6929, loss_aux: 1.6293, top1_acc: 0.3652, top5_acc: 0.6096, loss_cls: 2.9053, loss: 4.5346, grad_norm: 3.4120 2020-09-23 17:32:14,015 - mmaction - INFO - Epoch [6][700/940] lr: 4.000e-02, eta: 2 days, 7:18:14, time: 1.518, data_time: 0.003, memory: 6929, loss_aux: 1.6342, top1_acc: 0.3670, top5_acc: 0.6119, loss_cls: 2.8959, loss: 4.5301, grad_norm: 3.3460 2020-09-23 17:32:42,703 - mmaction - INFO - Epoch [6][720/940] lr: 4.000e-02, eta: 2 days, 7:17:28, time: 1.435, data_time: 0.002, memory: 6929, loss_aux: 1.6212, top1_acc: 0.3670, top5_acc: 0.6158, loss_cls: 2.8882, loss: 4.5094, grad_norm: 3.3623 2020-09-23 17:33:12,115 - mmaction - INFO - Epoch [6][740/940] lr: 4.000e-02, eta: 2 days, 7:16:59, time: 1.470, data_time: 0.001, memory: 6929, loss_aux: 1.6340, top1_acc: 0.3584, top5_acc: 0.6107, loss_cls: 2.9092, loss: 4.5431, grad_norm: 3.3430 2020-09-23 17:33:41,251 - mmaction - INFO - Epoch [6][760/940] lr: 4.000e-02, eta: 2 days, 7:16:24, time: 1.457, data_time: 0.003, memory: 6929, loss_aux: 1.6287, top1_acc: 0.3658, top5_acc: 0.6070, loss_cls: 2.8958, loss: 4.5244, grad_norm: 3.3883 2020-09-23 17:34:11,153 - mmaction - INFO - Epoch [6][780/940] lr: 4.000e-02, eta: 2 days, 7:16:08, time: 1.494, data_time: 0.002, memory: 6929, loss_aux: 1.6145, top1_acc: 0.3654, top5_acc: 0.6148, loss_cls: 2.8719, loss: 4.4864, grad_norm: 3.3855 2020-09-23 17:34:40,358 - mmaction - INFO - Epoch [6][800/940] lr: 4.000e-02, eta: 2 days, 7:15:36, time: 1.462, data_time: 0.003, memory: 6929, loss_aux: 1.6318, top1_acc: 0.3615, top5_acc: 0.6111, loss_cls: 2.9101, loss: 4.5419, grad_norm: 3.3328 2020-09-23 17:35:09,327 - mmaction - INFO - Epoch [6][820/940] lr: 4.000e-02, eta: 2 days, 7:14:56, time: 1.447, data_time: 0.001, memory: 6929, loss_aux: 1.6137, top1_acc: 0.3652, top5_acc: 0.6195, loss_cls: 2.8676, loss: 4.4813, grad_norm: 3.3091 2020-09-23 17:35:38,739 - mmaction - INFO - Epoch [6][840/940] lr: 4.000e-02, eta: 2 days, 7:14:28, time: 1.472, data_time: 0.007, memory: 6929, loss_aux: 1.6379, top1_acc: 0.3596, top5_acc: 0.6100, loss_cls: 2.9275, loss: 4.5654, grad_norm: 3.3453 2020-09-23 17:36:07,721 - mmaction - INFO - Epoch [6][860/940] lr: 4.000e-02, eta: 2 days, 7:13:49, time: 1.449, data_time: 0.001, memory: 6929, loss_aux: 1.6160, top1_acc: 0.3783, top5_acc: 0.6268, loss_cls: 2.8614, loss: 4.4774, grad_norm: 3.3312 2020-09-23 17:36:37,168 - mmaction - INFO - Epoch [6][880/940] lr: 4.000e-02, eta: 2 days, 7:13:23, time: 1.473, data_time: 0.002, memory: 6929, loss_aux: 1.6030, top1_acc: 0.3734, top5_acc: 0.6203, loss_cls: 2.8456, loss: 4.4486, grad_norm: 3.4081 2020-09-23 17:37:06,630 - mmaction - INFO - Epoch [6][900/940] lr: 4.000e-02, eta: 2 days, 7:12:55, time: 1.472, data_time: 0.001, memory: 6929, loss_aux: 1.6256, top1_acc: 0.3609, top5_acc: 0.6178, loss_cls: 2.8984, loss: 4.5240, grad_norm: 3.3980 2020-09-23 17:37:36,033 - mmaction - INFO - Epoch [6][920/940] lr: 4.000e-02, eta: 2 days, 7:12:27, time: 1.471, data_time: 0.002, memory: 6929, loss_aux: 1.6189, top1_acc: 0.3598, top5_acc: 0.6049, loss_cls: 2.8890, loss: 4.5078, grad_norm: 3.3603 2020-09-23 17:38:04,312 - mmaction - INFO - Epoch [6][940/940] lr: 4.000e-02, eta: 2 days, 7:11:30, time: 1.410, data_time: 0.001, memory: 6929, loss_aux: 1.6415, top1_acc: 0.3551, top5_acc: 0.6112, loss_cls: 2.9412, loss: 4.5827, grad_norm: 3.3552 2020-09-23 17:38:04,710 - mmaction - INFO - Saving checkpoint at 6 epochs 2020-09-23 17:38:39,537 - mmaction - INFO - Epoch [7][20/940] lr: 4.000e-02, eta: 2 days, 7:11:35, time: 1.539, data_time: 0.255, memory: 6929, loss_aux: 1.6225, top1_acc: 0.3711, top5_acc: 0.6170, loss_cls: 2.8657, loss: 4.4883, grad_norm: 3.3689 2020-09-23 17:39:07,391 - mmaction - INFO - Epoch [7][40/940] lr: 4.000e-02, eta: 2 days, 7:10:30, time: 1.393, data_time: 0.002, memory: 6929, loss_aux: 1.6153, top1_acc: 0.3730, top5_acc: 0.6182, loss_cls: 2.8589, loss: 4.4742, grad_norm: 3.3527 2020-09-23 17:39:36,961 - mmaction - INFO - Epoch [7][60/940] lr: 4.000e-02, eta: 2 days, 7:10:06, time: 1.479, data_time: 0.002, memory: 6929, loss_aux: 1.6422, top1_acc: 0.3643, top5_acc: 0.6111, loss_cls: 2.9052, loss: 4.5475, grad_norm: 3.3670 2020-09-23 17:40:05,900 - mmaction - INFO - Epoch [7][80/940] lr: 4.000e-02, eta: 2 days, 7:09:26, time: 1.446, data_time: 0.001, memory: 6929, loss_aux: 1.6232, top1_acc: 0.3705, top5_acc: 0.6205, loss_cls: 2.8491, loss: 4.4722, grad_norm: 3.3764 2020-09-23 17:40:35,190 - mmaction - INFO - Epoch [7][100/940] lr: 4.000e-02, eta: 2 days, 7:08:55, time: 1.464, data_time: 0.002, memory: 6929, loss_aux: 1.6204, top1_acc: 0.3822, top5_acc: 0.6322, loss_cls: 2.8214, loss: 4.4417, grad_norm: 3.3843 2020-09-23 17:41:04,187 - mmaction - INFO - Epoch [7][120/940] lr: 4.000e-02, eta: 2 days, 7:08:17, time: 1.451, data_time: 0.003, memory: 6929, loss_aux: 1.6008, top1_acc: 0.3850, top5_acc: 0.6326, loss_cls: 2.7863, loss: 4.3871, grad_norm: 3.3769 2020-09-23 17:41:33,846 - mmaction - INFO - Epoch [7][140/940] lr: 4.000e-02, eta: 2 days, 7:07:55, time: 1.483, data_time: 0.003, memory: 6929, loss_aux: 1.5986, top1_acc: 0.3838, top5_acc: 0.6205, loss_cls: 2.8253, loss: 4.4239, grad_norm: 3.3941 2020-09-23 17:42:03,360 - mmaction - INFO - Epoch [7][160/940] lr: 4.000e-02, eta: 2 days, 7:07:29, time: 1.476, data_time: 0.003, memory: 6929, loss_aux: 1.6109, top1_acc: 0.3709, top5_acc: 0.6125, loss_cls: 2.8577, loss: 4.4686, grad_norm: 3.3705 2020-09-23 17:42:32,185 - mmaction - INFO - Epoch [7][180/940] lr: 4.000e-02, eta: 2 days, 7:06:47, time: 1.441, data_time: 0.003, memory: 6929, loss_aux: 1.6178, top1_acc: 0.3674, top5_acc: 0.6176, loss_cls: 2.8671, loss: 4.4848, grad_norm: 3.3896 2020-09-23 17:43:01,494 - mmaction - INFO - Epoch [7][200/940] lr: 4.000e-02, eta: 2 days, 7:06:18, time: 1.467, data_time: 0.003, memory: 6929, loss_aux: 1.5956, top1_acc: 0.3689, top5_acc: 0.6271, loss_cls: 2.8349, loss: 4.4304, grad_norm: 3.3844 2020-09-23 17:43:30,705 - mmaction - INFO - Epoch [7][220/940] lr: 4.000e-02, eta: 2 days, 7:05:44, time: 1.459, data_time: 0.001, memory: 6929, loss_aux: 1.6412, top1_acc: 0.3641, top5_acc: 0.6125, loss_cls: 2.8937, loss: 4.5348, grad_norm: 3.4029 2020-09-23 17:43:59,904 - mmaction - INFO - Epoch [7][240/940] lr: 4.000e-02, eta: 2 days, 7:05:11, time: 1.459, data_time: 0.003, memory: 6929, loss_aux: 1.5753, top1_acc: 0.3879, top5_acc: 0.6281, loss_cls: 2.7767, loss: 4.3521, grad_norm: 3.3210 2020-09-23 17:44:29,874 - mmaction - INFO - Epoch [7][260/940] lr: 4.000e-02, eta: 2 days, 7:04:56, time: 1.499, data_time: 0.004, memory: 6929, loss_aux: 1.6087, top1_acc: 0.3768, top5_acc: 0.6248, loss_cls: 2.8462, loss: 4.4548, grad_norm: 3.3820 2020-09-23 17:44:58,760 - mmaction - INFO - Epoch [7][280/940] lr: 4.000e-02, eta: 2 days, 7:04:16, time: 1.444, data_time: 0.003, memory: 6929, loss_aux: 1.6011, top1_acc: 0.3691, top5_acc: 0.6156, loss_cls: 2.8671, loss: 4.4683, grad_norm: 3.3737 2020-09-23 17:45:27,771 - mmaction - INFO - Epoch [7][300/940] lr: 4.000e-02, eta: 2 days, 7:03:39, time: 1.451, data_time: 0.007, memory: 6929, loss_aux: 1.5994, top1_acc: 0.3689, top5_acc: 0.6262, loss_cls: 2.8089, loss: 4.4083, grad_norm: 3.3936 2020-09-23 17:45:57,079 - mmaction - INFO - Epoch [7][320/940] lr: 4.000e-02, eta: 2 days, 7:03:09, time: 1.466, data_time: 0.003, memory: 6929, loss_aux: 1.5934, top1_acc: 0.3781, top5_acc: 0.6203, loss_cls: 2.8200, loss: 4.4133, grad_norm: 3.3843 2020-09-23 17:46:25,930 - mmaction - INFO - Epoch [7][340/940] lr: 4.000e-02, eta: 2 days, 7:02:28, time: 1.443, data_time: 0.002, memory: 6929, loss_aux: 1.6320, top1_acc: 0.3691, top5_acc: 0.6131, loss_cls: 2.8792, loss: 4.5112, grad_norm: 3.3514 2020-09-23 17:46:55,396 - mmaction - INFO - Epoch [7][360/940] lr: 4.000e-02, eta: 2 days, 7:02:02, time: 1.474, data_time: 0.002, memory: 6929, loss_aux: 1.6048, top1_acc: 0.3744, top5_acc: 0.6184, loss_cls: 2.8438, loss: 4.4486, grad_norm: 3.4175 2020-09-23 17:47:24,959 - mmaction - INFO - Epoch [7][380/940] lr: 4.000e-02, eta: 2 days, 7:01:36, time: 1.477, data_time: 0.002, memory: 6929, loss_aux: 1.6086, top1_acc: 0.3779, top5_acc: 0.6189, loss_cls: 2.8578, loss: 4.4664, grad_norm: 3.3889 2020-09-23 17:47:54,516 - mmaction - INFO - Epoch [7][400/940] lr: 4.000e-02, eta: 2 days, 7:01:12, time: 1.479, data_time: 0.003, memory: 6929, loss_aux: 1.6010, top1_acc: 0.3799, top5_acc: 0.6283, loss_cls: 2.8332, loss: 4.4341, grad_norm: 3.3643 2020-09-23 17:48:23,874 - mmaction - INFO - Epoch [7][420/940] lr: 4.000e-02, eta: 2 days, 7:00:42, time: 1.467, data_time: 0.002, memory: 6929, loss_aux: 1.6147, top1_acc: 0.3652, top5_acc: 0.6203, loss_cls: 2.8958, loss: 4.5104, grad_norm: 3.3699 2020-09-23 17:48:52,838 - mmaction - INFO - Epoch [7][440/940] lr: 4.000e-02, eta: 2 days, 7:00:05, time: 1.450, data_time: 0.003, memory: 6929, loss_aux: 1.6212, top1_acc: 0.3666, top5_acc: 0.6178, loss_cls: 2.8864, loss: 4.5075, grad_norm: 3.3318 2020-09-23 17:49:22,658 - mmaction - INFO - Epoch [7][460/940] lr: 4.000e-02, eta: 2 days, 6:59:46, time: 1.491, data_time: 0.001, memory: 6929, loss_aux: 1.6013, top1_acc: 0.3697, top5_acc: 0.6219, loss_cls: 2.8451, loss: 4.4464, grad_norm: 3.3728 2020-09-23 17:49:53,162 - mmaction - INFO - Epoch [7][480/940] lr: 4.000e-02, eta: 2 days, 6:59:42, time: 1.525, data_time: 0.001, memory: 6929, loss_aux: 1.6072, top1_acc: 0.3883, top5_acc: 0.6256, loss_cls: 2.8418, loss: 4.4490, grad_norm: 3.3111 2020-09-23 17:50:22,837 - mmaction - INFO - Epoch [7][500/940] lr: 4.000e-02, eta: 2 days, 6:59:20, time: 1.484, data_time: 0.002, memory: 6929, loss_aux: 1.5927, top1_acc: 0.3686, top5_acc: 0.6193, loss_cls: 2.8289, loss: 4.4216, grad_norm: 3.3532 2020-09-23 17:50:52,876 - mmaction - INFO - Epoch [7][520/940] lr: 4.000e-02, eta: 2 days, 6:59:05, time: 1.502, data_time: 0.002, memory: 6929, loss_aux: 1.6189, top1_acc: 0.3719, top5_acc: 0.6184, loss_cls: 2.8647, loss: 4.4836, grad_norm: 3.3589 2020-09-23 17:51:21,914 - mmaction - INFO - Epoch [7][540/940] lr: 4.000e-02, eta: 2 days, 6:58:29, time: 1.452, data_time: 0.002, memory: 6929, loss_aux: 1.6114, top1_acc: 0.3783, top5_acc: 0.6213, loss_cls: 2.8428, loss: 4.4542, grad_norm: 3.3681 2020-09-23 17:51:52,083 - mmaction - INFO - Epoch [7][560/940] lr: 4.000e-02, eta: 2 days, 6:58:17, time: 1.507, data_time: 0.001, memory: 6929, loss_aux: 1.6075, top1_acc: 0.3643, top5_acc: 0.6174, loss_cls: 2.8651, loss: 4.4726, grad_norm: 3.3971 2020-09-23 17:52:21,803 - mmaction - INFO - Epoch [7][580/940] lr: 4.000e-02, eta: 2 days, 6:57:56, time: 1.487, data_time: 0.003, memory: 6929, loss_aux: 1.5819, top1_acc: 0.3740, top5_acc: 0.6303, loss_cls: 2.8112, loss: 4.3931, grad_norm: 3.3784 2020-09-23 17:52:52,005 - mmaction - INFO - Epoch [7][600/940] lr: 4.000e-02, eta: 2 days, 6:57:44, time: 1.508, data_time: 0.001, memory: 6929, loss_aux: 1.6003, top1_acc: 0.3668, top5_acc: 0.6225, loss_cls: 2.8401, loss: 4.4404, grad_norm: 3.3819 2020-09-23 17:53:20,666 - mmaction - INFO - Epoch [7][620/940] lr: 4.000e-02, eta: 2 days, 6:57:00, time: 1.434, data_time: 0.003, memory: 6929, loss_aux: 1.6003, top1_acc: 0.3771, top5_acc: 0.6221, loss_cls: 2.8288, loss: 4.4291, grad_norm: 3.3157 2020-09-23 17:53:50,805 - mmaction - INFO - Epoch [7][640/940] lr: 4.000e-02, eta: 2 days, 6:56:47, time: 1.507, data_time: 0.001, memory: 6929, loss_aux: 1.5866, top1_acc: 0.3695, top5_acc: 0.6262, loss_cls: 2.8157, loss: 4.4024, grad_norm: 3.3776 2020-09-23 17:54:20,099 - mmaction - INFO - Epoch [7][660/940] lr: 4.000e-02, eta: 2 days, 6:56:16, time: 1.464, data_time: 0.001, memory: 6929, loss_aux: 1.5992, top1_acc: 0.3723, top5_acc: 0.6180, loss_cls: 2.8326, loss: 4.4318, grad_norm: 3.3222 2020-09-23 17:54:49,011 - mmaction - INFO - Epoch [7][680/940] lr: 4.000e-02, eta: 2 days, 6:55:37, time: 1.445, data_time: 0.001, memory: 6929, loss_aux: 1.6055, top1_acc: 0.3801, top5_acc: 0.6209, loss_cls: 2.8274, loss: 4.4329, grad_norm: 3.3740 2020-09-23 17:55:18,343 - mmaction - INFO - Epoch [7][700/940] lr: 4.000e-02, eta: 2 days, 6:55:07, time: 1.468, data_time: 0.003, memory: 6929, loss_aux: 1.5841, top1_acc: 0.3824, top5_acc: 0.6291, loss_cls: 2.7992, loss: 4.3833, grad_norm: 3.3857 2020-09-23 17:55:47,312 - mmaction - INFO - Epoch [7][720/940] lr: 4.000e-02, eta: 2 days, 6:54:29, time: 1.447, data_time: 0.001, memory: 6929, loss_aux: 1.5972, top1_acc: 0.3740, top5_acc: 0.6191, loss_cls: 2.8561, loss: 4.4533, grad_norm: 3.3792 2020-09-23 17:56:16,918 - mmaction - INFO - Epoch [7][740/940] lr: 4.000e-02, eta: 2 days, 6:54:05, time: 1.480, data_time: 0.003, memory: 6929, loss_aux: 1.5997, top1_acc: 0.3648, top5_acc: 0.6275, loss_cls: 2.8443, loss: 4.4440, grad_norm: 3.3268 2020-09-23 17:56:45,825 - mmaction - INFO - Epoch [7][760/940] lr: 4.000e-02, eta: 2 days, 6:53:26, time: 1.446, data_time: 0.002, memory: 6929, loss_aux: 1.5781, top1_acc: 0.3832, top5_acc: 0.6318, loss_cls: 2.7994, loss: 4.3775, grad_norm: 3.4015 2020-09-23 17:57:15,293 - mmaction - INFO - Epoch [7][780/940] lr: 4.000e-02, eta: 2 days, 6:52:58, time: 1.472, data_time: 0.002, memory: 6929, loss_aux: 1.5911, top1_acc: 0.3799, top5_acc: 0.6318, loss_cls: 2.8055, loss: 4.3966, grad_norm: 3.3234 2020-09-23 17:57:44,586 - mmaction - INFO - Epoch [7][800/940] lr: 4.000e-02, eta: 2 days, 6:52:27, time: 1.464, data_time: 0.003, memory: 6929, loss_aux: 1.5970, top1_acc: 0.3756, top5_acc: 0.6221, loss_cls: 2.8156, loss: 4.4126, grad_norm: 3.4012 2020-09-23 17:58:14,996 - mmaction - INFO - Epoch [7][820/940] lr: 4.000e-02, eta: 2 days, 6:52:20, time: 1.522, data_time: 0.003, memory: 6929, loss_aux: 1.5951, top1_acc: 0.3812, top5_acc: 0.6264, loss_cls: 2.8231, loss: 4.4182, grad_norm: 3.3133 2020-09-23 17:58:42,673 - mmaction - INFO - Epoch [7][840/940] lr: 4.000e-02, eta: 2 days, 6:51:15, time: 1.382, data_time: 0.002, memory: 6929, loss_aux: 1.5722, top1_acc: 0.3891, top5_acc: 0.6318, loss_cls: 2.7773, loss: 4.3495, grad_norm: 3.2967 2020-09-23 17:59:14,466 - mmaction - INFO - Epoch [7][860/940] lr: 4.000e-02, eta: 2 days, 6:51:32, time: 1.580, data_time: 0.004, memory: 6929, loss_aux: 1.5565, top1_acc: 0.3920, top5_acc: 0.6402, loss_cls: 2.7645, loss: 4.3209, grad_norm: 3.4087 2020-09-23 17:59:42,351 - mmaction - INFO - Epoch [7][880/940] lr: 4.000e-02, eta: 2 days, 6:50:37, time: 1.405, data_time: 0.013, memory: 6929, loss_aux: 1.5914, top1_acc: 0.3691, top5_acc: 0.6189, loss_cls: 2.8444, loss: 4.4357, grad_norm: 3.3139 2020-09-23 18:00:21,618 - mmaction - INFO - Epoch [7][900/940] lr: 4.000e-02, eta: 2 days, 6:53:28, time: 1.955, data_time: 0.003, memory: 6929, loss_aux: 1.5859, top1_acc: 0.3709, top5_acc: 0.6193, loss_cls: 2.8371, loss: 4.4230, grad_norm: 3.3638 2020-09-23 18:00:48,260 - mmaction - INFO - Epoch [7][920/940] lr: 4.000e-02, eta: 2 days, 6:52:05, time: 1.339, data_time: 0.030, memory: 6929, loss_aux: 1.5868, top1_acc: 0.3695, top5_acc: 0.6299, loss_cls: 2.8242, loss: 4.4110, grad_norm: 3.3415 2020-09-23 18:01:16,201 - mmaction - INFO - Epoch [7][940/940] lr: 4.000e-02, eta: 2 days, 6:51:07, time: 1.399, data_time: 0.003, memory: 6929, loss_aux: 1.5752, top1_acc: 0.3799, top5_acc: 0.6272, loss_cls: 2.7914, loss: 4.3666, grad_norm: 3.3848 2020-09-23 18:01:16,678 - mmaction - INFO - Saving checkpoint at 7 epochs 2020-09-23 18:01:54,224 - mmaction - INFO - Epoch [8][20/940] lr: 4.000e-02, eta: 2 days, 6:50:48, time: 1.494, data_time: 0.261, memory: 6929, loss_aux: 1.5960, top1_acc: 0.3732, top5_acc: 0.6264, loss_cls: 2.8148, loss: 4.4108, grad_norm: 3.3274 2020-09-23 18:02:22,201 - mmaction - INFO - Epoch [8][40/940] lr: 4.000e-02, eta: 2 days, 6:49:52, time: 1.404, data_time: 0.008, memory: 6929, loss_aux: 1.5674, top1_acc: 0.3861, top5_acc: 0.6422, loss_cls: 2.7549, loss: 4.3223, grad_norm: 3.3377 2020-09-23 18:02:50,829 - mmaction - INFO - Epoch [8][60/940] lr: 4.000e-02, eta: 2 days, 6:49:07, time: 1.432, data_time: 0.002, memory: 6929, loss_aux: 1.5620, top1_acc: 0.3896, top5_acc: 0.6396, loss_cls: 2.7522, loss: 4.3142, grad_norm: 3.3027 2020-09-23 18:03:19,686 - mmaction - INFO - Epoch [8][80/940] lr: 4.000e-02, eta: 2 days, 6:48:28, time: 1.443, data_time: 0.002, memory: 6929, loss_aux: 1.5606, top1_acc: 0.3863, top5_acc: 0.6371, loss_cls: 2.7630, loss: 4.3237, grad_norm: 3.3355 2020-09-23 18:03:48,581 - mmaction - INFO - Epoch [8][100/940] lr: 4.000e-02, eta: 2 days, 6:47:49, time: 1.445, data_time: 0.002, memory: 6929, loss_aux: 1.5647, top1_acc: 0.3846, top5_acc: 0.6359, loss_cls: 2.7847, loss: 4.3494, grad_norm: 3.3766 2020-09-23 18:04:18,363 - mmaction - INFO - Epoch [8][120/940] lr: 4.000e-02, eta: 2 days, 6:47:27, time: 1.487, data_time: 0.002, memory: 6929, loss_aux: 1.5844, top1_acc: 0.3779, top5_acc: 0.6270, loss_cls: 2.7830, loss: 4.3674, grad_norm: 3.4153 2020-09-23 18:04:48,130 - mmaction - INFO - Epoch [8][140/940] lr: 4.000e-02, eta: 2 days, 6:47:06, time: 1.490, data_time: 0.003, memory: 6929, loss_aux: 1.5800, top1_acc: 0.3840, top5_acc: 0.6250, loss_cls: 2.7936, loss: 4.3736, grad_norm: 3.3692 2020-09-23 18:05:16,913 - mmaction - INFO - Epoch [8][160/940] lr: 4.000e-02, eta: 2 days, 6:46:17, time: 1.419, data_time: 0.003, memory: 6929, loss_aux: 1.5868, top1_acc: 0.3793, top5_acc: 0.6404, loss_cls: 2.7872, loss: 4.3739, grad_norm: 3.3971 2020-09-23 18:05:46,043 - mmaction - INFO - Epoch [8][180/940] lr: 4.000e-02, eta: 2 days, 6:45:50, time: 1.474, data_time: 0.022, memory: 6929, loss_aux: 1.5838, top1_acc: 0.3830, top5_acc: 0.6232, loss_cls: 2.8051, loss: 4.3889, grad_norm: 3.3745 2020-09-23 18:06:15,744 - mmaction - INFO - Epoch [8][200/940] lr: 4.000e-02, eta: 2 days, 6:45:28, time: 1.488, data_time: 0.004, memory: 6929, loss_aux: 1.5698, top1_acc: 0.3852, top5_acc: 0.6301, loss_cls: 2.7903, loss: 4.3600, grad_norm: 3.3490 2020-09-23 18:06:46,089 - mmaction - INFO - Epoch [8][220/940] lr: 4.000e-02, eta: 2 days, 6:45:17, time: 1.515, data_time: 0.001, memory: 6929, loss_aux: 1.5938, top1_acc: 0.3854, top5_acc: 0.6346, loss_cls: 2.7925, loss: 4.3863, grad_norm: 3.3727 2020-09-23 18:07:14,221 - mmaction - INFO - Epoch [8][240/940] lr: 4.000e-02, eta: 2 days, 6:44:23, time: 1.407, data_time: 0.003, memory: 6929, loss_aux: 1.5709, top1_acc: 0.3828, top5_acc: 0.6371, loss_cls: 2.7761, loss: 4.3470, grad_norm: 3.3721 2020-09-23 18:07:42,706 - mmaction - INFO - Epoch [8][260/940] lr: 4.000e-02, eta: 2 days, 6:43:36, time: 1.423, data_time: 0.002, memory: 6929, loss_aux: 1.5576, top1_acc: 0.3922, top5_acc: 0.6365, loss_cls: 2.7487, loss: 4.3062, grad_norm: 3.3935 2020-09-23 18:08:12,285 - mmaction - INFO - Epoch [8][280/940] lr: 4.000e-02, eta: 2 days, 6:43:11, time: 1.481, data_time: 0.004, memory: 6929, loss_aux: 1.5573, top1_acc: 0.3852, top5_acc: 0.6434, loss_cls: 2.7393, loss: 4.2966, grad_norm: 3.3899 2020-09-23 18:08:41,451 - mmaction - INFO - Epoch [8][300/940] lr: 4.000e-02, eta: 2 days, 6:42:38, time: 1.459, data_time: 0.002, memory: 6929, loss_aux: 1.6067, top1_acc: 0.3688, top5_acc: 0.6172, loss_cls: 2.8571, loss: 4.4638, grad_norm: 3.3340 2020-09-23 18:09:10,392 - mmaction - INFO - Epoch [8][320/940] lr: 4.000e-02, eta: 2 days, 6:42:00, time: 1.446, data_time: 0.001, memory: 6929, loss_aux: 1.5806, top1_acc: 0.3809, top5_acc: 0.6275, loss_cls: 2.8010, loss: 4.3816, grad_norm: 3.3437 2020-09-23 18:09:39,551 - mmaction - INFO - Epoch [8][340/940] lr: 4.000e-02, eta: 2 days, 6:41:27, time: 1.458, data_time: 0.003, memory: 6929, loss_aux: 1.5875, top1_acc: 0.3709, top5_acc: 0.6320, loss_cls: 2.8366, loss: 4.4241, grad_norm: 3.3595 2020-09-23 18:10:08,591 - mmaction - INFO - Epoch [8][360/940] lr: 4.000e-02, eta: 2 days, 6:40:51, time: 1.451, data_time: 0.002, memory: 6929, loss_aux: 1.5604, top1_acc: 0.3852, top5_acc: 0.6381, loss_cls: 2.7617, loss: 4.3221, grad_norm: 3.3018 2020-09-23 18:10:37,837 - mmaction - INFO - Epoch [8][380/940] lr: 4.000e-02, eta: 2 days, 6:40:20, time: 1.464, data_time: 0.003, memory: 6929, loss_aux: 1.5810, top1_acc: 0.3674, top5_acc: 0.6186, loss_cls: 2.8523, loss: 4.4334, grad_norm: 3.2897 2020-09-23 18:11:07,321 - mmaction - INFO - Epoch [8][400/940] lr: 4.000e-02, eta: 2 days, 6:39:52, time: 1.473, data_time: 0.001, memory: 6929, loss_aux: 1.5885, top1_acc: 0.3830, top5_acc: 0.6240, loss_cls: 2.8157, loss: 4.4042, grad_norm: 3.3340 2020-09-23 18:11:36,341 - mmaction - INFO - Epoch [8][420/940] lr: 4.000e-02, eta: 2 days, 6:39:16, time: 1.450, data_time: 0.003, memory: 6929, loss_aux: 1.5551, top1_acc: 0.3910, top5_acc: 0.6389, loss_cls: 2.7471, loss: 4.3022, grad_norm: 3.3785 2020-09-23 18:12:04,963 - mmaction - INFO - Epoch [8][440/940] lr: 4.000e-02, eta: 2 days, 6:38:33, time: 1.433, data_time: 0.003, memory: 6929, loss_aux: 1.5542, top1_acc: 0.3932, top5_acc: 0.6389, loss_cls: 2.7573, loss: 4.3114, grad_norm: 3.3210 2020-09-23 18:12:34,438 - mmaction - INFO - Epoch [8][460/940] lr: 4.000e-02, eta: 2 days, 6:38:05, time: 1.473, data_time: 0.004, memory: 6929, loss_aux: 1.5660, top1_acc: 0.3770, top5_acc: 0.6318, loss_cls: 2.7775, loss: 4.3435, grad_norm: 3.3092 2020-09-23 18:13:04,560 - mmaction - INFO - Epoch [8][480/940] lr: 4.000e-02, eta: 2 days, 6:37:50, time: 1.506, data_time: 0.002, memory: 6929, loss_aux: 1.5473, top1_acc: 0.3973, top5_acc: 0.6348, loss_cls: 2.7424, loss: 4.2897, grad_norm: 3.2736 2020-09-23 18:13:32,365 - mmaction - INFO - Epoch [8][500/940] lr: 4.000e-02, eta: 2 days, 6:36:51, time: 1.390, data_time: 0.002, memory: 6929, loss_aux: 1.5726, top1_acc: 0.3887, top5_acc: 0.6297, loss_cls: 2.7864, loss: 4.3590, grad_norm: 3.3968 2020-09-23 18:14:02,233 - mmaction - INFO - Epoch [8][520/940] lr: 4.000e-02, eta: 2 days, 6:36:31, time: 1.493, data_time: 0.003, memory: 6929, loss_aux: 1.5827, top1_acc: 0.3902, top5_acc: 0.6312, loss_cls: 2.8157, loss: 4.3984, grad_norm: 3.3294 2020-09-23 18:14:31,454 - mmaction - INFO - Epoch [8][540/940] lr: 4.000e-02, eta: 2 days, 6:36:00, time: 1.462, data_time: 0.003, memory: 6929, loss_aux: 1.5679, top1_acc: 0.3811, top5_acc: 0.6328, loss_cls: 2.7865, loss: 4.3544, grad_norm: 3.3455 2020-09-23 18:15:00,782 - mmaction - INFO - Epoch [8][560/940] lr: 4.000e-02, eta: 2 days, 6:35:30, time: 1.466, data_time: 0.002, memory: 6929, loss_aux: 1.5707, top1_acc: 0.3967, top5_acc: 0.6385, loss_cls: 2.7628, loss: 4.3335, grad_norm: 3.2874 2020-09-23 18:15:29,019 - mmaction - INFO - Epoch [8][580/940] lr: 4.000e-02, eta: 2 days, 6:34:39, time: 1.411, data_time: 0.002, memory: 6929, loss_aux: 1.5218, top1_acc: 0.4027, top5_acc: 0.6512, loss_cls: 2.6958, loss: 4.2176, grad_norm: 3.3713 2020-09-23 18:15:58,781 - mmaction - INFO - Epoch [8][600/940] lr: 4.000e-02, eta: 2 days, 6:34:17, time: 1.490, data_time: 0.003, memory: 6929, loss_aux: 1.5751, top1_acc: 0.3857, top5_acc: 0.6367, loss_cls: 2.7573, loss: 4.3324, grad_norm: 3.3256 2020-09-23 18:16:27,339 - mmaction - INFO - Epoch [8][620/940] lr: 4.000e-02, eta: 2 days, 6:33:33, time: 1.427, data_time: 0.002, memory: 6929, loss_aux: 1.5413, top1_acc: 0.3865, top5_acc: 0.6387, loss_cls: 2.7471, loss: 4.2884, grad_norm: 3.3152 2020-09-23 18:16:56,485 - mmaction - INFO - Epoch [8][640/940] lr: 4.000e-02, eta: 2 days, 6:33:00, time: 1.458, data_time: 0.003, memory: 6929, loss_aux: 1.5900, top1_acc: 0.3844, top5_acc: 0.6266, loss_cls: 2.8125, loss: 4.4024, grad_norm: 3.3811 2020-09-23 18:17:25,508 - mmaction - INFO - Epoch [8][660/940] lr: 4.000e-02, eta: 2 days, 6:32:24, time: 1.450, data_time: 0.002, memory: 6929, loss_aux: 1.5745, top1_acc: 0.3791, top5_acc: 0.6293, loss_cls: 2.8056, loss: 4.3801, grad_norm: 3.3357 2020-09-23 18:17:55,046 - mmaction - INFO - Epoch [8][680/940] lr: 4.000e-02, eta: 2 days, 6:31:58, time: 1.478, data_time: 0.003, memory: 6929, loss_aux: 1.5482, top1_acc: 0.3947, top5_acc: 0.6451, loss_cls: 2.7302, loss: 4.2784, grad_norm: 3.3414 2020-09-23 18:18:25,071 - mmaction - INFO - Epoch [8][700/940] lr: 4.000e-02, eta: 2 days, 6:31:40, time: 1.500, data_time: 0.002, memory: 6929, loss_aux: 1.5791, top1_acc: 0.3740, top5_acc: 0.6305, loss_cls: 2.8168, loss: 4.3959, grad_norm: 3.3017 2020-09-23 18:18:54,890 - mmaction - INFO - Epoch [8][720/940] lr: 4.000e-02, eta: 2 days, 6:31:20, time: 1.492, data_time: 0.004, memory: 6929, loss_aux: 1.5737, top1_acc: 0.3807, top5_acc: 0.6252, loss_cls: 2.7990, loss: 4.3726, grad_norm: 3.3328 2020-09-23 18:19:23,558 - mmaction - INFO - Epoch [8][740/940] lr: 4.000e-02, eta: 2 days, 6:30:38, time: 1.433, data_time: 0.002, memory: 6929, loss_aux: 1.5599, top1_acc: 0.3977, top5_acc: 0.6426, loss_cls: 2.7508, loss: 4.3107, grad_norm: 3.3269 2020-09-23 18:19:53,271 - mmaction - INFO - Epoch [8][760/940] lr: 4.000e-02, eta: 2 days, 6:30:14, time: 1.485, data_time: 0.003, memory: 6929, loss_aux: 1.5522, top1_acc: 0.3854, top5_acc: 0.6389, loss_cls: 2.7609, loss: 4.3131, grad_norm: 3.3268 2020-09-23 18:20:21,926 - mmaction - INFO - Epoch [8][780/940] lr: 4.000e-02, eta: 2 days, 6:29:33, time: 1.435, data_time: 0.003, memory: 6929, loss_aux: 1.5450, top1_acc: 0.4008, top5_acc: 0.6471, loss_cls: 2.7232, loss: 4.2682, grad_norm: 3.3269 2020-09-23 18:20:53,010 - mmaction - INFO - Epoch [8][800/940] lr: 4.000e-02, eta: 2 days, 6:29:35, time: 1.554, data_time: 0.001, memory: 6929, loss_aux: 1.5443, top1_acc: 0.3967, top5_acc: 0.6436, loss_cls: 2.7232, loss: 4.2676, grad_norm: 3.2952 2020-09-23 18:21:21,457 - mmaction - INFO - Epoch [8][820/940] lr: 4.000e-02, eta: 2 days, 6:28:49, time: 1.421, data_time: 0.002, memory: 6929, loss_aux: 1.5659, top1_acc: 0.3855, top5_acc: 0.6330, loss_cls: 2.7768, loss: 4.3428, grad_norm: 3.3331 2020-09-23 18:21:50,671 - mmaction - INFO - Epoch [8][840/940] lr: 4.000e-02, eta: 2 days, 6:28:17, time: 1.461, data_time: 0.002, memory: 6929, loss_aux: 1.5337, top1_acc: 0.4033, top5_acc: 0.6451, loss_cls: 2.7207, loss: 4.2544, grad_norm: 3.2994 2020-09-23 18:22:21,436 - mmaction - INFO - Epoch [8][860/940] lr: 4.000e-02, eta: 2 days, 6:28:13, time: 1.539, data_time: 0.002, memory: 6929, loss_aux: 1.5467, top1_acc: 0.3834, top5_acc: 0.6418, loss_cls: 2.7508, loss: 4.2975, grad_norm: 3.2963 2020-09-23 18:22:50,420 - mmaction - INFO - Epoch [8][880/940] lr: 4.000e-02, eta: 2 days, 6:27:36, time: 1.448, data_time: 0.001, memory: 6929, loss_aux: 1.5638, top1_acc: 0.3807, top5_acc: 0.6359, loss_cls: 2.7559, loss: 4.3198, grad_norm: 3.3846 2020-09-23 18:23:20,096 - mmaction - INFO - Epoch [8][900/940] lr: 4.000e-02, eta: 2 days, 6:27:13, time: 1.485, data_time: 0.003, memory: 6929, loss_aux: 1.5585, top1_acc: 0.3824, top5_acc: 0.6355, loss_cls: 2.7750, loss: 4.3336, grad_norm: 3.3443 2020-09-23 18:23:50,535 - mmaction - INFO - Epoch [8][920/940] lr: 4.000e-02, eta: 2 days, 6:27:02, time: 1.521, data_time: 0.001, memory: 6929, loss_aux: 1.5552, top1_acc: 0.3926, top5_acc: 0.6316, loss_cls: 2.7578, loss: 4.3130, grad_norm: 3.2565 2020-09-23 18:24:19,197 - mmaction - INFO - Epoch [8][940/940] lr: 4.000e-02, eta: 2 days, 6:26:21, time: 1.434, data_time: 0.002, memory: 6929, loss_aux: 1.5506, top1_acc: 0.3983, top5_acc: 0.6372, loss_cls: 2.7597, loss: 4.3103, grad_norm: 3.3402 2020-09-23 18:24:19,657 - mmaction - INFO - Saving checkpoint at 8 epochs 2020-09-23 18:24:54,359 - mmaction - INFO - Epoch [9][20/940] lr: 4.000e-02, eta: 2 days, 6:26:31, time: 1.580, data_time: 0.250, memory: 6929, loss_aux: 1.5566, top1_acc: 0.3896, top5_acc: 0.6414, loss_cls: 2.7334, loss: 4.2899, grad_norm: 3.3850 2020-09-23 18:25:23,354 - mmaction - INFO - Epoch [9][40/940] lr: 4.000e-02, eta: 2 days, 6:25:55, time: 1.449, data_time: 0.002, memory: 6929, loss_aux: 1.5666, top1_acc: 0.3809, top5_acc: 0.6350, loss_cls: 2.7765, loss: 4.3431, grad_norm: 3.3084 2020-09-23 18:25:52,769 - mmaction - INFO - Epoch [9][60/940] lr: 4.000e-02, eta: 2 days, 6:25:26, time: 1.471, data_time: 0.003, memory: 6929, loss_aux: 1.5311, top1_acc: 0.3979, top5_acc: 0.6471, loss_cls: 2.7027, loss: 4.2338, grad_norm: 3.3161 2020-09-23 18:26:21,717 - mmaction - INFO - Epoch [9][80/940] lr: 4.000e-02, eta: 2 days, 6:24:50, time: 1.448, data_time: 0.002, memory: 6929, loss_aux: 1.5230, top1_acc: 0.3992, top5_acc: 0.6510, loss_cls: 2.6763, loss: 4.1993, grad_norm: 3.3337 2020-09-23 18:26:52,816 - mmaction - INFO - Epoch [9][100/940] lr: 4.000e-02, eta: 2 days, 6:24:51, time: 1.555, data_time: 0.001, memory: 6929, loss_aux: 1.5461, top1_acc: 0.4002, top5_acc: 0.6402, loss_cls: 2.7171, loss: 4.2632, grad_norm: 3.2911 2020-09-23 18:27:21,834 - mmaction - INFO - Epoch [9][120/940] lr: 4.000e-02, eta: 2 days, 6:24:15, time: 1.450, data_time: 0.001, memory: 6929, loss_aux: 1.5464, top1_acc: 0.3863, top5_acc: 0.6391, loss_cls: 2.7135, loss: 4.2598, grad_norm: 3.2867 2020-09-23 18:27:51,043 - mmaction - INFO - Epoch [9][140/940] lr: 4.000e-02, eta: 2 days, 6:23:42, time: 1.459, data_time: 0.002, memory: 6929, loss_aux: 1.5527, top1_acc: 0.3816, top5_acc: 0.6344, loss_cls: 2.7601, loss: 4.3128, grad_norm: 3.3085 2020-09-23 18:28:20,736 - mmaction - INFO - Epoch [9][160/940] lr: 4.000e-02, eta: 2 days, 6:23:19, time: 1.486, data_time: 0.003, memory: 6929, loss_aux: 1.5297, top1_acc: 0.3973, top5_acc: 0.6482, loss_cls: 2.6990, loss: 4.2287, grad_norm: 3.2841 2020-09-23 18:28:50,223 - mmaction - INFO - Epoch [9][180/940] lr: 4.000e-02, eta: 2 days, 6:22:51, time: 1.474, data_time: 0.002, memory: 6929, loss_aux: 1.5456, top1_acc: 0.3846, top5_acc: 0.6389, loss_cls: 2.7592, loss: 4.3048, grad_norm: 3.3078 2020-09-23 18:29:20,019 - mmaction - INFO - Epoch [9][200/940] lr: 4.000e-02, eta: 2 days, 6:22:29, time: 1.490, data_time: 0.003, memory: 6929, loss_aux: 1.5328, top1_acc: 0.3992, top5_acc: 0.6516, loss_cls: 2.7184, loss: 4.2512, grad_norm: 3.2948 2020-09-23 18:29:49,033 - mmaction - INFO - Epoch [9][220/940] lr: 4.000e-02, eta: 2 days, 6:21:54, time: 1.450, data_time: 0.002, memory: 6929, loss_aux: 1.5478, top1_acc: 0.3988, top5_acc: 0.6457, loss_cls: 2.7260, loss: 4.2738, grad_norm: 3.2933 2020-09-23 18:30:19,333 - mmaction - INFO - Epoch [9][240/940] lr: 4.000e-02, eta: 2 days, 6:21:41, time: 1.516, data_time: 0.003, memory: 6929, loss_aux: 1.5272, top1_acc: 0.3959, top5_acc: 0.6479, loss_cls: 2.7116, loss: 4.2388, grad_norm: 3.3273 2020-09-23 18:30:48,350 - mmaction - INFO - Epoch [9][260/940] lr: 4.000e-02, eta: 2 days, 6:21:05, time: 1.450, data_time: 0.003, memory: 6929, loss_aux: 1.5422, top1_acc: 0.3891, top5_acc: 0.6385, loss_cls: 2.7425, loss: 4.2846, grad_norm: 3.3416 2020-09-23 18:31:18,004 - mmaction - INFO - Epoch [9][280/940] lr: 4.000e-02, eta: 2 days, 6:20:40, time: 1.483, data_time: 0.003, memory: 6929, loss_aux: 1.5447, top1_acc: 0.4025, top5_acc: 0.6467, loss_cls: 2.7111, loss: 4.2558, grad_norm: 3.3039 2020-09-23 18:31:48,045 - mmaction - INFO - Epoch [9][300/940] lr: 4.000e-02, eta: 2 days, 6:20:22, time: 1.502, data_time: 0.002, memory: 6929, loss_aux: 1.5268, top1_acc: 0.3959, top5_acc: 0.6488, loss_cls: 2.6980, loss: 4.2248, grad_norm: 3.3702 2020-09-23 18:32:17,365 - mmaction - INFO - Epoch [9][320/940] lr: 4.000e-02, eta: 2 days, 6:19:52, time: 1.466, data_time: 0.002, memory: 6929, loss_aux: 1.5479, top1_acc: 0.3955, top5_acc: 0.6400, loss_cls: 2.7368, loss: 4.2847, grad_norm: 3.3798 2020-09-23 18:32:46,670 - mmaction - INFO - Epoch [9][340/940] lr: 4.000e-02, eta: 2 days, 6:19:21, time: 1.464, data_time: 0.002, memory: 6929, loss_aux: 1.5597, top1_acc: 0.3992, top5_acc: 0.6395, loss_cls: 2.7522, loss: 4.3119, grad_norm: 3.3236 2020-09-23 18:33:16,735 - mmaction - INFO - Epoch [9][360/940] lr: 4.000e-02, eta: 2 days, 6:19:04, time: 1.504, data_time: 0.003, memory: 6929, loss_aux: 1.5464, top1_acc: 0.4006, top5_acc: 0.6375, loss_cls: 2.7225, loss: 4.2689, grad_norm: 3.2845 2020-09-23 18:33:46,301 - mmaction - INFO - Epoch [9][380/940] lr: 4.000e-02, eta: 2 days, 6:18:37, time: 1.478, data_time: 0.002, memory: 6929, loss_aux: 1.5512, top1_acc: 0.4031, top5_acc: 0.6391, loss_cls: 2.7331, loss: 4.2843, grad_norm: 3.3474 2020-09-23 18:34:15,373 - mmaction - INFO - Epoch [9][400/940] lr: 4.000e-02, eta: 2 days, 6:18:03, time: 1.454, data_time: 0.003, memory: 6929, loss_aux: 1.5271, top1_acc: 0.3975, top5_acc: 0.6494, loss_cls: 2.7036, loss: 4.2307, grad_norm: 3.3115 2020-09-23 18:34:45,532 - mmaction - INFO - Epoch [9][420/940] lr: 4.000e-02, eta: 2 days, 6:17:46, time: 1.508, data_time: 0.002, memory: 6929, loss_aux: 1.5182, top1_acc: 0.3959, top5_acc: 0.6418, loss_cls: 2.7075, loss: 4.2257, grad_norm: 3.3208 2020-09-23 18:35:14,772 - mmaction - INFO - Epoch [9][440/940] lr: 4.000e-02, eta: 2 days, 6:17:15, time: 1.461, data_time: 0.002, memory: 6929, loss_aux: 1.5369, top1_acc: 0.3947, top5_acc: 0.6453, loss_cls: 2.6962, loss: 4.2330, grad_norm: 3.3004 2020-09-23 18:35:43,729 - mmaction - INFO - Epoch [9][460/940] lr: 4.000e-02, eta: 2 days, 6:16:38, time: 1.448, data_time: 0.002, memory: 6929, loss_aux: 1.5393, top1_acc: 0.3965, top5_acc: 0.6396, loss_cls: 2.7306, loss: 4.2699, grad_norm: 3.3248 2020-09-23 18:36:13,509 - mmaction - INFO - Epoch [9][480/940] lr: 4.000e-02, eta: 2 days, 6:16:16, time: 1.490, data_time: 0.003, memory: 6929, loss_aux: 1.5294, top1_acc: 0.3930, top5_acc: 0.6455, loss_cls: 2.6979, loss: 4.2273, grad_norm: 3.2805 2020-09-23 18:36:42,047 - mmaction - INFO - Epoch [9][500/940] lr: 4.000e-02, eta: 2 days, 6:15:33, time: 1.428, data_time: 0.002, memory: 6929, loss_aux: 1.5239, top1_acc: 0.4064, top5_acc: 0.6541, loss_cls: 2.6634, loss: 4.1873, grad_norm: 3.2745 2020-09-23 18:37:11,179 - mmaction - INFO - Epoch [9][520/940] lr: 4.000e-02, eta: 2 days, 6:14:59, time: 1.455, data_time: 0.001, memory: 6929, loss_aux: 1.5342, top1_acc: 0.4000, top5_acc: 0.6432, loss_cls: 2.7175, loss: 4.2518, grad_norm: 3.3318 2020-09-23 18:37:40,765 - mmaction - INFO - Epoch [9][540/940] lr: 4.000e-02, eta: 2 days, 6:14:33, time: 1.479, data_time: 0.003, memory: 6929, loss_aux: 1.5268, top1_acc: 0.4047, top5_acc: 0.6424, loss_cls: 2.6900, loss: 4.2168, grad_norm: 3.2319 2020-09-23 18:38:10,092 - mmaction - INFO - Epoch [9][560/940] lr: 4.000e-02, eta: 2 days, 6:14:03, time: 1.467, data_time: 0.002, memory: 6929, loss_aux: 1.5514, top1_acc: 0.3967, top5_acc: 0.6365, loss_cls: 2.7388, loss: 4.2902, grad_norm: 3.3474 2020-09-23 18:38:40,621 - mmaction - INFO - Epoch [9][580/940] lr: 4.000e-02, eta: 2 days, 6:13:52, time: 1.526, data_time: 0.002, memory: 6929, loss_aux: 1.5478, top1_acc: 0.3963, top5_acc: 0.6371, loss_cls: 2.7378, loss: 4.2857, grad_norm: 3.3560 2020-09-23 18:39:10,266 - mmaction - INFO - Epoch [9][600/940] lr: 4.000e-02, eta: 2 days, 6:13:27, time: 1.482, data_time: 0.002, memory: 6929, loss_aux: 1.5446, top1_acc: 0.4078, top5_acc: 0.6367, loss_cls: 2.7224, loss: 4.2670, grad_norm: 3.3101 2020-09-23 18:39:39,999 - mmaction - INFO - Epoch [9][620/940] lr: 4.000e-02, eta: 2 days, 6:13:04, time: 1.487, data_time: 0.002, memory: 6929, loss_aux: 1.5315, top1_acc: 0.3848, top5_acc: 0.6461, loss_cls: 2.7198, loss: 4.2514, grad_norm: 3.3183 2020-09-23 18:40:09,165 - mmaction - INFO - Epoch [9][640/940] lr: 4.000e-02, eta: 2 days, 6:12:31, time: 1.458, data_time: 0.001, memory: 6929, loss_aux: 1.5398, top1_acc: 0.3869, top5_acc: 0.6402, loss_cls: 2.7363, loss: 4.2761, grad_norm: 3.3188 2020-09-23 18:40:38,791 - mmaction - INFO - Epoch [9][660/940] lr: 4.000e-02, eta: 2 days, 6:12:05, time: 1.481, data_time: 0.002, memory: 6929, loss_aux: 1.5408, top1_acc: 0.3990, top5_acc: 0.6512, loss_cls: 2.6976, loss: 4.2384, grad_norm: 3.3202 2020-09-23 18:41:07,636 - mmaction - INFO - Epoch [9][680/940] lr: 4.000e-02, eta: 2 days, 6:11:27, time: 1.442, data_time: 0.002, memory: 6929, loss_aux: 1.5349, top1_acc: 0.4016, top5_acc: 0.6453, loss_cls: 2.7051, loss: 4.2400, grad_norm: 3.2662 2020-09-23 18:41:36,286 - mmaction - INFO - Epoch [9][700/940] lr: 4.000e-02, eta: 2 days, 6:10:46, time: 1.433, data_time: 0.002, memory: 6929, loss_aux: 1.5415, top1_acc: 0.3912, top5_acc: 0.6426, loss_cls: 2.7119, loss: 4.2534, grad_norm: 3.3388 2020-09-23 18:42:06,527 - mmaction - INFO - Epoch [9][720/940] lr: 4.000e-02, eta: 2 days, 6:10:30, time: 1.511, data_time: 0.001, memory: 6929, loss_aux: 1.5132, top1_acc: 0.4053, top5_acc: 0.6564, loss_cls: 2.6648, loss: 4.1781, grad_norm: 3.3135 2020-09-23 18:42:35,755 - mmaction - INFO - Epoch [9][740/940] lr: 4.000e-02, eta: 2 days, 6:09:57, time: 1.457, data_time: 0.003, memory: 6929, loss_aux: 1.5538, top1_acc: 0.3922, top5_acc: 0.6377, loss_cls: 2.7559, loss: 4.3097, grad_norm: 3.3133 2020-09-23 18:43:04,897 - mmaction - INFO - Epoch [9][760/940] lr: 4.000e-02, eta: 2 days, 6:09:26, time: 1.462, data_time: 0.006, memory: 6929, loss_aux: 1.5257, top1_acc: 0.3998, top5_acc: 0.6475, loss_cls: 2.6990, loss: 4.2248, grad_norm: 3.3266 2020-09-23 18:43:34,172 - mmaction - INFO - Epoch [9][780/940] lr: 4.000e-02, eta: 2 days, 6:08:55, time: 1.464, data_time: 0.001, memory: 6929, loss_aux: 1.5221, top1_acc: 0.3959, top5_acc: 0.6430, loss_cls: 2.6992, loss: 4.2213, grad_norm: 3.3689 2020-09-23 18:44:03,205 - mmaction - INFO - Epoch [9][800/940] lr: 4.000e-02, eta: 2 days, 6:08:19, time: 1.450, data_time: 0.001, memory: 6929, loss_aux: 1.5200, top1_acc: 0.4033, top5_acc: 0.6482, loss_cls: 2.7047, loss: 4.2248, grad_norm: 3.3079 2020-09-23 18:44:32,674 - mmaction - INFO - Epoch [9][820/940] lr: 4.000e-02, eta: 2 days, 6:07:51, time: 1.474, data_time: 0.003, memory: 6929, loss_aux: 1.5251, top1_acc: 0.4049, top5_acc: 0.6537, loss_cls: 2.6793, loss: 4.2044, grad_norm: 3.3248 2020-09-23 18:45:01,726 - mmaction - INFO - Epoch [9][840/940] lr: 4.000e-02, eta: 2 days, 6:07:16, time: 1.450, data_time: 0.002, memory: 6929, loss_aux: 1.5258, top1_acc: 0.4045, top5_acc: 0.6486, loss_cls: 2.7199, loss: 4.2457, grad_norm: 3.3253 2020-09-23 18:45:31,117 - mmaction - INFO - Epoch [9][860/940] lr: 4.000e-02, eta: 2 days, 6:06:48, time: 1.472, data_time: 0.005, memory: 6929, loss_aux: 1.5291, top1_acc: 0.4080, top5_acc: 0.6508, loss_cls: 2.6920, loss: 4.2211, grad_norm: 3.3071 2020-09-23 18:46:00,800 - mmaction - INFO - Epoch [9][880/940] lr: 4.000e-02, eta: 2 days, 6:06:23, time: 1.484, data_time: 0.002, memory: 6929, loss_aux: 1.5465, top1_acc: 0.3959, top5_acc: 0.6418, loss_cls: 2.7305, loss: 4.2769, grad_norm: 3.3701 2020-09-23 18:46:29,482 - mmaction - INFO - Epoch [9][900/940] lr: 4.000e-02, eta: 2 days, 6:05:42, time: 1.433, data_time: 0.002, memory: 6929, loss_aux: 1.5394, top1_acc: 0.3852, top5_acc: 0.6314, loss_cls: 2.7572, loss: 4.2966, grad_norm: 3.3360 2020-09-23 18:46:58,716 - mmaction - INFO - Epoch [9][920/940] lr: 4.000e-02, eta: 2 days, 6:05:11, time: 1.463, data_time: 0.003, memory: 6929, loss_aux: 1.5407, top1_acc: 0.3980, top5_acc: 0.6492, loss_cls: 2.7120, loss: 4.2527, grad_norm: 3.2660 2020-09-23 18:47:26,613 - mmaction - INFO - Epoch [9][940/940] lr: 4.000e-02, eta: 2 days, 6:04:19, time: 1.394, data_time: 0.001, memory: 6929, loss_aux: 1.5186, top1_acc: 0.4018, top5_acc: 0.6560, loss_cls: 2.6907, loss: 4.2094, grad_norm: 3.2959 2020-09-23 18:47:27,108 - mmaction - INFO - Saving checkpoint at 9 epochs 2020-09-23 18:48:02,872 - mmaction - INFO - Epoch [10][20/940] lr: 4.000e-02, eta: 2 days, 6:03:52, time: 1.478, data_time: 0.213, memory: 6929, loss_aux: 1.5354, top1_acc: 0.3957, top5_acc: 0.6424, loss_cls: 2.7116, loss: 4.2470, grad_norm: 3.2521 2020-09-23 18:48:31,559 - mmaction - INFO - Epoch [10][40/940] lr: 4.000e-02, eta: 2 days, 6:03:12, time: 1.435, data_time: 0.003, memory: 6929, loss_aux: 1.5045, top1_acc: 0.4074, top5_acc: 0.6543, loss_cls: 2.6573, loss: 4.1618, grad_norm: 3.2988 2020-09-23 18:49:00,407 - mmaction - INFO - Epoch [10][60/940] lr: 4.000e-02, eta: 2 days, 6:02:35, time: 1.443, data_time: 0.002, memory: 6929, loss_aux: 1.5250, top1_acc: 0.4064, top5_acc: 0.6428, loss_cls: 2.6726, loss: 4.1976, grad_norm: 3.3234 2020-09-23 18:49:30,329 - mmaction - INFO - Epoch [10][80/940] lr: 4.000e-02, eta: 2 days, 6:02:14, time: 1.495, data_time: 0.001, memory: 6929, loss_aux: 1.5378, top1_acc: 0.3994, top5_acc: 0.6434, loss_cls: 2.7173, loss: 4.2551, grad_norm: 3.3338 2020-09-23 18:50:00,167 - mmaction - INFO - Epoch [10][100/940] lr: 4.000e-02, eta: 2 days, 6:01:52, time: 1.492, data_time: 0.003, memory: 6929, loss_aux: 1.5050, top1_acc: 0.4111, top5_acc: 0.6645, loss_cls: 2.6446, loss: 4.1496, grad_norm: 3.3464 2020-09-23 18:50:29,035 - mmaction - INFO - Epoch [10][120/940] lr: 4.000e-02, eta: 2 days, 6:01:14, time: 1.442, data_time: 0.002, memory: 6929, loss_aux: 1.5256, top1_acc: 0.3971, top5_acc: 0.6416, loss_cls: 2.7160, loss: 4.2415, grad_norm: 3.3001 2020-09-23 18:50:58,911 - mmaction - INFO - Epoch [10][140/940] lr: 4.000e-02, eta: 2 days, 6:00:53, time: 1.495, data_time: 0.003, memory: 6929, loss_aux: 1.4971, top1_acc: 0.4117, top5_acc: 0.6619, loss_cls: 2.6504, loss: 4.1475, grad_norm: 3.2979 2020-09-23 18:51:28,940 - mmaction - INFO - Epoch [10][160/940] lr: 4.000e-02, eta: 2 days, 6:00:33, time: 1.500, data_time: 0.002, memory: 6929, loss_aux: 1.5345, top1_acc: 0.4010, top5_acc: 0.6492, loss_cls: 2.7235, loss: 4.2580, grad_norm: 3.3448 2020-09-23 18:51:58,139 - mmaction - INFO - Epoch [10][180/940] lr: 4.000e-02, eta: 2 days, 6:00:02, time: 1.462, data_time: 0.004, memory: 6929, loss_aux: 1.5272, top1_acc: 0.4039, top5_acc: 0.6496, loss_cls: 2.6949, loss: 4.2220, grad_norm: 3.2867 2020-09-23 18:52:27,547 - mmaction - INFO - Epoch [10][200/940] lr: 4.000e-02, eta: 2 days, 5:59:33, time: 1.470, data_time: 0.001, memory: 6929, loss_aux: 1.5068, top1_acc: 0.4125, top5_acc: 0.6557, loss_cls: 2.6407, loss: 4.1475, grad_norm: 3.3062 2020-09-23 18:52:56,840 - mmaction - INFO - Epoch [10][220/940] lr: 4.000e-02, eta: 2 days, 5:59:02, time: 1.465, data_time: 0.002, memory: 6929, loss_aux: 1.4986, top1_acc: 0.4150, top5_acc: 0.6670, loss_cls: 2.6199, loss: 4.1185, grad_norm: 3.3301 2020-09-23 18:53:26,294 - mmaction - INFO - Epoch [10][240/940] lr: 4.000e-02, eta: 2 days, 5:58:34, time: 1.472, data_time: 0.001, memory: 6929, loss_aux: 1.5183, top1_acc: 0.4062, top5_acc: 0.6549, loss_cls: 2.6768, loss: 4.1951, grad_norm: 3.3142 2020-09-23 18:53:55,763 - mmaction - INFO - Epoch [10][260/940] lr: 4.000e-02, eta: 2 days, 5:58:06, time: 1.473, data_time: 0.003, memory: 6929, loss_aux: 1.5056, top1_acc: 0.4039, top5_acc: 0.6564, loss_cls: 2.6404, loss: 4.1460, grad_norm: 3.3189 2020-09-23 18:54:24,711 - mmaction - INFO - Epoch [10][280/940] lr: 4.000e-02, eta: 2 days, 5:57:30, time: 1.448, data_time: 0.003, memory: 6929, loss_aux: 1.5342, top1_acc: 0.3980, top5_acc: 0.6463, loss_cls: 2.7360, loss: 4.2702, grad_norm: 3.3646 2020-09-23 18:54:53,671 - mmaction - INFO - Epoch [10][300/940] lr: 4.000e-02, eta: 2 days, 5:56:54, time: 1.447, data_time: 0.002, memory: 6929, loss_aux: 1.5213, top1_acc: 0.4016, top5_acc: 0.6455, loss_cls: 2.6877, loss: 4.2090, grad_norm: 3.2918 2020-09-23 18:55:23,333 - mmaction - INFO - Epoch [10][320/940] lr: 4.000e-02, eta: 2 days, 5:56:29, time: 1.483, data_time: 0.002, memory: 6929, loss_aux: 1.5181, top1_acc: 0.4010, top5_acc: 0.6529, loss_cls: 2.6703, loss: 4.1883, grad_norm: 3.3167 2020-09-23 18:55:53,306 - mmaction - INFO - Epoch [10][340/940] lr: 4.000e-02, eta: 2 days, 5:56:09, time: 1.499, data_time: 0.002, memory: 6929, loss_aux: 1.4979, top1_acc: 0.4131, top5_acc: 0.6596, loss_cls: 2.6477, loss: 4.1456, grad_norm: 3.2970 2020-09-23 18:56:23,236 - mmaction - INFO - Epoch [10][360/940] lr: 4.000e-02, eta: 2 days, 5:55:48, time: 1.497, data_time: 0.002, memory: 6929, loss_aux: 1.5323, top1_acc: 0.3945, top5_acc: 0.6482, loss_cls: 2.7162, loss: 4.2485, grad_norm: 3.3358 2020-09-23 18:56:51,961 - mmaction - INFO - Epoch [10][380/940] lr: 4.000e-02, eta: 2 days, 5:55:09, time: 1.437, data_time: 0.002, memory: 6929, loss_aux: 1.5179, top1_acc: 0.3982, top5_acc: 0.6637, loss_cls: 2.6697, loss: 4.1875, grad_norm: 3.3405 2020-09-23 18:57:21,279 - mmaction - INFO - Epoch [10][400/940] lr: 4.000e-02, eta: 2 days, 5:54:39, time: 1.466, data_time: 0.001, memory: 6929, loss_aux: 1.5463, top1_acc: 0.4037, top5_acc: 0.6410, loss_cls: 2.7401, loss: 4.2865, grad_norm: 3.3477 2020-09-23 18:57:50,445 - mmaction - INFO - Epoch [10][420/940] lr: 4.000e-02, eta: 2 days, 5:54:06, time: 1.457, data_time: 0.001, memory: 6929, loss_aux: 1.5549, top1_acc: 0.3926, top5_acc: 0.6393, loss_cls: 2.7429, loss: 4.2977, grad_norm: 3.3066 2020-09-23 18:58:19,531 - mmaction - INFO - Epoch [10][440/940] lr: 4.000e-02, eta: 2 days, 5:53:33, time: 1.456, data_time: 0.003, memory: 6929, loss_aux: 1.5323, top1_acc: 0.4057, top5_acc: 0.6520, loss_cls: 2.7003, loss: 4.2326, grad_norm: 3.3070 2020-09-23 18:58:48,756 - mmaction - INFO - Epoch [10][460/940] lr: 4.000e-02, eta: 2 days, 5:53:01, time: 1.460, data_time: 0.001, memory: 6929, loss_aux: 1.5000, top1_acc: 0.4080, top5_acc: 0.6598, loss_cls: 2.6239, loss: 4.1239, grad_norm: 3.3071 2020-09-23 18:59:18,789 - mmaction - INFO - Epoch [10][480/940] lr: 4.000e-02, eta: 2 days, 5:52:41, time: 1.502, data_time: 0.003, memory: 6929, loss_aux: 1.5576, top1_acc: 0.3885, top5_acc: 0.6326, loss_cls: 2.7815, loss: 4.3391, grad_norm: 3.3707 2020-09-23 18:59:47,828 - mmaction - INFO - Epoch [10][500/940] lr: 4.000e-02, eta: 2 days, 5:52:06, time: 1.450, data_time: 0.002, memory: 6929, loss_aux: 1.5120, top1_acc: 0.3951, top5_acc: 0.6488, loss_cls: 2.6953, loss: 4.2072, grad_norm: 3.2878 2020-09-23 19:00:28,496 - mmaction - INFO - Epoch [10][520/940] lr: 4.000e-02, eta: 2 days, 5:54:21, time: 2.027, data_time: 0.006, memory: 6929, loss_aux: 1.5330, top1_acc: 0.4039, top5_acc: 0.6408, loss_cls: 2.6988, loss: 4.2318, grad_norm: 3.2774 2020-09-23 19:00:55,683 - mmaction - INFO - Epoch [10][540/940] lr: 4.000e-02, eta: 2 days, 5:53:22, time: 1.367, data_time: 0.021, memory: 6929, loss_aux: 1.5309, top1_acc: 0.3973, top5_acc: 0.6471, loss_cls: 2.7145, loss: 4.2454, grad_norm: 3.3868 2020-09-23 19:01:24,524 - mmaction - INFO - Epoch [10][560/940] lr: 4.000e-02, eta: 2 days, 5:52:44, time: 1.441, data_time: 0.005, memory: 6929, loss_aux: 1.5153, top1_acc: 0.3988, top5_acc: 0.6467, loss_cls: 2.6938, loss: 4.2091, grad_norm: 3.2899 2020-09-23 19:01:54,032 - mmaction - INFO - Epoch [10][580/940] lr: 4.000e-02, eta: 2 days, 5:52:16, time: 1.476, data_time: 0.004, memory: 6929, loss_aux: 1.5184, top1_acc: 0.4064, top5_acc: 0.6492, loss_cls: 2.6914, loss: 4.2098, grad_norm: 3.2568 2020-09-23 19:02:22,928 - mmaction - INFO - Epoch [10][600/940] lr: 4.000e-02, eta: 2 days, 5:51:40, time: 1.445, data_time: 0.003, memory: 6929, loss_aux: 1.5176, top1_acc: 0.4020, top5_acc: 0.6482, loss_cls: 2.6629, loss: 4.1805, grad_norm: 3.2621 2020-09-23 19:02:52,117 - mmaction - INFO - Epoch [10][620/940] lr: 4.000e-02, eta: 2 days, 5:51:07, time: 1.459, data_time: 0.002, memory: 6929, loss_aux: 1.5150, top1_acc: 0.4000, top5_acc: 0.6520, loss_cls: 2.6738, loss: 4.1887, grad_norm: 3.3363 2020-09-23 19:03:21,282 - mmaction - INFO - Epoch [10][640/940] lr: 4.000e-02, eta: 2 days, 5:50:35, time: 1.459, data_time: 0.003, memory: 6929, loss_aux: 1.4946, top1_acc: 0.4068, top5_acc: 0.6596, loss_cls: 2.6377, loss: 4.1322, grad_norm: 3.2903 2020-09-23 19:03:50,293 - mmaction - INFO - Epoch [10][660/940] lr: 4.000e-02, eta: 2 days, 5:50:00, time: 1.450, data_time: 0.002, memory: 6929, loss_aux: 1.5142, top1_acc: 0.4070, top5_acc: 0.6533, loss_cls: 2.6755, loss: 4.1897, grad_norm: 3.2842 2020-09-23 19:04:20,339 - mmaction - INFO - Epoch [10][680/940] lr: 4.000e-02, eta: 2 days, 5:49:40, time: 1.504, data_time: 0.002, memory: 6929, loss_aux: 1.4874, top1_acc: 0.4082, top5_acc: 0.6617, loss_cls: 2.6281, loss: 4.1156, grad_norm: 3.2753 2020-09-23 19:04:49,723 - mmaction - INFO - Epoch [10][700/940] lr: 4.000e-02, eta: 2 days, 5:49:11, time: 1.469, data_time: 0.001, memory: 6929, loss_aux: 1.5261, top1_acc: 0.3982, top5_acc: 0.6484, loss_cls: 2.7032, loss: 4.2293, grad_norm: 3.2905 2020-09-23 19:05:18,999 - mmaction - INFO - Epoch [10][720/940] lr: 4.000e-02, eta: 2 days, 5:48:39, time: 1.461, data_time: 0.002, memory: 6929, loss_aux: 1.5163, top1_acc: 0.4055, top5_acc: 0.6521, loss_cls: 2.6660, loss: 4.1823, grad_norm: 3.3686 2020-09-23 19:05:49,354 - mmaction - INFO - Epoch [10][740/940] lr: 4.000e-02, eta: 2 days, 5:48:23, time: 1.519, data_time: 0.005, memory: 6929, loss_aux: 1.5037, top1_acc: 0.4121, top5_acc: 0.6588, loss_cls: 2.6330, loss: 4.1367, grad_norm: 3.2862 2020-09-23 19:06:18,440 - mmaction - INFO - Epoch [10][760/940] lr: 4.000e-02, eta: 2 days, 5:47:50, time: 1.456, data_time: 0.004, memory: 6929, loss_aux: 1.4822, top1_acc: 0.4162, top5_acc: 0.6600, loss_cls: 2.6197, loss: 4.1019, grad_norm: 3.2913 2020-09-23 19:06:48,007 - mmaction - INFO - Epoch [10][780/940] lr: 4.000e-02, eta: 2 days, 5:47:23, time: 1.479, data_time: 0.002, memory: 6929, loss_aux: 1.4878, top1_acc: 0.4184, top5_acc: 0.6584, loss_cls: 2.6150, loss: 4.1028, grad_norm: 3.3352 2020-09-23 19:07:18,492 - mmaction - INFO - Epoch [10][800/940] lr: 4.000e-02, eta: 2 days, 5:47:09, time: 1.523, data_time: 0.002, memory: 6929, loss_aux: 1.5106, top1_acc: 0.4008, top5_acc: 0.6445, loss_cls: 2.6947, loss: 4.2052, grad_norm: 3.2915 2020-09-23 19:07:49,174 - mmaction - INFO - Epoch [10][820/940] lr: 4.000e-02, eta: 2 days, 5:46:58, time: 1.533, data_time: 0.002, memory: 6929, loss_aux: 1.5203, top1_acc: 0.4004, top5_acc: 0.6580, loss_cls: 2.6741, loss: 4.1944, grad_norm: 3.3317 2020-09-23 19:08:17,822 - mmaction - INFO - Epoch [10][840/940] lr: 4.000e-02, eta: 2 days, 5:46:18, time: 1.435, data_time: 0.004, memory: 6929, loss_aux: 1.5162, top1_acc: 0.4033, top5_acc: 0.6527, loss_cls: 2.6893, loss: 4.2054, grad_norm: 3.3055 2020-09-23 19:08:48,731 - mmaction - INFO - Epoch [10][860/940] lr: 4.000e-02, eta: 2 days, 5:46:10, time: 1.544, data_time: 0.001, memory: 6929, loss_aux: 1.5037, top1_acc: 0.4168, top5_acc: 0.6518, loss_cls: 2.6807, loss: 4.1843, grad_norm: 3.2829 2020-09-23 19:09:18,257 - mmaction - INFO - Epoch [10][880/940] lr: 4.000e-02, eta: 2 days, 5:45:42, time: 1.477, data_time: 0.003, memory: 6929, loss_aux: 1.4989, top1_acc: 0.4121, top5_acc: 0.6615, loss_cls: 2.6462, loss: 4.1452, grad_norm: 3.2941 2020-09-23 19:09:46,915 - mmaction - INFO - Epoch [10][900/940] lr: 4.000e-02, eta: 2 days, 5:45:03, time: 1.433, data_time: 0.002, memory: 6929, loss_aux: 1.5000, top1_acc: 0.4139, top5_acc: 0.6559, loss_cls: 2.6548, loss: 4.1548, grad_norm: 3.3351 2020-09-23 19:10:16,969 - mmaction - INFO - Epoch [10][920/940] lr: 4.000e-02, eta: 2 days, 5:44:43, time: 1.504, data_time: 0.002, memory: 6929, loss_aux: 1.4701, top1_acc: 0.4131, top5_acc: 0.6652, loss_cls: 2.6044, loss: 4.0745, grad_norm: 3.2618 2020-09-23 19:10:44,897 - mmaction - INFO - Epoch [10][940/940] lr: 4.000e-02, eta: 2 days, 5:43:52, time: 1.395, data_time: 0.001, memory: 6929, loss_aux: 1.5085, top1_acc: 0.4008, top5_acc: 0.6518, loss_cls: 2.6887, loss: 4.1972, grad_norm: 3.3744 2020-09-23 19:10:45,501 - mmaction - INFO - Saving checkpoint at 10 epochs 2020-09-23 19:11:22,369 - mmaction - INFO - Epoch [11][20/940] lr: 4.000e-02, eta: 2 days, 5:43:44, time: 1.545, data_time: 0.274, memory: 6929, loss_aux: 1.5217, top1_acc: 0.4096, top5_acc: 0.6553, loss_cls: 2.6516, loss: 4.1732, grad_norm: 3.3284 2020-09-23 19:11:50,655 - mmaction - INFO - Epoch [11][40/940] lr: 4.000e-02, eta: 2 days, 5:42:59, time: 1.413, data_time: 0.002, memory: 6929, loss_aux: 1.5060, top1_acc: 0.4195, top5_acc: 0.6605, loss_cls: 2.6453, loss: 4.1513, grad_norm: 3.3221 2020-09-23 19:12:20,869 - mmaction - INFO - Epoch [11][60/940] lr: 4.000e-02, eta: 2 days, 5:42:41, time: 1.512, data_time: 0.003, memory: 6929, loss_aux: 1.4978, top1_acc: 0.4080, top5_acc: 0.6637, loss_cls: 2.6360, loss: 4.1338, grad_norm: 3.2617 2020-09-23 19:12:49,553 - mmaction - INFO - Epoch [11][80/940] lr: 4.000e-02, eta: 2 days, 5:42:02, time: 1.434, data_time: 0.002, memory: 6929, loss_aux: 1.5072, top1_acc: 0.4137, top5_acc: 0.6518, loss_cls: 2.6463, loss: 4.1535, grad_norm: 3.2948 2020-09-23 19:13:19,359 - mmaction - INFO - Epoch [11][100/940] lr: 4.000e-02, eta: 2 days, 5:41:38, time: 1.491, data_time: 0.003, memory: 6929, loss_aux: 1.4814, top1_acc: 0.4209, top5_acc: 0.6568, loss_cls: 2.6119, loss: 4.0933, grad_norm: 3.2979 2020-09-23 19:13:48,543 - mmaction - INFO - Epoch [11][120/940] lr: 4.000e-02, eta: 2 days, 5:41:06, time: 1.460, data_time: 0.001, memory: 6929, loss_aux: 1.5160, top1_acc: 0.4045, top5_acc: 0.6518, loss_cls: 2.6860, loss: 4.2021, grad_norm: 3.2952 2020-09-23 19:14:17,804 - mmaction - INFO - Epoch [11][140/940] lr: 4.000e-02, eta: 2 days, 5:40:34, time: 1.462, data_time: 0.001, memory: 6929, loss_aux: 1.5050, top1_acc: 0.3996, top5_acc: 0.6598, loss_cls: 2.6487, loss: 4.1537, grad_norm: 3.3205 2020-09-23 19:14:46,862 - mmaction - INFO - Epoch [11][160/940] lr: 4.000e-02, eta: 2 days, 5:40:00, time: 1.452, data_time: 0.002, memory: 6929, loss_aux: 1.4936, top1_acc: 0.4104, top5_acc: 0.6535, loss_cls: 2.6448, loss: 4.1384, grad_norm: 3.2762 2020-09-23 19:15:16,280 - mmaction - INFO - Epoch [11][180/940] lr: 4.000e-02, eta: 2 days, 5:39:31, time: 1.472, data_time: 0.003, memory: 6929, loss_aux: 1.5117, top1_acc: 0.4062, top5_acc: 0.6455, loss_cls: 2.6821, loss: 4.1938, grad_norm: 3.3099 2020-09-23 19:15:47,109 - mmaction - INFO - Epoch [11][200/940] lr: 4.000e-02, eta: 2 days, 5:39:21, time: 1.541, data_time: 0.002, memory: 6929, loss_aux: 1.4989, top1_acc: 0.4127, top5_acc: 0.6652, loss_cls: 2.6170, loss: 4.1159, grad_norm: 3.3620 2020-09-23 19:16:15,166 - mmaction - INFO - Epoch [11][220/940] lr: 4.000e-02, eta: 2 days, 5:38:34, time: 1.403, data_time: 0.003, memory: 6929, loss_aux: 1.5049, top1_acc: 0.4086, top5_acc: 0.6539, loss_cls: 2.6373, loss: 4.1421, grad_norm: 3.3264 2020-09-23 19:16:44,962 - mmaction - INFO - Epoch [11][240/940] lr: 4.000e-02, eta: 2 days, 5:38:09, time: 1.489, data_time: 0.002, memory: 6929, loss_aux: 1.4891, top1_acc: 0.4254, top5_acc: 0.6635, loss_cls: 2.6046, loss: 4.0937, grad_norm: 3.2968 2020-09-23 19:17:14,461 - mmaction - INFO - Epoch [11][260/940] lr: 4.000e-02, eta: 2 days, 5:37:42, time: 1.476, data_time: 0.003, memory: 6929, loss_aux: 1.5186, top1_acc: 0.4145, top5_acc: 0.6564, loss_cls: 2.6615, loss: 4.1801, grad_norm: 3.3350 2020-09-23 19:17:44,813 - mmaction - INFO - Epoch [11][280/940] lr: 4.000e-02, eta: 2 days, 5:37:25, time: 1.515, data_time: 0.001, memory: 6929, loss_aux: 1.5211, top1_acc: 0.4070, top5_acc: 0.6535, loss_cls: 2.6797, loss: 4.2008, grad_norm: 3.4010 2020-09-23 19:18:13,698 - mmaction - INFO - Epoch [11][300/940] lr: 4.000e-02, eta: 2 days, 5:36:49, time: 1.445, data_time: 0.004, memory: 6929, loss_aux: 1.4912, top1_acc: 0.4178, top5_acc: 0.6633, loss_cls: 2.6099, loss: 4.1012, grad_norm: 3.3130 2020-09-23 19:18:43,123 - mmaction - INFO - Epoch [11][320/940] lr: 4.000e-02, eta: 2 days, 5:36:19, time: 1.471, data_time: 0.002, memory: 6929, loss_aux: 1.5059, top1_acc: 0.4018, top5_acc: 0.6490, loss_cls: 2.6790, loss: 4.1849, grad_norm: 3.2478 2020-09-23 19:19:12,798 - mmaction - INFO - Epoch [11][340/940] lr: 4.000e-02, eta: 2 days, 5:35:54, time: 1.485, data_time: 0.003, memory: 6929, loss_aux: 1.4782, top1_acc: 0.4250, top5_acc: 0.6703, loss_cls: 2.5760, loss: 4.0542, grad_norm: 3.2871 2020-09-23 19:19:41,927 - mmaction - INFO - Epoch [11][360/940] lr: 4.000e-02, eta: 2 days, 5:35:21, time: 1.456, data_time: 0.002, memory: 6929, loss_aux: 1.4994, top1_acc: 0.4025, top5_acc: 0.6535, loss_cls: 2.6562, loss: 4.1556, grad_norm: 3.3238 2020-09-23 19:20:12,306 - mmaction - INFO - Epoch [11][380/940] lr: 4.000e-02, eta: 2 days, 5:35:05, time: 1.518, data_time: 0.002, memory: 6929, loss_aux: 1.4988, top1_acc: 0.4059, top5_acc: 0.6590, loss_cls: 2.6380, loss: 4.1368, grad_norm: 3.4019 2020-09-23 19:20:42,427 - mmaction - INFO - Epoch [11][400/940] lr: 4.000e-02, eta: 2 days, 5:34:45, time: 1.507, data_time: 0.003, memory: 6929, loss_aux: 1.5019, top1_acc: 0.4068, top5_acc: 0.6494, loss_cls: 2.6579, loss: 4.1598, grad_norm: 3.3304 2020-09-23 19:21:12,246 - mmaction - INFO - Epoch [11][420/940] lr: 4.000e-02, eta: 2 days, 5:34:21, time: 1.489, data_time: 0.002, memory: 6929, loss_aux: 1.4921, top1_acc: 0.4156, top5_acc: 0.6684, loss_cls: 2.6275, loss: 4.1197, grad_norm: 3.2873 2020-09-23 19:21:40,981 - mmaction - INFO - Epoch [11][440/940] lr: 4.000e-02, eta: 2 days, 5:33:43, time: 1.439, data_time: 0.003, memory: 6929, loss_aux: 1.4867, top1_acc: 0.4203, top5_acc: 0.6586, loss_cls: 2.6260, loss: 4.1128, grad_norm: 3.2425 2020-09-23 19:22:10,878 - mmaction - INFO - Epoch [11][460/940] lr: 4.000e-02, eta: 2 days, 5:33:20, time: 1.494, data_time: 0.001, memory: 6929, loss_aux: 1.4790, top1_acc: 0.4156, top5_acc: 0.6654, loss_cls: 2.6000, loss: 4.0789, grad_norm: 3.2919 2020-09-23 19:22:40,285 - mmaction - INFO - Epoch [11][480/940] lr: 4.000e-02, eta: 2 days, 5:32:51, time: 1.472, data_time: 0.003, memory: 6929, loss_aux: 1.5055, top1_acc: 0.4104, top5_acc: 0.6496, loss_cls: 2.6567, loss: 4.1622, grad_norm: 3.3229 2020-09-23 19:23:09,166 - mmaction - INFO - Epoch [11][500/940] lr: 4.000e-02, eta: 2 days, 5:32:14, time: 1.443, data_time: 0.001, memory: 6929, loss_aux: 1.5085, top1_acc: 0.4025, top5_acc: 0.6586, loss_cls: 2.6712, loss: 4.1797, grad_norm: 3.3159 2020-09-23 19:23:39,415 - mmaction - INFO - Epoch [11][520/940] lr: 4.000e-02, eta: 2 days, 5:31:56, time: 1.514, data_time: 0.003, memory: 6929, loss_aux: 1.5080, top1_acc: 0.4123, top5_acc: 0.6594, loss_cls: 2.6532, loss: 4.1611, grad_norm: 3.3016 2020-09-23 19:24:09,517 - mmaction - INFO - Epoch [11][540/940] lr: 4.000e-02, eta: 2 days, 5:31:36, time: 1.504, data_time: 0.001, memory: 6929, loss_aux: 1.4989, top1_acc: 0.4141, top5_acc: 0.6605, loss_cls: 2.6331, loss: 4.1320, grad_norm: 3.2590 2020-09-23 19:24:37,913 - mmaction - INFO - Epoch [11][560/940] lr: 4.000e-02, eta: 2 days, 5:30:53, time: 1.420, data_time: 0.005, memory: 6929, loss_aux: 1.4865, top1_acc: 0.4209, top5_acc: 0.6652, loss_cls: 2.6131, loss: 4.0996, grad_norm: 3.2664 2020-09-23 19:25:07,490 - mmaction - INFO - Epoch [11][580/940] lr: 4.000e-02, eta: 2 days, 5:30:25, time: 1.475, data_time: 0.002, memory: 6929, loss_aux: 1.4961, top1_acc: 0.4055, top5_acc: 0.6557, loss_cls: 2.6680, loss: 4.1641, grad_norm: 3.3498 2020-09-23 19:25:37,855 - mmaction - INFO - Epoch [11][600/940] lr: 4.000e-02, eta: 2 days, 5:30:09, time: 1.522, data_time: 0.006, memory: 6929, loss_aux: 1.5014, top1_acc: 0.4074, top5_acc: 0.6551, loss_cls: 2.6379, loss: 4.1393, grad_norm: 3.2573 2020-09-23 19:26:07,439 - mmaction - INFO - Epoch [11][620/940] lr: 4.000e-02, eta: 2 days, 5:29:42, time: 1.478, data_time: 0.002, memory: 6929, loss_aux: 1.5044, top1_acc: 0.4154, top5_acc: 0.6535, loss_cls: 2.6555, loss: 4.1599, grad_norm: 3.3054 2020-09-23 19:26:37,744 - mmaction - INFO - Epoch [11][640/940] lr: 4.000e-02, eta: 2 days, 5:29:25, time: 1.517, data_time: 0.003, memory: 6929, loss_aux: 1.4966, top1_acc: 0.4105, top5_acc: 0.6637, loss_cls: 2.6398, loss: 4.1364, grad_norm: 3.2427 2020-09-23 19:27:08,621 - mmaction - INFO - Epoch [11][660/940] lr: 4.000e-02, eta: 2 days, 5:29:14, time: 1.543, data_time: 0.001, memory: 6929, loss_aux: 1.4845, top1_acc: 0.4031, top5_acc: 0.6639, loss_cls: 2.6354, loss: 4.1199, grad_norm: 3.2927 2020-09-23 19:27:37,008 - mmaction - INFO - Epoch [11][680/940] lr: 4.000e-02, eta: 2 days, 5:28:31, time: 1.420, data_time: 0.002, memory: 6929, loss_aux: 1.4950, top1_acc: 0.4107, top5_acc: 0.6605, loss_cls: 2.6480, loss: 4.1430, grad_norm: 3.3285 2020-09-23 19:28:06,208 - mmaction - INFO - Epoch [11][700/940] lr: 4.000e-02, eta: 2 days, 5:27:59, time: 1.460, data_time: 0.002, memory: 6929, loss_aux: 1.4754, top1_acc: 0.4150, top5_acc: 0.6627, loss_cls: 2.6015, loss: 4.0769, grad_norm: 3.2900 2020-09-23 19:28:36,908 - mmaction - INFO - Epoch [11][720/940] lr: 4.000e-02, eta: 2 days, 5:27:47, time: 1.535, data_time: 0.003, memory: 6929, loss_aux: 1.5266, top1_acc: 0.4049, top5_acc: 0.6455, loss_cls: 2.7068, loss: 4.2335, grad_norm: 3.3550 2020-09-23 19:29:08,215 - mmaction - INFO - Epoch [11][740/940] lr: 4.000e-02, eta: 2 days, 5:27:42, time: 1.566, data_time: 0.002, memory: 6929, loss_aux: 1.4912, top1_acc: 0.4193, top5_acc: 0.6605, loss_cls: 2.6200, loss: 4.1112, grad_norm: 3.2194 2020-09-23 19:29:37,303 - mmaction - INFO - Epoch [11][760/940] lr: 4.000e-02, eta: 2 days, 5:27:08, time: 1.454, data_time: 0.001, memory: 6929, loss_aux: 1.4878, top1_acc: 0.4090, top5_acc: 0.6607, loss_cls: 2.6259, loss: 4.1137, grad_norm: 3.2874 2020-09-23 19:30:06,187 - mmaction - INFO - Epoch [11][780/940] lr: 4.000e-02, eta: 2 days, 5:26:31, time: 1.443, data_time: 0.001, memory: 6929, loss_aux: 1.4910, top1_acc: 0.4180, top5_acc: 0.6545, loss_cls: 2.6199, loss: 4.1109, grad_norm: 3.2455 2020-09-23 19:30:36,241 - mmaction - INFO - Epoch [11][800/940] lr: 4.000e-02, eta: 2 days, 5:26:11, time: 1.504, data_time: 0.003, memory: 6929, loss_aux: 1.5101, top1_acc: 0.4062, top5_acc: 0.6586, loss_cls: 2.6733, loss: 4.1834, grad_norm: 3.3491 2020-09-23 19:31:05,212 - mmaction - INFO - Epoch [11][820/940] lr: 4.000e-02, eta: 2 days, 5:25:36, time: 1.449, data_time: 0.001, memory: 6929, loss_aux: 1.5051, top1_acc: 0.3973, top5_acc: 0.6547, loss_cls: 2.6672, loss: 4.1723, grad_norm: 3.3417 2020-09-23 19:31:34,563 - mmaction - INFO - Epoch [11][840/940] lr: 4.000e-02, eta: 2 days, 5:25:05, time: 1.468, data_time: 0.001, memory: 6929, loss_aux: 1.4879, top1_acc: 0.4205, top5_acc: 0.6564, loss_cls: 2.6184, loss: 4.1063, grad_norm: 3.2658 2020-09-23 19:32:03,722 - mmaction - INFO - Epoch [11][860/940] lr: 4.000e-02, eta: 2 days, 5:24:32, time: 1.457, data_time: 0.001, memory: 6929, loss_aux: 1.5046, top1_acc: 0.4068, top5_acc: 0.6479, loss_cls: 2.6649, loss: 4.1695, grad_norm: 3.2878 2020-09-23 19:32:32,735 - mmaction - INFO - Epoch [11][880/940] lr: 4.000e-02, eta: 2 days, 5:23:58, time: 1.452, data_time: 0.003, memory: 6929, loss_aux: 1.4912, top1_acc: 0.4170, top5_acc: 0.6590, loss_cls: 2.6208, loss: 4.1119, grad_norm: 3.2729 2020-09-23 19:33:02,522 - mmaction - INFO - Epoch [11][900/940] lr: 4.000e-02, eta: 2 days, 5:23:33, time: 1.489, data_time: 0.001, memory: 6929, loss_aux: 1.4914, top1_acc: 0.4025, top5_acc: 0.6564, loss_cls: 2.6403, loss: 4.1317, grad_norm: 3.2222 2020-09-23 19:33:32,255 - mmaction - INFO - Epoch [11][920/940] lr: 4.000e-02, eta: 2 days, 5:23:08, time: 1.485, data_time: 0.004, memory: 6929, loss_aux: 1.4763, top1_acc: 0.4148, top5_acc: 0.6570, loss_cls: 2.6046, loss: 4.0809, grad_norm: 3.2962 2020-09-23 19:33:59,897 - mmaction - INFO - Epoch [11][940/940] lr: 4.000e-02, eta: 2 days, 5:22:16, time: 1.383, data_time: 0.004, memory: 6929, loss_aux: 1.4613, top1_acc: 0.4267, top5_acc: 0.6660, loss_cls: 2.5820, loss: 4.0433, grad_norm: 3.3615 2020-09-23 19:34:00,381 - mmaction - INFO - Saving checkpoint at 11 epochs 2020-09-23 19:34:34,827 - mmaction - INFO - Epoch [12][20/940] lr: 4.000e-02, eta: 2 days, 5:21:54, time: 1.498, data_time: 0.231, memory: 6929, loss_aux: 1.5049, top1_acc: 0.4088, top5_acc: 0.6561, loss_cls: 2.6500, loss: 4.1550, grad_norm: 3.3112 2020-09-23 19:35:04,409 - mmaction - INFO - Epoch [12][40/940] lr: 4.000e-02, eta: 2 days, 5:21:27, time: 1.479, data_time: 0.003, memory: 6929, loss_aux: 1.4701, top1_acc: 0.4291, top5_acc: 0.6678, loss_cls: 2.5730, loss: 4.0431, grad_norm: 3.3243 2020-09-23 19:35:33,314 - mmaction - INFO - Epoch [12][60/940] lr: 4.000e-02, eta: 2 days, 5:20:51, time: 1.445, data_time: 0.003, memory: 6929, loss_aux: 1.4854, top1_acc: 0.4262, top5_acc: 0.6734, loss_cls: 2.5933, loss: 4.0787, grad_norm: 3.2866 2020-09-23 19:36:02,652 - mmaction - INFO - Epoch [12][80/940] lr: 4.000e-02, eta: 2 days, 5:20:20, time: 1.467, data_time: 0.002, memory: 6929, loss_aux: 1.4822, top1_acc: 0.4209, top5_acc: 0.6639, loss_cls: 2.6044, loss: 4.0866, grad_norm: 3.3179 2020-09-23 19:36:30,872 - mmaction - INFO - Epoch [12][100/940] lr: 4.000e-02, eta: 2 days, 5:19:36, time: 1.412, data_time: 0.003, memory: 6929, loss_aux: 1.4470, top1_acc: 0.4346, top5_acc: 0.6674, loss_cls: 2.5436, loss: 3.9906, grad_norm: 3.2037 2020-09-23 19:37:00,578 - mmaction - INFO - Epoch [12][120/940] lr: 4.000e-02, eta: 2 days, 5:19:10, time: 1.485, data_time: 0.002, memory: 6929, loss_aux: 1.4803, top1_acc: 0.4250, top5_acc: 0.6604, loss_cls: 2.6064, loss: 4.0867, grad_norm: 3.2671 2020-09-23 19:37:29,560 - mmaction - INFO - Epoch [12][140/940] lr: 4.000e-02, eta: 2 days, 5:18:36, time: 1.449, data_time: 0.002, memory: 6929, loss_aux: 1.4637, top1_acc: 0.4273, top5_acc: 0.6709, loss_cls: 2.5770, loss: 4.0407, grad_norm: 3.2814 2020-09-23 19:37:58,724 - mmaction - INFO - Epoch [12][160/940] lr: 4.000e-02, eta: 2 days, 5:18:03, time: 1.457, data_time: 0.002, memory: 6929, loss_aux: 1.4623, top1_acc: 0.4316, top5_acc: 0.6656, loss_cls: 2.5676, loss: 4.0299, grad_norm: 3.2799 2020-09-23 19:38:27,457 - mmaction - INFO - Epoch [12][180/940] lr: 4.000e-02, eta: 2 days, 5:17:25, time: 1.437, data_time: 0.003, memory: 6929, loss_aux: 1.4752, top1_acc: 0.4145, top5_acc: 0.6574, loss_cls: 2.6229, loss: 4.0981, grad_norm: 3.3152 2020-09-23 19:38:57,281 - mmaction - INFO - Epoch [12][200/940] lr: 4.000e-02, eta: 2 days, 5:17:02, time: 1.492, data_time: 0.003, memory: 6929, loss_aux: 1.4959, top1_acc: 0.4133, top5_acc: 0.6555, loss_cls: 2.6389, loss: 4.1348, grad_norm: 3.3608 2020-09-23 19:39:26,052 - mmaction - INFO - Epoch [12][220/940] lr: 4.000e-02, eta: 2 days, 5:16:24, time: 1.438, data_time: 0.001, memory: 6929, loss_aux: 1.4645, top1_acc: 0.4201, top5_acc: 0.6686, loss_cls: 2.5822, loss: 4.0467, grad_norm: 3.3090 2020-09-23 19:39:54,734 - mmaction - INFO - Epoch [12][240/940] lr: 4.000e-02, eta: 2 days, 5:15:46, time: 1.434, data_time: 0.002, memory: 6929, loss_aux: 1.4855, top1_acc: 0.4229, top5_acc: 0.6609, loss_cls: 2.6107, loss: 4.0962, grad_norm: 3.3158 2020-09-23 19:40:24,302 - mmaction - INFO - Epoch [12][260/940] lr: 4.000e-02, eta: 2 days, 5:15:18, time: 1.478, data_time: 0.002, memory: 6929, loss_aux: 1.4518, top1_acc: 0.4211, top5_acc: 0.6824, loss_cls: 2.5406, loss: 3.9925, grad_norm: 3.3011 2020-09-23 19:40:54,410 - mmaction - INFO - Epoch [12][280/940] lr: 4.000e-02, eta: 2 days, 5:14:58, time: 1.507, data_time: 0.004, memory: 6929, loss_aux: 1.4944, top1_acc: 0.4068, top5_acc: 0.6617, loss_cls: 2.6335, loss: 4.1279, grad_norm: 3.3523 2020-09-23 19:41:23,569 - mmaction - INFO - Epoch [12][300/940] lr: 4.000e-02, eta: 2 days, 5:14:25, time: 1.456, data_time: 0.001, memory: 6929, loss_aux: 1.4727, top1_acc: 0.4223, top5_acc: 0.6721, loss_cls: 2.5845, loss: 4.0572, grad_norm: 3.3006 2020-09-23 19:41:52,507 - mmaction - INFO - Epoch [12][320/940] lr: 4.000e-02, eta: 2 days, 5:13:50, time: 1.448, data_time: 0.004, memory: 6929, loss_aux: 1.4874, top1_acc: 0.4172, top5_acc: 0.6602, loss_cls: 2.6287, loss: 4.1161, grad_norm: 3.3538 2020-09-23 19:42:22,726 - mmaction - INFO - Epoch [12][340/940] lr: 4.000e-02, eta: 2 days, 5:13:30, time: 1.510, data_time: 0.003, memory: 6929, loss_aux: 1.4800, top1_acc: 0.4115, top5_acc: 0.6609, loss_cls: 2.6106, loss: 4.0906, grad_norm: 3.3337 2020-09-23 19:42:51,782 - mmaction - INFO - Epoch [12][360/940] lr: 4.000e-02, eta: 2 days, 5:12:57, time: 1.454, data_time: 0.003, memory: 6929, loss_aux: 1.4734, top1_acc: 0.4195, top5_acc: 0.6658, loss_cls: 2.5764, loss: 4.0498, grad_norm: 3.2872 2020-09-23 19:43:21,671 - mmaction - INFO - Epoch [12][380/940] lr: 4.000e-02, eta: 2 days, 5:12:34, time: 1.495, data_time: 0.002, memory: 6929, loss_aux: 1.4706, top1_acc: 0.4297, top5_acc: 0.6672, loss_cls: 2.5690, loss: 4.0396, grad_norm: 3.2864 2020-09-23 19:43:50,607 - mmaction - INFO - Epoch [12][400/940] lr: 4.000e-02, eta: 2 days, 5:11:58, time: 1.446, data_time: 0.001, memory: 6929, loss_aux: 1.4781, top1_acc: 0.4170, top5_acc: 0.6652, loss_cls: 2.6085, loss: 4.0866, grad_norm: 3.2746 2020-09-23 19:44:19,504 - mmaction - INFO - Epoch [12][420/940] lr: 4.000e-02, eta: 2 days, 5:11:23, time: 1.445, data_time: 0.002, memory: 6929, loss_aux: 1.4966, top1_acc: 0.4133, top5_acc: 0.6553, loss_cls: 2.6383, loss: 4.1349, grad_norm: 3.3788 2020-09-23 19:44:49,035 - mmaction - INFO - Epoch [12][440/940] lr: 4.000e-02, eta: 2 days, 5:10:55, time: 1.476, data_time: 0.002, memory: 6929, loss_aux: 1.4736, top1_acc: 0.4188, top5_acc: 0.6699, loss_cls: 2.5938, loss: 4.0674, grad_norm: 3.2858 2020-09-23 19:45:18,355 - mmaction - INFO - Epoch [12][460/940] lr: 4.000e-02, eta: 2 days, 5:10:25, time: 1.467, data_time: 0.003, memory: 6929, loss_aux: 1.4777, top1_acc: 0.4154, top5_acc: 0.6605, loss_cls: 2.6052, loss: 4.0829, grad_norm: 3.2622 2020-09-23 19:45:47,190 - mmaction - INFO - Epoch [12][480/940] lr: 4.000e-02, eta: 2 days, 5:09:48, time: 1.440, data_time: 0.001, memory: 6929, loss_aux: 1.4578, top1_acc: 0.4252, top5_acc: 0.6691, loss_cls: 2.5619, loss: 4.0196, grad_norm: 3.2975 2020-09-23 19:46:17,016 - mmaction - INFO - Epoch [12][500/940] lr: 4.000e-02, eta: 2 days, 5:09:24, time: 1.493, data_time: 0.003, memory: 6929, loss_aux: 1.4580, top1_acc: 0.4230, top5_acc: 0.6723, loss_cls: 2.5868, loss: 4.0448, grad_norm: 3.3085 2020-09-23 19:46:45,530 - mmaction - INFO - Epoch [12][520/940] lr: 4.000e-02, eta: 2 days, 5:08:44, time: 1.425, data_time: 0.001, memory: 6929, loss_aux: 1.4757, top1_acc: 0.4166, top5_acc: 0.6691, loss_cls: 2.5986, loss: 4.0744, grad_norm: 3.3190 2020-09-23 19:47:14,861 - mmaction - INFO - Epoch [12][540/940] lr: 4.000e-02, eta: 2 days, 5:08:13, time: 1.465, data_time: 0.001, memory: 6929, loss_aux: 1.4790, top1_acc: 0.4217, top5_acc: 0.6662, loss_cls: 2.5881, loss: 4.0671, grad_norm: 3.2800 2020-09-23 19:47:44,504 - mmaction - INFO - Epoch [12][560/940] lr: 4.000e-02, eta: 2 days, 5:07:47, time: 1.481, data_time: 0.002, memory: 6929, loss_aux: 1.4675, top1_acc: 0.4223, top5_acc: 0.6684, loss_cls: 2.5808, loss: 4.0483, grad_norm: 3.3460 2020-09-23 19:48:13,784 - mmaction - INFO - Epoch [12][580/940] lr: 4.000e-02, eta: 2 days, 5:07:16, time: 1.466, data_time: 0.004, memory: 6929, loss_aux: 1.4466, top1_acc: 0.4301, top5_acc: 0.6717, loss_cls: 2.5527, loss: 3.9993, grad_norm: 3.3124 2020-09-23 19:48:43,528 - mmaction - INFO - Epoch [12][600/940] lr: 4.000e-02, eta: 2 days, 5:06:51, time: 1.486, data_time: 0.001, memory: 6929, loss_aux: 1.4935, top1_acc: 0.4205, top5_acc: 0.6627, loss_cls: 2.6170, loss: 4.1105, grad_norm: 3.3178 2020-09-23 19:49:12,341 - mmaction - INFO - Epoch [12][620/940] lr: 4.000e-02, eta: 2 days, 5:06:14, time: 1.440, data_time: 0.003, memory: 6929, loss_aux: 1.4803, top1_acc: 0.4164, top5_acc: 0.6693, loss_cls: 2.6069, loss: 4.0872, grad_norm: 3.2937 2020-09-23 19:49:41,394 - mmaction - INFO - Epoch [12][640/940] lr: 4.000e-02, eta: 2 days, 5:05:41, time: 1.454, data_time: 0.003, memory: 6929, loss_aux: 1.4689, top1_acc: 0.4227, top5_acc: 0.6703, loss_cls: 2.5708, loss: 4.0397, grad_norm: 3.3225 2020-09-23 19:50:10,572 - mmaction - INFO - Epoch [12][660/940] lr: 4.000e-02, eta: 2 days, 5:05:08, time: 1.455, data_time: 0.001, memory: 6929, loss_aux: 1.4796, top1_acc: 0.4186, top5_acc: 0.6629, loss_cls: 2.6062, loss: 4.0858, grad_norm: 3.2690 2020-09-23 19:50:39,559 - mmaction - INFO - Epoch [12][680/940] lr: 4.000e-02, eta: 2 days, 5:04:34, time: 1.452, data_time: 0.005, memory: 6929, loss_aux: 1.4836, top1_acc: 0.4207, top5_acc: 0.6627, loss_cls: 2.6045, loss: 4.0881, grad_norm: 3.2908 2020-09-23 19:51:08,849 - mmaction - INFO - Epoch [12][700/940] lr: 4.000e-02, eta: 2 days, 5:04:04, time: 1.465, data_time: 0.002, memory: 6929, loss_aux: 1.4929, top1_acc: 0.4043, top5_acc: 0.6564, loss_cls: 2.6410, loss: 4.1339, grad_norm: 3.3358 2020-09-23 19:51:37,497 - mmaction - INFO - Epoch [12][720/940] lr: 4.000e-02, eta: 2 days, 5:03:26, time: 1.433, data_time: 0.002, memory: 6929, loss_aux: 1.4906, top1_acc: 0.4182, top5_acc: 0.6648, loss_cls: 2.6173, loss: 4.1079, grad_norm: 3.3133 2020-09-23 19:52:07,274 - mmaction - INFO - Epoch [12][740/940] lr: 4.000e-02, eta: 2 days, 5:03:00, time: 1.488, data_time: 0.001, memory: 6929, loss_aux: 1.4885, top1_acc: 0.4178, top5_acc: 0.6564, loss_cls: 2.6220, loss: 4.1105, grad_norm: 3.2970 2020-09-23 19:52:36,824 - mmaction - INFO - Epoch [12][760/940] lr: 4.000e-02, eta: 2 days, 5:02:33, time: 1.478, data_time: 0.003, memory: 6929, loss_aux: 1.4889, top1_acc: 0.4090, top5_acc: 0.6604, loss_cls: 2.6328, loss: 4.1217, grad_norm: 3.2787 2020-09-23 19:53:06,830 - mmaction - INFO - Epoch [12][780/940] lr: 4.000e-02, eta: 2 days, 5:02:10, time: 1.499, data_time: 0.002, memory: 6929, loss_aux: 1.4883, top1_acc: 0.4141, top5_acc: 0.6574, loss_cls: 2.6382, loss: 4.1265, grad_norm: 3.3085 2020-09-23 19:53:36,754 - mmaction - INFO - Epoch [12][800/940] lr: 4.000e-02, eta: 2 days, 5:01:47, time: 1.498, data_time: 0.003, memory: 6929, loss_aux: 1.4664, top1_acc: 0.4115, top5_acc: 0.6703, loss_cls: 2.5705, loss: 4.0369, grad_norm: 3.2491 2020-09-23 19:54:05,930 - mmaction - INFO - Epoch [12][820/940] lr: 4.000e-02, eta: 2 days, 5:01:15, time: 1.458, data_time: 0.001, memory: 6929, loss_aux: 1.4777, top1_acc: 0.4207, top5_acc: 0.6631, loss_cls: 2.6044, loss: 4.0821, grad_norm: 3.3124 2020-09-23 19:54:34,698 - mmaction - INFO - Epoch [12][840/940] lr: 4.000e-02, eta: 2 days, 5:00:39, time: 1.440, data_time: 0.003, memory: 6929, loss_aux: 1.4552, top1_acc: 0.4209, top5_acc: 0.6703, loss_cls: 2.5549, loss: 4.0101, grad_norm: 3.3290 2020-09-23 19:55:04,204 - mmaction - INFO - Epoch [12][860/940] lr: 4.000e-02, eta: 2 days, 5:00:10, time: 1.474, data_time: 0.001, memory: 6929, loss_aux: 1.4498, top1_acc: 0.4371, top5_acc: 0.6740, loss_cls: 2.5434, loss: 3.9932, grad_norm: 3.2234 2020-09-23 19:55:34,012 - mmaction - INFO - Epoch [12][880/940] lr: 4.000e-02, eta: 2 days, 4:59:46, time: 1.492, data_time: 0.003, memory: 6929, loss_aux: 1.4918, top1_acc: 0.4215, top5_acc: 0.6605, loss_cls: 2.6243, loss: 4.1162, grad_norm: 3.2782 2020-09-23 19:56:03,414 - mmaction - INFO - Epoch [12][900/940] lr: 4.000e-02, eta: 2 days, 4:59:16, time: 1.469, data_time: 0.001, memory: 6929, loss_aux: 1.4672, top1_acc: 0.4238, top5_acc: 0.6689, loss_cls: 2.5899, loss: 4.0571, grad_norm: 3.3121 2020-09-23 19:56:31,677 - mmaction - INFO - Epoch [12][920/940] lr: 4.000e-02, eta: 2 days, 4:58:34, time: 1.413, data_time: 0.002, memory: 6929, loss_aux: 1.4765, top1_acc: 0.4227, top5_acc: 0.6621, loss_cls: 2.6211, loss: 4.0976, grad_norm: 3.2442 2020-09-23 19:57:00,071 - mmaction - INFO - Epoch [12][940/940] lr: 4.000e-02, eta: 2 days, 4:57:53, time: 1.420, data_time: 0.002, memory: 6929, loss_aux: 1.4700, top1_acc: 0.4284, top5_acc: 0.6713, loss_cls: 2.5689, loss: 4.0390, grad_norm: 3.2681 2020-09-23 19:57:00,505 - mmaction - INFO - Saving checkpoint at 12 epochs 2020-09-23 19:57:37,558 - mmaction - INFO - Epoch [13][20/940] lr: 4.000e-02, eta: 2 days, 4:57:43, time: 1.557, data_time: 0.193, memory: 6929, loss_aux: 1.4838, top1_acc: 0.4184, top5_acc: 0.6660, loss_cls: 2.6093, loss: 4.0932, grad_norm: 3.3080 2020-09-23 19:58:05,610 - mmaction - INFO - Epoch [13][40/940] lr: 4.000e-02, eta: 2 days, 4:56:58, time: 1.401, data_time: 0.001, memory: 6929, loss_aux: 1.4501, top1_acc: 0.4211, top5_acc: 0.6701, loss_cls: 2.5548, loss: 4.0050, grad_norm: 3.2735 2020-09-23 19:58:33,990 - mmaction - INFO - Epoch [13][60/940] lr: 4.000e-02, eta: 2 days, 4:56:17, time: 1.420, data_time: 0.002, memory: 6929, loss_aux: 1.4657, top1_acc: 0.4240, top5_acc: 0.6643, loss_cls: 2.5763, loss: 4.0421, grad_norm: 3.2347 2020-09-23 19:59:03,437 - mmaction - INFO - Epoch [13][80/940] lr: 4.000e-02, eta: 2 days, 4:55:48, time: 1.471, data_time: 0.001, memory: 6929, loss_aux: 1.4549, top1_acc: 0.4303, top5_acc: 0.6715, loss_cls: 2.5533, loss: 4.0082, grad_norm: 3.2553 2020-09-23 19:59:32,651 - mmaction - INFO - Epoch [13][100/940] lr: 4.000e-02, eta: 2 days, 4:55:17, time: 1.462, data_time: 0.003, memory: 6929, loss_aux: 1.4291, top1_acc: 0.4410, top5_acc: 0.6807, loss_cls: 2.4949, loss: 3.9240, grad_norm: 3.2226 2020-09-23 20:00:02,021 - mmaction - INFO - Epoch [13][120/940] lr: 4.000e-02, eta: 2 days, 4:54:47, time: 1.468, data_time: 0.001, memory: 6929, loss_aux: 1.4302, top1_acc: 0.4332, top5_acc: 0.6846, loss_cls: 2.5125, loss: 3.9427, grad_norm: 3.2816 2020-09-23 20:00:35,700 - mmaction - INFO - Epoch [13][140/940] lr: 4.000e-02, eta: 2 days, 4:55:05, time: 1.681, data_time: 0.003, memory: 6929, loss_aux: 1.4486, top1_acc: 0.4262, top5_acc: 0.6723, loss_cls: 2.5501, loss: 3.9987, grad_norm: 3.3010 2020-09-23 20:01:04,464 - mmaction - INFO - Epoch [13][160/940] lr: 4.000e-02, eta: 2 days, 4:54:30, time: 1.441, data_time: 0.018, memory: 6929, loss_aux: 1.4649, top1_acc: 0.4195, top5_acc: 0.6654, loss_cls: 2.5826, loss: 4.0475, grad_norm: 3.2513 2020-09-23 20:01:34,054 - mmaction - INFO - Epoch [13][180/940] lr: 4.000e-02, eta: 2 days, 4:54:02, time: 1.480, data_time: 0.002, memory: 6929, loss_aux: 1.4665, top1_acc: 0.4266, top5_acc: 0.6744, loss_cls: 2.5632, loss: 4.0297, grad_norm: 3.2451 2020-09-23 20:02:03,033 - mmaction - INFO - Epoch [13][200/940] lr: 4.000e-02, eta: 2 days, 4:53:28, time: 1.449, data_time: 0.002, memory: 6929, loss_aux: 1.4789, top1_acc: 0.4182, top5_acc: 0.6633, loss_cls: 2.6097, loss: 4.0887, grad_norm: 3.3037 2020-09-23 20:02:32,325 - mmaction - INFO - Epoch [13][220/940] lr: 4.000e-02, eta: 2 days, 4:52:57, time: 1.464, data_time: 0.002, memory: 6929, loss_aux: 1.4823, top1_acc: 0.4184, top5_acc: 0.6596, loss_cls: 2.6099, loss: 4.0922, grad_norm: 3.3070 2020-09-23 20:03:01,597 - mmaction - INFO - Epoch [13][240/940] lr: 4.000e-02, eta: 2 days, 4:52:27, time: 1.465, data_time: 0.003, memory: 6929, loss_aux: 1.4609, top1_acc: 0.4309, top5_acc: 0.6707, loss_cls: 2.5699, loss: 4.0308, grad_norm: 3.2371 2020-09-23 20:03:31,147 - mmaction - INFO - Epoch [13][260/940] lr: 4.000e-02, eta: 2 days, 4:51:59, time: 1.475, data_time: 0.001, memory: 6929, loss_aux: 1.4506, top1_acc: 0.4313, top5_acc: 0.6717, loss_cls: 2.5394, loss: 3.9899, grad_norm: 3.2991 2020-09-23 20:04:00,021 - mmaction - INFO - Epoch [13][280/940] lr: 4.000e-02, eta: 2 days, 4:51:23, time: 1.444, data_time: 0.004, memory: 6929, loss_aux: 1.4673, top1_acc: 0.4254, top5_acc: 0.6646, loss_cls: 2.6131, loss: 4.0803, grad_norm: 3.2577 2020-09-23 20:04:30,447 - mmaction - INFO - Epoch [13][300/940] lr: 4.000e-02, eta: 2 days, 4:51:05, time: 1.521, data_time: 0.003, memory: 6929, loss_aux: 1.4787, top1_acc: 0.4227, top5_acc: 0.6656, loss_cls: 2.6019, loss: 4.0806, grad_norm: 3.2737 2020-09-23 20:04:58,522 - mmaction - INFO - Epoch [13][320/940] lr: 4.000e-02, eta: 2 days, 4:50:21, time: 1.404, data_time: 0.003, memory: 6929, loss_aux: 1.4711, top1_acc: 0.4113, top5_acc: 0.6670, loss_cls: 2.6032, loss: 4.0743, grad_norm: 3.2810 2020-09-23 20:05:27,391 - mmaction - INFO - Epoch [13][340/940] lr: 4.000e-02, eta: 2 days, 4:49:46, time: 1.443, data_time: 0.002, memory: 6929, loss_aux: 1.4671, top1_acc: 0.4314, top5_acc: 0.6701, loss_cls: 2.5744, loss: 4.0415, grad_norm: 3.2845 2020-09-23 20:05:57,141 - mmaction - INFO - Epoch [13][360/940] lr: 4.000e-02, eta: 2 days, 4:49:21, time: 1.488, data_time: 0.002, memory: 6929, loss_aux: 1.4471, top1_acc: 0.4293, top5_acc: 0.6770, loss_cls: 2.5349, loss: 3.9820, grad_norm: 3.2657 2020-09-23 20:06:25,613 - mmaction - INFO - Epoch [13][380/940] lr: 4.000e-02, eta: 2 days, 4:48:41, time: 1.422, data_time: 0.001, memory: 6929, loss_aux: 1.4604, top1_acc: 0.4252, top5_acc: 0.6641, loss_cls: 2.5720, loss: 4.0324, grad_norm: 3.2832 2020-09-23 20:06:54,666 - mmaction - INFO - Epoch [13][400/940] lr: 4.000e-02, eta: 2 days, 4:48:08, time: 1.453, data_time: 0.003, memory: 6929, loss_aux: 1.4422, top1_acc: 0.4229, top5_acc: 0.6721, loss_cls: 2.5623, loss: 4.0045, grad_norm: 3.3181 2020-09-23 20:07:24,967 - mmaction - INFO - Epoch [13][420/940] lr: 4.000e-02, eta: 2 days, 4:47:48, time: 1.514, data_time: 0.002, memory: 6929, loss_aux: 1.4390, top1_acc: 0.4264, top5_acc: 0.6725, loss_cls: 2.5303, loss: 3.9693, grad_norm: 3.2692 2020-09-23 20:07:54,153 - mmaction - INFO - Epoch [13][440/940] lr: 4.000e-02, eta: 2 days, 4:47:16, time: 1.460, data_time: 0.003, memory: 6929, loss_aux: 1.4409, top1_acc: 0.4254, top5_acc: 0.6830, loss_cls: 2.5390, loss: 3.9799, grad_norm: 3.3038 2020-09-23 20:08:23,149 - mmaction - INFO - Epoch [13][460/940] lr: 4.000e-02, eta: 2 days, 4:46:42, time: 1.449, data_time: 0.002, memory: 6929, loss_aux: 1.4656, top1_acc: 0.4154, top5_acc: 0.6734, loss_cls: 2.5788, loss: 4.0444, grad_norm: 3.3252 2020-09-23 20:08:52,939 - mmaction - INFO - Epoch [13][480/940] lr: 4.000e-02, eta: 2 days, 4:46:18, time: 1.491, data_time: 0.003, memory: 6929, loss_aux: 1.4705, top1_acc: 0.4104, top5_acc: 0.6637, loss_cls: 2.5971, loss: 4.0677, grad_norm: 3.3604 2020-09-23 20:09:21,267 - mmaction - INFO - Epoch [13][500/940] lr: 4.000e-02, eta: 2 days, 4:45:36, time: 1.415, data_time: 0.001, memory: 6929, loss_aux: 1.4718, top1_acc: 0.4133, top5_acc: 0.6684, loss_cls: 2.5944, loss: 4.0662, grad_norm: 3.3348 2020-09-23 20:09:51,279 - mmaction - INFO - Epoch [13][520/940] lr: 4.000e-02, eta: 2 days, 4:45:14, time: 1.501, data_time: 0.002, memory: 6929, loss_aux: 1.4807, top1_acc: 0.4197, top5_acc: 0.6629, loss_cls: 2.6105, loss: 4.0912, grad_norm: 3.2863 2020-09-23 20:10:21,081 - mmaction - INFO - Epoch [13][540/940] lr: 4.000e-02, eta: 2 days, 4:44:49, time: 1.490, data_time: 0.002, memory: 6929, loss_aux: 1.4391, top1_acc: 0.4338, top5_acc: 0.6660, loss_cls: 2.5339, loss: 3.9730, grad_norm: 3.2234 2020-09-23 20:10:49,903 - mmaction - INFO - Epoch [13][560/940] lr: 4.000e-02, eta: 2 days, 4:44:13, time: 1.440, data_time: 0.001, memory: 6929, loss_aux: 1.4922, top1_acc: 0.4219, top5_acc: 0.6592, loss_cls: 2.6253, loss: 4.1175, grad_norm: 3.3018 2020-09-23 20:11:19,231 - mmaction - INFO - Epoch [13][580/940] lr: 4.000e-02, eta: 2 days, 4:43:43, time: 1.467, data_time: 0.003, memory: 6929, loss_aux: 1.4623, top1_acc: 0.4254, top5_acc: 0.6703, loss_cls: 2.5774, loss: 4.0397, grad_norm: 3.3099 2020-09-23 20:11:49,727 - mmaction - INFO - Epoch [13][600/940] lr: 4.000e-02, eta: 2 days, 4:43:25, time: 1.524, data_time: 0.002, memory: 6929, loss_aux: 1.4731, top1_acc: 0.4363, top5_acc: 0.6732, loss_cls: 2.5701, loss: 4.0432, grad_norm: 3.2621 2020-09-23 20:12:18,062 - mmaction - INFO - Epoch [13][620/940] lr: 4.000e-02, eta: 2 days, 4:42:44, time: 1.418, data_time: 0.003, memory: 6929, loss_aux: 1.4625, top1_acc: 0.4221, top5_acc: 0.6637, loss_cls: 2.5718, loss: 4.0343, grad_norm: 3.2202 2020-09-23 20:12:47,752 - mmaction - INFO - Epoch [13][640/940] lr: 4.000e-02, eta: 2 days, 4:42:18, time: 1.483, data_time: 0.002, memory: 6929, loss_aux: 1.4183, top1_acc: 0.4281, top5_acc: 0.6850, loss_cls: 2.4940, loss: 3.9123, grad_norm: 3.2790 2020-09-23 20:13:16,823 - mmaction - INFO - Epoch [13][660/940] lr: 4.000e-02, eta: 2 days, 4:41:45, time: 1.455, data_time: 0.003, memory: 6929, loss_aux: 1.4730, top1_acc: 0.4107, top5_acc: 0.6602, loss_cls: 2.6237, loss: 4.0966, grad_norm: 3.3305 2020-09-23 20:13:46,258 - mmaction - INFO - Epoch [13][680/940] lr: 4.000e-02, eta: 2 days, 4:41:16, time: 1.471, data_time: 0.001, memory: 6929, loss_aux: 1.4638, top1_acc: 0.4201, top5_acc: 0.6654, loss_cls: 2.5995, loss: 4.0634, grad_norm: 3.2397 2020-09-23 20:14:16,873 - mmaction - INFO - Epoch [13][700/940] lr: 4.000e-02, eta: 2 days, 4:41:00, time: 1.531, data_time: 0.002, memory: 6929, loss_aux: 1.4594, top1_acc: 0.4326, top5_acc: 0.6744, loss_cls: 2.5721, loss: 4.0315, grad_norm: 3.2240 2020-09-23 20:14:45,238 - mmaction - INFO - Epoch [13][720/940] lr: 4.000e-02, eta: 2 days, 4:40:20, time: 1.418, data_time: 0.001, memory: 6929, loss_aux: 1.4679, top1_acc: 0.4254, top5_acc: 0.6740, loss_cls: 2.5704, loss: 4.0383, grad_norm: 3.3000 2020-09-23 20:15:14,739 - mmaction - INFO - Epoch [13][740/940] lr: 4.000e-02, eta: 2 days, 4:39:51, time: 1.475, data_time: 0.001, memory: 6929, loss_aux: 1.4497, top1_acc: 0.4242, top5_acc: 0.6766, loss_cls: 2.5515, loss: 4.0012, grad_norm: 3.3144 2020-09-23 20:15:43,815 - mmaction - INFO - Epoch [13][760/940] lr: 4.000e-02, eta: 2 days, 4:39:18, time: 1.453, data_time: 0.001, memory: 6929, loss_aux: 1.4523, top1_acc: 0.4219, top5_acc: 0.6635, loss_cls: 2.5744, loss: 4.0267, grad_norm: 3.2709 2020-09-23 20:16:13,446 - mmaction - INFO - Epoch [13][780/940] lr: 4.000e-02, eta: 2 days, 4:38:51, time: 1.481, data_time: 0.001, memory: 6929, loss_aux: 1.4615, top1_acc: 0.4277, top5_acc: 0.6686, loss_cls: 2.5619, loss: 4.0234, grad_norm: 3.2490 2020-09-23 20:16:42,686 - mmaction - INFO - Epoch [13][800/940] lr: 4.000e-02, eta: 2 days, 4:38:20, time: 1.461, data_time: 0.002, memory: 6929, loss_aux: 1.4550, top1_acc: 0.4316, top5_acc: 0.6672, loss_cls: 2.5585, loss: 4.0135, grad_norm: 3.2724 2020-09-23 20:17:11,578 - mmaction - INFO - Epoch [13][820/940] lr: 4.000e-02, eta: 2 days, 4:37:45, time: 1.445, data_time: 0.003, memory: 6929, loss_aux: 1.4602, top1_acc: 0.4256, top5_acc: 0.6750, loss_cls: 2.5750, loss: 4.0351, grad_norm: 3.2689 2020-09-23 20:17:40,797 - mmaction - INFO - Epoch [13][840/940] lr: 4.000e-02, eta: 2 days, 4:37:14, time: 1.462, data_time: 0.003, memory: 6929, loss_aux: 1.4476, top1_acc: 0.4291, top5_acc: 0.6754, loss_cls: 2.5391, loss: 3.9868, grad_norm: 3.2520 2020-09-23 20:18:09,881 - mmaction - INFO - Epoch [13][860/940] lr: 4.000e-02, eta: 2 days, 4:36:41, time: 1.454, data_time: 0.001, memory: 6929, loss_aux: 1.4947, top1_acc: 0.4131, top5_acc: 0.6555, loss_cls: 2.6507, loss: 4.1454, grad_norm: 3.2844 2020-09-23 20:18:39,178 - mmaction - INFO - Epoch [13][880/940] lr: 4.000e-02, eta: 2 days, 4:36:11, time: 1.465, data_time: 0.002, memory: 6929, loss_aux: 1.4581, top1_acc: 0.4227, top5_acc: 0.6629, loss_cls: 2.5882, loss: 4.0463, grad_norm: 3.2941 2020-09-23 20:19:08,562 - mmaction - INFO - Epoch [13][900/940] lr: 4.000e-02, eta: 2 days, 4:35:42, time: 1.469, data_time: 0.001, memory: 6929, loss_aux: 1.4547, top1_acc: 0.4252, top5_acc: 0.6637, loss_cls: 2.5916, loss: 4.0463, grad_norm: 3.2526 2020-09-23 20:19:37,301 - mmaction - INFO - Epoch [13][920/940] lr: 4.000e-02, eta: 2 days, 4:35:05, time: 1.437, data_time: 0.002, memory: 6929, loss_aux: 1.4582, top1_acc: 0.4232, top5_acc: 0.6723, loss_cls: 2.5832, loss: 4.0414, grad_norm: 3.2939 2020-09-23 20:20:05,452 - mmaction - INFO - Epoch [13][940/940] lr: 4.000e-02, eta: 2 days, 4:34:23, time: 1.407, data_time: 0.002, memory: 6929, loss_aux: 1.4631, top1_acc: 0.4255, top5_acc: 0.6652, loss_cls: 2.5631, loss: 4.0263, grad_norm: 3.3038 2020-09-23 20:20:05,993 - mmaction - INFO - Saving checkpoint at 13 epochs 2020-09-23 20:20:43,518 - mmaction - INFO - Epoch [14][20/940] lr: 4.000e-02, eta: 2 days, 4:34:09, time: 1.546, data_time: 0.244, memory: 6929, loss_aux: 1.4590, top1_acc: 0.4275, top5_acc: 0.6707, loss_cls: 2.5667, loss: 4.0257, grad_norm: 3.2801 2020-09-23 20:21:11,740 - mmaction - INFO - Epoch [14][40/940] lr: 4.000e-02, eta: 2 days, 4:33:28, time: 1.412, data_time: 0.003, memory: 6929, loss_aux: 1.4307, top1_acc: 0.4344, top5_acc: 0.6803, loss_cls: 2.5336, loss: 3.9643, grad_norm: 3.2831 2020-09-23 20:21:41,327 - mmaction - INFO - Epoch [14][60/940] lr: 4.000e-02, eta: 2 days, 4:33:00, time: 1.479, data_time: 0.003, memory: 6929, loss_aux: 1.4466, top1_acc: 0.4285, top5_acc: 0.6730, loss_cls: 2.5451, loss: 3.9917, grad_norm: 3.2878 2020-09-23 20:22:10,203 - mmaction - INFO - Epoch [14][80/940] lr: 4.000e-02, eta: 2 days, 4:32:25, time: 1.444, data_time: 0.002, memory: 6929, loss_aux: 1.4657, top1_acc: 0.4350, top5_acc: 0.6695, loss_cls: 2.5655, loss: 4.0313, grad_norm: 3.3230 2020-09-23 20:22:39,216 - mmaction - INFO - Epoch [14][100/940] lr: 4.000e-02, eta: 2 days, 4:31:52, time: 1.452, data_time: 0.005, memory: 6929, loss_aux: 1.4434, top1_acc: 0.4367, top5_acc: 0.6744, loss_cls: 2.5248, loss: 3.9682, grad_norm: 3.2836 2020-09-23 20:23:07,966 - mmaction - INFO - Epoch [14][120/940] lr: 4.000e-02, eta: 2 days, 4:31:16, time: 1.436, data_time: 0.001, memory: 6929, loss_aux: 1.4230, top1_acc: 0.4389, top5_acc: 0.6855, loss_cls: 2.4903, loss: 3.9133, grad_norm: 3.2678 2020-09-23 20:23:37,226 - mmaction - INFO - Epoch [14][140/940] lr: 4.000e-02, eta: 2 days, 4:30:45, time: 1.465, data_time: 0.003, memory: 6929, loss_aux: 1.4338, top1_acc: 0.4299, top5_acc: 0.6777, loss_cls: 2.5163, loss: 3.9500, grad_norm: 3.2759 2020-09-23 20:24:07,654 - mmaction - INFO - Epoch [14][160/940] lr: 4.000e-02, eta: 2 days, 4:30:26, time: 1.520, data_time: 0.001, memory: 6929, loss_aux: 1.4257, top1_acc: 0.4383, top5_acc: 0.6824, loss_cls: 2.5010, loss: 3.9266, grad_norm: 3.2540 2020-09-23 20:24:36,846 - mmaction - INFO - Epoch [14][180/940] lr: 4.000e-02, eta: 2 days, 4:29:55, time: 1.461, data_time: 0.003, memory: 6929, loss_aux: 1.4156, top1_acc: 0.4490, top5_acc: 0.6857, loss_cls: 2.4756, loss: 3.8913, grad_norm: 3.2633 2020-09-23 20:25:05,940 - mmaction - INFO - Epoch [14][200/940] lr: 4.000e-02, eta: 2 days, 4:29:23, time: 1.453, data_time: 0.001, memory: 6929, loss_aux: 1.4289, top1_acc: 0.4311, top5_acc: 0.6861, loss_cls: 2.4908, loss: 3.9197, grad_norm: 3.3317 2020-09-23 20:25:36,282 - mmaction - INFO - Epoch [14][220/940] lr: 4.000e-02, eta: 2 days, 4:29:03, time: 1.517, data_time: 0.003, memory: 6929, loss_aux: 1.4318, top1_acc: 0.4408, top5_acc: 0.6793, loss_cls: 2.5025, loss: 3.9343, grad_norm: 3.2860 2020-09-23 20:26:04,416 - mmaction - INFO - Epoch [14][240/940] lr: 4.000e-02, eta: 2 days, 4:28:20, time: 1.406, data_time: 0.004, memory: 6929, loss_aux: 1.4491, top1_acc: 0.4250, top5_acc: 0.6705, loss_cls: 2.5678, loss: 4.0169, grad_norm: 3.3060 2020-09-23 20:26:33,456 - mmaction - INFO - Epoch [14][260/940] lr: 4.000e-02, eta: 2 days, 4:27:48, time: 1.453, data_time: 0.004, memory: 6929, loss_aux: 1.4368, top1_acc: 0.4418, top5_acc: 0.6781, loss_cls: 2.5063, loss: 3.9431, grad_norm: 3.3198 2020-09-23 20:27:02,287 - mmaction - INFO - Epoch [14][280/940] lr: 4.000e-02, eta: 2 days, 4:27:12, time: 1.440, data_time: 0.002, memory: 6929, loss_aux: 1.4414, top1_acc: 0.4195, top5_acc: 0.6740, loss_cls: 2.5483, loss: 3.9897, grad_norm: 3.2927 2020-09-23 20:27:32,852 - mmaction - INFO - Epoch [14][300/940] lr: 4.000e-02, eta: 2 days, 4:26:55, time: 1.531, data_time: 0.003, memory: 6929, loss_aux: 1.4596, top1_acc: 0.4348, top5_acc: 0.6746, loss_cls: 2.5629, loss: 4.0225, grad_norm: 3.2767 2020-09-23 20:28:00,788 - mmaction - INFO - Epoch [14][320/940] lr: 4.000e-02, eta: 2 days, 4:26:11, time: 1.396, data_time: 0.001, memory: 6929, loss_aux: 1.4501, top1_acc: 0.4246, top5_acc: 0.6670, loss_cls: 2.5748, loss: 4.0249, grad_norm: 3.3115 2020-09-23 20:28:30,434 - mmaction - INFO - Epoch [14][340/940] lr: 4.000e-02, eta: 2 days, 4:25:44, time: 1.480, data_time: 0.001, memory: 6929, loss_aux: 1.4723, top1_acc: 0.4264, top5_acc: 0.6742, loss_cls: 2.5689, loss: 4.0412, grad_norm: 3.3052 2020-09-23 20:28:58,992 - mmaction - INFO - Epoch [14][360/940] lr: 4.000e-02, eta: 2 days, 4:25:06, time: 1.429, data_time: 0.004, memory: 6929, loss_aux: 1.4549, top1_acc: 0.4301, top5_acc: 0.6650, loss_cls: 2.5639, loss: 4.0188, grad_norm: 3.3302 2020-09-23 20:29:28,407 - mmaction - INFO - Epoch [14][380/940] lr: 4.000e-02, eta: 2 days, 4:24:37, time: 1.471, data_time: 0.002, memory: 6929, loss_aux: 1.4463, top1_acc: 0.4262, top5_acc: 0.6787, loss_cls: 2.5269, loss: 3.9732, grad_norm: 3.2902 2020-09-23 20:29:56,921 - mmaction - INFO - Epoch [14][400/940] lr: 4.000e-02, eta: 2 days, 4:23:59, time: 1.426, data_time: 0.003, memory: 6929, loss_aux: 1.4460, top1_acc: 0.4275, top5_acc: 0.6854, loss_cls: 2.5270, loss: 3.9730, grad_norm: 3.2906 2020-09-23 20:30:27,693 - mmaction - INFO - Epoch [14][420/940] lr: 4.000e-02, eta: 2 days, 4:23:43, time: 1.538, data_time: 0.002, memory: 6929, loss_aux: 1.4467, top1_acc: 0.4328, top5_acc: 0.6762, loss_cls: 2.5338, loss: 3.9805, grad_norm: 3.2386 2020-09-23 20:30:58,496 - mmaction - INFO - Epoch [14][440/940] lr: 4.000e-02, eta: 2 days, 4:23:28, time: 1.541, data_time: 0.003, memory: 6929, loss_aux: 1.4739, top1_acc: 0.4271, top5_acc: 0.6641, loss_cls: 2.6149, loss: 4.0888, grad_norm: 3.3101 2020-09-23 20:31:27,242 - mmaction - INFO - Epoch [14][460/940] lr: 4.000e-02, eta: 2 days, 4:22:52, time: 1.436, data_time: 0.002, memory: 6929, loss_aux: 1.4565, top1_acc: 0.4313, top5_acc: 0.6754, loss_cls: 2.5444, loss: 4.0010, grad_norm: 3.3101 2020-09-23 20:31:56,837 - mmaction - INFO - Epoch [14][480/940] lr: 4.000e-02, eta: 2 days, 4:22:24, time: 1.478, data_time: 0.003, memory: 6929, loss_aux: 1.4281, top1_acc: 0.4361, top5_acc: 0.6715, loss_cls: 2.5166, loss: 3.9446, grad_norm: 3.2624 2020-09-23 20:32:25,036 - mmaction - INFO - Epoch [14][500/940] lr: 4.000e-02, eta: 2 days, 4:21:44, time: 1.412, data_time: 0.005, memory: 6929, loss_aux: 1.4251, top1_acc: 0.4381, top5_acc: 0.6756, loss_cls: 2.4981, loss: 3.9232, grad_norm: 3.2417 2020-09-23 20:32:54,144 - mmaction - INFO - Epoch [14][520/940] lr: 4.000e-02, eta: 2 days, 4:21:11, time: 1.455, data_time: 0.003, memory: 6929, loss_aux: 1.4462, top1_acc: 0.4295, top5_acc: 0.6797, loss_cls: 2.5101, loss: 3.9563, grad_norm: 3.3076 2020-09-23 20:33:23,078 - mmaction - INFO - Epoch [14][540/940] lr: 4.000e-02, eta: 2 days, 4:20:37, time: 1.448, data_time: 0.003, memory: 6929, loss_aux: 1.4551, top1_acc: 0.4338, top5_acc: 0.6740, loss_cls: 2.5489, loss: 4.0040, grad_norm: 3.3572 2020-09-23 20:33:52,478 - mmaction - INFO - Epoch [14][560/940] lr: 4.000e-02, eta: 2 days, 4:20:08, time: 1.471, data_time: 0.002, memory: 6929, loss_aux: 1.4675, top1_acc: 0.4322, top5_acc: 0.6779, loss_cls: 2.5858, loss: 4.0533, grad_norm: 3.3131 2020-09-23 20:34:21,714 - mmaction - INFO - Epoch [14][580/940] lr: 4.000e-02, eta: 2 days, 4:19:38, time: 1.462, data_time: 0.002, memory: 6929, loss_aux: 1.4443, top1_acc: 0.4258, top5_acc: 0.6689, loss_cls: 2.5618, loss: 4.0061, grad_norm: 3.3250 2020-09-23 20:34:51,010 - mmaction - INFO - Epoch [14][600/940] lr: 4.000e-02, eta: 2 days, 4:19:07, time: 1.464, data_time: 0.001, memory: 6929, loss_aux: 1.4627, top1_acc: 0.4313, top5_acc: 0.6730, loss_cls: 2.5557, loss: 4.0184, grad_norm: 3.3265 2020-09-23 20:35:20,390 - mmaction - INFO - Epoch [14][620/940] lr: 4.000e-02, eta: 2 days, 4:18:37, time: 1.467, data_time: 0.002, memory: 6929, loss_aux: 1.4769, top1_acc: 0.4146, top5_acc: 0.6660, loss_cls: 2.5898, loss: 4.0667, grad_norm: 3.2751 2020-09-23 20:35:49,357 - mmaction - INFO - Epoch [14][640/940] lr: 4.000e-02, eta: 2 days, 4:18:04, time: 1.450, data_time: 0.004, memory: 6929, loss_aux: 1.4707, top1_acc: 0.4326, top5_acc: 0.6684, loss_cls: 2.5843, loss: 4.0550, grad_norm: 3.2890 2020-09-23 20:36:17,898 - mmaction - INFO - Epoch [14][660/940] lr: 4.000e-02, eta: 2 days, 4:17:26, time: 1.428, data_time: 0.002, memory: 6929, loss_aux: 1.4544, top1_acc: 0.4238, top5_acc: 0.6652, loss_cls: 2.5907, loss: 4.0451, grad_norm: 3.3268 2020-09-23 20:36:46,568 - mmaction - INFO - Epoch [14][680/940] lr: 4.000e-02, eta: 2 days, 4:16:50, time: 1.432, data_time: 0.002, memory: 6929, loss_aux: 1.4421, top1_acc: 0.4316, top5_acc: 0.6734, loss_cls: 2.5401, loss: 3.9822, grad_norm: 3.2743 2020-09-23 20:37:15,632 - mmaction - INFO - Epoch [14][700/940] lr: 4.000e-02, eta: 2 days, 4:16:17, time: 1.454, data_time: 0.006, memory: 6929, loss_aux: 1.4459, top1_acc: 0.4334, top5_acc: 0.6750, loss_cls: 2.5531, loss: 3.9991, grad_norm: 3.2591 2020-09-23 20:37:45,659 - mmaction - INFO - Epoch [14][720/940] lr: 4.000e-02, eta: 2 days, 4:15:54, time: 1.501, data_time: 0.002, memory: 6929, loss_aux: 1.4466, top1_acc: 0.4383, top5_acc: 0.6775, loss_cls: 2.5352, loss: 3.9818, grad_norm: 3.3237 2020-09-23 20:38:15,167 - mmaction - INFO - Epoch [14][740/940] lr: 4.000e-02, eta: 2 days, 4:15:26, time: 1.475, data_time: 0.002, memory: 6929, loss_aux: 1.4429, top1_acc: 0.4385, top5_acc: 0.6818, loss_cls: 2.5196, loss: 3.9625, grad_norm: 3.2739 2020-09-23 20:38:44,062 - mmaction - INFO - Epoch [14][760/940] lr: 4.000e-02, eta: 2 days, 4:14:52, time: 1.445, data_time: 0.003, memory: 6929, loss_aux: 1.4471, top1_acc: 0.4346, top5_acc: 0.6754, loss_cls: 2.5589, loss: 4.0061, grad_norm: 3.3217 2020-09-23 20:39:12,679 - mmaction - INFO - Epoch [14][780/940] lr: 4.000e-02, eta: 2 days, 4:14:15, time: 1.432, data_time: 0.003, memory: 6929, loss_aux: 1.4276, top1_acc: 0.4322, top5_acc: 0.6789, loss_cls: 2.5186, loss: 3.9462, grad_norm: 3.2470 2020-09-23 20:39:41,749 - mmaction - INFO - Epoch [14][800/940] lr: 4.000e-02, eta: 2 days, 4:13:42, time: 1.453, data_time: 0.002, memory: 6929, loss_aux: 1.4661, top1_acc: 0.4203, top5_acc: 0.6715, loss_cls: 2.5792, loss: 4.0453, grad_norm: 3.3032 2020-09-23 20:40:10,337 - mmaction - INFO - Epoch [14][820/940] lr: 4.000e-02, eta: 2 days, 4:13:05, time: 1.428, data_time: 0.002, memory: 6929, loss_aux: 1.4814, top1_acc: 0.4156, top5_acc: 0.6637, loss_cls: 2.6120, loss: 4.0934, grad_norm: 3.3126 2020-09-23 20:40:41,042 - mmaction - INFO - Epoch [14][840/940] lr: 4.000e-02, eta: 2 days, 4:12:49, time: 1.537, data_time: 0.004, memory: 6929, loss_aux: 1.4176, top1_acc: 0.4348, top5_acc: 0.6850, loss_cls: 2.4962, loss: 3.9138, grad_norm: 3.2522 2020-09-23 20:41:09,507 - mmaction - INFO - Epoch [14][860/940] lr: 4.000e-02, eta: 2 days, 4:12:10, time: 1.423, data_time: 0.001, memory: 6929, loss_aux: 1.4506, top1_acc: 0.4340, top5_acc: 0.6674, loss_cls: 2.5588, loss: 4.0094, grad_norm: 3.2766 2020-09-23 20:41:38,676 - mmaction - INFO - Epoch [14][880/940] lr: 4.000e-02, eta: 2 days, 4:11:39, time: 1.457, data_time: 0.002, memory: 6929, loss_aux: 1.4465, top1_acc: 0.4225, top5_acc: 0.6742, loss_cls: 2.5493, loss: 3.9958, grad_norm: 3.2817 2020-09-23 20:42:07,754 - mmaction - INFO - Epoch [14][900/940] lr: 4.000e-02, eta: 2 days, 4:11:06, time: 1.454, data_time: 0.003, memory: 6929, loss_aux: 1.4449, top1_acc: 0.4381, top5_acc: 0.6779, loss_cls: 2.5338, loss: 3.9788, grad_norm: 3.2559 2020-09-23 20:42:36,787 - mmaction - INFO - Epoch [14][920/940] lr: 4.000e-02, eta: 2 days, 4:10:33, time: 1.450, data_time: 0.003, memory: 6929, loss_aux: 1.4395, top1_acc: 0.4279, top5_acc: 0.6838, loss_cls: 2.5428, loss: 3.9824, grad_norm: 3.2929 2020-09-23 20:43:05,594 - mmaction - INFO - Epoch [14][940/940] lr: 4.000e-02, eta: 2 days, 4:09:59, time: 1.443, data_time: 0.005, memory: 6929, loss_aux: 1.4569, top1_acc: 0.4261, top5_acc: 0.6709, loss_cls: 2.5640, loss: 4.0209, grad_norm: 3.3333 2020-09-23 20:43:06,071 - mmaction - INFO - Saving checkpoint at 14 epochs 2020-09-23 20:43:41,066 - mmaction - INFO - Epoch [15][20/940] lr: 4.000e-02, eta: 2 days, 4:09:28, time: 1.462, data_time: 0.205, memory: 6929, loss_aux: 1.4425, top1_acc: 0.4383, top5_acc: 0.6734, loss_cls: 2.5194, loss: 3.9619, grad_norm: 3.2442 2020-09-23 20:44:09,843 - mmaction - INFO - Epoch [15][40/940] lr: 4.000e-02, eta: 2 days, 4:08:53, time: 1.438, data_time: 0.002, memory: 6929, loss_aux: 1.4299, top1_acc: 0.4430, top5_acc: 0.6850, loss_cls: 2.4930, loss: 3.9229, grad_norm: 3.2937 2020-09-23 20:44:39,002 - mmaction - INFO - Epoch [15][60/940] lr: 4.000e-02, eta: 2 days, 4:08:21, time: 1.459, data_time: 0.003, memory: 6929, loss_aux: 1.4240, top1_acc: 0.4447, top5_acc: 0.6836, loss_cls: 2.4839, loss: 3.9079, grad_norm: 3.2966 2020-09-23 20:45:09,357 - mmaction - INFO - Epoch [15][80/940] lr: 4.000e-02, eta: 2 days, 4:08:01, time: 1.516, data_time: 0.002, memory: 6929, loss_aux: 1.4223, top1_acc: 0.4305, top5_acc: 0.6824, loss_cls: 2.5112, loss: 3.9335, grad_norm: 3.2873 2020-09-23 20:45:38,308 - mmaction - INFO - Epoch [15][100/940] lr: 4.000e-02, eta: 2 days, 4:07:28, time: 1.450, data_time: 0.004, memory: 6929, loss_aux: 1.4099, top1_acc: 0.4441, top5_acc: 0.6844, loss_cls: 2.4622, loss: 3.8721, grad_norm: 3.2754 2020-09-23 20:46:07,169 - mmaction - INFO - Epoch [15][120/940] lr: 4.000e-02, eta: 2 days, 4:06:53, time: 1.443, data_time: 0.004, memory: 6929, loss_aux: 1.4356, top1_acc: 0.4383, top5_acc: 0.6793, loss_cls: 2.5291, loss: 3.9647, grad_norm: 3.3155 2020-09-23 20:46:36,510 - mmaction - INFO - Epoch [15][140/940] lr: 4.000e-02, eta: 2 days, 4:06:24, time: 1.467, data_time: 0.002, memory: 6929, loss_aux: 1.4405, top1_acc: 0.4357, top5_acc: 0.6775, loss_cls: 2.5319, loss: 3.9724, grad_norm: 3.3390 2020-09-23 20:47:06,501 - mmaction - INFO - Epoch [15][160/940] lr: 4.000e-02, eta: 2 days, 4:06:00, time: 1.499, data_time: 0.001, memory: 6929, loss_aux: 1.4222, top1_acc: 0.4484, top5_acc: 0.6811, loss_cls: 2.4861, loss: 3.9083, grad_norm: 3.2937 2020-09-23 20:47:36,405 - mmaction - INFO - Epoch [15][180/940] lr: 4.000e-02, eta: 2 days, 4:05:36, time: 1.496, data_time: 0.003, memory: 6929, loss_aux: 1.4413, top1_acc: 0.4385, top5_acc: 0.6816, loss_cls: 2.5130, loss: 3.9543, grad_norm: 3.2855 2020-09-23 20:48:06,701 - mmaction - INFO - Epoch [15][200/940] lr: 4.000e-02, eta: 2 days, 4:05:15, time: 1.513, data_time: 0.001, memory: 6929, loss_aux: 1.4259, top1_acc: 0.4359, top5_acc: 0.6838, loss_cls: 2.4989, loss: 3.9248, grad_norm: 3.3197 2020-09-23 20:48:35,359 - mmaction - INFO - Epoch [15][220/940] lr: 4.000e-02, eta: 2 days, 4:04:39, time: 1.435, data_time: 0.003, memory: 6929, loss_aux: 1.4605, top1_acc: 0.4277, top5_acc: 0.6723, loss_cls: 2.5542, loss: 4.0147, grad_norm: 3.3380 2020-09-23 20:49:04,351 - mmaction - INFO - Epoch [15][240/940] lr: 4.000e-02, eta: 2 days, 4:04:05, time: 1.448, data_time: 0.001, memory: 6929, loss_aux: 1.4407, top1_acc: 0.4311, top5_acc: 0.6814, loss_cls: 2.5228, loss: 3.9635, grad_norm: 3.3152 2020-09-23 20:49:34,014 - mmaction - INFO - Epoch [15][260/940] lr: 4.000e-02, eta: 2 days, 4:03:39, time: 1.484, data_time: 0.004, memory: 6929, loss_aux: 1.4310, top1_acc: 0.4352, top5_acc: 0.6736, loss_cls: 2.5239, loss: 3.9550, grad_norm: 3.2865 2020-09-23 20:50:03,583 - mmaction - INFO - Epoch [15][280/940] lr: 4.000e-02, eta: 2 days, 4:03:11, time: 1.479, data_time: 0.002, memory: 6929, loss_aux: 1.4304, top1_acc: 0.4303, top5_acc: 0.6779, loss_cls: 2.5118, loss: 3.9422, grad_norm: 3.2755 2020-09-23 20:50:32,762 - mmaction - INFO - Epoch [15][300/940] lr: 4.000e-02, eta: 2 days, 4:02:40, time: 1.460, data_time: 0.002, memory: 6929, loss_aux: 1.4398, top1_acc: 0.4342, top5_acc: 0.6725, loss_cls: 2.5266, loss: 3.9664, grad_norm: 3.3342 2020-09-23 20:51:02,418 - mmaction - INFO - Epoch [15][320/940] lr: 4.000e-02, eta: 2 days, 4:02:13, time: 1.483, data_time: 0.001, memory: 6929, loss_aux: 1.4173, top1_acc: 0.4459, top5_acc: 0.6824, loss_cls: 2.4908, loss: 3.9082, grad_norm: 3.2859 2020-09-23 20:51:31,906 - mmaction - INFO - Epoch [15][340/940] lr: 4.000e-02, eta: 2 days, 4:01:45, time: 1.473, data_time: 0.001, memory: 6929, loss_aux: 1.4308, top1_acc: 0.4299, top5_acc: 0.6789, loss_cls: 2.5286, loss: 3.9594, grad_norm: 3.3254 2020-09-23 20:52:00,913 - mmaction - INFO - Epoch [15][360/940] lr: 4.000e-02, eta: 2 days, 4:01:12, time: 1.453, data_time: 0.004, memory: 6929, loss_aux: 1.4075, top1_acc: 0.4436, top5_acc: 0.6848, loss_cls: 2.4771, loss: 3.8846, grad_norm: 3.3201 2020-09-23 20:52:29,752 - mmaction - INFO - Epoch [15][380/940] lr: 4.000e-02, eta: 2 days, 4:00:38, time: 1.441, data_time: 0.001, memory: 6929, loss_aux: 1.4473, top1_acc: 0.4389, top5_acc: 0.6713, loss_cls: 2.5432, loss: 3.9905, grad_norm: 3.3165 2020-09-23 20:52:59,805 - mmaction - INFO - Epoch [15][400/940] lr: 4.000e-02, eta: 2 days, 4:00:15, time: 1.503, data_time: 0.003, memory: 6929, loss_aux: 1.4439, top1_acc: 0.4340, top5_acc: 0.6791, loss_cls: 2.5566, loss: 4.0004, grad_norm: 3.3332 2020-09-23 20:53:29,471 - mmaction - INFO - Epoch [15][420/940] lr: 4.000e-02, eta: 2 days, 3:59:48, time: 1.484, data_time: 0.002, memory: 6929, loss_aux: 1.4283, top1_acc: 0.4445, top5_acc: 0.6686, loss_cls: 2.5216, loss: 3.9499, grad_norm: 3.1910 2020-09-23 20:53:58,974 - mmaction - INFO - Epoch [15][440/940] lr: 4.000e-02, eta: 2 days, 3:59:19, time: 1.473, data_time: 0.001, memory: 6929, loss_aux: 1.4298, top1_acc: 0.4402, top5_acc: 0.6807, loss_cls: 2.5079, loss: 3.9377, grad_norm: 3.2554 2020-09-23 20:54:28,793 - mmaction - INFO - Epoch [15][460/940] lr: 4.000e-02, eta: 2 days, 3:58:54, time: 1.491, data_time: 0.003, memory: 6929, loss_aux: 1.4115, top1_acc: 0.4420, top5_acc: 0.6891, loss_cls: 2.4854, loss: 3.8970, grad_norm: 3.3260 2020-09-23 20:54:57,752 - mmaction - INFO - Epoch [15][480/940] lr: 4.000e-02, eta: 2 days, 3:58:21, time: 1.450, data_time: 0.004, memory: 6929, loss_aux: 1.4255, top1_acc: 0.4471, top5_acc: 0.6889, loss_cls: 2.4873, loss: 3.9128, grad_norm: 3.3310 2020-09-23 20:55:27,644 - mmaction - INFO - Epoch [15][500/940] lr: 4.000e-02, eta: 2 days, 3:57:56, time: 1.493, data_time: 0.001, memory: 6929, loss_aux: 1.4295, top1_acc: 0.4467, top5_acc: 0.6850, loss_cls: 2.4955, loss: 3.9250, grad_norm: 3.2765 2020-09-23 20:55:57,835 - mmaction - INFO - Epoch [15][520/940] lr: 4.000e-02, eta: 2 days, 3:57:34, time: 1.510, data_time: 0.003, memory: 6929, loss_aux: 1.4344, top1_acc: 0.4299, top5_acc: 0.6693, loss_cls: 2.5419, loss: 3.9763, grad_norm: 3.3043 2020-09-23 20:56:26,643 - mmaction - INFO - Epoch [15][540/940] lr: 4.000e-02, eta: 2 days, 3:57:00, time: 1.440, data_time: 0.002, memory: 6929, loss_aux: 1.4253, top1_acc: 0.4287, top5_acc: 0.6816, loss_cls: 2.5068, loss: 3.9321, grad_norm: 3.2926 2020-09-23 20:56:57,497 - mmaction - INFO - Epoch [15][560/940] lr: 4.000e-02, eta: 2 days, 3:56:44, time: 1.543, data_time: 0.002, memory: 6929, loss_aux: 1.4278, top1_acc: 0.4389, top5_acc: 0.6896, loss_cls: 2.4988, loss: 3.9266, grad_norm: 3.3526 2020-09-23 20:57:26,237 - mmaction - INFO - Epoch [15][580/940] lr: 4.000e-02, eta: 2 days, 3:56:09, time: 1.436, data_time: 0.002, memory: 6929, loss_aux: 1.4255, top1_acc: 0.4367, top5_acc: 0.6832, loss_cls: 2.5100, loss: 3.9355, grad_norm: 3.2847 2020-09-23 20:57:55,667 - mmaction - INFO - Epoch [15][600/940] lr: 4.000e-02, eta: 2 days, 3:55:40, time: 1.471, data_time: 0.003, memory: 6929, loss_aux: 1.4420, top1_acc: 0.4416, top5_acc: 0.6752, loss_cls: 2.5310, loss: 3.9730, grad_norm: 3.2751 2020-09-23 20:58:24,482 - mmaction - INFO - Epoch [15][620/940] lr: 4.000e-02, eta: 2 days, 3:55:05, time: 1.441, data_time: 0.003, memory: 6929, loss_aux: 1.4342, top1_acc: 0.4385, top5_acc: 0.6787, loss_cls: 2.5112, loss: 3.9454, grad_norm: 3.3241 2020-09-23 20:58:54,291 - mmaction - INFO - Epoch [15][640/940] lr: 4.000e-02, eta: 2 days, 3:54:40, time: 1.492, data_time: 0.003, memory: 6929, loss_aux: 1.4137, top1_acc: 0.4412, top5_acc: 0.6896, loss_cls: 2.4909, loss: 3.9046, grad_norm: 3.2514 2020-09-23 20:59:23,521 - mmaction - INFO - Epoch [15][660/940] lr: 4.000e-02, eta: 2 days, 3:54:09, time: 1.461, data_time: 0.001, memory: 6929, loss_aux: 1.4066, top1_acc: 0.4396, top5_acc: 0.6896, loss_cls: 2.4777, loss: 3.8843, grad_norm: 3.3086 2020-09-23 20:59:52,745 - mmaction - INFO - Epoch [15][680/940] lr: 4.000e-02, eta: 2 days, 3:53:38, time: 1.461, data_time: 0.002, memory: 6929, loss_aux: 1.4352, top1_acc: 0.4309, top5_acc: 0.6734, loss_cls: 2.5316, loss: 3.9667, grad_norm: 3.2707 2020-09-23 21:00:30,923 - mmaction - INFO - Epoch [15][700/940] lr: 4.000e-02, eta: 2 days, 3:54:27, time: 1.895, data_time: 0.002, memory: 6929, loss_aux: 1.4061, top1_acc: 0.4459, top5_acc: 0.6920, loss_cls: 2.4652, loss: 3.8713, grad_norm: 3.3139 2020-09-23 21:00:59,429 - mmaction - INFO - Epoch [15][720/940] lr: 4.000e-02, eta: 2 days, 3:53:52, time: 1.440, data_time: 0.023, memory: 6929, loss_aux: 1.4408, top1_acc: 0.4391, top5_acc: 0.6758, loss_cls: 2.5326, loss: 3.9734, grad_norm: 3.2052 2020-09-23 21:01:29,072 - mmaction - INFO - Epoch [15][740/940] lr: 4.000e-02, eta: 2 days, 3:53:24, time: 1.481, data_time: 0.002, memory: 6929, loss_aux: 1.4529, top1_acc: 0.4281, top5_acc: 0.6729, loss_cls: 2.5692, loss: 4.0221, grad_norm: 3.3279 2020-09-23 21:01:57,515 - mmaction - INFO - Epoch [15][760/940] lr: 4.000e-02, eta: 2 days, 3:52:46, time: 1.422, data_time: 0.003, memory: 6929, loss_aux: 1.4209, top1_acc: 0.4373, top5_acc: 0.6865, loss_cls: 2.4974, loss: 3.9183, grad_norm: 3.2215 2020-09-23 21:02:27,344 - mmaction - INFO - Epoch [15][780/940] lr: 4.000e-02, eta: 2 days, 3:52:21, time: 1.492, data_time: 0.003, memory: 6929, loss_aux: 1.4275, top1_acc: 0.4387, top5_acc: 0.6828, loss_cls: 2.5055, loss: 3.9329, grad_norm: 3.2536 2020-09-23 21:02:56,684 - mmaction - INFO - Epoch [15][800/940] lr: 4.000e-02, eta: 2 days, 3:51:51, time: 1.468, data_time: 0.003, memory: 6929, loss_aux: 1.4206, top1_acc: 0.4299, top5_acc: 0.6861, loss_cls: 2.4895, loss: 3.9100, grad_norm: 3.3010 2020-09-23 21:03:25,904 - mmaction - INFO - Epoch [15][820/940] lr: 4.000e-02, eta: 2 days, 3:51:20, time: 1.460, data_time: 0.002, memory: 6929, loss_aux: 1.4363, top1_acc: 0.4385, top5_acc: 0.6803, loss_cls: 2.5215, loss: 3.9578, grad_norm: 3.3094 2020-09-23 21:03:54,807 - mmaction - INFO - Epoch [15][840/940] lr: 4.000e-02, eta: 2 days, 3:50:46, time: 1.445, data_time: 0.002, memory: 6929, loss_aux: 1.4462, top1_acc: 0.4297, top5_acc: 0.6693, loss_cls: 2.5705, loss: 4.0166, grad_norm: 3.2901 2020-09-23 21:04:23,994 - mmaction - INFO - Epoch [15][860/940] lr: 4.000e-02, eta: 2 days, 3:50:15, time: 1.459, data_time: 0.002, memory: 6929, loss_aux: 1.4396, top1_acc: 0.4309, top5_acc: 0.6781, loss_cls: 2.5270, loss: 3.9666, grad_norm: 3.3204 2020-09-23 21:04:53,638 - mmaction - INFO - Epoch [15][880/940] lr: 4.000e-02, eta: 2 days, 3:49:48, time: 1.484, data_time: 0.003, memory: 6929, loss_aux: 1.4277, top1_acc: 0.4420, top5_acc: 0.6902, loss_cls: 2.5027, loss: 3.9304, grad_norm: 3.2430 2020-09-23 21:05:22,463 - mmaction - INFO - Epoch [15][900/940] lr: 4.000e-02, eta: 2 days, 3:49:13, time: 1.441, data_time: 0.001, memory: 6929, loss_aux: 1.4386, top1_acc: 0.4381, top5_acc: 0.6746, loss_cls: 2.5342, loss: 3.9728, grad_norm: 3.2565 2020-09-23 21:05:52,639 - mmaction - INFO - Epoch [15][920/940] lr: 4.000e-02, eta: 2 days, 3:48:51, time: 1.509, data_time: 0.002, memory: 6929, loss_aux: 1.4579, top1_acc: 0.4250, top5_acc: 0.6727, loss_cls: 2.5575, loss: 4.0154, grad_norm: 3.3739 2020-09-23 21:06:21,477 - mmaction - INFO - Epoch [15][940/940] lr: 4.000e-02, eta: 2 days, 3:48:17, time: 1.442, data_time: 0.002, memory: 6929, loss_aux: 1.4301, top1_acc: 0.4389, top5_acc: 0.6794, loss_cls: 2.5318, loss: 3.9619, grad_norm: 3.3133 2020-09-23 21:06:22,011 - mmaction - INFO - Saving checkpoint at 15 epochs 2020-09-23 21:07:00,548 - mmaction - INFO - Epoch [16][20/940] lr: 4.000e-02, eta: 2 days, 3:48:10, time: 1.593, data_time: 0.289, memory: 6929, loss_aux: 1.4249, top1_acc: 0.4414, top5_acc: 0.6826, loss_cls: 2.4858, loss: 3.9107, grad_norm: 3.2650 2020-09-23 21:07:29,569 - mmaction - INFO - Epoch [16][40/940] lr: 4.000e-02, eta: 2 days, 3:47:37, time: 1.451, data_time: 0.002, memory: 6929, loss_aux: 1.4055, top1_acc: 0.4516, top5_acc: 0.6951, loss_cls: 2.4422, loss: 3.8477, grad_norm: 3.2739 2020-09-23 21:07:58,575 - mmaction - INFO - Epoch [16][60/940] lr: 4.000e-02, eta: 2 days, 3:47:04, time: 1.451, data_time: 0.002, memory: 6929, loss_aux: 1.4257, top1_acc: 0.4365, top5_acc: 0.6822, loss_cls: 2.4817, loss: 3.9074, grad_norm: 3.3317 2020-09-23 21:08:28,514 - mmaction - INFO - Epoch [16][80/940] lr: 4.000e-02, eta: 2 days, 3:46:39, time: 1.495, data_time: 0.001, memory: 6929, loss_aux: 1.4347, top1_acc: 0.4408, top5_acc: 0.6818, loss_cls: 2.5063, loss: 3.9410, grad_norm: 3.3585 2020-09-23 21:08:58,408 - mmaction - INFO - Epoch [16][100/940] lr: 4.000e-02, eta: 2 days, 3:46:14, time: 1.497, data_time: 0.004, memory: 6929, loss_aux: 1.4088, top1_acc: 0.4412, top5_acc: 0.6902, loss_cls: 2.4763, loss: 3.8851, grad_norm: 3.3365 2020-09-23 21:09:27,150 - mmaction - INFO - Epoch [16][120/940] lr: 4.000e-02, eta: 2 days, 3:45:39, time: 1.436, data_time: 0.001, memory: 6929, loss_aux: 1.4489, top1_acc: 0.4209, top5_acc: 0.6717, loss_cls: 2.5628, loss: 4.0117, grad_norm: 3.2856 2020-09-23 21:09:56,694 - mmaction - INFO - Epoch [16][140/940] lr: 4.000e-02, eta: 2 days, 3:45:11, time: 1.477, data_time: 0.002, memory: 6929, loss_aux: 1.4055, top1_acc: 0.4496, top5_acc: 0.6883, loss_cls: 2.4617, loss: 3.8672, grad_norm: 3.2207 2020-09-23 21:10:26,624 - mmaction - INFO - Epoch [16][160/940] lr: 4.000e-02, eta: 2 days, 3:44:46, time: 1.496, data_time: 0.002, memory: 6929, loss_aux: 1.4062, top1_acc: 0.4541, top5_acc: 0.6881, loss_cls: 2.4597, loss: 3.8659, grad_norm: 3.2798 2020-09-23 21:10:56,130 - mmaction - INFO - Epoch [16][180/940] lr: 4.000e-02, eta: 2 days, 3:44:18, time: 1.477, data_time: 0.003, memory: 6929, loss_aux: 1.4281, top1_acc: 0.4361, top5_acc: 0.6809, loss_cls: 2.5042, loss: 3.9323, grad_norm: 3.2219 2020-09-23 21:11:26,003 - mmaction - INFO - Epoch [16][200/940] lr: 4.000e-02, eta: 2 days, 3:43:53, time: 1.492, data_time: 0.001, memory: 6929, loss_aux: 1.4398, top1_acc: 0.4344, top5_acc: 0.6764, loss_cls: 2.5172, loss: 3.9570, grad_norm: 3.3194 2020-09-23 21:11:55,147 - mmaction - INFO - Epoch [16][220/940] lr: 4.000e-02, eta: 2 days, 3:43:21, time: 1.457, data_time: 0.003, memory: 6929, loss_aux: 1.4179, top1_acc: 0.4461, top5_acc: 0.6906, loss_cls: 2.4692, loss: 3.8871, grad_norm: 3.3172 2020-09-23 21:12:24,534 - mmaction - INFO - Epoch [16][240/940] lr: 4.000e-02, eta: 2 days, 3:42:52, time: 1.471, data_time: 0.003, memory: 6929, loss_aux: 1.3752, top1_acc: 0.4625, top5_acc: 0.7039, loss_cls: 2.3879, loss: 3.7630, grad_norm: 3.2330 2020-09-23 21:12:53,178 - mmaction - INFO - Epoch [16][260/940] lr: 4.000e-02, eta: 2 days, 3:42:16, time: 1.433, data_time: 0.002, memory: 6929, loss_aux: 1.4271, top1_acc: 0.4342, top5_acc: 0.6754, loss_cls: 2.5063, loss: 3.9335, grad_norm: 3.3112 2020-09-23 21:13:23,333 - mmaction - INFO - Epoch [16][280/940] lr: 4.000e-02, eta: 2 days, 3:41:53, time: 1.506, data_time: 0.001, memory: 6929, loss_aux: 1.4363, top1_acc: 0.4348, top5_acc: 0.6699, loss_cls: 2.5423, loss: 3.9786, grad_norm: 3.2554 2020-09-23 21:13:52,772 - mmaction - INFO - Epoch [16][300/940] lr: 4.000e-02, eta: 2 days, 3:41:24, time: 1.474, data_time: 0.003, memory: 6929, loss_aux: 1.4341, top1_acc: 0.4412, top5_acc: 0.6779, loss_cls: 2.5230, loss: 3.9572, grad_norm: 3.2821 2020-09-23 21:14:22,698 - mmaction - INFO - Epoch [16][320/940] lr: 4.000e-02, eta: 2 days, 3:40:59, time: 1.496, data_time: 0.001, memory: 6929, loss_aux: 1.4276, top1_acc: 0.4328, top5_acc: 0.6799, loss_cls: 2.4999, loss: 3.9275, grad_norm: 3.2345 2020-09-23 21:14:52,686 - mmaction - INFO - Epoch [16][340/940] lr: 4.000e-02, eta: 2 days, 3:40:35, time: 1.499, data_time: 0.001, memory: 6929, loss_aux: 1.4150, top1_acc: 0.4459, top5_acc: 0.6879, loss_cls: 2.4709, loss: 3.8859, grad_norm: 3.2866 2020-09-23 21:15:22,108 - mmaction - INFO - Epoch [16][360/940] lr: 4.000e-02, eta: 2 days, 3:40:06, time: 1.471, data_time: 0.001, memory: 6929, loss_aux: 1.4184, top1_acc: 0.4463, top5_acc: 0.6854, loss_cls: 2.4712, loss: 3.8896, grad_norm: 3.3057 2020-09-23 21:15:51,638 - mmaction - INFO - Epoch [16][380/940] lr: 4.000e-02, eta: 2 days, 3:39:37, time: 1.475, data_time: 0.001, memory: 6929, loss_aux: 1.4438, top1_acc: 0.4285, top5_acc: 0.6760, loss_cls: 2.5287, loss: 3.9725, grad_norm: 3.3267 2020-09-23 21:16:21,083 - mmaction - INFO - Epoch [16][400/940] lr: 4.000e-02, eta: 2 days, 3:39:09, time: 1.473, data_time: 0.002, memory: 6929, loss_aux: 1.4229, top1_acc: 0.4441, top5_acc: 0.6797, loss_cls: 2.4977, loss: 3.9206, grad_norm: 3.2566 2020-09-23 21:16:51,080 - mmaction - INFO - Epoch [16][420/940] lr: 4.000e-02, eta: 2 days, 3:38:44, time: 1.499, data_time: 0.001, memory: 6929, loss_aux: 1.4319, top1_acc: 0.4416, top5_acc: 0.6818, loss_cls: 2.4978, loss: 3.9296, grad_norm: 3.3368 2020-09-23 21:17:20,848 - mmaction - INFO - Epoch [16][440/940] lr: 4.000e-02, eta: 2 days, 3:38:18, time: 1.490, data_time: 0.003, memory: 6929, loss_aux: 1.4056, top1_acc: 0.4482, top5_acc: 0.6840, loss_cls: 2.4610, loss: 3.8667, grad_norm: 3.2425 2020-09-23 21:17:49,746 - mmaction - INFO - Epoch [16][460/940] lr: 4.000e-02, eta: 2 days, 3:37:44, time: 1.444, data_time: 0.001, memory: 6929, loss_aux: 1.4094, top1_acc: 0.4484, top5_acc: 0.6904, loss_cls: 2.4549, loss: 3.8643, grad_norm: 3.2336 2020-09-23 21:18:19,386 - mmaction - INFO - Epoch [16][480/940] lr: 4.000e-02, eta: 2 days, 3:37:17, time: 1.483, data_time: 0.002, memory: 6929, loss_aux: 1.3786, top1_acc: 0.4486, top5_acc: 0.6959, loss_cls: 2.4039, loss: 3.7824, grad_norm: 3.2687 2020-09-23 21:18:48,878 - mmaction - INFO - Epoch [16][500/940] lr: 4.000e-02, eta: 2 days, 3:36:48, time: 1.473, data_time: 0.001, memory: 6929, loss_aux: 1.4177, top1_acc: 0.4424, top5_acc: 0.6863, loss_cls: 2.4887, loss: 3.9064, grad_norm: 3.2952 2020-09-23 21:19:18,877 - mmaction - INFO - Epoch [16][520/940] lr: 4.000e-02, eta: 2 days, 3:36:24, time: 1.502, data_time: 0.004, memory: 6929, loss_aux: 1.4369, top1_acc: 0.4332, top5_acc: 0.6760, loss_cls: 2.5210, loss: 3.9579, grad_norm: 3.3425 2020-09-23 21:19:48,299 - mmaction - INFO - Epoch [16][540/940] lr: 4.000e-02, eta: 2 days, 3:35:55, time: 1.470, data_time: 0.001, memory: 6929, loss_aux: 1.4273, top1_acc: 0.4348, top5_acc: 0.6742, loss_cls: 2.5165, loss: 3.9437, grad_norm: 3.2965 2020-09-23 21:20:17,912 - mmaction - INFO - Epoch [16][560/940] lr: 4.000e-02, eta: 2 days, 3:35:27, time: 1.481, data_time: 0.002, memory: 6929, loss_aux: 1.4580, top1_acc: 0.4322, top5_acc: 0.6689, loss_cls: 2.5549, loss: 4.0129, grad_norm: 3.3018 2020-09-23 21:20:47,608 - mmaction - INFO - Epoch [16][580/940] lr: 4.000e-02, eta: 2 days, 3:35:00, time: 1.484, data_time: 0.002, memory: 6929, loss_aux: 1.4183, top1_acc: 0.4324, top5_acc: 0.6783, loss_cls: 2.5145, loss: 3.9328, grad_norm: 3.3409 2020-09-23 21:21:17,988 - mmaction - INFO - Epoch [16][600/940] lr: 4.000e-02, eta: 2 days, 3:34:40, time: 1.520, data_time: 0.003, memory: 6929, loss_aux: 1.4412, top1_acc: 0.4340, top5_acc: 0.6760, loss_cls: 2.5109, loss: 3.9520, grad_norm: 3.3609 2020-09-23 21:21:46,815 - mmaction - INFO - Epoch [16][620/940] lr: 4.000e-02, eta: 2 days, 3:34:05, time: 1.440, data_time: 0.001, memory: 6929, loss_aux: 1.4165, top1_acc: 0.4436, top5_acc: 0.6850, loss_cls: 2.4767, loss: 3.8932, grad_norm: 3.2363 2020-09-23 21:22:15,674 - mmaction - INFO - Epoch [16][640/940] lr: 4.000e-02, eta: 2 days, 3:33:31, time: 1.443, data_time: 0.002, memory: 6929, loss_aux: 1.4005, top1_acc: 0.4506, top5_acc: 0.6840, loss_cls: 2.4600, loss: 3.8605, grad_norm: 3.1954 2020-09-23 21:22:45,292 - mmaction - INFO - Epoch [16][660/940] lr: 4.000e-02, eta: 2 days, 3:33:03, time: 1.481, data_time: 0.002, memory: 6929, loss_aux: 1.4150, top1_acc: 0.4422, top5_acc: 0.6867, loss_cls: 2.5042, loss: 3.9192, grad_norm: 3.2924 2020-09-23 21:23:16,197 - mmaction - INFO - Epoch [16][680/940] lr: 4.000e-02, eta: 2 days, 3:32:47, time: 1.547, data_time: 0.003, memory: 6929, loss_aux: 1.4170, top1_acc: 0.4363, top5_acc: 0.6803, loss_cls: 2.5034, loss: 3.9205, grad_norm: 3.2127 2020-09-23 21:23:44,903 - mmaction - INFO - Epoch [16][700/940] lr: 4.000e-02, eta: 2 days, 3:32:12, time: 1.434, data_time: 0.001, memory: 6929, loss_aux: 1.4559, top1_acc: 0.4289, top5_acc: 0.6715, loss_cls: 2.5602, loss: 4.0161, grad_norm: 3.2933 2020-09-23 21:24:14,181 - mmaction - INFO - Epoch [16][720/940] lr: 4.000e-02, eta: 2 days, 3:31:41, time: 1.464, data_time: 0.003, memory: 6929, loss_aux: 1.4452, top1_acc: 0.4336, top5_acc: 0.6783, loss_cls: 2.5267, loss: 3.9719, grad_norm: 3.3286 2020-09-23 21:24:43,242 - mmaction - INFO - Epoch [16][740/940] lr: 4.000e-02, eta: 2 days, 3:31:09, time: 1.454, data_time: 0.002, memory: 6929, loss_aux: 1.4426, top1_acc: 0.4342, top5_acc: 0.6738, loss_cls: 2.5283, loss: 3.9709, grad_norm: 3.3241 2020-09-23 21:25:13,129 - mmaction - INFO - Epoch [16][760/940] lr: 4.000e-02, eta: 2 days, 3:30:43, time: 1.492, data_time: 0.001, memory: 6929, loss_aux: 1.4127, top1_acc: 0.4484, top5_acc: 0.6893, loss_cls: 2.4662, loss: 3.8790, grad_norm: 3.2777 2020-09-23 21:25:42,356 - mmaction - INFO - Epoch [16][780/940] lr: 4.000e-02, eta: 2 days, 3:30:13, time: 1.463, data_time: 0.003, memory: 6929, loss_aux: 1.4105, top1_acc: 0.4441, top5_acc: 0.6801, loss_cls: 2.4804, loss: 3.8909, grad_norm: 3.3575 2020-09-23 21:26:12,733 - mmaction - INFO - Epoch [16][800/940] lr: 4.000e-02, eta: 2 days, 3:29:52, time: 1.518, data_time: 0.001, memory: 6929, loss_aux: 1.4132, top1_acc: 0.4410, top5_acc: 0.6848, loss_cls: 2.4672, loss: 3.8804, grad_norm: 3.2454 2020-09-23 21:26:42,043 - mmaction - INFO - Epoch [16][820/940] lr: 4.000e-02, eta: 2 days, 3:29:21, time: 1.464, data_time: 0.001, memory: 6929, loss_aux: 1.4381, top1_acc: 0.4406, top5_acc: 0.6828, loss_cls: 2.5123, loss: 3.9504, grad_norm: 3.3674 2020-09-23 21:27:12,170 - mmaction - INFO - Epoch [16][840/940] lr: 4.000e-02, eta: 2 days, 3:28:58, time: 1.507, data_time: 0.003, memory: 6929, loss_aux: 1.4321, top1_acc: 0.4389, top5_acc: 0.6813, loss_cls: 2.5120, loss: 3.9440, grad_norm: 3.3001 2020-09-23 21:27:43,217 - mmaction - INFO - Epoch [16][860/940] lr: 4.000e-02, eta: 2 days, 3:28:42, time: 1.552, data_time: 0.002, memory: 6929, loss_aux: 1.4136, top1_acc: 0.4398, top5_acc: 0.6781, loss_cls: 2.4798, loss: 3.8935, grad_norm: 3.2937 2020-09-23 21:28:11,489 - mmaction - INFO - Epoch [16][880/940] lr: 4.000e-02, eta: 2 days, 3:28:04, time: 1.415, data_time: 0.003, memory: 6929, loss_aux: 1.4206, top1_acc: 0.4381, top5_acc: 0.6809, loss_cls: 2.5021, loss: 3.9227, grad_norm: 3.2749 2020-09-23 21:28:41,657 - mmaction - INFO - Epoch [16][900/940] lr: 4.000e-02, eta: 2 days, 3:27:41, time: 1.508, data_time: 0.001, memory: 6929, loss_aux: 1.4462, top1_acc: 0.4262, top5_acc: 0.6674, loss_cls: 2.5540, loss: 4.0002, grad_norm: 3.3249 2020-09-23 21:29:10,657 - mmaction - INFO - Epoch [16][920/940] lr: 4.000e-02, eta: 2 days, 3:27:08, time: 1.449, data_time: 0.001, memory: 6929, loss_aux: 1.4426, top1_acc: 0.4426, top5_acc: 0.6744, loss_cls: 2.5241, loss: 3.9667, grad_norm: 3.2689 2020-09-23 21:29:38,732 - mmaction - INFO - Epoch [16][940/940] lr: 4.000e-02, eta: 2 days, 3:26:27, time: 1.404, data_time: 0.003, memory: 6929, loss_aux: 1.4177, top1_acc: 0.4428, top5_acc: 0.6875, loss_cls: 2.5004, loss: 3.9181, grad_norm: 3.3568 2020-09-23 21:29:39,162 - mmaction - INFO - Saving checkpoint at 16 epochs 2020-09-23 21:30:16,600 - mmaction - INFO - Epoch [17][20/940] lr: 4.000e-02, eta: 2 days, 3:26:20, time: 1.604, data_time: 0.229, memory: 6929, loss_aux: 1.4303, top1_acc: 0.4443, top5_acc: 0.6855, loss_cls: 2.4844, loss: 3.9147, grad_norm: 3.3683 2020-09-23 21:30:44,621 - mmaction - INFO - Epoch [17][40/940] lr: 4.000e-02, eta: 2 days, 3:25:39, time: 1.402, data_time: 0.003, memory: 6929, loss_aux: 1.4292, top1_acc: 0.4311, top5_acc: 0.6732, loss_cls: 2.5269, loss: 3.9561, grad_norm: 3.3192 2020-09-23 21:31:13,362 - mmaction - INFO - Epoch [17][60/940] lr: 4.000e-02, eta: 2 days, 3:25:04, time: 1.437, data_time: 0.002, memory: 6929, loss_aux: 1.3964, top1_acc: 0.4492, top5_acc: 0.6922, loss_cls: 2.4401, loss: 3.8366, grad_norm: 3.2709 2020-09-23 21:31:42,879 - mmaction - INFO - Epoch [17][80/940] lr: 4.000e-02, eta: 2 days, 3:24:36, time: 1.476, data_time: 0.002, memory: 6929, loss_aux: 1.4014, top1_acc: 0.4533, top5_acc: 0.6912, loss_cls: 2.4352, loss: 3.8366, grad_norm: 3.3274 2020-09-23 21:32:13,269 - mmaction - INFO - Epoch [17][100/940] lr: 4.000e-02, eta: 2 days, 3:24:15, time: 1.519, data_time: 0.001, memory: 6929, loss_aux: 1.3864, top1_acc: 0.4580, top5_acc: 0.6957, loss_cls: 2.3931, loss: 3.7795, grad_norm: 3.3468 2020-09-23 21:32:42,082 - mmaction - INFO - Epoch [17][120/940] lr: 4.000e-02, eta: 2 days, 3:23:40, time: 1.441, data_time: 0.002, memory: 6929, loss_aux: 1.3965, top1_acc: 0.4430, top5_acc: 0.6941, loss_cls: 2.4512, loss: 3.8476, grad_norm: 3.2903 2020-09-23 21:33:12,381 - mmaction - INFO - Epoch [17][140/940] lr: 4.000e-02, eta: 2 days, 3:23:18, time: 1.514, data_time: 0.002, memory: 6929, loss_aux: 1.4066, top1_acc: 0.4402, top5_acc: 0.6861, loss_cls: 2.4686, loss: 3.8752, grad_norm: 3.2763 2020-09-23 21:33:42,378 - mmaction - INFO - Epoch [17][160/940] lr: 4.000e-02, eta: 2 days, 3:22:54, time: 1.502, data_time: 0.003, memory: 6929, loss_aux: 1.4095, top1_acc: 0.4400, top5_acc: 0.6879, loss_cls: 2.4827, loss: 3.8922, grad_norm: 3.3155 2020-09-23 21:34:10,589 - mmaction - INFO - Epoch [17][180/940] lr: 4.000e-02, eta: 2 days, 3:22:14, time: 1.408, data_time: 0.001, memory: 6929, loss_aux: 1.4110, top1_acc: 0.4350, top5_acc: 0.6824, loss_cls: 2.5209, loss: 3.9319, grad_norm: 3.3085 2020-09-23 21:34:39,896 - mmaction - INFO - Epoch [17][200/940] lr: 4.000e-02, eta: 2 days, 3:21:44, time: 1.468, data_time: 0.004, memory: 6929, loss_aux: 1.4091, top1_acc: 0.4422, top5_acc: 0.6844, loss_cls: 2.4871, loss: 3.8962, grad_norm: 3.2744 2020-09-23 21:35:08,620 - mmaction - INFO - Epoch [17][220/940] lr: 4.000e-02, eta: 2 days, 3:21:09, time: 1.435, data_time: 0.001, memory: 6929, loss_aux: 1.3632, top1_acc: 0.4582, top5_acc: 0.6959, loss_cls: 2.3962, loss: 3.7595, grad_norm: 3.2081 2020-09-23 21:35:38,096 - mmaction - INFO - Epoch [17][240/940] lr: 4.000e-02, eta: 2 days, 3:20:40, time: 1.474, data_time: 0.003, memory: 6929, loss_aux: 1.4245, top1_acc: 0.4459, top5_acc: 0.6828, loss_cls: 2.4724, loss: 3.8969, grad_norm: 3.2355 2020-09-23 21:36:07,630 - mmaction - INFO - Epoch [17][260/940] lr: 4.000e-02, eta: 2 days, 3:20:12, time: 1.476, data_time: 0.002, memory: 6929, loss_aux: 1.4089, top1_acc: 0.4537, top5_acc: 0.6951, loss_cls: 2.4461, loss: 3.8550, grad_norm: 3.3073 2020-09-23 21:36:36,671 - mmaction - INFO - Epoch [17][280/940] lr: 4.000e-02, eta: 2 days, 3:19:40, time: 1.453, data_time: 0.003, memory: 6929, loss_aux: 1.4144, top1_acc: 0.4445, top5_acc: 0.6885, loss_cls: 2.4783, loss: 3.8927, grad_norm: 3.3197 2020-09-23 21:37:06,129 - mmaction - INFO - Epoch [17][300/940] lr: 4.000e-02, eta: 2 days, 3:19:11, time: 1.472, data_time: 0.001, memory: 6929, loss_aux: 1.4185, top1_acc: 0.4357, top5_acc: 0.6842, loss_cls: 2.4993, loss: 3.9177, grad_norm: 3.2664 2020-09-23 21:37:35,608 - mmaction - INFO - Epoch [17][320/940] lr: 4.000e-02, eta: 2 days, 3:18:42, time: 1.474, data_time: 0.002, memory: 6929, loss_aux: 1.4357, top1_acc: 0.4416, top5_acc: 0.6805, loss_cls: 2.5221, loss: 3.9578, grad_norm: 3.3045 2020-09-23 21:38:04,960 - mmaction - INFO - Epoch [17][340/940] lr: 4.000e-02, eta: 2 days, 3:18:12, time: 1.467, data_time: 0.002, memory: 6929, loss_aux: 1.4150, top1_acc: 0.4432, top5_acc: 0.6881, loss_cls: 2.4972, loss: 3.9122, grad_norm: 3.2663 2020-09-23 21:38:34,500 - mmaction - INFO - Epoch [17][360/940] lr: 4.000e-02, eta: 2 days, 3:17:44, time: 1.477, data_time: 0.003, memory: 6929, loss_aux: 1.4146, top1_acc: 0.4512, top5_acc: 0.6863, loss_cls: 2.4642, loss: 3.8788, grad_norm: 3.3236 2020-09-23 21:39:03,781 - mmaction - INFO - Epoch [17][380/940] lr: 4.000e-02, eta: 2 days, 3:17:13, time: 1.465, data_time: 0.002, memory: 6929, loss_aux: 1.4088, top1_acc: 0.4400, top5_acc: 0.6863, loss_cls: 2.4672, loss: 3.8761, grad_norm: 3.3109 2020-09-23 21:39:33,063 - mmaction - INFO - Epoch [17][400/940] lr: 4.000e-02, eta: 2 days, 3:16:43, time: 1.464, data_time: 0.002, memory: 6929, loss_aux: 1.3918, top1_acc: 0.4555, top5_acc: 0.6920, loss_cls: 2.4346, loss: 3.8264, grad_norm: 3.2796 2020-09-23 21:40:02,122 - mmaction - INFO - Epoch [17][420/940] lr: 4.000e-02, eta: 2 days, 3:16:11, time: 1.453, data_time: 0.002, memory: 6929, loss_aux: 1.3999, top1_acc: 0.4516, top5_acc: 0.7018, loss_cls: 2.4208, loss: 3.8207, grad_norm: 3.2512 2020-09-23 21:40:32,072 - mmaction - INFO - Epoch [17][440/940] lr: 4.000e-02, eta: 2 days, 3:15:46, time: 1.496, data_time: 0.001, memory: 6929, loss_aux: 1.4318, top1_acc: 0.4363, top5_acc: 0.6717, loss_cls: 2.5163, loss: 3.9481, grad_norm: 3.3216 2020-09-23 21:41:01,823 - mmaction - INFO - Epoch [17][460/940] lr: 4.000e-02, eta: 2 days, 3:15:19, time: 1.488, data_time: 0.003, memory: 6929, loss_aux: 1.4197, top1_acc: 0.4414, top5_acc: 0.6852, loss_cls: 2.4721, loss: 3.8918, grad_norm: 3.3706 2020-09-23 21:41:31,040 - mmaction - INFO - Epoch [17][480/940] lr: 4.000e-02, eta: 2 days, 3:14:48, time: 1.461, data_time: 0.002, memory: 6929, loss_aux: 1.4263, top1_acc: 0.4246, top5_acc: 0.6844, loss_cls: 2.4939, loss: 3.9202, grad_norm: 3.3420 2020-09-23 21:42:01,278 - mmaction - INFO - Epoch [17][500/940] lr: 4.000e-02, eta: 2 days, 3:14:26, time: 1.513, data_time: 0.002, memory: 6929, loss_aux: 1.3994, top1_acc: 0.4492, top5_acc: 0.6953, loss_cls: 2.4424, loss: 3.8418, grad_norm: 3.2651 2020-09-23 21:42:30,519 - mmaction - INFO - Epoch [17][520/940] lr: 4.000e-02, eta: 2 days, 3:13:55, time: 1.462, data_time: 0.001, memory: 6929, loss_aux: 1.4003, top1_acc: 0.4449, top5_acc: 0.6918, loss_cls: 2.4514, loss: 3.8517, grad_norm: 3.2966 2020-09-23 21:43:00,579 - mmaction - INFO - Epoch [17][540/940] lr: 4.000e-02, eta: 2 days, 3:13:31, time: 1.502, data_time: 0.002, memory: 6929, loss_aux: 1.4065, top1_acc: 0.4422, top5_acc: 0.6850, loss_cls: 2.4791, loss: 3.8857, grad_norm: 3.3223 2020-09-23 21:43:29,621 - mmaction - INFO - Epoch [17][560/940] lr: 4.000e-02, eta: 2 days, 3:12:58, time: 1.452, data_time: 0.002, memory: 6929, loss_aux: 1.3838, top1_acc: 0.4561, top5_acc: 0.7012, loss_cls: 2.4218, loss: 3.8056, grad_norm: 3.2631 2020-09-23 21:43:59,245 - mmaction - INFO - Epoch [17][580/940] lr: 4.000e-02, eta: 2 days, 3:12:31, time: 1.481, data_time: 0.003, memory: 6929, loss_aux: 1.4059, top1_acc: 0.4381, top5_acc: 0.6824, loss_cls: 2.4738, loss: 3.8796, grad_norm: 3.2653 2020-09-23 21:44:28,284 - mmaction - INFO - Epoch [17][600/940] lr: 4.000e-02, eta: 2 days, 3:11:58, time: 1.452, data_time: 0.003, memory: 6929, loss_aux: 1.4215, top1_acc: 0.4389, top5_acc: 0.6748, loss_cls: 2.5039, loss: 3.9254, grad_norm: 3.2884 2020-09-23 21:44:58,153 - mmaction - INFO - Epoch [17][620/940] lr: 4.000e-02, eta: 2 days, 3:11:33, time: 1.495, data_time: 0.003, memory: 6929, loss_aux: 1.4178, top1_acc: 0.4395, top5_acc: 0.6754, loss_cls: 2.4949, loss: 3.9127, grad_norm: 3.3143 2020-09-23 21:45:27,118 - mmaction - INFO - Epoch [17][640/940] lr: 4.000e-02, eta: 2 days, 3:11:00, time: 1.447, data_time: 0.001, memory: 6929, loss_aux: 1.4036, top1_acc: 0.4549, top5_acc: 0.6994, loss_cls: 2.4287, loss: 3.8323, grad_norm: 3.3051 2020-09-23 21:45:56,535 - mmaction - INFO - Epoch [17][660/940] lr: 4.000e-02, eta: 2 days, 3:10:30, time: 1.472, data_time: 0.002, memory: 6929, loss_aux: 1.3899, top1_acc: 0.4559, top5_acc: 0.6902, loss_cls: 2.4282, loss: 3.8181, grad_norm: 3.3311 2020-09-23 21:46:25,250 - mmaction - INFO - Epoch [17][680/940] lr: 4.000e-02, eta: 2 days, 3:09:55, time: 1.434, data_time: 0.001, memory: 6929, loss_aux: 1.3956, top1_acc: 0.4486, top5_acc: 0.6842, loss_cls: 2.4637, loss: 3.8594, grad_norm: 3.3054 2020-09-23 21:46:54,557 - mmaction - INFO - Epoch [17][700/940] lr: 4.000e-02, eta: 2 days, 3:09:25, time: 1.467, data_time: 0.003, memory: 6929, loss_aux: 1.4027, top1_acc: 0.4500, top5_acc: 0.6896, loss_cls: 2.4512, loss: 3.8539, grad_norm: 3.3102 2020-09-23 21:47:23,477 - mmaction - INFO - Epoch [17][720/940] lr: 4.000e-02, eta: 2 days, 3:08:52, time: 1.445, data_time: 0.001, memory: 6929, loss_aux: 1.4363, top1_acc: 0.4373, top5_acc: 0.6678, loss_cls: 2.5473, loss: 3.9835, grad_norm: 3.2771 2020-09-23 21:47:52,753 - mmaction - INFO - Epoch [17][740/940] lr: 4.000e-02, eta: 2 days, 3:08:22, time: 1.464, data_time: 0.003, memory: 6929, loss_aux: 1.3967, top1_acc: 0.4414, top5_acc: 0.6873, loss_cls: 2.4512, loss: 3.8479, grad_norm: 3.2552 2020-09-23 21:48:22,042 - mmaction - INFO - Epoch [17][760/940] lr: 4.000e-02, eta: 2 days, 3:07:51, time: 1.465, data_time: 0.002, memory: 6929, loss_aux: 1.3898, top1_acc: 0.4619, top5_acc: 0.6934, loss_cls: 2.4334, loss: 3.8232, grad_norm: 3.2875 2020-09-23 21:48:52,054 - mmaction - INFO - Epoch [17][780/940] lr: 4.000e-02, eta: 2 days, 3:07:26, time: 1.499, data_time: 0.001, memory: 6929, loss_aux: 1.4292, top1_acc: 0.4266, top5_acc: 0.6729, loss_cls: 2.5184, loss: 3.9476, grad_norm: 3.3373 2020-09-23 21:49:21,871 - mmaction - INFO - Epoch [17][800/940] lr: 4.000e-02, eta: 2 days, 3:07:01, time: 1.492, data_time: 0.003, memory: 6929, loss_aux: 1.4055, top1_acc: 0.4432, top5_acc: 0.6828, loss_cls: 2.4820, loss: 3.8875, grad_norm: 3.2560 2020-09-23 21:49:50,849 - mmaction - INFO - Epoch [17][820/940] lr: 4.000e-02, eta: 2 days, 3:06:28, time: 1.448, data_time: 0.001, memory: 6929, loss_aux: 1.4055, top1_acc: 0.4527, top5_acc: 0.6994, loss_cls: 2.4589, loss: 3.8644, grad_norm: 3.2931 2020-09-23 21:50:19,526 - mmaction - INFO - Epoch [17][840/940] lr: 4.000e-02, eta: 2 days, 3:05:53, time: 1.434, data_time: 0.002, memory: 6929, loss_aux: 1.4316, top1_acc: 0.4352, top5_acc: 0.6801, loss_cls: 2.5468, loss: 3.9785, grad_norm: 3.3371 2020-09-23 21:50:49,820 - mmaction - INFO - Epoch [17][860/940] lr: 4.000e-02, eta: 2 days, 3:05:30, time: 1.513, data_time: 0.001, memory: 6929, loss_aux: 1.3965, top1_acc: 0.4492, top5_acc: 0.6910, loss_cls: 2.4474, loss: 3.8439, grad_norm: 3.3634 2020-09-23 21:51:19,119 - mmaction - INFO - Epoch [17][880/940] lr: 4.000e-02, eta: 2 days, 3:05:00, time: 1.466, data_time: 0.003, memory: 6929, loss_aux: 1.4363, top1_acc: 0.4430, top5_acc: 0.6768, loss_cls: 2.5005, loss: 3.9368, grad_norm: 3.2819 2020-09-23 21:51:47,873 - mmaction - INFO - Epoch [17][900/940] lr: 4.000e-02, eta: 2 days, 3:04:25, time: 1.438, data_time: 0.002, memory: 6929, loss_aux: 1.4297, top1_acc: 0.4287, top5_acc: 0.6760, loss_cls: 2.5250, loss: 3.9547, grad_norm: 3.3127 2020-09-23 21:52:18,017 - mmaction - INFO - Epoch [17][920/940] lr: 4.000e-02, eta: 2 days, 3:04:02, time: 1.507, data_time: 0.002, memory: 6929, loss_aux: 1.4214, top1_acc: 0.4424, top5_acc: 0.6773, loss_cls: 2.4944, loss: 3.9158, grad_norm: 3.2406 2020-09-23 21:52:47,786 - mmaction - INFO - Epoch [17][940/940] lr: 4.000e-02, eta: 2 days, 3:03:35, time: 1.488, data_time: 0.002, memory: 6929, loss_aux: 1.4391, top1_acc: 0.4338, top5_acc: 0.6772, loss_cls: 2.5327, loss: 3.9719, grad_norm: 3.3266 2020-09-23 21:52:48,268 - mmaction - INFO - Saving checkpoint at 17 epochs 2020-09-23 21:53:23,154 - mmaction - INFO - Epoch [18][20/940] lr: 4.000e-02, eta: 2 days, 3:03:00, time: 1.431, data_time: 0.184, memory: 6929, loss_aux: 1.3957, top1_acc: 0.4500, top5_acc: 0.6893, loss_cls: 2.4338, loss: 3.8295, grad_norm: 3.2800 2020-09-23 21:53:52,149 - mmaction - INFO - Epoch [18][40/940] lr: 4.000e-02, eta: 2 days, 3:02:27, time: 1.451, data_time: 0.003, memory: 6929, loss_aux: 1.4204, top1_acc: 0.4482, top5_acc: 0.6834, loss_cls: 2.4802, loss: 3.9006, grad_norm: 3.2909 2020-09-23 21:54:21,837 - mmaction - INFO - Epoch [18][60/940] lr: 4.000e-02, eta: 2 days, 3:02:00, time: 1.484, data_time: 0.001, memory: 6929, loss_aux: 1.4095, top1_acc: 0.4359, top5_acc: 0.6865, loss_cls: 2.4801, loss: 3.8896, grad_norm: 3.3059 2020-09-23 21:54:51,330 - mmaction - INFO - Epoch [18][80/940] lr: 4.000e-02, eta: 2 days, 3:01:31, time: 1.472, data_time: 0.001, memory: 6929, loss_aux: 1.3736, top1_acc: 0.4588, top5_acc: 0.7047, loss_cls: 2.3620, loss: 3.7356, grad_norm: 3.3521 2020-09-23 21:55:20,665 - mmaction - INFO - Epoch [18][100/940] lr: 4.000e-02, eta: 2 days, 3:01:00, time: 1.463, data_time: 0.004, memory: 6929, loss_aux: 1.3807, top1_acc: 0.4539, top5_acc: 0.6881, loss_cls: 2.4101, loss: 3.7908, grad_norm: 3.2946 2020-09-23 21:55:49,797 - mmaction - INFO - Epoch [18][120/940] lr: 4.000e-02, eta: 2 days, 3:00:30, time: 1.462, data_time: 0.007, memory: 6929, loss_aux: 1.4046, top1_acc: 0.4445, top5_acc: 0.6902, loss_cls: 2.4482, loss: 3.8528, grad_norm: 3.3329 2020-09-23 21:56:19,735 - mmaction - INFO - Epoch [18][140/940] lr: 4.000e-02, eta: 2 days, 3:00:04, time: 1.498, data_time: 0.002, memory: 6929, loss_aux: 1.3980, top1_acc: 0.4500, top5_acc: 0.6971, loss_cls: 2.4559, loss: 3.8539, grad_norm: 3.1990 2020-09-23 21:56:48,414 - mmaction - INFO - Epoch [18][160/940] lr: 4.000e-02, eta: 2 days, 2:59:29, time: 1.433, data_time: 0.001, memory: 6929, loss_aux: 1.3956, top1_acc: 0.4584, top5_acc: 0.6939, loss_cls: 2.4085, loss: 3.8041, grad_norm: 3.2432 2020-09-23 21:57:17,691 - mmaction - INFO - Epoch [18][180/940] lr: 4.000e-02, eta: 2 days, 2:58:59, time: 1.464, data_time: 0.002, memory: 6929, loss_aux: 1.3996, top1_acc: 0.4533, top5_acc: 0.7051, loss_cls: 2.4337, loss: 3.8333, grad_norm: 3.3341 2020-09-23 21:57:46,455 - mmaction - INFO - Epoch [18][200/940] lr: 4.000e-02, eta: 2 days, 2:58:24, time: 1.437, data_time: 0.001, memory: 6929, loss_aux: 1.3836, top1_acc: 0.4531, top5_acc: 0.6914, loss_cls: 2.4320, loss: 3.8157, grad_norm: 3.2930 2020-09-23 21:58:15,517 - mmaction - INFO - Epoch [18][220/940] lr: 4.000e-02, eta: 2 days, 2:57:53, time: 1.455, data_time: 0.003, memory: 6929, loss_aux: 1.3855, top1_acc: 0.4506, top5_acc: 0.6889, loss_cls: 2.4346, loss: 3.8201, grad_norm: 3.2738 2020-09-23 21:58:44,747 - mmaction - INFO - Epoch [18][240/940] lr: 4.000e-02, eta: 2 days, 2:57:22, time: 1.461, data_time: 0.001, memory: 6929, loss_aux: 1.3640, top1_acc: 0.4627, top5_acc: 0.7063, loss_cls: 2.3597, loss: 3.7237, grad_norm: 3.2872 2020-09-23 21:59:13,491 - mmaction - INFO - Epoch [18][260/940] lr: 4.000e-02, eta: 2 days, 2:56:47, time: 1.437, data_time: 0.003, memory: 6929, loss_aux: 1.4024, top1_acc: 0.4475, top5_acc: 0.6896, loss_cls: 2.4613, loss: 3.8636, grad_norm: 3.3072 2020-09-23 21:59:42,523 - mmaction - INFO - Epoch [18][280/940] lr: 4.000e-02, eta: 2 days, 2:56:15, time: 1.452, data_time: 0.003, memory: 6929, loss_aux: 1.4114, top1_acc: 0.4357, top5_acc: 0.6846, loss_cls: 2.5197, loss: 3.9311, grad_norm: 3.3399 2020-09-23 22:00:21,646 - mmaction - INFO - Epoch [18][300/940] lr: 4.000e-02, eta: 2 days, 2:56:59, time: 1.946, data_time: 0.005, memory: 6929, loss_aux: 1.3919, top1_acc: 0.4643, top5_acc: 0.6930, loss_cls: 2.4183, loss: 3.8103, grad_norm: 3.3200 2020-09-23 22:00:48,431 - mmaction - INFO - Epoch [18][320/940] lr: 4.000e-02, eta: 2 days, 2:56:11, time: 1.350, data_time: 0.028, memory: 6929, loss_aux: 1.3951, top1_acc: 0.4502, top5_acc: 0.6926, loss_cls: 2.4388, loss: 3.8339, grad_norm: 3.3241 2020-09-23 22:01:18,298 - mmaction - INFO - Epoch [18][340/940] lr: 4.000e-02, eta: 2 days, 2:55:45, time: 1.493, data_time: 0.002, memory: 6929, loss_aux: 1.4111, top1_acc: 0.4545, top5_acc: 0.6814, loss_cls: 2.4692, loss: 3.8803, grad_norm: 3.2556 2020-09-23 22:01:47,128 - mmaction - INFO - Epoch [18][360/940] lr: 4.000e-02, eta: 2 days, 2:55:11, time: 1.442, data_time: 0.002, memory: 6929, loss_aux: 1.3776, top1_acc: 0.4422, top5_acc: 0.6906, loss_cls: 2.4404, loss: 3.8180, grad_norm: 3.2338 2020-09-23 22:02:16,340 - mmaction - INFO - Epoch [18][380/940] lr: 4.000e-02, eta: 2 days, 2:54:40, time: 1.461, data_time: 0.002, memory: 6929, loss_aux: 1.3936, top1_acc: 0.4555, top5_acc: 0.6906, loss_cls: 2.4393, loss: 3.8329, grad_norm: 3.3099 2020-09-23 22:02:46,030 - mmaction - INFO - Epoch [18][400/940] lr: 4.000e-02, eta: 2 days, 2:54:13, time: 1.483, data_time: 0.002, memory: 6929, loss_aux: 1.3813, top1_acc: 0.4561, top5_acc: 0.7012, loss_cls: 2.4120, loss: 3.7933, grad_norm: 3.3150 2020-09-23 22:03:16,015 - mmaction - INFO - Epoch [18][420/940] lr: 4.000e-02, eta: 2 days, 2:53:48, time: 1.500, data_time: 0.003, memory: 6929, loss_aux: 1.3892, top1_acc: 0.4564, top5_acc: 0.6914, loss_cls: 2.4407, loss: 3.8299, grad_norm: 3.3112 2020-09-23 22:03:45,037 - mmaction - INFO - Epoch [18][440/940] lr: 4.000e-02, eta: 2 days, 2:53:15, time: 1.451, data_time: 0.002, memory: 6929, loss_aux: 1.4118, top1_acc: 0.4477, top5_acc: 0.6867, loss_cls: 2.4860, loss: 3.8978, grad_norm: 3.2867 2020-09-23 22:04:15,358 - mmaction - INFO - Epoch [18][460/940] lr: 4.000e-02, eta: 2 days, 2:52:53, time: 1.516, data_time: 0.002, memory: 6929, loss_aux: 1.3914, top1_acc: 0.4555, top5_acc: 0.6994, loss_cls: 2.4414, loss: 3.8328, grad_norm: 3.2836 2020-09-23 22:04:44,979 - mmaction - INFO - Epoch [18][480/940] lr: 4.000e-02, eta: 2 days, 2:52:25, time: 1.481, data_time: 0.002, memory: 6929, loss_aux: 1.4021, top1_acc: 0.4443, top5_acc: 0.6896, loss_cls: 2.4597, loss: 3.8617, grad_norm: 3.2590 2020-09-23 22:05:13,955 - mmaction - INFO - Epoch [18][500/940] lr: 4.000e-02, eta: 2 days, 2:51:52, time: 1.449, data_time: 0.002, memory: 6929, loss_aux: 1.4212, top1_acc: 0.4395, top5_acc: 0.6793, loss_cls: 2.4807, loss: 3.9019, grad_norm: 3.2866 2020-09-23 22:05:43,252 - mmaction - INFO - Epoch [18][520/940] lr: 4.000e-02, eta: 2 days, 2:51:22, time: 1.464, data_time: 0.002, memory: 6929, loss_aux: 1.4184, top1_acc: 0.4350, top5_acc: 0.6793, loss_cls: 2.5032, loss: 3.9216, grad_norm: 3.3171 2020-09-23 22:06:11,592 - mmaction - INFO - Epoch [18][540/940] lr: 4.000e-02, eta: 2 days, 2:50:45, time: 1.418, data_time: 0.003, memory: 6929, loss_aux: 1.4193, top1_acc: 0.4334, top5_acc: 0.6891, loss_cls: 2.4914, loss: 3.9107, grad_norm: 3.3073 2020-09-23 22:06:41,903 - mmaction - INFO - Epoch [18][560/940] lr: 4.000e-02, eta: 2 days, 2:50:22, time: 1.515, data_time: 0.002, memory: 6929, loss_aux: 1.3921, top1_acc: 0.4488, top5_acc: 0.6965, loss_cls: 2.4354, loss: 3.8274, grad_norm: 3.3419 2020-09-23 22:07:10,352 - mmaction - INFO - Epoch [18][580/940] lr: 4.000e-02, eta: 2 days, 2:49:45, time: 1.422, data_time: 0.002, memory: 6929, loss_aux: 1.4048, top1_acc: 0.4529, top5_acc: 0.6875, loss_cls: 2.4543, loss: 3.8591, grad_norm: 3.2793 2020-09-23 22:07:40,316 - mmaction - INFO - Epoch [18][600/940] lr: 4.000e-02, eta: 2 days, 2:49:20, time: 1.499, data_time: 0.003, memory: 6929, loss_aux: 1.3993, top1_acc: 0.4461, top5_acc: 0.6957, loss_cls: 2.4553, loss: 3.8546, grad_norm: 3.2846 2020-09-23 22:08:09,467 - mmaction - INFO - Epoch [18][620/940] lr: 4.000e-02, eta: 2 days, 2:48:49, time: 1.456, data_time: 0.001, memory: 6929, loss_aux: 1.4041, top1_acc: 0.4477, top5_acc: 0.6881, loss_cls: 2.4702, loss: 3.8743, grad_norm: 3.2673 2020-09-23 22:08:38,927 - mmaction - INFO - Epoch [18][640/940] lr: 4.000e-02, eta: 2 days, 2:48:20, time: 1.474, data_time: 0.003, memory: 6929, loss_aux: 1.4063, top1_acc: 0.4510, top5_acc: 0.6859, loss_cls: 2.4489, loss: 3.8552, grad_norm: 3.2724 2020-09-23 22:09:07,544 - mmaction - INFO - Epoch [18][660/940] lr: 4.000e-02, eta: 2 days, 2:47:44, time: 1.431, data_time: 0.002, memory: 6929, loss_aux: 1.4039, top1_acc: 0.4459, top5_acc: 0.6898, loss_cls: 2.4588, loss: 3.8627, grad_norm: 3.2970 2020-09-23 22:09:36,316 - mmaction - INFO - Epoch [18][680/940] lr: 4.000e-02, eta: 2 days, 2:47:10, time: 1.439, data_time: 0.002, memory: 6929, loss_aux: 1.4071, top1_acc: 0.4543, top5_acc: 0.6859, loss_cls: 2.4463, loss: 3.8534, grad_norm: 3.2816 2020-09-23 22:10:06,375 - mmaction - INFO - Epoch [18][700/940] lr: 4.000e-02, eta: 2 days, 2:46:45, time: 1.502, data_time: 0.001, memory: 6929, loss_aux: 1.4215, top1_acc: 0.4268, top5_acc: 0.6795, loss_cls: 2.4885, loss: 3.9100, grad_norm: 3.3348 2020-09-23 22:10:35,327 - mmaction - INFO - Epoch [18][720/940] lr: 4.000e-02, eta: 2 days, 2:46:13, time: 1.449, data_time: 0.003, memory: 6929, loss_aux: 1.4140, top1_acc: 0.4459, top5_acc: 0.6875, loss_cls: 2.4527, loss: 3.8666, grad_norm: 3.3334 2020-09-23 22:11:05,335 - mmaction - INFO - Epoch [18][740/940] lr: 4.000e-02, eta: 2 days, 2:45:47, time: 1.495, data_time: 0.001, memory: 6929, loss_aux: 1.3777, top1_acc: 0.4486, top5_acc: 0.6975, loss_cls: 2.4193, loss: 3.7970, grad_norm: 3.2844 2020-09-23 22:11:33,925 - mmaction - INFO - Epoch [18][760/940] lr: 4.000e-02, eta: 2 days, 2:45:12, time: 1.434, data_time: 0.008, memory: 6929, loss_aux: 1.4132, top1_acc: 0.4547, top5_acc: 0.6895, loss_cls: 2.4515, loss: 3.8647, grad_norm: 3.2983 2020-09-23 22:12:03,438 - mmaction - INFO - Epoch [18][780/940] lr: 4.000e-02, eta: 2 days, 2:44:44, time: 1.477, data_time: 0.002, memory: 6929, loss_aux: 1.3880, top1_acc: 0.4457, top5_acc: 0.6988, loss_cls: 2.4283, loss: 3.8163, grad_norm: 3.2877 2020-09-23 22:12:33,802 - mmaction - INFO - Epoch [18][800/940] lr: 4.000e-02, eta: 2 days, 2:44:21, time: 1.518, data_time: 0.001, memory: 6929, loss_aux: 1.3890, top1_acc: 0.4512, top5_acc: 0.6891, loss_cls: 2.4442, loss: 3.8332, grad_norm: 3.2801 2020-09-23 22:13:02,629 - mmaction - INFO - Epoch [18][820/940] lr: 4.000e-02, eta: 2 days, 2:43:48, time: 1.441, data_time: 0.003, memory: 6929, loss_aux: 1.3836, top1_acc: 0.4629, top5_acc: 0.6998, loss_cls: 2.4040, loss: 3.7876, grad_norm: 3.2863 2020-09-23 22:13:32,192 - mmaction - INFO - Epoch [18][840/940] lr: 4.000e-02, eta: 2 days, 2:43:19, time: 1.478, data_time: 0.002, memory: 6929, loss_aux: 1.4376, top1_acc: 0.4393, top5_acc: 0.6764, loss_cls: 2.5199, loss: 3.9575, grad_norm: 3.3400 2020-09-23 22:14:01,095 - mmaction - INFO - Epoch [18][860/940] lr: 4.000e-02, eta: 2 days, 2:42:46, time: 1.445, data_time: 0.002, memory: 6929, loss_aux: 1.4267, top1_acc: 0.4361, top5_acc: 0.6805, loss_cls: 2.5184, loss: 3.9451, grad_norm: 3.3004 2020-09-23 22:14:29,933 - mmaction - INFO - Epoch [18][880/940] lr: 4.000e-02, eta: 2 days, 2:42:12, time: 1.441, data_time: 0.002, memory: 6929, loss_aux: 1.4073, top1_acc: 0.4506, top5_acc: 0.6871, loss_cls: 2.4557, loss: 3.8631, grad_norm: 3.2944 2020-09-23 22:14:59,971 - mmaction - INFO - Epoch [18][900/940] lr: 4.000e-02, eta: 2 days, 2:41:47, time: 1.500, data_time: 0.005, memory: 6929, loss_aux: 1.3977, top1_acc: 0.4436, top5_acc: 0.6930, loss_cls: 2.4522, loss: 3.8500, grad_norm: 3.3306 2020-09-23 22:15:29,377 - mmaction - INFO - Epoch [18][920/940] lr: 4.000e-02, eta: 2 days, 2:41:18, time: 1.472, data_time: 0.010, memory: 6929, loss_aux: 1.4080, top1_acc: 0.4482, top5_acc: 0.6914, loss_cls: 2.4663, loss: 3.8743, grad_norm: 3.2877 2020-09-23 22:15:57,845 - mmaction - INFO - Epoch [18][940/940] lr: 4.000e-02, eta: 2 days, 2:40:42, time: 1.425, data_time: 0.004, memory: 6929, loss_aux: 1.3934, top1_acc: 0.4586, top5_acc: 0.6871, loss_cls: 2.4496, loss: 3.8430, grad_norm: 3.2623 2020-09-23 22:15:58,408 - mmaction - INFO - Saving checkpoint at 18 epochs 2020-09-23 22:16:38,241 - mmaction - INFO - Epoch [19][20/940] lr: 4.000e-02, eta: 2 days, 2:40:20, time: 1.519, data_time: 0.245, memory: 6929, loss_aux: 1.3933, top1_acc: 0.4359, top5_acc: 0.6928, loss_cls: 2.4600, loss: 3.8533, grad_norm: 3.3298 2020-09-23 22:17:06,952 - mmaction - INFO - Epoch [19][40/940] lr: 4.000e-02, eta: 2 days, 2:39:45, time: 1.435, data_time: 0.002, memory: 6929, loss_aux: 1.3821, top1_acc: 0.4566, top5_acc: 0.6980, loss_cls: 2.4065, loss: 3.7886, grad_norm: 3.3224 2020-09-23 22:17:36,548 - mmaction - INFO - Epoch [19][60/940] lr: 4.000e-02, eta: 2 days, 2:39:18, time: 1.481, data_time: 0.003, memory: 6929, loss_aux: 1.3947, top1_acc: 0.4404, top5_acc: 0.6830, loss_cls: 2.4495, loss: 3.8442, grad_norm: 3.3138 2020-09-23 22:18:06,822 - mmaction - INFO - Epoch [19][80/940] lr: 4.000e-02, eta: 2 days, 2:38:54, time: 1.513, data_time: 0.001, memory: 6929, loss_aux: 1.3872, top1_acc: 0.4525, top5_acc: 0.6930, loss_cls: 2.4085, loss: 3.7957, grad_norm: 3.2487 2020-09-23 22:18:35,938 - mmaction - INFO - Epoch [19][100/940] lr: 4.000e-02, eta: 2 days, 2:38:23, time: 1.456, data_time: 0.002, memory: 6929, loss_aux: 1.3998, top1_acc: 0.4475, top5_acc: 0.6916, loss_cls: 2.4502, loss: 3.8500, grad_norm: 3.3240 2020-09-23 22:19:05,811 - mmaction - INFO - Epoch [19][120/940] lr: 4.000e-02, eta: 2 days, 2:37:57, time: 1.492, data_time: 0.002, memory: 6929, loss_aux: 1.3827, top1_acc: 0.4625, top5_acc: 0.6945, loss_cls: 2.4071, loss: 3.7898, grad_norm: 3.2528 2020-09-23 22:19:35,270 - mmaction - INFO - Epoch [19][140/940] lr: 4.000e-02, eta: 2 days, 2:37:28, time: 1.474, data_time: 0.004, memory: 6929, loss_aux: 1.4031, top1_acc: 0.4531, top5_acc: 0.6857, loss_cls: 2.4489, loss: 3.8519, grad_norm: 3.2782 2020-09-23 22:20:06,832 - mmaction - INFO - Epoch [19][160/940] lr: 4.000e-02, eta: 2 days, 2:37:14, time: 1.577, data_time: 0.002, memory: 6929, loss_aux: 1.3812, top1_acc: 0.4539, top5_acc: 0.6975, loss_cls: 2.4129, loss: 3.7942, grad_norm: 3.3021 2020-09-23 22:20:35,794 - mmaction - INFO - Epoch [19][180/940] lr: 4.000e-02, eta: 2 days, 2:36:41, time: 1.449, data_time: 0.004, memory: 6929, loss_aux: 1.4005, top1_acc: 0.4488, top5_acc: 0.6916, loss_cls: 2.4394, loss: 3.8399, grad_norm: 3.3092 2020-09-23 22:21:06,151 - mmaction - INFO - Epoch [19][200/940] lr: 4.000e-02, eta: 2 days, 2:36:19, time: 1.518, data_time: 0.002, memory: 6929, loss_aux: 1.3993, top1_acc: 0.4504, top5_acc: 0.6869, loss_cls: 2.4598, loss: 3.8591, grad_norm: 3.3600 2020-09-23 22:21:35,590 - mmaction - INFO - Epoch [19][220/940] lr: 4.000e-02, eta: 2 days, 2:35:50, time: 1.473, data_time: 0.003, memory: 6929, loss_aux: 1.3841, top1_acc: 0.4553, top5_acc: 0.6961, loss_cls: 2.4096, loss: 3.7936, grad_norm: 3.2699 2020-09-23 22:22:05,159 - mmaction - INFO - Epoch [19][240/940] lr: 4.000e-02, eta: 2 days, 2:35:21, time: 1.478, data_time: 0.001, memory: 6929, loss_aux: 1.3868, top1_acc: 0.4535, top5_acc: 0.6959, loss_cls: 2.4220, loss: 3.8088, grad_norm: 3.2682 2020-09-23 22:22:35,955 - mmaction - INFO - Epoch [19][260/940] lr: 4.000e-02, eta: 2 days, 2:35:02, time: 1.540, data_time: 0.002, memory: 6929, loss_aux: 1.3726, top1_acc: 0.4588, top5_acc: 0.7041, loss_cls: 2.3712, loss: 3.7437, grad_norm: 3.2726 2020-09-23 22:23:05,319 - mmaction - INFO - Epoch [19][280/940] lr: 4.000e-02, eta: 2 days, 2:34:32, time: 1.469, data_time: 0.002, memory: 6929, loss_aux: 1.3952, top1_acc: 0.4562, top5_acc: 0.6887, loss_cls: 2.4256, loss: 3.8208, grad_norm: 3.3744 2020-09-23 22:23:34,524 - mmaction - INFO - Epoch [19][300/940] lr: 4.000e-02, eta: 2 days, 2:34:01, time: 1.460, data_time: 0.001, memory: 6929, loss_aux: 1.3836, top1_acc: 0.4561, top5_acc: 0.7002, loss_cls: 2.4128, loss: 3.7964, grad_norm: 3.2814 2020-09-23 22:24:04,706 - mmaction - INFO - Epoch [19][320/940] lr: 4.000e-02, eta: 2 days, 2:33:37, time: 1.509, data_time: 0.002, memory: 6929, loss_aux: 1.3932, top1_acc: 0.4465, top5_acc: 0.6904, loss_cls: 2.4500, loss: 3.8431, grad_norm: 3.2881 2020-09-23 22:24:36,106 - mmaction - INFO - Epoch [19][340/940] lr: 4.000e-02, eta: 2 days, 2:33:22, time: 1.570, data_time: 0.003, memory: 6929, loss_aux: 1.4066, top1_acc: 0.4410, top5_acc: 0.6887, loss_cls: 2.4857, loss: 3.8923, grad_norm: 3.3226 2020-09-23 22:25:05,199 - mmaction - INFO - Epoch [19][360/940] lr: 4.000e-02, eta: 2 days, 2:32:50, time: 1.455, data_time: 0.003, memory: 6929, loss_aux: 1.3988, top1_acc: 0.4492, top5_acc: 0.6889, loss_cls: 2.4632, loss: 3.8620, grad_norm: 3.3253 2020-09-23 22:25:35,833 - mmaction - INFO - Epoch [19][380/940] lr: 4.000e-02, eta: 2 days, 2:32:30, time: 1.533, data_time: 0.003, memory: 6929, loss_aux: 1.4275, top1_acc: 0.4406, top5_acc: 0.6740, loss_cls: 2.5013, loss: 3.9288, grad_norm: 3.2951 2020-09-23 22:26:04,599 - mmaction - INFO - Epoch [19][400/940] lr: 4.000e-02, eta: 2 days, 2:31:55, time: 1.437, data_time: 0.001, memory: 6929, loss_aux: 1.3990, top1_acc: 0.4494, top5_acc: 0.6930, loss_cls: 2.4458, loss: 3.8448, grad_norm: 3.2604 2020-09-23 22:26:33,970 - mmaction - INFO - Epoch [19][420/940] lr: 4.000e-02, eta: 2 days, 2:31:26, time: 1.469, data_time: 0.003, memory: 6929, loss_aux: 1.3817, top1_acc: 0.4553, top5_acc: 0.6910, loss_cls: 2.4245, loss: 3.8062, grad_norm: 3.2061 2020-09-23 22:27:03,963 - mmaction - INFO - Epoch [19][440/940] lr: 4.000e-02, eta: 2 days, 2:31:00, time: 1.499, data_time: 0.002, memory: 6929, loss_aux: 1.3857, top1_acc: 0.4445, top5_acc: 0.6959, loss_cls: 2.4330, loss: 3.8187, grad_norm: 3.2910 2020-09-23 22:27:34,640 - mmaction - INFO - Epoch [19][460/940] lr: 4.000e-02, eta: 2 days, 2:30:40, time: 1.535, data_time: 0.003, memory: 6929, loss_aux: 1.3945, top1_acc: 0.4631, top5_acc: 0.6934, loss_cls: 2.4394, loss: 3.8340, grad_norm: 3.3039 2020-09-23 22:28:04,386 - mmaction - INFO - Epoch [19][480/940] lr: 4.000e-02, eta: 2 days, 2:30:13, time: 1.487, data_time: 0.002, memory: 6929, loss_aux: 1.3835, top1_acc: 0.4500, top5_acc: 0.6943, loss_cls: 2.4315, loss: 3.8151, grad_norm: 3.3216 2020-09-23 22:28:34,338 - mmaction - INFO - Epoch [19][500/940] lr: 4.000e-02, eta: 2 days, 2:29:47, time: 1.497, data_time: 0.002, memory: 6929, loss_aux: 1.4043, top1_acc: 0.4447, top5_acc: 0.6928, loss_cls: 2.4653, loss: 3.8696, grad_norm: 3.2672 2020-09-23 22:29:04,034 - mmaction - INFO - Epoch [19][520/940] lr: 4.000e-02, eta: 2 days, 2:29:20, time: 1.484, data_time: 0.002, memory: 6929, loss_aux: 1.3855, top1_acc: 0.4529, top5_acc: 0.6953, loss_cls: 2.4360, loss: 3.8214, grad_norm: 3.2634 2020-09-23 22:29:34,434 - mmaction - INFO - Epoch [19][540/940] lr: 4.000e-02, eta: 2 days, 2:28:57, time: 1.521, data_time: 0.003, memory: 6929, loss_aux: 1.3867, top1_acc: 0.4562, top5_acc: 0.6898, loss_cls: 2.4235, loss: 3.8102, grad_norm: 3.2935 2020-09-23 22:30:03,902 - mmaction - INFO - Epoch [19][560/940] lr: 4.000e-02, eta: 2 days, 2:28:28, time: 1.473, data_time: 0.002, memory: 6929, loss_aux: 1.4001, top1_acc: 0.4453, top5_acc: 0.6908, loss_cls: 2.4419, loss: 3.8421, grad_norm: 3.3646 2020-09-23 22:30:33,371 - mmaction - INFO - Epoch [19][580/940] lr: 4.000e-02, eta: 2 days, 2:27:59, time: 1.474, data_time: 0.003, memory: 6929, loss_aux: 1.4103, top1_acc: 0.4484, top5_acc: 0.6922, loss_cls: 2.4477, loss: 3.8579, grad_norm: 3.3368 2020-09-23 22:31:02,956 - mmaction - INFO - Epoch [19][600/940] lr: 4.000e-02, eta: 2 days, 2:27:31, time: 1.478, data_time: 0.002, memory: 6929, loss_aux: 1.4082, top1_acc: 0.4418, top5_acc: 0.6918, loss_cls: 2.4571, loss: 3.8653, grad_norm: 3.3293 2020-09-23 22:31:32,554 - mmaction - INFO - Epoch [19][620/940] lr: 4.000e-02, eta: 2 days, 2:27:03, time: 1.482, data_time: 0.004, memory: 6929, loss_aux: 1.3984, top1_acc: 0.4424, top5_acc: 0.6918, loss_cls: 2.4639, loss: 3.8623, grad_norm: 3.2401 2020-09-23 22:32:03,995 - mmaction - INFO - Epoch [19][640/940] lr: 4.000e-02, eta: 2 days, 2:26:47, time: 1.571, data_time: 0.001, memory: 6929, loss_aux: 1.4077, top1_acc: 0.4377, top5_acc: 0.6861, loss_cls: 2.4774, loss: 3.8852, grad_norm: 3.2896 2020-09-23 22:32:32,877 - mmaction - INFO - Epoch [19][660/940] lr: 4.000e-02, eta: 2 days, 2:26:14, time: 1.445, data_time: 0.002, memory: 6929, loss_aux: 1.3868, top1_acc: 0.4531, top5_acc: 0.6998, loss_cls: 2.4298, loss: 3.8166, grad_norm: 3.3321 2020-09-23 22:33:02,547 - mmaction - INFO - Epoch [19][680/940] lr: 4.000e-02, eta: 2 days, 2:25:46, time: 1.483, data_time: 0.001, memory: 6929, loss_aux: 1.3724, top1_acc: 0.4592, top5_acc: 0.7000, loss_cls: 2.3989, loss: 3.7712, grad_norm: 3.3021 2020-09-23 22:33:32,487 - mmaction - INFO - Epoch [19][700/940] lr: 4.000e-02, eta: 2 days, 2:25:21, time: 1.497, data_time: 0.003, memory: 6929, loss_aux: 1.3855, top1_acc: 0.4564, top5_acc: 0.7016, loss_cls: 2.4053, loss: 3.7908, grad_norm: 3.2913 2020-09-23 22:34:02,212 - mmaction - INFO - Epoch [19][720/940] lr: 4.000e-02, eta: 2 days, 2:24:53, time: 1.486, data_time: 0.002, memory: 6929, loss_aux: 1.4019, top1_acc: 0.4482, top5_acc: 0.6820, loss_cls: 2.4653, loss: 3.8672, grad_norm: 3.3076 2020-09-23 22:34:33,049 - mmaction - INFO - Epoch [19][740/940] lr: 4.000e-02, eta: 2 days, 2:24:34, time: 1.543, data_time: 0.003, memory: 6929, loss_aux: 1.4110, top1_acc: 0.4520, top5_acc: 0.6834, loss_cls: 2.4910, loss: 3.9020, grad_norm: 3.2645 2020-09-23 22:35:02,003 - mmaction - INFO - Epoch [19][760/940] lr: 4.000e-02, eta: 2 days, 2:24:01, time: 1.447, data_time: 0.001, memory: 6929, loss_aux: 1.4100, top1_acc: 0.4414, top5_acc: 0.6824, loss_cls: 2.4948, loss: 3.9048, grad_norm: 3.3489 2020-09-23 22:35:32,851 - mmaction - INFO - Epoch [19][780/940] lr: 4.000e-02, eta: 2 days, 2:23:41, time: 1.543, data_time: 0.002, memory: 6929, loss_aux: 1.4043, top1_acc: 0.4490, top5_acc: 0.6848, loss_cls: 2.4689, loss: 3.8733, grad_norm: 3.2616 2020-09-23 22:36:02,141 - mmaction - INFO - Epoch [19][800/940] lr: 4.000e-02, eta: 2 days, 2:23:11, time: 1.464, data_time: 0.002, memory: 6929, loss_aux: 1.3841, top1_acc: 0.4484, top5_acc: 0.6941, loss_cls: 2.4162, loss: 3.8002, grad_norm: 3.2846 2020-09-23 22:36:31,541 - mmaction - INFO - Epoch [19][820/940] lr: 4.000e-02, eta: 2 days, 2:22:41, time: 1.469, data_time: 0.002, memory: 6929, loss_aux: 1.4070, top1_acc: 0.4441, top5_acc: 0.6869, loss_cls: 2.4718, loss: 3.8788, grad_norm: 3.3035 2020-09-23 22:37:01,225 - mmaction - INFO - Epoch [19][840/940] lr: 4.000e-02, eta: 2 days, 2:22:14, time: 1.485, data_time: 0.003, memory: 6929, loss_aux: 1.3685, top1_acc: 0.4605, top5_acc: 0.7004, loss_cls: 2.3973, loss: 3.7658, grad_norm: 3.3270 2020-09-23 22:37:30,759 - mmaction - INFO - Epoch [19][860/940] lr: 4.000e-02, eta: 2 days, 2:21:45, time: 1.476, data_time: 0.001, memory: 6929, loss_aux: 1.3933, top1_acc: 0.4512, top5_acc: 0.6955, loss_cls: 2.4230, loss: 3.8162, grad_norm: 3.2809 2020-09-23 22:38:00,627 - mmaction - INFO - Epoch [19][880/940] lr: 4.000e-02, eta: 2 days, 2:21:19, time: 1.494, data_time: 0.002, memory: 6929, loss_aux: 1.4085, top1_acc: 0.4420, top5_acc: 0.6877, loss_cls: 2.4877, loss: 3.8962, grad_norm: 3.3391 2020-09-23 22:38:30,269 - mmaction - INFO - Epoch [19][900/940] lr: 4.000e-02, eta: 2 days, 2:20:51, time: 1.481, data_time: 0.001, memory: 6929, loss_aux: 1.3999, top1_acc: 0.4586, top5_acc: 0.6963, loss_cls: 2.4281, loss: 3.8281, grad_norm: 3.3051 2020-09-23 22:38:59,384 - mmaction - INFO - Epoch [19][920/940] lr: 4.000e-02, eta: 2 days, 2:20:19, time: 1.457, data_time: 0.002, memory: 6929, loss_aux: 1.3884, top1_acc: 0.4566, top5_acc: 0.6928, loss_cls: 2.4308, loss: 3.8192, grad_norm: 3.3340 2020-09-23 22:39:28,058 - mmaction - INFO - Epoch [19][940/940] lr: 4.000e-02, eta: 2 days, 2:19:45, time: 1.433, data_time: 0.001, memory: 6929, loss_aux: 1.3845, top1_acc: 0.4513, top5_acc: 0.6901, loss_cls: 2.4486, loss: 3.8332, grad_norm: 3.2616 2020-09-23 22:39:28,528 - mmaction - INFO - Saving checkpoint at 19 epochs 2020-09-23 22:40:03,543 - mmaction - INFO - Epoch [20][20/940] lr: 4.000e-02, eta: 2 days, 2:19:22, time: 1.522, data_time: 0.230, memory: 6929, loss_aux: 1.4048, top1_acc: 0.4453, top5_acc: 0.6857, loss_cls: 2.4588, loss: 3.8636, grad_norm: 3.3086 2020-09-23 22:40:32,153 - mmaction - INFO - Epoch [20][40/940] lr: 4.000e-02, eta: 2 days, 2:18:47, time: 1.431, data_time: 0.003, memory: 6929, loss_aux: 1.3958, top1_acc: 0.4510, top5_acc: 0.6949, loss_cls: 2.4422, loss: 3.8381, grad_norm: 3.2875 2020-09-23 22:41:01,546 - mmaction - INFO - Epoch [20][60/940] lr: 4.000e-02, eta: 2 days, 2:18:18, time: 1.471, data_time: 0.003, memory: 6929, loss_aux: 1.3959, top1_acc: 0.4471, top5_acc: 0.6932, loss_cls: 2.4295, loss: 3.8253, grad_norm: 3.2570 2020-09-23 22:41:32,012 - mmaction - INFO - Epoch [20][80/940] lr: 4.000e-02, eta: 2 days, 2:17:55, time: 1.523, data_time: 0.001, memory: 6929, loss_aux: 1.3982, top1_acc: 0.4426, top5_acc: 0.6875, loss_cls: 2.4497, loss: 3.8479, grad_norm: 3.3212 2020-09-23 22:42:01,080 - mmaction - INFO - Epoch [20][100/940] lr: 4.000e-02, eta: 2 days, 2:17:23, time: 1.453, data_time: 0.002, memory: 6929, loss_aux: 1.3807, top1_acc: 0.4723, top5_acc: 0.6961, loss_cls: 2.3919, loss: 3.7725, grad_norm: 3.2887 2020-09-23 22:42:30,908 - mmaction - INFO - Epoch [20][120/940] lr: 4.000e-02, eta: 2 days, 2:16:56, time: 1.491, data_time: 0.002, memory: 6929, loss_aux: 1.3708, top1_acc: 0.4520, top5_acc: 0.7006, loss_cls: 2.4027, loss: 3.7735, grad_norm: 3.3434 2020-09-23 22:43:00,783 - mmaction - INFO - Epoch [20][140/940] lr: 4.000e-02, eta: 2 days, 2:16:30, time: 1.495, data_time: 0.003, memory: 6929, loss_aux: 1.3814, top1_acc: 0.4570, top5_acc: 0.6988, loss_cls: 2.4045, loss: 3.7859, grad_norm: 3.2751 2020-09-23 22:43:30,275 - mmaction - INFO - Epoch [20][160/940] lr: 4.000e-02, eta: 2 days, 2:16:01, time: 1.473, data_time: 0.001, memory: 6929, loss_aux: 1.4232, top1_acc: 0.4465, top5_acc: 0.6850, loss_cls: 2.4671, loss: 3.8903, grad_norm: 3.3492 2020-09-23 22:43:59,470 - mmaction - INFO - Epoch [20][180/940] lr: 4.000e-02, eta: 2 days, 2:15:30, time: 1.460, data_time: 0.003, memory: 6929, loss_aux: 1.3946, top1_acc: 0.4400, top5_acc: 0.6930, loss_cls: 2.4531, loss: 3.8477, grad_norm: 3.3341 2020-09-23 22:44:29,299 - mmaction - INFO - Epoch [20][200/940] lr: 4.000e-02, eta: 2 days, 2:15:03, time: 1.492, data_time: 0.002, memory: 6929, loss_aux: 1.3838, top1_acc: 0.4506, top5_acc: 0.6943, loss_cls: 2.4074, loss: 3.7912, grad_norm: 3.2768 2020-09-23 22:44:59,195 - mmaction - INFO - Epoch [20][220/940] lr: 4.000e-02, eta: 2 days, 2:14:37, time: 1.494, data_time: 0.002, memory: 6929, loss_aux: 1.3824, top1_acc: 0.4656, top5_acc: 0.7021, loss_cls: 2.3946, loss: 3.7771, grad_norm: 3.3239 2020-09-23 22:45:28,105 - mmaction - INFO - Epoch [20][240/940] lr: 4.000e-02, eta: 2 days, 2:14:04, time: 1.445, data_time: 0.002, memory: 6929, loss_aux: 1.3537, top1_acc: 0.4684, top5_acc: 0.7104, loss_cls: 2.3481, loss: 3.7018, grad_norm: 3.2458 2020-09-23 22:45:57,509 - mmaction - INFO - Epoch [20][260/940] lr: 4.000e-02, eta: 2 days, 2:13:35, time: 1.471, data_time: 0.003, memory: 6929, loss_aux: 1.4051, top1_acc: 0.4508, top5_acc: 0.6807, loss_cls: 2.4668, loss: 3.8719, grad_norm: 3.3868 2020-09-23 22:46:27,722 - mmaction - INFO - Epoch [20][280/940] lr: 4.000e-02, eta: 2 days, 2:13:10, time: 1.510, data_time: 0.002, memory: 6929, loss_aux: 1.3631, top1_acc: 0.4559, top5_acc: 0.7035, loss_cls: 2.3845, loss: 3.7475, grad_norm: 3.3609 2020-09-23 22:46:57,422 - mmaction - INFO - Epoch [20][300/940] lr: 4.000e-02, eta: 2 days, 2:12:43, time: 1.487, data_time: 0.003, memory: 6929, loss_aux: 1.3787, top1_acc: 0.4488, top5_acc: 0.6959, loss_cls: 2.3999, loss: 3.7786, grad_norm: 3.3106 2020-09-23 22:47:27,653 - mmaction - INFO - Epoch [20][320/940] lr: 4.000e-02, eta: 2 days, 2:12:19, time: 1.511, data_time: 0.001, memory: 6929, loss_aux: 1.3883, top1_acc: 0.4449, top5_acc: 0.6945, loss_cls: 2.4561, loss: 3.8444, grad_norm: 3.3665 2020-09-23 22:47:56,381 - mmaction - INFO - Epoch [20][340/940] lr: 4.000e-02, eta: 2 days, 2:11:45, time: 1.438, data_time: 0.003, memory: 6929, loss_aux: 1.3934, top1_acc: 0.4543, top5_acc: 0.6963, loss_cls: 2.4276, loss: 3.8210, grad_norm: 3.3111 2020-09-23 22:48:26,862 - mmaction - INFO - Epoch [20][360/940] lr: 4.000e-02, eta: 2 days, 2:11:22, time: 1.522, data_time: 0.001, memory: 6929, loss_aux: 1.3789, top1_acc: 0.4562, top5_acc: 0.6992, loss_cls: 2.3997, loss: 3.7786, grad_norm: 3.3580 2020-09-23 22:48:56,879 - mmaction - INFO - Epoch [20][380/940] lr: 4.000e-02, eta: 2 days, 2:10:57, time: 1.503, data_time: 0.003, memory: 6929, loss_aux: 1.3582, top1_acc: 0.4625, top5_acc: 0.7041, loss_cls: 2.3632, loss: 3.7214, grad_norm: 3.2699 2020-09-23 22:49:26,219 - mmaction - INFO - Epoch [20][400/940] lr: 4.000e-02, eta: 2 days, 2:10:27, time: 1.465, data_time: 0.001, memory: 6929, loss_aux: 1.3904, top1_acc: 0.4555, top5_acc: 0.6906, loss_cls: 2.4375, loss: 3.8279, grad_norm: 3.3427 2020-09-23 22:49:55,624 - mmaction - INFO - Epoch [20][420/940] lr: 4.000e-02, eta: 2 days, 2:09:57, time: 1.471, data_time: 0.004, memory: 6929, loss_aux: 1.3618, top1_acc: 0.4646, top5_acc: 0.6957, loss_cls: 2.3927, loss: 3.7546, grad_norm: 3.2290 2020-09-23 22:50:25,480 - mmaction - INFO - Epoch [20][440/940] lr: 4.000e-02, eta: 2 days, 2:09:30, time: 1.492, data_time: 0.002, memory: 6929, loss_aux: 1.3972, top1_acc: 0.4514, top5_acc: 0.6934, loss_cls: 2.4313, loss: 3.8285, grad_norm: 3.3210 2020-09-23 22:50:54,963 - mmaction - INFO - Epoch [20][460/940] lr: 4.000e-02, eta: 2 days, 2:09:01, time: 1.475, data_time: 0.003, memory: 6929, loss_aux: 1.4130, top1_acc: 0.4437, top5_acc: 0.6779, loss_cls: 2.4860, loss: 3.8990, grad_norm: 3.3401 2020-09-23 22:51:24,450 - mmaction - INFO - Epoch [20][480/940] lr: 4.000e-02, eta: 2 days, 2:08:32, time: 1.474, data_time: 0.002, memory: 6929, loss_aux: 1.3810, top1_acc: 0.4555, top5_acc: 0.6977, loss_cls: 2.4097, loss: 3.7907, grad_norm: 3.3056 2020-09-23 22:51:54,827 - mmaction - INFO - Epoch [20][500/940] lr: 4.000e-02, eta: 2 days, 2:08:09, time: 1.519, data_time: 0.003, memory: 6929, loss_aux: 1.3674, top1_acc: 0.4615, top5_acc: 0.6996, loss_cls: 2.3916, loss: 3.7590, grad_norm: 3.3910 2020-09-23 22:52:24,889 - mmaction - INFO - Epoch [20][520/940] lr: 4.000e-02, eta: 2 days, 2:07:44, time: 1.503, data_time: 0.002, memory: 6929, loss_aux: 1.3759, top1_acc: 0.4539, top5_acc: 0.7014, loss_cls: 2.4163, loss: 3.7922, grad_norm: 3.2877 2020-09-23 22:52:53,924 - mmaction - INFO - Epoch [20][540/940] lr: 4.000e-02, eta: 2 days, 2:07:12, time: 1.452, data_time: 0.003, memory: 6929, loss_aux: 1.3751, top1_acc: 0.4555, top5_acc: 0.7006, loss_cls: 2.4074, loss: 3.7825, grad_norm: 3.2703 2020-09-23 22:53:23,614 - mmaction - INFO - Epoch [20][560/940] lr: 4.000e-02, eta: 2 days, 2:06:44, time: 1.484, data_time: 0.002, memory: 6929, loss_aux: 1.3764, top1_acc: 0.4570, top5_acc: 0.6945, loss_cls: 2.4120, loss: 3.7884, grad_norm: 3.3250 2020-09-23 22:53:53,587 - mmaction - INFO - Epoch [20][580/940] lr: 4.000e-02, eta: 2 days, 2:06:18, time: 1.499, data_time: 0.002, memory: 6929, loss_aux: 1.3639, top1_acc: 0.4607, top5_acc: 0.7043, loss_cls: 2.3708, loss: 3.7347, grad_norm: 3.2768 2020-09-23 22:54:22,602 - mmaction - INFO - Epoch [20][600/940] lr: 4.000e-02, eta: 2 days, 2:05:46, time: 1.451, data_time: 0.002, memory: 6929, loss_aux: 1.3536, top1_acc: 0.4615, top5_acc: 0.7053, loss_cls: 2.3721, loss: 3.7256, grad_norm: 3.2851 2020-09-23 22:54:52,886 - mmaction - INFO - Epoch [20][620/940] lr: 4.000e-02, eta: 2 days, 2:05:22, time: 1.514, data_time: 0.002, memory: 6929, loss_aux: 1.3815, top1_acc: 0.4535, top5_acc: 0.6945, loss_cls: 2.4267, loss: 3.8082, grad_norm: 3.3093 2020-09-23 22:55:22,689 - mmaction - INFO - Epoch [20][640/940] lr: 4.000e-02, eta: 2 days, 2:04:55, time: 1.491, data_time: 0.002, memory: 6929, loss_aux: 1.4008, top1_acc: 0.4412, top5_acc: 0.6871, loss_cls: 2.4789, loss: 3.8797, grad_norm: 3.3659 2020-09-23 22:55:52,294 - mmaction - INFO - Epoch [20][660/940] lr: 4.000e-02, eta: 2 days, 2:04:26, time: 1.473, data_time: 0.001, memory: 6929, loss_aux: 1.3750, top1_acc: 0.4594, top5_acc: 0.7055, loss_cls: 2.3821, loss: 3.7571, grad_norm: 3.2821 2020-09-23 22:56:22,025 - mmaction - INFO - Epoch [20][680/940] lr: 4.000e-02, eta: 2 days, 2:03:59, time: 1.492, data_time: 0.008, memory: 6929, loss_aux: 1.3946, top1_acc: 0.4430, top5_acc: 0.6898, loss_cls: 2.4609, loss: 3.8555, grad_norm: 3.2949 2020-09-23 22:56:51,468 - mmaction - INFO - Epoch [20][700/940] lr: 4.000e-02, eta: 2 days, 2:03:30, time: 1.472, data_time: 0.003, memory: 6929, loss_aux: 1.4093, top1_acc: 0.4412, top5_acc: 0.6813, loss_cls: 2.4639, loss: 3.8733, grad_norm: 3.3005 2020-09-23 22:57:21,058 - mmaction - INFO - Epoch [20][720/940] lr: 4.000e-02, eta: 2 days, 2:03:02, time: 1.481, data_time: 0.003, memory: 6929, loss_aux: 1.3684, top1_acc: 0.4615, top5_acc: 0.7057, loss_cls: 2.3763, loss: 3.7446, grad_norm: 3.3012 2020-09-23 22:57:50,127 - mmaction - INFO - Epoch [20][740/940] lr: 4.000e-02, eta: 2 days, 2:02:30, time: 1.453, data_time: 0.008, memory: 6929, loss_aux: 1.3918, top1_acc: 0.4568, top5_acc: 0.6873, loss_cls: 2.4463, loss: 3.8381, grad_norm: 3.2819 2020-09-23 22:58:18,926 - mmaction - INFO - Epoch [20][760/940] lr: 4.000e-02, eta: 2 days, 2:01:56, time: 1.441, data_time: 0.002, memory: 6929, loss_aux: 1.4014, top1_acc: 0.4633, top5_acc: 0.6924, loss_cls: 2.4266, loss: 3.8281, grad_norm: 3.3558 2020-09-23 22:58:48,585 - mmaction - INFO - Epoch [20][780/940] lr: 4.000e-02, eta: 2 days, 2:01:28, time: 1.481, data_time: 0.001, memory: 6929, loss_aux: 1.3759, top1_acc: 0.4590, top5_acc: 0.6947, loss_cls: 2.4256, loss: 3.8014, grad_norm: 3.3118 2020-09-23 22:59:18,590 - mmaction - INFO - Epoch [20][800/940] lr: 4.000e-02, eta: 2 days, 2:01:03, time: 1.502, data_time: 0.003, memory: 6929, loss_aux: 1.3877, top1_acc: 0.4598, top5_acc: 0.6994, loss_cls: 2.4075, loss: 3.7953, grad_norm: 3.2542 2020-09-23 22:59:47,122 - mmaction - INFO - Epoch [20][820/940] lr: 4.000e-02, eta: 2 days, 2:00:27, time: 1.425, data_time: 0.001, memory: 6929, loss_aux: 1.3854, top1_acc: 0.4432, top5_acc: 0.6939, loss_cls: 2.4298, loss: 3.8152, grad_norm: 3.3328 2020-09-23 23:00:23,253 - mmaction - INFO - Epoch [20][840/940] lr: 4.000e-02, eta: 2 days, 2:00:41, time: 1.802, data_time: 0.003, memory: 6929, loss_aux: 1.3854, top1_acc: 0.4674, top5_acc: 0.6945, loss_cls: 2.4185, loss: 3.8040, grad_norm: 3.2671 2020-09-23 23:00:51,302 - mmaction - INFO - Epoch [20][860/940] lr: 4.000e-02, eta: 2 days, 2:00:03, time: 1.407, data_time: 0.022, memory: 6929, loss_aux: 1.3777, top1_acc: 0.4607, top5_acc: 0.7006, loss_cls: 2.4057, loss: 3.7834, grad_norm: 3.2906 2020-09-23 23:01:20,266 - mmaction - INFO - Epoch [20][880/940] lr: 4.000e-02, eta: 2 days, 1:59:30, time: 1.449, data_time: 0.002, memory: 6929, loss_aux: 1.3558, top1_acc: 0.4584, top5_acc: 0.6973, loss_cls: 2.3802, loss: 3.7360, grad_norm: 3.2659 2020-09-23 23:01:49,861 - mmaction - INFO - Epoch [20][900/940] lr: 4.000e-02, eta: 2 days, 1:59:02, time: 1.479, data_time: 0.001, memory: 6929, loss_aux: 1.3939, top1_acc: 0.4484, top5_acc: 0.6914, loss_cls: 2.4568, loss: 3.8506, grad_norm: 3.2592 2020-09-23 23:02:19,841 - mmaction - INFO - Epoch [20][920/940] lr: 4.000e-02, eta: 2 days, 1:58:36, time: 1.499, data_time: 0.002, memory: 6929, loss_aux: 1.3997, top1_acc: 0.4477, top5_acc: 0.6941, loss_cls: 2.4421, loss: 3.8418, grad_norm: 3.2892 2020-09-23 23:02:49,721 - mmaction - INFO - Epoch [20][940/940] lr: 4.000e-02, eta: 2 days, 1:58:09, time: 1.494, data_time: 0.002, memory: 6929, loss_aux: 1.3860, top1_acc: 0.4513, top5_acc: 0.6972, loss_cls: 2.4139, loss: 3.8000, grad_norm: 3.3616 2020-09-23 23:02:50,269 - mmaction - INFO - Saving checkpoint at 20 epochs 2020-09-23 23:03:25,518 - mmaction - INFO - Epoch [21][20/940] lr: 4.000e-02, eta: 2 days, 1:57:54, time: 1.581, data_time: 0.232, memory: 6929, loss_aux: 1.4039, top1_acc: 0.4480, top5_acc: 0.6828, loss_cls: 2.4702, loss: 3.8741, grad_norm: 3.2982 2020-09-23 23:03:54,416 - mmaction - INFO - Epoch [21][40/940] lr: 4.000e-02, eta: 2 days, 1:57:21, time: 1.446, data_time: 0.003, memory: 6929, loss_aux: 1.3951, top1_acc: 0.4516, top5_acc: 0.6939, loss_cls: 2.4454, loss: 3.8405, grad_norm: 3.2840 2020-09-23 23:04:24,212 - mmaction - INFO - Epoch [21][60/940] lr: 4.000e-02, eta: 2 days, 1:56:54, time: 1.489, data_time: 0.002, memory: 6929, loss_aux: 1.3709, top1_acc: 0.4648, top5_acc: 0.7000, loss_cls: 2.3684, loss: 3.7393, grad_norm: 3.3002 2020-09-23 23:04:53,508 - mmaction - INFO - Epoch [21][80/940] lr: 4.000e-02, eta: 2 days, 1:56:24, time: 1.465, data_time: 0.003, memory: 6929, loss_aux: 1.3667, top1_acc: 0.4672, top5_acc: 0.7014, loss_cls: 2.3527, loss: 3.7194, grad_norm: 3.3052 2020-09-23 23:05:23,059 - mmaction - INFO - Epoch [21][100/940] lr: 4.000e-02, eta: 2 days, 1:55:55, time: 1.477, data_time: 0.002, memory: 6929, loss_aux: 1.3608, top1_acc: 0.4689, top5_acc: 0.7143, loss_cls: 2.3575, loss: 3.7183, grad_norm: 3.2744 2020-09-23 23:05:53,141 - mmaction - INFO - Epoch [21][120/940] lr: 4.000e-02, eta: 2 days, 1:55:30, time: 1.506, data_time: 0.003, memory: 6929, loss_aux: 1.3951, top1_acc: 0.4568, top5_acc: 0.6936, loss_cls: 2.4214, loss: 3.8164, grad_norm: 3.2641 2020-09-23 23:06:22,065 - mmaction - INFO - Epoch [21][140/940] lr: 4.000e-02, eta: 2 days, 1:54:57, time: 1.445, data_time: 0.001, memory: 6929, loss_aux: 1.3565, top1_acc: 0.4594, top5_acc: 0.7016, loss_cls: 2.3764, loss: 3.7329, grad_norm: 3.3190 2020-09-23 23:06:51,503 - mmaction - INFO - Epoch [21][160/940] lr: 4.000e-02, eta: 2 days, 1:54:27, time: 1.470, data_time: 0.002, memory: 6929, loss_aux: 1.3797, top1_acc: 0.4590, top5_acc: 0.7049, loss_cls: 2.3743, loss: 3.7540, grad_norm: 3.2987 2020-09-23 23:07:21,738 - mmaction - INFO - Epoch [21][180/940] lr: 4.000e-02, eta: 2 days, 1:54:03, time: 1.514, data_time: 0.004, memory: 6929, loss_aux: 1.3847, top1_acc: 0.4561, top5_acc: 0.6969, loss_cls: 2.4017, loss: 3.7864, grad_norm: 3.2883 2020-09-23 23:07:51,086 - mmaction - INFO - Epoch [21][200/940] lr: 4.000e-02, eta: 2 days, 1:53:33, time: 1.466, data_time: 0.001, memory: 6929, loss_aux: 1.3668, top1_acc: 0.4576, top5_acc: 0.6971, loss_cls: 2.3775, loss: 3.7443, grad_norm: 3.3334 2020-09-23 23:08:21,466 - mmaction - INFO - Epoch [21][220/940] lr: 4.000e-02, eta: 2 days, 1:53:09, time: 1.520, data_time: 0.004, memory: 6929, loss_aux: 1.3885, top1_acc: 0.4555, top5_acc: 0.6951, loss_cls: 2.4005, loss: 3.7890, grad_norm: 3.3449 2020-09-23 23:08:51,294 - mmaction - INFO - Epoch [21][240/940] lr: 4.000e-02, eta: 2 days, 1:52:42, time: 1.491, data_time: 0.002, memory: 6929, loss_aux: 1.3634, top1_acc: 0.4635, top5_acc: 0.6963, loss_cls: 2.3779, loss: 3.7412, grad_norm: 3.2706 2020-09-23 23:09:20,065 - mmaction - INFO - Epoch [21][260/940] lr: 4.000e-02, eta: 2 days, 1:52:09, time: 1.439, data_time: 0.002, memory: 6929, loss_aux: 1.3620, top1_acc: 0.4533, top5_acc: 0.7016, loss_cls: 2.3993, loss: 3.7613, grad_norm: 3.2127 2020-09-23 23:09:49,589 - mmaction - INFO - Epoch [21][280/940] lr: 4.000e-02, eta: 2 days, 1:51:40, time: 1.475, data_time: 0.001, memory: 6929, loss_aux: 1.3631, top1_acc: 0.4633, top5_acc: 0.6992, loss_cls: 2.3823, loss: 3.7454, grad_norm: 3.2812 2020-09-23 23:10:19,627 - mmaction - INFO - Epoch [21][300/940] lr: 4.000e-02, eta: 2 days, 1:51:14, time: 1.499, data_time: 0.003, memory: 6929, loss_aux: 1.3643, top1_acc: 0.4602, top5_acc: 0.7057, loss_cls: 2.3759, loss: 3.7401, grad_norm: 3.3416 2020-09-23 23:10:48,331 - mmaction - INFO - Epoch [21][320/940] lr: 4.000e-02, eta: 2 days, 1:50:40, time: 1.438, data_time: 0.006, memory: 6929, loss_aux: 1.3952, top1_acc: 0.4482, top5_acc: 0.6881, loss_cls: 2.4363, loss: 3.8315, grad_norm: 3.3183 2020-09-23 23:11:17,259 - mmaction - INFO - Epoch [21][340/940] lr: 4.000e-02, eta: 2 days, 1:50:07, time: 1.447, data_time: 0.003, memory: 6929, loss_aux: 1.3865, top1_acc: 0.4594, top5_acc: 0.6957, loss_cls: 2.3905, loss: 3.7770, grad_norm: 3.2565 2020-09-23 23:11:46,537 - mmaction - INFO - Epoch [21][360/940] lr: 4.000e-02, eta: 2 days, 1:49:37, time: 1.464, data_time: 0.002, memory: 6929, loss_aux: 1.3755, top1_acc: 0.4523, top5_acc: 0.6975, loss_cls: 2.4180, loss: 3.7935, grad_norm: 3.3365 2020-09-23 23:12:16,536 - mmaction - INFO - Epoch [21][380/940] lr: 4.000e-02, eta: 2 days, 1:49:11, time: 1.501, data_time: 0.002, memory: 6929, loss_aux: 1.3750, top1_acc: 0.4508, top5_acc: 0.6998, loss_cls: 2.3946, loss: 3.7696, grad_norm: 3.3458 2020-09-23 23:12:45,795 - mmaction - INFO - Epoch [21][400/940] lr: 4.000e-02, eta: 2 days, 1:48:40, time: 1.462, data_time: 0.001, memory: 6929, loss_aux: 1.3595, top1_acc: 0.4680, top5_acc: 0.7049, loss_cls: 2.3797, loss: 3.7392, grad_norm: 3.3038 2020-09-23 23:13:14,997 - mmaction - INFO - Epoch [21][420/940] lr: 4.000e-02, eta: 2 days, 1:48:09, time: 1.460, data_time: 0.002, memory: 6929, loss_aux: 1.3649, top1_acc: 0.4615, top5_acc: 0.7047, loss_cls: 2.3861, loss: 3.7509, grad_norm: 3.3056 2020-09-23 23:13:44,127 - mmaction - INFO - Epoch [21][440/940] lr: 4.000e-02, eta: 2 days, 1:47:38, time: 1.457, data_time: 0.002, memory: 6929, loss_aux: 1.3724, top1_acc: 0.4553, top5_acc: 0.7029, loss_cls: 2.3859, loss: 3.7583, grad_norm: 3.3045 2020-09-23 23:14:13,916 - mmaction - INFO - Epoch [21][460/940] lr: 4.000e-02, eta: 2 days, 1:47:10, time: 1.490, data_time: 0.001, memory: 6929, loss_aux: 1.3793, top1_acc: 0.4650, top5_acc: 0.7012, loss_cls: 2.3763, loss: 3.7555, grad_norm: 3.2946 2020-09-23 23:14:43,112 - mmaction - INFO - Epoch [21][480/940] lr: 4.000e-02, eta: 2 days, 1:46:39, time: 1.459, data_time: 0.001, memory: 6929, loss_aux: 1.3790, top1_acc: 0.4562, top5_acc: 0.6939, loss_cls: 2.4240, loss: 3.8030, grad_norm: 3.2793 2020-09-23 23:15:13,382 - mmaction - INFO - Epoch [21][500/940] lr: 4.000e-02, eta: 2 days, 1:46:15, time: 1.514, data_time: 0.002, memory: 6929, loss_aux: 1.3932, top1_acc: 0.4463, top5_acc: 0.6914, loss_cls: 2.4371, loss: 3.8303, grad_norm: 3.3385 2020-09-23 23:15:42,119 - mmaction - INFO - Epoch [21][520/940] lr: 4.000e-02, eta: 2 days, 1:45:41, time: 1.437, data_time: 0.001, memory: 6929, loss_aux: 1.3933, top1_acc: 0.4578, top5_acc: 0.6891, loss_cls: 2.4335, loss: 3.8268, grad_norm: 3.2835 2020-09-23 23:16:11,352 - mmaction - INFO - Epoch [21][540/940] lr: 4.000e-02, eta: 2 days, 1:45:10, time: 1.461, data_time: 0.001, memory: 6929, loss_aux: 1.3676, top1_acc: 0.4619, top5_acc: 0.6988, loss_cls: 2.3858, loss: 3.7534, grad_norm: 3.2829 2020-09-23 23:16:41,145 - mmaction - INFO - Epoch [21][560/940] lr: 4.000e-02, eta: 2 days, 1:44:43, time: 1.491, data_time: 0.003, memory: 6929, loss_aux: 1.3710, top1_acc: 0.4641, top5_acc: 0.6990, loss_cls: 2.3802, loss: 3.7513, grad_norm: 3.3187 2020-09-23 23:17:10,192 - mmaction - INFO - Epoch [21][580/940] lr: 4.000e-02, eta: 2 days, 1:44:11, time: 1.451, data_time: 0.001, memory: 6929, loss_aux: 1.3810, top1_acc: 0.4520, top5_acc: 0.6973, loss_cls: 2.4190, loss: 3.8000, grad_norm: 3.3486 2020-09-23 23:17:39,436 - mmaction - INFO - Epoch [21][600/940] lr: 4.000e-02, eta: 2 days, 1:43:41, time: 1.463, data_time: 0.002, memory: 6929, loss_aux: 1.3606, top1_acc: 0.4557, top5_acc: 0.6973, loss_cls: 2.3902, loss: 3.7508, grad_norm: 3.3147 2020-09-23 23:18:08,936 - mmaction - INFO - Epoch [21][620/940] lr: 4.000e-02, eta: 2 days, 1:43:11, time: 1.473, data_time: 0.001, memory: 6929, loss_aux: 1.3758, top1_acc: 0.4580, top5_acc: 0.6969, loss_cls: 2.4117, loss: 3.7875, grad_norm: 3.3277 2020-09-23 23:18:39,779 - mmaction - INFO - Epoch [21][640/940] lr: 4.000e-02, eta: 2 days, 1:42:51, time: 1.544, data_time: 0.003, memory: 6929, loss_aux: 1.3743, top1_acc: 0.4553, top5_acc: 0.6967, loss_cls: 2.4076, loss: 3.7818, grad_norm: 3.3252 2020-09-23 23:19:07,862 - mmaction - INFO - Epoch [21][660/940] lr: 4.000e-02, eta: 2 days, 1:42:13, time: 1.403, data_time: 0.001, memory: 6929, loss_aux: 1.3810, top1_acc: 0.4672, top5_acc: 0.7020, loss_cls: 2.3993, loss: 3.7803, grad_norm: 3.3086 2020-09-23 23:19:37,300 - mmaction - INFO - Epoch [21][680/940] lr: 4.000e-02, eta: 2 days, 1:41:43, time: 1.473, data_time: 0.003, memory: 6929, loss_aux: 1.3526, top1_acc: 0.4561, top5_acc: 0.7006, loss_cls: 2.3791, loss: 3.7317, grad_norm: 3.2887 2020-09-23 23:20:06,011 - mmaction - INFO - Epoch [21][700/940] lr: 4.000e-02, eta: 2 days, 1:41:09, time: 1.434, data_time: 0.001, memory: 6929, loss_aux: 1.3919, top1_acc: 0.4502, top5_acc: 0.6881, loss_cls: 2.4542, loss: 3.8461, grad_norm: 3.2945 2020-09-23 23:20:35,153 - mmaction - INFO - Epoch [21][720/940] lr: 4.000e-02, eta: 2 days, 1:40:38, time: 1.458, data_time: 0.003, memory: 6929, loss_aux: 1.3905, top1_acc: 0.4455, top5_acc: 0.6984, loss_cls: 2.4187, loss: 3.8092, grad_norm: 3.3080 2020-09-23 23:21:04,654 - mmaction - INFO - Epoch [21][740/940] lr: 4.000e-02, eta: 2 days, 1:40:09, time: 1.474, data_time: 0.001, memory: 6929, loss_aux: 1.3791, top1_acc: 0.4621, top5_acc: 0.7031, loss_cls: 2.3799, loss: 3.7590, grad_norm: 3.3361 2020-09-23 23:21:34,265 - mmaction - INFO - Epoch [21][760/940] lr: 4.000e-02, eta: 2 days, 1:39:36, time: 1.446, data_time: 0.003, memory: 6929, loss_aux: 1.3737, top1_acc: 0.4586, top5_acc: 0.7000, loss_cls: 2.3937, loss: 3.7673, grad_norm: 3.3506 2020-09-23 23:22:03,327 - mmaction - INFO - Epoch [21][780/940] lr: 4.000e-02, eta: 2 days, 1:39:09, time: 1.487, data_time: 0.037, memory: 6929, loss_aux: 1.3840, top1_acc: 0.4572, top5_acc: 0.6932, loss_cls: 2.4291, loss: 3.8131, grad_norm: 3.3055 2020-09-23 23:22:33,061 - mmaction - INFO - Epoch [21][800/940] lr: 4.000e-02, eta: 2 days, 1:38:41, time: 1.488, data_time: 0.003, memory: 6929, loss_aux: 1.3841, top1_acc: 0.4424, top5_acc: 0.6916, loss_cls: 2.4228, loss: 3.8069, grad_norm: 3.2907 2020-09-23 23:23:02,033 - mmaction - INFO - Epoch [21][820/940] lr: 4.000e-02, eta: 2 days, 1:38:09, time: 1.448, data_time: 0.002, memory: 6929, loss_aux: 1.3655, top1_acc: 0.4619, top5_acc: 0.7014, loss_cls: 2.3893, loss: 3.7548, grad_norm: 3.3472 2020-09-23 23:23:30,896 - mmaction - INFO - Epoch [21][840/940] lr: 4.000e-02, eta: 2 days, 1:37:36, time: 1.443, data_time: 0.002, memory: 6929, loss_aux: 1.3885, top1_acc: 0.4582, top5_acc: 0.6953, loss_cls: 2.4159, loss: 3.8043, grad_norm: 3.3074 2020-09-23 23:24:00,594 - mmaction - INFO - Epoch [21][860/940] lr: 4.000e-02, eta: 2 days, 1:37:08, time: 1.485, data_time: 0.002, memory: 6929, loss_aux: 1.3657, top1_acc: 0.4609, top5_acc: 0.6992, loss_cls: 2.3980, loss: 3.7638, grad_norm: 3.3313 2020-09-23 23:24:29,687 - mmaction - INFO - Epoch [21][880/940] lr: 4.000e-02, eta: 2 days, 1:36:36, time: 1.454, data_time: 0.002, memory: 6929, loss_aux: 1.3821, top1_acc: 0.4580, top5_acc: 0.6967, loss_cls: 2.4137, loss: 3.7958, grad_norm: 3.2387 2020-09-23 23:24:58,754 - mmaction - INFO - Epoch [21][900/940] lr: 4.000e-02, eta: 2 days, 1:36:04, time: 1.454, data_time: 0.003, memory: 6929, loss_aux: 1.3948, top1_acc: 0.4477, top5_acc: 0.6852, loss_cls: 2.4452, loss: 3.8400, grad_norm: 3.3402 2020-09-23 23:25:28,412 - mmaction - INFO - Epoch [21][920/940] lr: 4.000e-02, eta: 2 days, 1:35:36, time: 1.483, data_time: 0.002, memory: 6929, loss_aux: 1.3748, top1_acc: 0.4521, top5_acc: 0.6977, loss_cls: 2.4047, loss: 3.7795, grad_norm: 3.2971 2020-09-23 23:25:56,347 - mmaction - INFO - Epoch [21][940/940] lr: 4.000e-02, eta: 2 days, 1:34:58, time: 1.397, data_time: 0.002, memory: 6929, loss_aux: 1.3895, top1_acc: 0.4592, top5_acc: 0.6958, loss_cls: 2.4159, loss: 3.8055, grad_norm: 3.3317 2020-09-23 23:25:56,787 - mmaction - INFO - Saving checkpoint at 21 epochs 2020-09-23 23:26:32,313 - mmaction - INFO - Epoch [22][20/940] lr: 4.000e-02, eta: 2 days, 1:34:35, time: 1.530, data_time: 0.235, memory: 6929, loss_aux: 1.3593, top1_acc: 0.4629, top5_acc: 0.7135, loss_cls: 2.3614, loss: 3.7206, grad_norm: 3.3562 2020-09-23 23:27:00,829 - mmaction - INFO - Epoch [22][40/940] lr: 4.000e-02, eta: 2 days, 1:34:00, time: 1.427, data_time: 0.002, memory: 6929, loss_aux: 1.3387, top1_acc: 0.4691, top5_acc: 0.7092, loss_cls: 2.3382, loss: 3.6770, grad_norm: 3.2644 2020-09-23 23:27:29,664 - mmaction - INFO - Epoch [22][60/940] lr: 4.000e-02, eta: 2 days, 1:33:27, time: 1.441, data_time: 0.001, memory: 6929, loss_aux: 1.3382, top1_acc: 0.4742, top5_acc: 0.7092, loss_cls: 2.3339, loss: 3.6721, grad_norm: 3.2513 2020-09-23 23:27:58,187 - mmaction - INFO - Epoch [22][80/940] lr: 4.000e-02, eta: 2 days, 1:32:52, time: 1.428, data_time: 0.003, memory: 6929, loss_aux: 1.3856, top1_acc: 0.4473, top5_acc: 0.7021, loss_cls: 2.4110, loss: 3.7966, grad_norm: 3.3663 2020-09-23 23:28:27,747 - mmaction - INFO - Epoch [22][100/940] lr: 4.000e-02, eta: 2 days, 1:32:23, time: 1.477, data_time: 0.001, memory: 6929, loss_aux: 1.3599, top1_acc: 0.4654, top5_acc: 0.7051, loss_cls: 2.3551, loss: 3.7151, grad_norm: 3.3090 2020-09-23 23:28:56,366 - mmaction - INFO - Epoch [22][120/940] lr: 4.000e-02, eta: 2 days, 1:31:49, time: 1.431, data_time: 0.002, memory: 6929, loss_aux: 1.3860, top1_acc: 0.4547, top5_acc: 0.6998, loss_cls: 2.4204, loss: 3.8065, grad_norm: 3.3269 2020-09-23 23:29:25,903 - mmaction - INFO - Epoch [22][140/940] lr: 4.000e-02, eta: 2 days, 1:31:20, time: 1.477, data_time: 0.002, memory: 6929, loss_aux: 1.4029, top1_acc: 0.4543, top5_acc: 0.6936, loss_cls: 2.4396, loss: 3.8425, grad_norm: 3.4072 2020-09-23 23:29:55,861 - mmaction - INFO - Epoch [22][160/940] lr: 4.000e-02, eta: 2 days, 1:30:54, time: 1.499, data_time: 0.002, memory: 6929, loss_aux: 1.3787, top1_acc: 0.4662, top5_acc: 0.6949, loss_cls: 2.4147, loss: 3.7934, grad_norm: 3.3272 2020-09-23 23:30:26,001 - mmaction - INFO - Epoch [22][180/940] lr: 4.000e-02, eta: 2 days, 1:30:28, time: 1.506, data_time: 0.001, memory: 6929, loss_aux: 1.3547, top1_acc: 0.4654, top5_acc: 0.7029, loss_cls: 2.3708, loss: 3.7255, grad_norm: 3.3360 2020-09-23 23:30:54,888 - mmaction - INFO - Epoch [22][200/940] lr: 4.000e-02, eta: 2 days, 1:29:56, time: 1.445, data_time: 0.003, memory: 6929, loss_aux: 1.3746, top1_acc: 0.4584, top5_acc: 0.6957, loss_cls: 2.4024, loss: 3.7770, grad_norm: 3.2673 2020-09-23 23:31:24,097 - mmaction - INFO - Epoch [22][220/940] lr: 4.000e-02, eta: 2 days, 1:29:25, time: 1.459, data_time: 0.002, memory: 6929, loss_aux: 1.3700, top1_acc: 0.4533, top5_acc: 0.6988, loss_cls: 2.4065, loss: 3.7765, grad_norm: 3.3308 2020-09-23 23:31:53,364 - mmaction - INFO - Epoch [22][240/940] lr: 4.000e-02, eta: 2 days, 1:28:54, time: 1.465, data_time: 0.004, memory: 6929, loss_aux: 1.3553, top1_acc: 0.4701, top5_acc: 0.7074, loss_cls: 2.3622, loss: 3.7175, grad_norm: 3.2910 2020-09-23 23:32:21,882 - mmaction - INFO - Epoch [22][260/940] lr: 4.000e-02, eta: 2 days, 1:28:19, time: 1.426, data_time: 0.006, memory: 6929, loss_aux: 1.3485, top1_acc: 0.4789, top5_acc: 0.7063, loss_cls: 2.3231, loss: 3.6715, grad_norm: 3.3385 2020-09-23 23:32:51,044 - mmaction - INFO - Epoch [22][280/940] lr: 4.000e-02, eta: 2 days, 1:27:48, time: 1.457, data_time: 0.001, memory: 6929, loss_aux: 1.3966, top1_acc: 0.4437, top5_acc: 0.6871, loss_cls: 2.4486, loss: 3.8452, grad_norm: 3.3792 2020-09-23 23:33:22,120 - mmaction - INFO - Epoch [22][300/940] lr: 4.000e-02, eta: 2 days, 1:27:29, time: 1.556, data_time: 0.003, memory: 6929, loss_aux: 1.3567, top1_acc: 0.4688, top5_acc: 0.7051, loss_cls: 2.3770, loss: 3.7337, grad_norm: 3.2898 2020-09-23 23:33:51,330 - mmaction - INFO - Epoch [22][320/940] lr: 4.000e-02, eta: 2 days, 1:26:58, time: 1.460, data_time: 0.001, memory: 6929, loss_aux: 1.3852, top1_acc: 0.4641, top5_acc: 0.6963, loss_cls: 2.3935, loss: 3.7787, grad_norm: 3.2797 2020-09-23 23:34:20,589 - mmaction - INFO - Epoch [22][340/940] lr: 4.000e-02, eta: 2 days, 1:26:27, time: 1.463, data_time: 0.001, memory: 6929, loss_aux: 1.3757, top1_acc: 0.4631, top5_acc: 0.7006, loss_cls: 2.3850, loss: 3.7608, grad_norm: 3.3265 2020-09-23 23:34:49,777 - mmaction - INFO - Epoch [22][360/940] lr: 4.000e-02, eta: 2 days, 1:25:56, time: 1.452, data_time: 0.002, memory: 6929, loss_aux: 1.3472, top1_acc: 0.4662, top5_acc: 0.7152, loss_cls: 2.3358, loss: 3.6829, grad_norm: 3.3315 2020-09-23 23:35:19,581 - mmaction - INFO - Epoch [22][380/940] lr: 4.000e-02, eta: 2 days, 1:25:29, time: 1.498, data_time: 0.010, memory: 6929, loss_aux: 1.3597, top1_acc: 0.4680, top5_acc: 0.7055, loss_cls: 2.3666, loss: 3.7263, grad_norm: 3.2901 2020-09-23 23:35:49,580 - mmaction - INFO - Epoch [22][400/940] lr: 4.000e-02, eta: 2 days, 1:25:03, time: 1.499, data_time: 0.002, memory: 6929, loss_aux: 1.3642, top1_acc: 0.4512, top5_acc: 0.6990, loss_cls: 2.3962, loss: 3.7604, grad_norm: 3.2981 2020-09-23 23:36:18,340 - mmaction - INFO - Epoch [22][420/940] lr: 4.000e-02, eta: 2 days, 1:24:30, time: 1.440, data_time: 0.004, memory: 6929, loss_aux: 1.3632, top1_acc: 0.4602, top5_acc: 0.6982, loss_cls: 2.3820, loss: 3.7452, grad_norm: 3.2691 2020-09-23 23:36:48,206 - mmaction - INFO - Epoch [22][440/940] lr: 4.000e-02, eta: 2 days, 1:24:03, time: 1.492, data_time: 0.002, memory: 6929, loss_aux: 1.3660, top1_acc: 0.4645, top5_acc: 0.7074, loss_cls: 2.3843, loss: 3.7503, grad_norm: 3.3063 2020-09-23 23:37:18,707 - mmaction - INFO - Epoch [22][460/940] lr: 4.000e-02, eta: 2 days, 1:23:40, time: 1.526, data_time: 0.003, memory: 6929, loss_aux: 1.3703, top1_acc: 0.4721, top5_acc: 0.6980, loss_cls: 2.3778, loss: 3.7481, grad_norm: 3.2956 2020-09-23 23:37:46,971 - mmaction - INFO - Epoch [22][480/940] lr: 4.000e-02, eta: 2 days, 1:23:03, time: 1.411, data_time: 0.001, memory: 6929, loss_aux: 1.3688, top1_acc: 0.4580, top5_acc: 0.6951, loss_cls: 2.4250, loss: 3.7938, grad_norm: 3.3081 2020-09-23 23:38:16,563 - mmaction - INFO - Epoch [22][500/940] lr: 4.000e-02, eta: 2 days, 1:22:35, time: 1.480, data_time: 0.004, memory: 6929, loss_aux: 1.3730, top1_acc: 0.4613, top5_acc: 0.6965, loss_cls: 2.3815, loss: 3.7545, grad_norm: 3.3613 2020-09-23 23:38:45,490 - mmaction - INFO - Epoch [22][520/940] lr: 4.000e-02, eta: 2 days, 1:22:02, time: 1.445, data_time: 0.003, memory: 6929, loss_aux: 1.3454, top1_acc: 0.4672, top5_acc: 0.7047, loss_cls: 2.3463, loss: 3.6918, grad_norm: 3.3122 2020-09-23 23:39:14,468 - mmaction - INFO - Epoch [22][540/940] lr: 4.000e-02, eta: 2 days, 1:21:30, time: 1.451, data_time: 0.004, memory: 6929, loss_aux: 1.3558, top1_acc: 0.4721, top5_acc: 0.7029, loss_cls: 2.3550, loss: 3.7109, grad_norm: 3.3136 2020-09-23 23:39:43,942 - mmaction - INFO - Epoch [22][560/940] lr: 4.000e-02, eta: 2 days, 1:21:01, time: 1.472, data_time: 0.001, memory: 6929, loss_aux: 1.3787, top1_acc: 0.4588, top5_acc: 0.6922, loss_cls: 2.4110, loss: 3.7897, grad_norm: 3.3091 2020-09-23 23:40:13,274 - mmaction - INFO - Epoch [22][580/940] lr: 4.000e-02, eta: 2 days, 1:20:31, time: 1.468, data_time: 0.003, memory: 6929, loss_aux: 1.3990, top1_acc: 0.4475, top5_acc: 0.6908, loss_cls: 2.4619, loss: 3.8609, grad_norm: 3.3122 2020-09-23 23:40:42,704 - mmaction - INFO - Epoch [22][600/940] lr: 4.000e-02, eta: 2 days, 1:20:01, time: 1.470, data_time: 0.001, memory: 6929, loss_aux: 1.3709, top1_acc: 0.4639, top5_acc: 0.6984, loss_cls: 2.3868, loss: 3.7577, grad_norm: 3.2514 2020-09-23 23:41:12,069 - mmaction - INFO - Epoch [22][620/940] lr: 4.000e-02, eta: 2 days, 1:19:31, time: 1.468, data_time: 0.003, memory: 6929, loss_aux: 1.3520, top1_acc: 0.4629, top5_acc: 0.7041, loss_cls: 2.3666, loss: 3.7186, grad_norm: 3.3252 2020-09-23 23:41:41,014 - mmaction - INFO - Epoch [22][640/940] lr: 4.000e-02, eta: 2 days, 1:18:59, time: 1.448, data_time: 0.003, memory: 6929, loss_aux: 1.3700, top1_acc: 0.4561, top5_acc: 0.6975, loss_cls: 2.3901, loss: 3.7601, grad_norm: 3.3489 2020-09-23 23:42:09,967 - mmaction - INFO - Epoch [22][660/940] lr: 4.000e-02, eta: 2 days, 1:18:27, time: 1.446, data_time: 0.001, memory: 6929, loss_aux: 1.3827, top1_acc: 0.4525, top5_acc: 0.6930, loss_cls: 2.4264, loss: 3.8091, grad_norm: 3.3264 2020-09-23 23:42:38,750 - mmaction - INFO - Epoch [22][680/940] lr: 4.000e-02, eta: 2 days, 1:17:53, time: 1.440, data_time: 0.003, memory: 6929, loss_aux: 1.3654, top1_acc: 0.4666, top5_acc: 0.7045, loss_cls: 2.3804, loss: 3.7459, grad_norm: 3.3150 2020-09-23 23:43:07,857 - mmaction - INFO - Epoch [22][700/940] lr: 4.000e-02, eta: 2 days, 1:17:22, time: 1.454, data_time: 0.001, memory: 6929, loss_aux: 1.3641, top1_acc: 0.4586, top5_acc: 0.6961, loss_cls: 2.4298, loss: 3.7939, grad_norm: 3.3117 2020-09-23 23:43:37,385 - mmaction - INFO - Epoch [22][720/940] lr: 4.000e-02, eta: 2 days, 1:16:53, time: 1.478, data_time: 0.004, memory: 6929, loss_aux: 1.3916, top1_acc: 0.4525, top5_acc: 0.6922, loss_cls: 2.4295, loss: 3.8211, grad_norm: 3.3021 2020-09-23 23:44:07,426 - mmaction - INFO - Epoch [22][740/940] lr: 4.000e-02, eta: 2 days, 1:16:27, time: 1.502, data_time: 0.002, memory: 6929, loss_aux: 1.4013, top1_acc: 0.4451, top5_acc: 0.6900, loss_cls: 2.4541, loss: 3.8554, grad_norm: 3.3468 2020-09-23 23:44:36,466 - mmaction - INFO - Epoch [22][760/940] lr: 4.000e-02, eta: 2 days, 1:15:55, time: 1.452, data_time: 0.002, memory: 6929, loss_aux: 1.3696, top1_acc: 0.4609, top5_acc: 0.7020, loss_cls: 2.3836, loss: 3.7533, grad_norm: 3.3380 2020-09-23 23:45:05,171 - mmaction - INFO - Epoch [22][780/940] lr: 4.000e-02, eta: 2 days, 1:15:22, time: 1.436, data_time: 0.003, memory: 6929, loss_aux: 1.3529, top1_acc: 0.4596, top5_acc: 0.7002, loss_cls: 2.3783, loss: 3.7312, grad_norm: 3.2839 2020-09-23 23:45:34,511 - mmaction - INFO - Epoch [22][800/940] lr: 4.000e-02, eta: 2 days, 1:14:52, time: 1.467, data_time: 0.002, memory: 6929, loss_aux: 1.3692, top1_acc: 0.4584, top5_acc: 0.7020, loss_cls: 2.4181, loss: 3.7873, grad_norm: 3.3246 2020-09-23 23:46:03,739 - mmaction - INFO - Epoch [22][820/940] lr: 4.000e-02, eta: 2 days, 1:14:21, time: 1.460, data_time: 0.001, memory: 6929, loss_aux: 1.3501, top1_acc: 0.4645, top5_acc: 0.6990, loss_cls: 2.3667, loss: 3.7168, grad_norm: 3.2768 2020-09-23 23:46:33,159 - mmaction - INFO - Epoch [22][840/940] lr: 4.000e-02, eta: 2 days, 1:13:51, time: 1.472, data_time: 0.003, memory: 6929, loss_aux: 1.3717, top1_acc: 0.4609, top5_acc: 0.6900, loss_cls: 2.3984, loss: 3.7700, grad_norm: 3.2906 2020-09-23 23:47:02,026 - mmaction - INFO - Epoch [22][860/940] lr: 4.000e-02, eta: 2 days, 1:13:19, time: 1.443, data_time: 0.002, memory: 6929, loss_aux: 1.3682, top1_acc: 0.4602, top5_acc: 0.6937, loss_cls: 2.3922, loss: 3.7605, grad_norm: 3.3386 2020-09-23 23:47:31,352 - mmaction - INFO - Epoch [22][880/940] lr: 4.000e-02, eta: 2 days, 1:12:49, time: 1.466, data_time: 0.001, memory: 6929, loss_aux: 1.3776, top1_acc: 0.4594, top5_acc: 0.7016, loss_cls: 2.4001, loss: 3.7777, grad_norm: 3.2997 2020-09-23 23:48:01,849 - mmaction - INFO - Epoch [22][900/940] lr: 4.000e-02, eta: 2 days, 1:12:25, time: 1.525, data_time: 0.002, memory: 6929, loss_aux: 1.3563, top1_acc: 0.4605, top5_acc: 0.6945, loss_cls: 2.3933, loss: 3.7496, grad_norm: 3.2822 2020-09-23 23:48:30,920 - mmaction - INFO - Epoch [22][920/940] lr: 4.000e-02, eta: 2 days, 1:11:54, time: 1.453, data_time: 0.001, memory: 6929, loss_aux: 1.3442, top1_acc: 0.4660, top5_acc: 0.7066, loss_cls: 2.3434, loss: 3.6876, grad_norm: 3.2754 2020-09-23 23:48:59,420 - mmaction - INFO - Epoch [22][940/940] lr: 4.000e-02, eta: 2 days, 1:11:19, time: 1.425, data_time: 0.002, memory: 6929, loss_aux: 1.3634, top1_acc: 0.4574, top5_acc: 0.6974, loss_cls: 2.3876, loss: 3.7510, grad_norm: 3.4263 2020-09-23 23:48:59,821 - mmaction - INFO - Saving checkpoint at 22 epochs 2020-09-23 23:49:33,592 - mmaction - INFO - Epoch [23][20/940] lr: 4.000e-02, eta: 2 days, 1:11:04, time: 1.593, data_time: 0.272, memory: 6929, loss_aux: 1.3586, top1_acc: 0.4568, top5_acc: 0.7004, loss_cls: 2.3743, loss: 3.7328, grad_norm: 3.3107 2020-09-23 23:50:02,226 - mmaction - INFO - Epoch [23][40/940] lr: 4.000e-02, eta: 2 days, 1:10:30, time: 1.433, data_time: 0.003, memory: 6929, loss_aux: 1.3706, top1_acc: 0.4670, top5_acc: 0.7063, loss_cls: 2.3696, loss: 3.7402, grad_norm: 3.3584 2020-09-23 23:50:31,399 - mmaction - INFO - Epoch [23][60/940] lr: 4.000e-02, eta: 2 days, 1:09:59, time: 1.457, data_time: 0.002, memory: 6929, loss_aux: 1.3730, top1_acc: 0.4617, top5_acc: 0.7021, loss_cls: 2.3808, loss: 3.7538, grad_norm: 3.3321 2020-09-23 23:51:00,380 - mmaction - INFO - Epoch [23][80/940] lr: 4.000e-02, eta: 2 days, 1:09:27, time: 1.450, data_time: 0.003, memory: 6929, loss_aux: 1.3575, top1_acc: 0.4707, top5_acc: 0.7088, loss_cls: 2.3410, loss: 3.6984, grad_norm: 3.3030 2020-09-23 23:51:29,293 - mmaction - INFO - Epoch [23][100/940] lr: 4.000e-02, eta: 2 days, 1:08:54, time: 1.446, data_time: 0.002, memory: 6929, loss_aux: 1.3520, top1_acc: 0.4678, top5_acc: 0.7043, loss_cls: 2.3551, loss: 3.7071, grad_norm: 3.3239 2020-09-23 23:51:59,696 - mmaction - INFO - Epoch [23][120/940] lr: 4.000e-02, eta: 2 days, 1:08:30, time: 1.521, data_time: 0.006, memory: 6929, loss_aux: 1.3572, top1_acc: 0.4662, top5_acc: 0.7072, loss_cls: 2.3594, loss: 3.7166, grad_norm: 3.2698 2020-09-23 23:52:28,770 - mmaction - INFO - Epoch [23][140/940] lr: 4.000e-02, eta: 2 days, 1:07:59, time: 1.453, data_time: 0.001, memory: 6929, loss_aux: 1.3527, top1_acc: 0.4664, top5_acc: 0.7059, loss_cls: 2.3558, loss: 3.7085, grad_norm: 3.2899 2020-09-23 23:52:57,689 - mmaction - INFO - Epoch [23][160/940] lr: 4.000e-02, eta: 2 days, 1:07:26, time: 1.447, data_time: 0.003, memory: 6929, loss_aux: 1.3582, top1_acc: 0.4596, top5_acc: 0.7000, loss_cls: 2.3713, loss: 3.7295, grad_norm: 3.2645 2020-09-23 23:53:27,799 - mmaction - INFO - Epoch [23][180/940] lr: 4.000e-02, eta: 2 days, 1:07:01, time: 1.504, data_time: 0.001, memory: 6929, loss_aux: 1.3456, top1_acc: 0.4609, top5_acc: 0.7004, loss_cls: 2.3676, loss: 3.7132, grad_norm: 3.3124 2020-09-23 23:53:57,964 - mmaction - INFO - Epoch [23][200/940] lr: 4.000e-02, eta: 2 days, 1:06:35, time: 1.508, data_time: 0.003, memory: 6929, loss_aux: 1.3465, top1_acc: 0.4711, top5_acc: 0.7059, loss_cls: 2.3427, loss: 3.6892, grad_norm: 3.3069 2020-09-23 23:54:26,712 - mmaction - INFO - Epoch [23][220/940] lr: 4.000e-02, eta: 2 days, 1:06:02, time: 1.437, data_time: 0.002, memory: 6929, loss_aux: 1.3712, top1_acc: 0.4654, top5_acc: 0.6953, loss_cls: 2.3896, loss: 3.7608, grad_norm: 3.2196 2020-09-23 23:54:56,380 - mmaction - INFO - Epoch [23][240/940] lr: 4.000e-02, eta: 2 days, 1:05:34, time: 1.485, data_time: 0.003, memory: 6929, loss_aux: 1.3684, top1_acc: 0.4645, top5_acc: 0.7021, loss_cls: 2.3659, loss: 3.7343, grad_norm: 3.3748 2020-09-23 23:55:26,108 - mmaction - INFO - Epoch [23][260/940] lr: 4.000e-02, eta: 2 days, 1:05:06, time: 1.486, data_time: 0.001, memory: 6929, loss_aux: 1.3420, top1_acc: 0.4672, top5_acc: 0.7023, loss_cls: 2.3375, loss: 3.6795, grad_norm: 3.2650 2020-09-23 23:55:55,439 - mmaction - INFO - Epoch [23][280/940] lr: 4.000e-02, eta: 2 days, 1:04:36, time: 1.467, data_time: 0.002, memory: 6929, loss_aux: 1.3650, top1_acc: 0.4738, top5_acc: 0.7135, loss_cls: 2.3643, loss: 3.7293, grad_norm: 3.3411 2020-09-23 23:56:24,618 - mmaction - INFO - Epoch [23][300/940] lr: 4.000e-02, eta: 2 days, 1:04:05, time: 1.459, data_time: 0.002, memory: 6929, loss_aux: 1.3641, top1_acc: 0.4717, top5_acc: 0.7027, loss_cls: 2.3740, loss: 3.7381, grad_norm: 3.3801 2020-09-23 23:56:53,884 - mmaction - INFO - Epoch [23][320/940] lr: 4.000e-02, eta: 2 days, 1:03:35, time: 1.464, data_time: 0.002, memory: 6929, loss_aux: 1.3769, top1_acc: 0.4570, top5_acc: 0.6908, loss_cls: 2.4113, loss: 3.7882, grad_norm: 3.3858 2020-09-23 23:57:23,303 - mmaction - INFO - Epoch [23][340/940] lr: 4.000e-02, eta: 2 days, 1:03:05, time: 1.471, data_time: 0.001, memory: 6929, loss_aux: 1.3413, top1_acc: 0.4686, top5_acc: 0.7078, loss_cls: 2.3277, loss: 3.6690, grad_norm: 3.2593 2020-09-23 23:57:52,523 - mmaction - INFO - Epoch [23][360/940] lr: 4.000e-02, eta: 2 days, 1:02:35, time: 1.461, data_time: 0.002, memory: 6929, loss_aux: 1.3535, top1_acc: 0.4680, top5_acc: 0.7127, loss_cls: 2.3536, loss: 3.7071, grad_norm: 3.3200 2020-09-23 23:58:21,759 - mmaction - INFO - Epoch [23][380/940] lr: 4.000e-02, eta: 2 days, 1:02:04, time: 1.462, data_time: 0.002, memory: 6929, loss_aux: 1.3410, top1_acc: 0.4764, top5_acc: 0.7059, loss_cls: 2.3512, loss: 3.6922, grad_norm: 3.2911 2020-09-23 23:58:51,059 - mmaction - INFO - Epoch [23][400/940] lr: 4.000e-02, eta: 2 days, 1:01:34, time: 1.464, data_time: 0.001, memory: 6929, loss_aux: 1.3574, top1_acc: 0.4641, top5_acc: 0.7049, loss_cls: 2.3620, loss: 3.7193, grad_norm: 3.3230 2020-09-23 23:59:21,101 - mmaction - INFO - Epoch [23][420/940] lr: 4.000e-02, eta: 2 days, 1:01:08, time: 1.503, data_time: 0.005, memory: 6929, loss_aux: 1.3535, top1_acc: 0.4701, top5_acc: 0.7037, loss_cls: 2.3561, loss: 3.7096, grad_norm: 3.3591 2020-09-23 23:59:50,890 - mmaction - INFO - Epoch [23][440/940] lr: 4.000e-02, eta: 2 days, 1:00:40, time: 1.488, data_time: 0.001, memory: 6929, loss_aux: 1.3691, top1_acc: 0.4596, top5_acc: 0.6957, loss_cls: 2.3964, loss: 3.7655, grad_norm: 3.3517 2020-09-24 00:00:25,354 - mmaction - INFO - Epoch [23][460/940] lr: 4.000e-02, eta: 2 days, 1:00:39, time: 1.715, data_time: 0.003, memory: 6929, loss_aux: 1.3960, top1_acc: 0.4561, top5_acc: 0.6898, loss_cls: 2.4469, loss: 3.8429, grad_norm: 3.3373 2020-09-24 00:00:54,123 - mmaction - INFO - Epoch [23][480/940] lr: 4.000e-02, eta: 2 days, 1:00:06, time: 1.448, data_time: 0.023, memory: 6929, loss_aux: 1.3529, top1_acc: 0.4713, top5_acc: 0.7111, loss_cls: 2.3521, loss: 3.7050, grad_norm: 3.2170 2020-09-24 00:01:23,031 - mmaction - INFO - Epoch [23][500/940] lr: 4.000e-02, eta: 2 days, 0:59:34, time: 1.445, data_time: 0.001, memory: 6929, loss_aux: 1.3750, top1_acc: 0.4611, top5_acc: 0.6996, loss_cls: 2.4078, loss: 3.7828, grad_norm: 3.3301 2020-09-24 00:01:52,801 - mmaction - INFO - Epoch [23][520/940] lr: 4.000e-02, eta: 2 days, 0:59:06, time: 1.489, data_time: 0.002, memory: 6929, loss_aux: 1.3756, top1_acc: 0.4549, top5_acc: 0.7045, loss_cls: 2.3942, loss: 3.7698, grad_norm: 3.3007 2020-09-24 00:02:22,205 - mmaction - INFO - Epoch [23][540/940] lr: 4.000e-02, eta: 2 days, 0:58:37, time: 1.469, data_time: 0.001, memory: 6929, loss_aux: 1.3459, top1_acc: 0.4688, top5_acc: 0.7076, loss_cls: 2.3434, loss: 3.6893, grad_norm: 3.2862 2020-09-24 00:02:51,739 - mmaction - INFO - Epoch [23][560/940] lr: 4.000e-02, eta: 2 days, 0:58:08, time: 1.477, data_time: 0.002, memory: 6929, loss_aux: 1.3839, top1_acc: 0.4580, top5_acc: 0.6990, loss_cls: 2.3991, loss: 3.7830, grad_norm: 3.3995 2020-09-24 00:03:21,929 - mmaction - INFO - Epoch [23][580/940] lr: 4.000e-02, eta: 2 days, 0:57:43, time: 1.509, data_time: 0.002, memory: 6929, loss_aux: 1.3603, top1_acc: 0.4572, top5_acc: 0.7053, loss_cls: 2.3630, loss: 3.7233, grad_norm: 3.3107 2020-09-24 00:03:52,094 - mmaction - INFO - Epoch [23][600/940] lr: 4.000e-02, eta: 2 days, 0:57:17, time: 1.508, data_time: 0.002, memory: 6929, loss_aux: 1.3568, top1_acc: 0.4613, top5_acc: 0.7059, loss_cls: 2.3646, loss: 3.7215, grad_norm: 3.3413 2020-09-24 00:04:22,399 - mmaction - INFO - Epoch [23][620/940] lr: 4.000e-02, eta: 2 days, 0:56:53, time: 1.516, data_time: 0.002, memory: 6929, loss_aux: 1.3558, top1_acc: 0.4707, top5_acc: 0.7070, loss_cls: 2.3605, loss: 3.7163, grad_norm: 3.3369 2020-09-24 00:04:51,505 - mmaction - INFO - Epoch [23][640/940] lr: 4.000e-02, eta: 2 days, 0:56:21, time: 1.454, data_time: 0.001, memory: 6929, loss_aux: 1.3623, top1_acc: 0.4523, top5_acc: 0.7051, loss_cls: 2.3787, loss: 3.7411, grad_norm: 3.3638 2020-09-24 00:05:21,601 - mmaction - INFO - Epoch [23][660/940] lr: 4.000e-02, eta: 2 days, 0:55:56, time: 1.506, data_time: 0.003, memory: 6929, loss_aux: 1.3623, top1_acc: 0.4604, top5_acc: 0.6941, loss_cls: 2.3915, loss: 3.7538, grad_norm: 3.3571 2020-09-24 00:05:52,128 - mmaction - INFO - Epoch [23][680/940] lr: 4.000e-02, eta: 2 days, 0:55:32, time: 1.525, data_time: 0.001, memory: 6929, loss_aux: 1.3683, top1_acc: 0.4670, top5_acc: 0.6930, loss_cls: 2.3922, loss: 3.7605, grad_norm: 3.2953 2020-09-24 00:06:21,093 - mmaction - INFO - Epoch [23][700/940] lr: 4.000e-02, eta: 2 days, 0:55:00, time: 1.449, data_time: 0.002, memory: 6929, loss_aux: 1.3621, top1_acc: 0.4510, top5_acc: 0.7029, loss_cls: 2.4031, loss: 3.7652, grad_norm: 3.3531 2020-09-24 00:06:51,230 - mmaction - INFO - Epoch [23][720/940] lr: 4.000e-02, eta: 2 days, 0:54:34, time: 1.506, data_time: 0.001, memory: 6929, loss_aux: 1.3721, top1_acc: 0.4623, top5_acc: 0.7008, loss_cls: 2.3876, loss: 3.7597, grad_norm: 3.2921 2020-09-24 00:07:20,890 - mmaction - INFO - Epoch [23][740/940] lr: 4.000e-02, eta: 2 days, 0:54:06, time: 1.484, data_time: 0.004, memory: 6929, loss_aux: 1.3678, top1_acc: 0.4559, top5_acc: 0.6926, loss_cls: 2.4105, loss: 3.7782, grad_norm: 3.2778 2020-09-24 00:07:51,108 - mmaction - INFO - Epoch [23][760/940] lr: 4.000e-02, eta: 2 days, 0:53:41, time: 1.509, data_time: 0.001, memory: 6929, loss_aux: 1.3692, top1_acc: 0.4584, top5_acc: 0.7051, loss_cls: 2.3800, loss: 3.7493, grad_norm: 3.3263 2020-09-24 00:08:20,662 - mmaction - INFO - Epoch [23][780/940] lr: 4.000e-02, eta: 2 days, 0:53:12, time: 1.478, data_time: 0.003, memory: 6929, loss_aux: 1.3619, top1_acc: 0.4549, top5_acc: 0.6984, loss_cls: 2.3884, loss: 3.7504, grad_norm: 3.3311 2020-09-24 00:08:51,139 - mmaction - INFO - Epoch [23][800/940] lr: 4.000e-02, eta: 2 days, 0:52:48, time: 1.523, data_time: 0.002, memory: 6929, loss_aux: 1.3638, top1_acc: 0.4578, top5_acc: 0.7002, loss_cls: 2.3832, loss: 3.7470, grad_norm: 3.2893 2020-09-24 00:09:21,327 - mmaction - INFO - Epoch [23][820/940] lr: 4.000e-02, eta: 2 days, 0:52:23, time: 1.511, data_time: 0.003, memory: 6929, loss_aux: 1.3339, top1_acc: 0.4814, top5_acc: 0.7055, loss_cls: 2.3071, loss: 3.6410, grad_norm: 3.2596 2020-09-24 00:09:51,139 - mmaction - INFO - Epoch [23][840/940] lr: 4.000e-02, eta: 2 days, 0:51:56, time: 1.489, data_time: 0.001, memory: 6929, loss_aux: 1.3747, top1_acc: 0.4666, top5_acc: 0.7029, loss_cls: 2.3822, loss: 3.7570, grad_norm: 3.3307 2020-09-24 00:10:21,722 - mmaction - INFO - Epoch [23][860/940] lr: 4.000e-02, eta: 2 days, 0:51:32, time: 1.529, data_time: 0.003, memory: 6929, loss_aux: 1.3495, top1_acc: 0.4682, top5_acc: 0.7029, loss_cls: 2.3735, loss: 3.7230, grad_norm: 3.3014 2020-09-24 00:10:51,716 - mmaction - INFO - Epoch [23][880/940] lr: 4.000e-02, eta: 2 days, 0:51:06, time: 1.500, data_time: 0.003, memory: 6929, loss_aux: 1.3578, top1_acc: 0.4604, top5_acc: 0.7014, loss_cls: 2.3817, loss: 3.7395, grad_norm: 3.2698 2020-09-24 00:11:22,014 - mmaction - INFO - Epoch [23][900/940] lr: 4.000e-02, eta: 2 days, 0:50:41, time: 1.515, data_time: 0.003, memory: 6929, loss_aux: 1.3895, top1_acc: 0.4602, top5_acc: 0.6941, loss_cls: 2.4318, loss: 3.8213, grad_norm: 3.3298 2020-09-24 00:11:52,014 - mmaction - INFO - Epoch [23][920/940] lr: 4.000e-02, eta: 2 days, 0:50:15, time: 1.500, data_time: 0.002, memory: 6929, loss_aux: 1.3321, top1_acc: 0.4736, top5_acc: 0.7041, loss_cls: 2.3345, loss: 3.6667, grad_norm: 3.2723 2020-09-24 00:12:21,499 - mmaction - INFO - Epoch [23][940/940] lr: 4.000e-02, eta: 2 days, 0:49:46, time: 1.475, data_time: 0.002, memory: 6929, loss_aux: 1.3927, top1_acc: 0.4604, top5_acc: 0.6960, loss_cls: 2.4157, loss: 3.8084, grad_norm: 3.3016 2020-09-24 00:12:22,005 - mmaction - INFO - Saving checkpoint at 23 epochs 2020-09-24 00:12:58,728 - mmaction - INFO - Epoch [24][20/940] lr: 4.000e-02, eta: 2 days, 0:49:22, time: 1.524, data_time: 0.270, memory: 6929, loss_aux: 1.3524, top1_acc: 0.4705, top5_acc: 0.7070, loss_cls: 2.3485, loss: 3.7010, grad_norm: 3.2938 2020-09-24 00:13:28,198 - mmaction - INFO - Epoch [24][40/940] lr: 4.000e-02, eta: 2 days, 0:48:53, time: 1.473, data_time: 0.002, memory: 6929, loss_aux: 1.3421, top1_acc: 0.4721, top5_acc: 0.7045, loss_cls: 2.3361, loss: 3.6782, grad_norm: 3.2521 2020-09-24 00:13:57,396 - mmaction - INFO - Epoch [24][60/940] lr: 4.000e-02, eta: 2 days, 0:48:22, time: 1.460, data_time: 0.003, memory: 6929, loss_aux: 1.3675, top1_acc: 0.4660, top5_acc: 0.7137, loss_cls: 2.3626, loss: 3.7301, grad_norm: 3.3536 2020-09-24 00:14:27,120 - mmaction - INFO - Epoch [24][80/940] lr: 4.000e-02, eta: 2 days, 0:47:54, time: 1.485, data_time: 0.002, memory: 6929, loss_aux: 1.3580, top1_acc: 0.4578, top5_acc: 0.7053, loss_cls: 2.3630, loss: 3.7210, grad_norm: 3.3470 2020-09-24 00:14:56,556 - mmaction - INFO - Epoch [24][100/940] lr: 4.000e-02, eta: 2 days, 0:47:24, time: 1.473, data_time: 0.003, memory: 6929, loss_aux: 1.3443, top1_acc: 0.4746, top5_acc: 0.7057, loss_cls: 2.3309, loss: 3.6752, grad_norm: 3.2800 2020-09-24 00:15:27,610 - mmaction - INFO - Epoch [24][120/940] lr: 4.000e-02, eta: 2 days, 0:47:04, time: 1.551, data_time: 0.001, memory: 6929, loss_aux: 1.3525, top1_acc: 0.4734, top5_acc: 0.7109, loss_cls: 2.3331, loss: 3.6856, grad_norm: 3.3646 2020-09-24 00:15:57,013 - mmaction - INFO - Epoch [24][140/940] lr: 4.000e-02, eta: 2 days, 0:46:34, time: 1.473, data_time: 0.004, memory: 6929, loss_aux: 1.3524, top1_acc: 0.4676, top5_acc: 0.7033, loss_cls: 2.3535, loss: 3.7060, grad_norm: 3.3014 2020-09-24 00:16:25,917 - mmaction - INFO - Epoch [24][160/940] lr: 4.000e-02, eta: 2 days, 0:46:02, time: 1.444, data_time: 0.001, memory: 6929, loss_aux: 1.3447, top1_acc: 0.4613, top5_acc: 0.7088, loss_cls: 2.3485, loss: 3.6932, grad_norm: 3.3111 2020-09-24 00:16:56,010 - mmaction - INFO - Epoch [24][180/940] lr: 4.000e-02, eta: 2 days, 0:45:36, time: 1.505, data_time: 0.003, memory: 6929, loss_aux: 1.3497, top1_acc: 0.4809, top5_acc: 0.7039, loss_cls: 2.3332, loss: 3.6829, grad_norm: 3.3226 2020-09-24 00:17:25,688 - mmaction - INFO - Epoch [24][200/940] lr: 4.000e-02, eta: 2 days, 0:45:07, time: 1.483, data_time: 0.002, memory: 6929, loss_aux: 1.3512, top1_acc: 0.4711, top5_acc: 0.7072, loss_cls: 2.3626, loss: 3.7138, grad_norm: 3.3479 2020-09-24 00:17:56,301 - mmaction - INFO - Epoch [24][220/940] lr: 4.000e-02, eta: 2 days, 0:44:44, time: 1.532, data_time: 0.003, memory: 6929, loss_aux: 1.3763, top1_acc: 0.4715, top5_acc: 0.7000, loss_cls: 2.3796, loss: 3.7559, grad_norm: 3.3103 2020-09-24 00:18:26,201 - mmaction - INFO - Epoch [24][240/940] lr: 4.000e-02, eta: 2 days, 0:44:17, time: 1.495, data_time: 0.001, memory: 6929, loss_aux: 1.3393, top1_acc: 0.4730, top5_acc: 0.7102, loss_cls: 2.3357, loss: 3.6750, grad_norm: 3.2939 2020-09-24 00:18:54,959 - mmaction - INFO - Epoch [24][260/940] lr: 4.000e-02, eta: 2 days, 0:43:44, time: 1.438, data_time: 0.002, memory: 6929, loss_aux: 1.3682, top1_acc: 0.4584, top5_acc: 0.7031, loss_cls: 2.3891, loss: 3.7573, grad_norm: 3.3378 2020-09-24 00:19:25,297 - mmaction - INFO - Epoch [24][280/940] lr: 4.000e-02, eta: 2 days, 0:43:19, time: 1.517, data_time: 0.002, memory: 6929, loss_aux: 1.3567, top1_acc: 0.4625, top5_acc: 0.7023, loss_cls: 2.3828, loss: 3.7395, grad_norm: 3.3541 2020-09-24 00:19:55,145 - mmaction - INFO - Epoch [24][300/940] lr: 4.000e-02, eta: 2 days, 0:42:52, time: 1.493, data_time: 0.005, memory: 6929, loss_aux: 1.3484, top1_acc: 0.4637, top5_acc: 0.7021, loss_cls: 2.3666, loss: 3.7150, grad_norm: 3.3730 2020-09-24 00:20:24,734 - mmaction - INFO - Epoch [24][320/940] lr: 4.000e-02, eta: 2 days, 0:42:23, time: 1.478, data_time: 0.001, memory: 6929, loss_aux: 1.3434, top1_acc: 0.4641, top5_acc: 0.7119, loss_cls: 2.3325, loss: 3.6759, grad_norm: 3.3359 2020-09-24 00:20:54,504 - mmaction - INFO - Epoch [24][340/940] lr: 4.000e-02, eta: 2 days, 0:41:56, time: 1.490, data_time: 0.003, memory: 6929, loss_aux: 1.3704, top1_acc: 0.4643, top5_acc: 0.6889, loss_cls: 2.4213, loss: 3.7917, grad_norm: 3.2342 2020-09-24 00:21:23,598 - mmaction - INFO - Epoch [24][360/940] lr: 4.000e-02, eta: 2 days, 0:41:24, time: 1.453, data_time: 0.001, memory: 6929, loss_aux: 1.3511, top1_acc: 0.4738, top5_acc: 0.7043, loss_cls: 2.3312, loss: 3.6824, grad_norm: 3.3370 2020-09-24 00:21:53,363 - mmaction - INFO - Epoch [24][380/940] lr: 4.000e-02, eta: 2 days, 0:40:56, time: 1.489, data_time: 0.004, memory: 6929, loss_aux: 1.3415, top1_acc: 0.4658, top5_acc: 0.7092, loss_cls: 2.3471, loss: 3.6886, grad_norm: 3.3164 2020-09-24 00:22:22,939 - mmaction - INFO - Epoch [24][400/940] lr: 4.000e-02, eta: 2 days, 0:40:28, time: 1.480, data_time: 0.002, memory: 6929, loss_aux: 1.3318, top1_acc: 0.4727, top5_acc: 0.7049, loss_cls: 2.3220, loss: 3.6538, grad_norm: 3.2812 2020-09-24 00:22:52,855 - mmaction - INFO - Epoch [24][420/940] lr: 4.000e-02, eta: 2 days, 0:40:01, time: 1.496, data_time: 0.001, memory: 6929, loss_aux: 1.3549, top1_acc: 0.4699, top5_acc: 0.7055, loss_cls: 2.3769, loss: 3.7318, grad_norm: 3.2953 2020-09-24 00:23:21,978 - mmaction - INFO - Epoch [24][440/940] lr: 4.000e-02, eta: 2 days, 0:39:29, time: 1.456, data_time: 0.001, memory: 6929, loss_aux: 1.3525, top1_acc: 0.4682, top5_acc: 0.7061, loss_cls: 2.3551, loss: 3.7076, grad_norm: 3.3493 2020-09-24 00:23:51,008 - mmaction - INFO - Epoch [24][460/940] lr: 4.000e-02, eta: 2 days, 0:38:58, time: 1.451, data_time: 0.001, memory: 6929, loss_aux: 1.3540, top1_acc: 0.4594, top5_acc: 0.7027, loss_cls: 2.3746, loss: 3.7286, grad_norm: 3.3508 2020-09-24 00:24:21,476 - mmaction - INFO - Epoch [24][480/940] lr: 4.000e-02, eta: 2 days, 0:38:34, time: 1.523, data_time: 0.001, memory: 6929, loss_aux: 1.3476, top1_acc: 0.4586, top5_acc: 0.7098, loss_cls: 2.3618, loss: 3.7094, grad_norm: 3.3030 2020-09-24 00:24:51,496 - mmaction - INFO - Epoch [24][500/940] lr: 4.000e-02, eta: 2 days, 0:38:07, time: 1.499, data_time: 0.001, memory: 6929, loss_aux: 1.3650, top1_acc: 0.4639, top5_acc: 0.7014, loss_cls: 2.3708, loss: 3.7358, grad_norm: 3.3253 2020-09-24 00:25:20,666 - mmaction - INFO - Epoch [24][520/940] lr: 4.000e-02, eta: 2 days, 0:37:36, time: 1.460, data_time: 0.003, memory: 6929, loss_aux: 1.3711, top1_acc: 0.4682, top5_acc: 0.7006, loss_cls: 2.3876, loss: 3.7587, grad_norm: 3.2787 2020-09-24 00:25:50,484 - mmaction - INFO - Epoch [24][540/940] lr: 4.000e-02, eta: 2 days, 0:37:09, time: 1.490, data_time: 0.001, memory: 6929, loss_aux: 1.3466, top1_acc: 0.4723, top5_acc: 0.7047, loss_cls: 2.3226, loss: 3.6692, grad_norm: 3.3599 2020-09-24 00:26:20,327 - mmaction - INFO - Epoch [24][560/940] lr: 4.000e-02, eta: 2 days, 0:36:41, time: 1.492, data_time: 0.002, memory: 6929, loss_aux: 1.3435, top1_acc: 0.4688, top5_acc: 0.7029, loss_cls: 2.3280, loss: 3.6715, grad_norm: 3.3449 2020-09-24 00:26:50,620 - mmaction - INFO - Epoch [24][580/940] lr: 4.000e-02, eta: 2 days, 0:36:16, time: 1.515, data_time: 0.002, memory: 6929, loss_aux: 1.3560, top1_acc: 0.4602, top5_acc: 0.7078, loss_cls: 2.3605, loss: 3.7165, grad_norm: 3.2788 2020-09-24 00:27:19,959 - mmaction - INFO - Epoch [24][600/940] lr: 4.000e-02, eta: 2 days, 0:35:46, time: 1.468, data_time: 0.003, memory: 6929, loss_aux: 1.3655, top1_acc: 0.4545, top5_acc: 0.7055, loss_cls: 2.4031, loss: 3.7686, grad_norm: 3.3355 2020-09-24 00:27:48,971 - mmaction - INFO - Epoch [24][620/940] lr: 4.000e-02, eta: 2 days, 0:35:14, time: 1.449, data_time: 0.001, memory: 6929, loss_aux: 1.3877, top1_acc: 0.4582, top5_acc: 0.6902, loss_cls: 2.4262, loss: 3.8139, grad_norm: 3.3461 2020-09-24 00:28:18,840 - mmaction - INFO - Epoch [24][640/940] lr: 4.000e-02, eta: 2 days, 0:34:47, time: 1.495, data_time: 0.003, memory: 6929, loss_aux: 1.3399, top1_acc: 0.4744, top5_acc: 0.7127, loss_cls: 2.3287, loss: 3.6686, grad_norm: 3.3037 2020-09-24 00:28:48,444 - mmaction - INFO - Epoch [24][660/940] lr: 4.000e-02, eta: 2 days, 0:34:18, time: 1.479, data_time: 0.001, memory: 6929, loss_aux: 1.3561, top1_acc: 0.4527, top5_acc: 0.6994, loss_cls: 2.3886, loss: 3.7446, grad_norm: 3.3962 2020-09-24 00:29:18,358 - mmaction - INFO - Epoch [24][680/940] lr: 4.000e-02, eta: 2 days, 0:33:51, time: 1.496, data_time: 0.002, memory: 6929, loss_aux: 1.3667, top1_acc: 0.4502, top5_acc: 0.6994, loss_cls: 2.3931, loss: 3.7599, grad_norm: 3.3351 2020-09-24 00:29:47,300 - mmaction - INFO - Epoch [24][700/940] lr: 4.000e-02, eta: 2 days, 0:33:19, time: 1.447, data_time: 0.001, memory: 6929, loss_aux: 1.3648, top1_acc: 0.4455, top5_acc: 0.7006, loss_cls: 2.3976, loss: 3.7624, grad_norm: 3.3803 2020-09-24 00:30:18,175 - mmaction - INFO - Epoch [24][720/940] lr: 4.000e-02, eta: 2 days, 0:32:57, time: 1.544, data_time: 0.002, memory: 6929, loss_aux: 1.3474, top1_acc: 0.4744, top5_acc: 0.7055, loss_cls: 2.3346, loss: 3.6820, grad_norm: 3.3063 2020-09-24 00:30:46,685 - mmaction - INFO - Epoch [24][740/940] lr: 4.000e-02, eta: 2 days, 0:32:23, time: 1.424, data_time: 0.001, memory: 6929, loss_aux: 1.3734, top1_acc: 0.4574, top5_acc: 0.7025, loss_cls: 2.3812, loss: 3.7546, grad_norm: 3.2972 2020-09-24 00:31:15,982 - mmaction - INFO - Epoch [24][760/940] lr: 4.000e-02, eta: 2 days, 0:31:52, time: 1.465, data_time: 0.003, memory: 6929, loss_aux: 1.3651, top1_acc: 0.4615, top5_acc: 0.6967, loss_cls: 2.3817, loss: 3.7468, grad_norm: 3.2993 2020-09-24 00:31:45,364 - mmaction - INFO - Epoch [24][780/940] lr: 4.000e-02, eta: 2 days, 0:31:23, time: 1.468, data_time: 0.002, memory: 6929, loss_aux: 1.3705, top1_acc: 0.4604, top5_acc: 0.7035, loss_cls: 2.3973, loss: 3.7678, grad_norm: 3.3679 2020-09-24 00:32:14,118 - mmaction - INFO - Epoch [24][800/940] lr: 4.000e-02, eta: 2 days, 0:30:49, time: 1.439, data_time: 0.003, memory: 6929, loss_aux: 1.3694, top1_acc: 0.4633, top5_acc: 0.7045, loss_cls: 2.4074, loss: 3.7768, grad_norm: 3.3127 2020-09-24 00:32:43,243 - mmaction - INFO - Epoch [24][820/940] lr: 4.000e-02, eta: 2 days, 0:30:18, time: 1.455, data_time: 0.002, memory: 6929, loss_aux: 1.3404, top1_acc: 0.4721, top5_acc: 0.7107, loss_cls: 2.3567, loss: 3.6972, grad_norm: 3.3013 2020-09-24 00:33:12,374 - mmaction - INFO - Epoch [24][840/940] lr: 4.000e-02, eta: 2 days, 0:29:47, time: 1.457, data_time: 0.003, memory: 6929, loss_aux: 1.3472, top1_acc: 0.4734, top5_acc: 0.7033, loss_cls: 2.3442, loss: 3.6914, grad_norm: 3.3404 2020-09-24 00:33:41,948 - mmaction - INFO - Epoch [24][860/940] lr: 4.000e-02, eta: 2 days, 0:29:18, time: 1.480, data_time: 0.002, memory: 6929, loss_aux: 1.3483, top1_acc: 0.4668, top5_acc: 0.7102, loss_cls: 2.3509, loss: 3.6993, grad_norm: 3.3129 2020-09-24 00:34:11,396 - mmaction - INFO - Epoch [24][880/940] lr: 4.000e-02, eta: 2 days, 0:28:49, time: 1.471, data_time: 0.001, memory: 6929, loss_aux: 1.3569, top1_acc: 0.4533, top5_acc: 0.7018, loss_cls: 2.3789, loss: 3.7358, grad_norm: 3.2695 2020-09-24 00:34:40,163 - mmaction - INFO - Epoch [24][900/940] lr: 4.000e-02, eta: 2 days, 0:28:16, time: 1.440, data_time: 0.003, memory: 6929, loss_aux: 1.3776, top1_acc: 0.4650, top5_acc: 0.7004, loss_cls: 2.3961, loss: 3.7737, grad_norm: 3.3569 2020-09-24 00:35:09,842 - mmaction - INFO - Epoch [24][920/940] lr: 4.000e-02, eta: 2 days, 0:27:47, time: 1.483, data_time: 0.001, memory: 6929, loss_aux: 1.3593, top1_acc: 0.4689, top5_acc: 0.6982, loss_cls: 2.3652, loss: 3.7246, grad_norm: 3.3124 2020-09-24 00:35:38,172 - mmaction - INFO - Epoch [24][940/940] lr: 4.000e-02, eta: 2 days, 0:27:12, time: 1.417, data_time: 0.002, memory: 6929, loss_aux: 1.3800, top1_acc: 0.4669, top5_acc: 0.6889, loss_cls: 2.4320, loss: 3.8120, grad_norm: 3.3129 2020-09-24 00:35:38,636 - mmaction - INFO - Saving checkpoint at 24 epochs 2020-09-24 00:36:12,412 - mmaction - INFO - Epoch [25][20/940] lr: 4.000e-02, eta: 2 days, 0:26:58, time: 1.621, data_time: 0.304, memory: 6929, loss_aux: 1.3565, top1_acc: 0.4646, top5_acc: 0.6994, loss_cls: 2.3794, loss: 3.7359, grad_norm: 3.3037 2020-09-24 00:36:40,967 - mmaction - INFO - Epoch [25][40/940] lr: 4.000e-02, eta: 2 days, 0:26:24, time: 1.428, data_time: 0.002, memory: 6929, loss_aux: 1.3684, top1_acc: 0.4582, top5_acc: 0.6990, loss_cls: 2.4063, loss: 3.7747, grad_norm: 3.3669 2020-09-24 00:37:10,837 - mmaction - INFO - Epoch [25][60/940] lr: 4.000e-02, eta: 2 days, 0:25:57, time: 1.493, data_time: 0.002, memory: 6929, loss_aux: 1.3393, top1_acc: 0.4822, top5_acc: 0.7145, loss_cls: 2.3099, loss: 3.6492, grad_norm: 3.2344 2020-09-24 00:37:40,017 - mmaction - INFO - Epoch [25][80/940] lr: 4.000e-02, eta: 2 days, 0:25:26, time: 1.460, data_time: 0.003, memory: 6929, loss_aux: 1.3550, top1_acc: 0.4650, top5_acc: 0.7004, loss_cls: 2.3551, loss: 3.7101, grad_norm: 3.3255 2020-09-24 00:38:09,580 - mmaction - INFO - Epoch [25][100/940] lr: 4.000e-02, eta: 2 days, 0:24:57, time: 1.477, data_time: 0.001, memory: 6929, loss_aux: 1.3558, top1_acc: 0.4572, top5_acc: 0.6980, loss_cls: 2.3644, loss: 3.7202, grad_norm: 3.2991 2020-09-24 00:38:38,718 - mmaction - INFO - Epoch [25][120/940] lr: 4.000e-02, eta: 2 days, 0:24:26, time: 1.458, data_time: 0.003, memory: 6929, loss_aux: 1.3296, top1_acc: 0.4801, top5_acc: 0.7189, loss_cls: 2.3049, loss: 3.6345, grad_norm: 3.2782 2020-09-24 00:39:08,332 - mmaction - INFO - Epoch [25][140/940] lr: 4.000e-02, eta: 2 days, 0:23:57, time: 1.479, data_time: 0.002, memory: 6929, loss_aux: 1.3433, top1_acc: 0.4758, top5_acc: 0.7076, loss_cls: 2.3179, loss: 3.6612, grad_norm: 3.3370 2020-09-24 00:39:37,543 - mmaction - INFO - Epoch [25][160/940] lr: 4.000e-02, eta: 2 days, 0:23:26, time: 1.462, data_time: 0.004, memory: 6929, loss_aux: 1.3168, top1_acc: 0.4797, top5_acc: 0.7172, loss_cls: 2.2744, loss: 3.5912, grad_norm: 3.3197 2020-09-24 00:40:07,280 - mmaction - INFO - Epoch [25][180/940] lr: 4.000e-02, eta: 2 days, 0:22:58, time: 1.486, data_time: 0.002, memory: 6929, loss_aux: 1.3516, top1_acc: 0.4648, top5_acc: 0.7094, loss_cls: 2.3567, loss: 3.7083, grad_norm: 3.3137 2020-09-24 00:40:36,728 - mmaction - INFO - Epoch [25][200/940] lr: 4.000e-02, eta: 2 days, 0:22:29, time: 1.473, data_time: 0.003, memory: 6929, loss_aux: 1.3658, top1_acc: 0.4623, top5_acc: 0.6994, loss_cls: 2.3651, loss: 3.7308, grad_norm: 3.2789 2020-09-24 00:41:05,584 - mmaction - INFO - Epoch [25][220/940] lr: 4.000e-02, eta: 2 days, 0:21:56, time: 1.443, data_time: 0.002, memory: 6929, loss_aux: 1.3190, top1_acc: 0.4838, top5_acc: 0.7201, loss_cls: 2.2854, loss: 3.6044, grad_norm: 3.2639 2020-09-24 00:41:35,785 - mmaction - INFO - Epoch [25][240/940] lr: 4.000e-02, eta: 2 days, 0:21:31, time: 1.510, data_time: 0.002, memory: 6929, loss_aux: 1.3467, top1_acc: 0.4740, top5_acc: 0.7078, loss_cls: 2.3318, loss: 3.6785, grad_norm: 3.3537 2020-09-24 00:42:04,532 - mmaction - INFO - Epoch [25][260/940] lr: 4.000e-02, eta: 2 days, 0:20:57, time: 1.436, data_time: 0.001, memory: 6929, loss_aux: 1.3493, top1_acc: 0.4719, top5_acc: 0.7012, loss_cls: 2.3368, loss: 3.6861, grad_norm: 3.3307 2020-09-24 00:42:34,323 - mmaction - INFO - Epoch [25][280/940] lr: 4.000e-02, eta: 2 days, 0:20:30, time: 1.490, data_time: 0.003, memory: 6929, loss_aux: 1.3357, top1_acc: 0.4684, top5_acc: 0.7105, loss_cls: 2.3245, loss: 3.6602, grad_norm: 3.3549 2020-09-24 00:43:03,756 - mmaction - INFO - Epoch [25][300/940] lr: 4.000e-02, eta: 2 days, 0:20:00, time: 1.470, data_time: 0.002, memory: 6929, loss_aux: 1.3396, top1_acc: 0.4721, top5_acc: 0.7102, loss_cls: 2.3373, loss: 3.6769, grad_norm: 3.3133 2020-09-24 00:43:33,224 - mmaction - INFO - Epoch [25][320/940] lr: 4.000e-02, eta: 2 days, 0:19:31, time: 1.475, data_time: 0.003, memory: 6929, loss_aux: 1.3285, top1_acc: 0.4791, top5_acc: 0.7166, loss_cls: 2.2913, loss: 3.6198, grad_norm: 3.3686 2020-09-24 00:44:02,072 - mmaction - INFO - Epoch [25][340/940] lr: 4.000e-02, eta: 2 days, 0:18:58, time: 1.441, data_time: 0.001, memory: 6929, loss_aux: 1.3594, top1_acc: 0.4596, top5_acc: 0.7064, loss_cls: 2.3610, loss: 3.7205, grad_norm: 3.3415 2020-09-24 00:44:32,068 - mmaction - INFO - Epoch [25][360/940] lr: 4.000e-02, eta: 2 days, 0:18:32, time: 1.500, data_time: 0.003, memory: 6929, loss_aux: 1.3419, top1_acc: 0.4734, top5_acc: 0.7033, loss_cls: 2.3478, loss: 3.6897, grad_norm: 3.3064 2020-09-24 00:45:02,502 - mmaction - INFO - Epoch [25][380/940] lr: 4.000e-02, eta: 2 days, 0:18:06, time: 1.515, data_time: 0.003, memory: 6929, loss_aux: 1.3283, top1_acc: 0.4697, top5_acc: 0.7102, loss_cls: 2.3379, loss: 3.6662, grad_norm: 3.3287 2020-09-24 00:45:30,875 - mmaction - INFO - Epoch [25][400/940] lr: 4.000e-02, eta: 2 days, 0:17:32, time: 1.425, data_time: 0.009, memory: 6929, loss_aux: 1.3586, top1_acc: 0.4686, top5_acc: 0.7092, loss_cls: 2.3685, loss: 3.7271, grad_norm: 3.2914 2020-09-24 00:45:59,674 - mmaction - INFO - Epoch [25][420/940] lr: 4.000e-02, eta: 2 days, 0:16:59, time: 1.441, data_time: 0.002, memory: 6929, loss_aux: 1.3509, top1_acc: 0.4674, top5_acc: 0.7021, loss_cls: 2.3599, loss: 3.7108, grad_norm: 3.3597 2020-09-24 00:46:28,763 - mmaction - INFO - Epoch [25][440/940] lr: 4.000e-02, eta: 2 days, 0:16:28, time: 1.454, data_time: 0.001, memory: 6929, loss_aux: 1.3503, top1_acc: 0.4707, top5_acc: 0.6979, loss_cls: 2.3660, loss: 3.7163, grad_norm: 3.3240 2020-09-24 00:46:58,231 - mmaction - INFO - Epoch [25][460/940] lr: 4.000e-02, eta: 2 days, 0:15:59, time: 1.474, data_time: 0.002, memory: 6929, loss_aux: 1.3534, top1_acc: 0.4633, top5_acc: 0.7131, loss_cls: 2.3448, loss: 3.6982, grad_norm: 3.3354 2020-09-24 00:47:27,098 - mmaction - INFO - Epoch [25][480/940] lr: 4.000e-02, eta: 2 days, 0:15:26, time: 1.442, data_time: 0.001, memory: 6929, loss_aux: 1.3502, top1_acc: 0.4707, top5_acc: 0.7000, loss_cls: 2.3710, loss: 3.7212, grad_norm: 3.2733 2020-09-24 00:47:56,065 - mmaction - INFO - Epoch [25][500/940] lr: 4.000e-02, eta: 2 days, 0:14:54, time: 1.450, data_time: 0.003, memory: 6929, loss_aux: 1.3439, top1_acc: 0.4811, top5_acc: 0.7156, loss_cls: 2.3079, loss: 3.6517, grad_norm: 3.2676 2020-09-24 00:48:25,284 - mmaction - INFO - Epoch [25][520/940] lr: 4.000e-02, eta: 2 days, 0:14:23, time: 1.460, data_time: 0.001, memory: 6929, loss_aux: 1.3256, top1_acc: 0.4725, top5_acc: 0.7184, loss_cls: 2.3034, loss: 3.6290, grad_norm: 3.3419 2020-09-24 00:48:54,802 - mmaction - INFO - Epoch [25][540/940] lr: 4.000e-02, eta: 2 days, 0:13:54, time: 1.477, data_time: 0.002, memory: 6929, loss_aux: 1.3438, top1_acc: 0.4650, top5_acc: 0.7145, loss_cls: 2.3508, loss: 3.6946, grad_norm: 3.3773 2020-09-24 00:49:23,692 - mmaction - INFO - Epoch [25][560/940] lr: 4.000e-02, eta: 2 days, 0:13:22, time: 1.442, data_time: 0.001, memory: 6929, loss_aux: 1.3493, top1_acc: 0.4588, top5_acc: 0.7049, loss_cls: 2.3824, loss: 3.7317, grad_norm: 3.3454 2020-09-24 00:49:52,847 - mmaction - INFO - Epoch [25][580/940] lr: 4.000e-02, eta: 2 days, 0:12:51, time: 1.459, data_time: 0.004, memory: 6929, loss_aux: 1.3477, top1_acc: 0.4635, top5_acc: 0.7049, loss_cls: 2.3638, loss: 3.7115, grad_norm: 3.3336 2020-09-24 00:50:22,685 - mmaction - INFO - Epoch [25][600/940] lr: 4.000e-02, eta: 2 days, 0:12:24, time: 1.493, data_time: 0.002, memory: 6929, loss_aux: 1.3601, top1_acc: 0.4693, top5_acc: 0.7084, loss_cls: 2.3629, loss: 3.7231, grad_norm: 3.2758 2020-09-24 00:50:51,970 - mmaction - INFO - Epoch [25][620/940] lr: 4.000e-02, eta: 2 days, 0:11:53, time: 1.463, data_time: 0.001, memory: 6929, loss_aux: 1.3497, top1_acc: 0.4770, top5_acc: 0.7000, loss_cls: 2.3608, loss: 3.7105, grad_norm: 3.3353 2020-09-24 00:51:21,031 - mmaction - INFO - Epoch [25][640/940] lr: 4.000e-02, eta: 2 days, 0:11:22, time: 1.454, data_time: 0.003, memory: 6929, loss_aux: 1.3497, top1_acc: 0.4758, top5_acc: 0.7035, loss_cls: 2.3543, loss: 3.7040, grad_norm: 3.2505 2020-09-24 00:51:50,038 - mmaction - INFO - Epoch [25][660/940] lr: 4.000e-02, eta: 2 days, 0:10:50, time: 1.450, data_time: 0.001, memory: 6929, loss_aux: 1.3316, top1_acc: 0.4717, top5_acc: 0.7184, loss_cls: 2.3272, loss: 3.6588, grad_norm: 3.2979 2020-09-24 00:52:18,909 - mmaction - INFO - Epoch [25][680/940] lr: 4.000e-02, eta: 2 days, 0:10:18, time: 1.444, data_time: 0.002, memory: 6929, loss_aux: 1.3496, top1_acc: 0.4711, top5_acc: 0.7105, loss_cls: 2.3472, loss: 3.6968, grad_norm: 3.2964 2020-09-24 00:52:49,310 - mmaction - INFO - Epoch [25][700/940] lr: 4.000e-02, eta: 2 days, 0:09:53, time: 1.518, data_time: 0.001, memory: 6929, loss_aux: 1.3433, top1_acc: 0.4697, top5_acc: 0.7068, loss_cls: 2.3407, loss: 3.6839, grad_norm: 3.3465 2020-09-24 00:53:18,549 - mmaction - INFO - Epoch [25][720/940] lr: 4.000e-02, eta: 2 days, 0:09:22, time: 1.462, data_time: 0.003, memory: 6929, loss_aux: 1.3523, top1_acc: 0.4629, top5_acc: 0.7000, loss_cls: 2.3738, loss: 3.7261, grad_norm: 3.3421 2020-09-24 00:53:47,232 - mmaction - INFO - Epoch [25][740/940] lr: 4.000e-02, eta: 2 days, 0:08:49, time: 1.434, data_time: 0.003, memory: 6929, loss_aux: 1.3595, top1_acc: 0.4607, top5_acc: 0.7049, loss_cls: 2.3522, loss: 3.7117, grad_norm: 3.3314 2020-09-24 00:54:16,104 - mmaction - INFO - Epoch [25][760/940] lr: 4.000e-02, eta: 2 days, 0:08:17, time: 1.445, data_time: 0.003, memory: 6929, loss_aux: 1.3509, top1_acc: 0.4684, top5_acc: 0.6967, loss_cls: 2.3714, loss: 3.7223, grad_norm: 3.3127 2020-09-24 00:54:46,305 - mmaction - INFO - Epoch [25][780/940] lr: 4.000e-02, eta: 2 days, 0:07:51, time: 1.509, data_time: 0.002, memory: 6929, loss_aux: 1.3537, top1_acc: 0.4617, top5_acc: 0.7137, loss_cls: 2.3427, loss: 3.6965, grad_norm: 3.3292 2020-09-24 00:55:14,796 - mmaction - INFO - Epoch [25][800/940] lr: 4.000e-02, eta: 2 days, 0:07:17, time: 1.426, data_time: 0.004, memory: 6929, loss_aux: 1.3438, top1_acc: 0.4688, top5_acc: 0.7096, loss_cls: 2.3478, loss: 3.6916, grad_norm: 3.3965 2020-09-24 00:55:43,860 - mmaction - INFO - Epoch [25][820/940] lr: 4.000e-02, eta: 2 days, 0:06:45, time: 1.453, data_time: 0.002, memory: 6929, loss_aux: 1.3591, top1_acc: 0.4736, top5_acc: 0.7041, loss_cls: 2.3726, loss: 3.7318, grad_norm: 3.3497 2020-09-24 00:56:13,695 - mmaction - INFO - Epoch [25][840/940] lr: 4.000e-02, eta: 2 days, 0:06:18, time: 1.491, data_time: 0.002, memory: 6929, loss_aux: 1.3448, top1_acc: 0.4699, top5_acc: 0.7070, loss_cls: 2.3639, loss: 3.7087, grad_norm: 3.3222 2020-09-24 00:56:42,273 - mmaction - INFO - Epoch [25][860/940] lr: 4.000e-02, eta: 2 days, 0:05:44, time: 1.429, data_time: 0.002, memory: 6929, loss_aux: 1.3550, top1_acc: 0.4717, top5_acc: 0.7029, loss_cls: 2.3619, loss: 3.7170, grad_norm: 3.3226 2020-09-24 00:57:11,210 - mmaction - INFO - Epoch [25][880/940] lr: 4.000e-02, eta: 2 days, 0:05:12, time: 1.447, data_time: 0.002, memory: 6929, loss_aux: 1.3626, top1_acc: 0.4775, top5_acc: 0.7012, loss_cls: 2.3734, loss: 3.7359, grad_norm: 3.3095 2020-09-24 00:57:40,500 - mmaction - INFO - Epoch [25][900/940] lr: 4.000e-02, eta: 2 days, 0:04:42, time: 1.464, data_time: 0.002, memory: 6929, loss_aux: 1.3352, top1_acc: 0.4605, top5_acc: 0.7057, loss_cls: 2.3458, loss: 3.6810, grad_norm: 3.2883 2020-09-24 00:58:09,423 - mmaction - INFO - Epoch [25][920/940] lr: 4.000e-02, eta: 2 days, 0:04:09, time: 1.445, data_time: 0.002, memory: 6929, loss_aux: 1.3435, top1_acc: 0.4656, top5_acc: 0.7057, loss_cls: 2.3238, loss: 3.6673, grad_norm: 3.2789 2020-09-24 00:58:38,056 - mmaction - INFO - Epoch [25][940/940] lr: 4.000e-02, eta: 2 days, 0:03:36, time: 1.433, data_time: 0.003, memory: 6929, loss_aux: 1.3646, top1_acc: 0.4627, top5_acc: 0.7096, loss_cls: 2.3861, loss: 3.7507, grad_norm: 3.3392 2020-09-24 00:58:38,504 - mmaction - INFO - Saving checkpoint at 25 epochs 2020-09-24 00:59:12,436 - mmaction - INFO - Epoch [26][20/940] lr: 4.000e-02, eta: 2 days, 0:03:14, time: 1.551, data_time: 0.258, memory: 6929, loss_aux: 1.3522, top1_acc: 0.4695, top5_acc: 0.7061, loss_cls: 2.3498, loss: 3.7021, grad_norm: 3.3029 2020-09-24 00:59:41,313 - mmaction - INFO - Epoch [26][40/940] lr: 4.000e-02, eta: 2 days, 0:02:42, time: 1.444, data_time: 0.003, memory: 6929, loss_aux: 1.3480, top1_acc: 0.4795, top5_acc: 0.7023, loss_cls: 2.3162, loss: 3.6642, grad_norm: 3.3187 2020-09-24 01:00:16,908 - mmaction - INFO - Epoch [26][60/940] lr: 4.000e-02, eta: 2 days, 0:02:42, time: 1.770, data_time: 0.002, memory: 6929, loss_aux: 1.3604, top1_acc: 0.4658, top5_acc: 0.7012, loss_cls: 2.3705, loss: 3.7309, grad_norm: 3.2981 2020-09-24 01:00:44,360 - mmaction - INFO - Epoch [26][80/940] lr: 4.000e-02, eta: 2 days, 0:02:04, time: 1.381, data_time: 0.027, memory: 6929, loss_aux: 1.3128, top1_acc: 0.4838, top5_acc: 0.7207, loss_cls: 2.2783, loss: 3.5911, grad_norm: 3.3435 2020-09-24 01:01:13,803 - mmaction - INFO - Epoch [26][100/940] lr: 4.000e-02, eta: 2 days, 0:01:34, time: 1.472, data_time: 0.003, memory: 6929, loss_aux: 1.3256, top1_acc: 0.4791, top5_acc: 0.7084, loss_cls: 2.3098, loss: 3.6354, grad_norm: 3.3346 2020-09-24 01:01:43,504 - mmaction - INFO - Epoch [26][120/940] lr: 4.000e-02, eta: 2 days, 0:01:06, time: 1.485, data_time: 0.003, memory: 6929, loss_aux: 1.3507, top1_acc: 0.4645, top5_acc: 0.7055, loss_cls: 2.3598, loss: 3.7105, grad_norm: 3.3864 2020-09-24 01:02:12,326 - mmaction - INFO - Epoch [26][140/940] lr: 4.000e-02, eta: 2 days, 0:00:33, time: 1.441, data_time: 0.003, memory: 6929, loss_aux: 1.3456, top1_acc: 0.4773, top5_acc: 0.7072, loss_cls: 2.3341, loss: 3.6797, grad_norm: 3.2900 2020-09-24 01:02:41,776 - mmaction - INFO - Epoch [26][160/940] lr: 4.000e-02, eta: 2 days, 0:00:04, time: 1.474, data_time: 0.003, memory: 6929, loss_aux: 1.3474, top1_acc: 0.4631, top5_acc: 0.7088, loss_cls: 2.3201, loss: 3.6676, grad_norm: 3.3636 2020-09-24 01:03:10,654 - mmaction - INFO - Epoch [26][180/940] lr: 4.000e-02, eta: 1 day, 23:59:32, time: 1.442, data_time: 0.001, memory: 6929, loss_aux: 1.3177, top1_acc: 0.4850, top5_acc: 0.7232, loss_cls: 2.2959, loss: 3.6136, grad_norm: 3.3164 2020-09-24 01:03:41,224 - mmaction - INFO - Epoch [26][200/940] lr: 4.000e-02, eta: 1 day, 23:59:08, time: 1.530, data_time: 0.003, memory: 6929, loss_aux: 1.3208, top1_acc: 0.4758, top5_acc: 0.7133, loss_cls: 2.3028, loss: 3.6236, grad_norm: 3.3036 2020-09-24 01:04:10,618 - mmaction - INFO - Epoch [26][220/940] lr: 4.000e-02, eta: 1 day, 23:58:38, time: 1.468, data_time: 0.001, memory: 6929, loss_aux: 1.3744, top1_acc: 0.4596, top5_acc: 0.6973, loss_cls: 2.3904, loss: 3.7647, grad_norm: 3.3419 2020-09-24 01:04:39,494 - mmaction - INFO - Epoch [26][240/940] lr: 4.000e-02, eta: 1 day, 23:58:06, time: 1.445, data_time: 0.003, memory: 6929, loss_aux: 1.3336, top1_acc: 0.4766, top5_acc: 0.7088, loss_cls: 2.3320, loss: 3.6656, grad_norm: 3.2637 2020-09-24 01:05:08,919 - mmaction - INFO - Epoch [26][260/940] lr: 4.000e-02, eta: 1 day, 23:57:36, time: 1.470, data_time: 0.002, memory: 6929, loss_aux: 1.3374, top1_acc: 0.4773, top5_acc: 0.7195, loss_cls: 2.3011, loss: 3.6385, grad_norm: 3.2975 2020-09-24 01:05:39,490 - mmaction - INFO - Epoch [26][280/940] lr: 4.000e-02, eta: 1 day, 23:57:12, time: 1.530, data_time: 0.003, memory: 6929, loss_aux: 1.3494, top1_acc: 0.4697, top5_acc: 0.7145, loss_cls: 2.3331, loss: 3.6826, grad_norm: 3.4076 2020-09-24 01:06:08,533 - mmaction - INFO - Epoch [26][300/940] lr: 4.000e-02, eta: 1 day, 23:56:41, time: 1.452, data_time: 0.001, memory: 6929, loss_aux: 1.3531, top1_acc: 0.4611, top5_acc: 0.7082, loss_cls: 2.3485, loss: 3.7016, grad_norm: 3.3414 2020-09-24 01:06:37,683 - mmaction - INFO - Epoch [26][320/940] lr: 4.000e-02, eta: 1 day, 23:56:10, time: 1.457, data_time: 0.002, memory: 6929, loss_aux: 1.3418, top1_acc: 0.4740, top5_acc: 0.7115, loss_cls: 2.3364, loss: 3.6782, grad_norm: 3.2976 2020-09-24 01:07:07,448 - mmaction - INFO - Epoch [26][340/940] lr: 4.000e-02, eta: 1 day, 23:55:42, time: 1.487, data_time: 0.002, memory: 6929, loss_aux: 1.3442, top1_acc: 0.4727, top5_acc: 0.7074, loss_cls: 2.3508, loss: 3.6950, grad_norm: 3.3079 2020-09-24 01:07:36,854 - mmaction - INFO - Epoch [26][360/940] lr: 4.000e-02, eta: 1 day, 23:55:12, time: 1.471, data_time: 0.003, memory: 6929, loss_aux: 1.3387, top1_acc: 0.4725, top5_acc: 0.7170, loss_cls: 2.3284, loss: 3.6671, grad_norm: 3.3662 2020-09-24 01:08:05,889 - mmaction - INFO - Epoch [26][380/940] lr: 4.000e-02, eta: 1 day, 23:54:41, time: 1.452, data_time: 0.002, memory: 6929, loss_aux: 1.3517, top1_acc: 0.4691, top5_acc: 0.7020, loss_cls: 2.3559, loss: 3.7076, grad_norm: 3.3581 2020-09-24 01:08:35,795 - mmaction - INFO - Epoch [26][400/940] lr: 4.000e-02, eta: 1 day, 23:54:13, time: 1.496, data_time: 0.002, memory: 6929, loss_aux: 1.3483, top1_acc: 0.4678, top5_acc: 0.7123, loss_cls: 2.3503, loss: 3.6986, grad_norm: 3.3279 2020-09-24 01:09:05,686 - mmaction - INFO - Epoch [26][420/940] lr: 4.000e-02, eta: 1 day, 23:53:46, time: 1.494, data_time: 0.002, memory: 6929, loss_aux: 1.3473, top1_acc: 0.4668, top5_acc: 0.7113, loss_cls: 2.3382, loss: 3.6855, grad_norm: 3.3496 2020-09-24 01:09:35,194 - mmaction - INFO - Epoch [26][440/940] lr: 4.000e-02, eta: 1 day, 23:53:17, time: 1.475, data_time: 0.003, memory: 6929, loss_aux: 1.3207, top1_acc: 0.4746, top5_acc: 0.7156, loss_cls: 2.2979, loss: 3.6187, grad_norm: 3.2844 2020-09-24 01:10:05,255 - mmaction - INFO - Epoch [26][460/940] lr: 4.000e-02, eta: 1 day, 23:52:50, time: 1.504, data_time: 0.002, memory: 6929, loss_aux: 1.3230, top1_acc: 0.4750, top5_acc: 0.7113, loss_cls: 2.3012, loss: 3.6242, grad_norm: 3.2876 2020-09-24 01:10:34,804 - mmaction - INFO - Epoch [26][480/940] lr: 4.000e-02, eta: 1 day, 23:52:21, time: 1.476, data_time: 0.002, memory: 6929, loss_aux: 1.3264, top1_acc: 0.4748, top5_acc: 0.7098, loss_cls: 2.3043, loss: 3.6307, grad_norm: 3.3687 2020-09-24 01:11:05,346 - mmaction - INFO - Epoch [26][500/940] lr: 4.000e-02, eta: 1 day, 23:51:57, time: 1.528, data_time: 0.003, memory: 6929, loss_aux: 1.3560, top1_acc: 0.4762, top5_acc: 0.7057, loss_cls: 2.3287, loss: 3.6846, grad_norm: 3.3582 2020-09-24 01:11:34,651 - mmaction - INFO - Epoch [26][520/940] lr: 4.000e-02, eta: 1 day, 23:51:27, time: 1.465, data_time: 0.002, memory: 6929, loss_aux: 1.3278, top1_acc: 0.4670, top5_acc: 0.7098, loss_cls: 2.3460, loss: 3.6738, grad_norm: 3.3372 2020-09-24 01:12:04,754 - mmaction - INFO - Epoch [26][540/940] lr: 4.000e-02, eta: 1 day, 23:51:01, time: 1.504, data_time: 0.002, memory: 6929, loss_aux: 1.3086, top1_acc: 0.4850, top5_acc: 0.7250, loss_cls: 2.2597, loss: 3.5684, grad_norm: 3.2964 2020-09-24 01:12:34,553 - mmaction - INFO - Epoch [26][560/940] lr: 4.000e-02, eta: 1 day, 23:50:33, time: 1.492, data_time: 0.004, memory: 6929, loss_aux: 1.3371, top1_acc: 0.4703, top5_acc: 0.7158, loss_cls: 2.3190, loss: 3.6561, grad_norm: 3.3719 2020-09-24 01:13:04,007 - mmaction - INFO - Epoch [26][580/940] lr: 4.000e-02, eta: 1 day, 23:50:04, time: 1.472, data_time: 0.001, memory: 6929, loss_aux: 1.3674, top1_acc: 0.4674, top5_acc: 0.7031, loss_cls: 2.3598, loss: 3.7272, grad_norm: 3.3322 2020-09-24 01:13:34,215 - mmaction - INFO - Epoch [26][600/940] lr: 4.000e-02, eta: 1 day, 23:49:38, time: 1.510, data_time: 0.002, memory: 6929, loss_aux: 1.3359, top1_acc: 0.4713, top5_acc: 0.7031, loss_cls: 2.3538, loss: 3.6896, grad_norm: 3.3038 2020-09-24 01:14:03,454 - mmaction - INFO - Epoch [26][620/940] lr: 4.000e-02, eta: 1 day, 23:49:07, time: 1.461, data_time: 0.002, memory: 6929, loss_aux: 1.3716, top1_acc: 0.4680, top5_acc: 0.6992, loss_cls: 2.3753, loss: 3.7469, grad_norm: 3.3051 2020-09-24 01:14:32,736 - mmaction - INFO - Epoch [26][640/940] lr: 4.000e-02, eta: 1 day, 23:48:37, time: 1.466, data_time: 0.003, memory: 6929, loss_aux: 1.3497, top1_acc: 0.4660, top5_acc: 0.6980, loss_cls: 2.3724, loss: 3.7221, grad_norm: 3.3190 2020-09-24 01:15:02,144 - mmaction - INFO - Epoch [26][660/940] lr: 4.000e-02, eta: 1 day, 23:48:07, time: 1.470, data_time: 0.001, memory: 6929, loss_aux: 1.3562, top1_acc: 0.4713, top5_acc: 0.7092, loss_cls: 2.3669, loss: 3.7231, grad_norm: 3.3433 2020-09-24 01:15:32,710 - mmaction - INFO - Epoch [26][680/940] lr: 4.000e-02, eta: 1 day, 23:47:43, time: 1.528, data_time: 0.001, memory: 6929, loss_aux: 1.3356, top1_acc: 0.4770, top5_acc: 0.7123, loss_cls: 2.3186, loss: 3.6542, grad_norm: 3.2833 2020-09-24 01:16:02,511 - mmaction - INFO - Epoch [26][700/940] lr: 4.000e-02, eta: 1 day, 23:47:15, time: 1.489, data_time: 0.001, memory: 6929, loss_aux: 1.3493, top1_acc: 0.4676, top5_acc: 0.7119, loss_cls: 2.3409, loss: 3.6902, grad_norm: 3.3568 2020-09-24 01:16:32,580 - mmaction - INFO - Epoch [26][720/940] lr: 4.000e-02, eta: 1 day, 23:46:49, time: 1.504, data_time: 0.002, memory: 6929, loss_aux: 1.3416, top1_acc: 0.4766, top5_acc: 0.7078, loss_cls: 2.3334, loss: 3.6750, grad_norm: 3.3288 2020-09-24 01:17:01,727 - mmaction - INFO - Epoch [26][740/940] lr: 4.000e-02, eta: 1 day, 23:46:18, time: 1.457, data_time: 0.002, memory: 6929, loss_aux: 1.3305, top1_acc: 0.4725, top5_acc: 0.7084, loss_cls: 2.3290, loss: 3.6595, grad_norm: 3.2841 2020-09-24 01:17:31,840 - mmaction - INFO - Epoch [26][760/940] lr: 4.000e-02, eta: 1 day, 23:45:51, time: 1.505, data_time: 0.002, memory: 6929, loss_aux: 1.3598, top1_acc: 0.4648, top5_acc: 0.6969, loss_cls: 2.3896, loss: 3.7494, grad_norm: 3.3308 2020-09-24 01:18:01,807 - mmaction - INFO - Epoch [26][780/940] lr: 4.000e-02, eta: 1 day, 23:45:25, time: 1.500, data_time: 0.003, memory: 6929, loss_aux: 1.3312, top1_acc: 0.4656, top5_acc: 0.7139, loss_cls: 2.3111, loss: 3.6423, grad_norm: 3.3146 2020-09-24 01:18:31,696 - mmaction - INFO - Epoch [26][800/940] lr: 4.000e-02, eta: 1 day, 23:44:57, time: 1.493, data_time: 0.001, memory: 6929, loss_aux: 1.3246, top1_acc: 0.4830, top5_acc: 0.7168, loss_cls: 2.2873, loss: 3.6119, grad_norm: 3.3339 2020-09-24 01:19:01,537 - mmaction - INFO - Epoch [26][820/940] lr: 4.000e-02, eta: 1 day, 23:44:29, time: 1.493, data_time: 0.003, memory: 6929, loss_aux: 1.3599, top1_acc: 0.4686, top5_acc: 0.7002, loss_cls: 2.3703, loss: 3.7303, grad_norm: 3.3186 2020-09-24 01:19:31,985 - mmaction - INFO - Epoch [26][840/940] lr: 4.000e-02, eta: 1 day, 23:44:05, time: 1.523, data_time: 0.002, memory: 6929, loss_aux: 1.3323, top1_acc: 0.4816, top5_acc: 0.7115, loss_cls: 2.3169, loss: 3.6491, grad_norm: 3.3310 2020-09-24 01:20:02,342 - mmaction - INFO - Epoch [26][860/940] lr: 4.000e-02, eta: 1 day, 23:43:39, time: 1.513, data_time: 0.002, memory: 6929, loss_aux: 1.3161, top1_acc: 0.4771, top5_acc: 0.7107, loss_cls: 2.2909, loss: 3.6070, grad_norm: 3.3188 2020-09-24 01:20:31,146 - mmaction - INFO - Epoch [26][880/940] lr: 4.000e-02, eta: 1 day, 23:43:07, time: 1.444, data_time: 0.006, memory: 6929, loss_aux: 1.3271, top1_acc: 0.4723, top5_acc: 0.7189, loss_cls: 2.2927, loss: 3.6198, grad_norm: 3.3847 2020-09-24 01:21:01,631 - mmaction - INFO - Epoch [26][900/940] lr: 4.000e-02, eta: 1 day, 23:42:42, time: 1.524, data_time: 0.002, memory: 6929, loss_aux: 1.3403, top1_acc: 0.4771, top5_acc: 0.7135, loss_cls: 2.3372, loss: 3.6775, grad_norm: 3.3074 2020-09-24 01:21:31,872 - mmaction - INFO - Epoch [26][920/940] lr: 4.000e-02, eta: 1 day, 23:42:17, time: 1.512, data_time: 0.002, memory: 6929, loss_aux: 1.3595, top1_acc: 0.4695, top5_acc: 0.7055, loss_cls: 2.3680, loss: 3.7275, grad_norm: 3.2899 2020-09-24 01:22:01,023 - mmaction - INFO - Epoch [26][940/940] lr: 4.000e-02, eta: 1 day, 23:41:46, time: 1.459, data_time: 0.003, memory: 6929, loss_aux: 1.3288, top1_acc: 0.4720, top5_acc: 0.7056, loss_cls: 2.3230, loss: 3.6518, grad_norm: 3.4087 2020-09-24 01:22:01,644 - mmaction - INFO - Saving checkpoint at 26 epochs 2020-09-24 01:22:38,674 - mmaction - INFO - Epoch [27][20/940] lr: 4.000e-02, eta: 1 day, 23:41:39, time: 1.713, data_time: 0.388, memory: 6929, loss_aux: 1.3292, top1_acc: 0.4740, top5_acc: 0.7186, loss_cls: 2.3068, loss: 3.6360, grad_norm: 3.4047 2020-09-24 01:23:07,138 - mmaction - INFO - Epoch [27][40/940] lr: 4.000e-02, eta: 1 day, 23:41:05, time: 1.423, data_time: 0.002, memory: 6929, loss_aux: 1.3457, top1_acc: 0.4756, top5_acc: 0.7064, loss_cls: 2.3171, loss: 3.6627, grad_norm: 3.2876 2020-09-24 01:23:36,664 - mmaction - INFO - Epoch [27][60/940] lr: 4.000e-02, eta: 1 day, 23:40:36, time: 1.477, data_time: 0.002, memory: 6929, loss_aux: 1.3401, top1_acc: 0.4654, top5_acc: 0.6990, loss_cls: 2.3576, loss: 3.6976, grad_norm: 3.2539 2020-09-24 01:24:05,797 - mmaction - INFO - Epoch [27][80/940] lr: 4.000e-02, eta: 1 day, 23:40:05, time: 1.455, data_time: 0.001, memory: 6929, loss_aux: 1.3120, top1_acc: 0.4891, top5_acc: 0.7248, loss_cls: 2.2444, loss: 3.5564, grad_norm: 3.3093 2020-09-24 01:24:35,440 - mmaction - INFO - Epoch [27][100/940] lr: 4.000e-02, eta: 1 day, 23:39:36, time: 1.482, data_time: 0.003, memory: 6929, loss_aux: 1.3144, top1_acc: 0.4773, top5_acc: 0.7188, loss_cls: 2.2865, loss: 3.6009, grad_norm: 3.3261 2020-09-24 01:25:05,075 - mmaction - INFO - Epoch [27][120/940] lr: 4.000e-02, eta: 1 day, 23:39:07, time: 1.481, data_time: 0.002, memory: 6929, loss_aux: 1.3369, top1_acc: 0.4732, top5_acc: 0.7115, loss_cls: 2.3268, loss: 3.6637, grad_norm: 3.3555 2020-09-24 01:25:34,583 - mmaction - INFO - Epoch [27][140/940] lr: 4.000e-02, eta: 1 day, 23:38:38, time: 1.477, data_time: 0.003, memory: 6929, loss_aux: 1.3027, top1_acc: 0.4805, top5_acc: 0.7217, loss_cls: 2.2632, loss: 3.5658, grad_norm: 3.2995 2020-09-24 01:26:03,786 - mmaction - INFO - Epoch [27][160/940] lr: 4.000e-02, eta: 1 day, 23:38:07, time: 1.459, data_time: 0.001, memory: 6929, loss_aux: 1.3360, top1_acc: 0.4684, top5_acc: 0.7084, loss_cls: 2.3256, loss: 3.6616, grad_norm: 3.3523 2020-09-24 01:26:33,015 - mmaction - INFO - Epoch [27][180/940] lr: 4.000e-02, eta: 1 day, 23:37:37, time: 1.462, data_time: 0.003, memory: 6929, loss_aux: 1.3580, top1_acc: 0.4658, top5_acc: 0.7037, loss_cls: 2.3541, loss: 3.7121, grad_norm: 3.4056 2020-09-24 01:27:02,226 - mmaction - INFO - Epoch [27][200/940] lr: 4.000e-02, eta: 1 day, 23:37:06, time: 1.461, data_time: 0.002, memory: 6929, loss_aux: 1.3552, top1_acc: 0.4629, top5_acc: 0.7029, loss_cls: 2.3644, loss: 3.7196, grad_norm: 3.3052 2020-09-24 01:27:31,583 - mmaction - INFO - Epoch [27][220/940] lr: 4.000e-02, eta: 1 day, 23:36:36, time: 1.467, data_time: 0.001, memory: 6929, loss_aux: 1.3420, top1_acc: 0.4748, top5_acc: 0.7098, loss_cls: 2.3338, loss: 3.6758, grad_norm: 3.3573 2020-09-24 01:28:01,064 - mmaction - INFO - Epoch [27][240/940] lr: 4.000e-02, eta: 1 day, 23:36:07, time: 1.475, data_time: 0.002, memory: 6929, loss_aux: 1.3284, top1_acc: 0.4828, top5_acc: 0.7199, loss_cls: 2.2875, loss: 3.6158, grad_norm: 3.2924 2020-09-24 01:28:30,438 - mmaction - INFO - Epoch [27][260/940] lr: 4.000e-02, eta: 1 day, 23:35:37, time: 1.467, data_time: 0.001, memory: 6929, loss_aux: 1.3166, top1_acc: 0.4777, top5_acc: 0.7244, loss_cls: 2.2790, loss: 3.5956, grad_norm: 3.4205 2020-09-24 01:28:59,524 - mmaction - INFO - Epoch [27][280/940] lr: 4.000e-02, eta: 1 day, 23:35:06, time: 1.455, data_time: 0.003, memory: 6929, loss_aux: 1.3490, top1_acc: 0.4691, top5_acc: 0.7105, loss_cls: 2.3358, loss: 3.6847, grad_norm: 3.3970 2020-09-24 01:29:30,011 - mmaction - INFO - Epoch [27][300/940] lr: 4.000e-02, eta: 1 day, 23:34:41, time: 1.524, data_time: 0.001, memory: 6929, loss_aux: 1.3238, top1_acc: 0.4852, top5_acc: 0.7271, loss_cls: 2.2716, loss: 3.5954, grad_norm: 3.3547 2020-09-24 01:30:00,151 - mmaction - INFO - Epoch [27][320/940] lr: 4.000e-02, eta: 1 day, 23:34:15, time: 1.508, data_time: 0.003, memory: 6929, loss_aux: 1.3501, top1_acc: 0.4746, top5_acc: 0.7064, loss_cls: 2.3499, loss: 3.7000, grad_norm: 3.3122 2020-09-24 01:30:29,666 - mmaction - INFO - Epoch [27][340/940] lr: 4.000e-02, eta: 1 day, 23:33:45, time: 1.475, data_time: 0.001, memory: 6929, loss_aux: 1.3270, top1_acc: 0.4793, top5_acc: 0.7180, loss_cls: 2.2898, loss: 3.6168, grad_norm: 3.3334 2020-09-24 01:30:58,463 - mmaction - INFO - Epoch [27][360/940] lr: 4.000e-02, eta: 1 day, 23:33:13, time: 1.440, data_time: 0.002, memory: 6929, loss_aux: 1.3486, top1_acc: 0.4666, top5_acc: 0.7031, loss_cls: 2.3600, loss: 3.7086, grad_norm: 3.3740 2020-09-24 01:31:28,724 - mmaction - INFO - Epoch [27][380/940] lr: 4.000e-02, eta: 1 day, 23:32:47, time: 1.513, data_time: 0.002, memory: 6929, loss_aux: 1.3451, top1_acc: 0.4785, top5_acc: 0.7098, loss_cls: 2.3261, loss: 3.6712, grad_norm: 3.4187 2020-09-24 01:31:57,711 - mmaction - INFO - Epoch [27][400/940] lr: 4.000e-02, eta: 1 day, 23:32:15, time: 1.450, data_time: 0.003, memory: 6929, loss_aux: 1.3530, top1_acc: 0.4771, top5_acc: 0.7049, loss_cls: 2.3440, loss: 3.6971, grad_norm: 3.3588 2020-09-24 01:32:27,775 - mmaction - INFO - Epoch [27][420/940] lr: 4.000e-02, eta: 1 day, 23:31:49, time: 1.503, data_time: 0.001, memory: 6929, loss_aux: 1.3344, top1_acc: 0.4748, top5_acc: 0.7115, loss_cls: 2.3339, loss: 3.6683, grad_norm: 3.3373 2020-09-24 01:32:56,581 - mmaction - INFO - Epoch [27][440/940] lr: 4.000e-02, eta: 1 day, 23:31:16, time: 1.440, data_time: 0.002, memory: 6929, loss_aux: 1.3154, top1_acc: 0.4791, top5_acc: 0.7152, loss_cls: 2.2865, loss: 3.6019, grad_norm: 3.2928 2020-09-24 01:33:25,720 - mmaction - INFO - Epoch [27][460/940] lr: 4.000e-02, eta: 1 day, 23:30:45, time: 1.455, data_time: 0.002, memory: 6929, loss_aux: 1.3382, top1_acc: 0.4803, top5_acc: 0.7045, loss_cls: 2.3139, loss: 3.6521, grad_norm: 3.3949 2020-09-24 01:33:55,180 - mmaction - INFO - Epoch [27][480/940] lr: 4.000e-02, eta: 1 day, 23:30:16, time: 1.474, data_time: 0.004, memory: 6929, loss_aux: 1.3279, top1_acc: 0.4814, top5_acc: 0.7135, loss_cls: 2.3027, loss: 3.6305, grad_norm: 3.3147 2020-09-24 01:34:25,028 - mmaction - INFO - Epoch [27][500/940] lr: 4.000e-02, eta: 1 day, 23:29:48, time: 1.492, data_time: 0.002, memory: 6929, loss_aux: 1.3254, top1_acc: 0.4832, top5_acc: 0.7113, loss_cls: 2.2989, loss: 3.6243, grad_norm: 3.3443 2020-09-24 01:34:53,934 - mmaction - INFO - Epoch [27][520/940] lr: 4.000e-02, eta: 1 day, 23:29:16, time: 1.446, data_time: 0.003, memory: 6929, loss_aux: 1.3498, top1_acc: 0.4617, top5_acc: 0.7080, loss_cls: 2.3579, loss: 3.7077, grad_norm: 3.4570 2020-09-24 01:35:23,072 - mmaction - INFO - Epoch [27][540/940] lr: 4.000e-02, eta: 1 day, 23:28:45, time: 1.456, data_time: 0.002, memory: 6929, loss_aux: 1.3343, top1_acc: 0.4721, top5_acc: 0.7146, loss_cls: 2.3231, loss: 3.6574, grad_norm: 3.2786 2020-09-24 01:35:53,417 - mmaction - INFO - Epoch [27][560/940] lr: 4.000e-02, eta: 1 day, 23:28:20, time: 1.519, data_time: 0.003, memory: 6929, loss_aux: 1.3567, top1_acc: 0.4742, top5_acc: 0.7082, loss_cls: 2.3574, loss: 3.7142, grad_norm: 3.3813 2020-09-24 01:36:22,443 - mmaction - INFO - Epoch [27][580/940] lr: 4.000e-02, eta: 1 day, 23:27:48, time: 1.451, data_time: 0.001, memory: 6929, loss_aux: 1.3390, top1_acc: 0.4740, top5_acc: 0.7084, loss_cls: 2.3307, loss: 3.6697, grad_norm: 3.3534 2020-09-24 01:36:52,380 - mmaction - INFO - Epoch [27][600/940] lr: 4.000e-02, eta: 1 day, 23:27:21, time: 1.496, data_time: 0.001, memory: 6929, loss_aux: 1.3452, top1_acc: 0.4646, top5_acc: 0.7102, loss_cls: 2.3374, loss: 3.6826, grad_norm: 3.3748 2020-09-24 01:37:21,070 - mmaction - INFO - Epoch [27][620/940] lr: 4.000e-02, eta: 1 day, 23:26:48, time: 1.435, data_time: 0.003, memory: 6929, loss_aux: 1.3351, top1_acc: 0.4766, top5_acc: 0.6998, loss_cls: 2.3409, loss: 3.6760, grad_norm: 3.2747 2020-09-24 01:37:51,266 - mmaction - INFO - Epoch [27][640/940] lr: 4.000e-02, eta: 1 day, 23:26:22, time: 1.510, data_time: 0.002, memory: 6929, loss_aux: 1.3244, top1_acc: 0.4789, top5_acc: 0.7148, loss_cls: 2.3096, loss: 3.6340, grad_norm: 3.3264 2020-09-24 01:38:19,759 - mmaction - INFO - Epoch [27][660/940] lr: 4.000e-02, eta: 1 day, 23:25:48, time: 1.426, data_time: 0.003, memory: 6929, loss_aux: 1.3129, top1_acc: 0.4902, top5_acc: 0.7197, loss_cls: 2.2815, loss: 3.5944, grad_norm: 3.2968 2020-09-24 01:38:48,849 - mmaction - INFO - Epoch [27][680/940] lr: 4.000e-02, eta: 1 day, 23:25:16, time: 1.453, data_time: 0.001, memory: 6929, loss_aux: 1.3516, top1_acc: 0.4691, top5_acc: 0.7006, loss_cls: 2.3627, loss: 3.7142, grad_norm: 3.3085 2020-09-24 01:39:18,437 - mmaction - INFO - Epoch [27][700/940] lr: 4.000e-02, eta: 1 day, 23:24:48, time: 1.481, data_time: 0.004, memory: 6929, loss_aux: 1.3386, top1_acc: 0.4738, top5_acc: 0.7131, loss_cls: 2.3371, loss: 3.6757, grad_norm: 3.3214 2020-09-24 01:39:48,951 - mmaction - INFO - Epoch [27][720/940] lr: 4.000e-02, eta: 1 day, 23:24:23, time: 1.525, data_time: 0.001, memory: 6929, loss_aux: 1.3652, top1_acc: 0.4562, top5_acc: 0.7057, loss_cls: 2.3815, loss: 3.7467, grad_norm: 3.4425 2020-09-24 01:40:18,649 - mmaction - INFO - Epoch [27][740/940] lr: 4.000e-02, eta: 1 day, 23:23:55, time: 1.486, data_time: 0.003, memory: 6929, loss_aux: 1.3537, top1_acc: 0.4646, top5_acc: 0.6957, loss_cls: 2.3760, loss: 3.7297, grad_norm: 3.3412 2020-09-24 01:40:47,442 - mmaction - INFO - Epoch [27][760/940] lr: 4.000e-02, eta: 1 day, 23:23:22, time: 1.439, data_time: 0.004, memory: 6929, loss_aux: 1.3460, top1_acc: 0.4734, top5_acc: 0.7082, loss_cls: 2.3473, loss: 3.6933, grad_norm: 3.3184 2020-09-24 01:41:17,266 - mmaction - INFO - Epoch [27][780/940] lr: 4.000e-02, eta: 1 day, 23:22:54, time: 1.492, data_time: 0.003, memory: 6929, loss_aux: 1.3098, top1_acc: 0.4838, top5_acc: 0.7166, loss_cls: 2.2869, loss: 3.5967, grad_norm: 3.3549 2020-09-24 01:41:46,186 - mmaction - INFO - Epoch [27][800/940] lr: 4.000e-02, eta: 1 day, 23:22:22, time: 1.445, data_time: 0.002, memory: 6929, loss_aux: 1.3573, top1_acc: 0.4674, top5_acc: 0.7074, loss_cls: 2.3557, loss: 3.7130, grad_norm: 3.3458 2020-09-24 01:42:15,472 - mmaction - INFO - Epoch [27][820/940] lr: 4.000e-02, eta: 1 day, 23:21:52, time: 1.466, data_time: 0.003, memory: 6929, loss_aux: 1.3376, top1_acc: 0.4793, top5_acc: 0.7115, loss_cls: 2.3450, loss: 3.6826, grad_norm: 3.3224 2020-09-24 01:42:44,883 - mmaction - INFO - Epoch [27][840/940] lr: 4.000e-02, eta: 1 day, 23:21:22, time: 1.470, data_time: 0.001, memory: 6929, loss_aux: 1.3536, top1_acc: 0.4727, top5_acc: 0.7055, loss_cls: 2.3469, loss: 3.7004, grad_norm: 3.3484 2020-09-24 01:43:14,158 - mmaction - INFO - Epoch [27][860/940] lr: 4.000e-02, eta: 1 day, 23:20:52, time: 1.464, data_time: 0.002, memory: 6929, loss_aux: 1.3556, top1_acc: 0.4668, top5_acc: 0.7070, loss_cls: 2.3551, loss: 3.7108, grad_norm: 3.3108 2020-09-24 01:43:42,985 - mmaction - INFO - Epoch [27][880/940] lr: 4.000e-02, eta: 1 day, 23:20:20, time: 1.441, data_time: 0.002, memory: 6929, loss_aux: 1.3488, top1_acc: 0.4740, top5_acc: 0.7115, loss_cls: 2.3257, loss: 3.6744, grad_norm: 3.3536 2020-09-24 01:44:12,085 - mmaction - INFO - Epoch [27][900/940] lr: 4.000e-02, eta: 1 day, 23:19:48, time: 1.453, data_time: 0.002, memory: 6929, loss_aux: 1.3399, top1_acc: 0.4646, top5_acc: 0.7123, loss_cls: 2.3421, loss: 3.6820, grad_norm: 3.3688 2020-09-24 01:44:40,748 - mmaction - INFO - Epoch [27][920/940] lr: 4.000e-02, eta: 1 day, 23:19:15, time: 1.435, data_time: 0.004, memory: 6929, loss_aux: 1.3410, top1_acc: 0.4680, top5_acc: 0.7121, loss_cls: 2.3407, loss: 3.6817, grad_norm: 3.3258 2020-09-24 01:45:08,702 - mmaction - INFO - Epoch [27][940/940] lr: 4.000e-02, eta: 1 day, 23:18:39, time: 1.398, data_time: 0.002, memory: 6929, loss_aux: 1.3574, top1_acc: 0.4639, top5_acc: 0.7035, loss_cls: 2.3700, loss: 3.7274, grad_norm: 3.3334 2020-09-24 01:45:09,164 - mmaction - INFO - Saving checkpoint at 27 epochs 2020-09-24 01:45:45,005 - mmaction - INFO - Epoch [28][20/940] lr: 4.000e-02, eta: 1 day, 23:18:12, time: 1.502, data_time: 0.196, memory: 6929, loss_aux: 1.3669, top1_acc: 0.4701, top5_acc: 0.6912, loss_cls: 2.3888, loss: 3.7557, grad_norm: 3.4268 2020-09-24 01:46:13,396 - mmaction - INFO - Epoch [28][40/940] lr: 4.000e-02, eta: 1 day, 23:17:38, time: 1.420, data_time: 0.002, memory: 6929, loss_aux: 1.3194, top1_acc: 0.4861, top5_acc: 0.7176, loss_cls: 2.2670, loss: 3.5864, grad_norm: 3.3517 2020-09-24 01:46:42,611 - mmaction - INFO - Epoch [28][60/940] lr: 4.000e-02, eta: 1 day, 23:17:07, time: 1.461, data_time: 0.001, memory: 6929, loss_aux: 1.3394, top1_acc: 0.4672, top5_acc: 0.7061, loss_cls: 2.3271, loss: 3.6665, grad_norm: 3.3442 2020-09-24 01:47:12,113 - mmaction - INFO - Epoch [28][80/940] lr: 4.000e-02, eta: 1 day, 23:16:38, time: 1.474, data_time: 0.003, memory: 6929, loss_aux: 1.3409, top1_acc: 0.4676, top5_acc: 0.7080, loss_cls: 2.3283, loss: 3.6692, grad_norm: 3.3294 2020-09-24 01:47:41,035 - mmaction - INFO - Epoch [28][100/940] lr: 4.000e-02, eta: 1 day, 23:16:06, time: 1.447, data_time: 0.003, memory: 6929, loss_aux: 1.3289, top1_acc: 0.4750, top5_acc: 0.7203, loss_cls: 2.2815, loss: 3.6104, grad_norm: 3.3110 2020-09-24 01:48:10,674 - mmaction - INFO - Epoch [28][120/940] lr: 4.000e-02, eta: 1 day, 23:15:37, time: 1.481, data_time: 0.001, memory: 6929, loss_aux: 1.3578, top1_acc: 0.4709, top5_acc: 0.7111, loss_cls: 2.3339, loss: 3.6917, grad_norm: 3.3533 2020-09-24 01:48:40,082 - mmaction - INFO - Epoch [28][140/940] lr: 4.000e-02, eta: 1 day, 23:15:08, time: 1.472, data_time: 0.003, memory: 6929, loss_aux: 1.3115, top1_acc: 0.4814, top5_acc: 0.7197, loss_cls: 2.2734, loss: 3.5849, grad_norm: 3.2905 2020-09-24 01:49:10,037 - mmaction - INFO - Epoch [28][160/940] lr: 4.000e-02, eta: 1 day, 23:14:40, time: 1.496, data_time: 0.001, memory: 6929, loss_aux: 1.3285, top1_acc: 0.4768, top5_acc: 0.7225, loss_cls: 2.2634, loss: 3.5919, grad_norm: 3.4152 2020-09-24 01:49:39,593 - mmaction - INFO - Epoch [28][180/940] lr: 4.000e-02, eta: 1 day, 23:14:11, time: 1.479, data_time: 0.003, memory: 6929, loss_aux: 1.3510, top1_acc: 0.4822, top5_acc: 0.7123, loss_cls: 2.3596, loss: 3.7106, grad_norm: 3.3562 2020-09-24 01:50:08,350 - mmaction - INFO - Epoch [28][200/940] lr: 4.000e-02, eta: 1 day, 23:13:39, time: 1.436, data_time: 0.002, memory: 6929, loss_aux: 1.3507, top1_acc: 0.4736, top5_acc: 0.7080, loss_cls: 2.3402, loss: 3.6909, grad_norm: 3.3137 2020-09-24 01:50:37,750 - mmaction - INFO - Epoch [28][220/940] lr: 4.000e-02, eta: 1 day, 23:13:09, time: 1.472, data_time: 0.004, memory: 6929, loss_aux: 1.3309, top1_acc: 0.4725, top5_acc: 0.7090, loss_cls: 2.3186, loss: 3.6495, grad_norm: 3.4063 2020-09-24 01:51:06,881 - mmaction - INFO - Epoch [28][240/940] lr: 4.000e-02, eta: 1 day, 23:12:38, time: 1.455, data_time: 0.001, memory: 6929, loss_aux: 1.3178, top1_acc: 0.4824, top5_acc: 0.7219, loss_cls: 2.2637, loss: 3.5815, grad_norm: 3.3159 2020-09-24 01:51:36,284 - mmaction - INFO - Epoch [28][260/940] lr: 4.000e-02, eta: 1 day, 23:12:08, time: 1.471, data_time: 0.003, memory: 6929, loss_aux: 1.3439, top1_acc: 0.4727, top5_acc: 0.7109, loss_cls: 2.3464, loss: 3.6903, grad_norm: 3.3740 2020-09-24 01:52:05,842 - mmaction - INFO - Epoch [28][280/940] lr: 4.000e-02, eta: 1 day, 23:11:39, time: 1.477, data_time: 0.002, memory: 6929, loss_aux: 1.3330, top1_acc: 0.4855, top5_acc: 0.7170, loss_cls: 2.2985, loss: 3.6314, grad_norm: 3.3496 2020-09-24 01:52:36,185 - mmaction - INFO - Epoch [28][300/940] lr: 4.000e-02, eta: 1 day, 23:11:14, time: 1.518, data_time: 0.003, memory: 6929, loss_aux: 1.3290, top1_acc: 0.4738, top5_acc: 0.7137, loss_cls: 2.3225, loss: 3.6515, grad_norm: 3.3727 2020-09-24 01:53:04,738 - mmaction - INFO - Epoch [28][320/940] lr: 4.000e-02, eta: 1 day, 23:10:40, time: 1.426, data_time: 0.001, memory: 6929, loss_aux: 1.3245, top1_acc: 0.4725, top5_acc: 0.7127, loss_cls: 2.3083, loss: 3.6329, grad_norm: 3.3845 2020-09-24 01:53:34,096 - mmaction - INFO - Epoch [28][340/940] lr: 4.000e-02, eta: 1 day, 23:10:10, time: 1.468, data_time: 0.003, memory: 6929, loss_aux: 1.3433, top1_acc: 0.4695, top5_acc: 0.7125, loss_cls: 2.3330, loss: 3.6763, grad_norm: 3.3876 2020-09-24 01:54:04,974 - mmaction - INFO - Epoch [28][360/940] lr: 4.000e-02, eta: 1 day, 23:09:47, time: 1.544, data_time: 0.002, memory: 6929, loss_aux: 1.3136, top1_acc: 0.4834, top5_acc: 0.7143, loss_cls: 2.2927, loss: 3.6063, grad_norm: 3.2809 2020-09-24 01:54:34,069 - mmaction - INFO - Epoch [28][380/940] lr: 4.000e-02, eta: 1 day, 23:09:16, time: 1.455, data_time: 0.002, memory: 6929, loss_aux: 1.3105, top1_acc: 0.4861, top5_acc: 0.7213, loss_cls: 2.2646, loss: 3.5751, grad_norm: 3.2613 2020-09-24 01:55:04,212 - mmaction - INFO - Epoch [28][400/940] lr: 4.000e-02, eta: 1 day, 23:08:50, time: 1.506, data_time: 0.001, memory: 6929, loss_aux: 1.3066, top1_acc: 0.4852, top5_acc: 0.7217, loss_cls: 2.2872, loss: 3.5938, grad_norm: 3.2900 2020-09-24 01:55:32,881 - mmaction - INFO - Epoch [28][420/940] lr: 4.000e-02, eta: 1 day, 23:08:17, time: 1.434, data_time: 0.002, memory: 6929, loss_aux: 1.3436, top1_acc: 0.4734, top5_acc: 0.7055, loss_cls: 2.3357, loss: 3.6793, grad_norm: 3.3179 2020-09-24 01:56:02,960 - mmaction - INFO - Epoch [28][440/940] lr: 4.000e-02, eta: 1 day, 23:07:50, time: 1.504, data_time: 0.002, memory: 6929, loss_aux: 1.3233, top1_acc: 0.4697, top5_acc: 0.7098, loss_cls: 2.3038, loss: 3.6271, grad_norm: 3.3620 2020-09-24 01:56:32,132 - mmaction - INFO - Epoch [28][460/940] lr: 4.000e-02, eta: 1 day, 23:07:19, time: 1.458, data_time: 0.003, memory: 6929, loss_aux: 1.3288, top1_acc: 0.4672, top5_acc: 0.7107, loss_cls: 2.3254, loss: 3.6541, grad_norm: 3.3373 2020-09-24 01:57:01,951 - mmaction - INFO - Epoch [28][480/940] lr: 4.000e-02, eta: 1 day, 23:06:51, time: 1.492, data_time: 0.003, memory: 6929, loss_aux: 1.3325, top1_acc: 0.4766, top5_acc: 0.7215, loss_cls: 2.3067, loss: 3.6392, grad_norm: 3.2654 2020-09-24 01:57:31,822 - mmaction - INFO - Epoch [28][500/940] lr: 4.000e-02, eta: 1 day, 23:06:24, time: 1.493, data_time: 0.002, memory: 6929, loss_aux: 1.3323, top1_acc: 0.4846, top5_acc: 0.7104, loss_cls: 2.3060, loss: 3.6383, grad_norm: 3.2808 2020-09-24 01:58:02,232 - mmaction - INFO - Epoch [28][520/940] lr: 4.000e-02, eta: 1 day, 23:05:59, time: 1.521, data_time: 0.003, memory: 6929, loss_aux: 1.3399, top1_acc: 0.4799, top5_acc: 0.7086, loss_cls: 2.3240, loss: 3.6640, grad_norm: 3.3343 2020-09-24 01:58:31,542 - mmaction - INFO - Epoch [28][540/940] lr: 4.000e-02, eta: 1 day, 23:05:28, time: 1.465, data_time: 0.001, memory: 6929, loss_aux: 1.3399, top1_acc: 0.4746, top5_acc: 0.7119, loss_cls: 2.3289, loss: 3.6688, grad_norm: 3.3513 2020-09-24 01:59:00,629 - mmaction - INFO - Epoch [28][560/940] lr: 4.000e-02, eta: 1 day, 23:04:57, time: 1.455, data_time: 0.002, memory: 6929, loss_aux: 1.3554, top1_acc: 0.4682, top5_acc: 0.7109, loss_cls: 2.3545, loss: 3.7098, grad_norm: 3.3483 2020-09-24 01:59:30,395 - mmaction - INFO - Epoch [28][580/940] lr: 4.000e-02, eta: 1 day, 23:04:29, time: 1.487, data_time: 0.002, memory: 6929, loss_aux: 1.3288, top1_acc: 0.4842, top5_acc: 0.7109, loss_cls: 2.2886, loss: 3.6174, grad_norm: 3.3257 2020-09-24 01:59:59,997 - mmaction - INFO - Epoch [28][600/940] lr: 4.000e-02, eta: 1 day, 23:04:00, time: 1.481, data_time: 0.003, memory: 6929, loss_aux: 1.3485, top1_acc: 0.4732, top5_acc: 0.7115, loss_cls: 2.3403, loss: 3.6888, grad_norm: 3.3376 2020-09-24 02:00:33,953 - mmaction - INFO - Epoch [28][620/940] lr: 4.000e-02, eta: 1 day, 23:03:50, time: 1.690, data_time: 0.002, memory: 6929, loss_aux: 1.3293, top1_acc: 0.4709, top5_acc: 0.7061, loss_cls: 2.3219, loss: 3.6512, grad_norm: 3.3358 2020-09-24 02:01:03,292 - mmaction - INFO - Epoch [28][640/940] lr: 4.000e-02, eta: 1 day, 23:03:21, time: 1.474, data_time: 0.020, memory: 6929, loss_aux: 1.3342, top1_acc: 0.4734, top5_acc: 0.7104, loss_cls: 2.3007, loss: 3.6349, grad_norm: 3.3416 2020-09-24 02:01:32,479 - mmaction - INFO - Epoch [28][660/940] lr: 4.000e-02, eta: 1 day, 23:02:50, time: 1.458, data_time: 0.002, memory: 6929, loss_aux: 1.3618, top1_acc: 0.4568, top5_acc: 0.7033, loss_cls: 2.3783, loss: 3.7401, grad_norm: 3.4186 2020-09-24 02:02:03,254 - mmaction - INFO - Epoch [28][680/940] lr: 4.000e-02, eta: 1 day, 23:02:26, time: 1.539, data_time: 0.004, memory: 6929, loss_aux: 1.3357, top1_acc: 0.4742, top5_acc: 0.7100, loss_cls: 2.3253, loss: 3.6610, grad_norm: 3.3028 2020-09-24 02:02:32,204 - mmaction - INFO - Epoch [28][700/940] lr: 4.000e-02, eta: 1 day, 23:01:55, time: 1.448, data_time: 0.003, memory: 6929, loss_aux: 1.3153, top1_acc: 0.4850, top5_acc: 0.7168, loss_cls: 2.2929, loss: 3.6082, grad_norm: 3.3080 2020-09-24 02:03:01,475 - mmaction - INFO - Epoch [28][720/940] lr: 4.000e-02, eta: 1 day, 23:01:24, time: 1.464, data_time: 0.002, memory: 6929, loss_aux: 1.3331, top1_acc: 0.4695, top5_acc: 0.7102, loss_cls: 2.3411, loss: 3.6743, grad_norm: 3.3872 2020-09-24 02:03:31,508 - mmaction - INFO - Epoch [28][740/940] lr: 4.000e-02, eta: 1 day, 23:00:57, time: 1.501, data_time: 0.002, memory: 6929, loss_aux: 1.3491, top1_acc: 0.4680, top5_acc: 0.7064, loss_cls: 2.3601, loss: 3.7092, grad_norm: 3.3333 2020-09-24 02:04:01,003 - mmaction - INFO - Epoch [28][760/940] lr: 4.000e-02, eta: 1 day, 23:00:28, time: 1.474, data_time: 0.003, memory: 6929, loss_aux: 1.3424, top1_acc: 0.4695, top5_acc: 0.7072, loss_cls: 2.3542, loss: 3.6966, grad_norm: 3.2863 2020-09-24 02:04:30,599 - mmaction - INFO - Epoch [28][780/940] lr: 4.000e-02, eta: 1 day, 22:59:59, time: 1.480, data_time: 0.003, memory: 6929, loss_aux: 1.3333, top1_acc: 0.4691, top5_acc: 0.7111, loss_cls: 2.3218, loss: 3.6551, grad_norm: 3.2875 2020-09-24 02:04:59,970 - mmaction - INFO - Epoch [28][800/940] lr: 4.000e-02, eta: 1 day, 22:59:29, time: 1.469, data_time: 0.003, memory: 6929, loss_aux: 1.3363, top1_acc: 0.4697, top5_acc: 0.7029, loss_cls: 2.3362, loss: 3.6725, grad_norm: 3.2916 2020-09-24 02:05:30,407 - mmaction - INFO - Epoch [28][820/940] lr: 4.000e-02, eta: 1 day, 22:59:04, time: 1.521, data_time: 0.001, memory: 6929, loss_aux: 1.3383, top1_acc: 0.4740, top5_acc: 0.7074, loss_cls: 2.3452, loss: 3.6835, grad_norm: 3.2760 2020-09-24 02:06:00,791 - mmaction - INFO - Epoch [28][840/940] lr: 4.000e-02, eta: 1 day, 22:58:38, time: 1.520, data_time: 0.003, memory: 6929, loss_aux: 1.3392, top1_acc: 0.4783, top5_acc: 0.7033, loss_cls: 2.3333, loss: 3.6726, grad_norm: 3.2809 2020-09-24 02:06:30,437 - mmaction - INFO - Epoch [28][860/940] lr: 4.000e-02, eta: 1 day, 22:58:10, time: 1.482, data_time: 0.002, memory: 6929, loss_aux: 1.3305, top1_acc: 0.4795, top5_acc: 0.7164, loss_cls: 2.3087, loss: 3.6392, grad_norm: 3.3362 2020-09-24 02:07:01,152 - mmaction - INFO - Epoch [28][880/940] lr: 4.000e-02, eta: 1 day, 22:57:46, time: 1.536, data_time: 0.002, memory: 6929, loss_aux: 1.3177, top1_acc: 0.4795, top5_acc: 0.7143, loss_cls: 2.2957, loss: 3.6134, grad_norm: 3.3500 2020-09-24 02:07:30,590 - mmaction - INFO - Epoch [28][900/940] lr: 4.000e-02, eta: 1 day, 22:57:16, time: 1.471, data_time: 0.002, memory: 6929, loss_aux: 1.3219, top1_acc: 0.4828, top5_acc: 0.7197, loss_cls: 2.2978, loss: 3.6197, grad_norm: 3.3315 2020-09-24 02:08:00,547 - mmaction - INFO - Epoch [28][920/940] lr: 4.000e-02, eta: 1 day, 22:56:49, time: 1.499, data_time: 0.004, memory: 6929, loss_aux: 1.3146, top1_acc: 0.4797, top5_acc: 0.7205, loss_cls: 2.2852, loss: 3.5998, grad_norm: 3.3363 2020-09-24 02:08:29,654 - mmaction - INFO - Epoch [28][940/940] lr: 4.000e-02, eta: 1 day, 22:56:18, time: 1.455, data_time: 0.002, memory: 6929, loss_aux: 1.3376, top1_acc: 0.4722, top5_acc: 0.7001, loss_cls: 2.3424, loss: 3.6799, grad_norm: 3.3788 2020-09-24 02:08:30,190 - mmaction - INFO - Saving checkpoint at 28 epochs 2020-09-24 02:09:06,331 - mmaction - INFO - Epoch [29][20/940] lr: 4.000e-02, eta: 1 day, 22:55:53, time: 1.529, data_time: 0.265, memory: 6929, loss_aux: 1.2956, top1_acc: 0.4875, top5_acc: 0.7207, loss_cls: 2.2392, loss: 3.5348, grad_norm: 3.2902 2020-09-24 02:09:35,391 - mmaction - INFO - Epoch [29][40/940] lr: 4.000e-02, eta: 1 day, 22:55:22, time: 1.453, data_time: 0.003, memory: 6929, loss_aux: 1.3282, top1_acc: 0.4832, top5_acc: 0.7127, loss_cls: 2.2980, loss: 3.6263, grad_norm: 3.3278 2020-09-24 02:10:04,971 - mmaction - INFO - Epoch [29][60/940] lr: 4.000e-02, eta: 1 day, 22:54:53, time: 1.478, data_time: 0.002, memory: 6929, loss_aux: 1.3025, top1_acc: 0.4912, top5_acc: 0.7299, loss_cls: 2.2523, loss: 3.5548, grad_norm: 3.3338 2020-09-24 02:10:34,174 - mmaction - INFO - Epoch [29][80/940] lr: 4.000e-02, eta: 1 day, 22:54:22, time: 1.461, data_time: 0.003, memory: 6929, loss_aux: 1.3230, top1_acc: 0.4709, top5_acc: 0.7186, loss_cls: 2.2860, loss: 3.6089, grad_norm: 3.4659 2020-09-24 02:11:04,734 - mmaction - INFO - Epoch [29][100/940] lr: 4.000e-02, eta: 1 day, 22:53:57, time: 1.526, data_time: 0.002, memory: 6929, loss_aux: 1.3077, top1_acc: 0.4900, top5_acc: 0.7217, loss_cls: 2.2520, loss: 3.5598, grad_norm: 3.3489 2020-09-24 02:11:34,558 - mmaction - INFO - Epoch [29][120/940] lr: 4.000e-02, eta: 1 day, 22:53:30, time: 1.493, data_time: 0.004, memory: 6929, loss_aux: 1.2986, top1_acc: 0.4832, top5_acc: 0.7225, loss_cls: 2.2452, loss: 3.5437, grad_norm: 3.2764 2020-09-24 02:12:04,758 - mmaction - INFO - Epoch [29][140/940] lr: 4.000e-02, eta: 1 day, 22:53:03, time: 1.509, data_time: 0.001, memory: 6929, loss_aux: 1.3173, top1_acc: 0.4826, top5_acc: 0.7244, loss_cls: 2.2509, loss: 3.5682, grad_norm: 3.3310 2020-09-24 02:12:35,477 - mmaction - INFO - Epoch [29][160/940] lr: 4.000e-02, eta: 1 day, 22:52:39, time: 1.536, data_time: 0.003, memory: 6929, loss_aux: 1.3509, top1_acc: 0.4646, top5_acc: 0.7035, loss_cls: 2.3585, loss: 3.7094, grad_norm: 3.3759 2020-09-24 02:13:05,725 - mmaction - INFO - Epoch [29][180/940] lr: 4.000e-02, eta: 1 day, 22:52:13, time: 1.512, data_time: 0.002, memory: 6929, loss_aux: 1.3343, top1_acc: 0.4699, top5_acc: 0.7016, loss_cls: 2.3551, loss: 3.6894, grad_norm: 3.3048 2020-09-24 02:13:35,025 - mmaction - INFO - Epoch [29][200/940] lr: 4.000e-02, eta: 1 day, 22:51:43, time: 1.466, data_time: 0.003, memory: 6929, loss_aux: 1.3223, top1_acc: 0.4781, top5_acc: 0.7164, loss_cls: 2.2895, loss: 3.6118, grad_norm: 3.2576 2020-09-24 02:14:04,167 - mmaction - INFO - Epoch [29][220/940] lr: 4.000e-02, eta: 1 day, 22:51:12, time: 1.456, data_time: 0.001, memory: 6929, loss_aux: 1.3106, top1_acc: 0.4891, top5_acc: 0.7186, loss_cls: 2.2784, loss: 3.5889, grad_norm: 3.3038 2020-09-24 02:14:35,782 - mmaction - INFO - Epoch [29][240/940] lr: 4.000e-02, eta: 1 day, 22:50:52, time: 1.582, data_time: 0.003, memory: 6929, loss_aux: 1.3375, top1_acc: 0.4799, top5_acc: 0.7170, loss_cls: 2.3119, loss: 3.6494, grad_norm: 3.3641 2020-09-24 02:15:05,681 - mmaction - INFO - Epoch [29][260/940] lr: 4.000e-02, eta: 1 day, 22:50:24, time: 1.494, data_time: 0.001, memory: 6929, loss_aux: 1.3269, top1_acc: 0.4816, top5_acc: 0.7158, loss_cls: 2.3015, loss: 3.6284, grad_norm: 3.3551 2020-09-24 02:15:34,695 - mmaction - INFO - Epoch [29][280/940] lr: 4.000e-02, eta: 1 day, 22:49:53, time: 1.452, data_time: 0.003, memory: 6929, loss_aux: 1.3419, top1_acc: 0.4744, top5_acc: 0.7102, loss_cls: 2.3316, loss: 3.6735, grad_norm: 3.3896 2020-09-24 02:16:04,456 - mmaction - INFO - Epoch [29][300/940] lr: 4.000e-02, eta: 1 day, 22:49:24, time: 1.487, data_time: 0.001, memory: 6929, loss_aux: 1.3339, top1_acc: 0.4787, top5_acc: 0.7174, loss_cls: 2.3004, loss: 3.6343, grad_norm: 3.3976 2020-09-24 02:16:34,643 - mmaction - INFO - Epoch [29][320/940] lr: 4.000e-02, eta: 1 day, 22:48:58, time: 1.510, data_time: 0.002, memory: 6929, loss_aux: 1.3325, top1_acc: 0.4732, top5_acc: 0.7098, loss_cls: 2.3139, loss: 3.6464, grad_norm: 3.3790 2020-09-24 02:17:04,925 - mmaction - INFO - Epoch [29][340/940] lr: 4.000e-02, eta: 1 day, 22:48:32, time: 1.512, data_time: 0.001, memory: 6929, loss_aux: 1.3114, top1_acc: 0.4842, top5_acc: 0.7197, loss_cls: 2.2632, loss: 3.5746, grad_norm: 3.3107 2020-09-24 02:17:33,977 - mmaction - INFO - Epoch [29][360/940] lr: 4.000e-02, eta: 1 day, 22:48:01, time: 1.453, data_time: 0.003, memory: 6929, loss_aux: 1.3217, top1_acc: 0.4787, top5_acc: 0.7199, loss_cls: 2.2907, loss: 3.6124, grad_norm: 3.3254 2020-09-24 02:18:05,464 - mmaction - INFO - Epoch [29][380/940] lr: 4.000e-02, eta: 1 day, 22:47:40, time: 1.574, data_time: 0.002, memory: 6929, loss_aux: 1.3243, top1_acc: 0.4850, top5_acc: 0.7156, loss_cls: 2.2947, loss: 3.6189, grad_norm: 3.3341 2020-09-24 02:18:34,701 - mmaction - INFO - Epoch [29][400/940] lr: 4.000e-02, eta: 1 day, 22:47:09, time: 1.463, data_time: 0.002, memory: 6929, loss_aux: 1.3165, top1_acc: 0.4793, top5_acc: 0.7205, loss_cls: 2.2913, loss: 3.6078, grad_norm: 3.3375 2020-09-24 02:19:04,267 - mmaction - INFO - Epoch [29][420/940] lr: 4.000e-02, eta: 1 day, 22:46:40, time: 1.478, data_time: 0.001, memory: 6929, loss_aux: 1.3317, top1_acc: 0.4846, top5_acc: 0.7037, loss_cls: 2.3116, loss: 3.6432, grad_norm: 3.3685 2020-09-24 02:19:34,277 - mmaction - INFO - Epoch [29][440/940] lr: 4.000e-02, eta: 1 day, 22:46:13, time: 1.501, data_time: 0.002, memory: 6929, loss_aux: 1.2900, top1_acc: 0.4895, top5_acc: 0.7246, loss_cls: 2.2406, loss: 3.5306, grad_norm: 3.3369 2020-09-24 02:20:04,076 - mmaction - INFO - Epoch [29][460/940] lr: 4.000e-02, eta: 1 day, 22:45:45, time: 1.488, data_time: 0.001, memory: 6929, loss_aux: 1.3098, top1_acc: 0.4965, top5_acc: 0.7279, loss_cls: 2.2333, loss: 3.5431, grad_norm: 3.2938 2020-09-24 02:20:33,518 - mmaction - INFO - Epoch [29][480/940] lr: 4.000e-02, eta: 1 day, 22:45:15, time: 1.473, data_time: 0.003, memory: 6929, loss_aux: 1.3278, top1_acc: 0.4678, top5_acc: 0.7076, loss_cls: 2.3361, loss: 3.6639, grad_norm: 3.2904 2020-09-24 02:21:03,066 - mmaction - INFO - Epoch [29][500/940] lr: 4.000e-02, eta: 1 day, 22:44:46, time: 1.476, data_time: 0.001, memory: 6929, loss_aux: 1.3138, top1_acc: 0.4791, top5_acc: 0.7141, loss_cls: 2.2993, loss: 3.6131, grad_norm: 3.3044 2020-09-24 02:21:32,836 - mmaction - INFO - Epoch [29][520/940] lr: 4.000e-02, eta: 1 day, 22:44:18, time: 1.490, data_time: 0.003, memory: 6929, loss_aux: 1.3443, top1_acc: 0.4771, top5_acc: 0.7131, loss_cls: 2.3185, loss: 3.6628, grad_norm: 3.3654 2020-09-24 02:22:03,064 - mmaction - INFO - Epoch [29][540/940] lr: 4.000e-02, eta: 1 day, 22:43:51, time: 1.511, data_time: 0.001, memory: 6929, loss_aux: 1.3261, top1_acc: 0.4770, top5_acc: 0.7088, loss_cls: 2.3154, loss: 3.6415, grad_norm: 3.2903 2020-09-24 02:22:32,480 - mmaction - INFO - Epoch [29][560/940] lr: 4.000e-02, eta: 1 day, 22:43:22, time: 1.471, data_time: 0.002, memory: 6929, loss_aux: 1.3423, top1_acc: 0.4682, top5_acc: 0.7043, loss_cls: 2.3466, loss: 3.6889, grad_norm: 3.3101 2020-09-24 02:23:03,009 - mmaction - INFO - Epoch [29][580/940] lr: 4.000e-02, eta: 1 day, 22:42:57, time: 1.525, data_time: 0.003, memory: 6929, loss_aux: 1.3186, top1_acc: 0.4809, top5_acc: 0.7189, loss_cls: 2.2662, loss: 3.5848, grad_norm: 3.3236 2020-09-24 02:23:32,342 - mmaction - INFO - Epoch [29][600/940] lr: 4.000e-02, eta: 1 day, 22:42:27, time: 1.467, data_time: 0.003, memory: 6929, loss_aux: 1.3209, top1_acc: 0.4750, top5_acc: 0.7127, loss_cls: 2.3129, loss: 3.6338, grad_norm: 3.3180 2020-09-24 02:24:01,550 - mmaction - INFO - Epoch [29][620/940] lr: 4.000e-02, eta: 1 day, 22:41:56, time: 1.460, data_time: 0.002, memory: 6929, loss_aux: 1.3026, top1_acc: 0.4855, top5_acc: 0.7236, loss_cls: 2.2588, loss: 3.5614, grad_norm: 3.3276 2020-09-24 02:24:30,835 - mmaction - INFO - Epoch [29][640/940] lr: 4.000e-02, eta: 1 day, 22:41:26, time: 1.465, data_time: 0.002, memory: 6929, loss_aux: 1.3365, top1_acc: 0.4783, top5_acc: 0.7129, loss_cls: 2.3137, loss: 3.6502, grad_norm: 3.3478 2020-09-24 02:25:00,858 - mmaction - INFO - Epoch [29][660/940] lr: 4.000e-02, eta: 1 day, 22:40:59, time: 1.501, data_time: 0.002, memory: 6929, loss_aux: 1.3315, top1_acc: 0.4822, top5_acc: 0.7176, loss_cls: 2.3031, loss: 3.6346, grad_norm: 3.3933 2020-09-24 02:25:30,400 - mmaction - INFO - Epoch [29][680/940] lr: 4.000e-02, eta: 1 day, 22:40:29, time: 1.476, data_time: 0.002, memory: 6929, loss_aux: 1.3477, top1_acc: 0.4711, top5_acc: 0.6939, loss_cls: 2.3725, loss: 3.7202, grad_norm: 3.3505 2020-09-24 02:25:59,490 - mmaction - INFO - Epoch [29][700/940] lr: 4.000e-02, eta: 1 day, 22:39:58, time: 1.456, data_time: 0.003, memory: 6929, loss_aux: 1.3458, top1_acc: 0.4717, top5_acc: 0.7080, loss_cls: 2.3466, loss: 3.6924, grad_norm: 3.3602 2020-09-24 02:26:29,352 - mmaction - INFO - Epoch [29][720/940] lr: 4.000e-02, eta: 1 day, 22:39:30, time: 1.486, data_time: 0.002, memory: 6929, loss_aux: 1.3279, top1_acc: 0.4777, top5_acc: 0.7131, loss_cls: 2.3060, loss: 3.6339, grad_norm: 3.2741 2020-09-24 02:26:58,714 - mmaction - INFO - Epoch [29][740/940] lr: 4.000e-02, eta: 1 day, 22:39:00, time: 1.476, data_time: 0.009, memory: 6929, loss_aux: 1.3313, top1_acc: 0.4764, top5_acc: 0.7131, loss_cls: 2.3229, loss: 3.6542, grad_norm: 3.3898 2020-09-24 02:27:28,057 - mmaction - INFO - Epoch [29][760/940] lr: 4.000e-02, eta: 1 day, 22:38:30, time: 1.465, data_time: 0.001, memory: 6929, loss_aux: 1.3288, top1_acc: 0.4873, top5_acc: 0.7166, loss_cls: 2.2907, loss: 3.6195, grad_norm: 3.3415 2020-09-24 02:27:57,418 - mmaction - INFO - Epoch [29][780/940] lr: 4.000e-02, eta: 1 day, 22:38:00, time: 1.470, data_time: 0.004, memory: 6929, loss_aux: 1.3334, top1_acc: 0.4799, top5_acc: 0.7119, loss_cls: 2.3262, loss: 3.6596, grad_norm: 3.3460 2020-09-24 02:28:26,467 - mmaction - INFO - Epoch [29][800/940] lr: 4.000e-02, eta: 1 day, 22:37:29, time: 1.451, data_time: 0.001, memory: 6929, loss_aux: 1.3281, top1_acc: 0.4834, top5_acc: 0.7100, loss_cls: 2.3198, loss: 3.6479, grad_norm: 3.3183 2020-09-24 02:28:56,044 - mmaction - INFO - Epoch [29][820/940] lr: 4.000e-02, eta: 1 day, 22:37:00, time: 1.480, data_time: 0.003, memory: 6929, loss_aux: 1.3382, top1_acc: 0.4797, top5_acc: 0.7104, loss_cls: 2.2968, loss: 3.6350, grad_norm: 3.3200 2020-09-24 02:29:26,356 - mmaction - INFO - Epoch [29][840/940] lr: 4.000e-02, eta: 1 day, 22:36:34, time: 1.514, data_time: 0.001, memory: 6929, loss_aux: 1.3007, top1_acc: 0.4873, top5_acc: 0.7174, loss_cls: 2.2669, loss: 3.5676, grad_norm: 3.3627 2020-09-24 02:29:55,822 - mmaction - INFO - Epoch [29][860/940] lr: 4.000e-02, eta: 1 day, 22:36:05, time: 1.474, data_time: 0.003, memory: 6929, loss_aux: 1.3455, top1_acc: 0.4688, top5_acc: 0.7107, loss_cls: 2.3179, loss: 3.6633, grad_norm: 3.3703 2020-09-24 02:30:24,995 - mmaction - INFO - Epoch [29][880/940] lr: 4.000e-02, eta: 1 day, 22:35:34, time: 1.457, data_time: 0.001, memory: 6929, loss_aux: 1.2995, top1_acc: 0.4887, top5_acc: 0.7223, loss_cls: 2.2497, loss: 3.5493, grad_norm: 3.3572 2020-09-24 02:30:54,871 - mmaction - INFO - Epoch [29][900/940] lr: 4.000e-02, eta: 1 day, 22:35:06, time: 1.495, data_time: 0.003, memory: 6929, loss_aux: 1.3269, top1_acc: 0.4813, top5_acc: 0.7205, loss_cls: 2.3053, loss: 3.6321, grad_norm: 3.3371 2020-09-24 02:31:24,249 - mmaction - INFO - Epoch [29][920/940] lr: 4.000e-02, eta: 1 day, 22:34:36, time: 1.469, data_time: 0.002, memory: 6929, loss_aux: 1.3217, top1_acc: 0.4746, top5_acc: 0.7119, loss_cls: 2.3011, loss: 3.6228, grad_norm: 3.3274 2020-09-24 02:31:53,373 - mmaction - INFO - Epoch [29][940/940] lr: 4.000e-02, eta: 1 day, 22:34:05, time: 1.456, data_time: 0.002, memory: 6929, loss_aux: 1.3364, top1_acc: 0.4754, top5_acc: 0.7153, loss_cls: 2.3138, loss: 3.6502, grad_norm: 3.3394 2020-09-24 02:31:53,807 - mmaction - INFO - Saving checkpoint at 29 epochs 2020-09-24 02:32:27,638 - mmaction - INFO - Epoch [30][20/940] lr: 4.000e-02, eta: 1 day, 22:33:40, time: 1.527, data_time: 0.252, memory: 6929, loss_aux: 1.3307, top1_acc: 0.4721, top5_acc: 0.7119, loss_cls: 2.3156, loss: 3.6463, grad_norm: 3.3244 2020-09-24 02:32:56,417 - mmaction - INFO - Epoch [30][40/940] lr: 4.000e-02, eta: 1 day, 22:33:08, time: 1.440, data_time: 0.002, memory: 6929, loss_aux: 1.3324, top1_acc: 0.4779, top5_acc: 0.7123, loss_cls: 2.3099, loss: 3.6423, grad_norm: 3.3451 2020-09-24 02:33:26,643 - mmaction - INFO - Epoch [30][60/940] lr: 4.000e-02, eta: 1 day, 22:32:41, time: 1.510, data_time: 0.001, memory: 6929, loss_aux: 1.3282, top1_acc: 0.4742, top5_acc: 0.7168, loss_cls: 2.2794, loss: 3.6076, grad_norm: 3.2802 2020-09-24 02:33:55,527 - mmaction - INFO - Epoch [30][80/940] lr: 4.000e-02, eta: 1 day, 22:32:09, time: 1.444, data_time: 0.002, memory: 6929, loss_aux: 1.3309, top1_acc: 0.4748, top5_acc: 0.7092, loss_cls: 2.3056, loss: 3.6365, grad_norm: 3.3635 2020-09-24 02:34:25,706 - mmaction - INFO - Epoch [30][100/940] lr: 4.000e-02, eta: 1 day, 22:31:43, time: 1.508, data_time: 0.002, memory: 6929, loss_aux: 1.2967, top1_acc: 0.4932, top5_acc: 0.7264, loss_cls: 2.2355, loss: 3.5323, grad_norm: 3.3059 2020-09-24 02:34:55,242 - mmaction - INFO - Epoch [30][120/940] lr: 4.000e-02, eta: 1 day, 22:31:13, time: 1.477, data_time: 0.003, memory: 6929, loss_aux: 1.3036, top1_acc: 0.4918, top5_acc: 0.7166, loss_cls: 2.2605, loss: 3.5641, grad_norm: 3.2799 2020-09-24 02:35:24,586 - mmaction - INFO - Epoch [30][140/940] lr: 4.000e-02, eta: 1 day, 22:30:43, time: 1.468, data_time: 0.002, memory: 6929, loss_aux: 1.2894, top1_acc: 0.4850, top5_acc: 0.7354, loss_cls: 2.2187, loss: 3.5081, grad_norm: 3.3439 2020-09-24 02:35:53,950 - mmaction - INFO - Epoch [30][160/940] lr: 4.000e-02, eta: 1 day, 22:30:13, time: 1.469, data_time: 0.002, memory: 6929, loss_aux: 1.2974, top1_acc: 0.4920, top5_acc: 0.7248, loss_cls: 2.2469, loss: 3.5443, grad_norm: 3.3382 2020-09-24 02:36:24,111 - mmaction - INFO - Epoch [30][180/940] lr: 4.000e-02, eta: 1 day, 22:29:47, time: 1.508, data_time: 0.001, memory: 6929, loss_aux: 1.3214, top1_acc: 0.4695, top5_acc: 0.7221, loss_cls: 2.3015, loss: 3.6229, grad_norm: 3.3651 2020-09-24 02:36:53,006 - mmaction - INFO - Epoch [30][200/940] lr: 4.000e-02, eta: 1 day, 22:29:15, time: 1.445, data_time: 0.002, memory: 6929, loss_aux: 1.3052, top1_acc: 0.4861, top5_acc: 0.7148, loss_cls: 2.2625, loss: 3.5677, grad_norm: 3.3578 2020-09-24 02:37:22,844 - mmaction - INFO - Epoch [30][220/940] lr: 4.000e-02, eta: 1 day, 22:28:47, time: 1.492, data_time: 0.001, memory: 6929, loss_aux: 1.3154, top1_acc: 0.4775, top5_acc: 0.7197, loss_cls: 2.2817, loss: 3.5971, grad_norm: 3.3307 2020-09-24 02:37:52,241 - mmaction - INFO - Epoch [30][240/940] lr: 4.000e-02, eta: 1 day, 22:28:17, time: 1.469, data_time: 0.001, memory: 6929, loss_aux: 1.3423, top1_acc: 0.4760, top5_acc: 0.7145, loss_cls: 2.3115, loss: 3.6538, grad_norm: 3.3885 2020-09-24 02:38:21,425 - mmaction - INFO - Epoch [30][260/940] lr: 4.000e-02, eta: 1 day, 22:27:46, time: 1.460, data_time: 0.002, memory: 6929, loss_aux: 1.2919, top1_acc: 0.5023, top5_acc: 0.7320, loss_cls: 2.2101, loss: 3.5019, grad_norm: 3.3074 2020-09-24 02:38:50,771 - mmaction - INFO - Epoch [30][280/940] lr: 4.000e-02, eta: 1 day, 22:27:16, time: 1.466, data_time: 0.001, memory: 6929, loss_aux: 1.3128, top1_acc: 0.4850, top5_acc: 0.7223, loss_cls: 2.2669, loss: 3.5797, grad_norm: 3.2903 2020-09-24 02:39:20,470 - mmaction - INFO - Epoch [30][300/940] lr: 4.000e-02, eta: 1 day, 22:26:48, time: 1.486, data_time: 0.003, memory: 6929, loss_aux: 1.3195, top1_acc: 0.4838, top5_acc: 0.7217, loss_cls: 2.2769, loss: 3.5964, grad_norm: 3.4120 2020-09-24 02:39:49,377 - mmaction - INFO - Epoch [30][320/940] lr: 4.000e-02, eta: 1 day, 22:26:16, time: 1.444, data_time: 0.001, memory: 6929, loss_aux: 1.3357, top1_acc: 0.4680, top5_acc: 0.7082, loss_cls: 2.3466, loss: 3.6823, grad_norm: 3.4162 2020-09-24 02:40:18,148 - mmaction - INFO - Epoch [30][340/940] lr: 4.000e-02, eta: 1 day, 22:25:44, time: 1.439, data_time: 0.002, memory: 6929, loss_aux: 1.3057, top1_acc: 0.4777, top5_acc: 0.7244, loss_cls: 2.2735, loss: 3.5792, grad_norm: 3.2832 2020-09-24 02:40:47,381 - mmaction - INFO - Epoch [30][360/940] lr: 4.000e-02, eta: 1 day, 22:25:13, time: 1.461, data_time: 0.002, memory: 6929, loss_aux: 1.2986, top1_acc: 0.4945, top5_acc: 0.7293, loss_cls: 2.2284, loss: 3.5270, grad_norm: 3.2531 2020-09-24 02:41:17,344 - mmaction - INFO - Epoch [30][380/940] lr: 4.000e-02, eta: 1 day, 22:24:46, time: 1.499, data_time: 0.003, memory: 6929, loss_aux: 1.3143, top1_acc: 0.4789, top5_acc: 0.7215, loss_cls: 2.2675, loss: 3.5819, grad_norm: 3.3027 2020-09-24 02:41:46,840 - mmaction - INFO - Epoch [30][400/940] lr: 4.000e-02, eta: 1 day, 22:24:16, time: 1.474, data_time: 0.001, memory: 6929, loss_aux: 1.3255, top1_acc: 0.4768, top5_acc: 0.7131, loss_cls: 2.2878, loss: 3.6133, grad_norm: 3.3373 2020-09-24 02:42:15,563 - mmaction - INFO - Epoch [30][420/940] lr: 4.000e-02, eta: 1 day, 22:23:44, time: 1.436, data_time: 0.008, memory: 6929, loss_aux: 1.3425, top1_acc: 0.4707, top5_acc: 0.7061, loss_cls: 2.3338, loss: 3.6763, grad_norm: 3.3688 2020-09-24 02:42:45,467 - mmaction - INFO - Epoch [30][440/940] lr: 4.000e-02, eta: 1 day, 22:23:16, time: 1.494, data_time: 0.002, memory: 6929, loss_aux: 1.3178, top1_acc: 0.4789, top5_acc: 0.7199, loss_cls: 2.2874, loss: 3.6052, grad_norm: 3.3381 2020-09-24 02:43:14,865 - mmaction - INFO - Epoch [30][460/940] lr: 4.000e-02, eta: 1 day, 22:22:46, time: 1.472, data_time: 0.004, memory: 6929, loss_aux: 1.2945, top1_acc: 0.4871, top5_acc: 0.7242, loss_cls: 2.2588, loss: 3.5533, grad_norm: 3.3379 2020-09-24 02:43:44,789 - mmaction - INFO - Epoch [30][480/940] lr: 4.000e-02, eta: 1 day, 22:22:18, time: 1.495, data_time: 0.001, memory: 6929, loss_aux: 1.3322, top1_acc: 0.4736, top5_acc: 0.7168, loss_cls: 2.3260, loss: 3.6582, grad_norm: 3.3163 2020-09-24 02:44:14,435 - mmaction - INFO - Epoch [30][500/940] lr: 4.000e-02, eta: 1 day, 22:21:50, time: 1.483, data_time: 0.002, memory: 6929, loss_aux: 1.3351, top1_acc: 0.4701, top5_acc: 0.7131, loss_cls: 2.3252, loss: 3.6603, grad_norm: 3.3762 2020-09-24 02:44:42,765 - mmaction - INFO - Epoch [30][520/940] lr: 4.000e-02, eta: 1 day, 22:21:15, time: 1.416, data_time: 0.001, memory: 6929, loss_aux: 1.3147, top1_acc: 0.4795, top5_acc: 0.7223, loss_cls: 2.2670, loss: 3.5817, grad_norm: 3.2940 2020-09-24 02:45:12,263 - mmaction - INFO - Epoch [30][540/940] lr: 4.000e-02, eta: 1 day, 22:20:46, time: 1.473, data_time: 0.002, memory: 6929, loss_aux: 1.3308, top1_acc: 0.4785, top5_acc: 0.7109, loss_cls: 2.3104, loss: 3.6412, grad_norm: 3.3298 2020-09-24 02:45:42,730 - mmaction - INFO - Epoch [30][560/940] lr: 4.000e-02, eta: 1 day, 22:20:21, time: 1.524, data_time: 0.003, memory: 6929, loss_aux: 1.3274, top1_acc: 0.4693, top5_acc: 0.7049, loss_cls: 2.3481, loss: 3.6755, grad_norm: 3.3228 2020-09-24 02:46:11,319 - mmaction - INFO - Epoch [30][580/940] lr: 4.000e-02, eta: 1 day, 22:19:47, time: 1.427, data_time: 0.002, memory: 6929, loss_aux: 1.3071, top1_acc: 0.4824, top5_acc: 0.7230, loss_cls: 2.2618, loss: 3.5688, grad_norm: 3.3504 2020-09-24 02:46:40,410 - mmaction - INFO - Epoch [30][600/940] lr: 4.000e-02, eta: 1 day, 22:19:16, time: 1.457, data_time: 0.004, memory: 6929, loss_aux: 1.3117, top1_acc: 0.4857, top5_acc: 0.7104, loss_cls: 2.2919, loss: 3.6036, grad_norm: 3.3676 2020-09-24 02:47:09,487 - mmaction - INFO - Epoch [30][620/940] lr: 4.000e-02, eta: 1 day, 22:18:45, time: 1.454, data_time: 0.002, memory: 6929, loss_aux: 1.3420, top1_acc: 0.4689, top5_acc: 0.7039, loss_cls: 2.3567, loss: 3.6987, grad_norm: 3.2823 2020-09-24 02:47:39,212 - mmaction - INFO - Epoch [30][640/940] lr: 4.000e-02, eta: 1 day, 22:18:17, time: 1.487, data_time: 0.002, memory: 6929, loss_aux: 1.2979, top1_acc: 0.4813, top5_acc: 0.7160, loss_cls: 2.2695, loss: 3.5674, grad_norm: 3.2960 2020-09-24 02:48:09,236 - mmaction - INFO - Epoch [30][660/940] lr: 4.000e-02, eta: 1 day, 22:17:49, time: 1.499, data_time: 0.001, memory: 6929, loss_aux: 1.3256, top1_acc: 0.4906, top5_acc: 0.7191, loss_cls: 2.2890, loss: 3.6145, grad_norm: 3.3246 2020-09-24 02:48:38,800 - mmaction - INFO - Epoch [30][680/940] lr: 4.000e-02, eta: 1 day, 22:17:20, time: 1.480, data_time: 0.004, memory: 6929, loss_aux: 1.3380, top1_acc: 0.4646, top5_acc: 0.7080, loss_cls: 2.3550, loss: 3.6930, grad_norm: 3.3505 2020-09-24 02:49:08,535 - mmaction - INFO - Epoch [30][700/940] lr: 4.000e-02, eta: 1 day, 22:16:52, time: 1.486, data_time: 0.001, memory: 6929, loss_aux: 1.3196, top1_acc: 0.4840, top5_acc: 0.7229, loss_cls: 2.2756, loss: 3.5952, grad_norm: 3.3602 2020-09-24 02:49:38,644 - mmaction - INFO - Epoch [30][720/940] lr: 4.000e-02, eta: 1 day, 22:16:25, time: 1.506, data_time: 0.002, memory: 6929, loss_aux: 1.3045, top1_acc: 0.4811, top5_acc: 0.7234, loss_cls: 2.2760, loss: 3.5804, grad_norm: 3.3505 2020-09-24 02:50:07,651 - mmaction - INFO - Epoch [30][740/940] lr: 4.000e-02, eta: 1 day, 22:15:53, time: 1.447, data_time: 0.002, memory: 6929, loss_aux: 1.3280, top1_acc: 0.4799, top5_acc: 0.7162, loss_cls: 2.2958, loss: 3.6238, grad_norm: 3.2872 2020-09-24 02:50:36,445 - mmaction - INFO - Epoch [30][760/940] lr: 4.000e-02, eta: 1 day, 22:15:21, time: 1.443, data_time: 0.005, memory: 6929, loss_aux: 1.3434, top1_acc: 0.4754, top5_acc: 0.7125, loss_cls: 2.3288, loss: 3.6721, grad_norm: 3.3263 2020-09-24 02:51:05,593 - mmaction - INFO - Epoch [30][780/940] lr: 4.000e-02, eta: 1 day, 22:14:51, time: 1.457, data_time: 0.001, memory: 6929, loss_aux: 1.3147, top1_acc: 0.4764, top5_acc: 0.7178, loss_cls: 2.2907, loss: 3.6054, grad_norm: 3.3187 2020-09-24 02:51:34,766 - mmaction - INFO - Epoch [30][800/940] lr: 4.000e-02, eta: 1 day, 22:14:20, time: 1.459, data_time: 0.002, memory: 6929, loss_aux: 1.3274, top1_acc: 0.4830, top5_acc: 0.7170, loss_cls: 2.2938, loss: 3.6212, grad_norm: 3.3472 2020-09-24 02:52:04,120 - mmaction - INFO - Epoch [30][820/940] lr: 4.000e-02, eta: 1 day, 22:13:50, time: 1.467, data_time: 0.002, memory: 6929, loss_aux: 1.3542, top1_acc: 0.4623, top5_acc: 0.7018, loss_cls: 2.3675, loss: 3.7217, grad_norm: 3.3891 2020-09-24 02:52:32,874 - mmaction - INFO - Epoch [30][840/940] lr: 4.000e-02, eta: 1 day, 22:13:18, time: 1.439, data_time: 0.003, memory: 6929, loss_aux: 1.3008, top1_acc: 0.4863, top5_acc: 0.7184, loss_cls: 2.2714, loss: 3.5722, grad_norm: 3.3114 2020-09-24 02:53:02,746 - mmaction - INFO - Epoch [30][860/940] lr: 4.000e-02, eta: 1 day, 22:12:50, time: 1.492, data_time: 0.001, memory: 6929, loss_aux: 1.3267, top1_acc: 0.4783, top5_acc: 0.7074, loss_cls: 2.3052, loss: 3.6319, grad_norm: 3.3426 2020-09-24 02:53:31,946 - mmaction - INFO - Epoch [30][880/940] lr: 4.000e-02, eta: 1 day, 22:12:19, time: 1.460, data_time: 0.003, memory: 6929, loss_aux: 1.3527, top1_acc: 0.4705, top5_acc: 0.7055, loss_cls: 2.3522, loss: 3.7049, grad_norm: 3.3513 2020-09-24 02:54:01,043 - mmaction - INFO - Epoch [30][900/940] lr: 4.000e-02, eta: 1 day, 22:11:48, time: 1.454, data_time: 0.002, memory: 6929, loss_aux: 1.3408, top1_acc: 0.4775, top5_acc: 0.7145, loss_cls: 2.2925, loss: 3.6333, grad_norm: 3.3450 2020-09-24 02:54:30,845 - mmaction - INFO - Epoch [30][920/940] lr: 4.000e-02, eta: 1 day, 22:11:20, time: 1.491, data_time: 0.003, memory: 6929, loss_aux: 1.3227, top1_acc: 0.4768, top5_acc: 0.7107, loss_cls: 2.3102, loss: 3.6329, grad_norm: 3.3455 2020-09-24 02:54:59,878 - mmaction - INFO - Epoch [30][940/940] lr: 4.000e-02, eta: 1 day, 22:10:49, time: 1.452, data_time: 0.002, memory: 6929, loss_aux: 1.3286, top1_acc: 0.4716, top5_acc: 0.7177, loss_cls: 2.3094, loss: 3.6379, grad_norm: 3.4039 2020-09-24 02:55:00,369 - mmaction - INFO - Saving checkpoint at 30 epochs 2020-09-24 02:55:36,195 - mmaction - INFO - Epoch [31][20/940] lr: 4.000e-02, eta: 1 day, 22:10:27, time: 1.566, data_time: 0.265, memory: 6929, loss_aux: 1.3449, top1_acc: 0.4695, top5_acc: 0.7063, loss_cls: 2.3496, loss: 3.6944, grad_norm: 3.4573 2020-09-24 02:56:09,870 - mmaction - INFO - Epoch [31][40/940] lr: 4.000e-02, eta: 1 day, 22:10:14, time: 1.684, data_time: 0.005, memory: 6929, loss_aux: 1.3199, top1_acc: 0.4877, top5_acc: 0.7180, loss_cls: 2.2802, loss: 3.6000, grad_norm: 3.3347 2020-09-24 02:56:39,022 - mmaction - INFO - Epoch [31][60/940] lr: 4.000e-02, eta: 1 day, 22:09:43, time: 1.459, data_time: 0.004, memory: 6929, loss_aux: 1.3208, top1_acc: 0.4746, top5_acc: 0.7016, loss_cls: 2.3241, loss: 3.6449, grad_norm: 3.2887 2020-09-24 02:57:07,462 - mmaction - INFO - Epoch [31][80/940] lr: 4.000e-02, eta: 1 day, 22:09:10, time: 1.423, data_time: 0.003, memory: 6929, loss_aux: 1.3198, top1_acc: 0.4881, top5_acc: 0.7176, loss_cls: 2.2809, loss: 3.6007, grad_norm: 3.3456 2020-09-24 02:57:37,156 - mmaction - INFO - Epoch [31][100/940] lr: 4.000e-02, eta: 1 day, 22:08:41, time: 1.486, data_time: 0.003, memory: 6929, loss_aux: 1.3058, top1_acc: 0.4879, top5_acc: 0.7188, loss_cls: 2.2322, loss: 3.5381, grad_norm: 3.3446 2020-09-24 02:58:06,830 - mmaction - INFO - Epoch [31][120/940] lr: 4.000e-02, eta: 1 day, 22:08:12, time: 1.483, data_time: 0.001, memory: 6929, loss_aux: 1.3181, top1_acc: 0.4863, top5_acc: 0.7191, loss_cls: 2.2806, loss: 3.5987, grad_norm: 3.3137 2020-09-24 02:58:35,831 - mmaction - INFO - Epoch [31][140/940] lr: 4.000e-02, eta: 1 day, 22:07:41, time: 1.451, data_time: 0.003, memory: 6929, loss_aux: 1.3292, top1_acc: 0.4744, top5_acc: 0.7172, loss_cls: 2.3077, loss: 3.6369, grad_norm: 3.3731 2020-09-24 02:59:04,416 - mmaction - INFO - Epoch [31][160/940] lr: 4.000e-02, eta: 1 day, 22:07:08, time: 1.428, data_time: 0.001, memory: 6929, loss_aux: 1.3175, top1_acc: 0.4869, top5_acc: 0.7213, loss_cls: 2.2798, loss: 3.5973, grad_norm: 3.3248 2020-09-24 02:59:34,241 - mmaction - INFO - Epoch [31][180/940] lr: 4.000e-02, eta: 1 day, 22:06:40, time: 1.493, data_time: 0.003, memory: 6929, loss_aux: 1.3059, top1_acc: 0.4871, top5_acc: 0.7238, loss_cls: 2.2479, loss: 3.5538, grad_norm: 3.4061 2020-09-24 03:00:07,902 - mmaction - INFO - Epoch [31][200/940] lr: 4.000e-02, eta: 1 day, 22:06:24, time: 1.647, data_time: 0.001, memory: 6929, loss_aux: 1.3210, top1_acc: 0.4830, top5_acc: 0.7182, loss_cls: 2.2798, loss: 3.6008, grad_norm: 3.3673 2020-09-24 03:00:37,529 - mmaction - INFO - Epoch [31][220/940] lr: 4.000e-02, eta: 1 day, 22:05:58, time: 1.517, data_time: 0.041, memory: 6929, loss_aux: 1.3088, top1_acc: 0.4846, top5_acc: 0.7205, loss_cls: 2.2659, loss: 3.5746, grad_norm: 3.3877 2020-09-24 03:01:06,167 - mmaction - INFO - Epoch [31][240/940] lr: 4.000e-02, eta: 1 day, 22:05:25, time: 1.431, data_time: 0.001, memory: 6929, loss_aux: 1.2811, top1_acc: 0.5049, top5_acc: 0.7324, loss_cls: 2.2001, loss: 3.4812, grad_norm: 3.3028 2020-09-24 03:01:35,374 - mmaction - INFO - Epoch [31][260/940] lr: 4.000e-02, eta: 1 day, 22:04:55, time: 1.461, data_time: 0.002, memory: 6929, loss_aux: 1.3018, top1_acc: 0.4912, top5_acc: 0.7277, loss_cls: 2.2216, loss: 3.5234, grad_norm: 3.2836 2020-09-24 03:02:04,979 - mmaction - INFO - Epoch [31][280/940] lr: 4.000e-02, eta: 1 day, 22:04:26, time: 1.479, data_time: 0.001, memory: 6929, loss_aux: 1.3403, top1_acc: 0.4760, top5_acc: 0.7035, loss_cls: 2.3353, loss: 3.6756, grad_norm: 3.3853 2020-09-24 03:02:34,763 - mmaction - INFO - Epoch [31][300/940] lr: 4.000e-02, eta: 1 day, 22:03:57, time: 1.490, data_time: 0.003, memory: 6929, loss_aux: 1.3089, top1_acc: 0.4850, top5_acc: 0.7217, loss_cls: 2.2643, loss: 3.5732, grad_norm: 3.3491 2020-09-24 03:03:04,046 - mmaction - INFO - Epoch [31][320/940] lr: 4.000e-02, eta: 1 day, 22:03:27, time: 1.462, data_time: 0.002, memory: 6929, loss_aux: 1.3238, top1_acc: 0.4770, top5_acc: 0.7168, loss_cls: 2.3012, loss: 3.6250, grad_norm: 3.3723 2020-09-24 03:03:33,571 - mmaction - INFO - Epoch [31][340/940] lr: 4.000e-02, eta: 1 day, 22:02:58, time: 1.479, data_time: 0.004, memory: 6929, loss_aux: 1.2879, top1_acc: 0.4914, top5_acc: 0.7262, loss_cls: 2.2347, loss: 3.5227, grad_norm: 3.3210 2020-09-24 03:04:03,009 - mmaction - INFO - Epoch [31][360/940] lr: 4.000e-02, eta: 1 day, 22:02:28, time: 1.470, data_time: 0.001, memory: 6929, loss_aux: 1.3352, top1_acc: 0.4807, top5_acc: 0.7221, loss_cls: 2.2783, loss: 3.6134, grad_norm: 3.3402 2020-09-24 03:04:33,250 - mmaction - INFO - Epoch [31][380/940] lr: 4.000e-02, eta: 1 day, 22:02:02, time: 1.514, data_time: 0.003, memory: 6929, loss_aux: 1.3170, top1_acc: 0.4809, top5_acc: 0.7172, loss_cls: 2.2759, loss: 3.5929, grad_norm: 3.3740 2020-09-24 03:05:02,262 - mmaction - INFO - Epoch [31][400/940] lr: 4.000e-02, eta: 1 day, 22:01:30, time: 1.450, data_time: 0.002, memory: 6929, loss_aux: 1.3123, top1_acc: 0.4805, top5_acc: 0.7219, loss_cls: 2.2489, loss: 3.5612, grad_norm: 3.3442 2020-09-24 03:05:31,532 - mmaction - INFO - Epoch [31][420/940] lr: 4.000e-02, eta: 1 day, 22:01:00, time: 1.463, data_time: 0.001, memory: 6929, loss_aux: 1.3306, top1_acc: 0.4814, top5_acc: 0.7072, loss_cls: 2.3094, loss: 3.6400, grad_norm: 3.3741 2020-09-24 03:06:01,116 - mmaction - INFO - Epoch [31][440/940] lr: 4.000e-02, eta: 1 day, 22:00:31, time: 1.479, data_time: 0.002, memory: 6929, loss_aux: 1.3479, top1_acc: 0.4600, top5_acc: 0.7033, loss_cls: 2.3623, loss: 3.7102, grad_norm: 3.4374 2020-09-24 03:06:31,125 - mmaction - INFO - Epoch [31][460/940] lr: 4.000e-02, eta: 1 day, 22:00:03, time: 1.501, data_time: 0.002, memory: 6929, loss_aux: 1.3157, top1_acc: 0.4863, top5_acc: 0.7217, loss_cls: 2.2665, loss: 3.5821, grad_norm: 3.3866 2020-09-24 03:07:00,820 - mmaction - INFO - Epoch [31][480/940] lr: 4.000e-02, eta: 1 day, 21:59:35, time: 1.485, data_time: 0.002, memory: 6929, loss_aux: 1.2969, top1_acc: 0.4930, top5_acc: 0.7246, loss_cls: 2.2435, loss: 3.5404, grad_norm: 3.3155 2020-09-24 03:07:30,045 - mmaction - INFO - Epoch [31][500/940] lr: 4.000e-02, eta: 1 day, 21:59:04, time: 1.459, data_time: 0.001, memory: 6929, loss_aux: 1.3094, top1_acc: 0.4852, top5_acc: 0.7217, loss_cls: 2.2630, loss: 3.5724, grad_norm: 3.4197 2020-09-24 03:07:59,927 - mmaction - INFO - Epoch [31][520/940] lr: 4.000e-02, eta: 1 day, 21:58:36, time: 1.496, data_time: 0.003, memory: 6929, loss_aux: 1.3081, top1_acc: 0.4912, top5_acc: 0.7262, loss_cls: 2.2670, loss: 3.5751, grad_norm: 3.3650 2020-09-24 03:08:29,020 - mmaction - INFO - Epoch [31][540/940] lr: 4.000e-02, eta: 1 day, 21:58:05, time: 1.454, data_time: 0.001, memory: 6929, loss_aux: 1.3249, top1_acc: 0.4840, top5_acc: 0.7121, loss_cls: 2.3001, loss: 3.6250, grad_norm: 3.3644 2020-09-24 03:08:59,566 - mmaction - INFO - Epoch [31][560/940] lr: 4.000e-02, eta: 1 day, 21:57:40, time: 1.528, data_time: 0.002, memory: 6929, loss_aux: 1.3561, top1_acc: 0.4654, top5_acc: 0.7074, loss_cls: 2.3559, loss: 3.7121, grad_norm: 3.4111 2020-09-24 03:09:29,734 - mmaction - INFO - Epoch [31][580/940] lr: 4.000e-02, eta: 1 day, 21:57:13, time: 1.508, data_time: 0.002, memory: 6929, loss_aux: 1.3036, top1_acc: 0.4891, top5_acc: 0.7215, loss_cls: 2.2665, loss: 3.5701, grad_norm: 3.3852 2020-09-24 03:09:59,104 - mmaction - INFO - Epoch [31][600/940] lr: 4.000e-02, eta: 1 day, 21:56:43, time: 1.469, data_time: 0.003, memory: 6929, loss_aux: 1.3455, top1_acc: 0.4727, top5_acc: 0.7141, loss_cls: 2.3242, loss: 3.6698, grad_norm: 3.4525 2020-09-24 03:10:29,399 - mmaction - INFO - Epoch [31][620/940] lr: 4.000e-02, eta: 1 day, 21:56:17, time: 1.514, data_time: 0.001, memory: 6929, loss_aux: 1.3315, top1_acc: 0.4762, top5_acc: 0.7113, loss_cls: 2.3019, loss: 3.6334, grad_norm: 3.3876 2020-09-24 03:10:59,090 - mmaction - INFO - Epoch [31][640/940] lr: 4.000e-02, eta: 1 day, 21:55:48, time: 1.485, data_time: 0.002, memory: 6929, loss_aux: 1.3326, top1_acc: 0.4631, top5_acc: 0.7137, loss_cls: 2.3182, loss: 3.6508, grad_norm: 3.4501 2020-09-24 03:11:28,608 - mmaction - INFO - Epoch [31][660/940] lr: 4.000e-02, eta: 1 day, 21:55:19, time: 1.476, data_time: 0.002, memory: 6929, loss_aux: 1.3490, top1_acc: 0.4688, top5_acc: 0.7057, loss_cls: 2.3349, loss: 3.6839, grad_norm: 3.3635 2020-09-24 03:11:58,312 - mmaction - INFO - Epoch [31][680/940] lr: 4.000e-02, eta: 1 day, 21:54:50, time: 1.486, data_time: 0.002, memory: 6929, loss_aux: 1.3230, top1_acc: 0.4781, top5_acc: 0.7111, loss_cls: 2.2963, loss: 3.6193, grad_norm: 3.3312 2020-09-24 03:12:28,089 - mmaction - INFO - Epoch [31][700/940] lr: 4.000e-02, eta: 1 day, 21:54:22, time: 1.488, data_time: 0.001, memory: 6929, loss_aux: 1.2931, top1_acc: 0.4777, top5_acc: 0.7207, loss_cls: 2.2648, loss: 3.5579, grad_norm: 3.3208 2020-09-24 03:12:58,034 - mmaction - INFO - Epoch [31][720/940] lr: 4.000e-02, eta: 1 day, 21:53:54, time: 1.498, data_time: 0.002, memory: 6929, loss_aux: 1.3132, top1_acc: 0.4834, top5_acc: 0.7166, loss_cls: 2.2792, loss: 3.5924, grad_norm: 3.3387 2020-09-24 03:13:27,293 - mmaction - INFO - Epoch [31][740/940] lr: 4.000e-02, eta: 1 day, 21:53:24, time: 1.462, data_time: 0.002, memory: 6929, loss_aux: 1.3174, top1_acc: 0.4867, top5_acc: 0.7182, loss_cls: 2.2773, loss: 3.5947, grad_norm: 3.2947 2020-09-24 03:13:57,125 - mmaction - INFO - Epoch [31][760/940] lr: 4.000e-02, eta: 1 day, 21:52:56, time: 1.492, data_time: 0.003, memory: 6929, loss_aux: 1.3054, top1_acc: 0.4758, top5_acc: 0.7172, loss_cls: 2.2839, loss: 3.5892, grad_norm: 3.2934 2020-09-24 03:14:27,887 - mmaction - INFO - Epoch [31][780/940] lr: 4.000e-02, eta: 1 day, 21:52:31, time: 1.537, data_time: 0.002, memory: 6929, loss_aux: 1.3361, top1_acc: 0.4752, top5_acc: 0.7143, loss_cls: 2.3421, loss: 3.6783, grad_norm: 3.3859 2020-09-24 03:14:57,185 - mmaction - INFO - Epoch [31][800/940] lr: 4.000e-02, eta: 1 day, 21:52:01, time: 1.466, data_time: 0.002, memory: 6929, loss_aux: 1.3363, top1_acc: 0.4770, top5_acc: 0.7047, loss_cls: 2.3406, loss: 3.6770, grad_norm: 3.3865 2020-09-24 03:15:26,861 - mmaction - INFO - Epoch [31][820/940] lr: 4.000e-02, eta: 1 day, 21:51:32, time: 1.483, data_time: 0.002, memory: 6929, loss_aux: 1.3152, top1_acc: 0.4824, top5_acc: 0.7160, loss_cls: 2.2931, loss: 3.6083, grad_norm: 3.2918 2020-09-24 03:15:56,209 - mmaction - INFO - Epoch [31][840/940] lr: 4.000e-02, eta: 1 day, 21:51:02, time: 1.467, data_time: 0.002, memory: 6929, loss_aux: 1.3117, top1_acc: 0.4836, top5_acc: 0.7184, loss_cls: 2.2793, loss: 3.5910, grad_norm: 3.3144 2020-09-24 03:16:25,941 - mmaction - INFO - Epoch [31][860/940] lr: 4.000e-02, eta: 1 day, 21:50:34, time: 1.486, data_time: 0.002, memory: 6929, loss_aux: 1.3333, top1_acc: 0.4959, top5_acc: 0.7053, loss_cls: 2.3277, loss: 3.6610, grad_norm: 3.3262 2020-09-24 03:16:55,932 - mmaction - INFO - Epoch [31][880/940] lr: 4.000e-02, eta: 1 day, 21:50:06, time: 1.501, data_time: 0.003, memory: 6929, loss_aux: 1.3139, top1_acc: 0.4811, top5_acc: 0.7213, loss_cls: 2.2668, loss: 3.5807, grad_norm: 3.3206 2020-09-24 03:17:25,304 - mmaction - INFO - Epoch [31][900/940] lr: 4.000e-02, eta: 1 day, 21:49:36, time: 1.468, data_time: 0.001, memory: 6929, loss_aux: 1.3182, top1_acc: 0.4842, top5_acc: 0.7164, loss_cls: 2.2833, loss: 3.6015, grad_norm: 3.2906 2020-09-24 03:17:55,493 - mmaction - INFO - Epoch [31][920/940] lr: 4.000e-02, eta: 1 day, 21:49:09, time: 1.510, data_time: 0.002, memory: 6929, loss_aux: 1.3077, top1_acc: 0.4797, top5_acc: 0.7141, loss_cls: 2.2862, loss: 3.5939, grad_norm: 3.3102 2020-09-24 03:18:26,063 - mmaction - INFO - Epoch [31][940/940] lr: 4.000e-02, eta: 1 day, 21:48:44, time: 1.528, data_time: 0.002, memory: 6929, loss_aux: 1.2952, top1_acc: 0.4949, top5_acc: 0.7228, loss_cls: 2.2544, loss: 3.5496, grad_norm: 3.3300 2020-09-24 03:18:26,774 - mmaction - INFO - Saving checkpoint at 31 epochs 2020-09-24 03:19:02,621 - mmaction - INFO - Epoch [32][20/940] lr: 4.000e-02, eta: 1 day, 21:48:18, time: 1.524, data_time: 0.283, memory: 6929, loss_aux: 1.3221, top1_acc: 0.4922, top5_acc: 0.7072, loss_cls: 2.2859, loss: 3.6080, grad_norm: 3.3302 2020-09-24 03:19:32,000 - mmaction - INFO - Epoch [32][40/940] lr: 4.000e-02, eta: 1 day, 21:47:48, time: 1.469, data_time: 0.003, memory: 6929, loss_aux: 1.3357, top1_acc: 0.4809, top5_acc: 0.7154, loss_cls: 2.3203, loss: 3.6560, grad_norm: 3.3201 2020-09-24 03:20:01,376 - mmaction - INFO - Epoch [32][60/940] lr: 4.000e-02, eta: 1 day, 21:47:18, time: 1.470, data_time: 0.003, memory: 6929, loss_aux: 1.3202, top1_acc: 0.4723, top5_acc: 0.7135, loss_cls: 2.2983, loss: 3.6185, grad_norm: 3.3444 2020-09-24 03:20:31,617 - mmaction - INFO - Epoch [32][80/940] lr: 4.000e-02, eta: 1 day, 21:46:52, time: 1.511, data_time: 0.003, memory: 6929, loss_aux: 1.3046, top1_acc: 0.4914, top5_acc: 0.7199, loss_cls: 2.2456, loss: 3.5502, grad_norm: 3.3989 2020-09-24 03:21:01,268 - mmaction - INFO - Epoch [32][100/940] lr: 4.000e-02, eta: 1 day, 21:46:23, time: 1.483, data_time: 0.002, memory: 6929, loss_aux: 1.3175, top1_acc: 0.4781, top5_acc: 0.7209, loss_cls: 2.2693, loss: 3.5868, grad_norm: 3.3519 2020-09-24 03:21:31,548 - mmaction - INFO - Epoch [32][120/940] lr: 4.000e-02, eta: 1 day, 21:45:56, time: 1.513, data_time: 0.002, memory: 6929, loss_aux: 1.3253, top1_acc: 0.4836, top5_acc: 0.7182, loss_cls: 2.2789, loss: 3.6042, grad_norm: 3.3674 2020-09-24 03:22:01,145 - mmaction - INFO - Epoch [32][140/940] lr: 4.000e-02, eta: 1 day, 21:45:27, time: 1.481, data_time: 0.003, memory: 6929, loss_aux: 1.3061, top1_acc: 0.4820, top5_acc: 0.7264, loss_cls: 2.2396, loss: 3.5457, grad_norm: 3.3481 2020-09-24 03:22:32,108 - mmaction - INFO - Epoch [32][160/940] lr: 4.000e-02, eta: 1 day, 21:45:04, time: 1.548, data_time: 0.002, memory: 6929, loss_aux: 1.3214, top1_acc: 0.4865, top5_acc: 0.7164, loss_cls: 2.2677, loss: 3.5890, grad_norm: 3.3816 2020-09-24 03:23:01,634 - mmaction - INFO - Epoch [32][180/940] lr: 4.000e-02, eta: 1 day, 21:44:34, time: 1.477, data_time: 0.003, memory: 6929, loss_aux: 1.3321, top1_acc: 0.4748, top5_acc: 0.7102, loss_cls: 2.3188, loss: 3.6509, grad_norm: 3.3760 2020-09-24 03:23:31,107 - mmaction - INFO - Epoch [32][200/940] lr: 4.000e-02, eta: 1 day, 21:44:05, time: 1.472, data_time: 0.001, memory: 6929, loss_aux: 1.2999, top1_acc: 0.4871, top5_acc: 0.7207, loss_cls: 2.2442, loss: 3.5441, grad_norm: 3.3433 2020-09-24 03:24:01,152 - mmaction - INFO - Epoch [32][220/940] lr: 4.000e-02, eta: 1 day, 21:43:37, time: 1.502, data_time: 0.003, memory: 6929, loss_aux: 1.3178, top1_acc: 0.4932, top5_acc: 0.7250, loss_cls: 2.2472, loss: 3.5650, grad_norm: 3.4144 2020-09-24 03:24:30,837 - mmaction - INFO - Epoch [32][240/940] lr: 4.000e-02, eta: 1 day, 21:43:09, time: 1.485, data_time: 0.003, memory: 6929, loss_aux: 1.2841, top1_acc: 0.4980, top5_acc: 0.7238, loss_cls: 2.2100, loss: 3.4941, grad_norm: 3.3555 2020-09-24 03:25:01,063 - mmaction - INFO - Epoch [32][260/940] lr: 4.000e-02, eta: 1 day, 21:42:42, time: 1.511, data_time: 0.002, memory: 6929, loss_aux: 1.2838, top1_acc: 0.4871, top5_acc: 0.7266, loss_cls: 2.2223, loss: 3.5061, grad_norm: 3.3275 2020-09-24 03:25:31,065 - mmaction - INFO - Epoch [32][280/940] lr: 4.000e-02, eta: 1 day, 21:42:14, time: 1.501, data_time: 0.002, memory: 6929, loss_aux: 1.3287, top1_acc: 0.4811, top5_acc: 0.7188, loss_cls: 2.2960, loss: 3.6247, grad_norm: 3.4079 2020-09-24 03:26:00,366 - mmaction - INFO - Epoch [32][300/940] lr: 4.000e-02, eta: 1 day, 21:41:44, time: 1.465, data_time: 0.001, memory: 6929, loss_aux: 1.2835, top1_acc: 0.4969, top5_acc: 0.7244, loss_cls: 2.2172, loss: 3.5007, grad_norm: 3.3091 2020-09-24 03:26:30,735 - mmaction - INFO - Epoch [32][320/940] lr: 4.000e-02, eta: 1 day, 21:41:18, time: 1.517, data_time: 0.001, memory: 6929, loss_aux: 1.3008, top1_acc: 0.4859, top5_acc: 0.7178, loss_cls: 2.2613, loss: 3.5620, grad_norm: 3.3564 2020-09-24 03:27:00,949 - mmaction - INFO - Epoch [32][340/940] lr: 4.000e-02, eta: 1 day, 21:40:51, time: 1.512, data_time: 0.003, memory: 6929, loss_aux: 1.3134, top1_acc: 0.4797, top5_acc: 0.7213, loss_cls: 2.2580, loss: 3.5715, grad_norm: 3.3693 2020-09-24 03:27:30,838 - mmaction - INFO - Epoch [32][360/940] lr: 4.000e-02, eta: 1 day, 21:40:23, time: 1.494, data_time: 0.002, memory: 6929, loss_aux: 1.3147, top1_acc: 0.4820, top5_acc: 0.7152, loss_cls: 2.2856, loss: 3.6003, grad_norm: 3.3639 2020-09-24 03:28:00,579 - mmaction - INFO - Epoch [32][380/940] lr: 4.000e-02, eta: 1 day, 21:39:55, time: 1.488, data_time: 0.003, memory: 6929, loss_aux: 1.2982, top1_acc: 0.4891, top5_acc: 0.7201, loss_cls: 2.2578, loss: 3.5560, grad_norm: 3.3369 2020-09-24 03:28:29,367 - mmaction - INFO - Epoch [32][400/940] lr: 4.000e-02, eta: 1 day, 21:39:22, time: 1.438, data_time: 0.001, memory: 6929, loss_aux: 1.3091, top1_acc: 0.4900, top5_acc: 0.7197, loss_cls: 2.2669, loss: 3.5760, grad_norm: 3.3372 2020-09-24 03:28:58,988 - mmaction - INFO - Epoch [32][420/940] lr: 4.000e-02, eta: 1 day, 21:38:53, time: 1.482, data_time: 0.003, memory: 6929, loss_aux: 1.2996, top1_acc: 0.4881, top5_acc: 0.7230, loss_cls: 2.2477, loss: 3.5473, grad_norm: 3.3315 2020-09-24 03:29:28,493 - mmaction - INFO - Epoch [32][440/940] lr: 4.000e-02, eta: 1 day, 21:38:24, time: 1.475, data_time: 0.001, memory: 6929, loss_aux: 1.3190, top1_acc: 0.4840, top5_acc: 0.7246, loss_cls: 2.2858, loss: 3.6048, grad_norm: 3.3560 2020-09-24 03:29:57,892 - mmaction - INFO - Epoch [32][460/940] lr: 4.000e-02, eta: 1 day, 21:37:54, time: 1.470, data_time: 0.002, memory: 6929, loss_aux: 1.3232, top1_acc: 0.4770, top5_acc: 0.7195, loss_cls: 2.3014, loss: 3.6246, grad_norm: 3.4002 2020-09-24 03:30:27,264 - mmaction - INFO - Epoch [32][480/940] lr: 4.000e-02, eta: 1 day, 21:37:24, time: 1.468, data_time: 0.002, memory: 6929, loss_aux: 1.2872, top1_acc: 0.4828, top5_acc: 0.7252, loss_cls: 2.2200, loss: 3.5073, grad_norm: 3.3478 2020-09-24 03:30:57,583 - mmaction - INFO - Epoch [32][500/940] lr: 4.000e-02, eta: 1 day, 21:36:58, time: 1.517, data_time: 0.004, memory: 6929, loss_aux: 1.3115, top1_acc: 0.4840, top5_acc: 0.7199, loss_cls: 2.2810, loss: 3.5925, grad_norm: 3.2589 2020-09-24 03:31:26,844 - mmaction - INFO - Epoch [32][520/940] lr: 4.000e-02, eta: 1 day, 21:36:27, time: 1.463, data_time: 0.002, memory: 6929, loss_aux: 1.3264, top1_acc: 0.4893, top5_acc: 0.7131, loss_cls: 2.2674, loss: 3.5939, grad_norm: 3.3388 2020-09-24 03:31:56,427 - mmaction - INFO - Epoch [32][540/940] lr: 4.000e-02, eta: 1 day, 21:35:58, time: 1.480, data_time: 0.002, memory: 6929, loss_aux: 1.3115, top1_acc: 0.4779, top5_acc: 0.7215, loss_cls: 2.2855, loss: 3.5970, grad_norm: 3.3147 2020-09-24 03:32:27,389 - mmaction - INFO - Epoch [32][560/940] lr: 4.000e-02, eta: 1 day, 21:35:34, time: 1.547, data_time: 0.001, memory: 6929, loss_aux: 1.3175, top1_acc: 0.4848, top5_acc: 0.7219, loss_cls: 2.2685, loss: 3.5860, grad_norm: 3.4004 2020-09-24 03:32:56,062 - mmaction - INFO - Epoch [32][580/940] lr: 4.000e-02, eta: 1 day, 21:35:02, time: 1.435, data_time: 0.003, memory: 6929, loss_aux: 1.3187, top1_acc: 0.4811, top5_acc: 0.7105, loss_cls: 2.2971, loss: 3.6158, grad_norm: 3.3323 2020-09-24 03:33:26,139 - mmaction - INFO - Epoch [32][600/940] lr: 4.000e-02, eta: 1 day, 21:34:34, time: 1.502, data_time: 0.001, memory: 6929, loss_aux: 1.3192, top1_acc: 0.4844, top5_acc: 0.7197, loss_cls: 2.2769, loss: 3.5960, grad_norm: 3.3618 2020-09-24 03:33:55,229 - mmaction - INFO - Epoch [32][620/940] lr: 4.000e-02, eta: 1 day, 21:34:03, time: 1.455, data_time: 0.003, memory: 6929, loss_aux: 1.3171, top1_acc: 0.4920, top5_acc: 0.7137, loss_cls: 2.2695, loss: 3.5866, grad_norm: 3.3535 2020-09-24 03:34:23,786 - mmaction - INFO - Epoch [32][640/940] lr: 4.000e-02, eta: 1 day, 21:33:30, time: 1.428, data_time: 0.002, memory: 6929, loss_aux: 1.3081, top1_acc: 0.4912, top5_acc: 0.7254, loss_cls: 2.2593, loss: 3.5674, grad_norm: 3.4217 2020-09-24 03:34:53,037 - mmaction - INFO - Epoch [32][660/940] lr: 4.000e-02, eta: 1 day, 21:33:00, time: 1.463, data_time: 0.002, memory: 6929, loss_aux: 1.3163, top1_acc: 0.4813, top5_acc: 0.7176, loss_cls: 2.2636, loss: 3.5799, grad_norm: 3.3781 2020-09-24 03:35:22,950 - mmaction - INFO - Epoch [32][680/940] lr: 4.000e-02, eta: 1 day, 21:32:32, time: 1.495, data_time: 0.002, memory: 6929, loss_aux: 1.3204, top1_acc: 0.4791, top5_acc: 0.7188, loss_cls: 2.2891, loss: 3.6095, grad_norm: 3.3573 2020-09-24 03:35:51,688 - mmaction - INFO - Epoch [32][700/940] lr: 4.000e-02, eta: 1 day, 21:32:00, time: 1.436, data_time: 0.002, memory: 6929, loss_aux: 1.3196, top1_acc: 0.4797, top5_acc: 0.7139, loss_cls: 2.3031, loss: 3.6227, grad_norm: 3.4090 2020-09-24 03:36:20,905 - mmaction - INFO - Epoch [32][720/940] lr: 4.000e-02, eta: 1 day, 21:31:29, time: 1.462, data_time: 0.003, memory: 6929, loss_aux: 1.3385, top1_acc: 0.4754, top5_acc: 0.7109, loss_cls: 2.3293, loss: 3.6678, grad_norm: 3.3794 2020-09-24 03:36:50,027 - mmaction - INFO - Epoch [32][740/940] lr: 4.000e-02, eta: 1 day, 21:30:58, time: 1.455, data_time: 0.001, memory: 6929, loss_aux: 1.3250, top1_acc: 0.4785, top5_acc: 0.7105, loss_cls: 2.2975, loss: 3.6224, grad_norm: 3.3289 2020-09-24 03:37:19,661 - mmaction - INFO - Epoch [32][760/940] lr: 4.000e-02, eta: 1 day, 21:30:29, time: 1.483, data_time: 0.003, memory: 6929, loss_aux: 1.3189, top1_acc: 0.4785, top5_acc: 0.7277, loss_cls: 2.2866, loss: 3.6055, grad_norm: 3.3865 2020-09-24 03:37:49,145 - mmaction - INFO - Epoch [32][780/940] lr: 4.000e-02, eta: 1 day, 21:30:00, time: 1.474, data_time: 0.001, memory: 6929, loss_aux: 1.3393, top1_acc: 0.4777, top5_acc: 0.7078, loss_cls: 2.3359, loss: 3.6752, grad_norm: 3.3862 2020-09-24 03:38:18,355 - mmaction - INFO - Epoch [32][800/940] lr: 4.000e-02, eta: 1 day, 21:29:29, time: 1.461, data_time: 0.002, memory: 6929, loss_aux: 1.2939, top1_acc: 0.4863, top5_acc: 0.7141, loss_cls: 2.2533, loss: 3.5472, grad_norm: 3.3437 2020-09-24 03:38:47,530 - mmaction - INFO - Epoch [32][820/940] lr: 4.000e-02, eta: 1 day, 21:28:59, time: 1.458, data_time: 0.001, memory: 6929, loss_aux: 1.3162, top1_acc: 0.4723, top5_acc: 0.7188, loss_cls: 2.2906, loss: 3.6068, grad_norm: 3.3725 2020-09-24 03:39:16,458 - mmaction - INFO - Epoch [32][840/940] lr: 4.000e-02, eta: 1 day, 21:28:27, time: 1.447, data_time: 0.002, memory: 6929, loss_aux: 1.3247, top1_acc: 0.4781, top5_acc: 0.7236, loss_cls: 2.2826, loss: 3.6073, grad_norm: 3.3688 2020-09-24 03:39:45,892 - mmaction - INFO - Epoch [32][860/940] lr: 4.000e-02, eta: 1 day, 21:27:57, time: 1.470, data_time: 0.002, memory: 6929, loss_aux: 1.3202, top1_acc: 0.4779, top5_acc: 0.7121, loss_cls: 2.3065, loss: 3.6267, grad_norm: 3.3879 2020-09-24 03:40:14,812 - mmaction - INFO - Epoch [32][880/940] lr: 4.000e-02, eta: 1 day, 21:27:26, time: 1.447, data_time: 0.004, memory: 6929, loss_aux: 1.3018, top1_acc: 0.4879, top5_acc: 0.7201, loss_cls: 2.2692, loss: 3.5711, grad_norm: 3.3174 2020-09-24 03:40:43,685 - mmaction - INFO - Epoch [32][900/940] lr: 4.000e-02, eta: 1 day, 21:26:54, time: 1.444, data_time: 0.002, memory: 6929, loss_aux: 1.3298, top1_acc: 0.4861, top5_acc: 0.7150, loss_cls: 2.3001, loss: 3.6299, grad_norm: 3.2956 2020-09-24 03:41:12,741 - mmaction - INFO - Epoch [32][920/940] lr: 4.000e-02, eta: 1 day, 21:26:23, time: 1.454, data_time: 0.002, memory: 6929, loss_aux: 1.3089, top1_acc: 0.4834, top5_acc: 0.7176, loss_cls: 2.2777, loss: 3.5866, grad_norm: 3.2835 2020-09-24 03:41:40,962 - mmaction - INFO - Epoch [32][940/940] lr: 4.000e-02, eta: 1 day, 21:25:49, time: 1.410, data_time: 0.002, memory: 6929, loss_aux: 1.3016, top1_acc: 0.4803, top5_acc: 0.7252, loss_cls: 2.2741, loss: 3.5757, grad_norm: 3.3723 2020-09-24 03:41:41,381 - mmaction - INFO - Saving checkpoint at 32 epochs 2020-09-24 03:42:15,582 - mmaction - INFO - Epoch [33][20/940] lr: 4.000e-02, eta: 1 day, 21:25:25, time: 1.558, data_time: 0.267, memory: 6929, loss_aux: 1.3139, top1_acc: 0.4846, top5_acc: 0.7162, loss_cls: 2.2895, loss: 3.6034, grad_norm: 3.3856 2020-09-24 03:42:44,960 - mmaction - INFO - Epoch [33][40/940] lr: 4.000e-02, eta: 1 day, 21:24:55, time: 1.469, data_time: 0.002, memory: 6929, loss_aux: 1.3013, top1_acc: 0.4953, top5_acc: 0.7219, loss_cls: 2.2536, loss: 3.5548, grad_norm: 3.3472 2020-09-24 03:43:13,424 - mmaction - INFO - Epoch [33][60/940] lr: 4.000e-02, eta: 1 day, 21:24:22, time: 1.423, data_time: 0.002, memory: 6929, loss_aux: 1.2986, top1_acc: 0.4895, top5_acc: 0.7316, loss_cls: 2.2429, loss: 3.5416, grad_norm: 3.3810 2020-09-24 03:43:42,232 - mmaction - INFO - Epoch [33][80/940] lr: 4.000e-02, eta: 1 day, 21:23:50, time: 1.441, data_time: 0.002, memory: 6929, loss_aux: 1.3283, top1_acc: 0.4826, top5_acc: 0.7217, loss_cls: 2.2716, loss: 3.5998, grad_norm: 3.3364 2020-09-24 03:44:12,020 - mmaction - INFO - Epoch [33][100/940] lr: 4.000e-02, eta: 1 day, 21:23:22, time: 1.487, data_time: 0.001, memory: 6929, loss_aux: 1.2932, top1_acc: 0.4980, top5_acc: 0.7211, loss_cls: 2.2300, loss: 3.5233, grad_norm: 3.3403 2020-09-24 03:44:43,253 - mmaction - INFO - Epoch [33][120/940] lr: 4.000e-02, eta: 1 day, 21:22:59, time: 1.562, data_time: 0.003, memory: 6929, loss_aux: 1.3269, top1_acc: 0.4885, top5_acc: 0.7127, loss_cls: 2.2643, loss: 3.5912, grad_norm: 3.3437 2020-09-24 03:45:11,399 - mmaction - INFO - Epoch [33][140/940] lr: 4.000e-02, eta: 1 day, 21:22:24, time: 1.407, data_time: 0.003, memory: 6929, loss_aux: 1.3200, top1_acc: 0.4807, top5_acc: 0.7152, loss_cls: 2.2903, loss: 3.6104, grad_norm: 3.3564 2020-09-24 03:45:41,455 - mmaction - INFO - Epoch [33][160/940] lr: 4.000e-02, eta: 1 day, 21:21:57, time: 1.503, data_time: 0.003, memory: 6929, loss_aux: 1.3277, top1_acc: 0.4879, top5_acc: 0.7211, loss_cls: 2.2699, loss: 3.5975, grad_norm: 3.3511 2020-09-24 03:46:10,634 - mmaction - INFO - Epoch [33][180/940] lr: 4.000e-02, eta: 1 day, 21:21:26, time: 1.458, data_time: 0.002, memory: 6929, loss_aux: 1.2943, top1_acc: 0.4949, top5_acc: 0.7250, loss_cls: 2.2375, loss: 3.5318, grad_norm: 3.3734 2020-09-24 03:46:39,741 - mmaction - INFO - Epoch [33][200/940] lr: 4.000e-02, eta: 1 day, 21:20:55, time: 1.456, data_time: 0.003, memory: 6929, loss_aux: 1.3314, top1_acc: 0.4764, top5_acc: 0.7148, loss_cls: 2.3082, loss: 3.6396, grad_norm: 3.3672 2020-09-24 03:47:09,220 - mmaction - INFO - Epoch [33][220/940] lr: 4.000e-02, eta: 1 day, 21:20:26, time: 1.474, data_time: 0.002, memory: 6929, loss_aux: 1.2874, top1_acc: 0.4957, top5_acc: 0.7203, loss_cls: 2.2276, loss: 3.5150, grad_norm: 3.3386 2020-09-24 03:47:40,643 - mmaction - INFO - Epoch [33][240/940] lr: 4.000e-02, eta: 1 day, 21:20:03, time: 1.572, data_time: 0.003, memory: 6929, loss_aux: 1.3043, top1_acc: 0.4828, top5_acc: 0.7164, loss_cls: 2.2574, loss: 3.5617, grad_norm: 3.3018 2020-09-24 03:48:09,500 - mmaction - INFO - Epoch [33][260/940] lr: 4.000e-02, eta: 1 day, 21:19:32, time: 1.442, data_time: 0.001, memory: 6929, loss_aux: 1.3017, top1_acc: 0.4920, top5_acc: 0.7225, loss_cls: 2.2527, loss: 3.5544, grad_norm: 3.3769 2020-09-24 03:48:39,157 - mmaction - INFO - Epoch [33][280/940] lr: 4.000e-02, eta: 1 day, 21:19:03, time: 1.483, data_time: 0.002, memory: 6929, loss_aux: 1.3016, top1_acc: 0.4910, top5_acc: 0.7264, loss_cls: 2.2445, loss: 3.5461, grad_norm: 3.3727 2020-09-24 03:49:07,669 - mmaction - INFO - Epoch [33][300/940] lr: 4.000e-02, eta: 1 day, 21:18:30, time: 1.424, data_time: 0.001, memory: 6929, loss_aux: 1.3338, top1_acc: 0.4818, top5_acc: 0.7059, loss_cls: 2.3227, loss: 3.6566, grad_norm: 3.3593 2020-09-24 03:49:37,251 - mmaction - INFO - Epoch [33][320/940] lr: 4.000e-02, eta: 1 day, 21:18:00, time: 1.480, data_time: 0.003, memory: 6929, loss_aux: 1.3293, top1_acc: 0.4787, top5_acc: 0.7111, loss_cls: 2.2967, loss: 3.6260, grad_norm: 3.3662 2020-09-24 03:50:06,213 - mmaction - INFO - Epoch [33][340/940] lr: 4.000e-02, eta: 1 day, 21:17:29, time: 1.447, data_time: 0.004, memory: 6929, loss_aux: 1.3029, top1_acc: 0.4930, top5_acc: 0.7291, loss_cls: 2.2308, loss: 3.5338, grad_norm: 3.3686 2020-09-24 03:50:35,895 - mmaction - INFO - Epoch [33][360/940] lr: 4.000e-02, eta: 1 day, 21:17:00, time: 1.486, data_time: 0.004, memory: 6929, loss_aux: 1.3124, top1_acc: 0.4766, top5_acc: 0.7250, loss_cls: 2.2683, loss: 3.5807, grad_norm: 3.4167 2020-09-24 03:51:04,751 - mmaction - INFO - Epoch [33][380/940] lr: 4.000e-02, eta: 1 day, 21:16:28, time: 1.442, data_time: 0.001, memory: 6929, loss_aux: 1.2821, top1_acc: 0.4979, top5_acc: 0.7348, loss_cls: 2.2226, loss: 3.5047, grad_norm: 3.3761 2020-09-24 03:51:33,895 - mmaction - INFO - Epoch [33][400/940] lr: 4.000e-02, eta: 1 day, 21:15:58, time: 1.458, data_time: 0.003, memory: 6929, loss_aux: 1.3262, top1_acc: 0.4834, top5_acc: 0.7088, loss_cls: 2.2904, loss: 3.6166, grad_norm: 3.3683 2020-09-24 03:52:03,369 - mmaction - INFO - Epoch [33][420/940] lr: 4.000e-02, eta: 1 day, 21:15:28, time: 1.473, data_time: 0.001, memory: 6929, loss_aux: 1.3259, top1_acc: 0.4867, top5_acc: 0.7186, loss_cls: 2.2766, loss: 3.6026, grad_norm: 3.3558 2020-09-24 03:52:33,898 - mmaction - INFO - Epoch [33][440/940] lr: 4.000e-02, eta: 1 day, 21:15:03, time: 1.527, data_time: 0.002, memory: 6929, loss_aux: 1.3170, top1_acc: 0.4748, top5_acc: 0.7223, loss_cls: 2.2888, loss: 3.6059, grad_norm: 3.3332 2020-09-24 03:53:02,882 - mmaction - INFO - Epoch [33][460/940] lr: 4.000e-02, eta: 1 day, 21:14:31, time: 1.448, data_time: 0.001, memory: 6929, loss_aux: 1.2783, top1_acc: 0.4986, top5_acc: 0.7213, loss_cls: 2.2092, loss: 3.4875, grad_norm: 3.3462 2020-09-24 03:53:32,737 - mmaction - INFO - Epoch [33][480/940] lr: 4.000e-02, eta: 1 day, 21:14:03, time: 1.494, data_time: 0.003, memory: 6929, loss_aux: 1.2895, top1_acc: 0.4906, top5_acc: 0.7344, loss_cls: 2.2116, loss: 3.5012, grad_norm: 3.3554 2020-09-24 03:54:02,232 - mmaction - INFO - Epoch [33][500/940] lr: 4.000e-02, eta: 1 day, 21:13:33, time: 1.474, data_time: 0.001, memory: 6929, loss_aux: 1.2961, top1_acc: 0.4744, top5_acc: 0.7217, loss_cls: 2.2712, loss: 3.5673, grad_norm: 3.3639 2020-09-24 03:54:31,334 - mmaction - INFO - Epoch [33][520/940] lr: 4.000e-02, eta: 1 day, 21:13:03, time: 1.455, data_time: 0.002, memory: 6929, loss_aux: 1.3002, top1_acc: 0.4895, top5_acc: 0.7283, loss_cls: 2.2425, loss: 3.5427, grad_norm: 3.4278 2020-09-24 03:55:00,762 - mmaction - INFO - Epoch [33][540/940] lr: 4.000e-02, eta: 1 day, 21:12:33, time: 1.473, data_time: 0.003, memory: 6929, loss_aux: 1.3035, top1_acc: 0.4871, top5_acc: 0.7264, loss_cls: 2.2358, loss: 3.5393, grad_norm: 3.3793 2020-09-24 03:55:29,876 - mmaction - INFO - Epoch [33][560/940] lr: 4.000e-02, eta: 1 day, 21:12:02, time: 1.454, data_time: 0.001, memory: 6929, loss_aux: 1.3245, top1_acc: 0.4734, top5_acc: 0.7125, loss_cls: 2.3034, loss: 3.6278, grad_norm: 3.4009 2020-09-24 03:55:59,976 - mmaction - INFO - Epoch [33][580/940] lr: 4.000e-02, eta: 1 day, 21:11:35, time: 1.506, data_time: 0.003, memory: 6929, loss_aux: 1.2991, top1_acc: 0.4982, top5_acc: 0.7215, loss_cls: 2.2404, loss: 3.5396, grad_norm: 3.3550 2020-09-24 03:56:29,755 - mmaction - INFO - Epoch [33][600/940] lr: 4.000e-02, eta: 1 day, 21:11:06, time: 1.488, data_time: 0.001, memory: 6929, loss_aux: 1.3167, top1_acc: 0.4865, top5_acc: 0.7240, loss_cls: 2.2563, loss: 3.5730, grad_norm: 3.3932 2020-09-24 03:56:58,821 - mmaction - INFO - Epoch [33][620/940] lr: 4.000e-02, eta: 1 day, 21:10:35, time: 1.454, data_time: 0.002, memory: 6929, loss_aux: 1.3117, top1_acc: 0.4926, top5_acc: 0.7225, loss_cls: 2.2551, loss: 3.5668, grad_norm: 3.3400 2020-09-24 03:57:28,537 - mmaction - INFO - Epoch [33][640/940] lr: 4.000e-02, eta: 1 day, 21:10:07, time: 1.485, data_time: 0.001, memory: 6929, loss_aux: 1.2984, top1_acc: 0.4885, top5_acc: 0.7268, loss_cls: 2.2541, loss: 3.5525, grad_norm: 3.3435 2020-09-24 03:57:57,544 - mmaction - INFO - Epoch [33][660/940] lr: 4.000e-02, eta: 1 day, 21:09:35, time: 1.451, data_time: 0.003, memory: 6929, loss_aux: 1.3100, top1_acc: 0.4857, top5_acc: 0.7135, loss_cls: 2.2796, loss: 3.5896, grad_norm: 3.3524 2020-09-24 03:58:27,686 - mmaction - INFO - Epoch [33][680/940] lr: 4.000e-02, eta: 1 day, 21:09:08, time: 1.507, data_time: 0.002, memory: 6929, loss_aux: 1.3219, top1_acc: 0.4809, top5_acc: 0.7133, loss_cls: 2.3022, loss: 3.6240, grad_norm: 3.3375 2020-09-24 03:58:57,520 - mmaction - INFO - Epoch [33][700/940] lr: 4.000e-02, eta: 1 day, 21:08:40, time: 1.491, data_time: 0.003, memory: 6929, loss_aux: 1.3082, top1_acc: 0.4885, top5_acc: 0.7084, loss_cls: 2.2978, loss: 3.6061, grad_norm: 3.3375 2020-09-24 03:59:27,554 - mmaction - INFO - Epoch [33][720/940] lr: 4.000e-02, eta: 1 day, 21:08:12, time: 1.503, data_time: 0.003, memory: 6929, loss_aux: 1.2968, top1_acc: 0.4895, top5_acc: 0.7182, loss_cls: 2.2566, loss: 3.5534, grad_norm: 3.3342 2020-09-24 03:59:56,875 - mmaction - INFO - Epoch [33][740/940] lr: 4.000e-02, eta: 1 day, 21:07:42, time: 1.467, data_time: 0.003, memory: 6929, loss_aux: 1.3132, top1_acc: 0.4938, top5_acc: 0.7213, loss_cls: 2.2678, loss: 3.5810, grad_norm: 3.3266 2020-09-24 04:00:32,916 - mmaction - INFO - Epoch [33][760/940] lr: 4.000e-02, eta: 1 day, 21:07:36, time: 1.794, data_time: 0.002, memory: 6929, loss_aux: 1.3286, top1_acc: 0.4832, top5_acc: 0.7131, loss_cls: 2.3210, loss: 3.6496, grad_norm: 3.4107 2020-09-24 04:01:00,940 - mmaction - INFO - Epoch [33][780/940] lr: 4.000e-02, eta: 1 day, 21:07:02, time: 1.410, data_time: 0.018, memory: 6929, loss_aux: 1.3231, top1_acc: 0.4891, top5_acc: 0.7162, loss_cls: 2.2757, loss: 3.5988, grad_norm: 3.3763 2020-09-24 04:01:30,199 - mmaction - INFO - Epoch [33][800/940] lr: 4.000e-02, eta: 1 day, 21:06:31, time: 1.462, data_time: 0.001, memory: 6929, loss_aux: 1.3054, top1_acc: 0.4768, top5_acc: 0.7195, loss_cls: 2.2531, loss: 3.5585, grad_norm: 3.3686 2020-09-24 04:02:00,461 - mmaction - INFO - Epoch [33][820/940] lr: 4.000e-02, eta: 1 day, 21:06:04, time: 1.514, data_time: 0.004, memory: 6929, loss_aux: 1.3165, top1_acc: 0.4877, top5_acc: 0.7189, loss_cls: 2.2750, loss: 3.5914, grad_norm: 3.4049 2020-09-24 04:02:29,369 - mmaction - INFO - Epoch [33][840/940] lr: 4.000e-02, eta: 1 day, 21:05:33, time: 1.445, data_time: 0.001, memory: 6929, loss_aux: 1.3138, top1_acc: 0.4803, top5_acc: 0.7215, loss_cls: 2.2890, loss: 3.6028, grad_norm: 3.3762 2020-09-24 04:02:58,745 - mmaction - INFO - Epoch [33][860/940] lr: 4.000e-02, eta: 1 day, 21:05:03, time: 1.469, data_time: 0.002, memory: 6929, loss_aux: 1.3191, top1_acc: 0.4887, top5_acc: 0.7189, loss_cls: 2.2726, loss: 3.5917, grad_norm: 3.3591 2020-09-24 04:03:29,590 - mmaction - INFO - Epoch [33][880/940] lr: 4.000e-02, eta: 1 day, 21:04:38, time: 1.541, data_time: 0.001, memory: 6929, loss_aux: 1.2926, top1_acc: 0.4855, top5_acc: 0.7256, loss_cls: 2.2520, loss: 3.5446, grad_norm: 3.3707 2020-09-24 04:03:58,129 - mmaction - INFO - Epoch [33][900/940] lr: 4.000e-02, eta: 1 day, 21:04:05, time: 1.428, data_time: 0.003, memory: 6929, loss_aux: 1.3210, top1_acc: 0.4834, top5_acc: 0.7154, loss_cls: 2.3074, loss: 3.6285, grad_norm: 3.4013 2020-09-24 04:04:27,350 - mmaction - INFO - Epoch [33][920/940] lr: 4.000e-02, eta: 1 day, 21:03:35, time: 1.460, data_time: 0.003, memory: 6929, loss_aux: 1.3161, top1_acc: 0.4766, top5_acc: 0.7203, loss_cls: 2.2736, loss: 3.5897, grad_norm: 3.3642 2020-09-24 04:04:56,538 - mmaction - INFO - Epoch [33][940/940] lr: 4.000e-02, eta: 1 day, 21:03:04, time: 1.461, data_time: 0.004, memory: 6929, loss_aux: 1.3108, top1_acc: 0.4838, top5_acc: 0.7192, loss_cls: 2.2727, loss: 3.5835, grad_norm: 3.3687 2020-09-24 04:04:57,037 - mmaction - INFO - Saving checkpoint at 33 epochs 2020-09-24 04:05:33,417 - mmaction - INFO - Epoch [34][20/940] lr: 4.000e-02, eta: 1 day, 21:02:39, time: 1.530, data_time: 0.256, memory: 6929, loss_aux: 1.3378, top1_acc: 0.4816, top5_acc: 0.7150, loss_cls: 2.3054, loss: 3.6432, grad_norm: 3.3661 2020-09-24 04:06:01,632 - mmaction - INFO - Epoch [34][40/940] lr: 4.000e-02, eta: 1 day, 21:02:05, time: 1.412, data_time: 0.002, memory: 6929, loss_aux: 1.2703, top1_acc: 0.5041, top5_acc: 0.7312, loss_cls: 2.1786, loss: 3.4489, grad_norm: 3.3370 2020-09-24 04:06:30,845 - mmaction - INFO - Epoch [34][60/940] lr: 4.000e-02, eta: 1 day, 21:01:34, time: 1.459, data_time: 0.001, memory: 6929, loss_aux: 1.2765, top1_acc: 0.4912, top5_acc: 0.7248, loss_cls: 2.2153, loss: 3.4919, grad_norm: 3.4003 2020-09-24 04:06:59,925 - mmaction - INFO - Epoch [34][80/940] lr: 4.000e-02, eta: 1 day, 21:01:03, time: 1.455, data_time: 0.003, memory: 6929, loss_aux: 1.3001, top1_acc: 0.4928, top5_acc: 0.7254, loss_cls: 2.2412, loss: 3.5413, grad_norm: 3.3596 2020-09-24 04:07:29,173 - mmaction - INFO - Epoch [34][100/940] lr: 4.000e-02, eta: 1 day, 21:00:33, time: 1.462, data_time: 0.002, memory: 6929, loss_aux: 1.2878, top1_acc: 0.4945, top5_acc: 0.7311, loss_cls: 2.2027, loss: 3.4905, grad_norm: 3.3485 2020-09-24 04:07:58,565 - mmaction - INFO - Epoch [34][120/940] lr: 4.000e-02, eta: 1 day, 21:00:03, time: 1.471, data_time: 0.003, memory: 6929, loss_aux: 1.2900, top1_acc: 0.4885, top5_acc: 0.7209, loss_cls: 2.2411, loss: 3.5311, grad_norm: 3.3462 2020-09-24 04:08:27,670 - mmaction - INFO - Epoch [34][140/940] lr: 4.000e-02, eta: 1 day, 20:59:32, time: 1.454, data_time: 0.001, memory: 6929, loss_aux: 1.3091, top1_acc: 0.4887, top5_acc: 0.7238, loss_cls: 2.2392, loss: 3.5482, grad_norm: 3.3300 2020-09-24 04:08:57,176 - mmaction - INFO - Epoch [34][160/940] lr: 4.000e-02, eta: 1 day, 20:59:03, time: 1.476, data_time: 0.003, memory: 6929, loss_aux: 1.2926, top1_acc: 0.4893, top5_acc: 0.7254, loss_cls: 2.2429, loss: 3.5354, grad_norm: 3.3208 2020-09-24 04:09:26,376 - mmaction - INFO - Epoch [34][180/940] lr: 4.000e-02, eta: 1 day, 20:58:32, time: 1.459, data_time: 0.002, memory: 6929, loss_aux: 1.3091, top1_acc: 0.4885, top5_acc: 0.7277, loss_cls: 2.2475, loss: 3.5566, grad_norm: 3.3636 2020-09-24 04:09:55,865 - mmaction - INFO - Epoch [34][200/940] lr: 4.000e-02, eta: 1 day, 20:58:03, time: 1.476, data_time: 0.003, memory: 6929, loss_aux: 1.2756, top1_acc: 0.5035, top5_acc: 0.7387, loss_cls: 2.1907, loss: 3.4663, grad_norm: 3.2962 2020-09-24 04:10:25,440 - mmaction - INFO - Epoch [34][220/940] lr: 4.000e-02, eta: 1 day, 20:57:34, time: 1.478, data_time: 0.001, memory: 6929, loss_aux: 1.2686, top1_acc: 0.4988, top5_acc: 0.7320, loss_cls: 2.1956, loss: 3.4642, grad_norm: 3.3331 2020-09-24 04:10:54,637 - mmaction - INFO - Epoch [34][240/940] lr: 4.000e-02, eta: 1 day, 20:57:03, time: 1.460, data_time: 0.002, memory: 6929, loss_aux: 1.2746, top1_acc: 0.4992, top5_acc: 0.7287, loss_cls: 2.1948, loss: 3.4694, grad_norm: 3.3698 2020-09-24 04:11:24,238 - mmaction - INFO - Epoch [34][260/940] lr: 4.000e-02, eta: 1 day, 20:56:34, time: 1.480, data_time: 0.002, memory: 6929, loss_aux: 1.2669, top1_acc: 0.4965, top5_acc: 0.7301, loss_cls: 2.2004, loss: 3.4673, grad_norm: 3.3130 2020-09-24 04:11:53,662 - mmaction - INFO - Epoch [34][280/940] lr: 4.000e-02, eta: 1 day, 20:56:04, time: 1.472, data_time: 0.003, memory: 6929, loss_aux: 1.2886, top1_acc: 0.4885, top5_acc: 0.7273, loss_cls: 2.2414, loss: 3.5300, grad_norm: 3.3388 2020-09-24 04:12:23,182 - mmaction - INFO - Epoch [34][300/940] lr: 4.000e-02, eta: 1 day, 20:55:35, time: 1.476, data_time: 0.001, memory: 6929, loss_aux: 1.2947, top1_acc: 0.4957, top5_acc: 0.7297, loss_cls: 2.2309, loss: 3.5256, grad_norm: 3.3450 2020-09-24 04:12:52,570 - mmaction - INFO - Epoch [34][320/940] lr: 4.000e-02, eta: 1 day, 20:55:05, time: 1.470, data_time: 0.002, memory: 6929, loss_aux: 1.3180, top1_acc: 0.4785, top5_acc: 0.7146, loss_cls: 2.2930, loss: 3.6109, grad_norm: 3.3943 2020-09-24 04:13:22,441 - mmaction - INFO - Epoch [34][340/940] lr: 4.000e-02, eta: 1 day, 20:54:37, time: 1.493, data_time: 0.002, memory: 6929, loss_aux: 1.2998, top1_acc: 0.4807, top5_acc: 0.7225, loss_cls: 2.2486, loss: 3.5484, grad_norm: 3.3513 2020-09-24 04:13:52,030 - mmaction - INFO - Epoch [34][360/940] lr: 4.000e-02, eta: 1 day, 20:54:08, time: 1.479, data_time: 0.002, memory: 6929, loss_aux: 1.3136, top1_acc: 0.4912, top5_acc: 0.7203, loss_cls: 2.2659, loss: 3.5795, grad_norm: 3.3558 2020-09-24 04:14:21,849 - mmaction - INFO - Epoch [34][380/940] lr: 4.000e-02, eta: 1 day, 20:53:39, time: 1.492, data_time: 0.002, memory: 6929, loss_aux: 1.2678, top1_acc: 0.5012, top5_acc: 0.7354, loss_cls: 2.1954, loss: 3.4631, grad_norm: 3.2985 2020-09-24 04:14:51,222 - mmaction - INFO - Epoch [34][400/940] lr: 4.000e-02, eta: 1 day, 20:53:09, time: 1.468, data_time: 0.001, memory: 6929, loss_aux: 1.3035, top1_acc: 0.4818, top5_acc: 0.7199, loss_cls: 2.2600, loss: 3.5635, grad_norm: 3.4024 2020-09-24 04:15:21,370 - mmaction - INFO - Epoch [34][420/940] lr: 4.000e-02, eta: 1 day, 20:52:42, time: 1.508, data_time: 0.002, memory: 6929, loss_aux: 1.3026, top1_acc: 0.4908, top5_acc: 0.7219, loss_cls: 2.2384, loss: 3.5409, grad_norm: 3.3735 2020-09-24 04:15:50,655 - mmaction - INFO - Epoch [34][440/940] lr: 4.000e-02, eta: 1 day, 20:52:12, time: 1.463, data_time: 0.001, memory: 6929, loss_aux: 1.3017, top1_acc: 0.4898, top5_acc: 0.7303, loss_cls: 2.2558, loss: 3.5575, grad_norm: 3.3954 2020-09-24 04:16:21,944 - mmaction - INFO - Epoch [34][460/940] lr: 4.000e-02, eta: 1 day, 20:51:49, time: 1.565, data_time: 0.003, memory: 6929, loss_aux: 1.2789, top1_acc: 0.4865, top5_acc: 0.7314, loss_cls: 2.2286, loss: 3.5076, grad_norm: 3.3909 2020-09-24 04:16:51,537 - mmaction - INFO - Epoch [34][480/940] lr: 4.000e-02, eta: 1 day, 20:51:20, time: 1.479, data_time: 0.002, memory: 6929, loss_aux: 1.2954, top1_acc: 0.4832, top5_acc: 0.7154, loss_cls: 2.2682, loss: 3.5635, grad_norm: 3.3945 2020-09-24 04:17:20,931 - mmaction - INFO - Epoch [34][500/940] lr: 4.000e-02, eta: 1 day, 20:50:50, time: 1.470, data_time: 0.002, memory: 6929, loss_aux: 1.3448, top1_acc: 0.4656, top5_acc: 0.7129, loss_cls: 2.3307, loss: 3.6755, grad_norm: 3.4604 2020-09-24 04:17:51,213 - mmaction - INFO - Epoch [34][520/940] lr: 4.000e-02, eta: 1 day, 20:50:23, time: 1.515, data_time: 0.002, memory: 6929, loss_aux: 1.3288, top1_acc: 0.4771, top5_acc: 0.7141, loss_cls: 2.3062, loss: 3.6351, grad_norm: 3.4031 2020-09-24 04:18:20,875 - mmaction - INFO - Epoch [34][540/940] lr: 4.000e-02, eta: 1 day, 20:49:54, time: 1.483, data_time: 0.002, memory: 6929, loss_aux: 1.3178, top1_acc: 0.4805, top5_acc: 0.7221, loss_cls: 2.2926, loss: 3.6103, grad_norm: 3.3307 2020-09-24 04:18:50,127 - mmaction - INFO - Epoch [34][560/940] lr: 4.000e-02, eta: 1 day, 20:49:24, time: 1.462, data_time: 0.002, memory: 6929, loss_aux: 1.3146, top1_acc: 0.4805, top5_acc: 0.7174, loss_cls: 2.2808, loss: 3.5954, grad_norm: 3.3924 2020-09-24 04:19:21,541 - mmaction - INFO - Epoch [34][580/940] lr: 4.000e-02, eta: 1 day, 20:49:01, time: 1.572, data_time: 0.002, memory: 6929, loss_aux: 1.3172, top1_acc: 0.4811, top5_acc: 0.7146, loss_cls: 2.2859, loss: 3.6031, grad_norm: 3.3598 2020-09-24 04:19:50,713 - mmaction - INFO - Epoch [34][600/940] lr: 4.000e-02, eta: 1 day, 20:48:30, time: 1.457, data_time: 0.001, memory: 6929, loss_aux: 1.2989, top1_acc: 0.4805, top5_acc: 0.7225, loss_cls: 2.2576, loss: 3.5565, grad_norm: 3.4057 2020-09-24 04:20:21,866 - mmaction - INFO - Epoch [34][620/940] lr: 4.000e-02, eta: 1 day, 20:48:06, time: 1.558, data_time: 0.002, memory: 6929, loss_aux: 1.3209, top1_acc: 0.4889, top5_acc: 0.7203, loss_cls: 2.2656, loss: 3.5865, grad_norm: 3.3613 2020-09-24 04:20:51,034 - mmaction - INFO - Epoch [34][640/940] lr: 4.000e-02, eta: 1 day, 20:47:36, time: 1.458, data_time: 0.002, memory: 6929, loss_aux: 1.3177, top1_acc: 0.4799, top5_acc: 0.7188, loss_cls: 2.2746, loss: 3.5923, grad_norm: 3.4007 2020-09-24 04:21:20,195 - mmaction - INFO - Epoch [34][660/940] lr: 4.000e-02, eta: 1 day, 20:47:05, time: 1.459, data_time: 0.002, memory: 6929, loss_aux: 1.3330, top1_acc: 0.4859, top5_acc: 0.7148, loss_cls: 2.3027, loss: 3.6357, grad_norm: 3.3910 2020-09-24 04:21:50,240 - mmaction - INFO - Epoch [34][680/940] lr: 4.000e-02, eta: 1 day, 20:46:37, time: 1.501, data_time: 0.001, memory: 6929, loss_aux: 1.3409, top1_acc: 0.4824, top5_acc: 0.7092, loss_cls: 2.3123, loss: 3.6532, grad_norm: 3.3596 2020-09-24 04:22:20,094 - mmaction - INFO - Epoch [34][700/940] lr: 4.000e-02, eta: 1 day, 20:46:09, time: 1.495, data_time: 0.004, memory: 6929, loss_aux: 1.2965, top1_acc: 0.4945, top5_acc: 0.7248, loss_cls: 2.2353, loss: 3.5317, grad_norm: 3.2843 2020-09-24 04:22:49,580 - mmaction - INFO - Epoch [34][720/940] lr: 4.000e-02, eta: 1 day, 20:45:40, time: 1.474, data_time: 0.001, memory: 6929, loss_aux: 1.3121, top1_acc: 0.4826, top5_acc: 0.7242, loss_cls: 2.2510, loss: 3.5630, grad_norm: 3.3985 2020-09-24 04:23:19,651 - mmaction - INFO - Epoch [34][740/940] lr: 4.000e-02, eta: 1 day, 20:45:12, time: 1.503, data_time: 0.002, memory: 6929, loss_aux: 1.3117, top1_acc: 0.4793, top5_acc: 0.7158, loss_cls: 2.2665, loss: 3.5781, grad_norm: 3.3775 2020-09-24 04:23:49,432 - mmaction - INFO - Epoch [34][760/940] lr: 4.000e-02, eta: 1 day, 20:44:44, time: 1.490, data_time: 0.002, memory: 6929, loss_aux: 1.3046, top1_acc: 0.4908, top5_acc: 0.7180, loss_cls: 2.2556, loss: 3.5602, grad_norm: 3.3651 2020-09-24 04:24:19,163 - mmaction - INFO - Epoch [34][780/940] lr: 4.000e-02, eta: 1 day, 20:44:15, time: 1.487, data_time: 0.001, memory: 6929, loss_aux: 1.3122, top1_acc: 0.4893, top5_acc: 0.7166, loss_cls: 2.2949, loss: 3.6072, grad_norm: 3.4067 2020-09-24 04:24:48,305 - mmaction - INFO - Epoch [34][800/940] lr: 4.000e-02, eta: 1 day, 20:43:44, time: 1.456, data_time: 0.001, memory: 6929, loss_aux: 1.3451, top1_acc: 0.4811, top5_acc: 0.7088, loss_cls: 2.3180, loss: 3.6631, grad_norm: 3.4035 2020-09-24 04:25:18,774 - mmaction - INFO - Epoch [34][820/940] lr: 4.000e-02, eta: 1 day, 20:43:18, time: 1.525, data_time: 0.003, memory: 6929, loss_aux: 1.3294, top1_acc: 0.4828, top5_acc: 0.7203, loss_cls: 2.2930, loss: 3.6223, grad_norm: 3.3711 2020-09-24 04:25:48,781 - mmaction - INFO - Epoch [34][840/940] lr: 4.000e-02, eta: 1 day, 20:42:50, time: 1.496, data_time: 0.004, memory: 6929, loss_aux: 1.3040, top1_acc: 0.4908, top5_acc: 0.7234, loss_cls: 2.2582, loss: 3.5622, grad_norm: 3.3442 2020-09-24 04:26:19,493 - mmaction - INFO - Epoch [34][860/940] lr: 4.000e-02, eta: 1 day, 20:42:25, time: 1.540, data_time: 0.006, memory: 6929, loss_aux: 1.3177, top1_acc: 0.4928, top5_acc: 0.7172, loss_cls: 2.2607, loss: 3.5784, grad_norm: 3.3854 2020-09-24 04:26:48,465 - mmaction - INFO - Epoch [34][880/940] lr: 4.000e-02, eta: 1 day, 20:41:54, time: 1.448, data_time: 0.001, memory: 6929, loss_aux: 1.3112, top1_acc: 0.4789, top5_acc: 0.7197, loss_cls: 2.2755, loss: 3.5866, grad_norm: 3.4091 2020-09-24 04:27:18,083 - mmaction - INFO - Epoch [34][900/940] lr: 4.000e-02, eta: 1 day, 20:41:25, time: 1.481, data_time: 0.002, memory: 6929, loss_aux: 1.3144, top1_acc: 0.4951, top5_acc: 0.7148, loss_cls: 2.2757, loss: 3.5902, grad_norm: 3.3881 2020-09-24 04:27:48,298 - mmaction - INFO - Epoch [34][920/940] lr: 4.000e-02, eta: 1 day, 20:40:58, time: 1.510, data_time: 0.002, memory: 6929, loss_aux: 1.2952, top1_acc: 0.4893, top5_acc: 0.7250, loss_cls: 2.2449, loss: 3.5400, grad_norm: 3.3635 2020-09-24 04:28:16,892 - mmaction - INFO - Epoch [34][940/940] lr: 4.000e-02, eta: 1 day, 20:40:25, time: 1.431, data_time: 0.003, memory: 6929, loss_aux: 1.3006, top1_acc: 0.4919, top5_acc: 0.7283, loss_cls: 2.2403, loss: 3.5409, grad_norm: 3.3603 2020-09-24 04:28:17,307 - mmaction - INFO - Saving checkpoint at 34 epochs 2020-09-24 04:28:52,376 - mmaction - INFO - Epoch [35][20/940] lr: 4.000e-02, eta: 1 day, 20:39:59, time: 1.530, data_time: 0.244, memory: 6929, loss_aux: 1.3297, top1_acc: 0.4877, top5_acc: 0.7117, loss_cls: 2.2840, loss: 3.6137, grad_norm: 3.3614 2020-09-24 04:29:23,182 - mmaction - INFO - Epoch [35][40/940] lr: 4.000e-02, eta: 1 day, 20:39:34, time: 1.539, data_time: 0.001, memory: 6929, loss_aux: 1.3141, top1_acc: 0.4803, top5_acc: 0.7150, loss_cls: 2.2833, loss: 3.5975, grad_norm: 3.3479 2020-09-24 04:29:52,460 - mmaction - INFO - Epoch [35][60/940] lr: 4.000e-02, eta: 1 day, 20:39:04, time: 1.463, data_time: 0.003, memory: 6929, loss_aux: 1.2864, top1_acc: 0.4908, top5_acc: 0.7262, loss_cls: 2.2411, loss: 3.5275, grad_norm: 3.3380 2020-09-24 04:30:21,694 - mmaction - INFO - Epoch [35][80/940] lr: 4.000e-02, eta: 1 day, 20:38:34, time: 1.464, data_time: 0.004, memory: 6929, loss_aux: 1.3351, top1_acc: 0.4820, top5_acc: 0.7057, loss_cls: 2.3134, loss: 3.6485, grad_norm: 3.3765 2020-09-24 04:30:51,772 - mmaction - INFO - Epoch [35][100/940] lr: 4.000e-02, eta: 1 day, 20:38:06, time: 1.503, data_time: 0.001, memory: 6929, loss_aux: 1.2900, top1_acc: 0.4939, top5_acc: 0.7248, loss_cls: 2.2051, loss: 3.4951, grad_norm: 3.3800 2020-09-24 04:31:21,579 - mmaction - INFO - Epoch [35][120/940] lr: 4.000e-02, eta: 1 day, 20:37:38, time: 1.491, data_time: 0.003, memory: 6929, loss_aux: 1.3299, top1_acc: 0.4818, top5_acc: 0.7189, loss_cls: 2.2716, loss: 3.6014, grad_norm: 3.3657 2020-09-24 04:31:51,415 - mmaction - INFO - Epoch [35][140/940] lr: 4.000e-02, eta: 1 day, 20:37:09, time: 1.491, data_time: 0.002, memory: 6929, loss_aux: 1.2959, top1_acc: 0.4865, top5_acc: 0.7209, loss_cls: 2.2385, loss: 3.5344, grad_norm: 3.3938 2020-09-24 04:32:22,144 - mmaction - INFO - Epoch [35][160/940] lr: 4.000e-02, eta: 1 day, 20:36:44, time: 1.538, data_time: 0.002, memory: 6929, loss_aux: 1.3017, top1_acc: 0.4955, top5_acc: 0.7264, loss_cls: 2.2269, loss: 3.5286, grad_norm: 3.3926 2020-09-24 04:32:51,204 - mmaction - INFO - Epoch [35][180/940] lr: 4.000e-02, eta: 1 day, 20:36:13, time: 1.452, data_time: 0.001, memory: 6929, loss_aux: 1.3078, top1_acc: 0.4883, top5_acc: 0.7246, loss_cls: 2.2451, loss: 3.5529, grad_norm: 3.3796 2020-09-24 04:33:21,514 - mmaction - INFO - Epoch [35][200/940] lr: 4.000e-02, eta: 1 day, 20:35:46, time: 1.515, data_time: 0.003, memory: 6929, loss_aux: 1.2981, top1_acc: 0.4945, top5_acc: 0.7316, loss_cls: 2.2235, loss: 3.5217, grad_norm: 3.3452 2020-09-24 04:33:50,982 - mmaction - INFO - Epoch [35][220/940] lr: 4.000e-02, eta: 1 day, 20:35:17, time: 1.475, data_time: 0.002, memory: 6929, loss_aux: 1.2903, top1_acc: 0.4936, top5_acc: 0.7279, loss_cls: 2.2255, loss: 3.5158, grad_norm: 3.3733 2020-09-24 04:34:22,475 - mmaction - INFO - Epoch [35][240/940] lr: 4.000e-02, eta: 1 day, 20:34:54, time: 1.574, data_time: 0.001, memory: 6929, loss_aux: 1.2659, top1_acc: 0.4949, top5_acc: 0.7297, loss_cls: 2.1966, loss: 3.4625, grad_norm: 3.3118 2020-09-24 04:34:52,116 - mmaction - INFO - Epoch [35][260/940] lr: 4.000e-02, eta: 1 day, 20:34:25, time: 1.480, data_time: 0.001, memory: 6929, loss_aux: 1.3186, top1_acc: 0.4848, top5_acc: 0.7166, loss_cls: 2.2855, loss: 3.6041, grad_norm: 3.3604 2020-09-24 04:35:21,645 - mmaction - INFO - Epoch [35][280/940] lr: 4.000e-02, eta: 1 day, 20:33:55, time: 1.478, data_time: 0.003, memory: 6929, loss_aux: 1.3021, top1_acc: 0.4932, top5_acc: 0.7215, loss_cls: 2.2528, loss: 3.5549, grad_norm: 3.3257 2020-09-24 04:35:51,661 - mmaction - INFO - Epoch [35][300/940] lr: 4.000e-02, eta: 1 day, 20:33:27, time: 1.500, data_time: 0.001, memory: 6929, loss_aux: 1.2940, top1_acc: 0.4859, top5_acc: 0.7176, loss_cls: 2.2663, loss: 3.5603, grad_norm: 3.3675 2020-09-24 04:36:21,116 - mmaction - INFO - Epoch [35][320/940] lr: 4.000e-02, eta: 1 day, 20:32:58, time: 1.473, data_time: 0.002, memory: 6929, loss_aux: 1.2836, top1_acc: 0.4994, top5_acc: 0.7209, loss_cls: 2.2238, loss: 3.5073, grad_norm: 3.3902 2020-09-24 04:36:51,057 - mmaction - INFO - Epoch [35][340/940] lr: 4.000e-02, eta: 1 day, 20:32:30, time: 1.496, data_time: 0.002, memory: 6929, loss_aux: 1.3121, top1_acc: 0.4945, top5_acc: 0.7213, loss_cls: 2.2554, loss: 3.5675, grad_norm: 3.3617 2020-09-24 04:37:20,283 - mmaction - INFO - Epoch [35][360/940] lr: 4.000e-02, eta: 1 day, 20:31:59, time: 1.462, data_time: 0.002, memory: 6929, loss_aux: 1.2878, top1_acc: 0.4893, top5_acc: 0.7250, loss_cls: 2.2115, loss: 3.4993, grad_norm: 3.3893 2020-09-24 04:37:50,519 - mmaction - INFO - Epoch [35][380/940] lr: 4.000e-02, eta: 1 day, 20:31:32, time: 1.511, data_time: 0.001, memory: 6929, loss_aux: 1.3196, top1_acc: 0.4824, top5_acc: 0.7143, loss_cls: 2.2861, loss: 3.6057, grad_norm: 3.4122 2020-09-24 04:38:20,234 - mmaction - INFO - Epoch [35][400/940] lr: 4.000e-02, eta: 1 day, 20:31:04, time: 1.486, data_time: 0.002, memory: 6929, loss_aux: 1.3105, top1_acc: 0.4857, top5_acc: 0.7203, loss_cls: 2.2734, loss: 3.5840, grad_norm: 3.3943 2020-09-24 04:38:49,799 - mmaction - INFO - Epoch [35][420/940] lr: 4.000e-02, eta: 1 day, 20:30:34, time: 1.478, data_time: 0.002, memory: 6929, loss_aux: 1.3045, top1_acc: 0.4902, top5_acc: 0.7189, loss_cls: 2.2740, loss: 3.5785, grad_norm: 3.3658 2020-09-24 04:39:19,258 - mmaction - INFO - Epoch [35][440/940] lr: 4.000e-02, eta: 1 day, 20:30:05, time: 1.473, data_time: 0.002, memory: 6929, loss_aux: 1.3149, top1_acc: 0.4879, top5_acc: 0.7207, loss_cls: 2.2616, loss: 3.5764, grad_norm: 3.3900 2020-09-24 04:39:49,001 - mmaction - INFO - Epoch [35][460/940] lr: 4.000e-02, eta: 1 day, 20:29:36, time: 1.487, data_time: 0.002, memory: 6929, loss_aux: 1.2757, top1_acc: 0.4973, top5_acc: 0.7342, loss_cls: 2.1979, loss: 3.4736, grad_norm: 3.3497 2020-09-24 04:40:18,124 - mmaction - INFO - Epoch [35][480/940] lr: 4.000e-02, eta: 1 day, 20:29:05, time: 1.455, data_time: 0.003, memory: 6929, loss_aux: 1.3181, top1_acc: 0.4777, top5_acc: 0.7135, loss_cls: 2.3011, loss: 3.6191, grad_norm: 3.4118 2020-09-24 04:40:48,092 - mmaction - INFO - Epoch [35][500/940] lr: 4.000e-02, eta: 1 day, 20:28:37, time: 1.499, data_time: 0.003, memory: 6929, loss_aux: 1.3287, top1_acc: 0.4826, top5_acc: 0.7158, loss_cls: 2.2946, loss: 3.6234, grad_norm: 3.4074 2020-09-24 04:41:18,168 - mmaction - INFO - Epoch [35][520/940] lr: 4.000e-02, eta: 1 day, 20:28:10, time: 1.506, data_time: 0.003, memory: 6929, loss_aux: 1.3119, top1_acc: 0.4869, top5_acc: 0.7213, loss_cls: 2.2793, loss: 3.5912, grad_norm: 3.4548 2020-09-24 04:41:47,033 - mmaction - INFO - Epoch [35][540/940] lr: 4.000e-02, eta: 1 day, 20:27:38, time: 1.443, data_time: 0.001, memory: 6929, loss_aux: 1.3049, top1_acc: 0.4934, top5_acc: 0.7209, loss_cls: 2.2543, loss: 3.5592, grad_norm: 3.3839 2020-09-24 04:42:16,541 - mmaction - INFO - Epoch [35][560/940] lr: 4.000e-02, eta: 1 day, 20:27:08, time: 1.475, data_time: 0.002, memory: 6929, loss_aux: 1.3363, top1_acc: 0.4730, top5_acc: 0.7045, loss_cls: 2.3296, loss: 3.6660, grad_norm: 3.3549 2020-09-24 04:42:46,436 - mmaction - INFO - Epoch [35][580/940] lr: 4.000e-02, eta: 1 day, 20:26:40, time: 1.493, data_time: 0.003, memory: 6929, loss_aux: 1.2972, top1_acc: 0.4943, top5_acc: 0.7209, loss_cls: 2.2531, loss: 3.5503, grad_norm: 3.3112 2020-09-24 04:43:15,429 - mmaction - INFO - Epoch [35][600/940] lr: 4.000e-02, eta: 1 day, 20:26:09, time: 1.452, data_time: 0.004, memory: 6929, loss_aux: 1.3194, top1_acc: 0.4785, top5_acc: 0.7186, loss_cls: 2.3014, loss: 3.6208, grad_norm: 3.3862 2020-09-24 04:43:45,691 - mmaction - INFO - Epoch [35][620/940] lr: 4.000e-02, eta: 1 day, 20:25:42, time: 1.512, data_time: 0.001, memory: 6929, loss_aux: 1.2987, top1_acc: 0.4936, top5_acc: 0.7213, loss_cls: 2.2290, loss: 3.5276, grad_norm: 3.3201 2020-09-24 04:44:15,116 - mmaction - INFO - Epoch [35][640/940] lr: 4.000e-02, eta: 1 day, 20:25:12, time: 1.470, data_time: 0.002, memory: 6929, loss_aux: 1.2939, top1_acc: 0.4936, top5_acc: 0.7264, loss_cls: 2.2158, loss: 3.5097, grad_norm: 3.3871 2020-09-24 04:44:44,428 - mmaction - INFO - Epoch [35][660/940] lr: 4.000e-02, eta: 1 day, 20:24:42, time: 1.466, data_time: 0.003, memory: 6929, loss_aux: 1.2934, top1_acc: 0.4873, top5_acc: 0.7207, loss_cls: 2.2430, loss: 3.5364, grad_norm: 3.3445 2020-09-24 04:45:14,065 - mmaction - INFO - Epoch [35][680/940] lr: 4.000e-02, eta: 1 day, 20:24:13, time: 1.476, data_time: 0.003, memory: 6929, loss_aux: 1.3057, top1_acc: 0.4881, top5_acc: 0.7176, loss_cls: 2.2530, loss: 3.5587, grad_norm: 3.3850 2020-09-24 04:45:43,425 - mmaction - INFO - Epoch [35][700/940] lr: 4.000e-02, eta: 1 day, 20:23:43, time: 1.474, data_time: 0.009, memory: 6929, loss_aux: 1.3015, top1_acc: 0.4836, top5_acc: 0.7229, loss_cls: 2.2678, loss: 3.5693, grad_norm: 3.4149 2020-09-24 04:46:12,522 - mmaction - INFO - Epoch [35][720/940] lr: 4.000e-02, eta: 1 day, 20:23:12, time: 1.455, data_time: 0.003, memory: 6929, loss_aux: 1.3018, top1_acc: 0.4906, top5_acc: 0.7301, loss_cls: 2.2325, loss: 3.5343, grad_norm: 3.4170 2020-09-24 04:46:42,635 - mmaction - INFO - Epoch [35][740/940] lr: 4.000e-02, eta: 1 day, 20:22:45, time: 1.506, data_time: 0.002, memory: 6929, loss_aux: 1.3019, top1_acc: 0.4840, top5_acc: 0.7285, loss_cls: 2.2571, loss: 3.5591, grad_norm: 3.3608 2020-09-24 04:47:11,673 - mmaction - INFO - Epoch [35][760/940] lr: 4.000e-02, eta: 1 day, 20:22:14, time: 1.452, data_time: 0.002, memory: 6929, loss_aux: 1.3025, top1_acc: 0.4838, top5_acc: 0.7221, loss_cls: 2.2502, loss: 3.5527, grad_norm: 3.3226 2020-09-24 04:47:41,853 - mmaction - INFO - Epoch [35][780/940] lr: 4.000e-02, eta: 1 day, 20:21:46, time: 1.509, data_time: 0.002, memory: 6929, loss_aux: 1.3109, top1_acc: 0.4848, top5_acc: 0.7205, loss_cls: 2.2444, loss: 3.5553, grad_norm: 3.3657 2020-09-24 04:48:11,027 - mmaction - INFO - Epoch [35][800/940] lr: 4.000e-02, eta: 1 day, 20:21:16, time: 1.458, data_time: 0.001, memory: 6929, loss_aux: 1.2712, top1_acc: 0.4951, top5_acc: 0.7303, loss_cls: 2.1959, loss: 3.4671, grad_norm: 3.3905 2020-09-24 04:48:40,459 - mmaction - INFO - Epoch [35][820/940] lr: 4.000e-02, eta: 1 day, 20:20:46, time: 1.472, data_time: 0.004, memory: 6929, loss_aux: 1.2940, top1_acc: 0.4871, top5_acc: 0.7219, loss_cls: 2.2423, loss: 3.5364, grad_norm: 3.4083 2020-09-24 04:49:09,969 - mmaction - INFO - Epoch [35][840/940] lr: 4.000e-02, eta: 1 day, 20:20:16, time: 1.471, data_time: 0.002, memory: 6929, loss_aux: 1.3091, top1_acc: 0.4877, top5_acc: 0.7184, loss_cls: 2.2638, loss: 3.5729, grad_norm: 3.4219 2020-09-24 04:49:38,999 - mmaction - INFO - Epoch [35][860/940] lr: 4.000e-02, eta: 1 day, 20:19:46, time: 1.457, data_time: 0.007, memory: 6929, loss_aux: 1.2990, top1_acc: 0.4811, top5_acc: 0.7205, loss_cls: 2.2628, loss: 3.5618, grad_norm: 3.4256 2020-09-24 04:50:07,749 - mmaction - INFO - Epoch [35][880/940] lr: 4.000e-02, eta: 1 day, 20:19:13, time: 1.433, data_time: 0.001, memory: 6929, loss_aux: 1.3209, top1_acc: 0.4791, top5_acc: 0.7100, loss_cls: 2.3088, loss: 3.6297, grad_norm: 3.3638 2020-09-24 04:50:36,607 - mmaction - INFO - Epoch [35][900/940] lr: 4.000e-02, eta: 1 day, 20:18:42, time: 1.447, data_time: 0.006, memory: 6929, loss_aux: 1.3324, top1_acc: 0.4732, top5_acc: 0.7111, loss_cls: 2.3344, loss: 3.6668, grad_norm: 3.3632 2020-09-24 04:51:06,574 - mmaction - INFO - Epoch [35][920/940] lr: 4.000e-02, eta: 1 day, 20:18:14, time: 1.497, data_time: 0.002, memory: 6929, loss_aux: 1.3033, top1_acc: 0.4939, top5_acc: 0.7270, loss_cls: 2.2300, loss: 3.5333, grad_norm: 3.2864 2020-09-24 04:51:35,794 - mmaction - INFO - Epoch [35][940/940] lr: 4.000e-02, eta: 1 day, 20:17:43, time: 1.462, data_time: 0.003, memory: 6929, loss_aux: 1.3064, top1_acc: 0.4919, top5_acc: 0.7248, loss_cls: 2.2227, loss: 3.5291, grad_norm: 3.3377 2020-09-24 04:51:36,208 - mmaction - INFO - Saving checkpoint at 35 epochs 2020-09-24 04:52:10,684 - mmaction - INFO - Epoch [36][20/940] lr: 4.000e-02, eta: 1 day, 20:17:20, time: 1.561, data_time: 0.267, memory: 6929, loss_aux: 1.3090, top1_acc: 0.4852, top5_acc: 0.7148, loss_cls: 2.2694, loss: 3.5784, grad_norm: 3.3207 2020-09-24 04:52:38,874 - mmaction - INFO - Epoch [36][40/940] lr: 4.000e-02, eta: 1 day, 20:16:46, time: 1.409, data_time: 0.001, memory: 6929, loss_aux: 1.2577, top1_acc: 0.5078, top5_acc: 0.7424, loss_cls: 2.1451, loss: 3.4027, grad_norm: 3.3873 2020-09-24 04:53:07,912 - mmaction - INFO - Epoch [36][60/940] lr: 4.000e-02, eta: 1 day, 20:16:15, time: 1.451, data_time: 0.001, memory: 6929, loss_aux: 1.2902, top1_acc: 0.4949, top5_acc: 0.7355, loss_cls: 2.2052, loss: 3.4954, grad_norm: 3.3934 2020-09-24 04:53:37,402 - mmaction - INFO - Epoch [36][80/940] lr: 4.000e-02, eta: 1 day, 20:15:45, time: 1.476, data_time: 0.003, memory: 6929, loss_aux: 1.3165, top1_acc: 0.4809, top5_acc: 0.7238, loss_cls: 2.2795, loss: 3.5959, grad_norm: 3.3853 2020-09-24 04:54:07,675 - mmaction - INFO - Epoch [36][100/940] lr: 4.000e-02, eta: 1 day, 20:15:18, time: 1.512, data_time: 0.002, memory: 6929, loss_aux: 1.2689, top1_acc: 0.5041, top5_acc: 0.7395, loss_cls: 2.1527, loss: 3.4216, grad_norm: 3.3291 2020-09-24 04:54:36,232 - mmaction - INFO - Epoch [36][120/940] lr: 4.000e-02, eta: 1 day, 20:14:46, time: 1.427, data_time: 0.003, memory: 6929, loss_aux: 1.3103, top1_acc: 0.4902, top5_acc: 0.7182, loss_cls: 2.2700, loss: 3.5803, grad_norm: 3.4253 2020-09-24 04:55:05,546 - mmaction - INFO - Epoch [36][140/940] lr: 4.000e-02, eta: 1 day, 20:14:15, time: 1.466, data_time: 0.003, memory: 6929, loss_aux: 1.2870, top1_acc: 0.4924, top5_acc: 0.7354, loss_cls: 2.2005, loss: 3.4875, grad_norm: 3.3620 2020-09-24 04:55:34,831 - mmaction - INFO - Epoch [36][160/940] lr: 4.000e-02, eta: 1 day, 20:13:45, time: 1.464, data_time: 0.002, memory: 6929, loss_aux: 1.3233, top1_acc: 0.4928, top5_acc: 0.7244, loss_cls: 2.2608, loss: 3.5842, grad_norm: 3.4432 2020-09-24 04:56:04,787 - mmaction - INFO - Epoch [36][180/940] lr: 4.000e-02, eta: 1 day, 20:13:17, time: 1.498, data_time: 0.002, memory: 6929, loss_aux: 1.2885, top1_acc: 0.4898, top5_acc: 0.7182, loss_cls: 2.2484, loss: 3.5370, grad_norm: 3.3115 2020-09-24 04:56:34,073 - mmaction - INFO - Epoch [36][200/940] lr: 4.000e-02, eta: 1 day, 20:12:47, time: 1.465, data_time: 0.003, memory: 6929, loss_aux: 1.2808, top1_acc: 0.4973, top5_acc: 0.7289, loss_cls: 2.2078, loss: 3.4886, grad_norm: 3.4183 2020-09-24 04:57:03,449 - mmaction - INFO - Epoch [36][220/940] lr: 4.000e-02, eta: 1 day, 20:12:17, time: 1.468, data_time: 0.002, memory: 6929, loss_aux: 1.3032, top1_acc: 0.4896, top5_acc: 0.7146, loss_cls: 2.2641, loss: 3.5673, grad_norm: 3.3891 2020-09-24 04:57:33,513 - mmaction - INFO - Epoch [36][240/940] lr: 4.000e-02, eta: 1 day, 20:11:49, time: 1.504, data_time: 0.003, memory: 6929, loss_aux: 1.2783, top1_acc: 0.4910, top5_acc: 0.7307, loss_cls: 2.2047, loss: 3.4830, grad_norm: 3.3276 2020-09-24 04:58:02,836 - mmaction - INFO - Epoch [36][260/940] lr: 4.000e-02, eta: 1 day, 20:11:19, time: 1.465, data_time: 0.002, memory: 6929, loss_aux: 1.3150, top1_acc: 0.4904, top5_acc: 0.7223, loss_cls: 2.2609, loss: 3.5759, grad_norm: 3.3419 2020-09-24 04:58:31,999 - mmaction - INFO - Epoch [36][280/940] lr: 4.000e-02, eta: 1 day, 20:10:49, time: 1.458, data_time: 0.003, memory: 6929, loss_aux: 1.2870, top1_acc: 0.4945, top5_acc: 0.7312, loss_cls: 2.2206, loss: 3.5076, grad_norm: 3.3762 2020-09-24 04:59:01,817 - mmaction - INFO - Epoch [36][300/940] lr: 4.000e-02, eta: 1 day, 20:10:20, time: 1.492, data_time: 0.003, memory: 6929, loss_aux: 1.2768, top1_acc: 0.5037, top5_acc: 0.7281, loss_cls: 2.2074, loss: 3.4842, grad_norm: 3.3731 2020-09-24 04:59:30,569 - mmaction - INFO - Epoch [36][320/940] lr: 4.000e-02, eta: 1 day, 20:09:48, time: 1.436, data_time: 0.001, memory: 6929, loss_aux: 1.3048, top1_acc: 0.4904, top5_acc: 0.7230, loss_cls: 2.2545, loss: 3.5593, grad_norm: 3.3857 2020-09-24 04:59:59,776 - mmaction - INFO - Epoch [36][340/940] lr: 4.000e-02, eta: 1 day, 20:09:18, time: 1.461, data_time: 0.003, memory: 6929, loss_aux: 1.3014, top1_acc: 0.4879, top5_acc: 0.7240, loss_cls: 2.2599, loss: 3.5613, grad_norm: 3.3442 2020-09-24 05:00:36,432 - mmaction - INFO - Epoch [36][360/940] lr: 4.000e-02, eta: 1 day, 20:09:11, time: 1.826, data_time: 0.003, memory: 6929, loss_aux: 1.2902, top1_acc: 0.4895, top5_acc: 0.7273, loss_cls: 2.2262, loss: 3.5164, grad_norm: 3.3713 2020-09-24 05:01:05,329 - mmaction - INFO - Epoch [36][380/940] lr: 4.000e-02, eta: 1 day, 20:08:40, time: 1.450, data_time: 0.022, memory: 6929, loss_aux: 1.3277, top1_acc: 0.4801, top5_acc: 0.7111, loss_cls: 2.3087, loss: 3.6364, grad_norm: 3.4035 2020-09-24 05:01:34,563 - mmaction - INFO - Epoch [36][400/940] lr: 4.000e-02, eta: 1 day, 20:08:10, time: 1.464, data_time: 0.004, memory: 6929, loss_aux: 1.3161, top1_acc: 0.4869, top5_acc: 0.7176, loss_cls: 2.2930, loss: 3.6091, grad_norm: 3.3375 2020-09-24 05:02:04,545 - mmaction - INFO - Epoch [36][420/940] lr: 4.000e-02, eta: 1 day, 20:07:42, time: 1.499, data_time: 0.001, memory: 6929, loss_aux: 1.2861, top1_acc: 0.4918, top5_acc: 0.7189, loss_cls: 2.2390, loss: 3.5251, grad_norm: 3.3284 2020-09-24 05:02:33,380 - mmaction - INFO - Epoch [36][440/940] lr: 4.000e-02, eta: 1 day, 20:07:10, time: 1.442, data_time: 0.002, memory: 6929, loss_aux: 1.3036, top1_acc: 0.4885, top5_acc: 0.7166, loss_cls: 2.2508, loss: 3.5544, grad_norm: 3.3264 2020-09-24 05:03:03,384 - mmaction - INFO - Epoch [36][460/940] lr: 4.000e-02, eta: 1 day, 20:06:42, time: 1.500, data_time: 0.001, memory: 6929, loss_aux: 1.2913, top1_acc: 0.5047, top5_acc: 0.7299, loss_cls: 2.1925, loss: 3.4838, grad_norm: 3.2991 2020-09-24 05:03:32,479 - mmaction - INFO - Epoch [36][480/940] lr: 4.000e-02, eta: 1 day, 20:06:11, time: 1.454, data_time: 0.002, memory: 6929, loss_aux: 1.2802, top1_acc: 0.4959, top5_acc: 0.7230, loss_cls: 2.2156, loss: 3.4959, grad_norm: 3.3663 2020-09-24 05:04:02,622 - mmaction - INFO - Epoch [36][500/940] lr: 4.000e-02, eta: 1 day, 20:05:44, time: 1.506, data_time: 0.002, memory: 6929, loss_aux: 1.2780, top1_acc: 0.4992, top5_acc: 0.7252, loss_cls: 2.1928, loss: 3.4708, grad_norm: 3.3534 2020-09-24 05:04:32,164 - mmaction - INFO - Epoch [36][520/940] lr: 4.000e-02, eta: 1 day, 20:05:14, time: 1.477, data_time: 0.003, memory: 6929, loss_aux: 1.3029, top1_acc: 0.4965, top5_acc: 0.7303, loss_cls: 2.2403, loss: 3.5432, grad_norm: 3.3904 2020-09-24 05:05:01,478 - mmaction - INFO - Epoch [36][540/940] lr: 4.000e-02, eta: 1 day, 20:04:44, time: 1.467, data_time: 0.003, memory: 6929, loss_aux: 1.2831, top1_acc: 0.4814, top5_acc: 0.7252, loss_cls: 2.2387, loss: 3.5218, grad_norm: 3.4061 2020-09-24 05:05:32,286 - mmaction - INFO - Epoch [36][560/940] lr: 4.000e-02, eta: 1 day, 20:04:19, time: 1.539, data_time: 0.001, memory: 6929, loss_aux: 1.3218, top1_acc: 0.4764, top5_acc: 0.7199, loss_cls: 2.3015, loss: 3.6233, grad_norm: 3.4375 2020-09-24 05:06:01,413 - mmaction - INFO - Epoch [36][580/940] lr: 4.000e-02, eta: 1 day, 20:03:48, time: 1.457, data_time: 0.003, memory: 6929, loss_aux: 1.2820, top1_acc: 0.4979, top5_acc: 0.7283, loss_cls: 2.2303, loss: 3.5123, grad_norm: 3.3090 2020-09-24 05:06:31,033 - mmaction - INFO - Epoch [36][600/940] lr: 4.000e-02, eta: 1 day, 20:03:19, time: 1.480, data_time: 0.001, memory: 6929, loss_aux: 1.3141, top1_acc: 0.4863, top5_acc: 0.7152, loss_cls: 2.2940, loss: 3.6081, grad_norm: 3.3979 2020-09-24 05:07:01,720 - mmaction - INFO - Epoch [36][620/940] lr: 4.000e-02, eta: 1 day, 20:02:53, time: 1.535, data_time: 0.002, memory: 6929, loss_aux: 1.2764, top1_acc: 0.4932, top5_acc: 0.7336, loss_cls: 2.2038, loss: 3.4802, grad_norm: 3.3456 2020-09-24 05:07:32,220 - mmaction - INFO - Epoch [36][640/940] lr: 4.000e-02, eta: 1 day, 20:02:27, time: 1.525, data_time: 0.001, memory: 6929, loss_aux: 1.3342, top1_acc: 0.4738, top5_acc: 0.7113, loss_cls: 2.3039, loss: 3.6381, grad_norm: 3.3720 2020-09-24 05:08:01,368 - mmaction - INFO - Epoch [36][660/940] lr: 4.000e-02, eta: 1 day, 20:01:56, time: 1.457, data_time: 0.001, memory: 6929, loss_aux: 1.3015, top1_acc: 0.4896, top5_acc: 0.7240, loss_cls: 2.2521, loss: 3.5536, grad_norm: 3.3852 2020-09-24 05:08:30,893 - mmaction - INFO - Epoch [36][680/940] lr: 4.000e-02, eta: 1 day, 20:01:27, time: 1.476, data_time: 0.002, memory: 6929, loss_aux: 1.3025, top1_acc: 0.4910, top5_acc: 0.7264, loss_cls: 2.2316, loss: 3.5341, grad_norm: 3.3990 2020-09-24 05:09:00,164 - mmaction - INFO - Epoch [36][700/940] lr: 4.000e-02, eta: 1 day, 20:00:57, time: 1.465, data_time: 0.003, memory: 6929, loss_aux: 1.3125, top1_acc: 0.4844, top5_acc: 0.7150, loss_cls: 2.2737, loss: 3.5862, grad_norm: 3.4514 2020-09-24 05:09:29,212 - mmaction - INFO - Epoch [36][720/940] lr: 4.000e-02, eta: 1 day, 20:00:26, time: 1.451, data_time: 0.001, memory: 6929, loss_aux: 1.2790, top1_acc: 0.5000, top5_acc: 0.7279, loss_cls: 2.2095, loss: 3.4884, grad_norm: 3.3582 2020-09-24 05:09:59,332 - mmaction - INFO - Epoch [36][740/940] lr: 4.000e-02, eta: 1 day, 19:59:58, time: 1.507, data_time: 0.003, memory: 6929, loss_aux: 1.3204, top1_acc: 0.4832, top5_acc: 0.7137, loss_cls: 2.2805, loss: 3.6009, grad_norm: 3.4302 2020-09-24 05:10:28,122 - mmaction - INFO - Epoch [36][760/940] lr: 4.000e-02, eta: 1 day, 19:59:26, time: 1.438, data_time: 0.001, memory: 6929, loss_aux: 1.3131, top1_acc: 0.4879, top5_acc: 0.7137, loss_cls: 2.2708, loss: 3.5839, grad_norm: 3.3977 2020-09-24 05:10:57,696 - mmaction - INFO - Epoch [36][780/940] lr: 4.000e-02, eta: 1 day, 19:58:57, time: 1.479, data_time: 0.003, memory: 6929, loss_aux: 1.3368, top1_acc: 0.4793, top5_acc: 0.7135, loss_cls: 2.3264, loss: 3.6632, grad_norm: 3.4064 2020-09-24 05:11:27,303 - mmaction - INFO - Epoch [36][800/940] lr: 4.000e-02, eta: 1 day, 19:58:28, time: 1.480, data_time: 0.001, memory: 6929, loss_aux: 1.3193, top1_acc: 0.4854, top5_acc: 0.7139, loss_cls: 2.2748, loss: 3.5942, grad_norm: 3.3657 2020-09-24 05:11:56,944 - mmaction - INFO - Epoch [36][820/940] lr: 4.000e-02, eta: 1 day, 19:57:59, time: 1.482, data_time: 0.002, memory: 6929, loss_aux: 1.3238, top1_acc: 0.4719, top5_acc: 0.7168, loss_cls: 2.3047, loss: 3.6285, grad_norm: 3.4051 2020-09-24 05:12:28,016 - mmaction - INFO - Epoch [36][840/940] lr: 4.000e-02, eta: 1 day, 19:57:34, time: 1.553, data_time: 0.002, memory: 6929, loss_aux: 1.2849, top1_acc: 0.4906, top5_acc: 0.7293, loss_cls: 2.2254, loss: 3.5103, grad_norm: 3.3559 2020-09-24 05:12:57,179 - mmaction - INFO - Epoch [36][860/940] lr: 4.000e-02, eta: 1 day, 19:57:04, time: 1.459, data_time: 0.003, memory: 6929, loss_aux: 1.2858, top1_acc: 0.4994, top5_acc: 0.7264, loss_cls: 2.2163, loss: 3.5022, grad_norm: 3.3398 2020-09-24 05:13:26,962 - mmaction - INFO - Epoch [36][880/940] lr: 4.000e-02, eta: 1 day, 19:56:35, time: 1.489, data_time: 0.002, memory: 6929, loss_aux: 1.3272, top1_acc: 0.4807, top5_acc: 0.7100, loss_cls: 2.3160, loss: 3.6432, grad_norm: 3.4066 2020-09-24 05:13:56,127 - mmaction - INFO - Epoch [36][900/940] lr: 4.000e-02, eta: 1 day, 19:56:04, time: 1.459, data_time: 0.002, memory: 6929, loss_aux: 1.3024, top1_acc: 0.4883, top5_acc: 0.7270, loss_cls: 2.2288, loss: 3.5312, grad_norm: 3.4007 2020-09-24 05:14:27,035 - mmaction - INFO - Epoch [36][920/940] lr: 4.000e-02, eta: 1 day, 19:55:39, time: 1.545, data_time: 0.001, memory: 6929, loss_aux: 1.3109, top1_acc: 0.4877, top5_acc: 0.7189, loss_cls: 2.2702, loss: 3.5811, grad_norm: 3.3653 2020-09-24 05:14:56,274 - mmaction - INFO - Epoch [36][940/940] lr: 4.000e-02, eta: 1 day, 19:55:09, time: 1.463, data_time: 0.002, memory: 6929, loss_aux: 1.3039, top1_acc: 0.4913, top5_acc: 0.7226, loss_cls: 2.2402, loss: 3.5441, grad_norm: 3.4175 2020-09-24 05:14:56,836 - mmaction - INFO - Saving checkpoint at 36 epochs 2020-09-24 05:15:33,187 - mmaction - INFO - Epoch [37][20/940] lr: 4.000e-02, eta: 1 day, 19:54:56, time: 1.733, data_time: 0.358, memory: 6929, loss_aux: 1.3198, top1_acc: 0.4867, top5_acc: 0.7137, loss_cls: 2.2809, loss: 3.6007, grad_norm: 3.4388 2020-09-24 05:16:01,778 - mmaction - INFO - Epoch [37][40/940] lr: 4.000e-02, eta: 1 day, 19:54:23, time: 1.431, data_time: 0.002, memory: 6929, loss_aux: 1.2943, top1_acc: 0.4912, top5_acc: 0.7277, loss_cls: 2.2201, loss: 3.5144, grad_norm: 3.4213 2020-09-24 05:16:30,818 - mmaction - INFO - Epoch [37][60/940] lr: 4.000e-02, eta: 1 day, 19:53:52, time: 1.451, data_time: 0.001, memory: 6929, loss_aux: 1.3122, top1_acc: 0.4893, top5_acc: 0.7168, loss_cls: 2.2745, loss: 3.5867, grad_norm: 3.3835 2020-09-24 05:17:00,342 - mmaction - INFO - Epoch [37][80/940] lr: 4.000e-02, eta: 1 day, 19:53:23, time: 1.476, data_time: 0.002, memory: 6929, loss_aux: 1.2809, top1_acc: 0.4969, top5_acc: 0.7242, loss_cls: 2.2041, loss: 3.4850, grad_norm: 3.3288 2020-09-24 05:17:30,919 - mmaction - INFO - Epoch [37][100/940] lr: 4.000e-02, eta: 1 day, 19:52:57, time: 1.528, data_time: 0.001, memory: 6929, loss_aux: 1.3044, top1_acc: 0.4838, top5_acc: 0.7209, loss_cls: 2.2649, loss: 3.5693, grad_norm: 3.3574 2020-09-24 05:17:59,615 - mmaction - INFO - Epoch [37][120/940] lr: 4.000e-02, eta: 1 day, 19:52:25, time: 1.436, data_time: 0.003, memory: 6929, loss_aux: 1.3055, top1_acc: 0.4900, top5_acc: 0.7270, loss_cls: 2.2318, loss: 3.5373, grad_norm: 3.3982 2020-09-24 05:18:29,752 - mmaction - INFO - Epoch [37][140/940] lr: 4.000e-02, eta: 1 day, 19:51:57, time: 1.505, data_time: 0.001, memory: 6929, loss_aux: 1.2937, top1_acc: 0.4977, top5_acc: 0.7320, loss_cls: 2.2028, loss: 3.4965, grad_norm: 3.3849 2020-09-24 05:18:58,685 - mmaction - INFO - Epoch [37][160/940] lr: 4.000e-02, eta: 1 day, 19:51:26, time: 1.448, data_time: 0.003, memory: 6929, loss_aux: 1.2971, top1_acc: 0.4947, top5_acc: 0.7264, loss_cls: 2.2403, loss: 3.5374, grad_norm: 3.4419 2020-09-24 05:19:29,005 - mmaction - INFO - Epoch [37][180/940] lr: 4.000e-02, eta: 1 day, 19:50:59, time: 1.514, data_time: 0.002, memory: 6929, loss_aux: 1.3016, top1_acc: 0.4908, top5_acc: 0.7240, loss_cls: 2.2171, loss: 3.5188, grad_norm: 3.3588 2020-09-24 05:19:58,442 - mmaction - INFO - Epoch [37][200/940] lr: 4.000e-02, eta: 1 day, 19:50:29, time: 1.474, data_time: 0.004, memory: 6929, loss_aux: 1.2987, top1_acc: 0.4947, top5_acc: 0.7232, loss_cls: 2.2416, loss: 3.5403, grad_norm: 3.3826 2020-09-24 05:20:28,619 - mmaction - INFO - Epoch [37][220/940] lr: 4.000e-02, eta: 1 day, 19:50:02, time: 1.508, data_time: 0.002, memory: 6929, loss_aux: 1.2916, top1_acc: 0.4918, top5_acc: 0.7215, loss_cls: 2.2411, loss: 3.5327, grad_norm: 3.2956 2020-09-24 05:20:58,558 - mmaction - INFO - Epoch [37][240/940] lr: 4.000e-02, eta: 1 day, 19:49:34, time: 1.499, data_time: 0.003, memory: 6929, loss_aux: 1.2850, top1_acc: 0.4906, top5_acc: 0.7293, loss_cls: 2.2100, loss: 3.4950, grad_norm: 3.3641 2020-09-24 05:21:28,003 - mmaction - INFO - Epoch [37][260/940] lr: 4.000e-02, eta: 1 day, 19:49:04, time: 1.471, data_time: 0.001, memory: 6929, loss_aux: 1.2886, top1_acc: 0.4977, top5_acc: 0.7312, loss_cls: 2.2174, loss: 3.5059, grad_norm: 3.3463 2020-09-24 05:21:57,146 - mmaction - INFO - Epoch [37][280/940] lr: 4.000e-02, eta: 1 day, 19:48:33, time: 1.458, data_time: 0.003, memory: 6929, loss_aux: 1.2676, top1_acc: 0.5027, top5_acc: 0.7338, loss_cls: 2.1793, loss: 3.4470, grad_norm: 3.3018 2020-09-24 05:22:27,523 - mmaction - INFO - Epoch [37][300/940] lr: 4.000e-02, eta: 1 day, 19:48:06, time: 1.518, data_time: 0.001, memory: 6929, loss_aux: 1.2978, top1_acc: 0.4998, top5_acc: 0.7209, loss_cls: 2.2251, loss: 3.5229, grad_norm: 3.3918 2020-09-24 05:22:57,546 - mmaction - INFO - Epoch [37][320/940] lr: 4.000e-02, eta: 1 day, 19:47:38, time: 1.501, data_time: 0.003, memory: 6929, loss_aux: 1.3088, top1_acc: 0.4965, top5_acc: 0.7211, loss_cls: 2.2456, loss: 3.5543, grad_norm: 3.3432 2020-09-24 05:23:26,770 - mmaction - INFO - Epoch [37][340/940] lr: 4.000e-02, eta: 1 day, 19:47:08, time: 1.461, data_time: 0.002, memory: 6929, loss_aux: 1.3008, top1_acc: 0.5020, top5_acc: 0.7256, loss_cls: 2.2361, loss: 3.5369, grad_norm: 3.3365 2020-09-24 05:23:56,347 - mmaction - INFO - Epoch [37][360/940] lr: 4.000e-02, eta: 1 day, 19:46:39, time: 1.479, data_time: 0.003, memory: 6929, loss_aux: 1.2993, top1_acc: 0.4854, top5_acc: 0.7209, loss_cls: 2.2464, loss: 3.5457, grad_norm: 3.4349 2020-09-24 05:24:26,321 - mmaction - INFO - Epoch [37][380/940] lr: 4.000e-02, eta: 1 day, 19:46:11, time: 1.499, data_time: 0.002, memory: 6929, loss_aux: 1.3035, top1_acc: 0.4906, top5_acc: 0.7305, loss_cls: 2.2343, loss: 3.5378, grad_norm: 3.3854 2020-09-24 05:24:55,975 - mmaction - INFO - Epoch [37][400/940] lr: 4.000e-02, eta: 1 day, 19:45:41, time: 1.483, data_time: 0.003, memory: 6929, loss_aux: 1.2877, top1_acc: 0.4947, top5_acc: 0.7246, loss_cls: 2.2381, loss: 3.5257, grad_norm: 3.4174 2020-09-24 05:25:25,682 - mmaction - INFO - Epoch [37][420/940] lr: 4.000e-02, eta: 1 day, 19:45:13, time: 1.485, data_time: 0.002, memory: 6929, loss_aux: 1.2637, top1_acc: 0.5096, top5_acc: 0.7365, loss_cls: 2.1669, loss: 3.4306, grad_norm: 3.3379 2020-09-24 05:25:54,830 - mmaction - INFO - Epoch [37][440/940] lr: 4.000e-02, eta: 1 day, 19:44:42, time: 1.459, data_time: 0.003, memory: 6929, loss_aux: 1.2745, top1_acc: 0.4947, top5_acc: 0.7256, loss_cls: 2.2037, loss: 3.4781, grad_norm: 3.3385 2020-09-24 05:26:24,392 - mmaction - INFO - Epoch [37][460/940] lr: 4.000e-02, eta: 1 day, 19:44:12, time: 1.477, data_time: 0.001, memory: 6929, loss_aux: 1.3035, top1_acc: 0.4865, top5_acc: 0.7270, loss_cls: 2.2360, loss: 3.5395, grad_norm: 3.3697 2020-09-24 05:26:53,741 - mmaction - INFO - Epoch [37][480/940] lr: 4.000e-02, eta: 1 day, 19:43:43, time: 1.469, data_time: 0.003, memory: 6929, loss_aux: 1.2666, top1_acc: 0.4971, top5_acc: 0.7385, loss_cls: 2.1953, loss: 3.4618, grad_norm: 3.2994 2020-09-24 05:27:23,313 - mmaction - INFO - Epoch [37][500/940] lr: 4.000e-02, eta: 1 day, 19:43:13, time: 1.477, data_time: 0.001, memory: 6929, loss_aux: 1.2923, top1_acc: 0.4891, top5_acc: 0.7299, loss_cls: 2.2237, loss: 3.5160, grad_norm: 3.4701 2020-09-24 05:27:53,193 - mmaction - INFO - Epoch [37][520/940] lr: 4.000e-02, eta: 1 day, 19:42:45, time: 1.495, data_time: 0.003, memory: 6929, loss_aux: 1.3284, top1_acc: 0.4791, top5_acc: 0.7137, loss_cls: 2.3041, loss: 3.6325, grad_norm: 3.4467 2020-09-24 05:28:22,264 - mmaction - INFO - Epoch [37][540/940] lr: 4.000e-02, eta: 1 day, 19:42:14, time: 1.453, data_time: 0.001, memory: 6929, loss_aux: 1.3176, top1_acc: 0.4879, top5_acc: 0.7229, loss_cls: 2.2674, loss: 3.5850, grad_norm: 3.4075 2020-09-24 05:28:52,062 - mmaction - INFO - Epoch [37][560/940] lr: 4.000e-02, eta: 1 day, 19:41:45, time: 1.489, data_time: 0.002, memory: 6929, loss_aux: 1.3146, top1_acc: 0.4832, top5_acc: 0.7174, loss_cls: 2.2761, loss: 3.5907, grad_norm: 3.3555 2020-09-24 05:29:22,199 - mmaction - INFO - Epoch [37][580/940] lr: 4.000e-02, eta: 1 day, 19:41:18, time: 1.508, data_time: 0.003, memory: 6929, loss_aux: 1.2924, top1_acc: 0.4945, top5_acc: 0.7289, loss_cls: 2.2099, loss: 3.5023, grad_norm: 3.3837 2020-09-24 05:29:52,113 - mmaction - INFO - Epoch [37][600/940] lr: 4.000e-02, eta: 1 day, 19:40:49, time: 1.495, data_time: 0.001, memory: 6929, loss_aux: 1.2965, top1_acc: 0.5057, top5_acc: 0.7254, loss_cls: 2.2349, loss: 3.5314, grad_norm: 3.3577 2020-09-24 05:30:22,334 - mmaction - INFO - Epoch [37][620/940] lr: 4.000e-02, eta: 1 day, 19:40:22, time: 1.511, data_time: 0.002, memory: 6929, loss_aux: 1.2803, top1_acc: 0.4895, top5_acc: 0.7281, loss_cls: 2.2039, loss: 3.4842, grad_norm: 3.2922 2020-09-24 05:30:52,712 - mmaction - INFO - Epoch [37][640/940] lr: 4.000e-02, eta: 1 day, 19:39:55, time: 1.519, data_time: 0.001, memory: 6929, loss_aux: 1.3229, top1_acc: 0.4906, top5_acc: 0.7121, loss_cls: 2.2844, loss: 3.6073, grad_norm: 3.3950 2020-09-24 05:31:22,304 - mmaction - INFO - Epoch [37][660/940] lr: 4.000e-02, eta: 1 day, 19:39:26, time: 1.478, data_time: 0.001, memory: 6929, loss_aux: 1.2990, top1_acc: 0.4873, top5_acc: 0.7217, loss_cls: 2.2751, loss: 3.5741, grad_norm: 3.4012 2020-09-24 05:31:52,022 - mmaction - INFO - Epoch [37][680/940] lr: 4.000e-02, eta: 1 day, 19:38:57, time: 1.486, data_time: 0.002, memory: 6929, loss_aux: 1.2972, top1_acc: 0.4918, top5_acc: 0.7254, loss_cls: 2.2458, loss: 3.5430, grad_norm: 3.3130 2020-09-24 05:32:22,070 - mmaction - INFO - Epoch [37][700/940] lr: 4.000e-02, eta: 1 day, 19:38:29, time: 1.504, data_time: 0.003, memory: 6929, loss_aux: 1.2970, top1_acc: 0.4959, top5_acc: 0.7191, loss_cls: 2.2494, loss: 3.5465, grad_norm: 3.4230 2020-09-24 05:32:52,039 - mmaction - INFO - Epoch [37][720/940] lr: 4.000e-02, eta: 1 day, 19:38:01, time: 1.497, data_time: 0.001, memory: 6929, loss_aux: 1.2961, top1_acc: 0.4939, top5_acc: 0.7305, loss_cls: 2.2248, loss: 3.5209, grad_norm: 3.3401 2020-09-24 05:33:21,671 - mmaction - INFO - Epoch [37][740/940] lr: 4.000e-02, eta: 1 day, 19:37:32, time: 1.483, data_time: 0.003, memory: 6929, loss_aux: 1.3059, top1_acc: 0.4896, top5_acc: 0.7236, loss_cls: 2.2510, loss: 3.5569, grad_norm: 3.3869 2020-09-24 05:33:50,903 - mmaction - INFO - Epoch [37][760/940] lr: 4.000e-02, eta: 1 day, 19:37:02, time: 1.461, data_time: 0.001, memory: 6929, loss_aux: 1.2933, top1_acc: 0.4859, top5_acc: 0.7215, loss_cls: 2.2437, loss: 3.5370, grad_norm: 3.4326 2020-09-24 05:34:20,161 - mmaction - INFO - Epoch [37][780/940] lr: 4.000e-02, eta: 1 day, 19:36:31, time: 1.463, data_time: 0.001, memory: 6929, loss_aux: 1.2806, top1_acc: 0.4994, top5_acc: 0.7301, loss_cls: 2.2260, loss: 3.5066, grad_norm: 3.2980 2020-09-24 05:34:50,300 - mmaction - INFO - Epoch [37][800/940] lr: 4.000e-02, eta: 1 day, 19:36:04, time: 1.506, data_time: 0.001, memory: 6929, loss_aux: 1.2998, top1_acc: 0.4869, top5_acc: 0.7297, loss_cls: 2.2286, loss: 3.5284, grad_norm: 3.4392 2020-09-24 05:35:20,003 - mmaction - INFO - Epoch [37][820/940] lr: 4.000e-02, eta: 1 day, 19:35:35, time: 1.487, data_time: 0.003, memory: 6929, loss_aux: 1.3294, top1_acc: 0.4789, top5_acc: 0.7107, loss_cls: 2.3177, loss: 3.6471, grad_norm: 3.3809 2020-09-24 05:35:49,961 - mmaction - INFO - Epoch [37][840/940] lr: 4.000e-02, eta: 1 day, 19:35:07, time: 1.496, data_time: 0.001, memory: 6929, loss_aux: 1.3077, top1_acc: 0.4908, top5_acc: 0.7201, loss_cls: 2.2449, loss: 3.5526, grad_norm: 3.3594 2020-09-24 05:36:19,238 - mmaction - INFO - Epoch [37][860/940] lr: 4.000e-02, eta: 1 day, 19:34:36, time: 1.466, data_time: 0.003, memory: 6929, loss_aux: 1.3148, top1_acc: 0.4887, top5_acc: 0.7129, loss_cls: 2.2690, loss: 3.5839, grad_norm: 3.3903 2020-09-24 05:36:48,828 - mmaction - INFO - Epoch [37][880/940] lr: 4.000e-02, eta: 1 day, 19:34:07, time: 1.478, data_time: 0.001, memory: 6929, loss_aux: 1.2993, top1_acc: 0.4877, top5_acc: 0.7217, loss_cls: 2.2600, loss: 3.5593, grad_norm: 3.4318 2020-09-24 05:37:18,802 - mmaction - INFO - Epoch [37][900/940] lr: 4.000e-02, eta: 1 day, 19:33:39, time: 1.499, data_time: 0.002, memory: 6929, loss_aux: 1.2908, top1_acc: 0.4879, top5_acc: 0.7240, loss_cls: 2.2320, loss: 3.5228, grad_norm: 3.3973 2020-09-24 05:37:48,879 - mmaction - INFO - Epoch [37][920/940] lr: 4.000e-02, eta: 1 day, 19:33:11, time: 1.504, data_time: 0.002, memory: 6929, loss_aux: 1.3159, top1_acc: 0.4859, top5_acc: 0.7197, loss_cls: 2.2614, loss: 3.5773, grad_norm: 3.4243 2020-09-24 05:38:17,566 - mmaction - INFO - Epoch [37][940/940] lr: 4.000e-02, eta: 1 day, 19:32:39, time: 1.435, data_time: 0.002, memory: 6929, loss_aux: 1.3178, top1_acc: 0.4840, top5_acc: 0.7181, loss_cls: 2.2803, loss: 3.5981, grad_norm: 3.4317 2020-09-24 05:38:17,940 - mmaction - INFO - Saving checkpoint at 37 epochs 2020-09-24 05:38:53,054 - mmaction - INFO - Epoch [38][20/940] lr: 4.000e-02, eta: 1 day, 19:32:16, time: 1.577, data_time: 0.267, memory: 6929, loss_aux: 1.3092, top1_acc: 0.4857, top5_acc: 0.7189, loss_cls: 2.2727, loss: 3.5820, grad_norm: 3.3689 2020-09-24 05:39:22,567 - mmaction - INFO - Epoch [38][40/940] lr: 4.000e-02, eta: 1 day, 19:31:46, time: 1.475, data_time: 0.002, memory: 6929, loss_aux: 1.2721, top1_acc: 0.5066, top5_acc: 0.7336, loss_cls: 2.1847, loss: 3.4568, grad_norm: 3.3263 2020-09-24 05:39:51,953 - mmaction - INFO - Epoch [38][60/940] lr: 4.000e-02, eta: 1 day, 19:31:16, time: 1.470, data_time: 0.002, memory: 6929, loss_aux: 1.2649, top1_acc: 0.5145, top5_acc: 0.7430, loss_cls: 2.1524, loss: 3.4173, grad_norm: 3.3825 2020-09-24 05:40:22,094 - mmaction - INFO - Epoch [38][80/940] lr: 4.000e-02, eta: 1 day, 19:30:49, time: 1.507, data_time: 0.001, memory: 6929, loss_aux: 1.2950, top1_acc: 0.5055, top5_acc: 0.7266, loss_cls: 2.2180, loss: 3.5130, grad_norm: 3.3661 2020-09-24 05:40:51,941 - mmaction - INFO - Epoch [38][100/940] lr: 4.000e-02, eta: 1 day, 19:30:20, time: 1.491, data_time: 0.001, memory: 6929, loss_aux: 1.2976, top1_acc: 0.5029, top5_acc: 0.7264, loss_cls: 2.2221, loss: 3.5197, grad_norm: 3.3424 2020-09-24 05:41:21,685 - mmaction - INFO - Epoch [38][120/940] lr: 4.000e-02, eta: 1 day, 19:29:51, time: 1.488, data_time: 0.003, memory: 6929, loss_aux: 1.2803, top1_acc: 0.4928, top5_acc: 0.7344, loss_cls: 2.2013, loss: 3.4816, grad_norm: 3.3861 2020-09-24 05:41:52,293 - mmaction - INFO - Epoch [38][140/940] lr: 4.000e-02, eta: 1 day, 19:29:25, time: 1.530, data_time: 0.002, memory: 6929, loss_aux: 1.2902, top1_acc: 0.4945, top5_acc: 0.7252, loss_cls: 2.2197, loss: 3.5099, grad_norm: 3.3530 2020-09-24 05:42:22,240 - mmaction - INFO - Epoch [38][160/940] lr: 4.000e-02, eta: 1 day, 19:28:57, time: 1.498, data_time: 0.003, memory: 6929, loss_aux: 1.2825, top1_acc: 0.4963, top5_acc: 0.7309, loss_cls: 2.2116, loss: 3.4942, grad_norm: 3.4232 2020-09-24 05:42:52,058 - mmaction - INFO - Epoch [38][180/940] lr: 4.000e-02, eta: 1 day, 19:28:28, time: 1.490, data_time: 0.001, memory: 6929, loss_aux: 1.2920, top1_acc: 0.4941, top5_acc: 0.7236, loss_cls: 2.2257, loss: 3.5176, grad_norm: 3.3989 2020-09-24 05:43:21,847 - mmaction - INFO - Epoch [38][200/940] lr: 4.000e-02, eta: 1 day, 19:28:00, time: 1.490, data_time: 0.002, memory: 6929, loss_aux: 1.2716, top1_acc: 0.5111, top5_acc: 0.7305, loss_cls: 2.1892, loss: 3.4608, grad_norm: 3.3402 2020-09-24 05:43:52,223 - mmaction - INFO - Epoch [38][220/940] lr: 4.000e-02, eta: 1 day, 19:27:33, time: 1.518, data_time: 0.001, memory: 6929, loss_aux: 1.2907, top1_acc: 0.4982, top5_acc: 0.7197, loss_cls: 2.2282, loss: 3.5189, grad_norm: 3.4118 2020-09-24 05:44:21,267 - mmaction - INFO - Epoch [38][240/940] lr: 4.000e-02, eta: 1 day, 19:27:02, time: 1.453, data_time: 0.002, memory: 6929, loss_aux: 1.2736, top1_acc: 0.4988, top5_acc: 0.7307, loss_cls: 2.2073, loss: 3.4809, grad_norm: 3.4039 2020-09-24 05:44:51,743 - mmaction - INFO - Epoch [38][260/940] lr: 4.000e-02, eta: 1 day, 19:26:35, time: 1.524, data_time: 0.002, memory: 6929, loss_aux: 1.2642, top1_acc: 0.5012, top5_acc: 0.7316, loss_cls: 2.1799, loss: 3.4441, grad_norm: 3.3680 2020-09-24 05:45:21,141 - mmaction - INFO - Epoch [38][280/940] lr: 4.000e-02, eta: 1 day, 19:26:05, time: 1.470, data_time: 0.002, memory: 6929, loss_aux: 1.2792, top1_acc: 0.4961, top5_acc: 0.7311, loss_cls: 2.2027, loss: 3.4819, grad_norm: 3.4132 2020-09-24 05:45:51,204 - mmaction - INFO - Epoch [38][300/940] lr: 4.000e-02, eta: 1 day, 19:25:37, time: 1.502, data_time: 0.001, memory: 6929, loss_aux: 1.2755, top1_acc: 0.5010, top5_acc: 0.7381, loss_cls: 2.1978, loss: 3.4733, grad_norm: 3.3963 2020-09-24 05:46:20,799 - mmaction - INFO - Epoch [38][320/940] lr: 4.000e-02, eta: 1 day, 19:25:08, time: 1.480, data_time: 0.003, memory: 6929, loss_aux: 1.2985, top1_acc: 0.4863, top5_acc: 0.7285, loss_cls: 2.2607, loss: 3.5592, grad_norm: 3.4037 2020-09-24 05:46:51,472 - mmaction - INFO - Epoch [38][340/940] lr: 4.000e-02, eta: 1 day, 19:24:42, time: 1.533, data_time: 0.002, memory: 6929, loss_aux: 1.3215, top1_acc: 0.4922, top5_acc: 0.7158, loss_cls: 2.2702, loss: 3.5917, grad_norm: 3.4121 2020-09-24 05:47:21,096 - mmaction - INFO - Epoch [38][360/940] lr: 4.000e-02, eta: 1 day, 19:24:13, time: 1.483, data_time: 0.003, memory: 6929, loss_aux: 1.2893, top1_acc: 0.4844, top5_acc: 0.7295, loss_cls: 2.2295, loss: 3.5188, grad_norm: 3.4386 2020-09-24 05:47:50,819 - mmaction - INFO - Epoch [38][380/940] lr: 4.000e-02, eta: 1 day, 19:23:44, time: 1.485, data_time: 0.001, memory: 6929, loss_aux: 1.3132, top1_acc: 0.4814, top5_acc: 0.7211, loss_cls: 2.2588, loss: 3.5720, grad_norm: 3.4128 2020-09-24 05:48:20,821 - mmaction - INFO - Epoch [38][400/940] lr: 4.000e-02, eta: 1 day, 19:23:16, time: 1.499, data_time: 0.003, memory: 6929, loss_aux: 1.2975, top1_acc: 0.4881, top5_acc: 0.7244, loss_cls: 2.2459, loss: 3.5433, grad_norm: 3.3976 2020-09-24 05:48:49,970 - mmaction - INFO - Epoch [38][420/940] lr: 4.000e-02, eta: 1 day, 19:22:45, time: 1.458, data_time: 0.003, memory: 6929, loss_aux: 1.3220, top1_acc: 0.4742, top5_acc: 0.7150, loss_cls: 2.2981, loss: 3.6201, grad_norm: 3.4638 2020-09-24 05:49:20,609 - mmaction - INFO - Epoch [38][440/940] lr: 4.000e-02, eta: 1 day, 19:22:19, time: 1.533, data_time: 0.003, memory: 6929, loss_aux: 1.2991, top1_acc: 0.4912, top5_acc: 0.7256, loss_cls: 2.2271, loss: 3.5262, grad_norm: 3.3259 2020-09-24 05:49:50,370 - mmaction - INFO - Epoch [38][460/940] lr: 4.000e-02, eta: 1 day, 19:21:50, time: 1.487, data_time: 0.001, memory: 6929, loss_aux: 1.3023, top1_acc: 0.4814, top5_acc: 0.7223, loss_cls: 2.2498, loss: 3.5522, grad_norm: 3.4700 2020-09-24 05:50:20,110 - mmaction - INFO - Epoch [38][480/940] lr: 4.000e-02, eta: 1 day, 19:21:21, time: 1.486, data_time: 0.003, memory: 6929, loss_aux: 1.2983, top1_acc: 0.4885, top5_acc: 0.7258, loss_cls: 2.2433, loss: 3.5416, grad_norm: 3.3893 2020-09-24 05:50:49,682 - mmaction - INFO - Epoch [38][500/940] lr: 4.000e-02, eta: 1 day, 19:20:52, time: 1.480, data_time: 0.004, memory: 6929, loss_aux: 1.3145, top1_acc: 0.4898, top5_acc: 0.7172, loss_cls: 2.2485, loss: 3.5631, grad_norm: 3.3555 2020-09-24 05:51:19,703 - mmaction - INFO - Epoch [38][520/940] lr: 4.000e-02, eta: 1 day, 19:20:24, time: 1.501, data_time: 0.002, memory: 6929, loss_aux: 1.3020, top1_acc: 0.4918, top5_acc: 0.7174, loss_cls: 2.2614, loss: 3.5634, grad_norm: 3.4033 2020-09-24 05:51:50,155 - mmaction - INFO - Epoch [38][540/940] lr: 4.000e-02, eta: 1 day, 19:19:57, time: 1.522, data_time: 0.002, memory: 6929, loss_aux: 1.3222, top1_acc: 0.4852, top5_acc: 0.7148, loss_cls: 2.2835, loss: 3.6057, grad_norm: 3.4077 2020-09-24 05:52:21,050 - mmaction - INFO - Epoch [38][560/940] lr: 4.000e-02, eta: 1 day, 19:19:32, time: 1.546, data_time: 0.003, memory: 6929, loss_aux: 1.2896, top1_acc: 0.4910, top5_acc: 0.7246, loss_cls: 2.2163, loss: 3.5059, grad_norm: 3.3366 2020-09-24 05:52:50,491 - mmaction - INFO - Epoch [38][580/940] lr: 4.000e-02, eta: 1 day, 19:19:02, time: 1.471, data_time: 0.001, memory: 6929, loss_aux: 1.2793, top1_acc: 0.4910, top5_acc: 0.7215, loss_cls: 2.1993, loss: 3.4786, grad_norm: 3.3157 2020-09-24 05:53:20,022 - mmaction - INFO - Epoch [38][600/940] lr: 4.000e-02, eta: 1 day, 19:18:32, time: 1.477, data_time: 0.003, memory: 6929, loss_aux: 1.3163, top1_acc: 0.4854, top5_acc: 0.7160, loss_cls: 2.2718, loss: 3.5881, grad_norm: 3.4058 2020-09-24 05:53:49,856 - mmaction - INFO - Epoch [38][620/940] lr: 4.000e-02, eta: 1 day, 19:18:04, time: 1.492, data_time: 0.002, memory: 6929, loss_aux: 1.3063, top1_acc: 0.4867, top5_acc: 0.7207, loss_cls: 2.2587, loss: 3.5650, grad_norm: 3.4319 2020-09-24 05:54:20,441 - mmaction - INFO - Epoch [38][640/940] lr: 4.000e-02, eta: 1 day, 19:17:38, time: 1.529, data_time: 0.001, memory: 6929, loss_aux: 1.2836, top1_acc: 0.4924, top5_acc: 0.7273, loss_cls: 2.2075, loss: 3.4911, grad_norm: 3.3972 2020-09-24 05:54:50,799 - mmaction - INFO - Epoch [38][660/940] lr: 4.000e-02, eta: 1 day, 19:17:10, time: 1.517, data_time: 0.002, memory: 6929, loss_aux: 1.2975, top1_acc: 0.4877, top5_acc: 0.7201, loss_cls: 2.2583, loss: 3.5558, grad_norm: 3.3486 2020-09-24 05:55:20,561 - mmaction - INFO - Epoch [38][680/940] lr: 4.000e-02, eta: 1 day, 19:16:42, time: 1.490, data_time: 0.002, memory: 6929, loss_aux: 1.3172, top1_acc: 0.4801, top5_acc: 0.7176, loss_cls: 2.2958, loss: 3.6130, grad_norm: 3.3918 2020-09-24 05:55:51,120 - mmaction - INFO - Epoch [38][700/940] lr: 4.000e-02, eta: 1 day, 19:16:15, time: 1.527, data_time: 0.001, memory: 6929, loss_aux: 1.2888, top1_acc: 0.4959, top5_acc: 0.7256, loss_cls: 2.2376, loss: 3.5265, grad_norm: 3.3695 2020-09-24 05:56:20,730 - mmaction - INFO - Epoch [38][720/940] lr: 4.000e-02, eta: 1 day, 19:15:46, time: 1.481, data_time: 0.002, memory: 6929, loss_aux: 1.3001, top1_acc: 0.4799, top5_acc: 0.7225, loss_cls: 2.2523, loss: 3.5524, grad_norm: 3.3229 2020-09-24 05:56:51,154 - mmaction - INFO - Epoch [38][740/940] lr: 4.000e-02, eta: 1 day, 19:15:19, time: 1.521, data_time: 0.001, memory: 6929, loss_aux: 1.3197, top1_acc: 0.4881, top5_acc: 0.7182, loss_cls: 2.2609, loss: 3.5805, grad_norm: 3.4650 2020-09-24 05:57:20,389 - mmaction - INFO - Epoch [38][760/940] lr: 4.000e-02, eta: 1 day, 19:14:49, time: 1.462, data_time: 0.002, memory: 6929, loss_aux: 1.2680, top1_acc: 0.5053, top5_acc: 0.7330, loss_cls: 2.1856, loss: 3.4536, grad_norm: 3.3304 2020-09-24 05:57:50,211 - mmaction - INFO - Epoch [38][780/940] lr: 4.000e-02, eta: 1 day, 19:14:20, time: 1.490, data_time: 0.001, memory: 6929, loss_aux: 1.2896, top1_acc: 0.4871, top5_acc: 0.7234, loss_cls: 2.2328, loss: 3.5224, grad_norm: 3.3659 2020-09-24 05:58:20,096 - mmaction - INFO - Epoch [38][800/940] lr: 4.000e-02, eta: 1 day, 19:13:52, time: 1.496, data_time: 0.003, memory: 6929, loss_aux: 1.2981, top1_acc: 0.4875, top5_acc: 0.7252, loss_cls: 2.2525, loss: 3.5506, grad_norm: 3.3689 2020-09-24 05:58:50,779 - mmaction - INFO - Epoch [38][820/940] lr: 4.000e-02, eta: 1 day, 19:13:25, time: 1.530, data_time: 0.001, memory: 6929, loss_aux: 1.2771, top1_acc: 0.5027, top5_acc: 0.7346, loss_cls: 2.2003, loss: 3.4773, grad_norm: 3.3554 2020-09-24 05:59:20,161 - mmaction - INFO - Epoch [38][840/940] lr: 4.000e-02, eta: 1 day, 19:12:56, time: 1.473, data_time: 0.005, memory: 6929, loss_aux: 1.2892, top1_acc: 0.4938, top5_acc: 0.7213, loss_cls: 2.2289, loss: 3.5181, grad_norm: 3.3275 2020-09-24 05:59:50,982 - mmaction - INFO - Epoch [38][860/940] lr: 4.000e-02, eta: 1 day, 19:12:30, time: 1.540, data_time: 0.002, memory: 6929, loss_aux: 1.3091, top1_acc: 0.4813, top5_acc: 0.7227, loss_cls: 2.2436, loss: 3.5528, grad_norm: 3.3833 2020-09-24 06:00:27,265 - mmaction - INFO - Epoch [38][880/940] lr: 4.000e-02, eta: 1 day, 19:12:19, time: 1.802, data_time: 0.003, memory: 6929, loss_aux: 1.2920, top1_acc: 0.4895, top5_acc: 0.7275, loss_cls: 2.2276, loss: 3.5196, grad_norm: 3.3646 2020-09-24 06:00:56,203 - mmaction - INFO - Epoch [38][900/940] lr: 4.000e-02, eta: 1 day, 19:11:49, time: 1.460, data_time: 0.024, memory: 6929, loss_aux: 1.3124, top1_acc: 0.4773, top5_acc: 0.7191, loss_cls: 2.2887, loss: 3.6011, grad_norm: 3.4078 2020-09-24 06:01:26,996 - mmaction - INFO - Epoch [38][920/940] lr: 4.000e-02, eta: 1 day, 19:11:23, time: 1.539, data_time: 0.001, memory: 6929, loss_aux: 1.3051, top1_acc: 0.4951, top5_acc: 0.7285, loss_cls: 2.2337, loss: 3.5388, grad_norm: 3.4101 2020-09-24 06:01:55,920 - mmaction - INFO - Epoch [38][940/940] lr: 4.000e-02, eta: 1 day, 19:10:52, time: 1.447, data_time: 0.002, memory: 6929, loss_aux: 1.2971, top1_acc: 0.4986, top5_acc: 0.7293, loss_cls: 2.2427, loss: 3.5398, grad_norm: 3.3819 2020-09-24 06:01:56,485 - mmaction - INFO - Saving checkpoint at 38 epochs 2020-09-24 06:02:32,135 - mmaction - INFO - Epoch [39][20/940] lr: 4.000e-02, eta: 1 day, 19:10:25, time: 1.521, data_time: 0.248, memory: 6929, loss_aux: 1.2990, top1_acc: 0.4854, top5_acc: 0.7180, loss_cls: 2.2613, loss: 3.5604, grad_norm: 3.4466 2020-09-24 06:03:00,777 - mmaction - INFO - Epoch [39][40/940] lr: 4.000e-02, eta: 1 day, 19:09:53, time: 1.431, data_time: 0.001, memory: 6929, loss_aux: 1.2781, top1_acc: 0.5057, top5_acc: 0.7334, loss_cls: 2.1870, loss: 3.4650, grad_norm: 3.3123 2020-09-24 06:03:30,265 - mmaction - INFO - Epoch [39][60/940] lr: 4.000e-02, eta: 1 day, 19:09:23, time: 1.474, data_time: 0.003, memory: 6929, loss_aux: 1.2698, top1_acc: 0.4951, top5_acc: 0.7375, loss_cls: 2.1832, loss: 3.4530, grad_norm: 3.3599 2020-09-24 06:04:00,287 - mmaction - INFO - Epoch [39][80/940] lr: 4.000e-02, eta: 1 day, 19:08:55, time: 1.502, data_time: 0.003, memory: 6929, loss_aux: 1.2597, top1_acc: 0.5051, top5_acc: 0.7328, loss_cls: 2.1711, loss: 3.4308, grad_norm: 3.3268 2020-09-24 06:04:29,998 - mmaction - INFO - Epoch [39][100/940] lr: 4.000e-02, eta: 1 day, 19:08:26, time: 1.486, data_time: 0.003, memory: 6929, loss_aux: 1.2761, top1_acc: 0.4924, top5_acc: 0.7338, loss_cls: 2.1851, loss: 3.4612, grad_norm: 3.3923 2020-09-24 06:04:59,957 - mmaction - INFO - Epoch [39][120/940] lr: 4.000e-02, eta: 1 day, 19:07:58, time: 1.498, data_time: 0.002, memory: 6929, loss_aux: 1.2724, top1_acc: 0.4998, top5_acc: 0.7371, loss_cls: 2.1904, loss: 3.4628, grad_norm: 3.3993 2020-09-24 06:05:29,832 - mmaction - INFO - Epoch [39][140/940] lr: 4.000e-02, eta: 1 day, 19:07:29, time: 1.493, data_time: 0.001, memory: 6929, loss_aux: 1.2866, top1_acc: 0.4947, top5_acc: 0.7223, loss_cls: 2.2424, loss: 3.5290, grad_norm: 3.4541 2020-09-24 06:05:59,579 - mmaction - INFO - Epoch [39][160/940] lr: 4.000e-02, eta: 1 day, 19:07:00, time: 1.488, data_time: 0.002, memory: 6929, loss_aux: 1.2849, top1_acc: 0.4967, top5_acc: 0.7361, loss_cls: 2.2021, loss: 3.4870, grad_norm: 3.3483 2020-09-24 06:06:29,445 - mmaction - INFO - Epoch [39][180/940] lr: 4.000e-02, eta: 1 day, 19:06:32, time: 1.491, data_time: 0.001, memory: 6929, loss_aux: 1.2804, top1_acc: 0.5014, top5_acc: 0.7309, loss_cls: 2.1887, loss: 3.4691, grad_norm: 3.3787 2020-09-24 06:06:59,088 - mmaction - INFO - Epoch [39][200/940] lr: 4.000e-02, eta: 1 day, 19:06:03, time: 1.484, data_time: 0.004, memory: 6929, loss_aux: 1.3175, top1_acc: 0.4848, top5_acc: 0.7141, loss_cls: 2.2732, loss: 3.5907, grad_norm: 3.3888 2020-09-24 06:07:28,919 - mmaction - INFO - Epoch [39][220/940] lr: 4.000e-02, eta: 1 day, 19:05:34, time: 1.490, data_time: 0.001, memory: 6929, loss_aux: 1.2845, top1_acc: 0.5062, top5_acc: 0.7191, loss_cls: 2.2129, loss: 3.4974, grad_norm: 3.3010 2020-09-24 06:07:59,346 - mmaction - INFO - Epoch [39][240/940] lr: 4.000e-02, eta: 1 day, 19:05:07, time: 1.522, data_time: 0.003, memory: 6929, loss_aux: 1.2974, top1_acc: 0.5002, top5_acc: 0.7273, loss_cls: 2.2263, loss: 3.5238, grad_norm: 3.3358 2020-09-24 06:08:28,769 - mmaction - INFO - Epoch [39][260/940] lr: 4.000e-02, eta: 1 day, 19:04:37, time: 1.470, data_time: 0.001, memory: 6929, loss_aux: 1.2917, top1_acc: 0.4996, top5_acc: 0.7324, loss_cls: 2.2022, loss: 3.4940, grad_norm: 3.3915 2020-09-24 06:08:58,662 - mmaction - INFO - Epoch [39][280/940] lr: 4.000e-02, eta: 1 day, 19:04:09, time: 1.496, data_time: 0.003, memory: 6929, loss_aux: 1.2804, top1_acc: 0.4967, top5_acc: 0.7260, loss_cls: 2.2056, loss: 3.4860, grad_norm: 3.4014 2020-09-24 06:09:28,344 - mmaction - INFO - Epoch [39][300/940] lr: 4.000e-02, eta: 1 day, 19:03:39, time: 1.483, data_time: 0.001, memory: 6929, loss_aux: 1.2946, top1_acc: 0.4953, top5_acc: 0.7252, loss_cls: 2.2231, loss: 3.5177, grad_norm: 3.4167 2020-09-24 06:09:58,250 - mmaction - INFO - Epoch [39][320/940] lr: 4.000e-02, eta: 1 day, 19:03:11, time: 1.497, data_time: 0.003, memory: 6929, loss_aux: 1.3031, top1_acc: 0.4807, top5_acc: 0.7189, loss_cls: 2.2728, loss: 3.5759, grad_norm: 3.3902 2020-09-24 06:10:27,908 - mmaction - INFO - Epoch [39][340/940] lr: 4.000e-02, eta: 1 day, 19:02:42, time: 1.481, data_time: 0.001, memory: 6929, loss_aux: 1.2982, top1_acc: 0.4963, top5_acc: 0.7281, loss_cls: 2.2377, loss: 3.5358, grad_norm: 3.3688 2020-09-24 06:10:58,060 - mmaction - INFO - Epoch [39][360/940] lr: 4.000e-02, eta: 1 day, 19:02:14, time: 1.509, data_time: 0.003, memory: 6929, loss_aux: 1.2669, top1_acc: 0.5059, top5_acc: 0.7369, loss_cls: 2.1699, loss: 3.4368, grad_norm: 3.3319 2020-09-24 06:11:27,567 - mmaction - INFO - Epoch [39][380/940] lr: 4.000e-02, eta: 1 day, 19:01:44, time: 1.474, data_time: 0.002, memory: 6929, loss_aux: 1.2889, top1_acc: 0.5018, top5_acc: 0.7256, loss_cls: 2.2289, loss: 3.5178, grad_norm: 3.3748 2020-09-24 06:11:57,184 - mmaction - INFO - Epoch [39][400/940] lr: 4.000e-02, eta: 1 day, 19:01:15, time: 1.482, data_time: 0.005, memory: 6929, loss_aux: 1.3040, top1_acc: 0.4938, top5_acc: 0.7254, loss_cls: 2.2518, loss: 3.5557, grad_norm: 3.3854 2020-09-24 06:12:27,354 - mmaction - INFO - Epoch [39][420/940] lr: 4.000e-02, eta: 1 day, 19:00:47, time: 1.508, data_time: 0.001, memory: 6929, loss_aux: 1.2814, top1_acc: 0.4961, top5_acc: 0.7248, loss_cls: 2.2340, loss: 3.5154, grad_norm: 3.4685 2020-09-24 06:12:56,766 - mmaction - INFO - Epoch [39][440/940] lr: 4.000e-02, eta: 1 day, 19:00:18, time: 1.472, data_time: 0.003, memory: 6929, loss_aux: 1.3008, top1_acc: 0.4885, top5_acc: 0.7271, loss_cls: 2.2545, loss: 3.5553, grad_norm: 3.3615 2020-09-24 06:13:27,304 - mmaction - INFO - Epoch [39][460/940] lr: 4.000e-02, eta: 1 day, 18:59:51, time: 1.526, data_time: 0.001, memory: 6929, loss_aux: 1.2916, top1_acc: 0.4869, top5_acc: 0.7270, loss_cls: 2.2417, loss: 3.5333, grad_norm: 3.4372 2020-09-24 06:13:57,452 - mmaction - INFO - Epoch [39][480/940] lr: 4.000e-02, eta: 1 day, 18:59:23, time: 1.507, data_time: 0.002, memory: 6929, loss_aux: 1.2843, top1_acc: 0.4963, top5_acc: 0.7299, loss_cls: 2.2213, loss: 3.5057, grad_norm: 3.3586 2020-09-24 06:14:26,500 - mmaction - INFO - Epoch [39][500/940] lr: 4.000e-02, eta: 1 day, 18:58:52, time: 1.452, data_time: 0.002, memory: 6929, loss_aux: 1.3076, top1_acc: 0.4885, top5_acc: 0.7213, loss_cls: 2.2651, loss: 3.5727, grad_norm: 3.4168 2020-09-24 06:14:56,262 - mmaction - INFO - Epoch [39][520/940] lr: 4.000e-02, eta: 1 day, 18:58:23, time: 1.489, data_time: 0.002, memory: 6929, loss_aux: 1.2994, top1_acc: 0.4926, top5_acc: 0.7199, loss_cls: 2.2493, loss: 3.5488, grad_norm: 3.4040 2020-09-24 06:15:27,248 - mmaction - INFO - Epoch [39][540/940] lr: 4.000e-02, eta: 1 day, 18:57:58, time: 1.549, data_time: 0.001, memory: 6929, loss_aux: 1.2902, top1_acc: 0.4992, top5_acc: 0.7309, loss_cls: 2.2125, loss: 3.5027, grad_norm: 3.3843 2020-09-24 06:15:56,383 - mmaction - INFO - Epoch [39][560/940] lr: 4.000e-02, eta: 1 day, 18:57:27, time: 1.458, data_time: 0.003, memory: 6929, loss_aux: 1.3020, top1_acc: 0.4900, top5_acc: 0.7170, loss_cls: 2.2277, loss: 3.5297, grad_norm: 3.4295 2020-09-24 06:16:26,679 - mmaction - INFO - Epoch [39][580/940] lr: 4.000e-02, eta: 1 day, 18:57:00, time: 1.514, data_time: 0.003, memory: 6929, loss_aux: 1.3040, top1_acc: 0.4844, top5_acc: 0.7197, loss_cls: 2.2682, loss: 3.5722, grad_norm: 3.3407 2020-09-24 06:16:55,740 - mmaction - INFO - Epoch [39][600/940] lr: 4.000e-02, eta: 1 day, 18:56:29, time: 1.452, data_time: 0.002, memory: 6929, loss_aux: 1.2913, top1_acc: 0.4936, top5_acc: 0.7336, loss_cls: 2.2168, loss: 3.5081, grad_norm: 3.3442 2020-09-24 06:17:26,312 - mmaction - INFO - Epoch [39][620/940] lr: 4.000e-02, eta: 1 day, 18:56:03, time: 1.529, data_time: 0.002, memory: 6929, loss_aux: 1.2693, top1_acc: 0.5012, top5_acc: 0.7305, loss_cls: 2.2019, loss: 3.4712, grad_norm: 3.3929 2020-09-24 06:17:55,566 - mmaction - INFO - Epoch [39][640/940] lr: 4.000e-02, eta: 1 day, 18:55:32, time: 1.463, data_time: 0.002, memory: 6929, loss_aux: 1.3099, top1_acc: 0.4934, top5_acc: 0.7203, loss_cls: 2.2571, loss: 3.5669, grad_norm: 3.4754 2020-09-24 06:18:25,177 - mmaction - INFO - Epoch [39][660/940] lr: 4.000e-02, eta: 1 day, 18:55:03, time: 1.480, data_time: 0.002, memory: 6929, loss_aux: 1.2832, top1_acc: 0.5012, top5_acc: 0.7293, loss_cls: 2.2128, loss: 3.4960, grad_norm: 3.3467 2020-09-24 06:18:54,995 - mmaction - INFO - Epoch [39][680/940] lr: 4.000e-02, eta: 1 day, 18:54:34, time: 1.491, data_time: 0.002, memory: 6929, loss_aux: 1.2715, top1_acc: 0.5119, top5_acc: 0.7297, loss_cls: 2.1767, loss: 3.4482, grad_norm: 3.3478 2020-09-24 06:19:24,717 - mmaction - INFO - Epoch [39][700/940] lr: 4.000e-02, eta: 1 day, 18:54:05, time: 1.486, data_time: 0.002, memory: 6929, loss_aux: 1.3043, top1_acc: 0.4893, top5_acc: 0.7123, loss_cls: 2.2710, loss: 3.5753, grad_norm: 3.4008 2020-09-24 06:19:54,909 - mmaction - INFO - Epoch [39][720/940] lr: 4.000e-02, eta: 1 day, 18:53:37, time: 1.509, data_time: 0.002, memory: 6929, loss_aux: 1.2910, top1_acc: 0.4988, top5_acc: 0.7299, loss_cls: 2.2129, loss: 3.5038, grad_norm: 3.4472 2020-09-24 06:20:24,372 - mmaction - INFO - Epoch [39][740/940] lr: 4.000e-02, eta: 1 day, 18:53:08, time: 1.473, data_time: 0.003, memory: 6929, loss_aux: 1.3106, top1_acc: 0.4867, top5_acc: 0.7162, loss_cls: 2.2684, loss: 3.5790, grad_norm: 3.3927 2020-09-24 06:20:54,218 - mmaction - INFO - Epoch [39][760/940] lr: 4.000e-02, eta: 1 day, 18:52:39, time: 1.494, data_time: 0.003, memory: 6929, loss_aux: 1.2968, top1_acc: 0.4934, top5_acc: 0.7268, loss_cls: 2.2374, loss: 3.5343, grad_norm: 3.4030 2020-09-24 06:21:23,720 - mmaction - INFO - Epoch [39][780/940] lr: 4.000e-02, eta: 1 day, 18:52:09, time: 1.473, data_time: 0.001, memory: 6929, loss_aux: 1.3080, top1_acc: 0.4803, top5_acc: 0.7139, loss_cls: 2.2853, loss: 3.5933, grad_norm: 3.3796 2020-09-24 06:21:53,975 - mmaction - INFO - Epoch [39][800/940] lr: 4.000e-02, eta: 1 day, 18:51:42, time: 1.514, data_time: 0.004, memory: 6929, loss_aux: 1.2919, top1_acc: 0.4844, top5_acc: 0.7170, loss_cls: 2.2375, loss: 3.5294, grad_norm: 3.3538 2020-09-24 06:22:22,961 - mmaction - INFO - Epoch [39][820/940] lr: 4.000e-02, eta: 1 day, 18:51:11, time: 1.449, data_time: 0.002, memory: 6929, loss_aux: 1.3327, top1_acc: 0.4770, top5_acc: 0.7086, loss_cls: 2.3028, loss: 3.6354, grad_norm: 3.3878 2020-09-24 06:22:53,090 - mmaction - INFO - Epoch [39][840/940] lr: 4.000e-02, eta: 1 day, 18:50:43, time: 1.507, data_time: 0.002, memory: 6929, loss_aux: 1.3050, top1_acc: 0.4887, top5_acc: 0.7232, loss_cls: 2.2546, loss: 3.5596, grad_norm: 3.3943 2020-09-24 06:23:23,263 - mmaction - INFO - Epoch [39][860/940] lr: 4.000e-02, eta: 1 day, 18:50:15, time: 1.507, data_time: 0.001, memory: 6929, loss_aux: 1.3199, top1_acc: 0.4852, top5_acc: 0.7139, loss_cls: 2.2990, loss: 3.6189, grad_norm: 3.3899 2020-09-24 06:23:52,863 - mmaction - INFO - Epoch [39][880/940] lr: 4.000e-02, eta: 1 day, 18:49:46, time: 1.481, data_time: 0.003, memory: 6929, loss_aux: 1.2845, top1_acc: 0.4953, top5_acc: 0.7248, loss_cls: 2.2270, loss: 3.5115, grad_norm: 3.3154 2020-09-24 06:24:23,146 - mmaction - INFO - Epoch [39][900/940] lr: 4.000e-02, eta: 1 day, 18:49:19, time: 1.514, data_time: 0.002, memory: 6929, loss_aux: 1.2956, top1_acc: 0.4908, top5_acc: 0.7289, loss_cls: 2.2253, loss: 3.5209, grad_norm: 3.3410 2020-09-24 06:24:53,365 - mmaction - INFO - Epoch [39][920/940] lr: 4.000e-02, eta: 1 day, 18:48:51, time: 1.512, data_time: 0.002, memory: 6929, loss_aux: 1.2930, top1_acc: 0.4896, top5_acc: 0.7184, loss_cls: 2.2670, loss: 3.5601, grad_norm: 3.3700 2020-09-24 06:25:22,935 - mmaction - INFO - Epoch [39][940/940] lr: 4.000e-02, eta: 1 day, 18:48:21, time: 1.475, data_time: 0.001, memory: 6929, loss_aux: 1.2752, top1_acc: 0.5051, top5_acc: 0.7328, loss_cls: 2.2194, loss: 3.4945, grad_norm: 3.3891 2020-09-24 06:25:23,365 - mmaction - INFO - Saving checkpoint at 39 epochs 2020-09-24 06:25:57,770 - mmaction - INFO - Epoch [40][20/940] lr: 4.000e-02, eta: 1 day, 18:47:53, time: 1.496, data_time: 0.207, memory: 6929, loss_aux: 1.2803, top1_acc: 0.4988, top5_acc: 0.7361, loss_cls: 2.1988, loss: 3.4791, grad_norm: 3.4211 2020-09-24 06:26:27,506 - mmaction - INFO - Epoch [40][40/940] lr: 4.000e-02, eta: 1 day, 18:47:24, time: 1.486, data_time: 0.004, memory: 6929, loss_aux: 1.2630, top1_acc: 0.5119, top5_acc: 0.7352, loss_cls: 2.1488, loss: 3.4119, grad_norm: 3.4409 2020-09-24 06:26:58,169 - mmaction - INFO - Epoch [40][60/940] lr: 4.000e-02, eta: 1 day, 18:46:58, time: 1.534, data_time: 0.003, memory: 6929, loss_aux: 1.2807, top1_acc: 0.4998, top5_acc: 0.7316, loss_cls: 2.1985, loss: 3.4792, grad_norm: 3.4163 2020-09-24 06:27:27,953 - mmaction - INFO - Epoch [40][80/940] lr: 4.000e-02, eta: 1 day, 18:46:29, time: 1.488, data_time: 0.001, memory: 6929, loss_aux: 1.2764, top1_acc: 0.5098, top5_acc: 0.7371, loss_cls: 2.1649, loss: 3.4413, grad_norm: 3.3846 2020-09-24 06:27:58,309 - mmaction - INFO - Epoch [40][100/940] lr: 4.000e-02, eta: 1 day, 18:46:02, time: 1.519, data_time: 0.003, memory: 6929, loss_aux: 1.2761, top1_acc: 0.4980, top5_acc: 0.7334, loss_cls: 2.1854, loss: 3.4615, grad_norm: 3.4073 2020-09-24 06:28:28,449 - mmaction - INFO - Epoch [40][120/940] lr: 4.000e-02, eta: 1 day, 18:45:34, time: 1.505, data_time: 0.001, memory: 6929, loss_aux: 1.2998, top1_acc: 0.4930, top5_acc: 0.7188, loss_cls: 2.2544, loss: 3.5543, grad_norm: 3.4112 2020-09-24 06:28:57,464 - mmaction - INFO - Epoch [40][140/940] lr: 4.000e-02, eta: 1 day, 18:45:03, time: 1.452, data_time: 0.003, memory: 6929, loss_aux: 1.2757, top1_acc: 0.5049, top5_acc: 0.7350, loss_cls: 2.1729, loss: 3.4486, grad_norm: 3.3926 2020-09-24 06:29:27,857 - mmaction - INFO - Epoch [40][160/940] lr: 4.000e-02, eta: 1 day, 18:44:36, time: 1.519, data_time: 0.001, memory: 6929, loss_aux: 1.2883, top1_acc: 0.5008, top5_acc: 0.7307, loss_cls: 2.2107, loss: 3.4990, grad_norm: 3.4281 2020-09-24 06:29:57,490 - mmaction - INFO - Epoch [40][180/940] lr: 4.000e-02, eta: 1 day, 18:44:06, time: 1.482, data_time: 0.002, memory: 6929, loss_aux: 1.2794, top1_acc: 0.5029, top5_acc: 0.7330, loss_cls: 2.2011, loss: 3.4804, grad_norm: 3.4082 2020-09-24 06:30:26,808 - mmaction - INFO - Epoch [40][200/940] lr: 4.000e-02, eta: 1 day, 18:43:36, time: 1.465, data_time: 0.001, memory: 6929, loss_aux: 1.2791, top1_acc: 0.4998, top5_acc: 0.7271, loss_cls: 2.2016, loss: 3.4808, grad_norm: 3.3382 2020-09-24 06:30:56,660 - mmaction - INFO - Epoch [40][220/940] lr: 4.000e-02, eta: 1 day, 18:43:07, time: 1.494, data_time: 0.002, memory: 6929, loss_aux: 1.2567, top1_acc: 0.5055, top5_acc: 0.7393, loss_cls: 2.1722, loss: 3.4289, grad_norm: 3.3976 2020-09-24 06:31:26,578 - mmaction - INFO - Epoch [40][240/940] lr: 4.000e-02, eta: 1 day, 18:42:39, time: 1.495, data_time: 0.001, memory: 6929, loss_aux: 1.2799, top1_acc: 0.5008, top5_acc: 0.7301, loss_cls: 2.2053, loss: 3.4853, grad_norm: 3.4122 2020-09-24 06:31:56,237 - mmaction - INFO - Epoch [40][260/940] lr: 4.000e-02, eta: 1 day, 18:42:09, time: 1.474, data_time: 0.002, memory: 6929, loss_aux: 1.2881, top1_acc: 0.5029, top5_acc: 0.7301, loss_cls: 2.1942, loss: 3.4822, grad_norm: 3.3852 2020-09-24 06:32:26,034 - mmaction - INFO - Epoch [40][280/940] lr: 4.000e-02, eta: 1 day, 18:41:41, time: 1.499, data_time: 0.011, memory: 6929, loss_aux: 1.3000, top1_acc: 0.4965, top5_acc: 0.7322, loss_cls: 2.2287, loss: 3.5286, grad_norm: 3.4507 2020-09-24 06:32:55,670 - mmaction - INFO - Epoch [40][300/940] lr: 4.000e-02, eta: 1 day, 18:41:12, time: 1.482, data_time: 0.002, memory: 6929, loss_aux: 1.3111, top1_acc: 0.4918, top5_acc: 0.7232, loss_cls: 2.2500, loss: 3.5611, grad_norm: 3.3867 2020-09-24 06:33:25,485 - mmaction - INFO - Epoch [40][320/940] lr: 4.000e-02, eta: 1 day, 18:40:43, time: 1.489, data_time: 0.001, memory: 6929, loss_aux: 1.2956, top1_acc: 0.4930, top5_acc: 0.7242, loss_cls: 2.2321, loss: 3.5277, grad_norm: 3.4244 2020-09-24 06:33:55,659 - mmaction - INFO - Epoch [40][340/940] lr: 4.000e-02, eta: 1 day, 18:40:15, time: 1.510, data_time: 0.003, memory: 6929, loss_aux: 1.2916, top1_acc: 0.4930, top5_acc: 0.7238, loss_cls: 2.2231, loss: 3.5147, grad_norm: 3.4142 2020-09-24 06:34:25,431 - mmaction - INFO - Epoch [40][360/940] lr: 4.000e-02, eta: 1 day, 18:39:46, time: 1.488, data_time: 0.001, memory: 6929, loss_aux: 1.2613, top1_acc: 0.5070, top5_acc: 0.7436, loss_cls: 2.1532, loss: 3.4145, grad_norm: 3.3961 2020-09-24 06:34:55,330 - mmaction - INFO - Epoch [40][380/940] lr: 4.000e-02, eta: 1 day, 18:39:18, time: 1.495, data_time: 0.002, memory: 6929, loss_aux: 1.3071, top1_acc: 0.4926, top5_acc: 0.7199, loss_cls: 2.2518, loss: 3.5589, grad_norm: 3.3390 2020-09-24 06:35:25,737 - mmaction - INFO - Epoch [40][400/940] lr: 4.000e-02, eta: 1 day, 18:38:51, time: 1.520, data_time: 0.002, memory: 6929, loss_aux: 1.2729, top1_acc: 0.4939, top5_acc: 0.7270, loss_cls: 2.2184, loss: 3.4913, grad_norm: 3.3058 2020-09-24 06:35:54,917 - mmaction - INFO - Epoch [40][420/940] lr: 4.000e-02, eta: 1 day, 18:38:20, time: 1.460, data_time: 0.003, memory: 6929, loss_aux: 1.2847, top1_acc: 0.4984, top5_acc: 0.7396, loss_cls: 2.1871, loss: 3.4718, grad_norm: 3.4348 2020-09-24 06:36:24,989 - mmaction - INFO - Epoch [40][440/940] lr: 4.000e-02, eta: 1 day, 18:37:52, time: 1.502, data_time: 0.001, memory: 6929, loss_aux: 1.3037, top1_acc: 0.4896, top5_acc: 0.7211, loss_cls: 2.2568, loss: 3.5604, grad_norm: 3.4145 2020-09-24 06:36:54,381 - mmaction - INFO - Epoch [40][460/940] lr: 4.000e-02, eta: 1 day, 18:37:22, time: 1.471, data_time: 0.003, memory: 6929, loss_aux: 1.2893, top1_acc: 0.5010, top5_acc: 0.7266, loss_cls: 2.2070, loss: 3.4963, grad_norm: 3.4244 2020-09-24 06:37:24,222 - mmaction - INFO - Epoch [40][480/940] lr: 4.000e-02, eta: 1 day, 18:36:53, time: 1.492, data_time: 0.002, memory: 6929, loss_aux: 1.2918, top1_acc: 0.4949, top5_acc: 0.7262, loss_cls: 2.2307, loss: 3.5226, grad_norm: 3.4404 2020-09-24 06:37:54,452 - mmaction - INFO - Epoch [40][500/940] lr: 4.000e-02, eta: 1 day, 18:36:26, time: 1.511, data_time: 0.002, memory: 6929, loss_aux: 1.2883, top1_acc: 0.4916, top5_acc: 0.7242, loss_cls: 2.2210, loss: 3.5093, grad_norm: 3.4228 2020-09-24 06:38:24,548 - mmaction - INFO - Epoch [40][520/940] lr: 4.000e-02, eta: 1 day, 18:35:58, time: 1.505, data_time: 0.002, memory: 6929, loss_aux: 1.3215, top1_acc: 0.4873, top5_acc: 0.7248, loss_cls: 2.2678, loss: 3.5893, grad_norm: 3.4537 2020-09-24 06:38:54,553 - mmaction - INFO - Epoch [40][540/940] lr: 4.000e-02, eta: 1 day, 18:35:29, time: 1.501, data_time: 0.002, memory: 6929, loss_aux: 1.2908, top1_acc: 0.4846, top5_acc: 0.7232, loss_cls: 2.2530, loss: 3.5438, grad_norm: 3.4099 2020-09-24 06:39:25,885 - mmaction - INFO - Epoch [40][560/940] lr: 4.000e-02, eta: 1 day, 18:35:05, time: 1.565, data_time: 0.001, memory: 6929, loss_aux: 1.2956, top1_acc: 0.4990, top5_acc: 0.7262, loss_cls: 2.2234, loss: 3.5191, grad_norm: 3.3991 2020-09-24 06:39:55,230 - mmaction - INFO - Epoch [40][580/940] lr: 4.000e-02, eta: 1 day, 18:34:35, time: 1.468, data_time: 0.003, memory: 6929, loss_aux: 1.2601, top1_acc: 0.5047, top5_acc: 0.7348, loss_cls: 2.1670, loss: 3.4271, grad_norm: 3.3519 2020-09-24 06:40:25,537 - mmaction - INFO - Epoch [40][600/940] lr: 4.000e-02, eta: 1 day, 18:34:07, time: 1.514, data_time: 0.001, memory: 6929, loss_aux: 1.3052, top1_acc: 0.4939, top5_acc: 0.7291, loss_cls: 2.2324, loss: 3.5376, grad_norm: 3.4132 2020-09-24 06:40:55,408 - mmaction - INFO - Epoch [40][620/940] lr: 4.000e-02, eta: 1 day, 18:33:39, time: 1.494, data_time: 0.002, memory: 6929, loss_aux: 1.2825, top1_acc: 0.4898, top5_acc: 0.7273, loss_cls: 2.2249, loss: 3.5073, grad_norm: 3.4167 2020-09-24 06:41:25,795 - mmaction - INFO - Epoch [40][640/940] lr: 4.000e-02, eta: 1 day, 18:33:11, time: 1.519, data_time: 0.001, memory: 6929, loss_aux: 1.2882, top1_acc: 0.4930, top5_acc: 0.7281, loss_cls: 2.2270, loss: 3.5152, grad_norm: 3.4246 2020-09-24 06:41:54,914 - mmaction - INFO - Epoch [40][660/940] lr: 4.000e-02, eta: 1 day, 18:32:41, time: 1.456, data_time: 0.002, memory: 6929, loss_aux: 1.2899, top1_acc: 0.4912, top5_acc: 0.7201, loss_cls: 2.2496, loss: 3.5396, grad_norm: 3.3765 2020-09-24 06:42:25,152 - mmaction - INFO - Epoch [40][680/940] lr: 4.000e-02, eta: 1 day, 18:32:13, time: 1.512, data_time: 0.002, memory: 6929, loss_aux: 1.2868, top1_acc: 0.5004, top5_acc: 0.7270, loss_cls: 2.2120, loss: 3.4987, grad_norm: 3.2891 2020-09-24 06:42:55,292 - mmaction - INFO - Epoch [40][700/940] lr: 4.000e-02, eta: 1 day, 18:31:45, time: 1.507, data_time: 0.002, memory: 6929, loss_aux: 1.3042, top1_acc: 0.4916, top5_acc: 0.7191, loss_cls: 2.2422, loss: 3.5464, grad_norm: 3.3953 2020-09-24 06:43:25,632 - mmaction - INFO - Epoch [40][720/940] lr: 4.000e-02, eta: 1 day, 18:31:18, time: 1.517, data_time: 0.002, memory: 6929, loss_aux: 1.2713, top1_acc: 0.5070, top5_acc: 0.7395, loss_cls: 2.1880, loss: 3.4592, grad_norm: 3.3516 2020-09-24 06:43:56,328 - mmaction - INFO - Epoch [40][740/940] lr: 4.000e-02, eta: 1 day, 18:30:51, time: 1.528, data_time: 0.003, memory: 6929, loss_aux: 1.2612, top1_acc: 0.5061, top5_acc: 0.7406, loss_cls: 2.1563, loss: 3.4175, grad_norm: 3.3394 2020-09-24 06:44:27,446 - mmaction - INFO - Epoch [40][760/940] lr: 4.000e-02, eta: 1 day, 18:30:26, time: 1.562, data_time: 0.008, memory: 6929, loss_aux: 1.2758, top1_acc: 0.4896, top5_acc: 0.7289, loss_cls: 2.2136, loss: 3.4893, grad_norm: 3.4033 2020-09-24 06:44:57,032 - mmaction - INFO - Epoch [40][780/940] lr: 4.000e-02, eta: 1 day, 18:29:57, time: 1.480, data_time: 0.003, memory: 6929, loss_aux: 1.2842, top1_acc: 0.4947, top5_acc: 0.7258, loss_cls: 2.2300, loss: 3.5142, grad_norm: 3.4265 2020-09-24 06:45:27,309 - mmaction - INFO - Epoch [40][800/940] lr: 4.000e-02, eta: 1 day, 18:29:29, time: 1.514, data_time: 0.002, memory: 6929, loss_aux: 1.2748, top1_acc: 0.4959, top5_acc: 0.7293, loss_cls: 2.2023, loss: 3.4771, grad_norm: 3.4141 2020-09-24 06:45:56,657 - mmaction - INFO - Epoch [40][820/940] lr: 4.000e-02, eta: 1 day, 18:28:59, time: 1.468, data_time: 0.002, memory: 6929, loss_aux: 1.3154, top1_acc: 0.4951, top5_acc: 0.7213, loss_cls: 2.2505, loss: 3.5659, grad_norm: 3.3659 2020-09-24 06:46:26,163 - mmaction - INFO - Epoch [40][840/940] lr: 4.000e-02, eta: 1 day, 18:28:30, time: 1.474, data_time: 0.002, memory: 6929, loss_aux: 1.2962, top1_acc: 0.4998, top5_acc: 0.7230, loss_cls: 2.2449, loss: 3.5411, grad_norm: 3.3552 2020-09-24 06:46:56,176 - mmaction - INFO - Epoch [40][860/940] lr: 4.000e-02, eta: 1 day, 18:28:01, time: 1.501, data_time: 0.003, memory: 6929, loss_aux: 1.3198, top1_acc: 0.4723, top5_acc: 0.7123, loss_cls: 2.3135, loss: 3.6333, grad_norm: 3.4774 2020-09-24 06:47:27,522 - mmaction - INFO - Epoch [40][880/940] lr: 4.000e-02, eta: 1 day, 18:27:37, time: 1.567, data_time: 0.002, memory: 6929, loss_aux: 1.2877, top1_acc: 0.4934, top5_acc: 0.7270, loss_cls: 2.2134, loss: 3.5011, grad_norm: 3.3226 2020-09-24 06:47:56,723 - mmaction - INFO - Epoch [40][900/940] lr: 4.000e-02, eta: 1 day, 18:27:06, time: 1.461, data_time: 0.003, memory: 6929, loss_aux: 1.2748, top1_acc: 0.4965, top5_acc: 0.7244, loss_cls: 2.2086, loss: 3.4833, grad_norm: 3.3874 2020-09-24 06:48:27,203 - mmaction - INFO - Epoch [40][920/940] lr: 4.000e-02, eta: 1 day, 18:26:39, time: 1.521, data_time: 0.002, memory: 6929, loss_aux: 1.2934, top1_acc: 0.4898, top5_acc: 0.7316, loss_cls: 2.2114, loss: 3.5049, grad_norm: 3.4356 2020-09-24 06:48:56,224 - mmaction - INFO - Epoch [40][940/940] lr: 4.000e-02, eta: 1 day, 18:26:08, time: 1.454, data_time: 0.005, memory: 6929, loss_aux: 1.3123, top1_acc: 0.4830, top5_acc: 0.7196, loss_cls: 2.2666, loss: 3.5789, grad_norm: 3.4512 2020-09-24 06:48:56,658 - mmaction - INFO - Saving checkpoint at 40 epochs 2020-09-24 06:49:32,559 - mmaction - INFO - Epoch [41][20/940] lr: 4.000e-02, eta: 1 day, 18:25:46, time: 1.604, data_time: 0.255, memory: 6929, loss_aux: 1.2943, top1_acc: 0.4963, top5_acc: 0.7279, loss_cls: 2.2281, loss: 3.5224, grad_norm: 3.3553 2020-09-24 06:50:01,359 - mmaction - INFO - Epoch [41][40/940] lr: 4.000e-02, eta: 1 day, 18:25:14, time: 1.440, data_time: 0.002, memory: 6929, loss_aux: 1.2928, top1_acc: 0.4953, top5_acc: 0.7291, loss_cls: 2.2127, loss: 3.5055, grad_norm: 3.4225 2020-09-24 06:50:31,200 - mmaction - INFO - Epoch [41][60/940] lr: 4.000e-02, eta: 1 day, 18:24:45, time: 1.492, data_time: 0.001, memory: 6929, loss_aux: 1.3013, top1_acc: 0.4955, top5_acc: 0.7266, loss_cls: 2.2491, loss: 3.5504, grad_norm: 3.4518 2020-09-24 06:51:01,019 - mmaction - INFO - Epoch [41][80/940] lr: 4.000e-02, eta: 1 day, 18:24:16, time: 1.491, data_time: 0.003, memory: 6929, loss_aux: 1.2847, top1_acc: 0.5037, top5_acc: 0.7322, loss_cls: 2.2006, loss: 3.4853, grad_norm: 3.3522 2020-09-24 06:51:31,654 - mmaction - INFO - Epoch [41][100/940] lr: 4.000e-02, eta: 1 day, 18:23:50, time: 1.531, data_time: 0.001, memory: 6929, loss_aux: 1.2911, top1_acc: 0.5098, top5_acc: 0.7264, loss_cls: 2.2074, loss: 3.4985, grad_norm: 3.3519 2020-09-24 06:52:01,738 - mmaction - INFO - Epoch [41][120/940] lr: 4.000e-02, eta: 1 day, 18:23:22, time: 1.505, data_time: 0.003, memory: 6929, loss_aux: 1.2671, top1_acc: 0.5088, top5_acc: 0.7346, loss_cls: 2.1464, loss: 3.4136, grad_norm: 3.4384 2020-09-24 06:52:31,418 - mmaction - INFO - Epoch [41][140/940] lr: 4.000e-02, eta: 1 day, 18:22:53, time: 1.483, data_time: 0.001, memory: 6929, loss_aux: 1.2943, top1_acc: 0.4996, top5_acc: 0.7297, loss_cls: 2.2055, loss: 3.4998, grad_norm: 3.4621 2020-09-24 06:53:01,559 - mmaction - INFO - Epoch [41][160/940] lr: 4.000e-02, eta: 1 day, 18:22:25, time: 1.507, data_time: 0.002, memory: 6929, loss_aux: 1.2921, top1_acc: 0.4945, top5_acc: 0.7195, loss_cls: 2.2367, loss: 3.5288, grad_norm: 3.4479 2020-09-24 06:53:32,493 - mmaction - INFO - Epoch [41][180/940] lr: 4.000e-02, eta: 1 day, 18:21:59, time: 1.546, data_time: 0.002, memory: 6929, loss_aux: 1.2553, top1_acc: 0.4920, top5_acc: 0.7354, loss_cls: 2.1771, loss: 3.4323, grad_norm: 3.3668 2020-09-24 06:54:02,106 - mmaction - INFO - Epoch [41][200/940] lr: 4.000e-02, eta: 1 day, 18:21:30, time: 1.482, data_time: 0.003, memory: 6929, loss_aux: 1.2766, top1_acc: 0.5068, top5_acc: 0.7291, loss_cls: 2.1798, loss: 3.4564, grad_norm: 3.3294 2020-09-24 06:54:32,544 - mmaction - INFO - Epoch [41][220/940] lr: 4.000e-02, eta: 1 day, 18:21:02, time: 1.522, data_time: 0.001, memory: 6929, loss_aux: 1.2843, top1_acc: 0.4994, top5_acc: 0.7262, loss_cls: 2.2064, loss: 3.4907, grad_norm: 3.4324 2020-09-24 06:55:02,563 - mmaction - INFO - Epoch [41][240/940] lr: 4.000e-02, eta: 1 day, 18:20:34, time: 1.500, data_time: 0.001, memory: 6929, loss_aux: 1.2627, top1_acc: 0.5041, top5_acc: 0.7385, loss_cls: 2.1834, loss: 3.4461, grad_norm: 3.3747 2020-09-24 06:55:31,542 - mmaction - INFO - Epoch [41][260/940] lr: 4.000e-02, eta: 1 day, 18:20:03, time: 1.449, data_time: 0.002, memory: 6929, loss_aux: 1.2734, top1_acc: 0.5016, top5_acc: 0.7324, loss_cls: 2.1654, loss: 3.4388, grad_norm: 3.4355 2020-09-24 06:56:01,631 - mmaction - INFO - Epoch [41][280/940] lr: 4.000e-02, eta: 1 day, 18:19:35, time: 1.505, data_time: 0.003, memory: 6929, loss_aux: 1.2925, top1_acc: 0.4943, top5_acc: 0.7170, loss_cls: 2.2529, loss: 3.5454, grad_norm: 3.4459 2020-09-24 06:56:31,842 - mmaction - INFO - Epoch [41][300/940] lr: 4.000e-02, eta: 1 day, 18:19:07, time: 1.510, data_time: 0.002, memory: 6929, loss_aux: 1.2868, top1_acc: 0.4922, top5_acc: 0.7352, loss_cls: 2.1888, loss: 3.4756, grad_norm: 3.4090 2020-09-24 06:57:01,985 - mmaction - INFO - Epoch [41][320/940] lr: 4.000e-02, eta: 1 day, 18:18:39, time: 1.508, data_time: 0.003, memory: 6929, loss_aux: 1.2823, top1_acc: 0.4943, top5_acc: 0.7242, loss_cls: 2.2305, loss: 3.5127, grad_norm: 3.3878 2020-09-24 06:57:31,183 - mmaction - INFO - Epoch [41][340/940] lr: 4.000e-02, eta: 1 day, 18:18:09, time: 1.459, data_time: 0.002, memory: 6929, loss_aux: 1.2888, top1_acc: 0.4973, top5_acc: 0.7264, loss_cls: 2.2226, loss: 3.5114, grad_norm: 3.3693 2020-09-24 06:58:01,215 - mmaction - INFO - Epoch [41][360/940] lr: 4.000e-02, eta: 1 day, 18:17:40, time: 1.502, data_time: 0.002, memory: 6929, loss_aux: 1.2941, top1_acc: 0.4914, top5_acc: 0.7275, loss_cls: 2.2237, loss: 3.5178, grad_norm: 3.3499 2020-09-24 06:58:30,268 - mmaction - INFO - Epoch [41][380/940] lr: 4.000e-02, eta: 1 day, 18:17:09, time: 1.452, data_time: 0.001, memory: 6929, loss_aux: 1.2698, top1_acc: 0.5053, top5_acc: 0.7400, loss_cls: 2.1645, loss: 3.4344, grad_norm: 3.3212 2020-09-24 06:59:00,806 - mmaction - INFO - Epoch [41][400/940] lr: 4.000e-02, eta: 1 day, 18:16:43, time: 1.527, data_time: 0.002, memory: 6929, loss_aux: 1.2878, top1_acc: 0.4902, top5_acc: 0.7324, loss_cls: 2.2208, loss: 3.5086, grad_norm: 3.4013 2020-09-24 06:59:30,721 - mmaction - INFO - Epoch [41][420/940] lr: 4.000e-02, eta: 1 day, 18:16:14, time: 1.495, data_time: 0.001, memory: 6929, loss_aux: 1.3091, top1_acc: 0.4895, top5_acc: 0.7158, loss_cls: 2.2698, loss: 3.5789, grad_norm: 3.4091 2020-09-24 07:00:00,626 - mmaction - INFO - Epoch [41][440/940] lr: 4.000e-02, eta: 1 day, 18:15:45, time: 1.496, data_time: 0.002, memory: 6929, loss_aux: 1.2714, top1_acc: 0.5062, top5_acc: 0.7291, loss_cls: 2.1867, loss: 3.4581, grad_norm: 3.3867 2020-09-24 07:00:32,729 - mmaction - INFO - Epoch [41][460/940] lr: 4.000e-02, eta: 1 day, 18:15:22, time: 1.599, data_time: 0.002, memory: 6929, loss_aux: 1.2867, top1_acc: 0.4963, top5_acc: 0.7330, loss_cls: 2.2065, loss: 3.4932, grad_norm: 3.3916 2020-09-24 07:01:01,872 - mmaction - INFO - Epoch [41][480/940] lr: 4.000e-02, eta: 1 day, 18:14:52, time: 1.463, data_time: 0.013, memory: 6929, loss_aux: 1.3012, top1_acc: 0.4971, top5_acc: 0.7188, loss_cls: 2.2560, loss: 3.5573, grad_norm: 3.3966 2020-09-24 07:01:31,656 - mmaction - INFO - Epoch [41][500/940] lr: 4.000e-02, eta: 1 day, 18:14:23, time: 1.488, data_time: 0.001, memory: 6929, loss_aux: 1.3005, top1_acc: 0.4898, top5_acc: 0.7227, loss_cls: 2.2203, loss: 3.5208, grad_norm: 3.3879 2020-09-24 07:02:01,207 - mmaction - INFO - Epoch [41][520/940] lr: 4.000e-02, eta: 1 day, 18:13:54, time: 1.477, data_time: 0.002, memory: 6929, loss_aux: 1.3152, top1_acc: 0.4887, top5_acc: 0.7160, loss_cls: 2.2724, loss: 3.5875, grad_norm: 3.4654 2020-09-24 07:02:31,243 - mmaction - INFO - Epoch [41][540/940] lr: 4.000e-02, eta: 1 day, 18:13:25, time: 1.501, data_time: 0.002, memory: 6929, loss_aux: 1.2746, top1_acc: 0.5002, top5_acc: 0.7387, loss_cls: 2.1803, loss: 3.4549, grad_norm: 3.3951 2020-09-24 07:03:01,469 - mmaction - INFO - Epoch [41][560/940] lr: 4.000e-02, eta: 1 day, 18:12:58, time: 1.513, data_time: 0.003, memory: 6929, loss_aux: 1.2920, top1_acc: 0.4855, top5_acc: 0.7248, loss_cls: 2.2304, loss: 3.5224, grad_norm: 3.4210 2020-09-24 07:03:31,298 - mmaction - INFO - Epoch [41][580/940] lr: 4.000e-02, eta: 1 day, 18:12:29, time: 1.491, data_time: 0.001, memory: 6929, loss_aux: 1.2813, top1_acc: 0.4920, top5_acc: 0.7297, loss_cls: 2.2128, loss: 3.4941, grad_norm: 3.3999 2020-09-24 07:04:01,609 - mmaction - INFO - Epoch [41][600/940] lr: 4.000e-02, eta: 1 day, 18:12:01, time: 1.516, data_time: 0.003, memory: 6929, loss_aux: 1.2475, top1_acc: 0.5158, top5_acc: 0.7400, loss_cls: 2.1304, loss: 3.3779, grad_norm: 3.3379 2020-09-24 07:04:31,574 - mmaction - INFO - Epoch [41][620/940] lr: 4.000e-02, eta: 1 day, 18:11:33, time: 1.497, data_time: 0.002, memory: 6929, loss_aux: 1.3197, top1_acc: 0.4777, top5_acc: 0.7146, loss_cls: 2.2799, loss: 3.5996, grad_norm: 3.5000 2020-09-24 07:05:03,325 - mmaction - INFO - Epoch [41][640/940] lr: 4.000e-02, eta: 1 day, 18:11:09, time: 1.588, data_time: 0.003, memory: 6929, loss_aux: 1.2923, top1_acc: 0.4926, top5_acc: 0.7246, loss_cls: 2.2291, loss: 3.5214, grad_norm: 3.4036 2020-09-24 07:05:32,509 - mmaction - INFO - Epoch [41][660/940] lr: 4.000e-02, eta: 1 day, 18:10:38, time: 1.459, data_time: 0.003, memory: 6929, loss_aux: 1.2808, top1_acc: 0.5053, top5_acc: 0.7400, loss_cls: 2.1953, loss: 3.4761, grad_norm: 3.3646 2020-09-24 07:06:03,426 - mmaction - INFO - Epoch [41][680/940] lr: 4.000e-02, eta: 1 day, 18:10:13, time: 1.545, data_time: 0.002, memory: 6929, loss_aux: 1.2552, top1_acc: 0.5086, top5_acc: 0.7492, loss_cls: 2.1514, loss: 3.4066, grad_norm: 3.3365 2020-09-24 07:06:33,314 - mmaction - INFO - Epoch [41][700/940] lr: 4.000e-02, eta: 1 day, 18:09:44, time: 1.495, data_time: 0.003, memory: 6929, loss_aux: 1.2619, top1_acc: 0.5059, top5_acc: 0.7361, loss_cls: 2.1602, loss: 3.4221, grad_norm: 3.3371 2020-09-24 07:07:04,128 - mmaction - INFO - Epoch [41][720/940] lr: 4.000e-02, eta: 1 day, 18:09:18, time: 1.541, data_time: 0.002, memory: 6929, loss_aux: 1.2843, top1_acc: 0.4918, top5_acc: 0.7262, loss_cls: 2.2142, loss: 3.4985, grad_norm: 3.3935 2020-09-24 07:07:33,688 - mmaction - INFO - Epoch [41][740/940] lr: 4.000e-02, eta: 1 day, 18:08:48, time: 1.478, data_time: 0.003, memory: 6929, loss_aux: 1.2814, top1_acc: 0.5037, top5_acc: 0.7293, loss_cls: 2.2041, loss: 3.4855, grad_norm: 3.3995 2020-09-24 07:08:03,134 - mmaction - INFO - Epoch [41][760/940] lr: 4.000e-02, eta: 1 day, 18:08:18, time: 1.472, data_time: 0.002, memory: 6929, loss_aux: 1.2650, top1_acc: 0.5066, top5_acc: 0.7303, loss_cls: 2.1947, loss: 3.4597, grad_norm: 3.4054 2020-09-24 07:08:33,718 - mmaction - INFO - Epoch [41][780/940] lr: 4.000e-02, eta: 1 day, 18:07:51, time: 1.529, data_time: 0.003, memory: 6929, loss_aux: 1.2868, top1_acc: 0.4943, top5_acc: 0.7289, loss_cls: 2.2083, loss: 3.4951, grad_norm: 3.4183 2020-09-24 07:09:03,682 - mmaction - INFO - Epoch [41][800/940] lr: 4.000e-02, eta: 1 day, 18:07:23, time: 1.499, data_time: 0.002, memory: 6929, loss_aux: 1.2649, top1_acc: 0.5051, top5_acc: 0.7377, loss_cls: 2.1660, loss: 3.4309, grad_norm: 3.3575 2020-09-24 07:09:33,927 - mmaction - INFO - Epoch [41][820/940] lr: 4.000e-02, eta: 1 day, 18:06:55, time: 1.513, data_time: 0.002, memory: 6929, loss_aux: 1.2995, top1_acc: 0.4885, top5_acc: 0.7232, loss_cls: 2.2577, loss: 3.5572, grad_norm: 3.3879 2020-09-24 07:10:04,181 - mmaction - INFO - Epoch [41][840/940] lr: 4.000e-02, eta: 1 day, 18:06:27, time: 1.510, data_time: 0.001, memory: 6929, loss_aux: 1.3040, top1_acc: 0.4961, top5_acc: 0.7219, loss_cls: 2.2543, loss: 3.5583, grad_norm: 3.4100 2020-09-24 07:10:35,343 - mmaction - INFO - Epoch [41][860/940] lr: 4.000e-02, eta: 1 day, 18:06:02, time: 1.560, data_time: 0.004, memory: 6929, loss_aux: 1.2992, top1_acc: 0.4963, top5_acc: 0.7197, loss_cls: 2.2384, loss: 3.5376, grad_norm: 3.3957 2020-09-24 07:11:05,255 - mmaction - INFO - Epoch [41][880/940] lr: 4.000e-02, eta: 1 day, 18:05:34, time: 1.495, data_time: 0.002, memory: 6929, loss_aux: 1.2924, top1_acc: 0.4934, top5_acc: 0.7219, loss_cls: 2.2270, loss: 3.5193, grad_norm: 3.3863 2020-09-24 07:11:35,879 - mmaction - INFO - Epoch [41][900/940] lr: 4.000e-02, eta: 1 day, 18:05:07, time: 1.532, data_time: 0.002, memory: 6929, loss_aux: 1.2666, top1_acc: 0.5008, top5_acc: 0.7344, loss_cls: 2.1826, loss: 3.4492, grad_norm: 3.3588 2020-09-24 07:12:05,428 - mmaction - INFO - Epoch [41][920/940] lr: 4.000e-02, eta: 1 day, 18:04:37, time: 1.477, data_time: 0.001, memory: 6929, loss_aux: 1.2948, top1_acc: 0.4928, top5_acc: 0.7297, loss_cls: 2.2376, loss: 3.5324, grad_norm: 3.4062 2020-09-24 07:12:35,016 - mmaction - INFO - Epoch [41][940/940] lr: 4.000e-02, eta: 1 day, 18:04:08, time: 1.479, data_time: 0.002, memory: 6929, loss_aux: 1.3033, top1_acc: 0.4897, top5_acc: 0.7175, loss_cls: 2.2634, loss: 3.5667, grad_norm: 3.4492 2020-09-24 07:12:35,517 - mmaction - INFO - Saving checkpoint at 41 epochs 2020-09-24 07:13:10,209 - mmaction - INFO - Epoch [42][20/940] lr: 4.000e-02, eta: 1 day, 18:03:46, time: 1.616, data_time: 0.344, memory: 6929, loss_aux: 1.2917, top1_acc: 0.4984, top5_acc: 0.7324, loss_cls: 2.2020, loss: 3.4938, grad_norm: 3.4497 2020-09-24 07:13:39,127 - mmaction - INFO - Epoch [42][40/940] lr: 4.000e-02, eta: 1 day, 18:03:14, time: 1.446, data_time: 0.001, memory: 6929, loss_aux: 1.2921, top1_acc: 0.5002, top5_acc: 0.7264, loss_cls: 2.2193, loss: 3.5114, grad_norm: 3.4353 2020-09-24 07:14:11,213 - mmaction - INFO - Epoch [42][60/940] lr: 4.000e-02, eta: 1 day, 18:02:51, time: 1.603, data_time: 0.001, memory: 6929, loss_aux: 1.2653, top1_acc: 0.5023, top5_acc: 0.7354, loss_cls: 2.1659, loss: 3.4312, grad_norm: 3.3824 2020-09-24 07:14:41,221 - mmaction - INFO - Epoch [42][80/940] lr: 4.000e-02, eta: 1 day, 18:02:23, time: 1.502, data_time: 0.003, memory: 6929, loss_aux: 1.2929, top1_acc: 0.4971, top5_acc: 0.7270, loss_cls: 2.2229, loss: 3.5158, grad_norm: 3.3404 2020-09-24 07:15:11,229 - mmaction - INFO - Epoch [42][100/940] lr: 4.000e-02, eta: 1 day, 18:01:55, time: 1.499, data_time: 0.001, memory: 6929, loss_aux: 1.3014, top1_acc: 0.4986, top5_acc: 0.7270, loss_cls: 2.2183, loss: 3.5197, grad_norm: 3.3752 2020-09-24 07:15:40,914 - mmaction - INFO - Epoch [42][120/940] lr: 4.000e-02, eta: 1 day, 18:01:25, time: 1.486, data_time: 0.003, memory: 6929, loss_aux: 1.3007, top1_acc: 0.4969, top5_acc: 0.7242, loss_cls: 2.2323, loss: 3.5330, grad_norm: 3.4215 2020-09-24 07:16:11,225 - mmaction - INFO - Epoch [42][140/940] lr: 4.000e-02, eta: 1 day, 18:00:58, time: 1.514, data_time: 0.001, memory: 6929, loss_aux: 1.2785, top1_acc: 0.4992, top5_acc: 0.7277, loss_cls: 2.2063, loss: 3.4848, grad_norm: 3.3815 2020-09-24 07:16:40,940 - mmaction - INFO - Epoch [42][160/940] lr: 4.000e-02, eta: 1 day, 18:00:29, time: 1.487, data_time: 0.003, memory: 6929, loss_aux: 1.3080, top1_acc: 0.4861, top5_acc: 0.7230, loss_cls: 2.2439, loss: 3.5520, grad_norm: 3.3877 2020-09-24 07:17:12,185 - mmaction - INFO - Epoch [42][180/940] lr: 4.000e-02, eta: 1 day, 18:00:03, time: 1.561, data_time: 0.001, memory: 6929, loss_aux: 1.2789, top1_acc: 0.5031, top5_acc: 0.7307, loss_cls: 2.1857, loss: 3.4645, grad_norm: 3.3588 2020-09-24 07:17:41,564 - mmaction - INFO - Epoch [42][200/940] lr: 4.000e-02, eta: 1 day, 17:59:33, time: 1.470, data_time: 0.003, memory: 6929, loss_aux: 1.2794, top1_acc: 0.5084, top5_acc: 0.7402, loss_cls: 2.1694, loss: 3.4488, grad_norm: 3.3931 2020-09-24 07:18:11,218 - mmaction - INFO - Epoch [42][220/940] lr: 4.000e-02, eta: 1 day, 17:59:04, time: 1.481, data_time: 0.001, memory: 6929, loss_aux: 1.2756, top1_acc: 0.5016, top5_acc: 0.7314, loss_cls: 2.1852, loss: 3.4608, grad_norm: 3.4087 2020-09-24 07:18:41,392 - mmaction - INFO - Epoch [42][240/940] lr: 4.000e-02, eta: 1 day, 17:58:36, time: 1.509, data_time: 0.003, memory: 6929, loss_aux: 1.2785, top1_acc: 0.4996, top5_acc: 0.7355, loss_cls: 2.1830, loss: 3.4615, grad_norm: 3.3843 2020-09-24 07:19:11,476 - mmaction - INFO - Epoch [42][260/940] lr: 4.000e-02, eta: 1 day, 17:58:08, time: 1.504, data_time: 0.002, memory: 6929, loss_aux: 1.2666, top1_acc: 0.5064, top5_acc: 0.7303, loss_cls: 2.1632, loss: 3.4298, grad_norm: 3.4204 2020-09-24 07:19:40,988 - mmaction - INFO - Epoch [42][280/940] lr: 4.000e-02, eta: 1 day, 17:57:38, time: 1.477, data_time: 0.003, memory: 6929, loss_aux: 1.2966, top1_acc: 0.4844, top5_acc: 0.7186, loss_cls: 2.2566, loss: 3.5532, grad_norm: 3.4744 2020-09-24 07:20:10,454 - mmaction - INFO - Epoch [42][300/940] lr: 4.000e-02, eta: 1 day, 17:57:08, time: 1.472, data_time: 0.001, memory: 6929, loss_aux: 1.2965, top1_acc: 0.4938, top5_acc: 0.7268, loss_cls: 2.2384, loss: 3.5349, grad_norm: 3.3852 2020-09-24 07:20:40,574 - mmaction - INFO - Epoch [42][320/940] lr: 4.000e-02, eta: 1 day, 17:56:40, time: 1.508, data_time: 0.003, memory: 6929, loss_aux: 1.2981, top1_acc: 0.4881, top5_acc: 0.7273, loss_cls: 2.2298, loss: 3.5279, grad_norm: 3.4097 2020-09-24 07:21:10,527 - mmaction - INFO - Epoch [42][340/940] lr: 4.000e-02, eta: 1 day, 17:56:12, time: 1.496, data_time: 0.001, memory: 6929, loss_aux: 1.2842, top1_acc: 0.5020, top5_acc: 0.7285, loss_cls: 2.1955, loss: 3.4797, grad_norm: 3.4282 2020-09-24 07:21:40,709 - mmaction - INFO - Epoch [42][360/940] lr: 4.000e-02, eta: 1 day, 17:55:44, time: 1.510, data_time: 0.003, memory: 6929, loss_aux: 1.2894, top1_acc: 0.5111, top5_acc: 0.7309, loss_cls: 2.2124, loss: 3.5018, grad_norm: 3.4635 2020-09-24 07:22:10,931 - mmaction - INFO - Epoch [42][380/940] lr: 4.000e-02, eta: 1 day, 17:55:16, time: 1.511, data_time: 0.001, memory: 6929, loss_aux: 1.2825, top1_acc: 0.4928, top5_acc: 0.7332, loss_cls: 2.2110, loss: 3.4934, grad_norm: 3.4006 2020-09-24 07:22:41,232 - mmaction - INFO - Epoch [42][400/940] lr: 4.000e-02, eta: 1 day, 17:54:48, time: 1.515, data_time: 0.002, memory: 6929, loss_aux: 1.3062, top1_acc: 0.4904, top5_acc: 0.7217, loss_cls: 2.2411, loss: 3.5473, grad_norm: 3.4168 2020-09-24 07:23:11,226 - mmaction - INFO - Epoch [42][420/940] lr: 4.000e-02, eta: 1 day, 17:54:19, time: 1.492, data_time: 0.001, memory: 6929, loss_aux: 1.2878, top1_acc: 0.5018, top5_acc: 0.7326, loss_cls: 2.2111, loss: 3.4988, grad_norm: 3.3653 2020-09-24 07:23:40,879 - mmaction - INFO - Epoch [42][440/940] lr: 4.000e-02, eta: 1 day, 17:53:50, time: 1.491, data_time: 0.010, memory: 6929, loss_aux: 1.2934, top1_acc: 0.4982, top5_acc: 0.7301, loss_cls: 2.2220, loss: 3.5154, grad_norm: 3.4467 2020-09-24 07:24:10,333 - mmaction - INFO - Epoch [42][460/940] lr: 4.000e-02, eta: 1 day, 17:53:21, time: 1.471, data_time: 0.001, memory: 6929, loss_aux: 1.2878, top1_acc: 0.4975, top5_acc: 0.7330, loss_cls: 2.2112, loss: 3.4990, grad_norm: 3.4102 2020-09-24 07:24:40,739 - mmaction - INFO - Epoch [42][480/940] lr: 4.000e-02, eta: 1 day, 17:52:53, time: 1.521, data_time: 0.003, memory: 6929, loss_aux: 1.2893, top1_acc: 0.4920, top5_acc: 0.7281, loss_cls: 2.2238, loss: 3.5131, grad_norm: 3.4676 2020-09-24 07:25:11,397 - mmaction - INFO - Epoch [42][500/940] lr: 4.000e-02, eta: 1 day, 17:52:26, time: 1.529, data_time: 0.002, memory: 6929, loss_aux: 1.2815, top1_acc: 0.5000, top5_acc: 0.7289, loss_cls: 2.2103, loss: 3.4917, grad_norm: 3.4235 2020-09-24 07:25:41,290 - mmaction - INFO - Epoch [42][520/940] lr: 4.000e-02, eta: 1 day, 17:51:58, time: 1.499, data_time: 0.006, memory: 6929, loss_aux: 1.2948, top1_acc: 0.4840, top5_acc: 0.7221, loss_cls: 2.2469, loss: 3.5416, grad_norm: 3.3875 2020-09-24 07:26:11,379 - mmaction - INFO - Epoch [42][540/940] lr: 4.000e-02, eta: 1 day, 17:51:29, time: 1.503, data_time: 0.001, memory: 6929, loss_aux: 1.2931, top1_acc: 0.4990, top5_acc: 0.7330, loss_cls: 2.1983, loss: 3.4914, grad_norm: 3.3547 2020-09-24 07:26:41,290 - mmaction - INFO - Epoch [42][560/940] lr: 4.000e-02, eta: 1 day, 17:51:01, time: 1.497, data_time: 0.003, memory: 6929, loss_aux: 1.3008, top1_acc: 0.4857, top5_acc: 0.7215, loss_cls: 2.2436, loss: 3.5444, grad_norm: 3.4720 2020-09-24 07:27:11,305 - mmaction - INFO - Epoch [42][580/940] lr: 4.000e-02, eta: 1 day, 17:50:32, time: 1.500, data_time: 0.001, memory: 6929, loss_aux: 1.2884, top1_acc: 0.4936, top5_acc: 0.7256, loss_cls: 2.2338, loss: 3.5223, grad_norm: 3.4373 2020-09-24 07:27:41,460 - mmaction - INFO - Epoch [42][600/940] lr: 4.000e-02, eta: 1 day, 17:50:04, time: 1.509, data_time: 0.003, memory: 6929, loss_aux: 1.2569, top1_acc: 0.5145, top5_acc: 0.7309, loss_cls: 2.1656, loss: 3.4225, grad_norm: 3.3323 2020-09-24 07:28:11,189 - mmaction - INFO - Epoch [42][620/940] lr: 4.000e-02, eta: 1 day, 17:49:35, time: 1.485, data_time: 0.001, memory: 6929, loss_aux: 1.2623, top1_acc: 0.4965, top5_acc: 0.7305, loss_cls: 2.1857, loss: 3.4480, grad_norm: 3.3930 2020-09-24 07:28:41,501 - mmaction - INFO - Epoch [42][640/940] lr: 4.000e-02, eta: 1 day, 17:49:08, time: 1.517, data_time: 0.002, memory: 6929, loss_aux: 1.2563, top1_acc: 0.5066, top5_acc: 0.7352, loss_cls: 2.1727, loss: 3.4290, grad_norm: 3.3366 2020-09-24 07:29:11,007 - mmaction - INFO - Epoch [42][660/940] lr: 4.000e-02, eta: 1 day, 17:48:38, time: 1.474, data_time: 0.001, memory: 6929, loss_aux: 1.2717, top1_acc: 0.4982, top5_acc: 0.7275, loss_cls: 2.2052, loss: 3.4769, grad_norm: 3.3780 2020-09-24 07:29:41,991 - mmaction - INFO - Epoch [42][680/940] lr: 4.000e-02, eta: 1 day, 17:48:12, time: 1.550, data_time: 0.003, memory: 6929, loss_aux: 1.2539, top1_acc: 0.5131, top5_acc: 0.7451, loss_cls: 2.1419, loss: 3.3958, grad_norm: 3.3734 2020-09-24 07:30:11,902 - mmaction - INFO - Epoch [42][700/940] lr: 4.000e-02, eta: 1 day, 17:47:43, time: 1.494, data_time: 0.001, memory: 6929, loss_aux: 1.2752, top1_acc: 0.5051, top5_acc: 0.7287, loss_cls: 2.1883, loss: 3.4635, grad_norm: 3.3784 2020-09-24 07:30:43,574 - mmaction - INFO - Epoch [42][720/940] lr: 4.000e-02, eta: 1 day, 17:47:19, time: 1.584, data_time: 0.003, memory: 6929, loss_aux: 1.3007, top1_acc: 0.4951, top5_acc: 0.7201, loss_cls: 2.2502, loss: 3.5510, grad_norm: 3.4176 2020-09-24 07:31:12,760 - mmaction - INFO - Epoch [42][740/940] lr: 4.000e-02, eta: 1 day, 17:46:49, time: 1.460, data_time: 0.003, memory: 6929, loss_aux: 1.2793, top1_acc: 0.4910, top5_acc: 0.7373, loss_cls: 2.2015, loss: 3.4808, grad_norm: 3.3798 2020-09-24 07:31:42,999 - mmaction - INFO - Epoch [42][760/940] lr: 4.000e-02, eta: 1 day, 17:46:21, time: 1.511, data_time: 0.001, memory: 6929, loss_aux: 1.2750, top1_acc: 0.5117, top5_acc: 0.7258, loss_cls: 2.1805, loss: 3.4556, grad_norm: 3.4333 2020-09-24 07:32:12,755 - mmaction - INFO - Epoch [42][780/940] lr: 4.000e-02, eta: 1 day, 17:45:52, time: 1.489, data_time: 0.002, memory: 6929, loss_aux: 1.2818, top1_acc: 0.4900, top5_acc: 0.7268, loss_cls: 2.2193, loss: 3.5012, grad_norm: 3.4135 2020-09-24 07:32:43,019 - mmaction - INFO - Epoch [42][800/940] lr: 4.000e-02, eta: 1 day, 17:45:24, time: 1.512, data_time: 0.001, memory: 6929, loss_aux: 1.3037, top1_acc: 0.4854, top5_acc: 0.7184, loss_cls: 2.2771, loss: 3.5808, grad_norm: 3.4463 2020-09-24 07:33:12,977 - mmaction - INFO - Epoch [42][820/940] lr: 4.000e-02, eta: 1 day, 17:44:55, time: 1.499, data_time: 0.002, memory: 6929, loss_aux: 1.2914, top1_acc: 0.4986, top5_acc: 0.7223, loss_cls: 2.2250, loss: 3.5164, grad_norm: 3.3751 2020-09-24 07:33:43,118 - mmaction - INFO - Epoch [42][840/940] lr: 4.000e-02, eta: 1 day, 17:44:27, time: 1.506, data_time: 0.001, memory: 6929, loss_aux: 1.2915, top1_acc: 0.4932, top5_acc: 0.7273, loss_cls: 2.2200, loss: 3.5115, grad_norm: 3.4222 2020-09-24 07:34:12,780 - mmaction - INFO - Epoch [42][860/940] lr: 4.000e-02, eta: 1 day, 17:43:58, time: 1.484, data_time: 0.004, memory: 6929, loss_aux: 1.2847, top1_acc: 0.5006, top5_acc: 0.7312, loss_cls: 2.1944, loss: 3.4790, grad_norm: 3.3987 2020-09-24 07:34:42,413 - mmaction - INFO - Epoch [42][880/940] lr: 4.000e-02, eta: 1 day, 17:43:28, time: 1.481, data_time: 0.001, memory: 6929, loss_aux: 1.2482, top1_acc: 0.4986, top5_acc: 0.7428, loss_cls: 2.1500, loss: 3.3982, grad_norm: 3.4063 2020-09-24 07:35:11,928 - mmaction - INFO - Epoch [42][900/940] lr: 4.000e-02, eta: 1 day, 17:42:59, time: 1.475, data_time: 0.002, memory: 6929, loss_aux: 1.2943, top1_acc: 0.4918, top5_acc: 0.7199, loss_cls: 2.2611, loss: 3.5554, grad_norm: 3.4157 2020-09-24 07:35:41,467 - mmaction - INFO - Epoch [42][920/940] lr: 4.000e-02, eta: 1 day, 17:42:29, time: 1.478, data_time: 0.003, memory: 6929, loss_aux: 1.2771, top1_acc: 0.4994, top5_acc: 0.7303, loss_cls: 2.1927, loss: 3.4698, grad_norm: 3.4118 2020-09-24 07:36:10,793 - mmaction - INFO - Epoch [42][940/940] lr: 4.000e-02, eta: 1 day, 17:41:59, time: 1.466, data_time: 0.002, memory: 6929, loss_aux: 1.2723, top1_acc: 0.4996, top5_acc: 0.7362, loss_cls: 2.1936, loss: 3.4659, grad_norm: 3.4286 2020-09-24 07:36:11,320 - mmaction - INFO - Saving checkpoint at 42 epochs 2020-09-24 07:36:45,858 - mmaction - INFO - Epoch [43][20/940] lr: 4.000e-02, eta: 1 day, 17:41:33, time: 1.551, data_time: 0.257, memory: 6929, loss_aux: 1.2571, top1_acc: 0.5053, top5_acc: 0.7396, loss_cls: 2.1670, loss: 3.4241, grad_norm: 3.4255 2020-09-24 07:37:15,199 - mmaction - INFO - Epoch [43][40/940] lr: 4.000e-02, eta: 1 day, 17:41:03, time: 1.468, data_time: 0.004, memory: 6929, loss_aux: 1.2642, top1_acc: 0.5059, top5_acc: 0.7385, loss_cls: 2.1670, loss: 3.4311, grad_norm: 3.3989 2020-09-24 07:37:45,544 - mmaction - INFO - Epoch [43][60/940] lr: 4.000e-02, eta: 1 day, 17:40:35, time: 1.517, data_time: 0.002, memory: 6929, loss_aux: 1.2582, top1_acc: 0.5059, top5_acc: 0.7375, loss_cls: 2.1340, loss: 3.3922, grad_norm: 3.3930 2020-09-24 07:38:15,353 - mmaction - INFO - Epoch [43][80/940] lr: 4.000e-02, eta: 1 day, 17:40:06, time: 1.491, data_time: 0.002, memory: 6929, loss_aux: 1.2731, top1_acc: 0.5027, top5_acc: 0.7268, loss_cls: 2.1993, loss: 3.4724, grad_norm: 3.4135 2020-09-24 07:38:45,384 - mmaction - INFO - Epoch [43][100/940] lr: 4.000e-02, eta: 1 day, 17:39:38, time: 1.500, data_time: 0.001, memory: 6929, loss_aux: 1.2897, top1_acc: 0.4969, top5_acc: 0.7275, loss_cls: 2.2222, loss: 3.5118, grad_norm: 3.4260 2020-09-24 07:39:15,965 - mmaction - INFO - Epoch [43][120/940] lr: 4.000e-02, eta: 1 day, 17:39:11, time: 1.530, data_time: 0.003, memory: 6929, loss_aux: 1.2868, top1_acc: 0.5020, top5_acc: 0.7285, loss_cls: 2.1983, loss: 3.4850, grad_norm: 3.3790 2020-09-24 07:39:45,532 - mmaction - INFO - Epoch [43][140/940] lr: 4.000e-02, eta: 1 day, 17:38:41, time: 1.478, data_time: 0.002, memory: 6929, loss_aux: 1.2549, top1_acc: 0.5125, top5_acc: 0.7402, loss_cls: 2.1218, loss: 3.3767, grad_norm: 3.3811 2020-09-24 07:40:15,810 - mmaction - INFO - Epoch [43][160/940] lr: 4.000e-02, eta: 1 day, 17:38:13, time: 1.515, data_time: 0.003, memory: 6929, loss_aux: 1.2800, top1_acc: 0.5053, top5_acc: 0.7383, loss_cls: 2.1545, loss: 3.4345, grad_norm: 3.4959 2020-09-24 07:40:45,666 - mmaction - INFO - Epoch [43][180/940] lr: 4.000e-02, eta: 1 day, 17:37:44, time: 1.492, data_time: 0.001, memory: 6929, loss_aux: 1.2686, top1_acc: 0.5033, top5_acc: 0.7340, loss_cls: 2.1681, loss: 3.4368, grad_norm: 3.4229 2020-09-24 07:41:15,589 - mmaction - INFO - Epoch [43][200/940] lr: 4.000e-02, eta: 1 day, 17:37:16, time: 1.496, data_time: 0.002, memory: 6929, loss_aux: 1.3070, top1_acc: 0.4877, top5_acc: 0.7227, loss_cls: 2.2513, loss: 3.5584, grad_norm: 3.4563 2020-09-24 07:41:45,399 - mmaction - INFO - Epoch [43][220/940] lr: 4.000e-02, eta: 1 day, 17:36:47, time: 1.490, data_time: 0.002, memory: 6929, loss_aux: 1.3043, top1_acc: 0.4969, top5_acc: 0.7203, loss_cls: 2.2507, loss: 3.5550, grad_norm: 3.3797 2020-09-24 07:42:15,526 - mmaction - INFO - Epoch [43][240/940] lr: 4.000e-02, eta: 1 day, 17:36:19, time: 1.508, data_time: 0.003, memory: 6929, loss_aux: 1.3028, top1_acc: 0.4951, top5_acc: 0.7322, loss_cls: 2.2317, loss: 3.5345, grad_norm: 3.3785 2020-09-24 07:42:45,800 - mmaction - INFO - Epoch [43][260/940] lr: 4.000e-02, eta: 1 day, 17:35:51, time: 1.513, data_time: 0.001, memory: 6929, loss_aux: 1.2775, top1_acc: 0.5010, top5_acc: 0.7307, loss_cls: 2.1833, loss: 3.4608, grad_norm: 3.4044 2020-09-24 07:43:15,409 - mmaction - INFO - Epoch [43][280/940] lr: 4.000e-02, eta: 1 day, 17:35:21, time: 1.480, data_time: 0.001, memory: 6929, loss_aux: 1.2668, top1_acc: 0.5059, top5_acc: 0.7389, loss_cls: 2.1763, loss: 3.4432, grad_norm: 3.4126 2020-09-24 07:43:45,287 - mmaction - INFO - Epoch [43][300/940] lr: 4.000e-02, eta: 1 day, 17:34:52, time: 1.493, data_time: 0.002, memory: 6929, loss_aux: 1.2766, top1_acc: 0.5004, top5_acc: 0.7354, loss_cls: 2.1811, loss: 3.4577, grad_norm: 3.3711 2020-09-24 07:44:15,028 - mmaction - INFO - Epoch [43][320/940] lr: 4.000e-02, eta: 1 day, 17:34:23, time: 1.488, data_time: 0.003, memory: 6929, loss_aux: 1.3095, top1_acc: 0.4885, top5_acc: 0.7170, loss_cls: 2.2527, loss: 3.5622, grad_norm: 3.4281 2020-09-24 07:44:44,715 - mmaction - INFO - Epoch [43][340/940] lr: 4.000e-02, eta: 1 day, 17:33:54, time: 1.483, data_time: 0.001, memory: 6929, loss_aux: 1.2990, top1_acc: 0.4848, top5_acc: 0.7250, loss_cls: 2.2370, loss: 3.5360, grad_norm: 3.4412 2020-09-24 07:45:15,756 - mmaction - INFO - Epoch [43][360/940] lr: 4.000e-02, eta: 1 day, 17:33:28, time: 1.554, data_time: 0.003, memory: 6929, loss_aux: 1.3007, top1_acc: 0.4996, top5_acc: 0.7270, loss_cls: 2.2237, loss: 3.5244, grad_norm: 3.3868 2020-09-24 07:45:45,280 - mmaction - INFO - Epoch [43][380/940] lr: 4.000e-02, eta: 1 day, 17:32:58, time: 1.475, data_time: 0.001, memory: 6929, loss_aux: 1.2971, top1_acc: 0.4967, top5_acc: 0.7250, loss_cls: 2.2161, loss: 3.5132, grad_norm: 3.4794 2020-09-24 07:46:15,492 - mmaction - INFO - Epoch [43][400/940] lr: 4.000e-02, eta: 1 day, 17:32:30, time: 1.512, data_time: 0.003, memory: 6929, loss_aux: 1.2758, top1_acc: 0.5039, top5_acc: 0.7316, loss_cls: 2.1953, loss: 3.4711, grad_norm: 3.4435 2020-09-24 07:46:45,750 - mmaction - INFO - Epoch [43][420/940] lr: 4.000e-02, eta: 1 day, 17:32:03, time: 1.512, data_time: 0.001, memory: 6929, loss_aux: 1.2814, top1_acc: 0.5021, top5_acc: 0.7381, loss_cls: 2.1792, loss: 3.4606, grad_norm: 3.4066 2020-09-24 07:47:15,661 - mmaction - INFO - Epoch [43][440/940] lr: 4.000e-02, eta: 1 day, 17:31:34, time: 1.497, data_time: 0.003, memory: 6929, loss_aux: 1.2894, top1_acc: 0.4955, top5_acc: 0.7266, loss_cls: 2.2196, loss: 3.5090, grad_norm: 3.4316 2020-09-24 07:47:44,893 - mmaction - INFO - Epoch [43][460/940] lr: 4.000e-02, eta: 1 day, 17:31:03, time: 1.461, data_time: 0.001, memory: 6929, loss_aux: 1.3013, top1_acc: 0.4877, top5_acc: 0.7213, loss_cls: 2.2479, loss: 3.5492, grad_norm: 3.3820 2020-09-24 07:48:14,765 - mmaction - INFO - Epoch [43][480/940] lr: 4.000e-02, eta: 1 day, 17:30:35, time: 1.494, data_time: 0.002, memory: 6929, loss_aux: 1.2874, top1_acc: 0.4947, top5_acc: 0.7260, loss_cls: 2.2123, loss: 3.4997, grad_norm: 3.3556 2020-09-24 07:48:45,170 - mmaction - INFO - Epoch [43][500/940] lr: 4.000e-02, eta: 1 day, 17:30:07, time: 1.519, data_time: 0.001, memory: 6929, loss_aux: 1.3052, top1_acc: 0.4912, top5_acc: 0.7230, loss_cls: 2.2429, loss: 3.5481, grad_norm: 3.4438 2020-09-24 07:49:14,622 - mmaction - INFO - Epoch [43][520/940] lr: 4.000e-02, eta: 1 day, 17:29:37, time: 1.473, data_time: 0.003, memory: 6929, loss_aux: 1.3006, top1_acc: 0.4930, top5_acc: 0.7156, loss_cls: 2.2546, loss: 3.5552, grad_norm: 3.4033 2020-09-24 07:49:44,029 - mmaction - INFO - Epoch [43][540/940] lr: 4.000e-02, eta: 1 day, 17:29:07, time: 1.470, data_time: 0.002, memory: 6929, loss_aux: 1.2653, top1_acc: 0.5006, top5_acc: 0.7391, loss_cls: 2.1737, loss: 3.4390, grad_norm: 3.4330 2020-09-24 07:50:14,159 - mmaction - INFO - Epoch [43][560/940] lr: 4.000e-02, eta: 1 day, 17:28:39, time: 1.507, data_time: 0.003, memory: 6929, loss_aux: 1.3005, top1_acc: 0.4916, top5_acc: 0.7236, loss_cls: 2.2502, loss: 3.5507, grad_norm: 3.4462 2020-09-24 07:50:44,379 - mmaction - INFO - Epoch [43][580/940] lr: 4.000e-02, eta: 1 day, 17:28:11, time: 1.510, data_time: 0.002, memory: 6929, loss_aux: 1.2988, top1_acc: 0.4951, top5_acc: 0.7221, loss_cls: 2.2408, loss: 3.5395, grad_norm: 3.4092 2020-09-24 07:51:13,764 - mmaction - INFO - Epoch [43][600/940] lr: 4.000e-02, eta: 1 day, 17:27:41, time: 1.469, data_time: 0.003, memory: 6929, loss_aux: 1.2667, top1_acc: 0.5002, top5_acc: 0.7383, loss_cls: 2.1687, loss: 3.4354, grad_norm: 3.3289 2020-09-24 07:51:43,867 - mmaction - INFO - Epoch [43][620/940] lr: 4.000e-02, eta: 1 day, 17:27:13, time: 1.505, data_time: 0.002, memory: 6929, loss_aux: 1.2813, top1_acc: 0.4986, top5_acc: 0.7215, loss_cls: 2.2271, loss: 3.5084, grad_norm: 3.3927 2020-09-24 07:52:13,228 - mmaction - INFO - Epoch [43][640/940] lr: 4.000e-02, eta: 1 day, 17:26:43, time: 1.469, data_time: 0.003, memory: 6929, loss_aux: 1.2913, top1_acc: 0.4883, top5_acc: 0.7193, loss_cls: 2.2333, loss: 3.5246, grad_norm: 3.3614 2020-09-24 07:52:43,636 - mmaction - INFO - Epoch [43][660/940] lr: 4.000e-02, eta: 1 day, 17:26:15, time: 1.520, data_time: 0.002, memory: 6929, loss_aux: 1.2509, top1_acc: 0.5172, top5_acc: 0.7420, loss_cls: 2.1398, loss: 3.3906, grad_norm: 3.3550 2020-09-24 07:53:14,021 - mmaction - INFO - Epoch [43][680/940] lr: 4.000e-02, eta: 1 day, 17:25:47, time: 1.520, data_time: 0.003, memory: 6929, loss_aux: 1.2625, top1_acc: 0.5096, top5_acc: 0.7361, loss_cls: 2.1672, loss: 3.4297, grad_norm: 3.4420 2020-09-24 07:53:43,199 - mmaction - INFO - Epoch [43][700/940] lr: 4.000e-02, eta: 1 day, 17:25:17, time: 1.458, data_time: 0.002, memory: 6929, loss_aux: 1.2602, top1_acc: 0.5129, top5_acc: 0.7404, loss_cls: 2.1469, loss: 3.4071, grad_norm: 3.4208 2020-09-24 07:54:13,507 - mmaction - INFO - Epoch [43][720/940] lr: 4.000e-02, eta: 1 day, 17:24:49, time: 1.515, data_time: 0.003, memory: 6929, loss_aux: 1.2857, top1_acc: 0.4963, top5_acc: 0.7275, loss_cls: 2.2236, loss: 3.5094, grad_norm: 3.3714 2020-09-24 07:54:43,508 - mmaction - INFO - Epoch [43][740/940] lr: 4.000e-02, eta: 1 day, 17:24:21, time: 1.500, data_time: 0.002, memory: 6929, loss_aux: 1.2838, top1_acc: 0.5059, top5_acc: 0.7369, loss_cls: 2.1844, loss: 3.4682, grad_norm: 3.4517 2020-09-24 07:55:13,068 - mmaction - INFO - Epoch [43][760/940] lr: 4.000e-02, eta: 1 day, 17:23:51, time: 1.479, data_time: 0.002, memory: 6929, loss_aux: 1.3005, top1_acc: 0.4939, top5_acc: 0.7213, loss_cls: 2.2369, loss: 3.5375, grad_norm: 3.4631 2020-09-24 07:55:42,785 - mmaction - INFO - Epoch [43][780/940] lr: 4.000e-02, eta: 1 day, 17:23:22, time: 1.485, data_time: 0.001, memory: 6929, loss_aux: 1.2728, top1_acc: 0.5033, top5_acc: 0.7291, loss_cls: 2.2038, loss: 3.4766, grad_norm: 3.4469 2020-09-24 07:56:12,629 - mmaction - INFO - Epoch [43][800/940] lr: 4.000e-02, eta: 1 day, 17:22:53, time: 1.493, data_time: 0.003, memory: 6929, loss_aux: 1.2803, top1_acc: 0.4953, top5_acc: 0.7287, loss_cls: 2.2101, loss: 3.4904, grad_norm: 3.4577 2020-09-24 07:56:42,903 - mmaction - INFO - Epoch [43][820/940] lr: 4.000e-02, eta: 1 day, 17:22:25, time: 1.512, data_time: 0.001, memory: 6929, loss_aux: 1.2751, top1_acc: 0.5059, top5_acc: 0.7398, loss_cls: 2.1886, loss: 3.4637, grad_norm: 3.3428 2020-09-24 07:57:12,932 - mmaction - INFO - Epoch [43][840/940] lr: 4.000e-02, eta: 1 day, 17:21:57, time: 1.503, data_time: 0.003, memory: 6929, loss_aux: 1.2874, top1_acc: 0.5020, top5_acc: 0.7340, loss_cls: 2.1829, loss: 3.4704, grad_norm: 3.3537 2020-09-24 07:57:42,420 - mmaction - INFO - Epoch [43][860/940] lr: 4.000e-02, eta: 1 day, 17:21:27, time: 1.474, data_time: 0.001, memory: 6929, loss_aux: 1.2650, top1_acc: 0.4967, top5_acc: 0.7344, loss_cls: 2.1998, loss: 3.4648, grad_norm: 3.4358 2020-09-24 07:58:12,171 - mmaction - INFO - Epoch [43][880/940] lr: 4.000e-02, eta: 1 day, 17:20:57, time: 1.487, data_time: 0.001, memory: 6929, loss_aux: 1.2835, top1_acc: 0.4986, top5_acc: 0.7305, loss_cls: 2.2025, loss: 3.4860, grad_norm: 3.3208 2020-09-24 07:58:42,584 - mmaction - INFO - Epoch [43][900/940] lr: 4.000e-02, eta: 1 day, 17:20:30, time: 1.521, data_time: 0.003, memory: 6929, loss_aux: 1.2855, top1_acc: 0.4980, top5_acc: 0.7195, loss_cls: 2.2330, loss: 3.5185, grad_norm: 3.4178 2020-09-24 07:59:11,979 - mmaction - INFO - Epoch [43][920/940] lr: 4.000e-02, eta: 1 day, 17:20:00, time: 1.469, data_time: 0.002, memory: 6929, loss_aux: 1.2738, top1_acc: 0.4992, top5_acc: 0.7258, loss_cls: 2.1950, loss: 3.4689, grad_norm: 3.4012 2020-09-24 07:59:41,240 - mmaction - INFO - Epoch [43][940/940] lr: 4.000e-02, eta: 1 day, 17:19:30, time: 1.463, data_time: 0.003, memory: 6929, loss_aux: 1.3223, top1_acc: 0.4779, top5_acc: 0.7143, loss_cls: 2.2861, loss: 3.6084, grad_norm: 3.4941 2020-09-24 07:59:41,640 - mmaction - INFO - Saving checkpoint at 43 epochs 2020-09-24 08:00:18,510 - mmaction - INFO - Epoch [44][20/940] lr: 4.000e-02, eta: 1 day, 17:19:12, time: 1.714, data_time: 0.257, memory: 6929, loss_aux: 1.2690, top1_acc: 0.5025, top5_acc: 0.7305, loss_cls: 2.1734, loss: 3.4424, grad_norm: 3.4296 2020-09-24 08:00:46,828 - mmaction - INFO - Epoch [44][40/940] lr: 4.000e-02, eta: 1 day, 17:18:39, time: 1.422, data_time: 0.016, memory: 6929, loss_aux: 1.2689, top1_acc: 0.5025, top5_acc: 0.7332, loss_cls: 2.1763, loss: 3.4452, grad_norm: 3.3660 2020-09-24 08:01:18,093 - mmaction - INFO - Epoch [44][60/940] lr: 4.000e-02, eta: 1 day, 17:18:14, time: 1.565, data_time: 0.003, memory: 6929, loss_aux: 1.2706, top1_acc: 0.5102, top5_acc: 0.7365, loss_cls: 2.1774, loss: 3.4480, grad_norm: 3.3428 2020-09-24 08:01:47,113 - mmaction - INFO - Epoch [44][80/940] lr: 4.000e-02, eta: 1 day, 17:17:43, time: 1.451, data_time: 0.001, memory: 6929, loss_aux: 1.2746, top1_acc: 0.5057, top5_acc: 0.7316, loss_cls: 2.1848, loss: 3.4594, grad_norm: 3.4103 2020-09-24 08:02:17,587 - mmaction - INFO - Epoch [44][100/940] lr: 4.000e-02, eta: 1 day, 17:17:15, time: 1.523, data_time: 0.002, memory: 6929, loss_aux: 1.2616, top1_acc: 0.5115, top5_acc: 0.7389, loss_cls: 2.1450, loss: 3.4066, grad_norm: 3.4285 2020-09-24 08:02:47,307 - mmaction - INFO - Epoch [44][120/940] lr: 4.000e-02, eta: 1 day, 17:16:46, time: 1.485, data_time: 0.002, memory: 6929, loss_aux: 1.2458, top1_acc: 0.5045, top5_acc: 0.7484, loss_cls: 2.1146, loss: 3.3605, grad_norm: 3.4617 2020-09-24 08:03:17,093 - mmaction - INFO - Epoch [44][140/940] lr: 4.000e-02, eta: 1 day, 17:16:17, time: 1.490, data_time: 0.002, memory: 6929, loss_aux: 1.2485, top1_acc: 0.5088, top5_acc: 0.7418, loss_cls: 2.1417, loss: 3.3902, grad_norm: 3.4303 2020-09-24 08:03:47,454 - mmaction - INFO - Epoch [44][160/940] lr: 4.000e-02, eta: 1 day, 17:15:49, time: 1.517, data_time: 0.002, memory: 6929, loss_aux: 1.2657, top1_acc: 0.4926, top5_acc: 0.7303, loss_cls: 2.1848, loss: 3.4506, grad_norm: 3.4219 2020-09-24 08:04:18,449 - mmaction - INFO - Epoch [44][180/940] lr: 4.000e-02, eta: 1 day, 17:15:23, time: 1.551, data_time: 0.003, memory: 6929, loss_aux: 1.2667, top1_acc: 0.5027, top5_acc: 0.7320, loss_cls: 2.1703, loss: 3.4370, grad_norm: 3.3928 2020-09-24 08:04:49,555 - mmaction - INFO - Epoch [44][200/940] lr: 4.000e-02, eta: 1 day, 17:14:57, time: 1.554, data_time: 0.001, memory: 6929, loss_aux: 1.2584, top1_acc: 0.5137, top5_acc: 0.7344, loss_cls: 2.1287, loss: 3.3870, grad_norm: 3.3784 2020-09-24 08:05:19,799 - mmaction - INFO - Epoch [44][220/940] lr: 4.000e-02, eta: 1 day, 17:14:29, time: 1.511, data_time: 0.003, memory: 6929, loss_aux: 1.2666, top1_acc: 0.5119, top5_acc: 0.7377, loss_cls: 2.1486, loss: 3.4152, grad_norm: 3.3991 2020-09-24 08:05:50,050 - mmaction - INFO - Epoch [44][240/940] lr: 4.000e-02, eta: 1 day, 17:14:02, time: 1.514, data_time: 0.003, memory: 6929, loss_aux: 1.2697, top1_acc: 0.5037, top5_acc: 0.7354, loss_cls: 2.1850, loss: 3.4548, grad_norm: 3.4226 2020-09-24 08:06:19,915 - mmaction - INFO - Epoch [44][260/940] lr: 4.000e-02, eta: 1 day, 17:13:33, time: 1.493, data_time: 0.002, memory: 6929, loss_aux: 1.2604, top1_acc: 0.5148, top5_acc: 0.7412, loss_cls: 2.1352, loss: 3.3956, grad_norm: 3.3927 2020-09-24 08:06:49,389 - mmaction - INFO - Epoch [44][280/940] lr: 4.000e-02, eta: 1 day, 17:13:03, time: 1.473, data_time: 0.002, memory: 6929, loss_aux: 1.2860, top1_acc: 0.4971, top5_acc: 0.7299, loss_cls: 2.2010, loss: 3.4870, grad_norm: 3.4447 2020-09-24 08:07:19,095 - mmaction - INFO - Epoch [44][300/940] lr: 4.000e-02, eta: 1 day, 17:12:34, time: 1.487, data_time: 0.003, memory: 6929, loss_aux: 1.2809, top1_acc: 0.4984, top5_acc: 0.7338, loss_cls: 2.1811, loss: 3.4620, grad_norm: 3.4241 2020-09-24 08:07:49,829 - mmaction - INFO - Epoch [44][320/940] lr: 4.000e-02, eta: 1 day, 17:12:07, time: 1.535, data_time: 0.001, memory: 6929, loss_aux: 1.2895, top1_acc: 0.5068, top5_acc: 0.7254, loss_cls: 2.2235, loss: 3.5130, grad_norm: 3.4696 2020-09-24 08:08:19,351 - mmaction - INFO - Epoch [44][340/940] lr: 4.000e-02, eta: 1 day, 17:11:37, time: 1.477, data_time: 0.003, memory: 6929, loss_aux: 1.2696, top1_acc: 0.5047, top5_acc: 0.7332, loss_cls: 2.1959, loss: 3.4655, grad_norm: 3.4338 2020-09-24 08:08:50,861 - mmaction - INFO - Epoch [44][360/940] lr: 4.000e-02, eta: 1 day, 17:11:12, time: 1.574, data_time: 0.002, memory: 6929, loss_aux: 1.2777, top1_acc: 0.5072, top5_acc: 0.7348, loss_cls: 2.1781, loss: 3.4558, grad_norm: 3.4211 2020-09-24 08:09:20,447 - mmaction - INFO - Epoch [44][380/940] lr: 4.000e-02, eta: 1 day, 17:10:43, time: 1.481, data_time: 0.003, memory: 6929, loss_aux: 1.2945, top1_acc: 0.4988, top5_acc: 0.7207, loss_cls: 2.2293, loss: 3.5238, grad_norm: 3.4021 2020-09-24 08:09:51,150 - mmaction - INFO - Epoch [44][400/940] lr: 4.000e-02, eta: 1 day, 17:10:16, time: 1.534, data_time: 0.001, memory: 6929, loss_aux: 1.2756, top1_acc: 0.5057, top5_acc: 0.7348, loss_cls: 2.1772, loss: 3.4528, grad_norm: 3.4320 2020-09-24 08:10:20,269 - mmaction - INFO - Epoch [44][420/940] lr: 4.000e-02, eta: 1 day, 17:09:45, time: 1.457, data_time: 0.002, memory: 6929, loss_aux: 1.2943, top1_acc: 0.4971, top5_acc: 0.7262, loss_cls: 2.2281, loss: 3.5224, grad_norm: 3.3993 2020-09-24 08:10:50,096 - mmaction - INFO - Epoch [44][440/940] lr: 4.000e-02, eta: 1 day, 17:09:16, time: 1.490, data_time: 0.001, memory: 6929, loss_aux: 1.2823, top1_acc: 0.4961, top5_acc: 0.7273, loss_cls: 2.2298, loss: 3.5121, grad_norm: 3.3971 2020-09-24 08:11:19,721 - mmaction - INFO - Epoch [44][460/940] lr: 4.000e-02, eta: 1 day, 17:08:46, time: 1.482, data_time: 0.002, memory: 6929, loss_aux: 1.3117, top1_acc: 0.4871, top5_acc: 0.7197, loss_cls: 2.2768, loss: 3.5885, grad_norm: 3.4205 2020-09-24 08:11:49,873 - mmaction - INFO - Epoch [44][480/940] lr: 4.000e-02, eta: 1 day, 17:08:18, time: 1.507, data_time: 0.001, memory: 6929, loss_aux: 1.2784, top1_acc: 0.4943, top5_acc: 0.7262, loss_cls: 2.2154, loss: 3.4938, grad_norm: 3.4524 2020-09-24 08:12:20,463 - mmaction - INFO - Epoch [44][500/940] lr: 4.000e-02, eta: 1 day, 17:07:51, time: 1.531, data_time: 0.003, memory: 6929, loss_aux: 1.2949, top1_acc: 0.4949, top5_acc: 0.7279, loss_cls: 2.2161, loss: 3.5109, grad_norm: 3.4365 2020-09-24 08:12:50,363 - mmaction - INFO - Epoch [44][520/940] lr: 4.000e-02, eta: 1 day, 17:07:22, time: 1.494, data_time: 0.001, memory: 6929, loss_aux: 1.2673, top1_acc: 0.5057, top5_acc: 0.7371, loss_cls: 2.1648, loss: 3.4321, grad_norm: 3.3473 2020-09-24 08:13:20,035 - mmaction - INFO - Epoch [44][540/940] lr: 4.000e-02, eta: 1 day, 17:06:53, time: 1.484, data_time: 0.002, memory: 6929, loss_aux: 1.2772, top1_acc: 0.4959, top5_acc: 0.7281, loss_cls: 2.1807, loss: 3.4580, grad_norm: 3.4016 2020-09-24 08:13:50,040 - mmaction - INFO - Epoch [44][560/940] lr: 4.000e-02, eta: 1 day, 17:06:24, time: 1.500, data_time: 0.001, memory: 6929, loss_aux: 1.2773, top1_acc: 0.4998, top5_acc: 0.7311, loss_cls: 2.2043, loss: 3.4817, grad_norm: 3.4227 2020-09-24 08:14:19,914 - mmaction - INFO - Epoch [44][580/940] lr: 4.000e-02, eta: 1 day, 17:05:55, time: 1.493, data_time: 0.001, memory: 6929, loss_aux: 1.2614, top1_acc: 0.4998, top5_acc: 0.7365, loss_cls: 2.1670, loss: 3.4284, grad_norm: 3.4099 2020-09-24 08:14:50,003 - mmaction - INFO - Epoch [44][600/940] lr: 4.000e-02, eta: 1 day, 17:05:27, time: 1.504, data_time: 0.001, memory: 6929, loss_aux: 1.2932, top1_acc: 0.4881, top5_acc: 0.7238, loss_cls: 2.2419, loss: 3.5352, grad_norm: 3.4767 2020-09-24 08:15:20,395 - mmaction - INFO - Epoch [44][620/940] lr: 4.000e-02, eta: 1 day, 17:04:59, time: 1.521, data_time: 0.002, memory: 6929, loss_aux: 1.2545, top1_acc: 0.5012, top5_acc: 0.7361, loss_cls: 2.1554, loss: 3.4099, grad_norm: 3.4301 2020-09-24 08:15:49,998 - mmaction - INFO - Epoch [44][640/940] lr: 4.000e-02, eta: 1 day, 17:04:30, time: 1.479, data_time: 0.001, memory: 6929, loss_aux: 1.2979, top1_acc: 0.4934, top5_acc: 0.7252, loss_cls: 2.2329, loss: 3.5307, grad_norm: 3.4689 2020-09-24 08:16:19,971 - mmaction - INFO - Epoch [44][660/940] lr: 4.000e-02, eta: 1 day, 17:04:01, time: 1.500, data_time: 0.002, memory: 6929, loss_aux: 1.3026, top1_acc: 0.4896, top5_acc: 0.7254, loss_cls: 2.2518, loss: 3.5544, grad_norm: 3.4062 2020-09-24 08:16:49,941 - mmaction - INFO - Epoch [44][680/940] lr: 4.000e-02, eta: 1 day, 17:03:32, time: 1.497, data_time: 0.001, memory: 6929, loss_aux: 1.2908, top1_acc: 0.4875, top5_acc: 0.7307, loss_cls: 2.2307, loss: 3.5215, grad_norm: 3.4857 2020-09-24 08:17:19,988 - mmaction - INFO - Epoch [44][700/940] lr: 4.000e-02, eta: 1 day, 17:03:04, time: 1.503, data_time: 0.003, memory: 6929, loss_aux: 1.2665, top1_acc: 0.4898, top5_acc: 0.7320, loss_cls: 2.1918, loss: 3.4583, grad_norm: 3.4001 2020-09-24 08:17:49,686 - mmaction - INFO - Epoch [44][720/940] lr: 4.000e-02, eta: 1 day, 17:02:35, time: 1.484, data_time: 0.001, memory: 6929, loss_aux: 1.2897, top1_acc: 0.4975, top5_acc: 0.7291, loss_cls: 2.2175, loss: 3.5073, grad_norm: 3.4320 2020-09-24 08:18:20,335 - mmaction - INFO - Epoch [44][740/940] lr: 4.000e-02, eta: 1 day, 17:02:08, time: 1.533, data_time: 0.002, memory: 6929, loss_aux: 1.2662, top1_acc: 0.5033, top5_acc: 0.7396, loss_cls: 2.1690, loss: 3.4351, grad_norm: 3.3844 2020-09-24 08:18:51,237 - mmaction - INFO - Epoch [44][760/940] lr: 4.000e-02, eta: 1 day, 17:01:41, time: 1.544, data_time: 0.001, memory: 6929, loss_aux: 1.2744, top1_acc: 0.4963, top5_acc: 0.7336, loss_cls: 2.1860, loss: 3.4605, grad_norm: 3.4279 2020-09-24 08:19:20,316 - mmaction - INFO - Epoch [44][780/940] lr: 4.000e-02, eta: 1 day, 17:01:10, time: 1.455, data_time: 0.003, memory: 6929, loss_aux: 1.2829, top1_acc: 0.4912, top5_acc: 0.7295, loss_cls: 2.2108, loss: 3.4937, grad_norm: 3.4800 2020-09-24 08:19:50,143 - mmaction - INFO - Epoch [44][800/940] lr: 4.000e-02, eta: 1 day, 17:00:41, time: 1.491, data_time: 0.001, memory: 6929, loss_aux: 1.2772, top1_acc: 0.4840, top5_acc: 0.7232, loss_cls: 2.2340, loss: 3.5112, grad_norm: 3.4142 2020-09-24 08:20:19,511 - mmaction - INFO - Epoch [44][820/940] lr: 4.000e-02, eta: 1 day, 17:00:11, time: 1.469, data_time: 0.002, memory: 6929, loss_aux: 1.2747, top1_acc: 0.5039, top5_acc: 0.7311, loss_cls: 2.1711, loss: 3.4458, grad_norm: 3.4461 2020-09-24 08:20:50,571 - mmaction - INFO - Epoch [44][840/940] lr: 4.000e-02, eta: 1 day, 16:59:45, time: 1.552, data_time: 0.002, memory: 6929, loss_aux: 1.2767, top1_acc: 0.5039, top5_acc: 0.7346, loss_cls: 2.1908, loss: 3.4675, grad_norm: 3.4145 2020-09-24 08:21:20,423 - mmaction - INFO - Epoch [44][860/940] lr: 4.000e-02, eta: 1 day, 16:59:16, time: 1.493, data_time: 0.003, memory: 6929, loss_aux: 1.3044, top1_acc: 0.4934, top5_acc: 0.7281, loss_cls: 2.2444, loss: 3.5488, grad_norm: 3.4713 2020-09-24 08:21:49,886 - mmaction - INFO - Epoch [44][880/940] lr: 4.000e-02, eta: 1 day, 16:58:46, time: 1.473, data_time: 0.002, memory: 6929, loss_aux: 1.2918, top1_acc: 0.4912, top5_acc: 0.7201, loss_cls: 2.2468, loss: 3.5386, grad_norm: 3.4291 2020-09-24 08:22:20,591 - mmaction - INFO - Epoch [44][900/940] lr: 4.000e-02, eta: 1 day, 16:58:19, time: 1.536, data_time: 0.002, memory: 6929, loss_aux: 1.2605, top1_acc: 0.5027, top5_acc: 0.7377, loss_cls: 2.1816, loss: 3.4421, grad_norm: 3.4096 2020-09-24 08:22:50,070 - mmaction - INFO - Epoch [44][920/940] lr: 4.000e-02, eta: 1 day, 16:57:49, time: 1.473, data_time: 0.002, memory: 6929, loss_aux: 1.3042, top1_acc: 0.4846, top5_acc: 0.7213, loss_cls: 2.2529, loss: 3.5571, grad_norm: 3.4284 2020-09-24 08:23:18,940 - mmaction - INFO - Epoch [44][940/940] lr: 4.000e-02, eta: 1 day, 16:57:18, time: 1.444, data_time: 0.003, memory: 6929, loss_aux: 1.2831, top1_acc: 0.5030, top5_acc: 0.7277, loss_cls: 2.2141, loss: 3.4972, grad_norm: 3.4146 2020-09-24 08:23:19,446 - mmaction - INFO - Saving checkpoint at 44 epochs 2020-09-24 08:23:58,846 - mmaction - INFO - Epoch [45][20/940] lr: 4.000e-02, eta: 1 day, 16:56:59, time: 1.698, data_time: 0.372, memory: 6929, loss_aux: 1.2975, top1_acc: 0.4883, top5_acc: 0.7330, loss_cls: 2.2264, loss: 3.5239, grad_norm: 3.4968 2020-09-24 08:24:27,299 - mmaction - INFO - Epoch [45][40/940] lr: 4.000e-02, eta: 1 day, 16:56:27, time: 1.423, data_time: 0.004, memory: 6929, loss_aux: 1.2714, top1_acc: 0.5047, top5_acc: 0.7379, loss_cls: 2.1626, loss: 3.4340, grad_norm: 3.4244 2020-09-24 08:24:57,572 - mmaction - INFO - Epoch [45][60/940] lr: 4.000e-02, eta: 1 day, 16:55:59, time: 1.515, data_time: 0.003, memory: 6929, loss_aux: 1.2752, top1_acc: 0.5021, top5_acc: 0.7320, loss_cls: 2.1843, loss: 3.4595, grad_norm: 3.4016 2020-09-24 08:25:26,343 - mmaction - INFO - Epoch [45][80/940] lr: 4.000e-02, eta: 1 day, 16:55:27, time: 1.438, data_time: 0.002, memory: 6929, loss_aux: 1.2755, top1_acc: 0.5061, top5_acc: 0.7328, loss_cls: 2.1975, loss: 3.4730, grad_norm: 3.4333 2020-09-24 08:25:56,556 - mmaction - INFO - Epoch [45][100/940] lr: 4.000e-02, eta: 1 day, 16:54:59, time: 1.511, data_time: 0.003, memory: 6929, loss_aux: 1.2728, top1_acc: 0.5053, top5_acc: 0.7338, loss_cls: 2.1886, loss: 3.4614, grad_norm: 3.4395 2020-09-24 08:26:26,242 - mmaction - INFO - Epoch [45][120/940] lr: 4.000e-02, eta: 1 day, 16:54:30, time: 1.484, data_time: 0.003, memory: 6929, loss_aux: 1.2743, top1_acc: 0.4992, top5_acc: 0.7303, loss_cls: 2.1918, loss: 3.4661, grad_norm: 3.4059 2020-09-24 08:26:55,961 - mmaction - INFO - Epoch [45][140/940] lr: 4.000e-02, eta: 1 day, 16:54:00, time: 1.487, data_time: 0.002, memory: 6929, loss_aux: 1.2726, top1_acc: 0.5068, top5_acc: 0.7316, loss_cls: 2.1843, loss: 3.4569, grad_norm: 3.3768 2020-09-24 08:27:26,165 - mmaction - INFO - Epoch [45][160/940] lr: 4.000e-02, eta: 1 day, 16:53:32, time: 1.509, data_time: 0.001, memory: 6929, loss_aux: 1.2714, top1_acc: 0.4988, top5_acc: 0.7309, loss_cls: 2.1899, loss: 3.4613, grad_norm: 3.4190 2020-09-24 08:27:56,609 - mmaction - INFO - Epoch [45][180/940] lr: 4.000e-02, eta: 1 day, 16:53:05, time: 1.521, data_time: 0.003, memory: 6929, loss_aux: 1.2967, top1_acc: 0.4947, top5_acc: 0.7303, loss_cls: 2.2199, loss: 3.5166, grad_norm: 3.4534 2020-09-24 08:28:26,586 - mmaction - INFO - Epoch [45][200/940] lr: 4.000e-02, eta: 1 day, 16:52:36, time: 1.499, data_time: 0.004, memory: 6929, loss_aux: 1.2633, top1_acc: 0.5086, top5_acc: 0.7312, loss_cls: 2.1744, loss: 3.4378, grad_norm: 3.4594 2020-09-24 08:28:56,721 - mmaction - INFO - Epoch [45][220/940] lr: 4.000e-02, eta: 1 day, 16:52:08, time: 1.507, data_time: 0.003, memory: 6929, loss_aux: 1.2832, top1_acc: 0.5033, top5_acc: 0.7264, loss_cls: 2.2071, loss: 3.4904, grad_norm: 3.4352 2020-09-24 08:29:25,953 - mmaction - INFO - Epoch [45][240/940] lr: 4.000e-02, eta: 1 day, 16:51:37, time: 1.462, data_time: 0.002, memory: 6929, loss_aux: 1.2565, top1_acc: 0.5051, top5_acc: 0.7357, loss_cls: 2.1532, loss: 3.4097, grad_norm: 3.3929 2020-09-24 08:29:55,698 - mmaction - INFO - Epoch [45][260/940] lr: 4.000e-02, eta: 1 day, 16:51:08, time: 1.480, data_time: 0.003, memory: 6929, loss_aux: 1.2870, top1_acc: 0.4965, top5_acc: 0.7348, loss_cls: 2.1982, loss: 3.4852, grad_norm: 3.4524 2020-09-24 08:30:25,775 - mmaction - INFO - Epoch [45][280/940] lr: 4.000e-02, eta: 1 day, 16:50:39, time: 1.511, data_time: 0.009, memory: 6929, loss_aux: 1.2730, top1_acc: 0.5078, top5_acc: 0.7334, loss_cls: 2.1673, loss: 3.4403, grad_norm: 3.4133 2020-09-24 08:30:55,747 - mmaction - INFO - Epoch [45][300/940] lr: 4.000e-02, eta: 1 day, 16:50:11, time: 1.500, data_time: 0.003, memory: 6929, loss_aux: 1.2635, top1_acc: 0.5100, top5_acc: 0.7373, loss_cls: 2.1634, loss: 3.4269, grad_norm: 3.3969 2020-09-24 08:31:25,852 - mmaction - INFO - Epoch [45][320/940] lr: 4.000e-02, eta: 1 day, 16:49:42, time: 1.504, data_time: 0.001, memory: 6929, loss_aux: 1.2822, top1_acc: 0.4914, top5_acc: 0.7289, loss_cls: 2.2065, loss: 3.4887, grad_norm: 3.4396 2020-09-24 08:31:55,059 - mmaction - INFO - Epoch [45][340/940] lr: 4.000e-02, eta: 1 day, 16:49:12, time: 1.460, data_time: 0.002, memory: 6929, loss_aux: 1.2542, top1_acc: 0.5047, top5_acc: 0.7350, loss_cls: 2.1656, loss: 3.4198, grad_norm: 3.3723 2020-09-24 08:32:25,410 - mmaction - INFO - Epoch [45][360/940] lr: 4.000e-02, eta: 1 day, 16:48:44, time: 1.517, data_time: 0.002, memory: 6929, loss_aux: 1.2656, top1_acc: 0.5113, top5_acc: 0.7336, loss_cls: 2.1703, loss: 3.4359, grad_norm: 3.4080 2020-09-24 08:32:55,640 - mmaction - INFO - Epoch [45][380/940] lr: 4.000e-02, eta: 1 day, 16:48:16, time: 1.512, data_time: 0.003, memory: 6929, loss_aux: 1.2725, top1_acc: 0.5055, top5_acc: 0.7371, loss_cls: 2.1839, loss: 3.4564, grad_norm: 3.4117 2020-09-24 08:33:25,080 - mmaction - INFO - Epoch [45][400/940] lr: 4.000e-02, eta: 1 day, 16:47:46, time: 1.471, data_time: 0.002, memory: 6929, loss_aux: 1.2805, top1_acc: 0.5025, top5_acc: 0.7352, loss_cls: 2.1817, loss: 3.4622, grad_norm: 3.4544 2020-09-24 08:33:54,589 - mmaction - INFO - Epoch [45][420/940] lr: 4.000e-02, eta: 1 day, 16:47:16, time: 1.477, data_time: 0.004, memory: 6929, loss_aux: 1.2582, top1_acc: 0.4932, top5_acc: 0.7340, loss_cls: 2.1805, loss: 3.4388, grad_norm: 3.4277 2020-09-24 08:34:24,781 - mmaction - INFO - Epoch [45][440/940] lr: 4.000e-02, eta: 1 day, 16:46:48, time: 1.507, data_time: 0.002, memory: 6929, loss_aux: 1.2808, top1_acc: 0.5021, top5_acc: 0.7336, loss_cls: 2.1964, loss: 3.4771, grad_norm: 3.3527 2020-09-24 08:34:53,994 - mmaction - INFO - Epoch [45][460/940] lr: 4.000e-02, eta: 1 day, 16:46:17, time: 1.462, data_time: 0.004, memory: 6929, loss_aux: 1.2433, top1_acc: 0.5133, top5_acc: 0.7416, loss_cls: 2.1459, loss: 3.3892, grad_norm: 3.3906 2020-09-24 08:35:24,040 - mmaction - INFO - Epoch [45][480/940] lr: 4.000e-02, eta: 1 day, 16:45:49, time: 1.502, data_time: 0.002, memory: 6929, loss_aux: 1.2666, top1_acc: 0.5006, top5_acc: 0.7303, loss_cls: 2.1798, loss: 3.4464, grad_norm: 3.4502 2020-09-24 08:35:52,955 - mmaction - INFO - Epoch [45][500/940] lr: 4.000e-02, eta: 1 day, 16:45:18, time: 1.447, data_time: 0.003, memory: 6929, loss_aux: 1.2740, top1_acc: 0.4930, top5_acc: 0.7273, loss_cls: 2.2238, loss: 3.4977, grad_norm: 3.4870 2020-09-24 08:36:22,668 - mmaction - INFO - Epoch [45][520/940] lr: 4.000e-02, eta: 1 day, 16:44:48, time: 1.484, data_time: 0.002, memory: 6929, loss_aux: 1.2775, top1_acc: 0.5000, top5_acc: 0.7318, loss_cls: 2.2093, loss: 3.4868, grad_norm: 3.4660 2020-09-24 08:36:51,754 - mmaction - INFO - Epoch [45][540/940] lr: 4.000e-02, eta: 1 day, 16:44:18, time: 1.455, data_time: 0.004, memory: 6929, loss_aux: 1.2624, top1_acc: 0.5023, top5_acc: 0.7316, loss_cls: 2.1989, loss: 3.4613, grad_norm: 3.4346 2020-09-24 08:37:21,165 - mmaction - INFO - Epoch [45][560/940] lr: 4.000e-02, eta: 1 day, 16:43:48, time: 1.471, data_time: 0.002, memory: 6929, loss_aux: 1.2763, top1_acc: 0.5039, top5_acc: 0.7432, loss_cls: 2.1728, loss: 3.4491, grad_norm: 3.4526 2020-09-24 08:37:51,124 - mmaction - INFO - Epoch [45][580/940] lr: 4.000e-02, eta: 1 day, 16:43:19, time: 1.497, data_time: 0.001, memory: 6929, loss_aux: 1.2519, top1_acc: 0.5088, top5_acc: 0.7400, loss_cls: 2.1554, loss: 3.4073, grad_norm: 3.3931 2020-09-24 08:38:21,122 - mmaction - INFO - Epoch [45][600/940] lr: 4.000e-02, eta: 1 day, 16:42:50, time: 1.502, data_time: 0.003, memory: 6929, loss_aux: 1.2873, top1_acc: 0.5055, top5_acc: 0.7285, loss_cls: 2.1833, loss: 3.4707, grad_norm: 3.4890 2020-09-24 08:38:50,137 - mmaction - INFO - Epoch [45][620/940] lr: 4.000e-02, eta: 1 day, 16:42:19, time: 1.449, data_time: 0.001, memory: 6929, loss_aux: 1.2721, top1_acc: 0.5117, top5_acc: 0.7385, loss_cls: 2.1634, loss: 3.4356, grad_norm: 3.4073 2020-09-24 08:39:20,617 - mmaction - INFO - Epoch [45][640/940] lr: 4.000e-02, eta: 1 day, 16:41:52, time: 1.525, data_time: 0.002, memory: 6929, loss_aux: 1.2805, top1_acc: 0.4920, top5_acc: 0.7365, loss_cls: 2.1927, loss: 3.4732, grad_norm: 3.5096 2020-09-24 08:39:49,254 - mmaction - INFO - Epoch [45][660/940] lr: 4.000e-02, eta: 1 day, 16:41:20, time: 1.431, data_time: 0.001, memory: 6929, loss_aux: 1.2447, top1_acc: 0.5109, top5_acc: 0.7451, loss_cls: 2.1274, loss: 3.3721, grad_norm: 3.4018 2020-09-24 08:40:18,700 - mmaction - INFO - Epoch [45][680/940] lr: 4.000e-02, eta: 1 day, 16:40:50, time: 1.473, data_time: 0.002, memory: 6929, loss_aux: 1.2788, top1_acc: 0.4910, top5_acc: 0.7293, loss_cls: 2.2131, loss: 3.4918, grad_norm: 3.4527 2020-09-24 08:40:48,337 - mmaction - INFO - Epoch [45][700/940] lr: 4.000e-02, eta: 1 day, 16:40:20, time: 1.481, data_time: 0.001, memory: 6929, loss_aux: 1.2519, top1_acc: 0.5010, top5_acc: 0.7414, loss_cls: 2.1489, loss: 3.4008, grad_norm: 3.3994 2020-09-24 08:41:18,177 - mmaction - INFO - Epoch [45][720/940] lr: 4.000e-02, eta: 1 day, 16:39:51, time: 1.493, data_time: 0.003, memory: 6929, loss_aux: 1.2800, top1_acc: 0.4924, top5_acc: 0.7336, loss_cls: 2.2179, loss: 3.4979, grad_norm: 3.4820 2020-09-24 08:41:47,701 - mmaction - INFO - Epoch [45][740/940] lr: 4.000e-02, eta: 1 day, 16:39:22, time: 1.476, data_time: 0.002, memory: 6929, loss_aux: 1.2906, top1_acc: 0.4959, top5_acc: 0.7248, loss_cls: 2.2141, loss: 3.5047, grad_norm: 3.4685 2020-09-24 08:42:17,972 - mmaction - INFO - Epoch [45][760/940] lr: 4.000e-02, eta: 1 day, 16:38:54, time: 1.515, data_time: 0.004, memory: 6929, loss_aux: 1.2633, top1_acc: 0.4928, top5_acc: 0.7279, loss_cls: 2.1981, loss: 3.4614, grad_norm: 3.3871 2020-09-24 08:42:47,742 - mmaction - INFO - Epoch [45][780/940] lr: 4.000e-02, eta: 1 day, 16:38:24, time: 1.487, data_time: 0.001, memory: 6929, loss_aux: 1.3148, top1_acc: 0.4988, top5_acc: 0.7168, loss_cls: 2.2633, loss: 3.5781, grad_norm: 3.4118 2020-09-24 08:43:16,798 - mmaction - INFO - Epoch [45][800/940] lr: 4.000e-02, eta: 1 day, 16:37:53, time: 1.453, data_time: 0.003, memory: 6929, loss_aux: 1.2578, top1_acc: 0.4953, top5_acc: 0.7338, loss_cls: 2.1861, loss: 3.4439, grad_norm: 3.3819 2020-09-24 08:43:46,065 - mmaction - INFO - Epoch [45][820/940] lr: 4.000e-02, eta: 1 day, 16:37:23, time: 1.463, data_time: 0.003, memory: 6929, loss_aux: 1.2905, top1_acc: 0.4955, top5_acc: 0.7252, loss_cls: 2.2221, loss: 3.5126, grad_norm: 3.4364 2020-09-24 08:44:15,035 - mmaction - INFO - Epoch [45][840/940] lr: 4.000e-02, eta: 1 day, 16:36:52, time: 1.450, data_time: 0.003, memory: 6929, loss_aux: 1.2803, top1_acc: 0.4979, top5_acc: 0.7289, loss_cls: 2.2144, loss: 3.4948, grad_norm: 3.4793 2020-09-24 08:44:44,590 - mmaction - INFO - Epoch [45][860/940] lr: 4.000e-02, eta: 1 day, 16:36:22, time: 1.473, data_time: 0.001, memory: 6929, loss_aux: 1.2962, top1_acc: 0.4951, top5_acc: 0.7213, loss_cls: 2.2242, loss: 3.5204, grad_norm: 3.4412 2020-09-24 08:45:14,034 - mmaction - INFO - Epoch [45][880/940] lr: 4.000e-02, eta: 1 day, 16:35:52, time: 1.474, data_time: 0.006, memory: 6929, loss_aux: 1.2699, top1_acc: 0.5115, top5_acc: 0.7344, loss_cls: 2.1558, loss: 3.4257, grad_norm: 3.4592 2020-09-24 08:45:42,681 - mmaction - INFO - Epoch [45][900/940] lr: 4.000e-02, eta: 1 day, 16:35:21, time: 1.434, data_time: 0.005, memory: 6929, loss_aux: 1.2867, top1_acc: 0.4994, top5_acc: 0.7301, loss_cls: 2.2236, loss: 3.5104, grad_norm: 3.3729 2020-09-24 08:46:12,100 - mmaction - INFO - Epoch [45][920/940] lr: 4.000e-02, eta: 1 day, 16:34:51, time: 1.471, data_time: 0.003, memory: 6929, loss_aux: 1.2830, top1_acc: 0.5008, top5_acc: 0.7266, loss_cls: 2.1979, loss: 3.4809, grad_norm: 3.4281 2020-09-24 08:46:40,592 - mmaction - INFO - Epoch [45][940/940] lr: 4.000e-02, eta: 1 day, 16:34:18, time: 1.426, data_time: 0.003, memory: 6929, loss_aux: 1.2848, top1_acc: 0.4927, top5_acc: 0.7319, loss_cls: 2.2208, loss: 3.5056, grad_norm: 3.4594 2020-09-24 08:46:41,022 - mmaction - INFO - Saving checkpoint at 45 epochs 2020-09-24 08:47:15,871 - mmaction - INFO - Epoch [46][20/940] lr: 4.000e-02, eta: 1 day, 16:33:52, time: 1.554, data_time: 0.236, memory: 6929, loss_aux: 1.2771, top1_acc: 0.5049, top5_acc: 0.7340, loss_cls: 2.1742, loss: 3.4513, grad_norm: 3.4545 2020-09-24 08:47:44,681 - mmaction - INFO - Epoch [46][40/940] lr: 4.000e-02, eta: 1 day, 16:33:21, time: 1.440, data_time: 0.002, memory: 6929, loss_aux: 1.2543, top1_acc: 0.5189, top5_acc: 0.7340, loss_cls: 2.1351, loss: 3.3894, grad_norm: 3.3695 2020-09-24 08:48:13,313 - mmaction - INFO - Epoch [46][60/940] lr: 4.000e-02, eta: 1 day, 16:32:49, time: 1.432, data_time: 0.003, memory: 6929, loss_aux: 1.2789, top1_acc: 0.5070, top5_acc: 0.7258, loss_cls: 2.1902, loss: 3.4690, grad_norm: 3.4454 2020-09-24 08:48:42,456 - mmaction - INFO - Epoch [46][80/940] lr: 4.000e-02, eta: 1 day, 16:32:18, time: 1.458, data_time: 0.002, memory: 6929, loss_aux: 1.2686, top1_acc: 0.5045, top5_acc: 0.7414, loss_cls: 2.1636, loss: 3.4322, grad_norm: 3.4568 2020-09-24 08:49:11,625 - mmaction - INFO - Epoch [46][100/940] lr: 4.000e-02, eta: 1 day, 16:31:48, time: 1.457, data_time: 0.001, memory: 6929, loss_aux: 1.2824, top1_acc: 0.5074, top5_acc: 0.7299, loss_cls: 2.1821, loss: 3.4645, grad_norm: 3.3648 2020-09-24 08:49:40,910 - mmaction - INFO - Epoch [46][120/940] lr: 4.000e-02, eta: 1 day, 16:31:17, time: 1.466, data_time: 0.003, memory: 6929, loss_aux: 1.2641, top1_acc: 0.5041, top5_acc: 0.7383, loss_cls: 2.1557, loss: 3.4198, grad_norm: 3.4638 2020-09-24 08:50:11,150 - mmaction - INFO - Epoch [46][140/940] lr: 4.000e-02, eta: 1 day, 16:30:49, time: 1.511, data_time: 0.001, memory: 6929, loss_aux: 1.2579, top1_acc: 0.5111, top5_acc: 0.7400, loss_cls: 2.1500, loss: 3.4079, grad_norm: 3.4278 2020-09-24 08:50:39,279 - mmaction - INFO - Epoch [46][160/940] lr: 4.000e-02, eta: 1 day, 16:30:16, time: 1.407, data_time: 0.003, memory: 6929, loss_aux: 1.2872, top1_acc: 0.5018, top5_acc: 0.7408, loss_cls: 2.1800, loss: 3.4672, grad_norm: 3.4593 2020-09-24 08:51:08,741 - mmaction - INFO - Epoch [46][180/940] lr: 4.000e-02, eta: 1 day, 16:29:46, time: 1.473, data_time: 0.002, memory: 6929, loss_aux: 1.2696, top1_acc: 0.5061, top5_acc: 0.7305, loss_cls: 2.1739, loss: 3.4435, grad_norm: 3.4062 2020-09-24 08:51:38,625 - mmaction - INFO - Epoch [46][200/940] lr: 4.000e-02, eta: 1 day, 16:29:17, time: 1.494, data_time: 0.002, memory: 6929, loss_aux: 1.2833, top1_acc: 0.5016, top5_acc: 0.7408, loss_cls: 2.1730, loss: 3.4563, grad_norm: 3.4730 2020-09-24 08:52:07,639 - mmaction - INFO - Epoch [46][220/940] lr: 4.000e-02, eta: 1 day, 16:28:46, time: 1.451, data_time: 0.002, memory: 6929, loss_aux: 1.2629, top1_acc: 0.5068, top5_acc: 0.7311, loss_cls: 2.1791, loss: 3.4420, grad_norm: 3.4531 2020-09-24 08:52:37,463 - mmaction - INFO - Epoch [46][240/940] lr: 4.000e-02, eta: 1 day, 16:28:17, time: 1.491, data_time: 0.002, memory: 6929, loss_aux: 1.2951, top1_acc: 0.5016, top5_acc: 0.7307, loss_cls: 2.2127, loss: 3.5078, grad_norm: 3.5135 2020-09-24 08:53:06,981 - mmaction - INFO - Epoch [46][260/940] lr: 4.000e-02, eta: 1 day, 16:27:48, time: 1.476, data_time: 0.002, memory: 6929, loss_aux: 1.2710, top1_acc: 0.5080, top5_acc: 0.7330, loss_cls: 2.1726, loss: 3.4436, grad_norm: 3.3971 2020-09-24 08:53:36,928 - mmaction - INFO - Epoch [46][280/940] lr: 4.000e-02, eta: 1 day, 16:27:19, time: 1.493, data_time: 0.002, memory: 6929, loss_aux: 1.2880, top1_acc: 0.4943, top5_acc: 0.7332, loss_cls: 2.2032, loss: 3.4912, grad_norm: 3.5047 2020-09-24 08:54:06,714 - mmaction - INFO - Epoch [46][300/940] lr: 4.000e-02, eta: 1 day, 16:26:50, time: 1.492, data_time: 0.005, memory: 6929, loss_aux: 1.2617, top1_acc: 0.5016, top5_acc: 0.7377, loss_cls: 2.1663, loss: 3.4281, grad_norm: 3.4231 2020-09-24 08:54:35,251 - mmaction - INFO - Epoch [46][320/940] lr: 4.000e-02, eta: 1 day, 16:26:18, time: 1.427, data_time: 0.002, memory: 6929, loss_aux: 1.3084, top1_acc: 0.4863, top5_acc: 0.7182, loss_cls: 2.2841, loss: 3.5926, grad_norm: 3.4892 2020-09-24 08:55:06,385 - mmaction - INFO - Epoch [46][340/940] lr: 4.000e-02, eta: 1 day, 16:25:51, time: 1.552, data_time: 0.002, memory: 6929, loss_aux: 1.2782, top1_acc: 0.5059, top5_acc: 0.7213, loss_cls: 2.2064, loss: 3.4846, grad_norm: 3.4025 2020-09-24 08:55:35,782 - mmaction - INFO - Epoch [46][360/940] lr: 4.000e-02, eta: 1 day, 16:25:22, time: 1.474, data_time: 0.006, memory: 6929, loss_aux: 1.2645, top1_acc: 0.5035, top5_acc: 0.7348, loss_cls: 2.1840, loss: 3.4485, grad_norm: 3.3988 2020-09-24 08:56:05,286 - mmaction - INFO - Epoch [46][380/940] lr: 4.000e-02, eta: 1 day, 16:24:52, time: 1.475, data_time: 0.002, memory: 6929, loss_aux: 1.2683, top1_acc: 0.5004, top5_acc: 0.7391, loss_cls: 2.1792, loss: 3.4475, grad_norm: 3.4608 2020-09-24 08:56:34,329 - mmaction - INFO - Epoch [46][400/940] lr: 4.000e-02, eta: 1 day, 16:24:21, time: 1.452, data_time: 0.002, memory: 6929, loss_aux: 1.2748, top1_acc: 0.5025, top5_acc: 0.7309, loss_cls: 2.1940, loss: 3.4688, grad_norm: 3.4156 2020-09-24 08:57:04,101 - mmaction - INFO - Epoch [46][420/940] lr: 4.000e-02, eta: 1 day, 16:23:52, time: 1.488, data_time: 0.003, memory: 6929, loss_aux: 1.2575, top1_acc: 0.5045, top5_acc: 0.7420, loss_cls: 2.1715, loss: 3.4291, grad_norm: 3.4301 2020-09-24 08:57:34,114 - mmaction - INFO - Epoch [46][440/940] lr: 4.000e-02, eta: 1 day, 16:23:23, time: 1.502, data_time: 0.003, memory: 6929, loss_aux: 1.2898, top1_acc: 0.4996, top5_acc: 0.7352, loss_cls: 2.2225, loss: 3.5123, grad_norm: 3.4439 2020-09-24 08:58:03,467 - mmaction - INFO - Epoch [46][460/940] lr: 4.000e-02, eta: 1 day, 16:22:53, time: 1.467, data_time: 0.002, memory: 6929, loss_aux: 1.2918, top1_acc: 0.5031, top5_acc: 0.7301, loss_cls: 2.2033, loss: 3.4951, grad_norm: 3.3956 2020-09-24 08:58:32,327 - mmaction - INFO - Epoch [46][480/940] lr: 4.000e-02, eta: 1 day, 16:22:22, time: 1.443, data_time: 0.003, memory: 6929, loss_aux: 1.2883, top1_acc: 0.4984, top5_acc: 0.7320, loss_cls: 2.2227, loss: 3.5110, grad_norm: 3.4134 2020-09-24 08:59:02,148 - mmaction - INFO - Epoch [46][500/940] lr: 4.000e-02, eta: 1 day, 16:21:53, time: 1.491, data_time: 0.002, memory: 6929, loss_aux: 1.2875, top1_acc: 0.5018, top5_acc: 0.7303, loss_cls: 2.2024, loss: 3.4899, grad_norm: 3.4263 2020-09-24 08:59:31,439 - mmaction - INFO - Epoch [46][520/940] lr: 4.000e-02, eta: 1 day, 16:21:22, time: 1.464, data_time: 0.002, memory: 6929, loss_aux: 1.2811, top1_acc: 0.5068, top5_acc: 0.7350, loss_cls: 2.1883, loss: 3.4694, grad_norm: 3.3921 2020-09-24 09:00:01,140 - mmaction - INFO - Epoch [46][540/940] lr: 4.000e-02, eta: 1 day, 16:20:53, time: 1.485, data_time: 0.002, memory: 6929, loss_aux: 1.2734, top1_acc: 0.5072, top5_acc: 0.7332, loss_cls: 2.1719, loss: 3.4452, grad_norm: 3.4208 2020-09-24 09:00:32,129 - mmaction - INFO - Epoch [46][560/940] lr: 4.000e-02, eta: 1 day, 16:20:26, time: 1.540, data_time: 0.002, memory: 6929, loss_aux: 1.2895, top1_acc: 0.5000, top5_acc: 0.7256, loss_cls: 2.2264, loss: 3.5160, grad_norm: 3.4096 2020-09-24 09:01:01,567 - mmaction - INFO - Epoch [46][580/940] lr: 4.000e-02, eta: 1 day, 16:19:57, time: 1.481, data_time: 0.016, memory: 6929, loss_aux: 1.2716, top1_acc: 0.5008, top5_acc: 0.7326, loss_cls: 2.1906, loss: 3.4622, grad_norm: 3.4091 2020-09-24 09:01:32,236 - mmaction - INFO - Epoch [46][600/940] lr: 4.000e-02, eta: 1 day, 16:19:29, time: 1.533, data_time: 0.002, memory: 6929, loss_aux: 1.3071, top1_acc: 0.4928, top5_acc: 0.7262, loss_cls: 2.2425, loss: 3.5496, grad_norm: 3.4535 2020-09-24 09:02:01,226 - mmaction - INFO - Epoch [46][620/940] lr: 4.000e-02, eta: 1 day, 16:18:58, time: 1.449, data_time: 0.002, memory: 6929, loss_aux: 1.2750, top1_acc: 0.4955, top5_acc: 0.7303, loss_cls: 2.2151, loss: 3.4901, grad_norm: 3.5093 2020-09-24 09:02:31,309 - mmaction - INFO - Epoch [46][640/940] lr: 4.000e-02, eta: 1 day, 16:18:30, time: 1.503, data_time: 0.001, memory: 6929, loss_aux: 1.2672, top1_acc: 0.5033, top5_acc: 0.7367, loss_cls: 2.1651, loss: 3.4323, grad_norm: 3.3841 2020-09-24 09:03:00,919 - mmaction - INFO - Epoch [46][660/940] lr: 4.000e-02, eta: 1 day, 16:18:00, time: 1.481, data_time: 0.003, memory: 6929, loss_aux: 1.2673, top1_acc: 0.5066, top5_acc: 0.7295, loss_cls: 2.2110, loss: 3.4783, grad_norm: 3.5124 2020-09-24 09:03:30,088 - mmaction - INFO - Epoch [46][680/940] lr: 4.000e-02, eta: 1 day, 16:17:30, time: 1.458, data_time: 0.002, memory: 6929, loss_aux: 1.2453, top1_acc: 0.5148, top5_acc: 0.7377, loss_cls: 2.1608, loss: 3.4062, grad_norm: 3.4082 2020-09-24 09:03:59,737 - mmaction - INFO - Epoch [46][700/940] lr: 4.000e-02, eta: 1 day, 16:17:00, time: 1.482, data_time: 0.002, memory: 6929, loss_aux: 1.2791, top1_acc: 0.5062, top5_acc: 0.7295, loss_cls: 2.2088, loss: 3.4879, grad_norm: 3.4177 2020-09-24 09:04:29,940 - mmaction - INFO - Epoch [46][720/940] lr: 4.000e-02, eta: 1 day, 16:16:32, time: 1.510, data_time: 0.002, memory: 6929, loss_aux: 1.2651, top1_acc: 0.5025, top5_acc: 0.7287, loss_cls: 2.1935, loss: 3.4586, grad_norm: 3.4410 2020-09-24 09:04:58,928 - mmaction - INFO - Epoch [46][740/940] lr: 4.000e-02, eta: 1 day, 16:16:01, time: 1.450, data_time: 0.003, memory: 6929, loss_aux: 1.2782, top1_acc: 0.5039, top5_acc: 0.7234, loss_cls: 2.2035, loss: 3.4817, grad_norm: 3.3810 2020-09-24 09:05:29,619 - mmaction - INFO - Epoch [46][760/940] lr: 4.000e-02, eta: 1 day, 16:15:34, time: 1.536, data_time: 0.002, memory: 6929, loss_aux: 1.2532, top1_acc: 0.5145, top5_acc: 0.7412, loss_cls: 2.1569, loss: 3.4100, grad_norm: 3.3840 2020-09-24 09:05:58,346 - mmaction - INFO - Epoch [46][780/940] lr: 4.000e-02, eta: 1 day, 16:15:02, time: 1.436, data_time: 0.001, memory: 6929, loss_aux: 1.2718, top1_acc: 0.4916, top5_acc: 0.7336, loss_cls: 2.1936, loss: 3.4654, grad_norm: 3.4459 2020-09-24 09:06:27,896 - mmaction - INFO - Epoch [46][800/940] lr: 4.000e-02, eta: 1 day, 16:14:33, time: 1.477, data_time: 0.001, memory: 6929, loss_aux: 1.2790, top1_acc: 0.5029, top5_acc: 0.7365, loss_cls: 2.1727, loss: 3.4518, grad_norm: 3.4264 2020-09-24 09:06:58,067 - mmaction - INFO - Epoch [46][820/940] lr: 4.000e-02, eta: 1 day, 16:14:04, time: 1.510, data_time: 0.003, memory: 6929, loss_aux: 1.2671, top1_acc: 0.5049, top5_acc: 0.7293, loss_cls: 2.1935, loss: 3.4606, grad_norm: 3.4282 2020-09-24 09:07:27,727 - mmaction - INFO - Epoch [46][840/940] lr: 4.000e-02, eta: 1 day, 16:13:35, time: 1.482, data_time: 0.001, memory: 6929, loss_aux: 1.2566, top1_acc: 0.5004, top5_acc: 0.7354, loss_cls: 2.1687, loss: 3.4253, grad_norm: 3.4130 2020-09-24 09:07:57,542 - mmaction - INFO - Epoch [46][860/940] lr: 4.000e-02, eta: 1 day, 16:13:06, time: 1.491, data_time: 0.002, memory: 6929, loss_aux: 1.2999, top1_acc: 0.4959, top5_acc: 0.7283, loss_cls: 2.2344, loss: 3.5343, grad_norm: 3.4610 2020-09-24 09:08:27,052 - mmaction - INFO - Epoch [46][880/940] lr: 4.000e-02, eta: 1 day, 16:12:36, time: 1.475, data_time: 0.002, memory: 6929, loss_aux: 1.2327, top1_acc: 0.5094, top5_acc: 0.7418, loss_cls: 2.1349, loss: 3.3676, grad_norm: 3.3632 2020-09-24 09:08:56,510 - mmaction - INFO - Epoch [46][900/940] lr: 4.000e-02, eta: 1 day, 16:12:06, time: 1.473, data_time: 0.003, memory: 6929, loss_aux: 1.2885, top1_acc: 0.5043, top5_acc: 0.7350, loss_cls: 2.1928, loss: 3.4814, grad_norm: 3.4714 2020-09-24 09:09:26,448 - mmaction - INFO - Epoch [46][920/940] lr: 4.000e-02, eta: 1 day, 16:11:37, time: 1.497, data_time: 0.002, memory: 6929, loss_aux: 1.2774, top1_acc: 0.5041, top5_acc: 0.7314, loss_cls: 2.1832, loss: 3.4606, grad_norm: 3.4464 2020-09-24 09:09:55,608 - mmaction - INFO - Epoch [46][940/940] lr: 4.000e-02, eta: 1 day, 16:11:07, time: 1.459, data_time: 0.002, memory: 6929, loss_aux: 1.3009, top1_acc: 0.4929, top5_acc: 0.7291, loss_cls: 2.2570, loss: 3.5578, grad_norm: 3.5256 2020-09-24 09:09:56,178 - mmaction - INFO - Saving checkpoint at 46 epochs 2020-09-24 09:10:32,027 - mmaction - INFO - Epoch [47][20/940] lr: 4.000e-02, eta: 1 day, 16:10:42, time: 1.583, data_time: 0.287, memory: 6929, loss_aux: 1.2868, top1_acc: 0.4963, top5_acc: 0.7285, loss_cls: 2.2194, loss: 3.5062, grad_norm: 3.4227 2020-09-24 09:11:01,414 - mmaction - INFO - Epoch [47][40/940] lr: 4.000e-02, eta: 1 day, 16:10:12, time: 1.470, data_time: 0.002, memory: 6929, loss_aux: 1.2934, top1_acc: 0.4990, top5_acc: 0.7266, loss_cls: 2.2220, loss: 3.5154, grad_norm: 3.4495 2020-09-24 09:11:31,135 - mmaction - INFO - Epoch [47][60/940] lr: 4.000e-02, eta: 1 day, 16:09:42, time: 1.484, data_time: 0.001, memory: 6929, loss_aux: 1.2803, top1_acc: 0.5076, top5_acc: 0.7238, loss_cls: 2.1945, loss: 3.4748, grad_norm: 3.4058 2020-09-24 09:12:00,625 - mmaction - INFO - Epoch [47][80/940] lr: 4.000e-02, eta: 1 day, 16:09:13, time: 1.475, data_time: 0.003, memory: 6929, loss_aux: 1.2897, top1_acc: 0.4914, top5_acc: 0.7270, loss_cls: 2.2125, loss: 3.5022, grad_norm: 3.4951 2020-09-24 09:12:30,280 - mmaction - INFO - Epoch [47][100/940] lr: 4.000e-02, eta: 1 day, 16:08:43, time: 1.483, data_time: 0.002, memory: 6929, loss_aux: 1.2737, top1_acc: 0.5146, top5_acc: 0.7338, loss_cls: 2.1557, loss: 3.4294, grad_norm: 3.4266 2020-09-24 09:12:59,802 - mmaction - INFO - Epoch [47][120/940] lr: 4.000e-02, eta: 1 day, 16:08:13, time: 1.477, data_time: 0.003, memory: 6929, loss_aux: 1.2565, top1_acc: 0.5033, top5_acc: 0.7305, loss_cls: 2.1643, loss: 3.4208, grad_norm: 3.3976 2020-09-24 09:13:29,316 - mmaction - INFO - Epoch [47][140/940] lr: 4.000e-02, eta: 1 day, 16:07:44, time: 1.475, data_time: 0.002, memory: 6929, loss_aux: 1.2751, top1_acc: 0.5105, top5_acc: 0.7301, loss_cls: 2.1858, loss: 3.4609, grad_norm: 3.4467 2020-09-24 09:13:58,956 - mmaction - INFO - Epoch [47][160/940] lr: 4.000e-02, eta: 1 day, 16:07:14, time: 1.482, data_time: 0.003, memory: 6929, loss_aux: 1.2652, top1_acc: 0.5004, top5_acc: 0.7354, loss_cls: 2.1686, loss: 3.4338, grad_norm: 3.4645 2020-09-24 09:14:28,908 - mmaction - INFO - Epoch [47][180/940] lr: 4.000e-02, eta: 1 day, 16:06:45, time: 1.498, data_time: 0.003, memory: 6929, loss_aux: 1.2513, top1_acc: 0.5141, top5_acc: 0.7426, loss_cls: 2.1232, loss: 3.3745, grad_norm: 3.3810 2020-09-24 09:14:59,316 - mmaction - INFO - Epoch [47][200/940] lr: 4.000e-02, eta: 1 day, 16:06:18, time: 1.522, data_time: 0.003, memory: 6929, loss_aux: 1.2598, top1_acc: 0.5082, top5_acc: 0.7422, loss_cls: 2.1441, loss: 3.4040, grad_norm: 3.4308 2020-09-24 09:15:30,074 - mmaction - INFO - Epoch [47][220/940] lr: 4.000e-02, eta: 1 day, 16:05:51, time: 1.537, data_time: 0.001, memory: 6929, loss_aux: 1.2825, top1_acc: 0.5072, top5_acc: 0.7285, loss_cls: 2.1965, loss: 3.4791, grad_norm: 3.4509 2020-09-24 09:15:59,061 - mmaction - INFO - Epoch [47][240/940] lr: 4.000e-02, eta: 1 day, 16:05:20, time: 1.450, data_time: 0.003, memory: 6929, loss_aux: 1.2404, top1_acc: 0.5139, top5_acc: 0.7336, loss_cls: 2.1252, loss: 3.3655, grad_norm: 3.4359 2020-09-24 09:16:29,522 - mmaction - INFO - Epoch [47][260/940] lr: 4.000e-02, eta: 1 day, 16:04:52, time: 1.522, data_time: 0.001, memory: 6929, loss_aux: 1.2825, top1_acc: 0.4977, top5_acc: 0.7324, loss_cls: 2.2061, loss: 3.4886, grad_norm: 3.4205 2020-09-24 09:16:59,040 - mmaction - INFO - Epoch [47][280/940] lr: 4.000e-02, eta: 1 day, 16:04:22, time: 1.477, data_time: 0.003, memory: 6929, loss_aux: 1.2903, top1_acc: 0.5018, top5_acc: 0.7260, loss_cls: 2.2005, loss: 3.4908, grad_norm: 3.3813 2020-09-24 09:17:29,259 - mmaction - INFO - Epoch [47][300/940] lr: 4.000e-02, eta: 1 day, 16:03:54, time: 1.510, data_time: 0.001, memory: 6929, loss_aux: 1.2456, top1_acc: 0.5082, top5_acc: 0.7439, loss_cls: 2.1289, loss: 3.3745, grad_norm: 3.4195 2020-09-24 09:17:59,390 - mmaction - INFO - Epoch [47][320/940] lr: 4.000e-02, eta: 1 day, 16:03:26, time: 1.508, data_time: 0.003, memory: 6929, loss_aux: 1.2647, top1_acc: 0.4969, top5_acc: 0.7350, loss_cls: 2.1755, loss: 3.4402, grad_norm: 3.4834 2020-09-24 09:18:29,506 - mmaction - INFO - Epoch [47][340/940] lr: 4.000e-02, eta: 1 day, 16:02:57, time: 1.505, data_time: 0.001, memory: 6929, loss_aux: 1.2414, top1_acc: 0.5242, top5_acc: 0.7381, loss_cls: 2.1274, loss: 3.3688, grad_norm: 3.4171 2020-09-24 09:18:58,431 - mmaction - INFO - Epoch [47][360/940] lr: 4.000e-02, eta: 1 day, 16:02:26, time: 1.447, data_time: 0.003, memory: 6929, loss_aux: 1.2790, top1_acc: 0.4998, top5_acc: 0.7271, loss_cls: 2.2044, loss: 3.4834, grad_norm: 3.4225 2020-09-24 09:19:28,091 - mmaction - INFO - Epoch [47][380/940] lr: 4.000e-02, eta: 1 day, 16:01:57, time: 1.483, data_time: 0.001, memory: 6929, loss_aux: 1.2912, top1_acc: 0.4828, top5_acc: 0.7248, loss_cls: 2.2384, loss: 3.5296, grad_norm: 3.4784 2020-09-24 09:19:58,043 - mmaction - INFO - Epoch [47][400/940] lr: 4.000e-02, eta: 1 day, 16:01:28, time: 1.497, data_time: 0.002, memory: 6929, loss_aux: 1.2578, top1_acc: 0.4990, top5_acc: 0.7391, loss_cls: 2.1564, loss: 3.4143, grad_norm: 3.4656 2020-09-24 09:20:28,892 - mmaction - INFO - Epoch [47][420/940] lr: 4.000e-02, eta: 1 day, 16:01:01, time: 1.542, data_time: 0.002, memory: 6929, loss_aux: 1.2828, top1_acc: 0.4988, top5_acc: 0.7283, loss_cls: 2.2136, loss: 3.4964, grad_norm: 3.3890 2020-09-24 09:20:57,924 - mmaction - INFO - Epoch [47][440/940] lr: 4.000e-02, eta: 1 day, 16:00:30, time: 1.452, data_time: 0.003, memory: 6929, loss_aux: 1.2729, top1_acc: 0.5070, top5_acc: 0.7395, loss_cls: 2.1613, loss: 3.4342, grad_norm: 3.4484 2020-09-24 09:21:28,021 - mmaction - INFO - Epoch [47][460/940] lr: 4.000e-02, eta: 1 day, 16:00:02, time: 1.504, data_time: 0.002, memory: 6929, loss_aux: 1.2625, top1_acc: 0.5092, top5_acc: 0.7330, loss_cls: 2.1747, loss: 3.4372, grad_norm: 3.3904 2020-09-24 09:21:57,669 - mmaction - INFO - Epoch [47][480/940] lr: 4.000e-02, eta: 1 day, 15:59:32, time: 1.484, data_time: 0.003, memory: 6929, loss_aux: 1.2687, top1_acc: 0.5004, top5_acc: 0.7363, loss_cls: 2.1648, loss: 3.4335, grad_norm: 3.4708 2020-09-24 09:22:27,425 - mmaction - INFO - Epoch [47][500/940] lr: 4.000e-02, eta: 1 day, 15:59:03, time: 1.487, data_time: 0.001, memory: 6929, loss_aux: 1.3076, top1_acc: 0.4902, top5_acc: 0.7264, loss_cls: 2.2318, loss: 3.5394, grad_norm: 3.4746 2020-09-24 09:22:56,788 - mmaction - INFO - Epoch [47][520/940] lr: 4.000e-02, eta: 1 day, 15:58:33, time: 1.469, data_time: 0.003, memory: 6929, loss_aux: 1.2665, top1_acc: 0.5066, top5_acc: 0.7338, loss_cls: 2.1809, loss: 3.4474, grad_norm: 3.4648 2020-09-24 09:23:27,123 - mmaction - INFO - Epoch [47][540/940] lr: 4.000e-02, eta: 1 day, 15:58:05, time: 1.516, data_time: 0.001, memory: 6929, loss_aux: 1.2754, top1_acc: 0.5092, top5_acc: 0.7416, loss_cls: 2.1579, loss: 3.4333, grad_norm: 3.4765 2020-09-24 09:23:56,527 - mmaction - INFO - Epoch [47][560/940] lr: 4.000e-02, eta: 1 day, 15:57:35, time: 1.471, data_time: 0.002, memory: 6929, loss_aux: 1.2703, top1_acc: 0.5035, top5_acc: 0.7371, loss_cls: 2.1627, loss: 3.4331, grad_norm: 3.3942 2020-09-24 09:24:27,311 - mmaction - INFO - Epoch [47][580/940] lr: 4.000e-02, eta: 1 day, 15:57:08, time: 1.538, data_time: 0.001, memory: 6929, loss_aux: 1.2865, top1_acc: 0.4943, top5_acc: 0.7250, loss_cls: 2.2238, loss: 3.5104, grad_norm: 3.3996 2020-09-24 09:24:57,509 - mmaction - INFO - Epoch [47][600/940] lr: 4.000e-02, eta: 1 day, 15:56:39, time: 1.509, data_time: 0.003, memory: 6929, loss_aux: 1.2805, top1_acc: 0.5123, top5_acc: 0.7342, loss_cls: 2.1684, loss: 3.4488, grad_norm: 3.3611 2020-09-24 09:25:26,673 - mmaction - INFO - Epoch [47][620/940] lr: 4.000e-02, eta: 1 day, 15:56:09, time: 1.459, data_time: 0.003, memory: 6929, loss_aux: 1.2885, top1_acc: 0.4953, top5_acc: 0.7260, loss_cls: 2.2175, loss: 3.5059, grad_norm: 3.4229 2020-09-24 09:25:57,021 - mmaction - INFO - Epoch [47][640/940] lr: 4.000e-02, eta: 1 day, 15:55:41, time: 1.518, data_time: 0.002, memory: 6929, loss_aux: 1.2689, top1_acc: 0.4932, top5_acc: 0.7234, loss_cls: 2.2066, loss: 3.4755, grad_norm: 3.4408 2020-09-24 09:26:28,178 - mmaction - INFO - Epoch [47][660/940] lr: 4.000e-02, eta: 1 day, 15:55:15, time: 1.557, data_time: 0.001, memory: 6929, loss_aux: 1.2556, top1_acc: 0.5062, top5_acc: 0.7422, loss_cls: 2.1446, loss: 3.4002, grad_norm: 3.4318 2020-09-24 09:26:57,432 - mmaction - INFO - Epoch [47][680/940] lr: 4.000e-02, eta: 1 day, 15:54:44, time: 1.463, data_time: 0.003, memory: 6929, loss_aux: 1.2512, top1_acc: 0.5168, top5_acc: 0.7480, loss_cls: 2.1230, loss: 3.3742, grad_norm: 3.4724 2020-09-24 09:27:27,755 - mmaction - INFO - Epoch [47][700/940] lr: 4.000e-02, eta: 1 day, 15:54:16, time: 1.515, data_time: 0.002, memory: 6929, loss_aux: 1.2753, top1_acc: 0.4990, top5_acc: 0.7332, loss_cls: 2.1895, loss: 3.4649, grad_norm: 3.4667 2020-09-24 09:27:57,628 - mmaction - INFO - Epoch [47][720/940] lr: 4.000e-02, eta: 1 day, 15:53:47, time: 1.496, data_time: 0.004, memory: 6929, loss_aux: 1.2696, top1_acc: 0.5088, top5_acc: 0.7367, loss_cls: 2.1827, loss: 3.4523, grad_norm: 3.4115 2020-09-24 09:28:27,139 - mmaction - INFO - Epoch [47][740/940] lr: 4.000e-02, eta: 1 day, 15:53:18, time: 1.474, data_time: 0.001, memory: 6929, loss_aux: 1.2824, top1_acc: 0.5004, top5_acc: 0.7361, loss_cls: 2.1892, loss: 3.4716, grad_norm: 3.4205 2020-09-24 09:28:56,567 - mmaction - INFO - Epoch [47][760/940] lr: 4.000e-02, eta: 1 day, 15:52:48, time: 1.472, data_time: 0.002, memory: 6929, loss_aux: 1.2659, top1_acc: 0.5080, top5_acc: 0.7299, loss_cls: 2.1953, loss: 3.4611, grad_norm: 3.4344 2020-09-24 09:29:27,853 - mmaction - INFO - Epoch [47][780/940] lr: 4.000e-02, eta: 1 day, 15:52:22, time: 1.564, data_time: 0.001, memory: 6929, loss_aux: 1.2796, top1_acc: 0.4967, top5_acc: 0.7311, loss_cls: 2.2208, loss: 3.5004, grad_norm: 3.4942 2020-09-24 09:29:56,834 - mmaction - INFO - Epoch [47][800/940] lr: 4.000e-02, eta: 1 day, 15:51:51, time: 1.450, data_time: 0.002, memory: 6929, loss_aux: 1.2870, top1_acc: 0.4887, top5_acc: 0.7334, loss_cls: 2.2144, loss: 3.5014, grad_norm: 3.4881 2020-09-24 09:30:26,591 - mmaction - INFO - Epoch [47][820/940] lr: 4.000e-02, eta: 1 day, 15:51:21, time: 1.486, data_time: 0.001, memory: 6929, loss_aux: 1.2798, top1_acc: 0.4975, top5_acc: 0.7387, loss_cls: 2.1667, loss: 3.4465, grad_norm: 3.4530 2020-09-24 09:30:57,115 - mmaction - INFO - Epoch [47][840/940] lr: 4.000e-02, eta: 1 day, 15:50:54, time: 1.527, data_time: 0.003, memory: 6929, loss_aux: 1.2588, top1_acc: 0.5006, top5_acc: 0.7363, loss_cls: 2.1589, loss: 3.4176, grad_norm: 3.4493 2020-09-24 09:31:27,493 - mmaction - INFO - Epoch [47][860/940] lr: 4.000e-02, eta: 1 day, 15:50:26, time: 1.518, data_time: 0.002, memory: 6929, loss_aux: 1.2810, top1_acc: 0.4930, top5_acc: 0.7225, loss_cls: 2.2058, loss: 3.4868, grad_norm: 3.3611 2020-09-24 09:31:57,876 - mmaction - INFO - Epoch [47][880/940] lr: 4.000e-02, eta: 1 day, 15:49:58, time: 1.520, data_time: 0.003, memory: 6929, loss_aux: 1.2767, top1_acc: 0.5102, top5_acc: 0.7322, loss_cls: 2.1808, loss: 3.4575, grad_norm: 3.4198 2020-09-24 09:32:26,866 - mmaction - INFO - Epoch [47][900/940] lr: 4.000e-02, eta: 1 day, 15:49:27, time: 1.449, data_time: 0.002, memory: 6929, loss_aux: 1.2536, top1_acc: 0.5043, top5_acc: 0.7375, loss_cls: 2.1631, loss: 3.4167, grad_norm: 3.4351 2020-09-24 09:32:56,257 - mmaction - INFO - Epoch [47][920/940] lr: 4.000e-02, eta: 1 day, 15:48:57, time: 1.471, data_time: 0.002, memory: 6929, loss_aux: 1.2441, top1_acc: 0.5062, top5_acc: 0.7428, loss_cls: 2.1403, loss: 3.3843, grad_norm: 3.4240 2020-09-24 09:33:25,342 - mmaction - INFO - Epoch [47][940/940] lr: 4.000e-02, eta: 1 day, 15:48:26, time: 1.452, data_time: 0.001, memory: 6929, loss_aux: 1.2898, top1_acc: 0.5055, top5_acc: 0.7299, loss_cls: 2.2318, loss: 3.5216, grad_norm: 3.4930 2020-09-24 09:33:25,797 - mmaction - INFO - Saving checkpoint at 47 epochs 2020-09-24 09:34:00,824 - mmaction - INFO - Epoch [48][20/940] lr: 4.000e-02, eta: 1 day, 15:47:58, time: 1.513, data_time: 0.235, memory: 6929, loss_aux: 1.2823, top1_acc: 0.5129, top5_acc: 0.7393, loss_cls: 2.1851, loss: 3.4673, grad_norm: 3.4610 2020-09-24 09:34:29,712 - mmaction - INFO - Epoch [48][40/940] lr: 4.000e-02, eta: 1 day, 15:47:27, time: 1.445, data_time: 0.003, memory: 6929, loss_aux: 1.2925, top1_acc: 0.4979, top5_acc: 0.7285, loss_cls: 2.2022, loss: 3.4947, grad_norm: 3.4231 2020-09-24 09:34:59,279 - mmaction - INFO - Epoch [48][60/940] lr: 4.000e-02, eta: 1 day, 15:46:57, time: 1.479, data_time: 0.002, memory: 6929, loss_aux: 1.2483, top1_acc: 0.5193, top5_acc: 0.7389, loss_cls: 2.1162, loss: 3.3645, grad_norm: 3.4488 2020-09-24 09:35:30,248 - mmaction - INFO - Epoch [48][80/940] lr: 4.000e-02, eta: 1 day, 15:46:31, time: 1.547, data_time: 0.002, memory: 6929, loss_aux: 1.2741, top1_acc: 0.5068, top5_acc: 0.7324, loss_cls: 2.1723, loss: 3.4464, grad_norm: 3.5072 2020-09-24 09:35:59,706 - mmaction - INFO - Epoch [48][100/940] lr: 4.000e-02, eta: 1 day, 15:46:01, time: 1.470, data_time: 0.003, memory: 6929, loss_aux: 1.2400, top1_acc: 0.5105, top5_acc: 0.7430, loss_cls: 2.1036, loss: 3.3436, grad_norm: 3.3964 2020-09-24 09:36:30,431 - mmaction - INFO - Epoch [48][120/940] lr: 4.000e-02, eta: 1 day, 15:45:34, time: 1.539, data_time: 0.005, memory: 6929, loss_aux: 1.2892, top1_acc: 0.4984, top5_acc: 0.7354, loss_cls: 2.2243, loss: 3.5136, grad_norm: 3.5074 2020-09-24 09:36:58,907 - mmaction - INFO - Epoch [48][140/940] lr: 4.000e-02, eta: 1 day, 15:45:02, time: 1.425, data_time: 0.003, memory: 6929, loss_aux: 1.2550, top1_acc: 0.5018, top5_acc: 0.7434, loss_cls: 2.1532, loss: 3.4082, grad_norm: 3.4596 2020-09-24 09:37:29,049 - mmaction - INFO - Epoch [48][160/940] lr: 4.000e-02, eta: 1 day, 15:44:33, time: 1.506, data_time: 0.001, memory: 6929, loss_aux: 1.2890, top1_acc: 0.4895, top5_acc: 0.7316, loss_cls: 2.2164, loss: 3.5055, grad_norm: 3.4327 2020-09-24 09:37:58,899 - mmaction - INFO - Epoch [48][180/940] lr: 4.000e-02, eta: 1 day, 15:44:04, time: 1.494, data_time: 0.003, memory: 6929, loss_aux: 1.2623, top1_acc: 0.5080, top5_acc: 0.7385, loss_cls: 2.1470, loss: 3.4093, grad_norm: 3.4130 2020-09-24 09:38:28,728 - mmaction - INFO - Epoch [48][200/940] lr: 4.000e-02, eta: 1 day, 15:43:35, time: 1.491, data_time: 0.001, memory: 6929, loss_aux: 1.2663, top1_acc: 0.5109, top5_acc: 0.7297, loss_cls: 2.1758, loss: 3.4421, grad_norm: 3.4463 2020-09-24 09:38:58,443 - mmaction - INFO - Epoch [48][220/940] lr: 4.000e-02, eta: 1 day, 15:43:06, time: 1.484, data_time: 0.002, memory: 6929, loss_aux: 1.2737, top1_acc: 0.4996, top5_acc: 0.7410, loss_cls: 2.1775, loss: 3.4512, grad_norm: 3.4222 2020-09-24 09:39:28,758 - mmaction - INFO - Epoch [48][240/940] lr: 4.000e-02, eta: 1 day, 15:42:38, time: 1.517, data_time: 0.004, memory: 6929, loss_aux: 1.2686, top1_acc: 0.4963, top5_acc: 0.7355, loss_cls: 2.1927, loss: 3.4613, grad_norm: 3.4159 2020-09-24 09:39:58,088 - mmaction - INFO - Epoch [48][260/940] lr: 4.000e-02, eta: 1 day, 15:42:07, time: 1.468, data_time: 0.002, memory: 6929, loss_aux: 1.2804, top1_acc: 0.5072, top5_acc: 0.7355, loss_cls: 2.1889, loss: 3.4693, grad_norm: 3.4473 2020-09-24 09:40:28,559 - mmaction - INFO - Epoch [48][280/940] lr: 4.000e-02, eta: 1 day, 15:41:40, time: 1.520, data_time: 0.001, memory: 6929, loss_aux: 1.2717, top1_acc: 0.5064, top5_acc: 0.7307, loss_cls: 2.1567, loss: 3.4284, grad_norm: 3.4134 2020-09-24 09:40:58,274 - mmaction - INFO - Epoch [48][300/940] lr: 4.000e-02, eta: 1 day, 15:41:10, time: 1.489, data_time: 0.005, memory: 6929, loss_aux: 1.2537, top1_acc: 0.5131, top5_acc: 0.7436, loss_cls: 2.1287, loss: 3.3824, grad_norm: 3.3712 2020-09-24 09:41:27,935 - mmaction - INFO - Epoch [48][320/940] lr: 4.000e-02, eta: 1 day, 15:40:41, time: 1.482, data_time: 0.001, memory: 6929, loss_aux: 1.2743, top1_acc: 0.5006, top5_acc: 0.7330, loss_cls: 2.2028, loss: 3.4771, grad_norm: 3.4547 2020-09-24 09:41:58,420 - mmaction - INFO - Epoch [48][340/940] lr: 4.000e-02, eta: 1 day, 15:40:13, time: 1.525, data_time: 0.003, memory: 6929, loss_aux: 1.2788, top1_acc: 0.4971, top5_acc: 0.7342, loss_cls: 2.1875, loss: 3.4663, grad_norm: 3.4487 2020-09-24 09:42:28,536 - mmaction - INFO - Epoch [48][360/940] lr: 4.000e-02, eta: 1 day, 15:39:45, time: 1.505, data_time: 0.002, memory: 6929, loss_aux: 1.2727, top1_acc: 0.5043, top5_acc: 0.7305, loss_cls: 2.1739, loss: 3.4466, grad_norm: 3.4830 2020-09-24 09:42:58,398 - mmaction - INFO - Epoch [48][380/940] lr: 4.000e-02, eta: 1 day, 15:39:16, time: 1.494, data_time: 0.003, memory: 6929, loss_aux: 1.2711, top1_acc: 0.5072, top5_acc: 0.7363, loss_cls: 2.1608, loss: 3.4318, grad_norm: 3.3816 2020-09-24 09:43:28,547 - mmaction - INFO - Epoch [48][400/940] lr: 4.000e-02, eta: 1 day, 15:38:47, time: 1.506, data_time: 0.001, memory: 6929, loss_aux: 1.2498, top1_acc: 0.5125, top5_acc: 0.7418, loss_cls: 2.1458, loss: 3.3956, grad_norm: 3.4331 2020-09-24 09:43:58,303 - mmaction - INFO - Epoch [48][420/940] lr: 4.000e-02, eta: 1 day, 15:38:18, time: 1.488, data_time: 0.003, memory: 6929, loss_aux: 1.2836, top1_acc: 0.5004, top5_acc: 0.7213, loss_cls: 2.2075, loss: 3.4911, grad_norm: 3.4685 2020-09-24 09:44:28,472 - mmaction - INFO - Epoch [48][440/940] lr: 4.000e-02, eta: 1 day, 15:37:49, time: 1.508, data_time: 0.002, memory: 6929, loss_aux: 1.2557, top1_acc: 0.5094, top5_acc: 0.7361, loss_cls: 2.1441, loss: 3.3998, grad_norm: 3.4354 2020-09-24 09:44:58,474 - mmaction - INFO - Epoch [48][460/940] lr: 4.000e-02, eta: 1 day, 15:37:21, time: 1.501, data_time: 0.003, memory: 6929, loss_aux: 1.2776, top1_acc: 0.5047, top5_acc: 0.7348, loss_cls: 2.1762, loss: 3.4538, grad_norm: 3.4853 2020-09-24 09:45:28,362 - mmaction - INFO - Epoch [48][480/940] lr: 4.000e-02, eta: 1 day, 15:36:52, time: 1.493, data_time: 0.001, memory: 6929, loss_aux: 1.2680, top1_acc: 0.5102, top5_acc: 0.7424, loss_cls: 2.1597, loss: 3.4277, grad_norm: 3.5001 2020-09-24 09:45:57,503 - mmaction - INFO - Epoch [48][500/940] lr: 4.000e-02, eta: 1 day, 15:36:21, time: 1.458, data_time: 0.003, memory: 6929, loss_aux: 1.2796, top1_acc: 0.4932, top5_acc: 0.7318, loss_cls: 2.1940, loss: 3.4735, grad_norm: 3.4072 2020-09-24 09:46:27,104 - mmaction - INFO - Epoch [48][520/940] lr: 4.000e-02, eta: 1 day, 15:35:51, time: 1.480, data_time: 0.002, memory: 6929, loss_aux: 1.2890, top1_acc: 0.5004, top5_acc: 0.7256, loss_cls: 2.2224, loss: 3.5114, grad_norm: 3.4716 2020-09-24 09:46:57,630 - mmaction - INFO - Epoch [48][540/940] lr: 4.000e-02, eta: 1 day, 15:35:24, time: 1.527, data_time: 0.003, memory: 6929, loss_aux: 1.2593, top1_acc: 0.5027, top5_acc: 0.7385, loss_cls: 2.1509, loss: 3.4102, grad_norm: 3.4119 2020-09-24 09:47:27,391 - mmaction - INFO - Epoch [48][560/940] lr: 4.000e-02, eta: 1 day, 15:34:55, time: 1.488, data_time: 0.003, memory: 6929, loss_aux: 1.2778, top1_acc: 0.4977, top5_acc: 0.7355, loss_cls: 2.1778, loss: 3.4557, grad_norm: 3.5252 2020-09-24 09:47:56,775 - mmaction - INFO - Epoch [48][580/940] lr: 4.000e-02, eta: 1 day, 15:34:25, time: 1.471, data_time: 0.003, memory: 6929, loss_aux: 1.2827, top1_acc: 0.4941, top5_acc: 0.7307, loss_cls: 2.2025, loss: 3.4852, grad_norm: 3.4713 2020-09-24 09:48:26,201 - mmaction - INFO - Epoch [48][600/940] lr: 4.000e-02, eta: 1 day, 15:33:54, time: 1.470, data_time: 0.001, memory: 6929, loss_aux: 1.2769, top1_acc: 0.5002, top5_acc: 0.7371, loss_cls: 2.1887, loss: 3.4656, grad_norm: 3.4736 2020-09-24 09:48:56,020 - mmaction - INFO - Epoch [48][620/940] lr: 4.000e-02, eta: 1 day, 15:33:25, time: 1.492, data_time: 0.003, memory: 6929, loss_aux: 1.2623, top1_acc: 0.5045, top5_acc: 0.7404, loss_cls: 2.1504, loss: 3.4127, grad_norm: 3.4040 2020-09-24 09:49:25,932 - mmaction - INFO - Epoch [48][640/940] lr: 4.000e-02, eta: 1 day, 15:32:56, time: 1.494, data_time: 0.001, memory: 6929, loss_aux: 1.2636, top1_acc: 0.5025, top5_acc: 0.7385, loss_cls: 2.1711, loss: 3.4347, grad_norm: 3.4217 2020-09-24 09:49:55,475 - mmaction - INFO - Epoch [48][660/940] lr: 4.000e-02, eta: 1 day, 15:32:27, time: 1.479, data_time: 0.003, memory: 6929, loss_aux: 1.2789, top1_acc: 0.5045, top5_acc: 0.7363, loss_cls: 2.1973, loss: 3.4762, grad_norm: 3.4797 2020-09-24 09:50:25,813 - mmaction - INFO - Epoch [48][680/940] lr: 4.000e-02, eta: 1 day, 15:31:59, time: 1.516, data_time: 0.001, memory: 6929, loss_aux: 1.2610, top1_acc: 0.5033, top5_acc: 0.7322, loss_cls: 2.1752, loss: 3.4363, grad_norm: 3.4759 2020-09-24 09:50:55,080 - mmaction - INFO - Epoch [48][700/940] lr: 4.000e-02, eta: 1 day, 15:31:28, time: 1.464, data_time: 0.003, memory: 6929, loss_aux: 1.2766, top1_acc: 0.4994, top5_acc: 0.7354, loss_cls: 2.1774, loss: 3.4540, grad_norm: 3.4555 2020-09-24 09:51:25,457 - mmaction - INFO - Epoch [48][720/940] lr: 4.000e-02, eta: 1 day, 15:31:00, time: 1.518, data_time: 0.002, memory: 6929, loss_aux: 1.2833, top1_acc: 0.4881, top5_acc: 0.7322, loss_cls: 2.2097, loss: 3.4930, grad_norm: 3.4407 2020-09-24 09:51:55,177 - mmaction - INFO - Epoch [48][740/940] lr: 4.000e-02, eta: 1 day, 15:30:31, time: 1.486, data_time: 0.005, memory: 6929, loss_aux: 1.2641, top1_acc: 0.5035, top5_acc: 0.7393, loss_cls: 2.1786, loss: 3.4427, grad_norm: 3.4573 2020-09-24 09:52:24,410 - mmaction - INFO - Epoch [48][760/940] lr: 4.000e-02, eta: 1 day, 15:30:00, time: 1.461, data_time: 0.002, memory: 6929, loss_aux: 1.3010, top1_acc: 0.4914, top5_acc: 0.7279, loss_cls: 2.2169, loss: 3.5179, grad_norm: 3.4822 2020-09-24 09:52:55,000 - mmaction - INFO - Epoch [48][780/940] lr: 4.000e-02, eta: 1 day, 15:29:33, time: 1.531, data_time: 0.004, memory: 6929, loss_aux: 1.2595, top1_acc: 0.5064, top5_acc: 0.7381, loss_cls: 2.1540, loss: 3.4134, grad_norm: 3.4729 2020-09-24 09:53:24,759 - mmaction - INFO - Epoch [48][800/940] lr: 4.000e-02, eta: 1 day, 15:29:04, time: 1.487, data_time: 0.001, memory: 6929, loss_aux: 1.2573, top1_acc: 0.4992, top5_acc: 0.7443, loss_cls: 2.1562, loss: 3.4134, grad_norm: 3.4430 2020-09-24 09:53:55,185 - mmaction - INFO - Epoch [48][820/940] lr: 4.000e-02, eta: 1 day, 15:28:36, time: 1.523, data_time: 0.003, memory: 6929, loss_aux: 1.2630, top1_acc: 0.5041, top5_acc: 0.7320, loss_cls: 2.1616, loss: 3.4246, grad_norm: 3.4128 2020-09-24 09:54:24,553 - mmaction - INFO - Epoch [48][840/940] lr: 4.000e-02, eta: 1 day, 15:28:06, time: 1.467, data_time: 0.001, memory: 6929, loss_aux: 1.2648, top1_acc: 0.5070, top5_acc: 0.7303, loss_cls: 2.1649, loss: 3.4297, grad_norm: 3.4422 2020-09-24 09:54:54,662 - mmaction - INFO - Epoch [48][860/940] lr: 4.000e-02, eta: 1 day, 15:27:37, time: 1.507, data_time: 0.003, memory: 6929, loss_aux: 1.2659, top1_acc: 0.5164, top5_acc: 0.7359, loss_cls: 2.1665, loss: 3.4324, grad_norm: 3.4294 2020-09-24 09:55:24,282 - mmaction - INFO - Epoch [48][880/940] lr: 4.000e-02, eta: 1 day, 15:27:08, time: 1.480, data_time: 0.001, memory: 6929, loss_aux: 1.2583, top1_acc: 0.5209, top5_acc: 0.7357, loss_cls: 2.1473, loss: 3.4056, grad_norm: 3.3927 2020-09-24 09:55:54,061 - mmaction - INFO - Epoch [48][900/940] lr: 4.000e-02, eta: 1 day, 15:26:38, time: 1.490, data_time: 0.002, memory: 6929, loss_aux: 1.2702, top1_acc: 0.4996, top5_acc: 0.7330, loss_cls: 2.1719, loss: 3.4421, grad_norm: 3.4630 2020-09-24 09:56:23,211 - mmaction - INFO - Epoch [48][920/940] lr: 4.000e-02, eta: 1 day, 15:26:08, time: 1.456, data_time: 0.001, memory: 6929, loss_aux: 1.2612, top1_acc: 0.5119, top5_acc: 0.7402, loss_cls: 2.1236, loss: 3.3849, grad_norm: 3.4463 2020-09-24 09:56:52,382 - mmaction - INFO - Epoch [48][940/940] lr: 4.000e-02, eta: 1 day, 15:25:37, time: 1.459, data_time: 0.003, memory: 6929, loss_aux: 1.2764, top1_acc: 0.5049, top5_acc: 0.7344, loss_cls: 2.1986, loss: 3.4750, grad_norm: 3.4860 2020-09-24 09:56:52,863 - mmaction - INFO - Saving checkpoint at 48 epochs 2020-09-24 09:57:27,128 - mmaction - INFO - Epoch [49][20/940] lr: 4.000e-02, eta: 1 day, 15:25:11, time: 1.570, data_time: 0.262, memory: 6929, loss_aux: 1.2795, top1_acc: 0.5023, top5_acc: 0.7361, loss_cls: 2.1685, loss: 3.4480, grad_norm: 3.5135 2020-09-24 09:57:57,262 - mmaction - INFO - Epoch [49][40/940] lr: 4.000e-02, eta: 1 day, 15:24:43, time: 1.507, data_time: 0.002, memory: 6929, loss_aux: 1.2731, top1_acc: 0.4979, top5_acc: 0.7336, loss_cls: 2.1803, loss: 3.4534, grad_norm: 3.4537 2020-09-24 09:58:26,570 - mmaction - INFO - Epoch [49][60/940] lr: 4.000e-02, eta: 1 day, 15:24:13, time: 1.465, data_time: 0.002, memory: 6929, loss_aux: 1.2388, top1_acc: 0.5189, top5_acc: 0.7510, loss_cls: 2.1230, loss: 3.3619, grad_norm: 3.4393 2020-09-24 09:58:56,646 - mmaction - INFO - Epoch [49][80/940] lr: 4.000e-02, eta: 1 day, 15:23:44, time: 1.505, data_time: 0.003, memory: 6929, loss_aux: 1.2648, top1_acc: 0.5084, top5_acc: 0.7430, loss_cls: 2.1505, loss: 3.4153, grad_norm: 3.4680 2020-09-24 09:59:26,143 - mmaction - INFO - Epoch [49][100/940] lr: 4.000e-02, eta: 1 day, 15:23:14, time: 1.474, data_time: 0.001, memory: 6929, loss_aux: 1.2530, top1_acc: 0.5090, top5_acc: 0.7451, loss_cls: 2.1479, loss: 3.4009, grad_norm: 3.4540 2020-09-24 09:59:56,792 - mmaction - INFO - Epoch [49][120/940] lr: 4.000e-02, eta: 1 day, 15:22:47, time: 1.533, data_time: 0.003, memory: 6929, loss_aux: 1.2871, top1_acc: 0.5031, top5_acc: 0.7311, loss_cls: 2.1946, loss: 3.4817, grad_norm: 3.4094 2020-09-24 10:00:28,334 - mmaction - INFO - Epoch [49][140/940] lr: 4.000e-02, eta: 1 day, 15:22:21, time: 1.572, data_time: 0.003, memory: 6929, loss_aux: 1.2562, top1_acc: 0.5045, top5_acc: 0.7426, loss_cls: 2.1474, loss: 3.4036, grad_norm: 3.4791 2020-09-24 10:00:57,843 - mmaction - INFO - Epoch [49][160/940] lr: 4.000e-02, eta: 1 day, 15:21:52, time: 1.481, data_time: 0.013, memory: 6929, loss_aux: 1.2550, top1_acc: 0.5104, top5_acc: 0.7365, loss_cls: 2.1413, loss: 3.3963, grad_norm: 3.4613 2020-09-24 10:01:26,497 - mmaction - INFO - Epoch [49][180/940] lr: 4.000e-02, eta: 1 day, 15:21:20, time: 1.432, data_time: 0.001, memory: 6929, loss_aux: 1.2767, top1_acc: 0.5002, top5_acc: 0.7318, loss_cls: 2.1850, loss: 3.4617, grad_norm: 3.4275 2020-09-24 10:01:56,903 - mmaction - INFO - Epoch [49][200/940] lr: 4.000e-02, eta: 1 day, 15:20:52, time: 1.521, data_time: 0.003, memory: 6929, loss_aux: 1.2597, top1_acc: 0.5000, top5_acc: 0.7385, loss_cls: 2.1719, loss: 3.4316, grad_norm: 3.4625 2020-09-24 10:02:26,939 - mmaction - INFO - Epoch [49][220/940] lr: 4.000e-02, eta: 1 day, 15:20:23, time: 1.501, data_time: 0.001, memory: 6929, loss_aux: 1.2629, top1_acc: 0.5043, top5_acc: 0.7400, loss_cls: 2.1502, loss: 3.4131, grad_norm: 3.4392 2020-09-24 10:02:56,065 - mmaction - INFO - Epoch [49][240/940] lr: 4.000e-02, eta: 1 day, 15:19:53, time: 1.457, data_time: 0.002, memory: 6929, loss_aux: 1.2358, top1_acc: 0.5113, top5_acc: 0.7422, loss_cls: 2.0981, loss: 3.3339, grad_norm: 3.4030 2020-09-24 10:03:25,696 - mmaction - INFO - Epoch [49][260/940] lr: 4.000e-02, eta: 1 day, 15:19:23, time: 1.480, data_time: 0.001, memory: 6929, loss_aux: 1.2897, top1_acc: 0.4945, top5_acc: 0.7176, loss_cls: 2.2276, loss: 3.5173, grad_norm: 3.4905 2020-09-24 10:03:56,020 - mmaction - INFO - Epoch [49][280/940] lr: 4.000e-02, eta: 1 day, 15:18:55, time: 1.517, data_time: 0.003, memory: 6929, loss_aux: 1.2573, top1_acc: 0.5078, top5_acc: 0.7395, loss_cls: 2.1565, loss: 3.4138, grad_norm: 3.4331 2020-09-24 10:04:25,149 - mmaction - INFO - Epoch [49][300/940] lr: 4.000e-02, eta: 1 day, 15:18:24, time: 1.456, data_time: 0.002, memory: 6929, loss_aux: 1.2497, top1_acc: 0.5109, top5_acc: 0.7418, loss_cls: 2.1272, loss: 3.3769, grad_norm: 3.4586 2020-09-24 10:04:55,252 - mmaction - INFO - Epoch [49][320/940] lr: 4.000e-02, eta: 1 day, 15:17:56, time: 1.505, data_time: 0.003, memory: 6929, loss_aux: 1.2604, top1_acc: 0.5070, top5_acc: 0.7408, loss_cls: 2.1546, loss: 3.4150, grad_norm: 3.4855 2020-09-24 10:05:24,796 - mmaction - INFO - Epoch [49][340/940] lr: 4.000e-02, eta: 1 day, 15:17:26, time: 1.477, data_time: 0.002, memory: 6929, loss_aux: 1.2810, top1_acc: 0.5078, top5_acc: 0.7234, loss_cls: 2.2060, loss: 3.4870, grad_norm: 3.5498 2020-09-24 10:05:54,762 - mmaction - INFO - Epoch [49][360/940] lr: 4.000e-02, eta: 1 day, 15:16:57, time: 1.499, data_time: 0.003, memory: 6929, loss_aux: 1.2417, top1_acc: 0.5143, top5_acc: 0.7439, loss_cls: 2.1269, loss: 3.3687, grad_norm: 3.4042 2020-09-24 10:06:23,816 - mmaction - INFO - Epoch [49][380/940] lr: 4.000e-02, eta: 1 day, 15:16:26, time: 1.452, data_time: 0.001, memory: 6929, loss_aux: 1.2570, top1_acc: 0.5053, top5_acc: 0.7363, loss_cls: 2.1622, loss: 3.4192, grad_norm: 3.4021 2020-09-24 10:06:53,779 - mmaction - INFO - Epoch [49][400/940] lr: 4.000e-02, eta: 1 day, 15:15:58, time: 1.499, data_time: 0.002, memory: 6929, loss_aux: 1.2435, top1_acc: 0.5262, top5_acc: 0.7508, loss_cls: 2.0854, loss: 3.3289, grad_norm: 3.4138 2020-09-24 10:07:23,077 - mmaction - INFO - Epoch [49][420/940] lr: 4.000e-02, eta: 1 day, 15:15:27, time: 1.464, data_time: 0.001, memory: 6929, loss_aux: 1.2559, top1_acc: 0.5078, top5_acc: 0.7408, loss_cls: 2.1608, loss: 3.4167, grad_norm: 3.4723 2020-09-24 10:07:52,638 - mmaction - INFO - Epoch [49][440/940] lr: 4.000e-02, eta: 1 day, 15:14:58, time: 1.479, data_time: 0.002, memory: 6929, loss_aux: 1.2639, top1_acc: 0.5029, top5_acc: 0.7387, loss_cls: 2.1774, loss: 3.4413, grad_norm: 3.4432 2020-09-24 10:08:22,407 - mmaction - INFO - Epoch [49][460/940] lr: 4.000e-02, eta: 1 day, 15:14:28, time: 1.488, data_time: 0.001, memory: 6929, loss_aux: 1.2308, top1_acc: 0.5123, top5_acc: 0.7443, loss_cls: 2.1140, loss: 3.3448, grad_norm: 3.4103 2020-09-24 10:08:51,786 - mmaction - INFO - Epoch [49][480/940] lr: 4.000e-02, eta: 1 day, 15:13:58, time: 1.468, data_time: 0.002, memory: 6929, loss_aux: 1.2693, top1_acc: 0.5021, top5_acc: 0.7268, loss_cls: 2.1820, loss: 3.4512, grad_norm: 3.4813 2020-09-24 10:09:21,707 - mmaction - INFO - Epoch [49][500/940] lr: 4.000e-02, eta: 1 day, 15:13:29, time: 1.497, data_time: 0.003, memory: 6929, loss_aux: 1.2939, top1_acc: 0.4982, top5_acc: 0.7258, loss_cls: 2.2234, loss: 3.5173, grad_norm: 3.4754 2020-09-24 10:09:51,508 - mmaction - INFO - Epoch [49][520/940] lr: 4.000e-02, eta: 1 day, 15:13:00, time: 1.490, data_time: 0.002, memory: 6929, loss_aux: 1.2742, top1_acc: 0.4977, top5_acc: 0.7260, loss_cls: 2.1981, loss: 3.4723, grad_norm: 3.4306 2020-09-24 10:10:21,766 - mmaction - INFO - Epoch [49][540/940] lr: 4.000e-02, eta: 1 day, 15:12:32, time: 1.513, data_time: 0.002, memory: 6929, loss_aux: 1.2425, top1_acc: 0.5215, top5_acc: 0.7430, loss_cls: 2.1222, loss: 3.3646, grad_norm: 3.4700 2020-09-24 10:10:51,875 - mmaction - INFO - Epoch [49][560/940] lr: 4.000e-02, eta: 1 day, 15:12:03, time: 1.504, data_time: 0.002, memory: 6929, loss_aux: 1.2680, top1_acc: 0.5107, top5_acc: 0.7336, loss_cls: 2.1659, loss: 3.4339, grad_norm: 3.4224 2020-09-24 10:11:21,435 - mmaction - INFO - Epoch [49][580/940] lr: 4.000e-02, eta: 1 day, 15:11:33, time: 1.479, data_time: 0.003, memory: 6929, loss_aux: 1.2866, top1_acc: 0.5100, top5_acc: 0.7334, loss_cls: 2.2132, loss: 3.4997, grad_norm: 3.4896 2020-09-24 10:11:53,519 - mmaction - INFO - Epoch [49][600/940] lr: 4.000e-02, eta: 1 day, 15:11:09, time: 1.605, data_time: 0.002, memory: 6929, loss_aux: 1.2620, top1_acc: 0.5076, top5_acc: 0.7352, loss_cls: 2.1684, loss: 3.4304, grad_norm: 3.4538 2020-09-24 10:12:23,614 - mmaction - INFO - Epoch [49][620/940] lr: 4.000e-02, eta: 1 day, 15:10:40, time: 1.503, data_time: 0.001, memory: 6929, loss_aux: 1.2769, top1_acc: 0.4967, top5_acc: 0.7365, loss_cls: 2.1829, loss: 3.4598, grad_norm: 3.5005 2020-09-24 10:12:54,927 - mmaction - INFO - Epoch [49][640/940] lr: 4.000e-02, eta: 1 day, 15:10:14, time: 1.567, data_time: 0.003, memory: 6929, loss_aux: 1.2741, top1_acc: 0.4977, top5_acc: 0.7264, loss_cls: 2.1759, loss: 3.4500, grad_norm: 3.4621 2020-09-24 10:13:24,908 - mmaction - INFO - Epoch [49][660/940] lr: 4.000e-02, eta: 1 day, 15:09:45, time: 1.498, data_time: 0.001, memory: 6929, loss_aux: 1.2994, top1_acc: 0.5012, top5_acc: 0.7326, loss_cls: 2.2310, loss: 3.5304, grad_norm: 3.5229 2020-09-24 10:13:54,249 - mmaction - INFO - Epoch [49][680/940] lr: 4.000e-02, eta: 1 day, 15:09:15, time: 1.468, data_time: 0.003, memory: 6929, loss_aux: 1.2648, top1_acc: 0.5127, top5_acc: 0.7377, loss_cls: 2.1477, loss: 3.4125, grad_norm: 3.4956 2020-09-24 10:14:24,085 - mmaction - INFO - Epoch [49][700/940] lr: 4.000e-02, eta: 1 day, 15:08:46, time: 1.491, data_time: 0.001, memory: 6929, loss_aux: 1.2619, top1_acc: 0.5055, top5_acc: 0.7357, loss_cls: 2.1743, loss: 3.4362, grad_norm: 3.4812 2020-09-24 10:14:54,224 - mmaction - INFO - Epoch [49][720/940] lr: 4.000e-02, eta: 1 day, 15:08:18, time: 1.507, data_time: 0.002, memory: 6929, loss_aux: 1.2887, top1_acc: 0.5008, top5_acc: 0.7268, loss_cls: 2.2279, loss: 3.5165, grad_norm: 3.4337 2020-09-24 10:15:25,107 - mmaction - INFO - Epoch [49][740/940] lr: 4.000e-02, eta: 1 day, 15:07:51, time: 1.543, data_time: 0.002, memory: 6929, loss_aux: 1.2557, top1_acc: 0.5037, top5_acc: 0.7400, loss_cls: 2.1569, loss: 3.4126, grad_norm: 3.4636 2020-09-24 10:15:55,639 - mmaction - INFO - Epoch [49][760/940] lr: 4.000e-02, eta: 1 day, 15:07:23, time: 1.528, data_time: 0.004, memory: 6929, loss_aux: 1.2887, top1_acc: 0.5004, top5_acc: 0.7312, loss_cls: 2.2035, loss: 3.4923, grad_norm: 3.3968 2020-09-24 10:16:26,589 - mmaction - INFO - Epoch [49][780/940] lr: 4.000e-02, eta: 1 day, 15:06:56, time: 1.546, data_time: 0.001, memory: 6929, loss_aux: 1.2620, top1_acc: 0.5031, top5_acc: 0.7346, loss_cls: 2.1702, loss: 3.4323, grad_norm: 3.4950 2020-09-24 10:16:55,603 - mmaction - INFO - Epoch [49][800/940] lr: 4.000e-02, eta: 1 day, 15:06:25, time: 1.453, data_time: 0.003, memory: 6929, loss_aux: 1.2780, top1_acc: 0.4998, top5_acc: 0.7320, loss_cls: 2.1912, loss: 3.4692, grad_norm: 3.4882 2020-09-24 10:17:25,790 - mmaction - INFO - Epoch [49][820/940] lr: 4.000e-02, eta: 1 day, 15:05:57, time: 1.508, data_time: 0.001, memory: 6929, loss_aux: 1.2836, top1_acc: 0.5051, top5_acc: 0.7332, loss_cls: 2.1768, loss: 3.4604, grad_norm: 3.4282 2020-09-24 10:17:56,812 - mmaction - INFO - Epoch [49][840/940] lr: 4.000e-02, eta: 1 day, 15:05:30, time: 1.552, data_time: 0.002, memory: 6929, loss_aux: 1.2496, top1_acc: 0.5219, top5_acc: 0.7432, loss_cls: 2.1115, loss: 3.3611, grad_norm: 3.4150 2020-09-24 10:18:27,001 - mmaction - INFO - Epoch [49][860/940] lr: 4.000e-02, eta: 1 day, 15:05:02, time: 1.508, data_time: 0.001, memory: 6929, loss_aux: 1.2611, top1_acc: 0.5092, top5_acc: 0.7369, loss_cls: 2.1656, loss: 3.4267, grad_norm: 3.4650 2020-09-24 10:18:57,240 - mmaction - INFO - Epoch [49][880/940] lr: 4.000e-02, eta: 1 day, 15:04:33, time: 1.513, data_time: 0.004, memory: 6929, loss_aux: 1.2785, top1_acc: 0.4973, top5_acc: 0.7316, loss_cls: 2.1759, loss: 3.4544, grad_norm: 3.5079 2020-09-24 10:19:27,985 - mmaction - INFO - Epoch [49][900/940] lr: 4.000e-02, eta: 1 day, 15:04:06, time: 1.536, data_time: 0.002, memory: 6929, loss_aux: 1.2880, top1_acc: 0.4969, top5_acc: 0.7240, loss_cls: 2.2276, loss: 3.5156, grad_norm: 3.4657 2020-09-24 10:19:58,698 - mmaction - INFO - Epoch [49][920/940] lr: 4.000e-02, eta: 1 day, 15:03:39, time: 1.537, data_time: 0.003, memory: 6929, loss_aux: 1.2762, top1_acc: 0.5002, top5_acc: 0.7348, loss_cls: 2.1926, loss: 3.4688, grad_norm: 3.4496 2020-09-24 10:20:29,458 - mmaction - INFO - Epoch [49][940/940] lr: 4.000e-02, eta: 1 day, 15:03:11, time: 1.537, data_time: 0.001, memory: 6929, loss_aux: 1.2903, top1_acc: 0.5034, top5_acc: 0.7291, loss_cls: 2.2141, loss: 3.5044, grad_norm: 3.4848 2020-09-24 10:20:30,155 - mmaction - INFO - Saving checkpoint at 49 epochs 2020-09-24 10:21:07,129 - mmaction - INFO - Epoch [50][20/940] lr: 4.000e-02, eta: 1 day, 15:02:46, time: 1.588, data_time: 0.287, memory: 6929, loss_aux: 1.2495, top1_acc: 0.5162, top5_acc: 0.7439, loss_cls: 2.1175, loss: 3.3669, grad_norm: 3.4684 2020-09-24 10:21:37,586 - mmaction - INFO - Epoch [50][40/940] lr: 4.000e-02, eta: 1 day, 15:02:18, time: 1.524, data_time: 0.004, memory: 6929, loss_aux: 1.2568, top1_acc: 0.5051, top5_acc: 0.7404, loss_cls: 2.1480, loss: 3.4048, grad_norm: 3.4564 2020-09-24 10:22:07,620 - mmaction - INFO - Epoch [50][60/940] lr: 4.000e-02, eta: 1 day, 15:01:50, time: 1.502, data_time: 0.002, memory: 6929, loss_aux: 1.2377, top1_acc: 0.5172, top5_acc: 0.7422, loss_cls: 2.1115, loss: 3.3492, grad_norm: 3.3959 2020-09-24 10:22:38,280 - mmaction - INFO - Epoch [50][80/940] lr: 4.000e-02, eta: 1 day, 15:01:22, time: 1.534, data_time: 0.003, memory: 6929, loss_aux: 1.2681, top1_acc: 0.5100, top5_acc: 0.7451, loss_cls: 2.1411, loss: 3.4092, grad_norm: 3.4397 2020-09-24 10:23:09,780 - mmaction - INFO - Epoch [50][100/940] lr: 4.000e-02, eta: 1 day, 15:00:56, time: 1.574, data_time: 0.001, memory: 6929, loss_aux: 1.2399, top1_acc: 0.5209, top5_acc: 0.7469, loss_cls: 2.1055, loss: 3.3454, grad_norm: 3.4408 2020-09-24 10:23:38,911 - mmaction - INFO - Epoch [50][120/940] lr: 4.000e-02, eta: 1 day, 15:00:26, time: 1.458, data_time: 0.003, memory: 6929, loss_aux: 1.2776, top1_acc: 0.5031, top5_acc: 0.7346, loss_cls: 2.1728, loss: 3.4504, grad_norm: 3.4913 2020-09-24 10:24:09,687 - mmaction - INFO - Epoch [50][140/940] lr: 4.000e-02, eta: 1 day, 14:59:59, time: 1.538, data_time: 0.001, memory: 6929, loss_aux: 1.2868, top1_acc: 0.5051, top5_acc: 0.7332, loss_cls: 2.1927, loss: 3.4796, grad_norm: 3.4737 2020-09-24 10:24:40,206 - mmaction - INFO - Epoch [50][160/940] lr: 4.000e-02, eta: 1 day, 14:59:31, time: 1.526, data_time: 0.002, memory: 6929, loss_aux: 1.2505, top1_acc: 0.5100, top5_acc: 0.7424, loss_cls: 2.1385, loss: 3.3890, grad_norm: 3.4812 2020-09-24 10:25:10,596 - mmaction - INFO - Epoch [50][180/940] lr: 4.000e-02, eta: 1 day, 14:59:03, time: 1.518, data_time: 0.001, memory: 6929, loss_aux: 1.2495, top1_acc: 0.5168, top5_acc: 0.7375, loss_cls: 2.1236, loss: 3.3730, grad_norm: 3.4807 2020-09-24 10:25:40,879 - mmaction - INFO - Epoch [50][200/940] lr: 4.000e-02, eta: 1 day, 14:58:35, time: 1.515, data_time: 0.005, memory: 6929, loss_aux: 1.2353, top1_acc: 0.5129, top5_acc: 0.7502, loss_cls: 2.1079, loss: 3.3432, grad_norm: 3.4957 2020-09-24 10:26:10,785 - mmaction - INFO - Epoch [50][220/940] lr: 4.000e-02, eta: 1 day, 14:58:05, time: 1.494, data_time: 0.001, memory: 6929, loss_aux: 1.2946, top1_acc: 0.5020, top5_acc: 0.7311, loss_cls: 2.2229, loss: 3.5174, grad_norm: 3.5661 2020-09-24 10:26:40,843 - mmaction - INFO - Epoch [50][240/940] lr: 4.000e-02, eta: 1 day, 14:57:37, time: 1.504, data_time: 0.003, memory: 6929, loss_aux: 1.2315, top1_acc: 0.5150, top5_acc: 0.7395, loss_cls: 2.1094, loss: 3.3409, grad_norm: 3.4384 2020-09-24 10:27:10,517 - mmaction - INFO - Epoch [50][260/940] lr: 4.000e-02, eta: 1 day, 14:57:07, time: 1.483, data_time: 0.001, memory: 6929, loss_aux: 1.2548, top1_acc: 0.5129, top5_acc: 0.7424, loss_cls: 2.1169, loss: 3.3717, grad_norm: 3.4043 2020-09-24 10:27:39,908 - mmaction - INFO - Epoch [50][280/940] lr: 4.000e-02, eta: 1 day, 14:56:37, time: 1.470, data_time: 0.002, memory: 6929, loss_aux: 1.2581, top1_acc: 0.5061, top5_acc: 0.7314, loss_cls: 2.1601, loss: 3.4181, grad_norm: 3.5146 2020-09-24 10:28:10,538 - mmaction - INFO - Epoch [50][300/940] lr: 4.000e-02, eta: 1 day, 14:56:10, time: 1.531, data_time: 0.001, memory: 6929, loss_aux: 1.2868, top1_acc: 0.4992, top5_acc: 0.7234, loss_cls: 2.2031, loss: 3.4900, grad_norm: 3.5457 2020-09-24 10:28:39,956 - mmaction - INFO - Epoch [50][320/940] lr: 4.000e-02, eta: 1 day, 14:55:40, time: 1.472, data_time: 0.002, memory: 6929, loss_aux: 1.2426, top1_acc: 0.5088, top5_acc: 0.7432, loss_cls: 2.1213, loss: 3.3639, grad_norm: 3.4028 2020-09-24 10:29:09,073 - mmaction - INFO - Epoch [50][340/940] lr: 4.000e-02, eta: 1 day, 14:55:09, time: 1.455, data_time: 0.001, memory: 6929, loss_aux: 1.2526, top1_acc: 0.5076, top5_acc: 0.7338, loss_cls: 2.1520, loss: 3.4045, grad_norm: 3.4781 2020-09-24 10:29:38,135 - mmaction - INFO - Epoch [50][360/940] lr: 4.000e-02, eta: 1 day, 14:54:38, time: 1.454, data_time: 0.003, memory: 6929, loss_aux: 1.2682, top1_acc: 0.5070, top5_acc: 0.7398, loss_cls: 2.1659, loss: 3.4341, grad_norm: 3.4388 2020-09-24 10:30:07,832 - mmaction - INFO - Epoch [50][380/940] lr: 4.000e-02, eta: 1 day, 14:54:09, time: 1.484, data_time: 0.002, memory: 6929, loss_aux: 1.2654, top1_acc: 0.5129, top5_acc: 0.7396, loss_cls: 2.1419, loss: 3.4073, grad_norm: 3.4941 2020-09-24 10:30:36,721 - mmaction - INFO - Epoch [50][400/940] lr: 4.000e-02, eta: 1 day, 14:53:38, time: 1.445, data_time: 0.003, memory: 6929, loss_aux: 1.2883, top1_acc: 0.4959, top5_acc: 0.7283, loss_cls: 2.2212, loss: 3.5095, grad_norm: 3.4845 2020-09-24 10:31:05,981 - mmaction - INFO - Epoch [50][420/940] lr: 4.000e-02, eta: 1 day, 14:53:07, time: 1.463, data_time: 0.002, memory: 6929, loss_aux: 1.2487, top1_acc: 0.5145, top5_acc: 0.7445, loss_cls: 2.1168, loss: 3.3654, grad_norm: 3.4826 2020-09-24 10:31:35,123 - mmaction - INFO - Epoch [50][440/940] lr: 4.000e-02, eta: 1 day, 14:52:37, time: 1.457, data_time: 0.002, memory: 6929, loss_aux: 1.2832, top1_acc: 0.5094, top5_acc: 0.7303, loss_cls: 2.1699, loss: 3.4531, grad_norm: 3.4415 2020-09-24 10:32:04,834 - mmaction - INFO - Epoch [50][460/940] lr: 4.000e-02, eta: 1 day, 14:52:07, time: 1.485, data_time: 0.001, memory: 6929, loss_aux: 1.2546, top1_acc: 0.5053, top5_acc: 0.7375, loss_cls: 2.1404, loss: 3.3950, grad_norm: 3.4007 2020-09-24 10:32:34,303 - mmaction - INFO - Epoch [50][480/940] lr: 4.000e-02, eta: 1 day, 14:51:37, time: 1.473, data_time: 0.002, memory: 6929, loss_aux: 1.2638, top1_acc: 0.5096, top5_acc: 0.7314, loss_cls: 2.1604, loss: 3.4242, grad_norm: 3.4173 2020-09-24 10:33:02,998 - mmaction - INFO - Epoch [50][500/940] lr: 4.000e-02, eta: 1 day, 14:51:06, time: 1.434, data_time: 0.002, memory: 6929, loss_aux: 1.2654, top1_acc: 0.5023, top5_acc: 0.7309, loss_cls: 2.1827, loss: 3.4481, grad_norm: 3.4764 2020-09-24 10:33:32,546 - mmaction - INFO - Epoch [50][520/940] lr: 4.000e-02, eta: 1 day, 14:50:36, time: 1.478, data_time: 0.002, memory: 6929, loss_aux: 1.2804, top1_acc: 0.5014, top5_acc: 0.7303, loss_cls: 2.1854, loss: 3.4658, grad_norm: 3.4708 2020-09-24 10:34:01,431 - mmaction - INFO - Epoch [50][540/940] lr: 4.000e-02, eta: 1 day, 14:50:05, time: 1.443, data_time: 0.002, memory: 6929, loss_aux: 1.2542, top1_acc: 0.5213, top5_acc: 0.7482, loss_cls: 2.1315, loss: 3.3858, grad_norm: 3.4930 2020-09-24 10:34:30,715 - mmaction - INFO - Epoch [50][560/940] lr: 4.000e-02, eta: 1 day, 14:49:35, time: 1.464, data_time: 0.003, memory: 6929, loss_aux: 1.2612, top1_acc: 0.5070, top5_acc: 0.7393, loss_cls: 2.1642, loss: 3.4254, grad_norm: 3.5176 2020-09-24 10:34:59,629 - mmaction - INFO - Epoch [50][580/940] lr: 4.000e-02, eta: 1 day, 14:49:04, time: 1.447, data_time: 0.003, memory: 6929, loss_aux: 1.2663, top1_acc: 0.5035, top5_acc: 0.7326, loss_cls: 2.1712, loss: 3.4375, grad_norm: 3.4157 2020-09-24 10:35:28,997 - mmaction - INFO - Epoch [50][600/940] lr: 4.000e-02, eta: 1 day, 14:48:33, time: 1.467, data_time: 0.002, memory: 6929, loss_aux: 1.2464, top1_acc: 0.5143, top5_acc: 0.7438, loss_cls: 2.1385, loss: 3.3849, grad_norm: 3.3957 2020-09-24 10:35:58,890 - mmaction - INFO - Epoch [50][620/940] lr: 4.000e-02, eta: 1 day, 14:48:04, time: 1.497, data_time: 0.004, memory: 6929, loss_aux: 1.2619, top1_acc: 0.5131, top5_acc: 0.7430, loss_cls: 2.1530, loss: 3.4149, grad_norm: 3.4095 2020-09-24 10:36:28,759 - mmaction - INFO - Epoch [50][640/940] lr: 4.000e-02, eta: 1 day, 14:47:35, time: 1.493, data_time: 0.001, memory: 6929, loss_aux: 1.2697, top1_acc: 0.5033, top5_acc: 0.7275, loss_cls: 2.2158, loss: 3.4856, grad_norm: 3.4931 2020-09-24 10:36:58,265 - mmaction - INFO - Epoch [50][660/940] lr: 4.000e-02, eta: 1 day, 14:47:05, time: 1.475, data_time: 0.002, memory: 6929, loss_aux: 1.2697, top1_acc: 0.5004, top5_acc: 0.7385, loss_cls: 2.1850, loss: 3.4547, grad_norm: 3.4327 2020-09-24 10:37:28,563 - mmaction - INFO - Epoch [50][680/940] lr: 4.000e-02, eta: 1 day, 14:46:37, time: 1.514, data_time: 0.003, memory: 6929, loss_aux: 1.2711, top1_acc: 0.5090, top5_acc: 0.7396, loss_cls: 2.1473, loss: 3.4185, grad_norm: 3.3728 2020-09-24 10:37:58,955 - mmaction - INFO - Epoch [50][700/940] lr: 4.000e-02, eta: 1 day, 14:46:09, time: 1.521, data_time: 0.003, memory: 6929, loss_aux: 1.2609, top1_acc: 0.4998, top5_acc: 0.7365, loss_cls: 2.1749, loss: 3.4359, grad_norm: 3.4104 2020-09-24 10:38:28,905 - mmaction - INFO - Epoch [50][720/940] lr: 4.000e-02, eta: 1 day, 14:45:40, time: 1.497, data_time: 0.002, memory: 6929, loss_aux: 1.2817, top1_acc: 0.5051, top5_acc: 0.7332, loss_cls: 2.1816, loss: 3.4633, grad_norm: 3.4858 2020-09-24 10:38:59,401 - mmaction - INFO - Epoch [50][740/940] lr: 4.000e-02, eta: 1 day, 14:45:12, time: 1.526, data_time: 0.003, memory: 6929, loss_aux: 1.2700, top1_acc: 0.4939, top5_acc: 0.7332, loss_cls: 2.1891, loss: 3.4591, grad_norm: 3.4856 2020-09-24 10:39:29,709 - mmaction - INFO - Epoch [50][760/940] lr: 4.000e-02, eta: 1 day, 14:44:44, time: 1.513, data_time: 0.001, memory: 6929, loss_aux: 1.2779, top1_acc: 0.4969, top5_acc: 0.7355, loss_cls: 2.1913, loss: 3.4692, grad_norm: 3.5174 2020-09-24 10:39:59,646 - mmaction - INFO - Epoch [50][780/940] lr: 4.000e-02, eta: 1 day, 14:44:15, time: 1.499, data_time: 0.004, memory: 6929, loss_aux: 1.2717, top1_acc: 0.4977, top5_acc: 0.7344, loss_cls: 2.1816, loss: 3.4533, grad_norm: 3.4835 2020-09-24 10:40:30,361 - mmaction - INFO - Epoch [50][800/940] lr: 4.000e-02, eta: 1 day, 14:43:48, time: 1.534, data_time: 0.001, memory: 6929, loss_aux: 1.2580, top1_acc: 0.5031, top5_acc: 0.7350, loss_cls: 2.1610, loss: 3.4189, grad_norm: 3.3781 2020-09-24 10:41:00,302 - mmaction - INFO - Epoch [50][820/940] lr: 4.000e-02, eta: 1 day, 14:43:19, time: 1.497, data_time: 0.003, memory: 6929, loss_aux: 1.2776, top1_acc: 0.4945, top5_acc: 0.7326, loss_cls: 2.1982, loss: 3.4758, grad_norm: 3.4664 2020-09-24 10:41:30,796 - mmaction - INFO - Epoch [50][840/940] lr: 4.000e-02, eta: 1 day, 14:42:51, time: 1.525, data_time: 0.003, memory: 6929, loss_aux: 1.2857, top1_acc: 0.5074, top5_acc: 0.7340, loss_cls: 2.1986, loss: 3.4843, grad_norm: 3.5168 2020-09-24 10:42:01,577 - mmaction - INFO - Epoch [50][860/940] lr: 4.000e-02, eta: 1 day, 14:42:23, time: 1.540, data_time: 0.002, memory: 6929, loss_aux: 1.2581, top1_acc: 0.5041, top5_acc: 0.7281, loss_cls: 2.1783, loss: 3.4364, grad_norm: 3.4305 2020-09-24 10:42:32,556 - mmaction - INFO - Epoch [50][880/940] lr: 4.000e-02, eta: 1 day, 14:41:57, time: 1.549, data_time: 0.001, memory: 6929, loss_aux: 1.2267, top1_acc: 0.5090, top5_acc: 0.7416, loss_cls: 2.1235, loss: 3.3502, grad_norm: 3.4238 2020-09-24 10:43:03,594 - mmaction - INFO - Epoch [50][900/940] lr: 4.000e-02, eta: 1 day, 14:41:30, time: 1.550, data_time: 0.001, memory: 6929, loss_aux: 1.2621, top1_acc: 0.5055, top5_acc: 0.7391, loss_cls: 2.1658, loss: 3.4279, grad_norm: 3.4130 2020-09-24 10:43:34,512 - mmaction - INFO - Epoch [50][920/940] lr: 4.000e-02, eta: 1 day, 14:41:03, time: 1.547, data_time: 0.003, memory: 6929, loss_aux: 1.2796, top1_acc: 0.5020, top5_acc: 0.7254, loss_cls: 2.1945, loss: 3.4741, grad_norm: 3.5040 2020-09-24 10:44:04,871 - mmaction - INFO - Epoch [50][940/940] lr: 4.000e-02, eta: 1 day, 14:40:35, time: 1.517, data_time: 0.001, memory: 6929, loss_aux: 1.2819, top1_acc: 0.4903, top5_acc: 0.7281, loss_cls: 2.2263, loss: 3.5082, grad_norm: 3.5362 2020-09-24 10:44:05,351 - mmaction - INFO - Saving checkpoint at 50 epochs 2020-09-24 10:44:39,875 - mmaction - INFO - Epoch [51][20/940] lr: 4.000e-02, eta: 1 day, 14:40:10, time: 1.620, data_time: 0.290, memory: 6929, loss_aux: 1.2523, top1_acc: 0.5129, top5_acc: 0.7383, loss_cls: 2.1300, loss: 3.3823, grad_norm: 3.4844 2020-09-24 10:45:11,262 - mmaction - INFO - Epoch [51][40/940] lr: 4.000e-02, eta: 1 day, 14:39:44, time: 1.569, data_time: 0.001, memory: 6929, loss_aux: 1.2489, top1_acc: 0.5207, top5_acc: 0.7434, loss_cls: 2.1153, loss: 3.3642, grad_norm: 3.4282 2020-09-24 10:45:41,094 - mmaction - INFO - Epoch [51][60/940] lr: 4.000e-02, eta: 1 day, 14:39:15, time: 1.492, data_time: 0.002, memory: 6929, loss_aux: 1.2349, top1_acc: 0.5230, top5_acc: 0.7541, loss_cls: 2.0895, loss: 3.3243, grad_norm: 3.4025 2020-09-24 10:46:11,872 - mmaction - INFO - Epoch [51][80/940] lr: 4.000e-02, eta: 1 day, 14:38:48, time: 1.538, data_time: 0.001, memory: 6929, loss_aux: 1.2613, top1_acc: 0.5062, top5_acc: 0.7367, loss_cls: 2.1600, loss: 3.4213, grad_norm: 3.4887 2020-09-24 10:46:42,301 - mmaction - INFO - Epoch [51][100/940] lr: 4.000e-02, eta: 1 day, 14:38:20, time: 1.520, data_time: 0.002, memory: 6929, loss_aux: 1.2690, top1_acc: 0.5100, top5_acc: 0.7393, loss_cls: 2.1399, loss: 3.4090, grad_norm: 3.5182 2020-09-24 10:47:13,251 - mmaction - INFO - Epoch [51][120/940] lr: 4.000e-02, eta: 1 day, 14:37:53, time: 1.550, data_time: 0.004, memory: 6929, loss_aux: 1.2609, top1_acc: 0.5150, top5_acc: 0.7410, loss_cls: 2.1447, loss: 3.4056, grad_norm: 3.4401 2020-09-24 10:47:44,276 - mmaction - INFO - Epoch [51][140/940] lr: 4.000e-02, eta: 1 day, 14:37:26, time: 1.550, data_time: 0.002, memory: 6929, loss_aux: 1.2475, top1_acc: 0.5141, top5_acc: 0.7455, loss_cls: 2.1259, loss: 3.3734, grad_norm: 3.4953 2020-09-24 10:48:14,806 - mmaction - INFO - Epoch [51][160/940] lr: 4.000e-02, eta: 1 day, 14:36:58, time: 1.528, data_time: 0.003, memory: 6929, loss_aux: 1.2795, top1_acc: 0.5061, top5_acc: 0.7262, loss_cls: 2.1901, loss: 3.4695, grad_norm: 3.4399 2020-09-24 10:48:45,992 - mmaction - INFO - Epoch [51][180/940] lr: 4.000e-02, eta: 1 day, 14:36:32, time: 1.558, data_time: 0.001, memory: 6929, loss_aux: 1.2584, top1_acc: 0.5145, top5_acc: 0.7377, loss_cls: 2.1504, loss: 3.4088, grad_norm: 3.4287 2020-09-24 10:49:16,830 - mmaction - INFO - Epoch [51][200/940] lr: 4.000e-02, eta: 1 day, 14:36:04, time: 1.543, data_time: 0.003, memory: 6929, loss_aux: 1.2988, top1_acc: 0.4939, top5_acc: 0.7240, loss_cls: 2.2239, loss: 3.5227, grad_norm: 3.5192 2020-09-24 10:49:48,016 - mmaction - INFO - Epoch [51][220/940] lr: 4.000e-02, eta: 1 day, 14:35:38, time: 1.558, data_time: 0.002, memory: 6929, loss_aux: 1.2608, top1_acc: 0.5092, top5_acc: 0.7408, loss_cls: 2.1365, loss: 3.3973, grad_norm: 3.4715 2020-09-24 10:50:20,437 - mmaction - INFO - Epoch [51][240/940] lr: 4.000e-02, eta: 1 day, 14:35:14, time: 1.621, data_time: 0.003, memory: 6929, loss_aux: 1.2573, top1_acc: 0.5168, top5_acc: 0.7398, loss_cls: 2.1385, loss: 3.3959, grad_norm: 3.4142 2020-09-24 10:50:50,864 - mmaction - INFO - Epoch [51][260/940] lr: 4.000e-02, eta: 1 day, 14:34:46, time: 1.522, data_time: 0.002, memory: 6929, loss_aux: 1.2481, top1_acc: 0.5061, top5_acc: 0.7418, loss_cls: 2.1401, loss: 3.3882, grad_norm: 3.4634 2020-09-24 10:51:22,750 - mmaction - INFO - Epoch [51][280/940] lr: 4.000e-02, eta: 1 day, 14:34:20, time: 1.594, data_time: 0.002, memory: 6929, loss_aux: 1.2654, top1_acc: 0.5086, top5_acc: 0.7398, loss_cls: 2.1451, loss: 3.4104, grad_norm: 3.4604 2020-09-24 10:51:53,649 - mmaction - INFO - Epoch [51][300/940] lr: 4.000e-02, eta: 1 day, 14:33:53, time: 1.544, data_time: 0.002, memory: 6929, loss_aux: 1.2542, top1_acc: 0.5135, top5_acc: 0.7369, loss_cls: 2.1485, loss: 3.4027, grad_norm: 3.4836 2020-09-24 10:52:24,632 - mmaction - INFO - Epoch [51][320/940] lr: 4.000e-02, eta: 1 day, 14:33:26, time: 1.550, data_time: 0.005, memory: 6929, loss_aux: 1.2525, top1_acc: 0.5090, top5_acc: 0.7381, loss_cls: 2.1582, loss: 3.4108, grad_norm: 3.4066 2020-09-24 10:52:56,207 - mmaction - INFO - Epoch [51][340/940] lr: 4.000e-02, eta: 1 day, 14:33:01, time: 1.579, data_time: 0.003, memory: 6929, loss_aux: 1.2664, top1_acc: 0.5088, top5_acc: 0.7346, loss_cls: 2.1566, loss: 3.4230, grad_norm: 3.4718 2020-09-24 10:53:27,173 - mmaction - INFO - Epoch [51][360/940] lr: 4.000e-02, eta: 1 day, 14:32:34, time: 1.549, data_time: 0.002, memory: 6929, loss_aux: 1.2603, top1_acc: 0.5096, top5_acc: 0.7311, loss_cls: 2.1765, loss: 3.4367, grad_norm: 3.4310 2020-09-24 10:53:57,829 - mmaction - INFO - Epoch [51][380/940] lr: 4.000e-02, eta: 1 day, 14:32:06, time: 1.532, data_time: 0.002, memory: 6929, loss_aux: 1.2630, top1_acc: 0.5094, top5_acc: 0.7338, loss_cls: 2.1684, loss: 3.4314, grad_norm: 3.4562 2020-09-24 10:54:29,383 - mmaction - INFO - Epoch [51][400/940] lr: 4.000e-02, eta: 1 day, 14:31:40, time: 1.578, data_time: 0.003, memory: 6929, loss_aux: 1.2534, top1_acc: 0.5143, top5_acc: 0.7369, loss_cls: 2.1410, loss: 3.3944, grad_norm: 3.4321 2020-09-24 10:55:00,628 - mmaction - INFO - Epoch [51][420/940] lr: 4.000e-02, eta: 1 day, 14:31:14, time: 1.563, data_time: 0.003, memory: 6929, loss_aux: 1.2766, top1_acc: 0.5080, top5_acc: 0.7398, loss_cls: 2.1599, loss: 3.4366, grad_norm: 3.4240 2020-09-24 10:55:32,125 - mmaction - INFO - Epoch [51][440/940] lr: 4.000e-02, eta: 1 day, 14:30:48, time: 1.574, data_time: 0.001, memory: 6929, loss_aux: 1.2734, top1_acc: 0.5170, top5_acc: 0.7326, loss_cls: 2.1543, loss: 3.4277, grad_norm: 3.4415 2020-09-24 10:56:03,422 - mmaction - INFO - Epoch [51][460/940] lr: 4.000e-02, eta: 1 day, 14:30:21, time: 1.565, data_time: 0.003, memory: 6929, loss_aux: 1.2887, top1_acc: 0.5066, top5_acc: 0.7334, loss_cls: 2.1861, loss: 3.4748, grad_norm: 3.4815 2020-09-24 10:56:34,253 - mmaction - INFO - Epoch [51][480/940] lr: 4.000e-02, eta: 1 day, 14:29:54, time: 1.543, data_time: 0.003, memory: 6929, loss_aux: 1.2708, top1_acc: 0.5133, top5_acc: 0.7322, loss_cls: 2.1784, loss: 3.4492, grad_norm: 3.4910 2020-09-24 10:57:05,927 - mmaction - INFO - Epoch [51][500/940] lr: 4.000e-02, eta: 1 day, 14:29:28, time: 1.583, data_time: 0.001, memory: 6929, loss_aux: 1.2606, top1_acc: 0.5098, top5_acc: 0.7414, loss_cls: 2.1547, loss: 3.4153, grad_norm: 3.4340 2020-09-24 10:57:37,091 - mmaction - INFO - Epoch [51][520/940] lr: 4.000e-02, eta: 1 day, 14:29:02, time: 1.560, data_time: 0.003, memory: 6929, loss_aux: 1.2570, top1_acc: 0.5047, top5_acc: 0.7320, loss_cls: 2.1798, loss: 3.4368, grad_norm: 3.4376 2020-09-24 10:58:08,547 - mmaction - INFO - Epoch [51][540/940] lr: 4.000e-02, eta: 1 day, 14:28:36, time: 1.572, data_time: 0.001, memory: 6929, loss_aux: 1.2665, top1_acc: 0.5172, top5_acc: 0.7420, loss_cls: 2.1609, loss: 3.4274, grad_norm: 3.4750 2020-09-24 10:58:40,266 - mmaction - INFO - Epoch [51][560/940] lr: 4.000e-02, eta: 1 day, 14:28:10, time: 1.586, data_time: 0.003, memory: 6929, loss_aux: 1.2770, top1_acc: 0.5002, top5_acc: 0.7311, loss_cls: 2.2040, loss: 3.4811, grad_norm: 3.4840 2020-09-24 10:59:11,720 - mmaction - INFO - Epoch [51][580/940] lr: 4.000e-02, eta: 1 day, 14:27:44, time: 1.572, data_time: 0.002, memory: 6929, loss_aux: 1.2777, top1_acc: 0.5080, top5_acc: 0.7346, loss_cls: 2.1813, loss: 3.4589, grad_norm: 3.4782 2020-09-24 10:59:42,980 - mmaction - INFO - Epoch [51][600/940] lr: 4.000e-02, eta: 1 day, 14:27:18, time: 1.563, data_time: 0.003, memory: 6929, loss_aux: 1.2603, top1_acc: 0.5045, top5_acc: 0.7400, loss_cls: 2.1551, loss: 3.4154, grad_norm: 3.4888 2020-09-24 11:00:19,011 - mmaction - INFO - Epoch [51][620/940] lr: 4.000e-02, eta: 1 day, 14:27:00, time: 1.784, data_time: 0.003, memory: 6929, loss_aux: 1.2681, top1_acc: 0.5088, top5_acc: 0.7320, loss_cls: 2.1597, loss: 3.4278, grad_norm: 3.4555 2020-09-24 11:00:49,471 - mmaction - INFO - Epoch [51][640/940] lr: 4.000e-02, eta: 1 day, 14:26:32, time: 1.541, data_time: 0.056, memory: 6929, loss_aux: 1.2787, top1_acc: 0.4980, top5_acc: 0.7367, loss_cls: 2.2040, loss: 3.4826, grad_norm: 3.4463 2020-09-24 11:01:21,081 - mmaction - INFO - Epoch [51][660/940] lr: 4.000e-02, eta: 1 day, 14:26:07, time: 1.582, data_time: 0.003, memory: 6929, loss_aux: 1.2530, top1_acc: 0.5168, top5_acc: 0.7432, loss_cls: 2.1271, loss: 3.3802, grad_norm: 3.4168 2020-09-24 11:01:52,747 - mmaction - INFO - Epoch [51][680/940] lr: 4.000e-02, eta: 1 day, 14:25:41, time: 1.583, data_time: 0.001, memory: 6929, loss_aux: 1.2510, top1_acc: 0.5154, top5_acc: 0.7473, loss_cls: 2.1103, loss: 3.3613, grad_norm: 3.4440 2020-09-24 11:02:24,225 - mmaction - INFO - Epoch [51][700/940] lr: 4.000e-02, eta: 1 day, 14:25:15, time: 1.573, data_time: 0.002, memory: 6929, loss_aux: 1.2688, top1_acc: 0.4992, top5_acc: 0.7311, loss_cls: 2.1820, loss: 3.4507, grad_norm: 3.5116 2020-09-24 11:02:55,844 - mmaction - INFO - Epoch [51][720/940] lr: 4.000e-02, eta: 1 day, 14:24:49, time: 1.582, data_time: 0.003, memory: 6929, loss_aux: 1.2812, top1_acc: 0.5062, top5_acc: 0.7297, loss_cls: 2.2018, loss: 3.4830, grad_norm: 3.4861 2020-09-24 11:03:28,487 - mmaction - INFO - Epoch [51][740/940] lr: 4.000e-02, eta: 1 day, 14:24:25, time: 1.631, data_time: 0.002, memory: 6929, loss_aux: 1.2876, top1_acc: 0.4936, top5_acc: 0.7219, loss_cls: 2.2198, loss: 3.5074, grad_norm: 3.4832 2020-09-24 11:03:59,281 - mmaction - INFO - Epoch [51][760/940] lr: 4.000e-02, eta: 1 day, 14:23:58, time: 1.540, data_time: 0.003, memory: 6929, loss_aux: 1.2442, top1_acc: 0.5246, top5_acc: 0.7402, loss_cls: 2.1050, loss: 3.3492, grad_norm: 3.4277 2020-09-24 11:04:30,702 - mmaction - INFO - Epoch [51][780/940] lr: 4.000e-02, eta: 1 day, 14:23:31, time: 1.569, data_time: 0.003, memory: 6929, loss_aux: 1.2742, top1_acc: 0.5062, top5_acc: 0.7371, loss_cls: 2.1564, loss: 3.4306, grad_norm: 3.5207 2020-09-24 11:05:03,792 - mmaction - INFO - Epoch [51][800/940] lr: 4.000e-02, eta: 1 day, 14:23:08, time: 1.654, data_time: 0.005, memory: 6929, loss_aux: 1.2750, top1_acc: 0.5047, top5_acc: 0.7326, loss_cls: 2.1990, loss: 3.4739, grad_norm: 3.5428 2020-09-24 11:05:35,013 - mmaction - INFO - Epoch [51][820/940] lr: 4.000e-02, eta: 1 day, 14:22:42, time: 1.564, data_time: 0.005, memory: 6929, loss_aux: 1.2700, top1_acc: 0.4941, top5_acc: 0.7348, loss_cls: 2.1928, loss: 3.4628, grad_norm: 3.4678 2020-09-24 11:06:07,808 - mmaction - INFO - Epoch [51][840/940] lr: 4.000e-02, eta: 1 day, 14:22:18, time: 1.637, data_time: 0.001, memory: 6929, loss_aux: 1.2273, top1_acc: 0.5189, top5_acc: 0.7465, loss_cls: 2.0985, loss: 3.3258, grad_norm: 3.3936 2020-09-24 11:06:38,570 - mmaction - INFO - Epoch [51][860/940] lr: 4.000e-02, eta: 1 day, 14:21:51, time: 1.541, data_time: 0.005, memory: 6929, loss_aux: 1.2665, top1_acc: 0.5023, top5_acc: 0.7305, loss_cls: 2.1940, loss: 3.4606, grad_norm: 3.4772 2020-09-24 11:07:10,514 - mmaction - INFO - Epoch [51][880/940] lr: 4.000e-02, eta: 1 day, 14:21:26, time: 1.596, data_time: 0.001, memory: 6929, loss_aux: 1.2877, top1_acc: 0.5010, top5_acc: 0.7232, loss_cls: 2.2434, loss: 3.5311, grad_norm: 3.4676 2020-09-24 11:07:43,087 - mmaction - INFO - Epoch [51][900/940] lr: 4.000e-02, eta: 1 day, 14:21:02, time: 1.629, data_time: 0.003, memory: 6929, loss_aux: 1.2797, top1_acc: 0.4990, top5_acc: 0.7307, loss_cls: 2.1950, loss: 3.4747, grad_norm: 3.4525 2020-09-24 11:08:14,227 - mmaction - INFO - Epoch [51][920/940] lr: 4.000e-02, eta: 1 day, 14:20:35, time: 1.558, data_time: 0.002, memory: 6929, loss_aux: 1.2676, top1_acc: 0.5037, top5_acc: 0.7334, loss_cls: 2.1689, loss: 3.4365, grad_norm: 3.4341 2020-09-24 11:08:45,368 - mmaction - INFO - Epoch [51][940/940] lr: 4.000e-02, eta: 1 day, 14:20:08, time: 1.557, data_time: 0.002, memory: 6929, loss_aux: 1.2602, top1_acc: 0.5055, top5_acc: 0.7311, loss_cls: 2.1674, loss: 3.4276, grad_norm: 3.4605 2020-09-24 11:08:45,903 - mmaction - INFO - Saving checkpoint at 51 epochs 2020-09-24 11:09:23,638 - mmaction - INFO - Epoch [52][20/940] lr: 4.000e-02, eta: 1 day, 14:19:45, time: 1.643, data_time: 0.280, memory: 6929, loss_aux: 1.2400, top1_acc: 0.5207, top5_acc: 0.7395, loss_cls: 2.1187, loss: 3.3587, grad_norm: 3.4666 2020-09-24 11:09:55,081 - mmaction - INFO - Epoch [52][40/940] lr: 4.000e-02, eta: 1 day, 14:19:19, time: 1.573, data_time: 0.002, memory: 6929, loss_aux: 1.2708, top1_acc: 0.5006, top5_acc: 0.7252, loss_cls: 2.1862, loss: 3.4570, grad_norm: 3.4488 2020-09-24 11:10:27,018 - mmaction - INFO - Epoch [52][60/940] lr: 4.000e-02, eta: 1 day, 14:18:53, time: 1.595, data_time: 0.001, memory: 6929, loss_aux: 1.2695, top1_acc: 0.5023, top5_acc: 0.7318, loss_cls: 2.1853, loss: 3.4548, grad_norm: 3.4683 2020-09-24 11:10:59,618 - mmaction - INFO - Epoch [52][80/940] lr: 4.000e-02, eta: 1 day, 14:18:29, time: 1.631, data_time: 0.003, memory: 6929, loss_aux: 1.2501, top1_acc: 0.5238, top5_acc: 0.7361, loss_cls: 2.1236, loss: 3.3736, grad_norm: 3.3956 2020-09-24 11:11:30,772 - mmaction - INFO - Epoch [52][100/940] lr: 4.000e-02, eta: 1 day, 14:18:03, time: 1.557, data_time: 0.002, memory: 6929, loss_aux: 1.2374, top1_acc: 0.5230, top5_acc: 0.7496, loss_cls: 2.1113, loss: 3.3487, grad_norm: 3.4078 2020-09-24 11:12:02,736 - mmaction - INFO - Epoch [52][120/940] lr: 4.000e-02, eta: 1 day, 14:17:37, time: 1.598, data_time: 0.002, memory: 6929, loss_aux: 1.2624, top1_acc: 0.5174, top5_acc: 0.7357, loss_cls: 2.1411, loss: 3.4035, grad_norm: 3.4457 2020-09-24 11:12:34,643 - mmaction - INFO - Epoch [52][140/940] lr: 4.000e-02, eta: 1 day, 14:17:12, time: 1.597, data_time: 0.003, memory: 6929, loss_aux: 1.2594, top1_acc: 0.5131, top5_acc: 0.7381, loss_cls: 2.1502, loss: 3.4096, grad_norm: 3.4386 2020-09-24 11:13:07,565 - mmaction - INFO - Epoch [52][160/940] lr: 4.000e-02, eta: 1 day, 14:16:49, time: 1.645, data_time: 0.001, memory: 6929, loss_aux: 1.2571, top1_acc: 0.5111, top5_acc: 0.7373, loss_cls: 2.1504, loss: 3.4075, grad_norm: 3.4850 2020-09-24 11:13:39,174 - mmaction - INFO - Epoch [52][180/940] lr: 4.000e-02, eta: 1 day, 14:16:23, time: 1.581, data_time: 0.002, memory: 6929, loss_aux: 1.2727, top1_acc: 0.5035, top5_acc: 0.7258, loss_cls: 2.1838, loss: 3.4565, grad_norm: 3.4425 2020-09-24 11:14:11,291 - mmaction - INFO - Epoch [52][200/940] lr: 4.000e-02, eta: 1 day, 14:15:58, time: 1.605, data_time: 0.002, memory: 6929, loss_aux: 1.2781, top1_acc: 0.5000, top5_acc: 0.7309, loss_cls: 2.1893, loss: 3.4674, grad_norm: 3.3983 2020-09-24 11:14:43,467 - mmaction - INFO - Epoch [52][220/940] lr: 4.000e-02, eta: 1 day, 14:15:33, time: 1.610, data_time: 0.003, memory: 6929, loss_aux: 1.2583, top1_acc: 0.5131, top5_acc: 0.7469, loss_cls: 2.1320, loss: 3.3902, grad_norm: 3.4920 2020-09-24 11:15:16,949 - mmaction - INFO - Epoch [52][240/940] lr: 4.000e-02, eta: 1 day, 14:15:11, time: 1.674, data_time: 0.002, memory: 6929, loss_aux: 1.2725, top1_acc: 0.5061, top5_acc: 0.7379, loss_cls: 2.1611, loss: 3.4336, grad_norm: 3.4913 2020-09-24 11:15:48,936 - mmaction - INFO - Epoch [52][260/940] lr: 4.000e-02, eta: 1 day, 14:14:45, time: 1.598, data_time: 0.001, memory: 6929, loss_aux: 1.2663, top1_acc: 0.4955, top5_acc: 0.7336, loss_cls: 2.1657, loss: 3.4320, grad_norm: 3.4603 2020-09-24 11:16:20,840 - mmaction - INFO - Epoch [52][280/940] lr: 4.000e-02, eta: 1 day, 14:14:20, time: 1.596, data_time: 0.003, memory: 6929, loss_aux: 1.2535, top1_acc: 0.5092, top5_acc: 0.7443, loss_cls: 2.1534, loss: 3.4069, grad_norm: 3.4895 2020-09-24 11:16:53,104 - mmaction - INFO - Epoch [52][300/940] lr: 4.000e-02, eta: 1 day, 14:13:55, time: 1.614, data_time: 0.001, memory: 6929, loss_aux: 1.2873, top1_acc: 0.5029, top5_acc: 0.7289, loss_cls: 2.1740, loss: 3.4613, grad_norm: 3.5108 2020-09-24 11:17:25,641 - mmaction - INFO - Epoch [52][320/940] lr: 4.000e-02, eta: 1 day, 14:13:31, time: 1.625, data_time: 0.001, memory: 6929, loss_aux: 1.2449, top1_acc: 0.5092, top5_acc: 0.7453, loss_cls: 2.1380, loss: 3.3829, grad_norm: 3.4833 2020-09-24 11:17:57,406 - mmaction - INFO - Epoch [52][340/940] lr: 4.000e-02, eta: 1 day, 14:13:05, time: 1.590, data_time: 0.003, memory: 6929, loss_aux: 1.2527, top1_acc: 0.5100, top5_acc: 0.7375, loss_cls: 2.1359, loss: 3.3886, grad_norm: 3.3726 2020-09-24 11:18:28,972 - mmaction - INFO - Epoch [52][360/940] lr: 4.000e-02, eta: 1 day, 14:12:39, time: 1.573, data_time: 0.001, memory: 6929, loss_aux: 1.2492, top1_acc: 0.5123, top5_acc: 0.7438, loss_cls: 2.1252, loss: 3.3744, grad_norm: 3.4529 2020-09-24 11:19:01,425 - mmaction - INFO - Epoch [52][380/940] lr: 4.000e-02, eta: 1 day, 14:12:15, time: 1.628, data_time: 0.007, memory: 6929, loss_aux: 1.2656, top1_acc: 0.5033, top5_acc: 0.7467, loss_cls: 2.1461, loss: 3.4117, grad_norm: 3.4879 2020-09-24 11:19:32,944 - mmaction - INFO - Epoch [52][400/940] lr: 4.000e-02, eta: 1 day, 14:11:49, time: 1.575, data_time: 0.001, memory: 6929, loss_aux: 1.2703, top1_acc: 0.5014, top5_acc: 0.7352, loss_cls: 2.1840, loss: 3.4542, grad_norm: 3.4935 2020-09-24 11:20:05,557 - mmaction - INFO - Epoch [52][420/940] lr: 4.000e-02, eta: 1 day, 14:11:25, time: 1.626, data_time: 0.002, memory: 6929, loss_aux: 1.2596, top1_acc: 0.5021, top5_acc: 0.7359, loss_cls: 2.1551, loss: 3.4147, grad_norm: 3.4932 2020-09-24 11:20:37,027 - mmaction - INFO - Epoch [52][440/940] lr: 4.000e-02, eta: 1 day, 14:10:59, time: 1.578, data_time: 0.007, memory: 6929, loss_aux: 1.2529, top1_acc: 0.5023, top5_acc: 0.7426, loss_cls: 2.1413, loss: 3.3942, grad_norm: 3.4808 2020-09-24 11:21:09,221 - mmaction - INFO - Epoch [52][460/940] lr: 4.000e-02, eta: 1 day, 14:10:34, time: 1.610, data_time: 0.002, memory: 6929, loss_aux: 1.2590, top1_acc: 0.5154, top5_acc: 0.7492, loss_cls: 2.1391, loss: 3.3981, grad_norm: 3.4325 2020-09-24 11:21:41,717 - mmaction - INFO - Epoch [52][480/940] lr: 4.000e-02, eta: 1 day, 14:10:09, time: 1.626, data_time: 0.002, memory: 6929, loss_aux: 1.2904, top1_acc: 0.4938, top5_acc: 0.7289, loss_cls: 2.2147, loss: 3.5051, grad_norm: 3.4254 2020-09-24 11:22:13,932 - mmaction - INFO - Epoch [52][500/940] lr: 4.000e-02, eta: 1 day, 14:09:45, time: 1.610, data_time: 0.001, memory: 6929, loss_aux: 1.2677, top1_acc: 0.5061, top5_acc: 0.7371, loss_cls: 2.1818, loss: 3.4495, grad_norm: 3.4902 2020-09-24 11:22:45,184 - mmaction - INFO - Epoch [52][520/940] lr: 4.000e-02, eta: 1 day, 14:09:18, time: 1.563, data_time: 0.001, memory: 6929, loss_aux: 1.2885, top1_acc: 0.4975, top5_acc: 0.7217, loss_cls: 2.2405, loss: 3.5290, grad_norm: 3.5277 2020-09-24 11:23:16,901 - mmaction - INFO - Epoch [52][540/940] lr: 4.000e-02, eta: 1 day, 14:08:52, time: 1.585, data_time: 0.001, memory: 6929, loss_aux: 1.2552, top1_acc: 0.5158, top5_acc: 0.7346, loss_cls: 2.1480, loss: 3.4032, grad_norm: 3.3865 2020-09-24 11:23:48,801 - mmaction - INFO - Epoch [52][560/940] lr: 4.000e-02, eta: 1 day, 14:08:27, time: 1.595, data_time: 0.002, memory: 6929, loss_aux: 1.2736, top1_acc: 0.5016, top5_acc: 0.7266, loss_cls: 2.1963, loss: 3.4699, grad_norm: 3.5388 2020-09-24 11:24:21,115 - mmaction - INFO - Epoch [52][580/940] lr: 4.000e-02, eta: 1 day, 14:08:02, time: 1.616, data_time: 0.002, memory: 6929, loss_aux: 1.2875, top1_acc: 0.5018, top5_acc: 0.7273, loss_cls: 2.2029, loss: 3.4904, grad_norm: 3.4724 2020-09-24 11:24:53,203 - mmaction - INFO - Epoch [52][600/940] lr: 4.000e-02, eta: 1 day, 14:07:37, time: 1.605, data_time: 0.001, memory: 6929, loss_aux: 1.2674, top1_acc: 0.5072, top5_acc: 0.7389, loss_cls: 2.1751, loss: 3.4425, grad_norm: 3.5140 2020-09-24 11:25:25,437 - mmaction - INFO - Epoch [52][620/940] lr: 4.000e-02, eta: 1 day, 14:07:12, time: 1.610, data_time: 0.001, memory: 6929, loss_aux: 1.2753, top1_acc: 0.5045, top5_acc: 0.7344, loss_cls: 2.1897, loss: 3.4649, grad_norm: 3.5230 2020-09-24 11:25:57,153 - mmaction - INFO - Epoch [52][640/940] lr: 4.000e-02, eta: 1 day, 14:06:46, time: 1.586, data_time: 0.003, memory: 6929, loss_aux: 1.2618, top1_acc: 0.5039, top5_acc: 0.7318, loss_cls: 2.1806, loss: 3.4424, grad_norm: 3.5050 2020-09-24 11:26:28,750 - mmaction - INFO - Epoch [52][660/940] lr: 4.000e-02, eta: 1 day, 14:06:20, time: 1.579, data_time: 0.002, memory: 6929, loss_aux: 1.2747, top1_acc: 0.5137, top5_acc: 0.7348, loss_cls: 2.1810, loss: 3.4557, grad_norm: 3.4390 2020-09-24 11:27:00,481 - mmaction - INFO - Epoch [52][680/940] lr: 4.000e-02, eta: 1 day, 14:05:54, time: 1.588, data_time: 0.003, memory: 6929, loss_aux: 1.2655, top1_acc: 0.5094, top5_acc: 0.7387, loss_cls: 2.1537, loss: 3.4193, grad_norm: 3.4970 2020-09-24 11:27:32,299 - mmaction - INFO - Epoch [52][700/940] lr: 4.000e-02, eta: 1 day, 14:05:28, time: 1.590, data_time: 0.001, memory: 6929, loss_aux: 1.2736, top1_acc: 0.4920, top5_acc: 0.7314, loss_cls: 2.2028, loss: 3.4764, grad_norm: 3.4795 2020-09-24 11:28:04,298 - mmaction - INFO - Epoch [52][720/940] lr: 4.000e-02, eta: 1 day, 14:05:03, time: 1.600, data_time: 0.003, memory: 6929, loss_aux: 1.2395, top1_acc: 0.5174, top5_acc: 0.7426, loss_cls: 2.1284, loss: 3.3679, grad_norm: 3.4742 2020-09-24 11:28:36,985 - mmaction - INFO - Epoch [52][740/940] lr: 4.000e-02, eta: 1 day, 14:04:39, time: 1.635, data_time: 0.002, memory: 6929, loss_aux: 1.2596, top1_acc: 0.5121, top5_acc: 0.7314, loss_cls: 2.1744, loss: 3.4340, grad_norm: 3.4331 2020-09-24 11:29:08,492 - mmaction - INFO - Epoch [52][760/940] lr: 4.000e-02, eta: 1 day, 14:04:13, time: 1.573, data_time: 0.001, memory: 6929, loss_aux: 1.2756, top1_acc: 0.5021, top5_acc: 0.7234, loss_cls: 2.2023, loss: 3.4778, grad_norm: 3.4164 2020-09-24 11:29:40,248 - mmaction - INFO - Epoch [52][780/940] lr: 4.000e-02, eta: 1 day, 14:03:47, time: 1.589, data_time: 0.004, memory: 6929, loss_aux: 1.2573, top1_acc: 0.5039, top5_acc: 0.7365, loss_cls: 2.1606, loss: 3.4179, grad_norm: 3.4850 2020-09-24 11:30:11,852 - mmaction - INFO - Epoch [52][800/940] lr: 4.000e-02, eta: 1 day, 14:03:21, time: 1.580, data_time: 0.003, memory: 6929, loss_aux: 1.2460, top1_acc: 0.5137, top5_acc: 0.7402, loss_cls: 2.1381, loss: 3.3840, grad_norm: 3.4476 2020-09-24 11:30:44,326 - mmaction - INFO - Epoch [52][820/940] lr: 4.000e-02, eta: 1 day, 14:02:56, time: 1.623, data_time: 0.002, memory: 6929, loss_aux: 1.2506, top1_acc: 0.5092, top5_acc: 0.7361, loss_cls: 2.1544, loss: 3.4051, grad_norm: 3.4945 2020-09-24 11:31:15,580 - mmaction - INFO - Epoch [52][840/940] lr: 4.000e-02, eta: 1 day, 14:02:30, time: 1.565, data_time: 0.004, memory: 6929, loss_aux: 1.2477, top1_acc: 0.5141, top5_acc: 0.7449, loss_cls: 2.1100, loss: 3.3577, grad_norm: 3.4012 2020-09-24 11:31:47,163 - mmaction - INFO - Epoch [52][860/940] lr: 4.000e-02, eta: 1 day, 14:02:04, time: 1.578, data_time: 0.001, memory: 6929, loss_aux: 1.2952, top1_acc: 0.4893, top5_acc: 0.7287, loss_cls: 2.2240, loss: 3.5193, grad_norm: 3.5202 2020-09-24 11:32:19,310 - mmaction - INFO - Epoch [52][880/940] lr: 4.000e-02, eta: 1 day, 14:01:39, time: 1.608, data_time: 0.003, memory: 6929, loss_aux: 1.2603, top1_acc: 0.5113, top5_acc: 0.7369, loss_cls: 2.1737, loss: 3.4340, grad_norm: 3.4664 2020-09-24 11:32:50,752 - mmaction - INFO - Epoch [52][900/940] lr: 4.000e-02, eta: 1 day, 14:01:12, time: 1.571, data_time: 0.001, memory: 6929, loss_aux: 1.2760, top1_acc: 0.5027, top5_acc: 0.7283, loss_cls: 2.2033, loss: 3.4793, grad_norm: 3.4495 2020-09-24 11:33:22,364 - mmaction - INFO - Epoch [52][920/940] lr: 4.000e-02, eta: 1 day, 14:00:46, time: 1.582, data_time: 0.003, memory: 6929, loss_aux: 1.2471, top1_acc: 0.5082, top5_acc: 0.7330, loss_cls: 2.1367, loss: 3.3839, grad_norm: 3.4407 2020-09-24 11:33:54,390 - mmaction - INFO - Epoch [52][940/940] lr: 4.000e-02, eta: 1 day, 14:00:21, time: 1.600, data_time: 0.001, memory: 6929, loss_aux: 1.2746, top1_acc: 0.5010, top5_acc: 0.7317, loss_cls: 2.1976, loss: 3.4722, grad_norm: 3.4800 2020-09-24 11:33:54,811 - mmaction - INFO - Saving checkpoint at 52 epochs 2020-09-24 11:34:31,793 - mmaction - INFO - Epoch [53][20/940] lr: 4.000e-02, eta: 1 day, 13:59:55, time: 1.601, data_time: 0.192, memory: 6929, loss_aux: 1.2730, top1_acc: 0.5018, top5_acc: 0.7309, loss_cls: 2.1892, loss: 3.4621, grad_norm: 3.4781 2020-09-24 11:35:02,189 - mmaction - INFO - Epoch [53][40/940] lr: 4.000e-02, eta: 1 day, 13:59:27, time: 1.517, data_time: 0.001, memory: 6929, loss_aux: 1.2801, top1_acc: 0.4988, top5_acc: 0.7314, loss_cls: 2.1942, loss: 3.4743, grad_norm: 3.4896 2020-09-24 11:35:33,732 - mmaction - INFO - Epoch [53][60/940] lr: 4.000e-02, eta: 1 day, 13:59:01, time: 1.580, data_time: 0.004, memory: 6929, loss_aux: 1.2501, top1_acc: 0.5076, top5_acc: 0.7367, loss_cls: 2.1445, loss: 3.3946, grad_norm: 3.3834 2020-09-24 11:36:05,417 - mmaction - INFO - Epoch [53][80/940] lr: 4.000e-02, eta: 1 day, 13:58:35, time: 1.581, data_time: 0.001, memory: 6929, loss_aux: 1.2662, top1_acc: 0.5051, top5_acc: 0.7295, loss_cls: 2.1704, loss: 3.4367, grad_norm: 3.4538 2020-09-24 11:36:36,812 - mmaction - INFO - Epoch [53][100/940] lr: 4.000e-02, eta: 1 day, 13:58:08, time: 1.573, data_time: 0.006, memory: 6929, loss_aux: 1.2494, top1_acc: 0.5170, top5_acc: 0.7506, loss_cls: 2.1112, loss: 3.3606, grad_norm: 3.4007 2020-09-24 11:37:08,800 - mmaction - INFO - Epoch [53][120/940] lr: 4.000e-02, eta: 1 day, 13:57:43, time: 1.599, data_time: 0.001, memory: 6929, loss_aux: 1.2618, top1_acc: 0.5041, top5_acc: 0.7406, loss_cls: 2.1583, loss: 3.4201, grad_norm: 3.5228 2020-09-24 11:37:41,265 - mmaction - INFO - Epoch [53][140/940] lr: 4.000e-02, eta: 1 day, 13:57:18, time: 1.624, data_time: 0.003, memory: 6929, loss_aux: 1.2562, top1_acc: 0.5119, top5_acc: 0.7475, loss_cls: 2.1198, loss: 3.3760, grad_norm: 3.5424 2020-09-24 11:38:12,929 - mmaction - INFO - Epoch [53][160/940] lr: 4.000e-02, eta: 1 day, 13:56:52, time: 1.584, data_time: 0.001, memory: 6929, loss_aux: 1.2450, top1_acc: 0.5107, top5_acc: 0.7395, loss_cls: 2.1351, loss: 3.3800, grad_norm: 3.5256 2020-09-24 11:38:44,228 - mmaction - INFO - Epoch [53][180/940] lr: 4.000e-02, eta: 1 day, 13:56:25, time: 1.564, data_time: 0.001, memory: 6929, loss_aux: 1.2684, top1_acc: 0.5047, top5_acc: 0.7361, loss_cls: 2.1522, loss: 3.4207, grad_norm: 3.4727 2020-09-24 11:39:15,237 - mmaction - INFO - Epoch [53][200/940] lr: 4.000e-02, eta: 1 day, 13:55:58, time: 1.551, data_time: 0.003, memory: 6929, loss_aux: 1.2556, top1_acc: 0.5086, top5_acc: 0.7385, loss_cls: 2.1208, loss: 3.3764, grad_norm: 3.4266 2020-09-24 11:39:46,352 - mmaction - INFO - Epoch [53][220/940] lr: 4.000e-02, eta: 1 day, 13:55:31, time: 1.556, data_time: 0.002, memory: 6929, loss_aux: 1.2531, top1_acc: 0.5139, top5_acc: 0.7406, loss_cls: 2.1534, loss: 3.4065, grad_norm: 3.4457 2020-09-24 11:40:17,214 - mmaction - INFO - Epoch [53][240/940] lr: 4.000e-02, eta: 1 day, 13:55:03, time: 1.543, data_time: 0.002, memory: 6929, loss_aux: 1.2559, top1_acc: 0.5113, top5_acc: 0.7363, loss_cls: 2.1433, loss: 3.3992, grad_norm: 3.4596 2020-09-24 11:40:47,847 - mmaction - INFO - Epoch [53][260/940] lr: 4.000e-02, eta: 1 day, 13:54:35, time: 1.532, data_time: 0.002, memory: 6929, loss_aux: 1.2388, top1_acc: 0.5141, top5_acc: 0.7400, loss_cls: 2.1425, loss: 3.3812, grad_norm: 3.4931 2020-09-24 11:41:19,300 - mmaction - INFO - Epoch [53][280/940] lr: 4.000e-02, eta: 1 day, 13:54:09, time: 1.573, data_time: 0.002, memory: 6929, loss_aux: 1.2389, top1_acc: 0.5123, top5_acc: 0.7459, loss_cls: 2.1268, loss: 3.3657, grad_norm: 3.5017 2020-09-24 11:41:49,766 - mmaction - INFO - Epoch [53][300/940] lr: 4.000e-02, eta: 1 day, 13:53:41, time: 1.522, data_time: 0.001, memory: 6929, loss_aux: 1.2561, top1_acc: 0.5119, top5_acc: 0.7490, loss_cls: 2.1352, loss: 3.3913, grad_norm: 3.4532 2020-09-24 11:42:20,079 - mmaction - INFO - Epoch [53][320/940] lr: 4.000e-02, eta: 1 day, 13:53:12, time: 1.517, data_time: 0.003, memory: 6929, loss_aux: 1.2714, top1_acc: 0.5016, top5_acc: 0.7428, loss_cls: 2.1702, loss: 3.4416, grad_norm: 3.5156 2020-09-24 11:42:50,058 - mmaction - INFO - Epoch [53][340/940] lr: 4.000e-02, eta: 1 day, 13:52:43, time: 1.498, data_time: 0.001, memory: 6929, loss_aux: 1.2586, top1_acc: 0.5150, top5_acc: 0.7408, loss_cls: 2.1496, loss: 3.4082, grad_norm: 3.4794 2020-09-24 11:43:19,902 - mmaction - INFO - Epoch [53][360/940] lr: 4.000e-02, eta: 1 day, 13:52:13, time: 1.493, data_time: 0.002, memory: 6929, loss_aux: 1.2550, top1_acc: 0.5104, top5_acc: 0.7371, loss_cls: 2.1402, loss: 3.3952, grad_norm: 3.4617 2020-09-24 11:43:50,152 - mmaction - INFO - Epoch [53][380/940] lr: 4.000e-02, eta: 1 day, 13:51:45, time: 1.512, data_time: 0.001, memory: 6929, loss_aux: 1.2838, top1_acc: 0.5066, top5_acc: 0.7355, loss_cls: 2.1811, loss: 3.4649, grad_norm: 3.4642 2020-09-24 11:44:19,925 - mmaction - INFO - Epoch [53][400/940] lr: 4.000e-02, eta: 1 day, 13:51:15, time: 1.490, data_time: 0.002, memory: 6929, loss_aux: 1.2453, top1_acc: 0.5314, top5_acc: 0.7467, loss_cls: 2.1123, loss: 3.3576, grad_norm: 3.5231 2020-09-24 11:44:49,632 - mmaction - INFO - Epoch [53][420/940] lr: 4.000e-02, eta: 1 day, 13:50:45, time: 1.484, data_time: 0.001, memory: 6929, loss_aux: 1.2721, top1_acc: 0.4963, top5_acc: 0.7381, loss_cls: 2.1622, loss: 3.4343, grad_norm: 3.4946 2020-09-24 11:45:19,765 - mmaction - INFO - Epoch [53][440/940] lr: 4.000e-02, eta: 1 day, 13:50:16, time: 1.507, data_time: 0.003, memory: 6929, loss_aux: 1.2322, top1_acc: 0.5086, top5_acc: 0.7482, loss_cls: 2.1158, loss: 3.3480, grad_norm: 3.4419 2020-09-24 11:45:49,391 - mmaction - INFO - Epoch [53][460/940] lr: 4.000e-02, eta: 1 day, 13:49:46, time: 1.480, data_time: 0.002, memory: 6929, loss_aux: 1.2550, top1_acc: 0.5146, top5_acc: 0.7412, loss_cls: 2.1512, loss: 3.4062, grad_norm: 3.4479 2020-09-24 11:46:18,987 - mmaction - INFO - Epoch [53][480/940] lr: 4.000e-02, eta: 1 day, 13:49:17, time: 1.481, data_time: 0.003, memory: 6929, loss_aux: 1.2536, top1_acc: 0.5180, top5_acc: 0.7355, loss_cls: 2.1449, loss: 3.3985, grad_norm: 3.4576 2020-09-24 11:46:49,016 - mmaction - INFO - Epoch [53][500/940] lr: 4.000e-02, eta: 1 day, 13:48:47, time: 1.500, data_time: 0.001, memory: 6929, loss_aux: 1.2610, top1_acc: 0.5125, top5_acc: 0.7400, loss_cls: 2.1541, loss: 3.4151, grad_norm: 3.4857 2020-09-24 11:47:18,681 - mmaction - INFO - Epoch [53][520/940] lr: 4.000e-02, eta: 1 day, 13:48:18, time: 1.485, data_time: 0.003, memory: 6929, loss_aux: 1.2575, top1_acc: 0.5039, top5_acc: 0.7477, loss_cls: 2.1451, loss: 3.4026, grad_norm: 3.4815 2020-09-24 11:47:47,515 - mmaction - INFO - Epoch [53][540/940] lr: 4.000e-02, eta: 1 day, 13:47:46, time: 1.440, data_time: 0.001, memory: 6929, loss_aux: 1.2639, top1_acc: 0.4986, top5_acc: 0.7363, loss_cls: 2.1596, loss: 3.4235, grad_norm: 3.4433 2020-09-24 11:48:16,380 - mmaction - INFO - Epoch [53][560/940] lr: 4.000e-02, eta: 1 day, 13:47:15, time: 1.444, data_time: 0.003, memory: 6929, loss_aux: 1.2652, top1_acc: 0.5023, top5_acc: 0.7338, loss_cls: 2.1998, loss: 3.4650, grad_norm: 3.5055 2020-09-24 11:48:45,933 - mmaction - INFO - Epoch [53][580/940] lr: 4.000e-02, eta: 1 day, 13:46:45, time: 1.476, data_time: 0.002, memory: 6929, loss_aux: 1.2769, top1_acc: 0.5023, top5_acc: 0.7350, loss_cls: 2.1624, loss: 3.4394, grad_norm: 3.4688 2020-09-24 11:49:15,356 - mmaction - INFO - Epoch [53][600/940] lr: 4.000e-02, eta: 1 day, 13:46:15, time: 1.473, data_time: 0.004, memory: 6929, loss_aux: 1.2889, top1_acc: 0.5002, top5_acc: 0.7201, loss_cls: 2.2380, loss: 3.5269, grad_norm: 3.4590 2020-09-24 11:49:44,425 - mmaction - INFO - Epoch [53][620/940] lr: 4.000e-02, eta: 1 day, 13:45:44, time: 1.452, data_time: 0.001, memory: 6929, loss_aux: 1.2669, top1_acc: 0.5066, top5_acc: 0.7320, loss_cls: 2.1805, loss: 3.4474, grad_norm: 3.4953 2020-09-24 11:50:13,258 - mmaction - INFO - Epoch [53][640/940] lr: 4.000e-02, eta: 1 day, 13:45:12, time: 1.443, data_time: 0.004, memory: 6929, loss_aux: 1.2585, top1_acc: 0.4990, top5_acc: 0.7338, loss_cls: 2.1558, loss: 3.4144, grad_norm: 3.4755 2020-09-24 11:50:42,201 - mmaction - INFO - Epoch [53][660/940] lr: 4.000e-02, eta: 1 day, 13:44:41, time: 1.448, data_time: 0.002, memory: 6929, loss_aux: 1.2363, top1_acc: 0.5066, top5_acc: 0.7391, loss_cls: 2.1175, loss: 3.3538, grad_norm: 3.4317 2020-09-24 11:51:10,872 - mmaction - INFO - Epoch [53][680/940] lr: 4.000e-02, eta: 1 day, 13:44:10, time: 1.433, data_time: 0.001, memory: 6929, loss_aux: 1.2516, top1_acc: 0.5135, top5_acc: 0.7387, loss_cls: 2.1356, loss: 3.3872, grad_norm: 3.4046 2020-09-24 11:51:39,773 - mmaction - INFO - Epoch [53][700/940] lr: 4.000e-02, eta: 1 day, 13:43:38, time: 1.445, data_time: 0.003, memory: 6929, loss_aux: 1.2569, top1_acc: 0.5104, top5_acc: 0.7402, loss_cls: 2.1577, loss: 3.4146, grad_norm: 3.4756 2020-09-24 11:52:08,636 - mmaction - INFO - Epoch [53][720/940] lr: 4.000e-02, eta: 1 day, 13:43:07, time: 1.442, data_time: 0.002, memory: 6929, loss_aux: 1.2554, top1_acc: 0.5080, top5_acc: 0.7328, loss_cls: 2.1733, loss: 3.4286, grad_norm: 3.4551 2020-09-24 11:52:38,186 - mmaction - INFO - Epoch [53][740/940] lr: 4.000e-02, eta: 1 day, 13:42:37, time: 1.479, data_time: 0.003, memory: 6929, loss_aux: 1.2586, top1_acc: 0.5158, top5_acc: 0.7355, loss_cls: 2.1400, loss: 3.3987, grad_norm: 3.4360 2020-09-24 11:53:07,702 - mmaction - INFO - Epoch [53][760/940] lr: 4.000e-02, eta: 1 day, 13:42:07, time: 1.476, data_time: 0.001, memory: 6929, loss_aux: 1.2526, top1_acc: 0.5090, top5_acc: 0.7350, loss_cls: 2.1382, loss: 3.3908, grad_norm: 3.4538 2020-09-24 11:53:36,672 - mmaction - INFO - Epoch [53][780/940] lr: 4.000e-02, eta: 1 day, 13:41:36, time: 1.449, data_time: 0.002, memory: 6929, loss_aux: 1.2647, top1_acc: 0.5092, top5_acc: 0.7322, loss_cls: 2.1692, loss: 3.4339, grad_norm: 3.4890 2020-09-24 11:54:05,740 - mmaction - INFO - Epoch [53][800/940] lr: 4.000e-02, eta: 1 day, 13:41:05, time: 1.452, data_time: 0.001, memory: 6929, loss_aux: 1.2887, top1_acc: 0.5053, top5_acc: 0.7283, loss_cls: 2.1929, loss: 3.4815, grad_norm: 3.4783 2020-09-24 11:54:34,973 - mmaction - INFO - Epoch [53][820/940] lr: 4.000e-02, eta: 1 day, 13:40:34, time: 1.463, data_time: 0.003, memory: 6929, loss_aux: 1.2608, top1_acc: 0.5139, top5_acc: 0.7396, loss_cls: 2.1507, loss: 3.4115, grad_norm: 3.4841 2020-09-24 11:55:04,582 - mmaction - INFO - Epoch [53][840/940] lr: 4.000e-02, eta: 1 day, 13:40:04, time: 1.478, data_time: 0.001, memory: 6929, loss_aux: 1.2576, top1_acc: 0.5080, top5_acc: 0.7305, loss_cls: 2.1794, loss: 3.4370, grad_norm: 3.4674 2020-09-24 11:55:33,384 - mmaction - INFO - Epoch [53][860/940] lr: 4.000e-02, eta: 1 day, 13:39:33, time: 1.443, data_time: 0.004, memory: 6929, loss_aux: 1.2836, top1_acc: 0.5047, top5_acc: 0.7281, loss_cls: 2.1912, loss: 3.4748, grad_norm: 3.4346 2020-09-24 11:56:02,786 - mmaction - INFO - Epoch [53][880/940] lr: 4.000e-02, eta: 1 day, 13:39:03, time: 1.470, data_time: 0.002, memory: 6929, loss_aux: 1.2582, top1_acc: 0.5123, top5_acc: 0.7398, loss_cls: 2.1601, loss: 3.4183, grad_norm: 3.4490 2020-09-24 11:56:31,277 - mmaction - INFO - Epoch [53][900/940] lr: 4.000e-02, eta: 1 day, 13:38:31, time: 1.423, data_time: 0.003, memory: 6929, loss_aux: 1.2847, top1_acc: 0.5078, top5_acc: 0.7324, loss_cls: 2.2201, loss: 3.5048, grad_norm: 3.4334 2020-09-24 11:57:00,492 - mmaction - INFO - Epoch [53][920/940] lr: 4.000e-02, eta: 1 day, 13:38:00, time: 1.463, data_time: 0.004, memory: 6929, loss_aux: 1.2616, top1_acc: 0.5082, top5_acc: 0.7328, loss_cls: 2.1714, loss: 3.4330, grad_norm: 3.3732 2020-09-24 11:57:28,340 - mmaction - INFO - Epoch [53][940/940] lr: 4.000e-02, eta: 1 day, 13:37:27, time: 1.392, data_time: 0.002, memory: 6929, loss_aux: 1.2808, top1_acc: 0.4990, top5_acc: 0.7342, loss_cls: 2.1870, loss: 3.4678, grad_norm: 3.4449 2020-09-24 11:57:28,844 - mmaction - INFO - Saving checkpoint at 53 epochs 2020-09-24 11:58:03,493 - mmaction - INFO - Epoch [54][20/940] lr: 4.000e-02, eta: 1 day, 13:36:58, time: 1.505, data_time: 0.229, memory: 6929, loss_aux: 1.2723, top1_acc: 0.4973, top5_acc: 0.7318, loss_cls: 2.1885, loss: 3.4608, grad_norm: 3.4751 2020-09-24 11:58:31,619 - mmaction - INFO - Epoch [54][40/940] lr: 4.000e-02, eta: 1 day, 13:36:26, time: 1.406, data_time: 0.003, memory: 6929, loss_aux: 1.2275, top1_acc: 0.5229, top5_acc: 0.7471, loss_cls: 2.0929, loss: 3.3204, grad_norm: 3.3511 2020-09-24 11:59:00,517 - mmaction - INFO - Epoch [54][60/940] lr: 4.000e-02, eta: 1 day, 13:35:54, time: 1.446, data_time: 0.003, memory: 6929, loss_aux: 1.2404, top1_acc: 0.5176, top5_acc: 0.7391, loss_cls: 2.1271, loss: 3.3675, grad_norm: 3.4426 2020-09-24 11:59:29,311 - mmaction - INFO - Epoch [54][80/940] lr: 4.000e-02, eta: 1 day, 13:35:23, time: 1.437, data_time: 0.001, memory: 6929, loss_aux: 1.2659, top1_acc: 0.5125, top5_acc: 0.7369, loss_cls: 2.1556, loss: 3.4215, grad_norm: 3.4290 2020-09-24 11:59:57,592 - mmaction - INFO - Epoch [54][100/940] lr: 4.000e-02, eta: 1 day, 13:34:51, time: 1.416, data_time: 0.004, memory: 6929, loss_aux: 1.2497, top1_acc: 0.5174, top5_acc: 0.7455, loss_cls: 2.1239, loss: 3.3737, grad_norm: 3.4548 2020-09-24 12:00:30,068 - mmaction - INFO - Epoch [54][120/940] lr: 4.000e-02, eta: 1 day, 13:34:26, time: 1.619, data_time: 0.003, memory: 6929, loss_aux: 1.2780, top1_acc: 0.5100, top5_acc: 0.7283, loss_cls: 2.1888, loss: 3.4668, grad_norm: 3.4939 2020-09-24 12:00:58,484 - mmaction - INFO - Epoch [54][140/940] lr: 4.000e-02, eta: 1 day, 13:33:54, time: 1.426, data_time: 0.015, memory: 6929, loss_aux: 1.2497, top1_acc: 0.5223, top5_acc: 0.7457, loss_cls: 2.1236, loss: 3.3733, grad_norm: 3.4545 2020-09-24 12:01:27,962 - mmaction - INFO - Epoch [54][160/940] lr: 4.000e-02, eta: 1 day, 13:33:24, time: 1.473, data_time: 0.002, memory: 6929, loss_aux: 1.2801, top1_acc: 0.5064, top5_acc: 0.7348, loss_cls: 2.1823, loss: 3.4624, grad_norm: 3.5055 2020-09-24 12:01:56,468 - mmaction - INFO - Epoch [54][180/940] lr: 4.000e-02, eta: 1 day, 13:32:52, time: 1.426, data_time: 0.003, memory: 6929, loss_aux: 1.2577, top1_acc: 0.5109, top5_acc: 0.7381, loss_cls: 2.1491, loss: 3.4069, grad_norm: 3.4601 2020-09-24 12:02:26,466 - mmaction - INFO - Epoch [54][200/940] lr: 4.000e-02, eta: 1 day, 13:32:23, time: 1.499, data_time: 0.002, memory: 6929, loss_aux: 1.2549, top1_acc: 0.5086, top5_acc: 0.7398, loss_cls: 2.1326, loss: 3.3876, grad_norm: 3.4473 2020-09-24 12:02:54,667 - mmaction - INFO - Epoch [54][220/940] lr: 4.000e-02, eta: 1 day, 13:31:50, time: 1.411, data_time: 0.003, memory: 6929, loss_aux: 1.2424, top1_acc: 0.5188, top5_acc: 0.7400, loss_cls: 2.1229, loss: 3.3653, grad_norm: 3.4392 2020-09-24 12:03:23,459 - mmaction - INFO - Epoch [54][240/940] lr: 4.000e-02, eta: 1 day, 13:31:19, time: 1.440, data_time: 0.002, memory: 6929, loss_aux: 1.2594, top1_acc: 0.5057, top5_acc: 0.7439, loss_cls: 2.1264, loss: 3.3858, grad_norm: 3.5109 2020-09-24 12:03:52,705 - mmaction - INFO - Epoch [54][260/940] lr: 4.000e-02, eta: 1 day, 13:30:48, time: 1.462, data_time: 0.001, memory: 6929, loss_aux: 1.2303, top1_acc: 0.5141, top5_acc: 0.7418, loss_cls: 2.1060, loss: 3.3363, grad_norm: 3.3862 2020-09-24 12:04:21,767 - mmaction - INFO - Epoch [54][280/940] lr: 4.000e-02, eta: 1 day, 13:30:18, time: 1.452, data_time: 0.001, memory: 6929, loss_aux: 1.2716, top1_acc: 0.5064, top5_acc: 0.7355, loss_cls: 2.1484, loss: 3.4199, grad_norm: 3.5134 2020-09-24 12:04:50,454 - mmaction - INFO - Epoch [54][300/940] lr: 4.000e-02, eta: 1 day, 13:29:46, time: 1.435, data_time: 0.002, memory: 6929, loss_aux: 1.2549, top1_acc: 0.5158, top5_acc: 0.7414, loss_cls: 2.1269, loss: 3.3818, grad_norm: 3.4914 2020-09-24 12:05:19,452 - mmaction - INFO - Epoch [54][320/940] lr: 4.000e-02, eta: 1 day, 13:29:15, time: 1.450, data_time: 0.002, memory: 6929, loss_aux: 1.2538, top1_acc: 0.5080, top5_acc: 0.7389, loss_cls: 2.1362, loss: 3.3900, grad_norm: 3.5073 2020-09-24 12:05:47,780 - mmaction - INFO - Epoch [54][340/940] lr: 4.000e-02, eta: 1 day, 13:28:43, time: 1.416, data_time: 0.002, memory: 6929, loss_aux: 1.2547, top1_acc: 0.5023, top5_acc: 0.7395, loss_cls: 2.1558, loss: 3.4105, grad_norm: 3.4788 2020-09-24 12:06:16,821 - mmaction - INFO - Epoch [54][360/940] lr: 4.000e-02, eta: 1 day, 13:28:12, time: 1.453, data_time: 0.002, memory: 6929, loss_aux: 1.2537, top1_acc: 0.5033, top5_acc: 0.7336, loss_cls: 2.1524, loss: 3.4061, grad_norm: 3.4559 2020-09-24 12:06:45,862 - mmaction - INFO - Epoch [54][380/940] lr: 4.000e-02, eta: 1 day, 13:27:41, time: 1.452, data_time: 0.001, memory: 6929, loss_aux: 1.2568, top1_acc: 0.5131, top5_acc: 0.7410, loss_cls: 2.1418, loss: 3.3986, grad_norm: 3.3976 2020-09-24 12:07:14,965 - mmaction - INFO - Epoch [54][400/940] lr: 4.000e-02, eta: 1 day, 13:27:10, time: 1.455, data_time: 0.002, memory: 6929, loss_aux: 1.2404, top1_acc: 0.5137, top5_acc: 0.7447, loss_cls: 2.1064, loss: 3.3468, grad_norm: 3.4920 2020-09-24 12:07:43,420 - mmaction - INFO - Epoch [54][420/940] lr: 4.000e-02, eta: 1 day, 13:26:38, time: 1.422, data_time: 0.002, memory: 6929, loss_aux: 1.2796, top1_acc: 0.5010, top5_acc: 0.7299, loss_cls: 2.1994, loss: 3.4790, grad_norm: 3.4919 2020-09-24 12:08:11,910 - mmaction - INFO - Epoch [54][440/940] lr: 4.000e-02, eta: 1 day, 13:26:06, time: 1.426, data_time: 0.003, memory: 6929, loss_aux: 1.2640, top1_acc: 0.5037, top5_acc: 0.7332, loss_cls: 2.1627, loss: 3.4267, grad_norm: 3.3598 2020-09-24 12:08:41,239 - mmaction - INFO - Epoch [54][460/940] lr: 4.000e-02, eta: 1 day, 13:25:36, time: 1.467, data_time: 0.002, memory: 6929, loss_aux: 1.2529, top1_acc: 0.5135, top5_acc: 0.7379, loss_cls: 2.1330, loss: 3.3859, grad_norm: 3.4738 2020-09-24 12:09:09,747 - mmaction - INFO - Epoch [54][480/940] lr: 4.000e-02, eta: 1 day, 13:25:04, time: 1.424, data_time: 0.001, memory: 6929, loss_aux: 1.2702, top1_acc: 0.5088, top5_acc: 0.7389, loss_cls: 2.1505, loss: 3.4207, grad_norm: 3.5093 2020-09-24 12:09:38,839 - mmaction - INFO - Epoch [54][500/940] lr: 4.000e-02, eta: 1 day, 13:24:33, time: 1.456, data_time: 0.003, memory: 6929, loss_aux: 1.2515, top1_acc: 0.5166, top5_acc: 0.7338, loss_cls: 2.1301, loss: 3.3816, grad_norm: 3.4614 2020-09-24 12:10:08,978 - mmaction - INFO - Epoch [54][520/940] lr: 4.000e-02, eta: 1 day, 13:24:04, time: 1.506, data_time: 0.001, memory: 6929, loss_aux: 1.2751, top1_acc: 0.5008, top5_acc: 0.7324, loss_cls: 2.2059, loss: 3.4810, grad_norm: 3.5298 2020-09-24 12:10:37,552 - mmaction - INFO - Epoch [54][540/940] lr: 4.000e-02, eta: 1 day, 13:23:33, time: 1.429, data_time: 0.004, memory: 6929, loss_aux: 1.2589, top1_acc: 0.5072, top5_acc: 0.7387, loss_cls: 2.1653, loss: 3.4241, grad_norm: 3.4537 2020-09-24 12:11:06,742 - mmaction - INFO - Epoch [54][560/940] lr: 4.000e-02, eta: 1 day, 13:23:02, time: 1.459, data_time: 0.002, memory: 6929, loss_aux: 1.2692, top1_acc: 0.5098, top5_acc: 0.7350, loss_cls: 2.1523, loss: 3.4215, grad_norm: 3.4430 2020-09-24 12:11:35,806 - mmaction - INFO - Epoch [54][580/940] lr: 4.000e-02, eta: 1 day, 13:22:31, time: 1.454, data_time: 0.002, memory: 6929, loss_aux: 1.2398, top1_acc: 0.5148, top5_acc: 0.7467, loss_cls: 2.1182, loss: 3.3580, grad_norm: 3.4732 2020-09-24 12:12:05,544 - mmaction - INFO - Epoch [54][600/940] lr: 4.000e-02, eta: 1 day, 13:22:01, time: 1.484, data_time: 0.001, memory: 6929, loss_aux: 1.2946, top1_acc: 0.4902, top5_acc: 0.7203, loss_cls: 2.2411, loss: 3.5358, grad_norm: 3.4989 2020-09-24 12:12:34,487 - mmaction - INFO - Epoch [54][620/940] lr: 4.000e-02, eta: 1 day, 13:21:30, time: 1.450, data_time: 0.004, memory: 6929, loss_aux: 1.2704, top1_acc: 0.5086, top5_acc: 0.7359, loss_cls: 2.1508, loss: 3.4212, grad_norm: 3.4748 2020-09-24 12:13:02,683 - mmaction - INFO - Epoch [54][640/940] lr: 4.000e-02, eta: 1 day, 13:20:58, time: 1.410, data_time: 0.001, memory: 6929, loss_aux: 1.2567, top1_acc: 0.5088, top5_acc: 0.7318, loss_cls: 2.1678, loss: 3.4245, grad_norm: 3.4432 2020-09-24 12:13:30,840 - mmaction - INFO - Epoch [54][660/940] lr: 4.000e-02, eta: 1 day, 13:20:26, time: 1.407, data_time: 0.002, memory: 6929, loss_aux: 1.2619, top1_acc: 0.5082, top5_acc: 0.7389, loss_cls: 2.1394, loss: 3.4013, grad_norm: 3.4145 2020-09-24 12:13:59,170 - mmaction - INFO - Epoch [54][680/940] lr: 4.000e-02, eta: 1 day, 13:19:53, time: 1.417, data_time: 0.003, memory: 6929, loss_aux: 1.2448, top1_acc: 0.5139, top5_acc: 0.7457, loss_cls: 2.1433, loss: 3.3881, grad_norm: 3.4644 2020-09-24 12:14:28,102 - mmaction - INFO - Epoch [54][700/940] lr: 4.000e-02, eta: 1 day, 13:19:22, time: 1.446, data_time: 0.002, memory: 6929, loss_aux: 1.2718, top1_acc: 0.5078, top5_acc: 0.7354, loss_cls: 2.1739, loss: 3.4457, grad_norm: 3.5666 2020-09-24 12:14:56,254 - mmaction - INFO - Epoch [54][720/940] lr: 4.000e-02, eta: 1 day, 13:18:50, time: 1.408, data_time: 0.002, memory: 6929, loss_aux: 1.2710, top1_acc: 0.5047, top5_acc: 0.7377, loss_cls: 2.1663, loss: 3.4372, grad_norm: 3.5120 2020-09-24 12:15:24,898 - mmaction - INFO - Epoch [54][740/940] lr: 4.000e-02, eta: 1 day, 13:18:18, time: 1.431, data_time: 0.002, memory: 6929, loss_aux: 1.2679, top1_acc: 0.5072, top5_acc: 0.7375, loss_cls: 2.1753, loss: 3.4432, grad_norm: 3.5004 2020-09-24 12:15:53,220 - mmaction - INFO - Epoch [54][760/940] lr: 4.000e-02, eta: 1 day, 13:17:46, time: 1.413, data_time: 0.003, memory: 6929, loss_aux: 1.2478, top1_acc: 0.5020, top5_acc: 0.7408, loss_cls: 2.1380, loss: 3.3858, grad_norm: 3.4998 2020-09-24 12:16:21,253 - mmaction - INFO - Epoch [54][780/940] lr: 4.000e-02, eta: 1 day, 13:17:13, time: 1.407, data_time: 0.006, memory: 6929, loss_aux: 1.2624, top1_acc: 0.5084, top5_acc: 0.7377, loss_cls: 2.1553, loss: 3.4176, grad_norm: 3.4385 2020-09-24 12:16:49,754 - mmaction - INFO - Epoch [54][800/940] lr: 4.000e-02, eta: 1 day, 13:16:42, time: 1.425, data_time: 0.001, memory: 6929, loss_aux: 1.2530, top1_acc: 0.5148, top5_acc: 0.7436, loss_cls: 2.1373, loss: 3.3903, grad_norm: 3.4767 2020-09-24 12:17:18,049 - mmaction - INFO - Epoch [54][820/940] lr: 4.000e-02, eta: 1 day, 13:16:09, time: 1.415, data_time: 0.002, memory: 6929, loss_aux: 1.2469, top1_acc: 0.5133, top5_acc: 0.7402, loss_cls: 2.1308, loss: 3.3777, grad_norm: 3.4988 2020-09-24 12:17:46,635 - mmaction - INFO - Epoch [54][840/940] lr: 4.000e-02, eta: 1 day, 13:15:38, time: 1.428, data_time: 0.001, memory: 6929, loss_aux: 1.2584, top1_acc: 0.5059, top5_acc: 0.7375, loss_cls: 2.1636, loss: 3.4220, grad_norm: 3.4618 2020-09-24 12:18:14,710 - mmaction - INFO - Epoch [54][860/940] lr: 4.000e-02, eta: 1 day, 13:15:05, time: 1.405, data_time: 0.003, memory: 6929, loss_aux: 1.2719, top1_acc: 0.4994, top5_acc: 0.7305, loss_cls: 2.1871, loss: 3.4590, grad_norm: 3.4703 2020-09-24 12:18:43,058 - mmaction - INFO - Epoch [54][880/940] lr: 4.000e-02, eta: 1 day, 13:14:33, time: 1.417, data_time: 0.001, memory: 6929, loss_aux: 1.2550, top1_acc: 0.5121, top5_acc: 0.7332, loss_cls: 2.1661, loss: 3.4210, grad_norm: 3.4735 2020-09-24 12:19:11,946 - mmaction - INFO - Epoch [54][900/940] lr: 4.000e-02, eta: 1 day, 13:14:02, time: 1.444, data_time: 0.002, memory: 6929, loss_aux: 1.2346, top1_acc: 0.5209, top5_acc: 0.7484, loss_cls: 2.1032, loss: 3.3377, grad_norm: 3.4267 2020-09-24 12:19:40,247 - mmaction - INFO - Epoch [54][920/940] lr: 4.000e-02, eta: 1 day, 13:13:30, time: 1.416, data_time: 0.002, memory: 6929, loss_aux: 1.2729, top1_acc: 0.5146, top5_acc: 0.7373, loss_cls: 2.1477, loss: 3.4206, grad_norm: 3.4286 2020-09-24 12:20:09,139 - mmaction - INFO - Epoch [54][940/940] lr: 4.000e-02, eta: 1 day, 13:12:59, time: 1.442, data_time: 0.002, memory: 6929, loss_aux: 1.2402, top1_acc: 0.5116, top5_acc: 0.7445, loss_cls: 2.1316, loss: 3.3718, grad_norm: 3.5052 2020-09-24 12:20:09,722 - mmaction - INFO - Saving checkpoint at 54 epochs 2020-09-24 12:20:44,597 - mmaction - INFO - Epoch [55][20/940] lr: 4.000e-02, eta: 1 day, 13:12:29, time: 1.501, data_time: 0.247, memory: 6929, loss_aux: 1.2727, top1_acc: 0.5064, top5_acc: 0.7268, loss_cls: 2.1791, loss: 3.4517, grad_norm: 3.5094 2020-09-24 12:21:12,802 - mmaction - INFO - Epoch [55][40/940] lr: 4.000e-02, eta: 1 day, 13:11:57, time: 1.411, data_time: 0.003, memory: 6929, loss_aux: 1.2671, top1_acc: 0.5094, top5_acc: 0.7303, loss_cls: 2.1817, loss: 3.4488, grad_norm: 3.3977 2020-09-24 12:21:41,765 - mmaction - INFO - Epoch [55][60/940] lr: 4.000e-02, eta: 1 day, 13:11:26, time: 1.448, data_time: 0.002, memory: 6929, loss_aux: 1.2614, top1_acc: 0.5133, top5_acc: 0.7383, loss_cls: 2.1659, loss: 3.4273, grad_norm: 3.4694 2020-09-24 12:22:09,623 - mmaction - INFO - Epoch [55][80/940] lr: 4.000e-02, eta: 1 day, 13:10:53, time: 1.391, data_time: 0.001, memory: 6929, loss_aux: 1.2364, top1_acc: 0.5232, top5_acc: 0.7506, loss_cls: 2.0779, loss: 3.3143, grad_norm: 3.4465 2020-09-24 12:22:38,027 - mmaction - INFO - Epoch [55][100/940] lr: 4.000e-02, eta: 1 day, 13:10:21, time: 1.422, data_time: 0.003, memory: 6929, loss_aux: 1.2497, top1_acc: 0.5137, top5_acc: 0.7395, loss_cls: 2.1308, loss: 3.3804, grad_norm: 3.4618 2020-09-24 12:23:07,067 - mmaction - INFO - Epoch [55][120/940] lr: 4.000e-02, eta: 1 day, 13:09:50, time: 1.451, data_time: 0.001, memory: 6929, loss_aux: 1.2498, top1_acc: 0.5129, top5_acc: 0.7383, loss_cls: 2.1475, loss: 3.3973, grad_norm: 3.4407 2020-09-24 12:23:35,755 - mmaction - INFO - Epoch [55][140/940] lr: 4.000e-02, eta: 1 day, 13:09:19, time: 1.435, data_time: 0.002, memory: 6929, loss_aux: 1.2341, top1_acc: 0.5260, top5_acc: 0.7514, loss_cls: 2.0994, loss: 3.3335, grad_norm: 3.4448 2020-09-24 12:24:04,587 - mmaction - INFO - Epoch [55][160/940] lr: 4.000e-02, eta: 1 day, 13:08:48, time: 1.442, data_time: 0.002, memory: 6929, loss_aux: 1.2478, top1_acc: 0.5135, top5_acc: 0.7457, loss_cls: 2.1209, loss: 3.3688, grad_norm: 3.4897 2020-09-24 12:24:33,708 - mmaction - INFO - Epoch [55][180/940] lr: 4.000e-02, eta: 1 day, 13:08:17, time: 1.457, data_time: 0.002, memory: 6929, loss_aux: 1.2588, top1_acc: 0.5072, top5_acc: 0.7414, loss_cls: 2.1529, loss: 3.4117, grad_norm: 3.4659 2020-09-24 12:25:02,449 - mmaction - INFO - Epoch [55][200/940] lr: 4.000e-02, eta: 1 day, 13:07:46, time: 1.436, data_time: 0.001, memory: 6929, loss_aux: 1.2609, top1_acc: 0.5107, top5_acc: 0.7396, loss_cls: 2.1431, loss: 3.4040, grad_norm: 3.4671 2020-09-24 12:25:31,512 - mmaction - INFO - Epoch [55][220/940] lr: 4.000e-02, eta: 1 day, 13:07:15, time: 1.453, data_time: 0.002, memory: 6929, loss_aux: 1.2531, top1_acc: 0.5045, top5_acc: 0.7412, loss_cls: 2.1387, loss: 3.3917, grad_norm: 3.4966 2020-09-24 12:26:00,957 - mmaction - INFO - Epoch [55][240/940] lr: 4.000e-02, eta: 1 day, 13:06:45, time: 1.472, data_time: 0.002, memory: 6929, loss_aux: 1.2222, top1_acc: 0.5254, top5_acc: 0.7504, loss_cls: 2.0605, loss: 3.2827, grad_norm: 3.4580 2020-09-24 12:26:29,410 - mmaction - INFO - Epoch [55][260/940] lr: 4.000e-02, eta: 1 day, 13:06:13, time: 1.423, data_time: 0.002, memory: 6929, loss_aux: 1.2658, top1_acc: 0.5094, top5_acc: 0.7416, loss_cls: 2.1740, loss: 3.4399, grad_norm: 3.5227 2020-09-24 12:26:57,674 - mmaction - INFO - Epoch [55][280/940] lr: 4.000e-02, eta: 1 day, 13:05:41, time: 1.413, data_time: 0.002, memory: 6929, loss_aux: 1.2494, top1_acc: 0.5074, top5_acc: 0.7406, loss_cls: 2.1385, loss: 3.3880, grad_norm: 3.4805 2020-09-24 12:27:26,826 - mmaction - INFO - Epoch [55][300/940] lr: 4.000e-02, eta: 1 day, 13:05:10, time: 1.457, data_time: 0.002, memory: 6929, loss_aux: 1.2644, top1_acc: 0.5197, top5_acc: 0.7377, loss_cls: 2.1301, loss: 3.3945, grad_norm: 3.4819 2020-09-24 12:27:54,589 - mmaction - INFO - Epoch [55][320/940] lr: 4.000e-02, eta: 1 day, 13:04:37, time: 1.389, data_time: 0.003, memory: 6929, loss_aux: 1.2656, top1_acc: 0.5088, top5_acc: 0.7326, loss_cls: 2.1824, loss: 3.4480, grad_norm: 3.5470 2020-09-24 12:28:23,854 - mmaction - INFO - Epoch [55][340/940] lr: 4.000e-02, eta: 1 day, 13:04:06, time: 1.462, data_time: 0.001, memory: 6929, loss_aux: 1.2552, top1_acc: 0.5129, top5_acc: 0.7395, loss_cls: 2.1519, loss: 3.4072, grad_norm: 3.5137 2020-09-24 12:28:51,750 - mmaction - INFO - Epoch [55][360/940] lr: 4.000e-02, eta: 1 day, 13:03:34, time: 1.395, data_time: 0.002, memory: 6929, loss_aux: 1.2487, top1_acc: 0.5119, top5_acc: 0.7438, loss_cls: 2.1358, loss: 3.3845, grad_norm: 3.4764 2020-09-24 12:29:20,397 - mmaction - INFO - Epoch [55][380/940] lr: 4.000e-02, eta: 1 day, 13:03:02, time: 1.433, data_time: 0.002, memory: 6929, loss_aux: 1.2449, top1_acc: 0.5158, top5_acc: 0.7438, loss_cls: 2.1208, loss: 3.3658, grad_norm: 3.4473 2020-09-24 12:29:49,154 - mmaction - INFO - Epoch [55][400/940] lr: 4.000e-02, eta: 1 day, 13:02:31, time: 1.438, data_time: 0.001, memory: 6929, loss_aux: 1.2493, top1_acc: 0.5047, top5_acc: 0.7455, loss_cls: 2.1350, loss: 3.3842, grad_norm: 3.4781 2020-09-24 12:30:18,389 - mmaction - INFO - Epoch [55][420/940] lr: 4.000e-02, eta: 1 day, 13:02:00, time: 1.461, data_time: 0.002, memory: 6929, loss_aux: 1.2899, top1_acc: 0.5027, top5_acc: 0.7223, loss_cls: 2.2020, loss: 3.4919, grad_norm: 3.5045 2020-09-24 12:30:46,083 - mmaction - INFO - Epoch [55][440/940] lr: 4.000e-02, eta: 1 day, 13:01:27, time: 1.384, data_time: 0.002, memory: 6929, loss_aux: 1.2617, top1_acc: 0.5125, top5_acc: 0.7389, loss_cls: 2.1445, loss: 3.4062, grad_norm: 3.5095 2020-09-24 12:31:14,556 - mmaction - INFO - Epoch [55][460/940] lr: 4.000e-02, eta: 1 day, 13:00:55, time: 1.424, data_time: 0.003, memory: 6929, loss_aux: 1.2585, top1_acc: 0.5162, top5_acc: 0.7383, loss_cls: 2.1542, loss: 3.4127, grad_norm: 3.5320 2020-09-24 12:31:42,974 - mmaction - INFO - Epoch [55][480/940] lr: 4.000e-02, eta: 1 day, 13:00:23, time: 1.421, data_time: 0.002, memory: 6929, loss_aux: 1.2442, top1_acc: 0.5178, top5_acc: 0.7359, loss_cls: 2.1353, loss: 3.3795, grad_norm: 3.4125 2020-09-24 12:32:12,007 - mmaction - INFO - Epoch [55][500/940] lr: 4.000e-02, eta: 1 day, 12:59:53, time: 1.450, data_time: 0.001, memory: 6929, loss_aux: 1.2589, top1_acc: 0.5094, top5_acc: 0.7436, loss_cls: 2.1459, loss: 3.4048, grad_norm: 3.4032 2020-09-24 12:32:41,202 - mmaction - INFO - Epoch [55][520/940] lr: 4.000e-02, eta: 1 day, 12:59:22, time: 1.462, data_time: 0.003, memory: 6929, loss_aux: 1.2545, top1_acc: 0.5111, top5_acc: 0.7320, loss_cls: 2.1639, loss: 3.4184, grad_norm: 3.4758 2020-09-24 12:33:10,266 - mmaction - INFO - Epoch [55][540/940] lr: 4.000e-02, eta: 1 day, 12:58:51, time: 1.452, data_time: 0.001, memory: 6929, loss_aux: 1.2636, top1_acc: 0.5070, top5_acc: 0.7395, loss_cls: 2.1751, loss: 3.4387, grad_norm: 3.5484 2020-09-24 12:33:38,742 - mmaction - INFO - Epoch [55][560/940] lr: 4.000e-02, eta: 1 day, 12:58:19, time: 1.424, data_time: 0.002, memory: 6929, loss_aux: 1.2579, top1_acc: 0.5182, top5_acc: 0.7303, loss_cls: 2.1596, loss: 3.4175, grad_norm: 3.4284 2020-09-24 12:34:08,525 - mmaction - INFO - Epoch [55][580/940] lr: 4.000e-02, eta: 1 day, 12:57:50, time: 1.488, data_time: 0.002, memory: 6929, loss_aux: 1.2101, top1_acc: 0.5297, top5_acc: 0.7516, loss_cls: 2.0517, loss: 3.2618, grad_norm: 3.4384 2020-09-24 12:34:36,447 - mmaction - INFO - Epoch [55][600/940] lr: 4.000e-02, eta: 1 day, 12:57:17, time: 1.397, data_time: 0.003, memory: 6929, loss_aux: 1.2644, top1_acc: 0.5072, top5_acc: 0.7346, loss_cls: 2.1613, loss: 3.4257, grad_norm: 3.5082 2020-09-24 12:35:06,427 - mmaction - INFO - Epoch [55][620/940] lr: 4.000e-02, eta: 1 day, 12:56:48, time: 1.498, data_time: 0.001, memory: 6929, loss_aux: 1.2623, top1_acc: 0.5074, top5_acc: 0.7373, loss_cls: 2.1636, loss: 3.4259, grad_norm: 3.4431 2020-09-24 12:35:34,366 - mmaction - INFO - Epoch [55][640/940] lr: 4.000e-02, eta: 1 day, 12:56:15, time: 1.397, data_time: 0.002, memory: 6929, loss_aux: 1.2469, top1_acc: 0.5076, top5_acc: 0.7457, loss_cls: 2.1353, loss: 3.3822, grad_norm: 3.4870 2020-09-24 12:36:02,616 - mmaction - INFO - Epoch [55][660/940] lr: 4.000e-02, eta: 1 day, 12:55:43, time: 1.413, data_time: 0.002, memory: 6929, loss_aux: 1.2746, top1_acc: 0.5014, top5_acc: 0.7332, loss_cls: 2.1932, loss: 3.4678, grad_norm: 3.4996 2020-09-24 12:36:31,147 - mmaction - INFO - Epoch [55][680/940] lr: 4.000e-02, eta: 1 day, 12:55:11, time: 1.426, data_time: 0.002, memory: 6929, loss_aux: 1.2435, top1_acc: 0.5094, top5_acc: 0.7385, loss_cls: 2.1416, loss: 3.3851, grad_norm: 3.5166 2020-09-24 12:36:59,590 - mmaction - INFO - Epoch [55][700/940] lr: 4.000e-02, eta: 1 day, 12:54:40, time: 1.423, data_time: 0.003, memory: 6929, loss_aux: 1.2740, top1_acc: 0.5096, top5_acc: 0.7359, loss_cls: 2.1813, loss: 3.4552, grad_norm: 3.4684 2020-09-24 12:37:29,384 - mmaction - INFO - Epoch [55][720/940] lr: 4.000e-02, eta: 1 day, 12:54:10, time: 1.489, data_time: 0.002, memory: 6929, loss_aux: 1.2840, top1_acc: 0.4971, top5_acc: 0.7281, loss_cls: 2.2121, loss: 3.4961, grad_norm: 3.5097 2020-09-24 12:37:58,710 - mmaction - INFO - Epoch [55][740/940] lr: 4.000e-02, eta: 1 day, 12:53:40, time: 1.467, data_time: 0.003, memory: 6929, loss_aux: 1.2697, top1_acc: 0.4969, top5_acc: 0.7391, loss_cls: 2.1847, loss: 3.4544, grad_norm: 3.5547 2020-09-24 12:38:26,725 - mmaction - INFO - Epoch [55][760/940] lr: 4.000e-02, eta: 1 day, 12:53:07, time: 1.400, data_time: 0.001, memory: 6929, loss_aux: 1.2593, top1_acc: 0.5109, top5_acc: 0.7371, loss_cls: 2.1616, loss: 3.4208, grad_norm: 3.5018 2020-09-24 12:38:55,677 - mmaction - INFO - Epoch [55][780/940] lr: 4.000e-02, eta: 1 day, 12:52:36, time: 1.446, data_time: 0.002, memory: 6929, loss_aux: 1.2680, top1_acc: 0.5021, top5_acc: 0.7324, loss_cls: 2.1904, loss: 3.4584, grad_norm: 3.4600 2020-09-24 12:39:24,355 - mmaction - INFO - Epoch [55][800/940] lr: 4.000e-02, eta: 1 day, 12:52:05, time: 1.435, data_time: 0.003, memory: 6929, loss_aux: 1.2662, top1_acc: 0.5055, top5_acc: 0.7406, loss_cls: 2.1588, loss: 3.4250, grad_norm: 3.5469 2020-09-24 12:39:52,723 - mmaction - INFO - Epoch [55][820/940] lr: 4.000e-02, eta: 1 day, 12:51:33, time: 1.418, data_time: 0.002, memory: 6929, loss_aux: 1.2678, top1_acc: 0.5049, top5_acc: 0.7350, loss_cls: 2.1796, loss: 3.4475, grad_norm: 3.5160 2020-09-24 12:40:21,345 - mmaction - INFO - Epoch [55][840/940] lr: 4.000e-02, eta: 1 day, 12:51:01, time: 1.432, data_time: 0.002, memory: 6929, loss_aux: 1.2688, top1_acc: 0.4977, top5_acc: 0.7344, loss_cls: 2.1782, loss: 3.4469, grad_norm: 3.5030 2020-09-24 12:40:49,831 - mmaction - INFO - Epoch [55][860/940] lr: 4.000e-02, eta: 1 day, 12:50:30, time: 1.423, data_time: 0.001, memory: 6929, loss_aux: 1.2575, top1_acc: 0.5080, top5_acc: 0.7406, loss_cls: 2.1476, loss: 3.4051, grad_norm: 3.4469 2020-09-24 12:41:17,927 - mmaction - INFO - Epoch [55][880/940] lr: 4.000e-02, eta: 1 day, 12:49:57, time: 1.406, data_time: 0.003, memory: 6929, loss_aux: 1.2634, top1_acc: 0.5062, top5_acc: 0.7451, loss_cls: 2.1477, loss: 3.4111, grad_norm: 3.4646 2020-09-24 12:41:46,272 - mmaction - INFO - Epoch [55][900/940] lr: 4.000e-02, eta: 1 day, 12:49:25, time: 1.416, data_time: 0.001, memory: 6929, loss_aux: 1.2645, top1_acc: 0.5037, top5_acc: 0.7355, loss_cls: 2.1706, loss: 3.4351, grad_norm: 3.5239 2020-09-24 12:42:15,536 - mmaction - INFO - Epoch [55][920/940] lr: 4.000e-02, eta: 1 day, 12:48:55, time: 1.464, data_time: 0.003, memory: 6929, loss_aux: 1.2490, top1_acc: 0.5100, top5_acc: 0.7410, loss_cls: 2.1360, loss: 3.3850, grad_norm: 3.4245 2020-09-24 12:42:43,804 - mmaction - INFO - Epoch [55][940/940] lr: 4.000e-02, eta: 1 day, 12:48:23, time: 1.413, data_time: 0.002, memory: 6929, loss_aux: 1.2403, top1_acc: 0.5118, top5_acc: 0.7455, loss_cls: 2.1241, loss: 3.3644, grad_norm: 3.4804 2020-09-24 12:42:44,240 - mmaction - INFO - Saving checkpoint at 55 epochs 2020-09-24 12:43:18,784 - mmaction - INFO - Epoch [56][20/940] lr: 4.000e-02, eta: 1 day, 12:47:56, time: 1.569, data_time: 0.254, memory: 6929, loss_aux: 1.2751, top1_acc: 0.5051, top5_acc: 0.7275, loss_cls: 2.1944, loss: 3.4695, grad_norm: 3.5565 2020-09-24 12:43:46,684 - mmaction - INFO - Epoch [56][40/940] lr: 4.000e-02, eta: 1 day, 12:47:23, time: 1.395, data_time: 0.003, memory: 6929, loss_aux: 1.2610, top1_acc: 0.5107, top5_acc: 0.7322, loss_cls: 2.1697, loss: 3.4307, grad_norm: 3.4414 2020-09-24 12:44:14,354 - mmaction - INFO - Epoch [56][60/940] lr: 4.000e-02, eta: 1 day, 12:46:50, time: 1.384, data_time: 0.002, memory: 6929, loss_aux: 1.2386, top1_acc: 0.5227, top5_acc: 0.7436, loss_cls: 2.0864, loss: 3.3250, grad_norm: 3.4128 2020-09-24 12:44:43,023 - mmaction - INFO - Epoch [56][80/940] lr: 4.000e-02, eta: 1 day, 12:46:19, time: 1.433, data_time: 0.002, memory: 6929, loss_aux: 1.2492, top1_acc: 0.5219, top5_acc: 0.7449, loss_cls: 2.1260, loss: 3.3752, grad_norm: 3.5487 2020-09-24 12:45:11,068 - mmaction - INFO - Epoch [56][100/940] lr: 4.000e-02, eta: 1 day, 12:45:46, time: 1.402, data_time: 0.003, memory: 6929, loss_aux: 1.2355, top1_acc: 0.5275, top5_acc: 0.7428, loss_cls: 2.1148, loss: 3.3503, grad_norm: 3.4920 2020-09-24 12:45:39,394 - mmaction - INFO - Epoch [56][120/940] lr: 4.000e-02, eta: 1 day, 12:45:14, time: 1.418, data_time: 0.003, memory: 6929, loss_aux: 1.2217, top1_acc: 0.5266, top5_acc: 0.7527, loss_cls: 2.0578, loss: 3.2795, grad_norm: 3.4369 2020-09-24 12:46:07,646 - mmaction - INFO - Epoch [56][140/940] lr: 4.000e-02, eta: 1 day, 12:44:42, time: 1.411, data_time: 0.001, memory: 6929, loss_aux: 1.2474, top1_acc: 0.5229, top5_acc: 0.7314, loss_cls: 2.1383, loss: 3.3858, grad_norm: 3.4297 2020-09-24 12:46:36,874 - mmaction - INFO - Epoch [56][160/940] lr: 4.000e-02, eta: 1 day, 12:44:12, time: 1.463, data_time: 0.003, memory: 6929, loss_aux: 1.2533, top1_acc: 0.5150, top5_acc: 0.7391, loss_cls: 2.1396, loss: 3.3929, grad_norm: 3.5059 2020-09-24 12:47:05,644 - mmaction - INFO - Epoch [56][180/940] lr: 4.000e-02, eta: 1 day, 12:43:41, time: 1.437, data_time: 0.001, memory: 6929, loss_aux: 1.2646, top1_acc: 0.5119, top5_acc: 0.7426, loss_cls: 2.1564, loss: 3.4210, grad_norm: 3.4645 2020-09-24 12:47:34,420 - mmaction - INFO - Epoch [56][200/940] lr: 4.000e-02, eta: 1 day, 12:43:09, time: 1.438, data_time: 0.002, memory: 6929, loss_aux: 1.2522, top1_acc: 0.5115, top5_acc: 0.7387, loss_cls: 2.1472, loss: 3.3994, grad_norm: 3.5316 2020-09-24 12:48:03,017 - mmaction - INFO - Epoch [56][220/940] lr: 4.000e-02, eta: 1 day, 12:42:38, time: 1.429, data_time: 0.002, memory: 6929, loss_aux: 1.2559, top1_acc: 0.5059, top5_acc: 0.7381, loss_cls: 2.1619, loss: 3.4179, grad_norm: 3.5049 2020-09-24 12:48:32,041 - mmaction - INFO - Epoch [56][240/940] lr: 4.000e-02, eta: 1 day, 12:42:07, time: 1.452, data_time: 0.003, memory: 6929, loss_aux: 1.2714, top1_acc: 0.5066, top5_acc: 0.7328, loss_cls: 2.1598, loss: 3.4311, grad_norm: 3.5071 2020-09-24 12:49:00,265 - mmaction - INFO - Epoch [56][260/940] lr: 4.000e-02, eta: 1 day, 12:41:35, time: 1.412, data_time: 0.002, memory: 6929, loss_aux: 1.2362, top1_acc: 0.5137, top5_acc: 0.7447, loss_cls: 2.1189, loss: 3.3551, grad_norm: 3.4163 2020-09-24 12:49:28,689 - mmaction - INFO - Epoch [56][280/940] lr: 4.000e-02, eta: 1 day, 12:41:03, time: 1.420, data_time: 0.001, memory: 6929, loss_aux: 1.2655, top1_acc: 0.5156, top5_acc: 0.7418, loss_cls: 2.1345, loss: 3.4000, grad_norm: 3.4899 2020-09-24 12:49:57,146 - mmaction - INFO - Epoch [56][300/940] lr: 4.000e-02, eta: 1 day, 12:40:31, time: 1.424, data_time: 0.003, memory: 6929, loss_aux: 1.2199, top1_acc: 0.5279, top5_acc: 0.7508, loss_cls: 2.0743, loss: 3.2942, grad_norm: 3.4520 2020-09-24 12:50:25,124 - mmaction - INFO - Epoch [56][320/940] lr: 4.000e-02, eta: 1 day, 12:39:59, time: 1.398, data_time: 0.001, memory: 6929, loss_aux: 1.2558, top1_acc: 0.5080, top5_acc: 0.7371, loss_cls: 2.1410, loss: 3.3968, grad_norm: 3.5382 2020-09-24 12:50:55,091 - mmaction - INFO - Epoch [56][340/940] lr: 4.000e-02, eta: 1 day, 12:39:30, time: 1.499, data_time: 0.003, memory: 6929, loss_aux: 1.2735, top1_acc: 0.5080, top5_acc: 0.7422, loss_cls: 2.1511, loss: 3.4246, grad_norm: 3.5601 2020-09-24 12:51:22,641 - mmaction - INFO - Epoch [56][360/940] lr: 4.000e-02, eta: 1 day, 12:38:56, time: 1.377, data_time: 0.002, memory: 6929, loss_aux: 1.2559, top1_acc: 0.5094, top5_acc: 0.7398, loss_cls: 2.1512, loss: 3.4071, grad_norm: 3.5159 2020-09-24 12:51:50,914 - mmaction - INFO - Epoch [56][380/940] lr: 4.000e-02, eta: 1 day, 12:38:24, time: 1.414, data_time: 0.003, memory: 6929, loss_aux: 1.2723, top1_acc: 0.5059, top5_acc: 0.7438, loss_cls: 2.1686, loss: 3.4409, grad_norm: 3.5323 2020-09-24 12:52:19,153 - mmaction - INFO - Epoch [56][400/940] lr: 4.000e-02, eta: 1 day, 12:37:52, time: 1.413, data_time: 0.003, memory: 6929, loss_aux: 1.2565, top1_acc: 0.5139, top5_acc: 0.7414, loss_cls: 2.1402, loss: 3.3966, grad_norm: 3.4715 2020-09-24 12:52:48,371 - mmaction - INFO - Epoch [56][420/940] lr: 4.000e-02, eta: 1 day, 12:37:22, time: 1.460, data_time: 0.001, memory: 6929, loss_aux: 1.2734, top1_acc: 0.5084, top5_acc: 0.7287, loss_cls: 2.1648, loss: 3.4383, grad_norm: 3.5614 2020-09-24 12:53:16,688 - mmaction - INFO - Epoch [56][440/940] lr: 4.000e-02, eta: 1 day, 12:36:50, time: 1.416, data_time: 0.002, memory: 6929, loss_aux: 1.2503, top1_acc: 0.5088, top5_acc: 0.7455, loss_cls: 2.1488, loss: 3.3992, grad_norm: 3.5389 2020-09-24 12:53:45,555 - mmaction - INFO - Epoch [56][460/940] lr: 4.000e-02, eta: 1 day, 12:36:19, time: 1.443, data_time: 0.002, memory: 6929, loss_aux: 1.2363, top1_acc: 0.5098, top5_acc: 0.7424, loss_cls: 2.1034, loss: 3.3397, grad_norm: 3.4513 2020-09-24 12:54:13,975 - mmaction - INFO - Epoch [56][480/940] lr: 4.000e-02, eta: 1 day, 12:35:47, time: 1.422, data_time: 0.003, memory: 6929, loss_aux: 1.2661, top1_acc: 0.5047, top5_acc: 0.7410, loss_cls: 2.1630, loss: 3.4291, grad_norm: 3.5002 2020-09-24 12:54:42,258 - mmaction - INFO - Epoch [56][500/940] lr: 4.000e-02, eta: 1 day, 12:35:15, time: 1.414, data_time: 0.002, memory: 6929, loss_aux: 1.2533, top1_acc: 0.5074, top5_acc: 0.7408, loss_cls: 2.1400, loss: 3.3934, grad_norm: 3.5028 2020-09-24 12:55:11,112 - mmaction - INFO - Epoch [56][520/940] lr: 4.000e-02, eta: 1 day, 12:34:44, time: 1.442, data_time: 0.002, memory: 6929, loss_aux: 1.2836, top1_acc: 0.5078, top5_acc: 0.7330, loss_cls: 2.2018, loss: 3.4854, grad_norm: 3.5410 2020-09-24 12:55:40,168 - mmaction - INFO - Epoch [56][540/940] lr: 4.000e-02, eta: 1 day, 12:34:13, time: 1.453, data_time: 0.002, memory: 6929, loss_aux: 1.2475, top1_acc: 0.5164, top5_acc: 0.7371, loss_cls: 2.1397, loss: 3.3872, grad_norm: 3.3986 2020-09-24 12:56:09,100 - mmaction - INFO - Epoch [56][560/940] lr: 4.000e-02, eta: 1 day, 12:33:42, time: 1.445, data_time: 0.001, memory: 6929, loss_aux: 1.2503, top1_acc: 0.5102, top5_acc: 0.7393, loss_cls: 2.1434, loss: 3.3937, grad_norm: 3.4634 2020-09-24 12:56:36,873 - mmaction - INFO - Epoch [56][580/940] lr: 4.000e-02, eta: 1 day, 12:33:09, time: 1.390, data_time: 0.003, memory: 6929, loss_aux: 1.2727, top1_acc: 0.5002, top5_acc: 0.7320, loss_cls: 2.1895, loss: 3.4622, grad_norm: 3.4404 2020-09-24 12:57:05,790 - mmaction - INFO - Epoch [56][600/940] lr: 4.000e-02, eta: 1 day, 12:32:38, time: 1.445, data_time: 0.001, memory: 6929, loss_aux: 1.2384, top1_acc: 0.5182, top5_acc: 0.7465, loss_cls: 2.1125, loss: 3.3510, grad_norm: 3.3829 2020-09-24 12:57:34,914 - mmaction - INFO - Epoch [56][620/940] lr: 4.000e-02, eta: 1 day, 12:32:08, time: 1.458, data_time: 0.003, memory: 6929, loss_aux: 1.2462, top1_acc: 0.5158, top5_acc: 0.7434, loss_cls: 2.1113, loss: 3.3575, grad_norm: 3.4581 2020-09-24 12:58:03,390 - mmaction - INFO - Epoch [56][640/940] lr: 4.000e-02, eta: 1 day, 12:31:36, time: 1.423, data_time: 0.001, memory: 6929, loss_aux: 1.2683, top1_acc: 0.5119, top5_acc: 0.7373, loss_cls: 2.1572, loss: 3.4255, grad_norm: 3.5009 2020-09-24 12:58:32,754 - mmaction - INFO - Epoch [56][660/940] lr: 4.000e-02, eta: 1 day, 12:31:06, time: 1.469, data_time: 0.002, memory: 6929, loss_aux: 1.2664, top1_acc: 0.5010, top5_acc: 0.7344, loss_cls: 2.1849, loss: 3.4513, grad_norm: 3.4939 2020-09-24 12:59:01,534 - mmaction - INFO - Epoch [56][680/940] lr: 4.000e-02, eta: 1 day, 12:30:35, time: 1.439, data_time: 0.002, memory: 6929, loss_aux: 1.2477, top1_acc: 0.5191, top5_acc: 0.7396, loss_cls: 2.1363, loss: 3.3840, grad_norm: 3.4452 2020-09-24 12:59:30,972 - mmaction - INFO - Epoch [56][700/940] lr: 4.000e-02, eta: 1 day, 12:30:05, time: 1.471, data_time: 0.001, memory: 6929, loss_aux: 1.2716, top1_acc: 0.4994, top5_acc: 0.7268, loss_cls: 2.1993, loss: 3.4709, grad_norm: 3.4648 2020-09-24 12:59:59,529 - mmaction - INFO - Epoch [56][720/940] lr: 4.000e-02, eta: 1 day, 12:29:33, time: 1.428, data_time: 0.002, memory: 6929, loss_aux: 1.2614, top1_acc: 0.5037, top5_acc: 0.7400, loss_cls: 2.1623, loss: 3.4237, grad_norm: 3.5075 2020-09-24 13:00:30,063 - mmaction - INFO - Epoch [56][740/940] lr: 4.000e-02, eta: 1 day, 12:29:05, time: 1.516, data_time: 0.002, memory: 6929, loss_aux: 1.2362, top1_acc: 0.5232, top5_acc: 0.7504, loss_cls: 2.1181, loss: 3.3543, grad_norm: 3.5029 2020-09-24 13:00:59,310 - mmaction - INFO - Epoch [56][760/940] lr: 4.000e-02, eta: 1 day, 12:28:35, time: 1.469, data_time: 0.027, memory: 6929, loss_aux: 1.2609, top1_acc: 0.5080, top5_acc: 0.7344, loss_cls: 2.1637, loss: 3.4247, grad_norm: 3.5243 2020-09-24 13:01:28,392 - mmaction - INFO - Epoch [56][780/940] lr: 4.000e-02, eta: 1 day, 12:28:04, time: 1.457, data_time: 0.005, memory: 6929, loss_aux: 1.2389, top1_acc: 0.5172, top5_acc: 0.7463, loss_cls: 2.1120, loss: 3.3509, grad_norm: 3.4725 2020-09-24 13:01:57,758 - mmaction - INFO - Epoch [56][800/940] lr: 4.000e-02, eta: 1 day, 12:27:34, time: 1.468, data_time: 0.003, memory: 6929, loss_aux: 1.2710, top1_acc: 0.5062, top5_acc: 0.7295, loss_cls: 2.1820, loss: 3.4530, grad_norm: 3.4859 2020-09-24 13:02:26,025 - mmaction - INFO - Epoch [56][820/940] lr: 4.000e-02, eta: 1 day, 12:27:02, time: 1.414, data_time: 0.002, memory: 6929, loss_aux: 1.2393, top1_acc: 0.5146, top5_acc: 0.7529, loss_cls: 2.1065, loss: 3.3459, grad_norm: 3.5011 2020-09-24 13:02:54,482 - mmaction - INFO - Epoch [56][840/940] lr: 4.000e-02, eta: 1 day, 12:26:30, time: 1.423, data_time: 0.004, memory: 6929, loss_aux: 1.2711, top1_acc: 0.5035, top5_acc: 0.7287, loss_cls: 2.1810, loss: 3.4520, grad_norm: 3.4654 2020-09-24 13:03:23,889 - mmaction - INFO - Epoch [56][860/940] lr: 4.000e-02, eta: 1 day, 12:26:00, time: 1.470, data_time: 0.002, memory: 6929, loss_aux: 1.2536, top1_acc: 0.5031, top5_acc: 0.7412, loss_cls: 2.1543, loss: 3.4079, grad_norm: 3.4595 2020-09-24 13:03:52,448 - mmaction - INFO - Epoch [56][880/940] lr: 4.000e-02, eta: 1 day, 12:25:29, time: 1.429, data_time: 0.003, memory: 6929, loss_aux: 1.2483, top1_acc: 0.5135, top5_acc: 0.7393, loss_cls: 2.1335, loss: 3.3819, grad_norm: 3.4144 2020-09-24 13:04:21,133 - mmaction - INFO - Epoch [56][900/940] lr: 4.000e-02, eta: 1 day, 12:24:57, time: 1.434, data_time: 0.001, memory: 6929, loss_aux: 1.2375, top1_acc: 0.5100, top5_acc: 0.7463, loss_cls: 2.1200, loss: 3.3575, grad_norm: 3.4990 2020-09-24 13:04:49,277 - mmaction - INFO - Epoch [56][920/940] lr: 4.000e-02, eta: 1 day, 12:24:25, time: 1.408, data_time: 0.002, memory: 6929, loss_aux: 1.2660, top1_acc: 0.5070, top5_acc: 0.7379, loss_cls: 2.1516, loss: 3.4176, grad_norm: 3.5229 2020-09-24 13:05:17,418 - mmaction - INFO - Epoch [56][940/940] lr: 4.000e-02, eta: 1 day, 12:23:53, time: 1.406, data_time: 0.002, memory: 6929, loss_aux: 1.2740, top1_acc: 0.5093, top5_acc: 0.7346, loss_cls: 2.1888, loss: 3.4628, grad_norm: 3.5799 2020-09-24 13:05:17,943 - mmaction - INFO - Saving checkpoint at 56 epochs 2020-09-24 13:05:53,958 - mmaction - INFO - Epoch [57][20/940] lr: 4.000e-02, eta: 1 day, 12:23:24, time: 1.496, data_time: 0.249, memory: 6929, loss_aux: 1.2497, top1_acc: 0.5146, top5_acc: 0.7420, loss_cls: 2.1478, loss: 3.3974, grad_norm: 3.4689 2020-09-24 13:06:21,735 - mmaction - INFO - Epoch [57][40/940] lr: 4.000e-02, eta: 1 day, 12:22:51, time: 1.391, data_time: 0.003, memory: 6929, loss_aux: 1.2519, top1_acc: 0.5205, top5_acc: 0.7406, loss_cls: 2.1190, loss: 3.3709, grad_norm: 3.4866 2020-09-24 13:06:50,083 - mmaction - INFO - Epoch [57][60/940] lr: 4.000e-02, eta: 1 day, 12:22:19, time: 1.417, data_time: 0.002, memory: 6929, loss_aux: 1.2505, top1_acc: 0.5150, top5_acc: 0.7475, loss_cls: 2.1365, loss: 3.3870, grad_norm: 3.4606 2020-09-24 13:07:19,429 - mmaction - INFO - Epoch [57][80/940] lr: 4.000e-02, eta: 1 day, 12:21:49, time: 1.468, data_time: 0.003, memory: 6929, loss_aux: 1.2401, top1_acc: 0.5229, top5_acc: 0.7426, loss_cls: 2.1061, loss: 3.3462, grad_norm: 3.4561 2020-09-24 13:07:48,355 - mmaction - INFO - Epoch [57][100/940] lr: 4.000e-02, eta: 1 day, 12:21:18, time: 1.446, data_time: 0.001, memory: 6929, loss_aux: 1.2361, top1_acc: 0.5275, top5_acc: 0.7445, loss_cls: 2.1030, loss: 3.3391, grad_norm: 3.4384 2020-09-24 13:08:16,879 - mmaction - INFO - Epoch [57][120/940] lr: 4.000e-02, eta: 1 day, 12:20:46, time: 1.426, data_time: 0.002, memory: 6929, loss_aux: 1.2584, top1_acc: 0.5129, top5_acc: 0.7357, loss_cls: 2.1600, loss: 3.4184, grad_norm: 3.4868 2020-09-24 13:08:45,415 - mmaction - INFO - Epoch [57][140/940] lr: 4.000e-02, eta: 1 day, 12:20:15, time: 1.426, data_time: 0.002, memory: 6929, loss_aux: 1.2563, top1_acc: 0.5137, top5_acc: 0.7406, loss_cls: 2.1361, loss: 3.3923, grad_norm: 3.4859 2020-09-24 13:09:14,757 - mmaction - INFO - Epoch [57][160/940] lr: 4.000e-02, eta: 1 day, 12:19:45, time: 1.468, data_time: 0.003, memory: 6929, loss_aux: 1.2156, top1_acc: 0.5252, top5_acc: 0.7512, loss_cls: 2.0604, loss: 3.2760, grad_norm: 3.4562 2020-09-24 13:09:43,172 - mmaction - INFO - Epoch [57][180/940] lr: 4.000e-02, eta: 1 day, 12:19:13, time: 1.420, data_time: 0.001, memory: 6929, loss_aux: 1.2281, top1_acc: 0.5172, top5_acc: 0.7533, loss_cls: 2.1000, loss: 3.3281, grad_norm: 3.5202 2020-09-24 13:10:12,032 - mmaction - INFO - Epoch [57][200/940] lr: 4.000e-02, eta: 1 day, 12:18:42, time: 1.443, data_time: 0.004, memory: 6929, loss_aux: 1.2674, top1_acc: 0.4967, top5_acc: 0.7385, loss_cls: 2.1702, loss: 3.4376, grad_norm: 3.4934 2020-09-24 13:10:40,275 - mmaction - INFO - Epoch [57][220/940] lr: 4.000e-02, eta: 1 day, 12:18:10, time: 1.413, data_time: 0.002, memory: 6929, loss_aux: 1.2737, top1_acc: 0.5045, top5_acc: 0.7412, loss_cls: 2.1517, loss: 3.4254, grad_norm: 3.4614 2020-09-24 13:11:09,049 - mmaction - INFO - Epoch [57][240/940] lr: 4.000e-02, eta: 1 day, 12:17:39, time: 1.438, data_time: 0.001, memory: 6929, loss_aux: 1.2358, top1_acc: 0.5232, top5_acc: 0.7436, loss_cls: 2.1062, loss: 3.3420, grad_norm: 3.4854 2020-09-24 13:11:37,605 - mmaction - INFO - Epoch [57][260/940] lr: 4.000e-02, eta: 1 day, 12:17:07, time: 1.428, data_time: 0.002, memory: 6929, loss_aux: 1.2578, top1_acc: 0.5172, top5_acc: 0.7422, loss_cls: 2.1265, loss: 3.3843, grad_norm: 3.5042 2020-09-24 13:12:06,561 - mmaction - INFO - Epoch [57][280/940] lr: 4.000e-02, eta: 1 day, 12:16:37, time: 1.447, data_time: 0.002, memory: 6929, loss_aux: 1.2500, top1_acc: 0.5102, top5_acc: 0.7461, loss_cls: 2.1236, loss: 3.3737, grad_norm: 3.5094 2020-09-24 13:12:35,194 - mmaction - INFO - Epoch [57][300/940] lr: 4.000e-02, eta: 1 day, 12:16:05, time: 1.431, data_time: 0.003, memory: 6929, loss_aux: 1.2480, top1_acc: 0.5176, top5_acc: 0.7418, loss_cls: 2.1194, loss: 3.3673, grad_norm: 3.5166 2020-09-24 13:13:04,483 - mmaction - INFO - Epoch [57][320/940] lr: 4.000e-02, eta: 1 day, 12:15:35, time: 1.464, data_time: 0.003, memory: 6929, loss_aux: 1.2557, top1_acc: 0.4922, top5_acc: 0.7361, loss_cls: 2.1613, loss: 3.4171, grad_norm: 3.5132 2020-09-24 13:13:32,742 - mmaction - INFO - Epoch [57][340/940] lr: 4.000e-02, eta: 1 day, 12:15:03, time: 1.415, data_time: 0.003, memory: 6929, loss_aux: 1.2469, top1_acc: 0.5115, top5_acc: 0.7475, loss_cls: 2.1333, loss: 3.3803, grad_norm: 3.5109 2020-09-24 13:14:01,883 - mmaction - INFO - Epoch [57][360/940] lr: 4.000e-02, eta: 1 day, 12:14:32, time: 1.455, data_time: 0.001, memory: 6929, loss_aux: 1.2501, top1_acc: 0.5135, top5_acc: 0.7361, loss_cls: 2.1524, loss: 3.4025, grad_norm: 3.5574 2020-09-24 13:14:30,958 - mmaction - INFO - Epoch [57][380/940] lr: 4.000e-02, eta: 1 day, 12:14:02, time: 1.454, data_time: 0.003, memory: 6929, loss_aux: 1.2457, top1_acc: 0.5129, top5_acc: 0.7352, loss_cls: 2.1404, loss: 3.3860, grad_norm: 3.4638 2020-09-24 13:14:59,157 - mmaction - INFO - Epoch [57][400/940] lr: 4.000e-02, eta: 1 day, 12:13:30, time: 1.410, data_time: 0.003, memory: 6929, loss_aux: 1.2460, top1_acc: 0.5146, top5_acc: 0.7455, loss_cls: 2.1152, loss: 3.3611, grad_norm: 3.4873 2020-09-24 13:15:28,497 - mmaction - INFO - Epoch [57][420/940] lr: 4.000e-02, eta: 1 day, 12:13:00, time: 1.466, data_time: 0.002, memory: 6929, loss_aux: 1.2494, top1_acc: 0.5102, top5_acc: 0.7434, loss_cls: 2.1208, loss: 3.3702, grad_norm: 3.4035 2020-09-24 13:15:56,803 - mmaction - INFO - Epoch [57][440/940] lr: 4.000e-02, eta: 1 day, 12:12:28, time: 1.416, data_time: 0.003, memory: 6929, loss_aux: 1.2705, top1_acc: 0.5215, top5_acc: 0.7461, loss_cls: 2.1349, loss: 3.4054, grad_norm: 3.5424 2020-09-24 13:16:25,344 - mmaction - INFO - Epoch [57][460/940] lr: 4.000e-02, eta: 1 day, 12:11:56, time: 1.427, data_time: 0.004, memory: 6929, loss_aux: 1.2483, top1_acc: 0.5145, top5_acc: 0.7441, loss_cls: 2.1280, loss: 3.3763, grad_norm: 3.5030 2020-09-24 13:16:54,051 - mmaction - INFO - Epoch [57][480/940] lr: 4.000e-02, eta: 1 day, 12:11:25, time: 1.436, data_time: 0.002, memory: 6929, loss_aux: 1.2708, top1_acc: 0.5049, top5_acc: 0.7365, loss_cls: 2.1741, loss: 3.4450, grad_norm: 3.5716 2020-09-24 13:17:22,805 - mmaction - INFO - Epoch [57][500/940] lr: 4.000e-02, eta: 1 day, 12:10:54, time: 1.437, data_time: 0.001, memory: 6929, loss_aux: 1.2373, top1_acc: 0.5211, top5_acc: 0.7480, loss_cls: 2.1184, loss: 3.3557, grad_norm: 3.4876 2020-09-24 13:17:52,485 - mmaction - INFO - Epoch [57][520/940] lr: 4.000e-02, eta: 1 day, 12:10:24, time: 1.484, data_time: 0.003, memory: 6929, loss_aux: 1.2542, top1_acc: 0.5043, top5_acc: 0.7395, loss_cls: 2.1536, loss: 3.4078, grad_norm: 3.5218 2020-09-24 13:18:21,313 - mmaction - INFO - Epoch [57][540/940] lr: 4.000e-02, eta: 1 day, 12:09:53, time: 1.442, data_time: 0.003, memory: 6929, loss_aux: 1.2683, top1_acc: 0.5080, top5_acc: 0.7291, loss_cls: 2.1954, loss: 3.4637, grad_norm: 3.4617 2020-09-24 13:18:49,847 - mmaction - INFO - Epoch [57][560/940] lr: 4.000e-02, eta: 1 day, 12:09:22, time: 1.427, data_time: 0.001, memory: 6929, loss_aux: 1.2142, top1_acc: 0.5211, top5_acc: 0.7562, loss_cls: 2.0763, loss: 3.2905, grad_norm: 3.4441 2020-09-24 13:19:18,688 - mmaction - INFO - Epoch [57][580/940] lr: 4.000e-02, eta: 1 day, 12:08:51, time: 1.442, data_time: 0.005, memory: 6929, loss_aux: 1.2470, top1_acc: 0.5088, top5_acc: 0.7451, loss_cls: 2.1179, loss: 3.3649, grad_norm: 3.4890 2020-09-24 13:19:47,246 - mmaction - INFO - Epoch [57][600/940] lr: 4.000e-02, eta: 1 day, 12:08:19, time: 1.427, data_time: 0.002, memory: 6929, loss_aux: 1.2660, top1_acc: 0.5098, top5_acc: 0.7328, loss_cls: 2.1783, loss: 3.4443, grad_norm: 3.5669 2020-09-24 13:20:16,172 - mmaction - INFO - Epoch [57][620/940] lr: 4.000e-02, eta: 1 day, 12:07:48, time: 1.446, data_time: 0.004, memory: 6929, loss_aux: 1.2354, top1_acc: 0.5172, top5_acc: 0.7441, loss_cls: 2.1020, loss: 3.3374, grad_norm: 3.4723 2020-09-24 13:20:45,168 - mmaction - INFO - Epoch [57][640/940] lr: 4.000e-02, eta: 1 day, 12:07:18, time: 1.449, data_time: 0.002, memory: 6929, loss_aux: 1.2895, top1_acc: 0.4895, top5_acc: 0.7260, loss_cls: 2.2093, loss: 3.4988, grad_norm: 3.5907 2020-09-24 13:21:14,708 - mmaction - INFO - Epoch [57][660/940] lr: 4.000e-02, eta: 1 day, 12:06:48, time: 1.479, data_time: 0.003, memory: 6929, loss_aux: 1.2434, top1_acc: 0.5215, top5_acc: 0.7445, loss_cls: 2.1213, loss: 3.3646, grad_norm: 3.4528 2020-09-24 13:21:43,982 - mmaction - INFO - Epoch [57][680/940] lr: 4.000e-02, eta: 1 day, 12:06:18, time: 1.463, data_time: 0.003, memory: 6929, loss_aux: 1.2531, top1_acc: 0.5152, top5_acc: 0.7467, loss_cls: 2.1295, loss: 3.3826, grad_norm: 3.5410 2020-09-24 13:22:14,056 - mmaction - INFO - Epoch [57][700/940] lr: 4.000e-02, eta: 1 day, 12:05:49, time: 1.504, data_time: 0.001, memory: 6929, loss_aux: 1.2970, top1_acc: 0.5059, top5_acc: 0.7264, loss_cls: 2.2083, loss: 3.5052, grad_norm: 3.5219 2020-09-24 13:22:43,098 - mmaction - INFO - Epoch [57][720/940] lr: 4.000e-02, eta: 1 day, 12:05:18, time: 1.452, data_time: 0.003, memory: 6929, loss_aux: 1.2683, top1_acc: 0.5086, top5_acc: 0.7357, loss_cls: 2.1575, loss: 3.4258, grad_norm: 3.5362 2020-09-24 13:23:11,506 - mmaction - INFO - Epoch [57][740/940] lr: 4.000e-02, eta: 1 day, 12:04:46, time: 1.420, data_time: 0.002, memory: 6929, loss_aux: 1.2530, top1_acc: 0.5072, top5_acc: 0.7373, loss_cls: 2.1504, loss: 3.4034, grad_norm: 3.5137 2020-09-24 13:23:41,552 - mmaction - INFO - Epoch [57][760/940] lr: 4.000e-02, eta: 1 day, 12:04:17, time: 1.503, data_time: 0.002, memory: 6929, loss_aux: 1.2375, top1_acc: 0.5125, top5_acc: 0.7420, loss_cls: 2.1262, loss: 3.3637, grad_norm: 3.5052 2020-09-24 13:24:09,963 - mmaction - INFO - Epoch [57][780/940] lr: 4.000e-02, eta: 1 day, 12:03:46, time: 1.420, data_time: 0.001, memory: 6929, loss_aux: 1.2543, top1_acc: 0.5041, top5_acc: 0.7367, loss_cls: 2.1613, loss: 3.4156, grad_norm: 3.4791 2020-09-24 13:24:39,092 - mmaction - INFO - Epoch [57][800/940] lr: 4.000e-02, eta: 1 day, 12:03:15, time: 1.457, data_time: 0.002, memory: 6929, loss_aux: 1.2264, top1_acc: 0.5168, top5_acc: 0.7500, loss_cls: 2.0932, loss: 3.3196, grad_norm: 3.4295 2020-09-24 13:25:07,603 - mmaction - INFO - Epoch [57][820/940] lr: 4.000e-02, eta: 1 day, 12:02:44, time: 1.425, data_time: 0.002, memory: 6929, loss_aux: 1.2567, top1_acc: 0.5191, top5_acc: 0.7387, loss_cls: 2.1524, loss: 3.4091, grad_norm: 3.4794 2020-09-24 13:25:36,381 - mmaction - INFO - Epoch [57][840/940] lr: 4.000e-02, eta: 1 day, 12:02:13, time: 1.439, data_time: 0.003, memory: 6929, loss_aux: 1.2803, top1_acc: 0.4975, top5_acc: 0.7316, loss_cls: 2.2067, loss: 3.4870, grad_norm: 3.4698 2020-09-24 13:26:05,971 - mmaction - INFO - Epoch [57][860/940] lr: 4.000e-02, eta: 1 day, 12:01:43, time: 1.479, data_time: 0.002, memory: 6929, loss_aux: 1.2789, top1_acc: 0.4951, top5_acc: 0.7332, loss_cls: 2.1851, loss: 3.4639, grad_norm: 3.4806 2020-09-24 13:26:34,636 - mmaction - INFO - Epoch [57][880/940] lr: 4.000e-02, eta: 1 day, 12:01:12, time: 1.434, data_time: 0.002, memory: 6929, loss_aux: 1.2584, top1_acc: 0.5047, top5_acc: 0.7375, loss_cls: 2.1776, loss: 3.4360, grad_norm: 3.4987 2020-09-24 13:27:03,194 - mmaction - INFO - Epoch [57][900/940] lr: 4.000e-02, eta: 1 day, 12:00:40, time: 1.427, data_time: 0.002, memory: 6929, loss_aux: 1.2923, top1_acc: 0.4928, top5_acc: 0.7246, loss_cls: 2.2316, loss: 3.5238, grad_norm: 3.5174 2020-09-24 13:27:31,920 - mmaction - INFO - Epoch [57][920/940] lr: 4.000e-02, eta: 1 day, 12:00:09, time: 1.437, data_time: 0.003, memory: 6929, loss_aux: 1.2407, top1_acc: 0.5121, top5_acc: 0.7355, loss_cls: 2.1426, loss: 3.3833, grad_norm: 3.4296 2020-09-24 13:27:59,778 - mmaction - INFO - Epoch [57][940/940] lr: 4.000e-02, eta: 1 day, 11:59:37, time: 1.394, data_time: 0.002, memory: 6929, loss_aux: 1.2682, top1_acc: 0.5006, top5_acc: 0.7342, loss_cls: 2.1742, loss: 3.4424, grad_norm: 3.5041 2020-09-24 13:28:00,219 - mmaction - INFO - Saving checkpoint at 57 epochs 2020-09-24 13:28:35,152 - mmaction - INFO - Epoch [58][20/940] lr: 4.000e-02, eta: 1 day, 11:59:08, time: 1.522, data_time: 0.251, memory: 6929, loss_aux: 1.2496, top1_acc: 0.5162, top5_acc: 0.7428, loss_cls: 2.1455, loss: 3.3951, grad_norm: 3.5405 2020-09-24 13:29:03,368 - mmaction - INFO - Epoch [58][40/940] lr: 4.000e-02, eta: 1 day, 11:58:36, time: 1.411, data_time: 0.002, memory: 6929, loss_aux: 1.2542, top1_acc: 0.5119, top5_acc: 0.7355, loss_cls: 2.1352, loss: 3.3894, grad_norm: 3.4507 2020-09-24 13:29:31,752 - mmaction - INFO - Epoch [58][60/940] lr: 4.000e-02, eta: 1 day, 11:58:05, time: 1.420, data_time: 0.003, memory: 6929, loss_aux: 1.2624, top1_acc: 0.5043, top5_acc: 0.7355, loss_cls: 2.1507, loss: 3.4131, grad_norm: 3.5725 2020-09-24 13:30:00,495 - mmaction - INFO - Epoch [58][80/940] lr: 4.000e-02, eta: 1 day, 11:57:33, time: 1.437, data_time: 0.002, memory: 6929, loss_aux: 1.2771, top1_acc: 0.4977, top5_acc: 0.7291, loss_cls: 2.1973, loss: 3.4744, grad_norm: 3.5116 2020-09-24 13:30:30,441 - mmaction - INFO - Epoch [58][100/940] lr: 4.000e-02, eta: 1 day, 11:57:04, time: 1.497, data_time: 0.002, memory: 6929, loss_aux: 1.2490, top1_acc: 0.5152, top5_acc: 0.7383, loss_cls: 2.1097, loss: 3.3587, grad_norm: 3.4555 2020-09-24 13:30:59,306 - mmaction - INFO - Epoch [58][120/940] lr: 4.000e-02, eta: 1 day, 11:56:33, time: 1.442, data_time: 0.003, memory: 6929, loss_aux: 1.2772, top1_acc: 0.5020, top5_acc: 0.7328, loss_cls: 2.1746, loss: 3.4518, grad_norm: 3.4800 2020-09-24 13:31:29,034 - mmaction - INFO - Epoch [58][140/940] lr: 4.000e-02, eta: 1 day, 11:56:04, time: 1.488, data_time: 0.004, memory: 6929, loss_aux: 1.2605, top1_acc: 0.5023, top5_acc: 0.7410, loss_cls: 2.1499, loss: 3.4104, grad_norm: 3.5093 2020-09-24 13:31:57,855 - mmaction - INFO - Epoch [58][160/940] lr: 4.000e-02, eta: 1 day, 11:55:33, time: 1.441, data_time: 0.002, memory: 6929, loss_aux: 1.2770, top1_acc: 0.5072, top5_acc: 0.7355, loss_cls: 2.1792, loss: 3.4563, grad_norm: 3.5391 2020-09-24 13:32:27,677 - mmaction - INFO - Epoch [58][180/940] lr: 4.000e-02, eta: 1 day, 11:55:04, time: 1.491, data_time: 0.002, memory: 6929, loss_aux: 1.2921, top1_acc: 0.4986, top5_acc: 0.7273, loss_cls: 2.2091, loss: 3.5012, grad_norm: 3.4841 2020-09-24 13:32:56,524 - mmaction - INFO - Epoch [58][200/940] lr: 4.000e-02, eta: 1 day, 11:54:33, time: 1.443, data_time: 0.003, memory: 6929, loss_aux: 1.2616, top1_acc: 0.5137, top5_acc: 0.7434, loss_cls: 2.1287, loss: 3.3903, grad_norm: 3.4936 2020-09-24 13:33:25,411 - mmaction - INFO - Epoch [58][220/940] lr: 4.000e-02, eta: 1 day, 11:54:02, time: 1.443, data_time: 0.001, memory: 6929, loss_aux: 1.2734, top1_acc: 0.4902, top5_acc: 0.7332, loss_cls: 2.2014, loss: 3.4748, grad_norm: 3.5691 2020-09-24 13:33:55,239 - mmaction - INFO - Epoch [58][240/940] lr: 4.000e-02, eta: 1 day, 11:53:32, time: 1.492, data_time: 0.003, memory: 6929, loss_aux: 1.2769, top1_acc: 0.5152, top5_acc: 0.7361, loss_cls: 2.1619, loss: 3.4388, grad_norm: 3.4469 2020-09-24 13:34:24,378 - mmaction - INFO - Epoch [58][260/940] lr: 4.000e-02, eta: 1 day, 11:53:02, time: 1.456, data_time: 0.002, memory: 6929, loss_aux: 1.2614, top1_acc: 0.5053, top5_acc: 0.7432, loss_cls: 2.1466, loss: 3.4079, grad_norm: 3.5531 2020-09-24 13:34:53,907 - mmaction - INFO - Epoch [58][280/940] lr: 4.000e-02, eta: 1 day, 11:52:32, time: 1.478, data_time: 0.003, memory: 6929, loss_aux: 1.2297, top1_acc: 0.5273, top5_acc: 0.7473, loss_cls: 2.0888, loss: 3.3185, grad_norm: 3.4594 2020-09-24 13:35:22,951 - mmaction - INFO - Epoch [58][300/940] lr: 4.000e-02, eta: 1 day, 11:52:01, time: 1.451, data_time: 0.001, memory: 6929, loss_aux: 1.2470, top1_acc: 0.5109, top5_acc: 0.7441, loss_cls: 2.1226, loss: 3.3696, grad_norm: 3.4714 2020-09-24 13:35:51,310 - mmaction - INFO - Epoch [58][320/940] lr: 4.000e-02, eta: 1 day, 11:51:30, time: 1.418, data_time: 0.002, memory: 6929, loss_aux: 1.2795, top1_acc: 0.5070, top5_acc: 0.7307, loss_cls: 2.1774, loss: 3.4569, grad_norm: 3.5268 2020-09-24 13:36:20,447 - mmaction - INFO - Epoch [58][340/940] lr: 4.000e-02, eta: 1 day, 11:50:59, time: 1.457, data_time: 0.002, memory: 6929, loss_aux: 1.2716, top1_acc: 0.5051, top5_acc: 0.7359, loss_cls: 2.1676, loss: 3.4392, grad_norm: 3.4615 2020-09-24 13:36:49,582 - mmaction - INFO - Epoch [58][360/940] lr: 4.000e-02, eta: 1 day, 11:50:29, time: 1.457, data_time: 0.002, memory: 6929, loss_aux: 1.2233, top1_acc: 0.5312, top5_acc: 0.7465, loss_cls: 2.0818, loss: 3.3052, grad_norm: 3.4048 2020-09-24 13:37:18,696 - mmaction - INFO - Epoch [58][380/940] lr: 4.000e-02, eta: 1 day, 11:49:58, time: 1.456, data_time: 0.002, memory: 6929, loss_aux: 1.2344, top1_acc: 0.5109, top5_acc: 0.7475, loss_cls: 2.0998, loss: 3.3342, grad_norm: 3.4267 2020-09-24 13:37:48,489 - mmaction - INFO - Epoch [58][400/940] lr: 4.000e-02, eta: 1 day, 11:49:29, time: 1.489, data_time: 0.001, memory: 6929, loss_aux: 1.2262, top1_acc: 0.5135, top5_acc: 0.7514, loss_cls: 2.1002, loss: 3.3264, grad_norm: 3.4542 2020-09-24 13:38:18,105 - mmaction - INFO - Epoch [58][420/940] lr: 4.000e-02, eta: 1 day, 11:48:59, time: 1.481, data_time: 0.003, memory: 6929, loss_aux: 1.2636, top1_acc: 0.5090, top5_acc: 0.7398, loss_cls: 2.1492, loss: 3.4128, grad_norm: 3.5146 2020-09-24 13:38:47,764 - mmaction - INFO - Epoch [58][440/940] lr: 4.000e-02, eta: 1 day, 11:48:30, time: 1.482, data_time: 0.001, memory: 6929, loss_aux: 1.2586, top1_acc: 0.5096, top5_acc: 0.7316, loss_cls: 2.1501, loss: 3.4086, grad_norm: 3.4962 2020-09-24 13:39:16,262 - mmaction - INFO - Epoch [58][460/940] lr: 4.000e-02, eta: 1 day, 11:47:58, time: 1.426, data_time: 0.003, memory: 6929, loss_aux: 1.2515, top1_acc: 0.5170, top5_acc: 0.7459, loss_cls: 2.1117, loss: 3.3633, grad_norm: 3.4694 2020-09-24 13:39:45,008 - mmaction - INFO - Epoch [58][480/940] lr: 4.000e-02, eta: 1 day, 11:47:27, time: 1.437, data_time: 0.001, memory: 6929, loss_aux: 1.2260, top1_acc: 0.5178, top5_acc: 0.7477, loss_cls: 2.1204, loss: 3.3464, grad_norm: 3.5169 2020-09-24 13:40:14,655 - mmaction - INFO - Epoch [58][500/940] lr: 4.000e-02, eta: 1 day, 11:46:57, time: 1.483, data_time: 0.005, memory: 6929, loss_aux: 1.2342, top1_acc: 0.5105, top5_acc: 0.7441, loss_cls: 2.1239, loss: 3.3581, grad_norm: 3.4540 2020-09-24 13:40:43,822 - mmaction - INFO - Epoch [58][520/940] lr: 4.000e-02, eta: 1 day, 11:46:27, time: 1.458, data_time: 0.002, memory: 6929, loss_aux: 1.2570, top1_acc: 0.5156, top5_acc: 0.7389, loss_cls: 2.1463, loss: 3.4033, grad_norm: 3.4416 2020-09-24 13:41:12,534 - mmaction - INFO - Epoch [58][540/940] lr: 4.000e-02, eta: 1 day, 11:45:56, time: 1.437, data_time: 0.003, memory: 6929, loss_aux: 1.2148, top1_acc: 0.5250, top5_acc: 0.7541, loss_cls: 2.0523, loss: 3.2671, grad_norm: 3.3686 2020-09-24 13:41:41,657 - mmaction - INFO - Epoch [58][560/940] lr: 4.000e-02, eta: 1 day, 11:45:25, time: 1.456, data_time: 0.001, memory: 6929, loss_aux: 1.2679, top1_acc: 0.5049, top5_acc: 0.7365, loss_cls: 2.1802, loss: 3.4482, grad_norm: 3.5333 2020-09-24 13:42:10,449 - mmaction - INFO - Epoch [58][580/940] lr: 4.000e-02, eta: 1 day, 11:44:54, time: 1.439, data_time: 0.001, memory: 6929, loss_aux: 1.2308, top1_acc: 0.5105, top5_acc: 0.7521, loss_cls: 2.1174, loss: 3.3482, grad_norm: 3.4687 2020-09-24 13:42:39,106 - mmaction - INFO - Epoch [58][600/940] lr: 4.000e-02, eta: 1 day, 11:44:23, time: 1.433, data_time: 0.003, memory: 6929, loss_aux: 1.2638, top1_acc: 0.5051, top5_acc: 0.7359, loss_cls: 2.1515, loss: 3.4153, grad_norm: 3.4943 2020-09-24 13:43:07,783 - mmaction - INFO - Epoch [58][620/940] lr: 4.000e-02, eta: 1 day, 11:43:52, time: 1.433, data_time: 0.002, memory: 6929, loss_aux: 1.2594, top1_acc: 0.5107, top5_acc: 0.7396, loss_cls: 2.1653, loss: 3.4247, grad_norm: 3.5036 2020-09-24 13:43:37,606 - mmaction - INFO - Epoch [58][640/940] lr: 4.000e-02, eta: 1 day, 11:43:23, time: 1.493, data_time: 0.003, memory: 6929, loss_aux: 1.2696, top1_acc: 0.4996, top5_acc: 0.7340, loss_cls: 2.1972, loss: 3.4668, grad_norm: 3.5840 2020-09-24 13:44:06,485 - mmaction - INFO - Epoch [58][660/940] lr: 4.000e-02, eta: 1 day, 11:42:52, time: 1.443, data_time: 0.001, memory: 6929, loss_aux: 1.2421, top1_acc: 0.5186, top5_acc: 0.7504, loss_cls: 2.1043, loss: 3.3464, grad_norm: 3.4267 2020-09-24 13:44:35,344 - mmaction - INFO - Epoch [58][680/940] lr: 4.000e-02, eta: 1 day, 11:42:21, time: 1.443, data_time: 0.002, memory: 6929, loss_aux: 1.2474, top1_acc: 0.5135, top5_acc: 0.7326, loss_cls: 2.1351, loss: 3.3824, grad_norm: 3.4155 2020-09-24 13:45:05,350 - mmaction - INFO - Epoch [58][700/940] lr: 4.000e-02, eta: 1 day, 11:41:52, time: 1.492, data_time: 0.002, memory: 6929, loss_aux: 1.2214, top1_acc: 0.5176, top5_acc: 0.7436, loss_cls: 2.1085, loss: 3.3299, grad_norm: 3.5107 2020-09-24 13:45:33,717 - mmaction - INFO - Epoch [58][720/940] lr: 4.000e-02, eta: 1 day, 11:41:20, time: 1.428, data_time: 0.010, memory: 6929, loss_aux: 1.2606, top1_acc: 0.5246, top5_acc: 0.7449, loss_cls: 2.1350, loss: 3.3955, grad_norm: 3.5229 2020-09-24 13:46:02,837 - mmaction - INFO - Epoch [58][740/940] lr: 4.000e-02, eta: 1 day, 11:40:50, time: 1.456, data_time: 0.001, memory: 6929, loss_aux: 1.2622, top1_acc: 0.4998, top5_acc: 0.7398, loss_cls: 2.1509, loss: 3.4131, grad_norm: 3.5877 2020-09-24 13:46:32,959 - mmaction - INFO - Epoch [58][760/940] lr: 4.000e-02, eta: 1 day, 11:40:21, time: 1.506, data_time: 0.003, memory: 6929, loss_aux: 1.2493, top1_acc: 0.5188, top5_acc: 0.7453, loss_cls: 2.1253, loss: 3.3746, grad_norm: 3.4581 2020-09-24 13:47:01,769 - mmaction - INFO - Epoch [58][780/940] lr: 4.000e-02, eta: 1 day, 11:39:50, time: 1.440, data_time: 0.001, memory: 6929, loss_aux: 1.2346, top1_acc: 0.5264, top5_acc: 0.7480, loss_cls: 2.1056, loss: 3.3401, grad_norm: 3.4559 2020-09-24 13:47:30,676 - mmaction - INFO - Epoch [58][800/940] lr: 4.000e-02, eta: 1 day, 11:39:19, time: 1.445, data_time: 0.001, memory: 6929, loss_aux: 1.2309, top1_acc: 0.5217, top5_acc: 0.7479, loss_cls: 2.0921, loss: 3.3229, grad_norm: 3.4669 2020-09-24 13:48:00,075 - mmaction - INFO - Epoch [58][820/940] lr: 4.000e-02, eta: 1 day, 11:38:49, time: 1.470, data_time: 0.002, memory: 6929, loss_aux: 1.2640, top1_acc: 0.5090, top5_acc: 0.7418, loss_cls: 2.1604, loss: 3.4244, grad_norm: 3.5019 2020-09-24 13:48:28,632 - mmaction - INFO - Epoch [58][840/940] lr: 4.000e-02, eta: 1 day, 11:38:18, time: 1.427, data_time: 0.001, memory: 6929, loss_aux: 1.2530, top1_acc: 0.5158, top5_acc: 0.7432, loss_cls: 2.1473, loss: 3.4003, grad_norm: 3.4587 2020-09-24 13:48:58,967 - mmaction - INFO - Epoch [58][860/940] lr: 4.000e-02, eta: 1 day, 11:37:49, time: 1.518, data_time: 0.003, memory: 6929, loss_aux: 1.2507, top1_acc: 0.5137, top5_acc: 0.7389, loss_cls: 2.1489, loss: 3.3997, grad_norm: 3.4410 2020-09-24 13:49:30,263 - mmaction - INFO - Epoch [58][880/940] lr: 4.000e-02, eta: 1 day, 11:37:22, time: 1.564, data_time: 0.002, memory: 6929, loss_aux: 1.2623, top1_acc: 0.5057, top5_acc: 0.7328, loss_cls: 2.1661, loss: 3.4283, grad_norm: 3.4740 2020-09-24 13:49:59,119 - mmaction - INFO - Epoch [58][900/940] lr: 4.000e-02, eta: 1 day, 11:36:51, time: 1.444, data_time: 0.003, memory: 6929, loss_aux: 1.2679, top1_acc: 0.5080, top5_acc: 0.7330, loss_cls: 2.1546, loss: 3.4225, grad_norm: 3.5189 2020-09-24 13:50:28,742 - mmaction - INFO - Epoch [58][920/940] lr: 4.000e-02, eta: 1 day, 11:36:22, time: 1.480, data_time: 0.001, memory: 6929, loss_aux: 1.2482, top1_acc: 0.5135, top5_acc: 0.7432, loss_cls: 2.1230, loss: 3.3712, grad_norm: 3.4445 2020-09-24 13:50:57,891 - mmaction - INFO - Epoch [58][940/940] lr: 4.000e-02, eta: 1 day, 11:35:51, time: 1.455, data_time: 0.003, memory: 6929, loss_aux: 1.2811, top1_acc: 0.4945, top5_acc: 0.7216, loss_cls: 2.2441, loss: 3.5252, grad_norm: 3.4807 2020-09-24 13:50:58,414 - mmaction - INFO - Saving checkpoint at 58 epochs 2020-09-24 13:51:33,385 - mmaction - INFO - Epoch [59][20/940] lr: 4.000e-02, eta: 1 day, 11:35:23, time: 1.539, data_time: 0.232, memory: 6929, loss_aux: 1.2682, top1_acc: 0.5057, top5_acc: 0.7289, loss_cls: 2.1591, loss: 3.4273, grad_norm: 3.5093 2020-09-24 13:52:02,884 - mmaction - INFO - Epoch [59][40/940] lr: 4.000e-02, eta: 1 day, 11:34:54, time: 1.474, data_time: 0.001, memory: 6929, loss_aux: 1.2650, top1_acc: 0.5146, top5_acc: 0.7377, loss_cls: 2.1458, loss: 3.4108, grad_norm: 3.5025 2020-09-24 13:52:32,078 - mmaction - INFO - Epoch [59][60/940] lr: 4.000e-02, eta: 1 day, 11:34:23, time: 1.459, data_time: 0.002, memory: 6929, loss_aux: 1.2632, top1_acc: 0.5061, top5_acc: 0.7387, loss_cls: 2.1668, loss: 3.4300, grad_norm: 3.4653 2020-09-24 13:53:01,878 - mmaction - INFO - Epoch [59][80/940] lr: 4.000e-02, eta: 1 day, 11:33:54, time: 1.491, data_time: 0.003, memory: 6929, loss_aux: 1.2679, top1_acc: 0.5053, top5_acc: 0.7357, loss_cls: 2.1576, loss: 3.4255, grad_norm: 3.4783 2020-09-24 13:53:30,823 - mmaction - INFO - Epoch [59][100/940] lr: 4.000e-02, eta: 1 day, 11:33:23, time: 1.446, data_time: 0.001, memory: 6929, loss_aux: 1.2447, top1_acc: 0.5160, top5_acc: 0.7479, loss_cls: 2.1032, loss: 3.3479, grad_norm: 3.4626 2020-09-24 13:53:59,964 - mmaction - INFO - Epoch [59][120/940] lr: 4.000e-02, eta: 1 day, 11:32:52, time: 1.452, data_time: 0.004, memory: 6929, loss_aux: 1.2440, top1_acc: 0.5199, top5_acc: 0.7414, loss_cls: 2.1162, loss: 3.3602, grad_norm: 3.5571 2020-09-24 13:54:29,952 - mmaction - INFO - Epoch [59][140/940] lr: 4.000e-02, eta: 1 day, 11:32:24, time: 1.505, data_time: 0.008, memory: 6929, loss_aux: 1.2498, top1_acc: 0.5160, top5_acc: 0.7404, loss_cls: 2.1307, loss: 3.3805, grad_norm: 3.4344 2020-09-24 13:54:58,276 - mmaction - INFO - Epoch [59][160/940] lr: 4.000e-02, eta: 1 day, 11:31:52, time: 1.417, data_time: 0.003, memory: 6929, loss_aux: 1.2284, top1_acc: 0.5197, top5_acc: 0.7518, loss_cls: 2.0814, loss: 3.3098, grad_norm: 3.4217 2020-09-24 13:55:27,446 - mmaction - INFO - Epoch [59][180/940] lr: 4.000e-02, eta: 1 day, 11:31:21, time: 1.457, data_time: 0.001, memory: 6929, loss_aux: 1.2472, top1_acc: 0.5072, top5_acc: 0.7354, loss_cls: 2.1396, loss: 3.3868, grad_norm: 3.5191 2020-09-24 13:55:56,836 - mmaction - INFO - Epoch [59][200/940] lr: 4.000e-02, eta: 1 day, 11:30:51, time: 1.470, data_time: 0.003, memory: 6929, loss_aux: 1.2579, top1_acc: 0.5188, top5_acc: 0.7420, loss_cls: 2.1379, loss: 3.3958, grad_norm: 3.4923 2020-09-24 13:56:25,940 - mmaction - INFO - Epoch [59][220/940] lr: 4.000e-02, eta: 1 day, 11:30:21, time: 1.456, data_time: 0.002, memory: 6929, loss_aux: 1.2453, top1_acc: 0.5074, top5_acc: 0.7352, loss_cls: 2.1630, loss: 3.4083, grad_norm: 3.4309 2020-09-24 13:56:54,876 - mmaction - INFO - Epoch [59][240/940] lr: 4.000e-02, eta: 1 day, 11:29:50, time: 1.447, data_time: 0.002, memory: 6929, loss_aux: 1.2205, top1_acc: 0.5191, top5_acc: 0.7539, loss_cls: 2.0649, loss: 3.2855, grad_norm: 3.4514 2020-09-24 13:57:24,052 - mmaction - INFO - Epoch [59][260/940] lr: 4.000e-02, eta: 1 day, 11:29:20, time: 1.458, data_time: 0.002, memory: 6929, loss_aux: 1.2567, top1_acc: 0.5049, top5_acc: 0.7393, loss_cls: 2.1278, loss: 3.3845, grad_norm: 3.5405 2020-09-24 13:57:53,404 - mmaction - INFO - Epoch [59][280/940] lr: 4.000e-02, eta: 1 day, 11:28:50, time: 1.466, data_time: 0.003, memory: 6929, loss_aux: 1.2525, top1_acc: 0.5143, top5_acc: 0.7379, loss_cls: 2.1351, loss: 3.3876, grad_norm: 3.5131 2020-09-24 13:58:22,823 - mmaction - INFO - Epoch [59][300/940] lr: 4.000e-02, eta: 1 day, 11:28:20, time: 1.473, data_time: 0.004, memory: 6929, loss_aux: 1.2414, top1_acc: 0.5170, top5_acc: 0.7455, loss_cls: 2.1107, loss: 3.3521, grad_norm: 3.5239 2020-09-24 13:58:52,395 - mmaction - INFO - Epoch [59][320/940] lr: 4.000e-02, eta: 1 day, 11:27:50, time: 1.477, data_time: 0.002, memory: 6929, loss_aux: 1.2326, top1_acc: 0.5182, top5_acc: 0.7418, loss_cls: 2.1130, loss: 3.3457, grad_norm: 3.4885 2020-09-24 13:59:22,180 - mmaction - INFO - Epoch [59][340/940] lr: 4.000e-02, eta: 1 day, 11:27:21, time: 1.491, data_time: 0.003, memory: 6929, loss_aux: 1.2543, top1_acc: 0.5111, top5_acc: 0.7393, loss_cls: 2.1580, loss: 3.4122, grad_norm: 3.5156 2020-09-24 13:59:52,079 - mmaction - INFO - Epoch [59][360/940] lr: 4.000e-02, eta: 1 day, 11:26:51, time: 1.495, data_time: 0.001, memory: 6929, loss_aux: 1.2610, top1_acc: 0.5021, top5_acc: 0.7357, loss_cls: 2.1661, loss: 3.4272, grad_norm: 3.4405 2020-09-24 14:00:25,794 - mmaction - INFO - Epoch [59][380/940] lr: 4.000e-02, eta: 1 day, 11:26:28, time: 1.679, data_time: 0.002, memory: 6929, loss_aux: 1.2451, top1_acc: 0.5223, top5_acc: 0.7467, loss_cls: 2.1095, loss: 3.3546, grad_norm: 3.4939 2020-09-24 14:00:56,676 - mmaction - INFO - Epoch [59][400/940] lr: 4.000e-02, eta: 1 day, 11:26:01, time: 1.551, data_time: 0.016, memory: 6929, loss_aux: 1.2513, top1_acc: 0.5135, top5_acc: 0.7406, loss_cls: 2.1353, loss: 3.3866, grad_norm: 3.4993 2020-09-24 14:01:24,613 - mmaction - INFO - Epoch [59][420/940] lr: 4.000e-02, eta: 1 day, 11:25:28, time: 1.394, data_time: 0.001, memory: 6929, loss_aux: 1.2449, top1_acc: 0.5123, top5_acc: 0.7459, loss_cls: 2.1337, loss: 3.3786, grad_norm: 3.3843 2020-09-24 14:01:53,686 - mmaction - INFO - Epoch [59][440/940] lr: 4.000e-02, eta: 1 day, 11:24:58, time: 1.457, data_time: 0.005, memory: 6929, loss_aux: 1.2423, top1_acc: 0.5215, top5_acc: 0.7445, loss_cls: 2.1278, loss: 3.3701, grad_norm: 3.4616 2020-09-24 14:02:22,344 - mmaction - INFO - Epoch [59][460/940] lr: 4.000e-02, eta: 1 day, 11:24:27, time: 1.432, data_time: 0.005, memory: 6929, loss_aux: 1.2537, top1_acc: 0.5100, top5_acc: 0.7354, loss_cls: 2.1444, loss: 3.3981, grad_norm: 3.4893 2020-09-24 14:02:51,407 - mmaction - INFO - Epoch [59][480/940] lr: 4.000e-02, eta: 1 day, 11:23:56, time: 1.452, data_time: 0.001, memory: 6929, loss_aux: 1.2566, top1_acc: 0.5096, top5_acc: 0.7402, loss_cls: 2.1310, loss: 3.3876, grad_norm: 3.4674 2020-09-24 14:03:21,407 - mmaction - INFO - Epoch [59][500/940] lr: 4.000e-02, eta: 1 day, 11:23:27, time: 1.501, data_time: 0.002, memory: 6929, loss_aux: 1.2570, top1_acc: 0.5115, top5_acc: 0.7461, loss_cls: 2.1174, loss: 3.3744, grad_norm: 3.5311 2020-09-24 14:03:50,581 - mmaction - INFO - Epoch [59][520/940] lr: 4.000e-02, eta: 1 day, 11:22:57, time: 1.459, data_time: 0.001, memory: 6929, loss_aux: 1.2715, top1_acc: 0.5010, top5_acc: 0.7303, loss_cls: 2.1853, loss: 3.4567, grad_norm: 3.5110 2020-09-24 14:04:20,326 - mmaction - INFO - Epoch [59][540/940] lr: 4.000e-02, eta: 1 day, 11:22:27, time: 1.487, data_time: 0.002, memory: 6929, loss_aux: 1.2543, top1_acc: 0.4982, top5_acc: 0.7385, loss_cls: 2.1334, loss: 3.3877, grad_norm: 3.4584 2020-09-24 14:04:50,325 - mmaction - INFO - Epoch [59][560/940] lr: 4.000e-02, eta: 1 day, 11:21:58, time: 1.499, data_time: 0.002, memory: 6929, loss_aux: 1.2505, top1_acc: 0.5152, top5_acc: 0.7395, loss_cls: 2.1225, loss: 3.3730, grad_norm: 3.4460 2020-09-24 14:05:19,957 - mmaction - INFO - Epoch [59][580/940] lr: 4.000e-02, eta: 1 day, 11:21:28, time: 1.477, data_time: 0.004, memory: 6929, loss_aux: 1.2267, top1_acc: 0.5234, top5_acc: 0.7463, loss_cls: 2.0930, loss: 3.3197, grad_norm: 3.4900 2020-09-24 14:05:49,238 - mmaction - INFO - Epoch [59][600/940] lr: 4.000e-02, eta: 1 day, 11:20:58, time: 1.469, data_time: 0.007, memory: 6929, loss_aux: 1.2465, top1_acc: 0.5080, top5_acc: 0.7426, loss_cls: 2.1317, loss: 3.3782, grad_norm: 3.4875 2020-09-24 14:06:18,624 - mmaction - INFO - Epoch [59][620/940] lr: 4.000e-02, eta: 1 day, 11:20:28, time: 1.470, data_time: 0.002, memory: 6929, loss_aux: 1.2703, top1_acc: 0.5047, top5_acc: 0.7281, loss_cls: 2.1858, loss: 3.4562, grad_norm: 3.5103 2020-09-24 14:06:48,700 - mmaction - INFO - Epoch [59][640/940] lr: 4.000e-02, eta: 1 day, 11:19:59, time: 1.503, data_time: 0.002, memory: 6929, loss_aux: 1.2563, top1_acc: 0.5088, top5_acc: 0.7398, loss_cls: 2.1378, loss: 3.3941, grad_norm: 3.5092 2020-09-24 14:07:17,690 - mmaction - INFO - Epoch [59][660/940] lr: 4.000e-02, eta: 1 day, 11:19:28, time: 1.444, data_time: 0.003, memory: 6929, loss_aux: 1.2245, top1_acc: 0.5168, top5_acc: 0.7543, loss_cls: 2.1022, loss: 3.3267, grad_norm: 3.4565 2020-09-24 14:07:46,844 - mmaction - INFO - Epoch [59][680/940] lr: 4.000e-02, eta: 1 day, 11:18:58, time: 1.464, data_time: 0.008, memory: 6929, loss_aux: 1.2480, top1_acc: 0.5090, top5_acc: 0.7396, loss_cls: 2.1371, loss: 3.3851, grad_norm: 3.4335 2020-09-24 14:08:15,653 - mmaction - INFO - Epoch [59][700/940] lr: 4.000e-02, eta: 1 day, 11:18:27, time: 1.441, data_time: 0.002, memory: 6929, loss_aux: 1.2405, top1_acc: 0.5211, top5_acc: 0.7408, loss_cls: 2.1121, loss: 3.3527, grad_norm: 3.4675 2020-09-24 14:08:45,582 - mmaction - INFO - Epoch [59][720/940] lr: 4.000e-02, eta: 1 day, 11:17:58, time: 1.495, data_time: 0.001, memory: 6929, loss_aux: 1.2465, top1_acc: 0.5221, top5_acc: 0.7406, loss_cls: 2.1266, loss: 3.3731, grad_norm: 3.5194 2020-09-24 14:09:14,752 - mmaction - INFO - Epoch [59][740/940] lr: 4.000e-02, eta: 1 day, 11:17:28, time: 1.459, data_time: 0.003, memory: 6929, loss_aux: 1.2586, top1_acc: 0.5123, top5_acc: 0.7381, loss_cls: 2.1618, loss: 3.4204, grad_norm: 3.4950 2020-09-24 14:09:45,273 - mmaction - INFO - Epoch [59][760/940] lr: 4.000e-02, eta: 1 day, 11:16:59, time: 1.525, data_time: 0.002, memory: 6929, loss_aux: 1.2473, top1_acc: 0.5154, top5_acc: 0.7389, loss_cls: 2.1334, loss: 3.3807, grad_norm: 3.5219 2020-09-24 14:10:13,857 - mmaction - INFO - Epoch [59][780/940] lr: 4.000e-02, eta: 1 day, 11:16:28, time: 1.429, data_time: 0.003, memory: 6929, loss_aux: 1.2690, top1_acc: 0.5055, top5_acc: 0.7350, loss_cls: 2.1670, loss: 3.4360, grad_norm: 3.5213 2020-09-24 14:10:43,656 - mmaction - INFO - Epoch [59][800/940] lr: 4.000e-02, eta: 1 day, 11:15:59, time: 1.491, data_time: 0.003, memory: 6929, loss_aux: 1.2579, top1_acc: 0.5055, top5_acc: 0.7395, loss_cls: 2.1455, loss: 3.4034, grad_norm: 3.5291 2020-09-24 14:11:12,777 - mmaction - INFO - Epoch [59][820/940] lr: 4.000e-02, eta: 1 day, 11:15:28, time: 1.457, data_time: 0.003, memory: 6929, loss_aux: 1.2545, top1_acc: 0.5162, top5_acc: 0.7441, loss_cls: 2.1335, loss: 3.3880, grad_norm: 3.4543 2020-09-24 14:11:42,040 - mmaction - INFO - Epoch [59][840/940] lr: 4.000e-02, eta: 1 day, 11:14:58, time: 1.463, data_time: 0.005, memory: 6929, loss_aux: 1.2490, top1_acc: 0.5131, top5_acc: 0.7389, loss_cls: 2.1373, loss: 3.3863, grad_norm: 3.4432 2020-09-24 14:12:11,688 - mmaction - INFO - Epoch [59][860/940] lr: 4.000e-02, eta: 1 day, 11:14:29, time: 1.483, data_time: 0.002, memory: 6929, loss_aux: 1.2540, top1_acc: 0.5107, top5_acc: 0.7365, loss_cls: 2.1411, loss: 3.3951, grad_norm: 3.5281 2020-09-24 14:12:40,799 - mmaction - INFO - Epoch [59][880/940] lr: 4.000e-02, eta: 1 day, 11:13:58, time: 1.455, data_time: 0.001, memory: 6929, loss_aux: 1.2680, top1_acc: 0.5111, top5_acc: 0.7311, loss_cls: 2.1695, loss: 3.4375, grad_norm: 3.5227 2020-09-24 14:13:10,604 - mmaction - INFO - Epoch [59][900/940] lr: 4.000e-02, eta: 1 day, 11:13:29, time: 1.490, data_time: 0.002, memory: 6929, loss_aux: 1.2313, top1_acc: 0.5086, top5_acc: 0.7361, loss_cls: 2.1410, loss: 3.3723, grad_norm: 3.4774 2020-09-24 14:13:39,423 - mmaction - INFO - Epoch [59][920/940] lr: 4.000e-02, eta: 1 day, 11:12:58, time: 1.442, data_time: 0.002, memory: 6929, loss_aux: 1.2370, top1_acc: 0.5139, top5_acc: 0.7420, loss_cls: 2.1236, loss: 3.3606, grad_norm: 3.5471 2020-09-24 14:14:07,424 - mmaction - INFO - Epoch [59][940/940] lr: 4.000e-02, eta: 1 day, 11:12:26, time: 1.399, data_time: 0.002, memory: 6929, loss_aux: 1.2958, top1_acc: 0.4947, top5_acc: 0.7281, loss_cls: 2.2013, loss: 3.4971, grad_norm: 3.4981 2020-09-24 14:14:07,973 - mmaction - INFO - Saving checkpoint at 59 epochs 2020-09-24 14:14:43,549 - mmaction - INFO - Epoch [60][20/940] lr: 4.000e-02, eta: 1 day, 11:11:57, time: 1.506, data_time: 0.244, memory: 6929, loss_aux: 1.2387, top1_acc: 0.5258, top5_acc: 0.7447, loss_cls: 2.0945, loss: 3.3332, grad_norm: 3.4522 2020-09-24 14:15:12,956 - mmaction - INFO - Epoch [60][40/940] lr: 4.000e-02, eta: 1 day, 11:11:27, time: 1.472, data_time: 0.003, memory: 6929, loss_aux: 1.2201, top1_acc: 0.5260, top5_acc: 0.7555, loss_cls: 2.0671, loss: 3.2871, grad_norm: 3.4594 2020-09-24 14:15:42,575 - mmaction - INFO - Epoch [60][60/940] lr: 4.000e-02, eta: 1 day, 11:10:57, time: 1.480, data_time: 0.001, memory: 6929, loss_aux: 1.2274, top1_acc: 0.5217, top5_acc: 0.7449, loss_cls: 2.0898, loss: 3.3172, grad_norm: 3.5357 2020-09-24 14:16:12,564 - mmaction - INFO - Epoch [60][80/940] lr: 4.000e-02, eta: 1 day, 11:10:28, time: 1.500, data_time: 0.002, memory: 6929, loss_aux: 1.2564, top1_acc: 0.5064, top5_acc: 0.7371, loss_cls: 2.1252, loss: 3.3817, grad_norm: 3.5468 2020-09-24 14:16:41,725 - mmaction - INFO - Epoch [60][100/940] lr: 4.000e-02, eta: 1 day, 11:09:58, time: 1.458, data_time: 0.001, memory: 6929, loss_aux: 1.2495, top1_acc: 0.5098, top5_acc: 0.7408, loss_cls: 2.1370, loss: 3.3864, grad_norm: 3.4826 2020-09-24 14:17:13,463 - mmaction - INFO - Epoch [60][120/940] lr: 4.000e-02, eta: 1 day, 11:09:31, time: 1.587, data_time: 0.001, memory: 6929, loss_aux: 1.2587, top1_acc: 0.5139, top5_acc: 0.7320, loss_cls: 2.1492, loss: 3.4079, grad_norm: 3.5488 2020-09-24 14:17:42,109 - mmaction - INFO - Epoch [60][140/940] lr: 4.000e-02, eta: 1 day, 11:09:00, time: 1.432, data_time: 0.001, memory: 6929, loss_aux: 1.2596, top1_acc: 0.5174, top5_acc: 0.7361, loss_cls: 2.1398, loss: 3.3994, grad_norm: 3.4829 2020-09-24 14:18:11,634 - mmaction - INFO - Epoch [60][160/940] lr: 4.000e-02, eta: 1 day, 11:08:30, time: 1.476, data_time: 0.001, memory: 6929, loss_aux: 1.2385, top1_acc: 0.5225, top5_acc: 0.7451, loss_cls: 2.1091, loss: 3.3476, grad_norm: 3.5079 2020-09-24 14:18:40,871 - mmaction - INFO - Epoch [60][180/940] lr: 4.000e-02, eta: 1 day, 11:08:00, time: 1.462, data_time: 0.002, memory: 6929, loss_aux: 1.2631, top1_acc: 0.5119, top5_acc: 0.7316, loss_cls: 2.1587, loss: 3.4218, grad_norm: 3.4948 2020-09-24 14:19:10,210 - mmaction - INFO - Epoch [60][200/940] lr: 4.000e-02, eta: 1 day, 11:07:30, time: 1.466, data_time: 0.001, memory: 6929, loss_aux: 1.2568, top1_acc: 0.5131, top5_acc: 0.7430, loss_cls: 2.1170, loss: 3.3738, grad_norm: 3.5698 2020-09-24 14:19:39,370 - mmaction - INFO - Epoch [60][220/940] lr: 4.000e-02, eta: 1 day, 11:07:00, time: 1.459, data_time: 0.008, memory: 6929, loss_aux: 1.2480, top1_acc: 0.5176, top5_acc: 0.7451, loss_cls: 2.1174, loss: 3.3655, grad_norm: 3.4482 2020-09-24 14:20:09,055 - mmaction - INFO - Epoch [60][240/940] lr: 4.000e-02, eta: 1 day, 11:06:30, time: 1.484, data_time: 0.001, memory: 6929, loss_aux: 1.2555, top1_acc: 0.5102, top5_acc: 0.7363, loss_cls: 2.1383, loss: 3.3938, grad_norm: 3.5034 2020-09-24 14:20:38,460 - mmaction - INFO - Epoch [60][260/940] lr: 4.000e-02, eta: 1 day, 11:06:00, time: 1.471, data_time: 0.002, memory: 6929, loss_aux: 1.2634, top1_acc: 0.5186, top5_acc: 0.7396, loss_cls: 2.1502, loss: 3.4136, grad_norm: 3.5643 2020-09-24 14:21:07,170 - mmaction - INFO - Epoch [60][280/940] lr: 4.000e-02, eta: 1 day, 11:05:29, time: 1.434, data_time: 0.001, memory: 6929, loss_aux: 1.2616, top1_acc: 0.5062, top5_acc: 0.7363, loss_cls: 2.1716, loss: 3.4332, grad_norm: 3.5877 2020-09-24 14:21:36,193 - mmaction - INFO - Epoch [60][300/940] lr: 4.000e-02, eta: 1 day, 11:04:59, time: 1.452, data_time: 0.003, memory: 6929, loss_aux: 1.2537, top1_acc: 0.5070, top5_acc: 0.7367, loss_cls: 2.1654, loss: 3.4191, grad_norm: 3.4851 2020-09-24 14:22:05,067 - mmaction - INFO - Epoch [60][320/940] lr: 4.000e-02, eta: 1 day, 11:04:28, time: 1.443, data_time: 0.001, memory: 6929, loss_aux: 1.2550, top1_acc: 0.5096, top5_acc: 0.7387, loss_cls: 2.1412, loss: 3.3962, grad_norm: 3.4182 2020-09-24 14:22:33,751 - mmaction - INFO - Epoch [60][340/940] lr: 4.000e-02, eta: 1 day, 11:03:57, time: 1.436, data_time: 0.002, memory: 6929, loss_aux: 1.2321, top1_acc: 0.5238, top5_acc: 0.7449, loss_cls: 2.0860, loss: 3.3181, grad_norm: 3.4600 2020-09-24 14:23:02,969 - mmaction - INFO - Epoch [60][360/940] lr: 4.000e-02, eta: 1 day, 11:03:26, time: 1.460, data_time: 0.001, memory: 6929, loss_aux: 1.2470, top1_acc: 0.5102, top5_acc: 0.7410, loss_cls: 2.1284, loss: 3.3755, grad_norm: 3.5009 2020-09-24 14:23:31,783 - mmaction - INFO - Epoch [60][380/940] lr: 4.000e-02, eta: 1 day, 11:02:56, time: 1.441, data_time: 0.002, memory: 6929, loss_aux: 1.2340, top1_acc: 0.5262, top5_acc: 0.7475, loss_cls: 2.0917, loss: 3.3257, grad_norm: 3.4731 2020-09-24 14:24:00,910 - mmaction - INFO - Epoch [60][400/940] lr: 4.000e-02, eta: 1 day, 11:02:25, time: 1.456, data_time: 0.002, memory: 6929, loss_aux: 1.2479, top1_acc: 0.5100, top5_acc: 0.7393, loss_cls: 2.1523, loss: 3.4002, grad_norm: 3.4875 2020-09-24 14:24:29,920 - mmaction - INFO - Epoch [60][420/940] lr: 4.000e-02, eta: 1 day, 11:01:55, time: 1.450, data_time: 0.002, memory: 6929, loss_aux: 1.2453, top1_acc: 0.5119, top5_acc: 0.7439, loss_cls: 2.1258, loss: 3.3711, grad_norm: 3.5189 2020-09-24 14:24:58,972 - mmaction - INFO - Epoch [60][440/940] lr: 4.000e-02, eta: 1 day, 11:01:24, time: 1.453, data_time: 0.002, memory: 6929, loss_aux: 1.2452, top1_acc: 0.5148, top5_acc: 0.7400, loss_cls: 2.1432, loss: 3.3884, grad_norm: 3.5113 2020-09-24 14:25:27,852 - mmaction - INFO - Epoch [60][460/940] lr: 4.000e-02, eta: 1 day, 11:00:53, time: 1.443, data_time: 0.002, memory: 6929, loss_aux: 1.2544, top1_acc: 0.5139, top5_acc: 0.7357, loss_cls: 2.1485, loss: 3.4029, grad_norm: 3.5471 2020-09-24 14:25:57,992 - mmaction - INFO - Epoch [60][480/940] lr: 4.000e-02, eta: 1 day, 11:00:24, time: 1.508, data_time: 0.003, memory: 6929, loss_aux: 1.2503, top1_acc: 0.5059, top5_acc: 0.7510, loss_cls: 2.1186, loss: 3.3689, grad_norm: 3.4892 2020-09-24 14:26:27,410 - mmaction - INFO - Epoch [60][500/940] lr: 4.000e-02, eta: 1 day, 10:59:54, time: 1.471, data_time: 0.002, memory: 6929, loss_aux: 1.2396, top1_acc: 0.5131, top5_acc: 0.7455, loss_cls: 2.1192, loss: 3.3588, grad_norm: 3.5147 2020-09-24 14:26:56,041 - mmaction - INFO - Epoch [60][520/940] lr: 4.000e-02, eta: 1 day, 10:59:23, time: 1.432, data_time: 0.002, memory: 6929, loss_aux: 1.2845, top1_acc: 0.5033, top5_acc: 0.7322, loss_cls: 2.1984, loss: 3.4829, grad_norm: 3.5674 2020-09-24 14:27:25,201 - mmaction - INFO - Epoch [60][540/940] lr: 4.000e-02, eta: 1 day, 10:58:53, time: 1.457, data_time: 0.001, memory: 6929, loss_aux: 1.2431, top1_acc: 0.5119, top5_acc: 0.7387, loss_cls: 2.1416, loss: 3.3847, grad_norm: 3.4468 2020-09-24 14:27:54,430 - mmaction - INFO - Epoch [60][560/940] lr: 4.000e-02, eta: 1 day, 10:58:23, time: 1.462, data_time: 0.002, memory: 6929, loss_aux: 1.2620, top1_acc: 0.5053, top5_acc: 0.7408, loss_cls: 2.1406, loss: 3.4026, grad_norm: 3.5591 2020-09-24 14:28:23,558 - mmaction - INFO - Epoch [60][580/940] lr: 4.000e-02, eta: 1 day, 10:57:52, time: 1.455, data_time: 0.001, memory: 6929, loss_aux: 1.2600, top1_acc: 0.5104, top5_acc: 0.7389, loss_cls: 2.1494, loss: 3.4094, grad_norm: 3.4960 2020-09-24 14:28:52,752 - mmaction - INFO - Epoch [60][600/940] lr: 4.000e-02, eta: 1 day, 10:57:22, time: 1.461, data_time: 0.002, memory: 6929, loss_aux: 1.2723, top1_acc: 0.5025, top5_acc: 0.7363, loss_cls: 2.1856, loss: 3.4578, grad_norm: 3.4879 2020-09-24 14:29:21,637 - mmaction - INFO - Epoch [60][620/940] lr: 4.000e-02, eta: 1 day, 10:56:51, time: 1.444, data_time: 0.001, memory: 6929, loss_aux: 1.2546, top1_acc: 0.5082, top5_acc: 0.7342, loss_cls: 2.1503, loss: 3.4049, grad_norm: 3.5040 2020-09-24 14:29:50,473 - mmaction - INFO - Epoch [60][640/940] lr: 4.000e-02, eta: 1 day, 10:56:20, time: 1.441, data_time: 0.001, memory: 6929, loss_aux: 1.2331, top1_acc: 0.5084, top5_acc: 0.7449, loss_cls: 2.1166, loss: 3.3497, grad_norm: 3.5315 2020-09-24 14:30:19,555 - mmaction - INFO - Epoch [60][660/940] lr: 4.000e-02, eta: 1 day, 10:55:50, time: 1.454, data_time: 0.002, memory: 6929, loss_aux: 1.2278, top1_acc: 0.5178, top5_acc: 0.7475, loss_cls: 2.0953, loss: 3.3231, grad_norm: 3.4932 2020-09-24 14:30:49,061 - mmaction - INFO - Epoch [60][680/940] lr: 4.000e-02, eta: 1 day, 10:55:20, time: 1.475, data_time: 0.002, memory: 6929, loss_aux: 1.2367, top1_acc: 0.5086, top5_acc: 0.7385, loss_cls: 2.1555, loss: 3.3923, grad_norm: 3.4771 2020-09-24 14:31:18,117 - mmaction - INFO - Epoch [60][700/940] lr: 4.000e-02, eta: 1 day, 10:54:50, time: 1.454, data_time: 0.003, memory: 6929, loss_aux: 1.2418, top1_acc: 0.5078, top5_acc: 0.7383, loss_cls: 2.1354, loss: 3.3772, grad_norm: 3.4815 2020-09-24 14:31:46,934 - mmaction - INFO - Epoch [60][720/940] lr: 4.000e-02, eta: 1 day, 10:54:19, time: 1.440, data_time: 0.005, memory: 6929, loss_aux: 1.2585, top1_acc: 0.5131, top5_acc: 0.7381, loss_cls: 2.1657, loss: 3.4242, grad_norm: 3.4798 2020-09-24 14:32:15,682 - mmaction - INFO - Epoch [60][740/940] lr: 4.000e-02, eta: 1 day, 10:53:48, time: 1.439, data_time: 0.003, memory: 6929, loss_aux: 1.2483, top1_acc: 0.5193, top5_acc: 0.7467, loss_cls: 2.1329, loss: 3.3811, grad_norm: 3.4712 2020-09-24 14:32:45,190 - mmaction - INFO - Epoch [60][760/940] lr: 4.000e-02, eta: 1 day, 10:53:18, time: 1.474, data_time: 0.001, memory: 6929, loss_aux: 1.2733, top1_acc: 0.4975, top5_acc: 0.7361, loss_cls: 2.1908, loss: 3.4641, grad_norm: 3.5163 2020-09-24 14:33:13,323 - mmaction - INFO - Epoch [60][780/940] lr: 4.000e-02, eta: 1 day, 10:52:46, time: 1.408, data_time: 0.003, memory: 6929, loss_aux: 1.2514, top1_acc: 0.5127, top5_acc: 0.7479, loss_cls: 2.1305, loss: 3.3819, grad_norm: 3.4821 2020-09-24 14:33:42,493 - mmaction - INFO - Epoch [60][800/940] lr: 4.000e-02, eta: 1 day, 10:52:16, time: 1.458, data_time: 0.001, memory: 6929, loss_aux: 1.2400, top1_acc: 0.5184, top5_acc: 0.7396, loss_cls: 2.1298, loss: 3.3698, grad_norm: 3.4967 2020-09-24 14:34:11,494 - mmaction - INFO - Epoch [60][820/940] lr: 4.000e-02, eta: 1 day, 10:51:45, time: 1.450, data_time: 0.003, memory: 6929, loss_aux: 1.2875, top1_acc: 0.5029, top5_acc: 0.7242, loss_cls: 2.1957, loss: 3.4831, grad_norm: 3.5180 2020-09-24 14:34:41,687 - mmaction - INFO - Epoch [60][840/940] lr: 4.000e-02, eta: 1 day, 10:51:16, time: 1.510, data_time: 0.002, memory: 6929, loss_aux: 1.2667, top1_acc: 0.5172, top5_acc: 0.7395, loss_cls: 2.1606, loss: 3.4272, grad_norm: 3.4559 2020-09-24 14:35:10,547 - mmaction - INFO - Epoch [60][860/940] lr: 4.000e-02, eta: 1 day, 10:50:46, time: 1.441, data_time: 0.002, memory: 6929, loss_aux: 1.2395, top1_acc: 0.5137, top5_acc: 0.7467, loss_cls: 2.1189, loss: 3.3584, grad_norm: 3.4554 2020-09-24 14:35:39,523 - mmaction - INFO - Epoch [60][880/940] lr: 4.000e-02, eta: 1 day, 10:50:15, time: 1.451, data_time: 0.004, memory: 6929, loss_aux: 1.2486, top1_acc: 0.5123, top5_acc: 0.7330, loss_cls: 2.1417, loss: 3.3903, grad_norm: 3.5165 2020-09-24 14:36:08,824 - mmaction - INFO - Epoch [60][900/940] lr: 4.000e-02, eta: 1 day, 10:49:45, time: 1.465, data_time: 0.001, memory: 6929, loss_aux: 1.2603, top1_acc: 0.5096, top5_acc: 0.7338, loss_cls: 2.1586, loss: 3.4189, grad_norm: 3.4396 2020-09-24 14:36:38,318 - mmaction - INFO - Epoch [60][920/940] lr: 4.000e-02, eta: 1 day, 10:49:15, time: 1.475, data_time: 0.002, memory: 6929, loss_aux: 1.2463, top1_acc: 0.5166, top5_acc: 0.7373, loss_cls: 2.1410, loss: 3.3873, grad_norm: 3.4680 2020-09-24 14:37:07,650 - mmaction - INFO - Epoch [60][940/940] lr: 4.000e-02, eta: 1 day, 10:48:45, time: 1.467, data_time: 0.002, memory: 6929, loss_aux: 1.2637, top1_acc: 0.5051, top5_acc: 0.7382, loss_cls: 2.1536, loss: 3.4172, grad_norm: 3.5649 2020-09-24 14:37:08,114 - mmaction - INFO - Saving checkpoint at 60 epochs 2020-09-24 14:37:42,405 - mmaction - INFO - Epoch [61][20/940] lr: 4.000e-02, eta: 1 day, 10:48:18, time: 1.554, data_time: 0.263, memory: 6929, loss_aux: 1.2592, top1_acc: 0.5123, top5_acc: 0.7320, loss_cls: 2.1481, loss: 3.4073, grad_norm: 3.5268 2020-09-24 14:38:10,505 - mmaction - INFO - Epoch [61][40/940] lr: 4.000e-02, eta: 1 day, 10:47:46, time: 1.404, data_time: 0.002, memory: 6929, loss_aux: 1.2351, top1_acc: 0.5223, top5_acc: 0.7490, loss_cls: 2.0953, loss: 3.3304, grad_norm: 3.5051 2020-09-24 14:38:40,384 - mmaction - INFO - Epoch [61][60/940] lr: 4.000e-02, eta: 1 day, 10:47:16, time: 1.495, data_time: 0.003, memory: 6929, loss_aux: 1.2634, top1_acc: 0.5172, top5_acc: 0.7469, loss_cls: 2.1506, loss: 3.4140, grad_norm: 3.5047 2020-09-24 14:39:09,412 - mmaction - INFO - Epoch [61][80/940] lr: 4.000e-02, eta: 1 day, 10:46:46, time: 1.451, data_time: 0.002, memory: 6929, loss_aux: 1.2620, top1_acc: 0.5156, top5_acc: 0.7430, loss_cls: 2.1189, loss: 3.3810, grad_norm: 3.4961 2020-09-24 14:39:37,799 - mmaction - INFO - Epoch [61][100/940] lr: 4.000e-02, eta: 1 day, 10:46:14, time: 1.420, data_time: 0.002, memory: 6929, loss_aux: 1.2488, top1_acc: 0.5203, top5_acc: 0.7406, loss_cls: 2.1410, loss: 3.3898, grad_norm: 3.5501 2020-09-24 14:40:06,070 - mmaction - INFO - Epoch [61][120/940] lr: 4.000e-02, eta: 1 day, 10:45:43, time: 1.413, data_time: 0.002, memory: 6929, loss_aux: 1.2228, top1_acc: 0.5240, top5_acc: 0.7502, loss_cls: 2.0767, loss: 3.2995, grad_norm: 3.4549 2020-09-24 14:40:35,115 - mmaction - INFO - Epoch [61][140/940] lr: 4.000e-02, eta: 1 day, 10:45:12, time: 1.453, data_time: 0.002, memory: 6929, loss_aux: 1.2427, top1_acc: 0.5172, top5_acc: 0.7465, loss_cls: 2.1113, loss: 3.3541, grad_norm: 3.5045 2020-09-24 14:41:03,541 - mmaction - INFO - Epoch [61][160/940] lr: 4.000e-02, eta: 1 day, 10:44:41, time: 1.420, data_time: 0.001, memory: 6929, loss_aux: 1.2588, top1_acc: 0.5174, top5_acc: 0.7395, loss_cls: 2.1440, loss: 3.4028, grad_norm: 3.4923 2020-09-24 14:41:32,721 - mmaction - INFO - Epoch [61][180/940] lr: 4.000e-02, eta: 1 day, 10:44:11, time: 1.460, data_time: 0.003, memory: 6929, loss_aux: 1.2373, top1_acc: 0.5176, top5_acc: 0.7514, loss_cls: 2.0949, loss: 3.3322, grad_norm: 3.5028 2020-09-24 14:42:02,266 - mmaction - INFO - Epoch [61][200/940] lr: 4.000e-02, eta: 1 day, 10:43:41, time: 1.477, data_time: 0.001, memory: 6929, loss_aux: 1.2313, top1_acc: 0.5236, top5_acc: 0.7381, loss_cls: 2.1120, loss: 3.3433, grad_norm: 3.4933 2020-09-24 14:42:30,845 - mmaction - INFO - Epoch [61][220/940] lr: 4.000e-02, eta: 1 day, 10:43:10, time: 1.428, data_time: 0.001, memory: 6929, loss_aux: 1.2055, top1_acc: 0.5342, top5_acc: 0.7580, loss_cls: 2.0331, loss: 3.2386, grad_norm: 3.4380 2020-09-24 14:42:59,914 - mmaction - INFO - Epoch [61][240/940] lr: 4.000e-02, eta: 1 day, 10:42:39, time: 1.454, data_time: 0.002, memory: 6929, loss_aux: 1.2414, top1_acc: 0.5168, top5_acc: 0.7406, loss_cls: 2.1074, loss: 3.3488, grad_norm: 3.4369 2020-09-24 14:43:28,634 - mmaction - INFO - Epoch [61][260/940] lr: 4.000e-02, eta: 1 day, 10:42:08, time: 1.435, data_time: 0.001, memory: 6929, loss_aux: 1.2199, top1_acc: 0.5180, top5_acc: 0.7537, loss_cls: 2.0700, loss: 3.2899, grad_norm: 3.4808 2020-09-24 14:43:58,025 - mmaction - INFO - Epoch [61][280/940] lr: 4.000e-02, eta: 1 day, 10:41:38, time: 1.470, data_time: 0.002, memory: 6929, loss_aux: 1.2516, top1_acc: 0.5152, top5_acc: 0.7469, loss_cls: 2.1104, loss: 3.3620, grad_norm: 3.5615 2020-09-24 14:44:27,131 - mmaction - INFO - Epoch [61][300/940] lr: 4.000e-02, eta: 1 day, 10:41:08, time: 1.455, data_time: 0.002, memory: 6929, loss_aux: 1.2595, top1_acc: 0.5105, top5_acc: 0.7365, loss_cls: 2.1481, loss: 3.4076, grad_norm: 3.5640 2020-09-24 14:44:56,429 - mmaction - INFO - Epoch [61][320/940] lr: 4.000e-02, eta: 1 day, 10:40:38, time: 1.466, data_time: 0.003, memory: 6929, loss_aux: 1.2470, top1_acc: 0.5195, top5_acc: 0.7445, loss_cls: 2.1187, loss: 3.3657, grad_norm: 3.4813 2020-09-24 14:45:25,146 - mmaction - INFO - Epoch [61][340/940] lr: 4.000e-02, eta: 1 day, 10:40:07, time: 1.436, data_time: 0.002, memory: 6929, loss_aux: 1.2251, top1_acc: 0.5236, top5_acc: 0.7484, loss_cls: 2.0806, loss: 3.3056, grad_norm: 3.4381 2020-09-24 14:45:53,965 - mmaction - INFO - Epoch [61][360/940] lr: 4.000e-02, eta: 1 day, 10:39:36, time: 1.442, data_time: 0.003, memory: 6929, loss_aux: 1.2430, top1_acc: 0.5215, top5_acc: 0.7379, loss_cls: 2.1193, loss: 3.3623, grad_norm: 3.4823 2020-09-24 14:46:23,614 - mmaction - INFO - Epoch [61][380/940] lr: 4.000e-02, eta: 1 day, 10:39:06, time: 1.482, data_time: 0.001, memory: 6929, loss_aux: 1.2631, top1_acc: 0.5119, top5_acc: 0.7398, loss_cls: 2.1443, loss: 3.4074, grad_norm: 3.5154 2020-09-24 14:46:52,365 - mmaction - INFO - Epoch [61][400/940] lr: 4.000e-02, eta: 1 day, 10:38:35, time: 1.438, data_time: 0.002, memory: 6929, loss_aux: 1.2768, top1_acc: 0.5094, top5_acc: 0.7273, loss_cls: 2.1745, loss: 3.4514, grad_norm: 3.4419 2020-09-24 14:47:22,225 - mmaction - INFO - Epoch [61][420/940] lr: 4.000e-02, eta: 1 day, 10:38:06, time: 1.492, data_time: 0.002, memory: 6929, loss_aux: 1.2500, top1_acc: 0.5078, top5_acc: 0.7463, loss_cls: 2.1433, loss: 3.3933, grad_norm: 3.5185 2020-09-24 14:47:50,996 - mmaction - INFO - Epoch [61][440/940] lr: 4.000e-02, eta: 1 day, 10:37:35, time: 1.439, data_time: 0.003, memory: 6929, loss_aux: 1.2281, top1_acc: 0.5170, top5_acc: 0.7486, loss_cls: 2.1095, loss: 3.3376, grad_norm: 3.4960 2020-09-24 14:48:19,621 - mmaction - INFO - Epoch [61][460/940] lr: 4.000e-02, eta: 1 day, 10:37:04, time: 1.432, data_time: 0.006, memory: 6929, loss_aux: 1.2500, top1_acc: 0.5176, top5_acc: 0.7387, loss_cls: 2.1265, loss: 3.3765, grad_norm: 3.4310 2020-09-24 14:48:49,307 - mmaction - INFO - Epoch [61][480/940] lr: 4.000e-02, eta: 1 day, 10:36:35, time: 1.484, data_time: 0.001, memory: 6929, loss_aux: 1.2863, top1_acc: 0.4977, top5_acc: 0.7271, loss_cls: 2.2133, loss: 3.4996, grad_norm: 3.4760 2020-09-24 14:49:19,403 - mmaction - INFO - Epoch [61][500/940] lr: 4.000e-02, eta: 1 day, 10:36:06, time: 1.506, data_time: 0.003, memory: 6929, loss_aux: 1.2350, top1_acc: 0.5156, top5_acc: 0.7533, loss_cls: 2.1094, loss: 3.3444, grad_norm: 3.5171 2020-09-24 14:49:49,733 - mmaction - INFO - Epoch [61][520/940] lr: 4.000e-02, eta: 1 day, 10:35:37, time: 1.516, data_time: 0.001, memory: 6929, loss_aux: 1.2643, top1_acc: 0.5064, top5_acc: 0.7357, loss_cls: 2.1821, loss: 3.4465, grad_norm: 3.4858 2020-09-24 14:50:18,687 - mmaction - INFO - Epoch [61][540/940] lr: 4.000e-02, eta: 1 day, 10:35:06, time: 1.447, data_time: 0.002, memory: 6929, loss_aux: 1.2370, top1_acc: 0.5174, top5_acc: 0.7469, loss_cls: 2.1171, loss: 3.3541, grad_norm: 3.4899 2020-09-24 14:50:48,329 - mmaction - INFO - Epoch [61][560/940] lr: 4.000e-02, eta: 1 day, 10:34:37, time: 1.482, data_time: 0.002, memory: 6929, loss_aux: 1.2455, top1_acc: 0.5109, top5_acc: 0.7357, loss_cls: 2.1617, loss: 3.4071, grad_norm: 3.5479 2020-09-24 14:51:17,362 - mmaction - INFO - Epoch [61][580/940] lr: 4.000e-02, eta: 1 day, 10:34:06, time: 1.452, data_time: 0.002, memory: 6929, loss_aux: 1.2480, top1_acc: 0.5090, top5_acc: 0.7475, loss_cls: 2.1404, loss: 3.3884, grad_norm: 3.5234 2020-09-24 14:51:46,729 - mmaction - INFO - Epoch [61][600/940] lr: 4.000e-02, eta: 1 day, 10:33:36, time: 1.468, data_time: 0.002, memory: 6929, loss_aux: 1.2680, top1_acc: 0.4977, top5_acc: 0.7314, loss_cls: 2.1728, loss: 3.4408, grad_norm: 3.5479 2020-09-24 14:52:17,407 - mmaction - INFO - Epoch [61][620/940] lr: 4.000e-02, eta: 1 day, 10:33:08, time: 1.535, data_time: 0.003, memory: 6929, loss_aux: 1.2503, top1_acc: 0.5139, top5_acc: 0.7400, loss_cls: 2.1132, loss: 3.3636, grad_norm: 3.4984 2020-09-24 14:52:46,314 - mmaction - INFO - Epoch [61][640/940] lr: 4.000e-02, eta: 1 day, 10:32:38, time: 1.444, data_time: 0.001, memory: 6929, loss_aux: 1.2578, top1_acc: 0.5135, top5_acc: 0.7311, loss_cls: 2.1520, loss: 3.4098, grad_norm: 3.5820 2020-09-24 14:53:16,510 - mmaction - INFO - Epoch [61][660/940] lr: 4.000e-02, eta: 1 day, 10:32:09, time: 1.511, data_time: 0.003, memory: 6929, loss_aux: 1.2635, top1_acc: 0.4938, top5_acc: 0.7336, loss_cls: 2.1670, loss: 3.4305, grad_norm: 3.4676 2020-09-24 14:53:45,754 - mmaction - INFO - Epoch [61][680/940] lr: 4.000e-02, eta: 1 day, 10:31:39, time: 1.461, data_time: 0.001, memory: 6929, loss_aux: 1.2472, top1_acc: 0.5154, top5_acc: 0.7490, loss_cls: 2.1195, loss: 3.3666, grad_norm: 3.4530 2020-09-24 14:54:14,720 - mmaction - INFO - Epoch [61][700/940] lr: 4.000e-02, eta: 1 day, 10:31:08, time: 1.449, data_time: 0.003, memory: 6929, loss_aux: 1.2542, top1_acc: 0.5053, top5_acc: 0.7486, loss_cls: 2.1251, loss: 3.3792, grad_norm: 3.5762 2020-09-24 14:54:44,115 - mmaction - INFO - Epoch [61][720/940] lr: 4.000e-02, eta: 1 day, 10:30:38, time: 1.469, data_time: 0.001, memory: 6929, loss_aux: 1.2455, top1_acc: 0.5072, top5_acc: 0.7322, loss_cls: 2.1401, loss: 3.3856, grad_norm: 3.5539 2020-09-24 14:55:13,138 - mmaction - INFO - Epoch [61][740/940] lr: 4.000e-02, eta: 1 day, 10:30:08, time: 1.452, data_time: 0.003, memory: 6929, loss_aux: 1.2440, top1_acc: 0.5174, top5_acc: 0.7422, loss_cls: 2.1243, loss: 3.3683, grad_norm: 3.4885 2020-09-24 14:55:42,312 - mmaction - INFO - Epoch [61][760/940] lr: 4.000e-02, eta: 1 day, 10:29:37, time: 1.459, data_time: 0.002, memory: 6929, loss_aux: 1.2580, top1_acc: 0.5080, top5_acc: 0.7332, loss_cls: 2.1644, loss: 3.4224, grad_norm: 3.4926 2020-09-24 14:56:10,616 - mmaction - INFO - Epoch [61][780/940] lr: 4.000e-02, eta: 1 day, 10:29:06, time: 1.415, data_time: 0.001, memory: 6929, loss_aux: 1.2479, top1_acc: 0.5166, top5_acc: 0.7365, loss_cls: 2.1439, loss: 3.3919, grad_norm: 3.4870 2020-09-24 14:56:39,922 - mmaction - INFO - Epoch [61][800/940] lr: 4.000e-02, eta: 1 day, 10:28:36, time: 1.467, data_time: 0.002, memory: 6929, loss_aux: 1.2376, top1_acc: 0.5082, top5_acc: 0.7467, loss_cls: 2.1136, loss: 3.3512, grad_norm: 3.4954 2020-09-24 14:57:09,727 - mmaction - INFO - Epoch [61][820/940] lr: 4.000e-02, eta: 1 day, 10:28:06, time: 1.488, data_time: 0.001, memory: 6929, loss_aux: 1.2589, top1_acc: 0.5137, top5_acc: 0.7279, loss_cls: 2.1573, loss: 3.4162, grad_norm: 3.4356 2020-09-24 14:57:39,268 - mmaction - INFO - Epoch [61][840/940] lr: 4.000e-02, eta: 1 day, 10:27:37, time: 1.478, data_time: 0.003, memory: 6929, loss_aux: 1.2631, top1_acc: 0.5117, top5_acc: 0.7387, loss_cls: 2.1564, loss: 3.4196, grad_norm: 3.4672 2020-09-24 14:58:08,760 - mmaction - INFO - Epoch [61][860/940] lr: 4.000e-02, eta: 1 day, 10:27:07, time: 1.473, data_time: 0.001, memory: 6929, loss_aux: 1.2375, top1_acc: 0.5166, top5_acc: 0.7432, loss_cls: 2.1066, loss: 3.3441, grad_norm: 3.4875 2020-09-24 14:58:36,921 - mmaction - INFO - Epoch [61][880/940] lr: 4.000e-02, eta: 1 day, 10:26:35, time: 1.409, data_time: 0.003, memory: 6929, loss_aux: 1.2545, top1_acc: 0.5062, top5_acc: 0.7340, loss_cls: 2.1745, loss: 3.4290, grad_norm: 3.5012 2020-09-24 14:59:05,661 - mmaction - INFO - Epoch [61][900/940] lr: 4.000e-02, eta: 1 day, 10:26:04, time: 1.436, data_time: 0.002, memory: 6929, loss_aux: 1.2642, top1_acc: 0.5062, top5_acc: 0.7369, loss_cls: 2.1700, loss: 3.4342, grad_norm: 3.5564 2020-09-24 14:59:35,274 - mmaction - INFO - Epoch [61][920/940] lr: 4.000e-02, eta: 1 day, 10:25:34, time: 1.482, data_time: 0.003, memory: 6929, loss_aux: 1.2422, top1_acc: 0.5150, top5_acc: 0.7398, loss_cls: 2.1222, loss: 3.3643, grad_norm: 3.5438 2020-09-24 15:00:06,859 - mmaction - INFO - Epoch [61][940/940] lr: 4.000e-02, eta: 1 day, 10:25:07, time: 1.560, data_time: 0.003, memory: 6929, loss_aux: 1.2736, top1_acc: 0.4953, top5_acc: 0.7364, loss_cls: 2.2016, loss: 3.4752, grad_norm: 3.5965 2020-09-24 15:00:07,499 - mmaction - INFO - Saving checkpoint at 61 epochs 2020-09-24 15:00:43,873 - mmaction - INFO - Epoch [62][20/940] lr: 4.000e-02, eta: 1 day, 10:24:41, time: 1.607, data_time: 0.353, memory: 6929, loss_aux: 1.2188, top1_acc: 0.5199, top5_acc: 0.7574, loss_cls: 2.0629, loss: 3.2817, grad_norm: 3.4732 2020-09-24 15:01:12,447 - mmaction - INFO - Epoch [62][40/940] lr: 4.000e-02, eta: 1 day, 10:24:10, time: 1.430, data_time: 0.004, memory: 6929, loss_aux: 1.2519, top1_acc: 0.5150, top5_acc: 0.7443, loss_cls: 2.1075, loss: 3.3594, grad_norm: 3.5210 2020-09-24 15:01:41,460 - mmaction - INFO - Epoch [62][60/940] lr: 4.000e-02, eta: 1 day, 10:23:40, time: 1.452, data_time: 0.002, memory: 6929, loss_aux: 1.2627, top1_acc: 0.5072, top5_acc: 0.7469, loss_cls: 2.1470, loss: 3.4097, grad_norm: 3.5342 2020-09-24 15:02:10,744 - mmaction - INFO - Epoch [62][80/940] lr: 4.000e-02, eta: 1 day, 10:23:09, time: 1.463, data_time: 0.002, memory: 6929, loss_aux: 1.2396, top1_acc: 0.5174, top5_acc: 0.7471, loss_cls: 2.1052, loss: 3.3448, grad_norm: 3.4908 2020-09-24 15:02:39,420 - mmaction - INFO - Epoch [62][100/940] lr: 4.000e-02, eta: 1 day, 10:22:38, time: 1.434, data_time: 0.003, memory: 6929, loss_aux: 1.2482, top1_acc: 0.5127, top5_acc: 0.7402, loss_cls: 2.1313, loss: 3.3795, grad_norm: 3.5110 2020-09-24 15:03:08,243 - mmaction - INFO - Epoch [62][120/940] lr: 4.000e-02, eta: 1 day, 10:22:08, time: 1.435, data_time: 0.001, memory: 6929, loss_aux: 1.2566, top1_acc: 0.5143, top5_acc: 0.7385, loss_cls: 2.1256, loss: 3.3823, grad_norm: 3.5359 2020-09-24 15:03:37,315 - mmaction - INFO - Epoch [62][140/940] lr: 4.000e-02, eta: 1 day, 10:21:37, time: 1.460, data_time: 0.008, memory: 6929, loss_aux: 1.2422, top1_acc: 0.5168, top5_acc: 0.7455, loss_cls: 2.1084, loss: 3.3506, grad_norm: 3.5478 2020-09-24 15:04:07,561 - mmaction - INFO - Epoch [62][160/940] lr: 4.000e-02, eta: 1 day, 10:21:09, time: 1.512, data_time: 0.002, memory: 6929, loss_aux: 1.2219, top1_acc: 0.5217, top5_acc: 0.7555, loss_cls: 2.0832, loss: 3.3051, grad_norm: 3.5010 2020-09-24 15:04:36,410 - mmaction - INFO - Epoch [62][180/940] lr: 4.000e-02, eta: 1 day, 10:20:38, time: 1.443, data_time: 0.003, memory: 6929, loss_aux: 1.2463, top1_acc: 0.5066, top5_acc: 0.7406, loss_cls: 2.1145, loss: 3.3608, grad_norm: 3.5030 2020-09-24 15:05:05,379 - mmaction - INFO - Epoch [62][200/940] lr: 4.000e-02, eta: 1 day, 10:20:07, time: 1.443, data_time: 0.001, memory: 6929, loss_aux: 1.2331, top1_acc: 0.5271, top5_acc: 0.7498, loss_cls: 2.0633, loss: 3.2964, grad_norm: 3.4681 2020-09-24 15:05:35,161 - mmaction - INFO - Epoch [62][220/940] lr: 4.000e-02, eta: 1 day, 10:19:38, time: 1.494, data_time: 0.007, memory: 6929, loss_aux: 1.2405, top1_acc: 0.5201, top5_acc: 0.7441, loss_cls: 2.1077, loss: 3.3482, grad_norm: 3.5030 2020-09-24 15:06:04,213 - mmaction - INFO - Epoch [62][240/940] lr: 4.000e-02, eta: 1 day, 10:19:07, time: 1.453, data_time: 0.002, memory: 6929, loss_aux: 1.2430, top1_acc: 0.5285, top5_acc: 0.7486, loss_cls: 2.1020, loss: 3.3450, grad_norm: 3.4611 2020-09-24 15:06:32,691 - mmaction - INFO - Epoch [62][260/940] lr: 4.000e-02, eta: 1 day, 10:18:36, time: 1.425, data_time: 0.003, memory: 6929, loss_aux: 1.2528, top1_acc: 0.5158, top5_acc: 0.7428, loss_cls: 2.1236, loss: 3.3764, grad_norm: 3.4971 2020-09-24 15:07:02,543 - mmaction - INFO - Epoch [62][280/940] lr: 4.000e-02, eta: 1 day, 10:18:07, time: 1.492, data_time: 0.003, memory: 6929, loss_aux: 1.2492, top1_acc: 0.5148, top5_acc: 0.7396, loss_cls: 2.1174, loss: 3.3666, grad_norm: 3.4933 2020-09-24 15:07:32,361 - mmaction - INFO - Epoch [62][300/940] lr: 4.000e-02, eta: 1 day, 10:17:38, time: 1.491, data_time: 0.002, memory: 6929, loss_aux: 1.2218, top1_acc: 0.5270, top5_acc: 0.7475, loss_cls: 2.0760, loss: 3.2978, grad_norm: 3.5122 2020-09-24 15:08:01,577 - mmaction - INFO - Epoch [62][320/940] lr: 4.000e-02, eta: 1 day, 10:17:07, time: 1.461, data_time: 0.002, memory: 6929, loss_aux: 1.2602, top1_acc: 0.5145, top5_acc: 0.7377, loss_cls: 2.1501, loss: 3.4103, grad_norm: 3.5480 2020-09-24 15:08:30,775 - mmaction - INFO - Epoch [62][340/940] lr: 4.000e-02, eta: 1 day, 10:16:37, time: 1.459, data_time: 0.001, memory: 6929, loss_aux: 1.2474, top1_acc: 0.5186, top5_acc: 0.7381, loss_cls: 2.1326, loss: 3.3800, grad_norm: 3.4817 2020-09-24 15:09:00,695 - mmaction - INFO - Epoch [62][360/940] lr: 4.000e-02, eta: 1 day, 10:16:08, time: 1.497, data_time: 0.003, memory: 6929, loss_aux: 1.2676, top1_acc: 0.5039, top5_acc: 0.7408, loss_cls: 2.1658, loss: 3.4334, grad_norm: 3.5097 2020-09-24 15:09:30,318 - mmaction - INFO - Epoch [62][380/940] lr: 4.000e-02, eta: 1 day, 10:15:38, time: 1.480, data_time: 0.001, memory: 6929, loss_aux: 1.2304, top1_acc: 0.5205, top5_acc: 0.7492, loss_cls: 2.0955, loss: 3.3259, grad_norm: 3.4891 2020-09-24 15:09:59,067 - mmaction - INFO - Epoch [62][400/940] lr: 4.000e-02, eta: 1 day, 10:15:07, time: 1.438, data_time: 0.003, memory: 6929, loss_aux: 1.2197, top1_acc: 0.5162, top5_acc: 0.7484, loss_cls: 2.0933, loss: 3.3130, grad_norm: 3.4714 2020-09-24 15:10:27,840 - mmaction - INFO - Epoch [62][420/940] lr: 4.000e-02, eta: 1 day, 10:14:37, time: 1.438, data_time: 0.002, memory: 6929, loss_aux: 1.2523, top1_acc: 0.5164, top5_acc: 0.7410, loss_cls: 2.1116, loss: 3.3639, grad_norm: 3.5191 2020-09-24 15:10:57,672 - mmaction - INFO - Epoch [62][440/940] lr: 4.000e-02, eta: 1 day, 10:14:07, time: 1.492, data_time: 0.002, memory: 6929, loss_aux: 1.2315, top1_acc: 0.5234, top5_acc: 0.7473, loss_cls: 2.1076, loss: 3.3392, grad_norm: 3.5163 2020-09-24 15:11:27,769 - mmaction - INFO - Epoch [62][460/940] lr: 4.000e-02, eta: 1 day, 10:13:38, time: 1.504, data_time: 0.001, memory: 6929, loss_aux: 1.2487, top1_acc: 0.5154, top5_acc: 0.7402, loss_cls: 2.1322, loss: 3.3809, grad_norm: 3.4198 2020-09-24 15:11:57,143 - mmaction - INFO - Epoch [62][480/940] lr: 4.000e-02, eta: 1 day, 10:13:08, time: 1.470, data_time: 0.002, memory: 6929, loss_aux: 1.2590, top1_acc: 0.5025, top5_acc: 0.7439, loss_cls: 2.1413, loss: 3.4003, grad_norm: 3.4880 2020-09-24 15:12:27,142 - mmaction - INFO - Epoch [62][500/940] lr: 4.000e-02, eta: 1 day, 10:12:39, time: 1.499, data_time: 0.001, memory: 6929, loss_aux: 1.2645, top1_acc: 0.5018, top5_acc: 0.7369, loss_cls: 2.1615, loss: 3.4260, grad_norm: 3.5305 2020-09-24 15:12:57,112 - mmaction - INFO - Epoch [62][520/940] lr: 4.000e-02, eta: 1 day, 10:12:10, time: 1.500, data_time: 0.003, memory: 6929, loss_aux: 1.2623, top1_acc: 0.5064, top5_acc: 0.7369, loss_cls: 2.1645, loss: 3.4268, grad_norm: 3.5424 2020-09-24 15:13:25,912 - mmaction - INFO - Epoch [62][540/940] lr: 4.000e-02, eta: 1 day, 10:11:39, time: 1.438, data_time: 0.001, memory: 6929, loss_aux: 1.2671, top1_acc: 0.5166, top5_acc: 0.7389, loss_cls: 2.1603, loss: 3.4274, grad_norm: 3.5185 2020-09-24 15:13:55,445 - mmaction - INFO - Epoch [62][560/940] lr: 4.000e-02, eta: 1 day, 10:11:10, time: 1.478, data_time: 0.003, memory: 6929, loss_aux: 1.2615, top1_acc: 0.5115, top5_acc: 0.7355, loss_cls: 2.1531, loss: 3.4147, grad_norm: 3.4940 2020-09-24 15:14:24,779 - mmaction - INFO - Epoch [62][580/940] lr: 4.000e-02, eta: 1 day, 10:10:40, time: 1.466, data_time: 0.002, memory: 6929, loss_aux: 1.2381, top1_acc: 0.5154, top5_acc: 0.7506, loss_cls: 2.1133, loss: 3.3514, grad_norm: 3.5509 2020-09-24 15:14:54,390 - mmaction - INFO - Epoch [62][600/940] lr: 4.000e-02, eta: 1 day, 10:10:10, time: 1.481, data_time: 0.003, memory: 6929, loss_aux: 1.2614, top1_acc: 0.5160, top5_acc: 0.7359, loss_cls: 2.1731, loss: 3.4345, grad_norm: 3.5193 2020-09-24 15:15:24,668 - mmaction - INFO - Epoch [62][620/940] lr: 4.000e-02, eta: 1 day, 10:09:41, time: 1.513, data_time: 0.001, memory: 6929, loss_aux: 1.2373, top1_acc: 0.5131, top5_acc: 0.7389, loss_cls: 2.1198, loss: 3.3571, grad_norm: 3.4479 2020-09-24 15:15:53,616 - mmaction - INFO - Epoch [62][640/940] lr: 4.000e-02, eta: 1 day, 10:09:11, time: 1.449, data_time: 0.003, memory: 6929, loss_aux: 1.2435, top1_acc: 0.5182, top5_acc: 0.7492, loss_cls: 2.1091, loss: 3.3526, grad_norm: 3.4814 2020-09-24 15:16:22,924 - mmaction - INFO - Epoch [62][660/940] lr: 4.000e-02, eta: 1 day, 10:08:41, time: 1.465, data_time: 0.001, memory: 6929, loss_aux: 1.2440, top1_acc: 0.5141, top5_acc: 0.7439, loss_cls: 2.1214, loss: 3.3654, grad_norm: 3.5748 2020-09-24 15:16:52,550 - mmaction - INFO - Epoch [62][680/940] lr: 4.000e-02, eta: 1 day, 10:08:11, time: 1.480, data_time: 0.001, memory: 6929, loss_aux: 1.2245, top1_acc: 0.5287, top5_acc: 0.7500, loss_cls: 2.0714, loss: 3.2959, grad_norm: 3.4695 2020-09-24 15:17:21,327 - mmaction - INFO - Epoch [62][700/940] lr: 4.000e-02, eta: 1 day, 10:07:40, time: 1.440, data_time: 0.002, memory: 6929, loss_aux: 1.2629, top1_acc: 0.5152, top5_acc: 0.7365, loss_cls: 2.1423, loss: 3.4051, grad_norm: 3.4497 2020-09-24 15:17:51,416 - mmaction - INFO - Epoch [62][720/940] lr: 4.000e-02, eta: 1 day, 10:07:11, time: 1.503, data_time: 0.001, memory: 6929, loss_aux: 1.2716, top1_acc: 0.5021, top5_acc: 0.7373, loss_cls: 2.1693, loss: 3.4409, grad_norm: 3.5348 2020-09-24 15:18:20,309 - mmaction - INFO - Epoch [62][740/940] lr: 4.000e-02, eta: 1 day, 10:06:41, time: 1.445, data_time: 0.003, memory: 6929, loss_aux: 1.2608, top1_acc: 0.5139, top5_acc: 0.7371, loss_cls: 2.1510, loss: 3.4118, grad_norm: 3.5302 2020-09-24 15:18:49,597 - mmaction - INFO - Epoch [62][760/940] lr: 4.000e-02, eta: 1 day, 10:06:10, time: 1.464, data_time: 0.002, memory: 6929, loss_aux: 1.2557, top1_acc: 0.5139, top5_acc: 0.7387, loss_cls: 2.1474, loss: 3.4031, grad_norm: 3.5218 2020-09-24 15:19:20,039 - mmaction - INFO - Epoch [62][780/940] lr: 4.000e-02, eta: 1 day, 10:05:42, time: 1.523, data_time: 0.003, memory: 6929, loss_aux: 1.2749, top1_acc: 0.4992, top5_acc: 0.7312, loss_cls: 2.2036, loss: 3.4785, grad_norm: 3.5378 2020-09-24 15:19:48,741 - mmaction - INFO - Epoch [62][800/940] lr: 4.000e-02, eta: 1 day, 10:05:11, time: 1.434, data_time: 0.002, memory: 6929, loss_aux: 1.2444, top1_acc: 0.5150, top5_acc: 0.7365, loss_cls: 2.1395, loss: 3.3839, grad_norm: 3.4569 2020-09-24 15:20:17,916 - mmaction - INFO - Epoch [62][820/940] lr: 4.000e-02, eta: 1 day, 10:04:41, time: 1.460, data_time: 0.003, memory: 6929, loss_aux: 1.2275, top1_acc: 0.5244, top5_acc: 0.7479, loss_cls: 2.0975, loss: 3.3250, grad_norm: 3.4498 2020-09-24 15:20:47,053 - mmaction - INFO - Epoch [62][840/940] lr: 4.000e-02, eta: 1 day, 10:04:11, time: 1.455, data_time: 0.002, memory: 6929, loss_aux: 1.2465, top1_acc: 0.5189, top5_acc: 0.7443, loss_cls: 2.1188, loss: 3.3653, grad_norm: 3.4693 2020-09-24 15:21:16,910 - mmaction - INFO - Epoch [62][860/940] lr: 4.000e-02, eta: 1 day, 10:03:41, time: 1.495, data_time: 0.004, memory: 6929, loss_aux: 1.2665, top1_acc: 0.5068, top5_acc: 0.7414, loss_cls: 2.1529, loss: 3.4194, grad_norm: 3.5476 2020-09-24 15:21:46,603 - mmaction - INFO - Epoch [62][880/940] lr: 4.000e-02, eta: 1 day, 10:03:12, time: 1.484, data_time: 0.001, memory: 6929, loss_aux: 1.2501, top1_acc: 0.5062, top5_acc: 0.7352, loss_cls: 2.1598, loss: 3.4099, grad_norm: 3.5241 2020-09-24 15:22:16,998 - mmaction - INFO - Epoch [62][900/940] lr: 4.000e-02, eta: 1 day, 10:02:43, time: 1.521, data_time: 0.002, memory: 6929, loss_aux: 1.2214, top1_acc: 0.5123, top5_acc: 0.7479, loss_cls: 2.1194, loss: 3.3408, grad_norm: 3.4923 2020-09-24 15:22:46,881 - mmaction - INFO - Epoch [62][920/940] lr: 4.000e-02, eta: 1 day, 10:02:14, time: 1.493, data_time: 0.001, memory: 6929, loss_aux: 1.2755, top1_acc: 0.4973, top5_acc: 0.7283, loss_cls: 2.2018, loss: 3.4773, grad_norm: 3.4815 2020-09-24 15:23:14,744 - mmaction - INFO - Epoch [62][940/940] lr: 4.000e-02, eta: 1 day, 10:01:42, time: 1.394, data_time: 0.003, memory: 6929, loss_aux: 1.2586, top1_acc: 0.5083, top5_acc: 0.7433, loss_cls: 2.1497, loss: 3.4083, grad_norm: 3.5390 2020-09-24 15:23:15,124 - mmaction - INFO - Saving checkpoint at 62 epochs 2020-09-24 15:23:49,368 - mmaction - INFO - Epoch [63][20/940] lr: 4.000e-02, eta: 1 day, 10:01:15, time: 1.571, data_time: 0.263, memory: 6929, loss_aux: 1.2404, top1_acc: 0.5133, top5_acc: 0.7441, loss_cls: 2.1205, loss: 3.3609, grad_norm: 3.4624 2020-09-24 15:24:18,389 - mmaction - INFO - Epoch [63][40/940] lr: 4.000e-02, eta: 1 day, 10:00:44, time: 1.451, data_time: 0.001, memory: 6929, loss_aux: 1.2359, top1_acc: 0.5297, top5_acc: 0.7449, loss_cls: 2.0843, loss: 3.3202, grad_norm: 3.5121 2020-09-24 15:24:48,713 - mmaction - INFO - Epoch [63][60/940] lr: 4.000e-02, eta: 1 day, 10:00:16, time: 1.515, data_time: 0.002, memory: 6929, loss_aux: 1.2429, top1_acc: 0.5199, top5_acc: 0.7455, loss_cls: 2.1178, loss: 3.3607, grad_norm: 3.5164 2020-09-24 15:25:17,281 - mmaction - INFO - Epoch [63][80/940] lr: 4.000e-02, eta: 1 day, 9:59:45, time: 1.430, data_time: 0.003, memory: 6929, loss_aux: 1.2458, top1_acc: 0.5168, top5_acc: 0.7449, loss_cls: 2.1077, loss: 3.3535, grad_norm: 3.5436 2020-09-24 15:25:46,276 - mmaction - INFO - Epoch [63][100/940] lr: 4.000e-02, eta: 1 day, 9:59:14, time: 1.448, data_time: 0.001, memory: 6929, loss_aux: 1.2235, top1_acc: 0.5180, top5_acc: 0.7555, loss_cls: 2.0840, loss: 3.3075, grad_norm: 3.4855 2020-09-24 15:26:15,325 - mmaction - INFO - Epoch [63][120/940] lr: 4.000e-02, eta: 1 day, 9:58:44, time: 1.454, data_time: 0.004, memory: 6929, loss_aux: 1.2342, top1_acc: 0.5221, top5_acc: 0.7559, loss_cls: 2.0749, loss: 3.3091, grad_norm: 3.4871 2020-09-24 15:26:45,134 - mmaction - INFO - Epoch [63][140/940] lr: 4.000e-02, eta: 1 day, 9:58:14, time: 1.490, data_time: 0.001, memory: 6929, loss_aux: 1.2286, top1_acc: 0.5215, top5_acc: 0.7479, loss_cls: 2.0660, loss: 3.2946, grad_norm: 3.5306 2020-09-24 15:27:13,916 - mmaction - INFO - Epoch [63][160/940] lr: 4.000e-02, eta: 1 day, 9:57:44, time: 1.439, data_time: 0.002, memory: 6929, loss_aux: 1.2583, top1_acc: 0.5195, top5_acc: 0.7354, loss_cls: 2.1584, loss: 3.4167, grad_norm: 3.5304 2020-09-24 15:27:43,685 - mmaction - INFO - Epoch [63][180/940] lr: 4.000e-02, eta: 1 day, 9:57:14, time: 1.488, data_time: 0.002, memory: 6929, loss_aux: 1.2590, top1_acc: 0.5127, top5_acc: 0.7430, loss_cls: 2.1336, loss: 3.3926, grad_norm: 3.5083 2020-09-24 15:28:12,428 - mmaction - INFO - Epoch [63][200/940] lr: 4.000e-02, eta: 1 day, 9:56:43, time: 1.437, data_time: 0.002, memory: 6929, loss_aux: 1.2385, top1_acc: 0.5234, top5_acc: 0.7496, loss_cls: 2.0784, loss: 3.3169, grad_norm: 3.4810 2020-09-24 15:28:42,319 - mmaction - INFO - Epoch [63][220/940] lr: 4.000e-02, eta: 1 day, 9:56:14, time: 1.496, data_time: 0.002, memory: 6929, loss_aux: 1.2652, top1_acc: 0.5107, top5_acc: 0.7408, loss_cls: 2.1502, loss: 3.4153, grad_norm: 3.5181 2020-09-24 15:29:11,570 - mmaction - INFO - Epoch [63][240/940] lr: 4.000e-02, eta: 1 day, 9:55:44, time: 1.461, data_time: 0.001, memory: 6929, loss_aux: 1.2637, top1_acc: 0.5068, top5_acc: 0.7357, loss_cls: 2.1536, loss: 3.4173, grad_norm: 3.4891 2020-09-24 15:29:40,359 - mmaction - INFO - Epoch [63][260/940] lr: 4.000e-02, eta: 1 day, 9:55:13, time: 1.441, data_time: 0.003, memory: 6929, loss_aux: 1.2516, top1_acc: 0.5084, top5_acc: 0.7426, loss_cls: 2.1179, loss: 3.3696, grad_norm: 3.4978 2020-09-24 15:30:10,452 - mmaction - INFO - Epoch [63][280/940] lr: 4.000e-02, eta: 1 day, 9:54:44, time: 1.504, data_time: 0.001, memory: 6929, loss_aux: 1.2474, top1_acc: 0.5133, top5_acc: 0.7471, loss_cls: 2.1368, loss: 3.3842, grad_norm: 3.5771 2020-09-24 15:30:38,756 - mmaction - INFO - Epoch [63][300/940] lr: 4.000e-02, eta: 1 day, 9:54:13, time: 1.416, data_time: 0.002, memory: 6929, loss_aux: 1.2359, top1_acc: 0.5199, top5_acc: 0.7420, loss_cls: 2.1307, loss: 3.3666, grad_norm: 3.4554 2020-09-24 15:31:09,195 - mmaction - INFO - Epoch [63][320/940] lr: 4.000e-02, eta: 1 day, 9:53:44, time: 1.521, data_time: 0.002, memory: 6929, loss_aux: 1.2629, top1_acc: 0.5121, top5_acc: 0.7469, loss_cls: 2.1077, loss: 3.3706, grad_norm: 3.5260 2020-09-24 15:31:37,846 - mmaction - INFO - Epoch [63][340/940] lr: 4.000e-02, eta: 1 day, 9:53:13, time: 1.434, data_time: 0.003, memory: 6929, loss_aux: 1.2461, top1_acc: 0.5062, top5_acc: 0.7439, loss_cls: 2.1159, loss: 3.3620, grad_norm: 3.5507 2020-09-24 15:32:07,763 - mmaction - INFO - Epoch [63][360/940] lr: 4.000e-02, eta: 1 day, 9:52:44, time: 1.495, data_time: 0.002, memory: 6929, loss_aux: 1.2495, top1_acc: 0.5133, top5_acc: 0.7357, loss_cls: 2.1519, loss: 3.4014, grad_norm: 3.4699 2020-09-24 15:32:37,240 - mmaction - INFO - Epoch [63][380/940] lr: 4.000e-02, eta: 1 day, 9:52:14, time: 1.474, data_time: 0.003, memory: 6929, loss_aux: 1.2254, top1_acc: 0.5172, top5_acc: 0.7512, loss_cls: 2.0867, loss: 3.3121, grad_norm: 3.4839 2020-09-24 15:33:07,339 - mmaction - INFO - Epoch [63][400/940] lr: 4.000e-02, eta: 1 day, 9:51:45, time: 1.505, data_time: 0.002, memory: 6929, loss_aux: 1.2461, top1_acc: 0.5197, top5_acc: 0.7506, loss_cls: 2.0890, loss: 3.3351, grad_norm: 3.5188 2020-09-24 15:33:36,693 - mmaction - INFO - Epoch [63][420/940] lr: 4.000e-02, eta: 1 day, 9:51:15, time: 1.468, data_time: 0.002, memory: 6929, loss_aux: 1.2558, top1_acc: 0.5141, top5_acc: 0.7443, loss_cls: 2.1133, loss: 3.3691, grad_norm: 3.5146 2020-09-24 15:34:07,355 - mmaction - INFO - Epoch [63][440/940] lr: 4.000e-02, eta: 1 day, 9:50:47, time: 1.532, data_time: 0.001, memory: 6929, loss_aux: 1.2392, top1_acc: 0.5178, top5_acc: 0.7459, loss_cls: 2.1181, loss: 3.3573, grad_norm: 3.4982 2020-09-24 15:34:37,451 - mmaction - INFO - Epoch [63][460/940] lr: 4.000e-02, eta: 1 day, 9:50:18, time: 1.505, data_time: 0.003, memory: 6929, loss_aux: 1.2287, top1_acc: 0.5221, top5_acc: 0.7463, loss_cls: 2.1023, loss: 3.3310, grad_norm: 3.5316 2020-09-24 15:35:07,906 - mmaction - INFO - Epoch [63][480/940] lr: 4.000e-02, eta: 1 day, 9:49:50, time: 1.523, data_time: 0.002, memory: 6929, loss_aux: 1.2398, top1_acc: 0.5129, top5_acc: 0.7432, loss_cls: 2.1193, loss: 3.3591, grad_norm: 3.5050 2020-09-24 15:35:37,068 - mmaction - INFO - Epoch [63][500/940] lr: 4.000e-02, eta: 1 day, 9:49:20, time: 1.458, data_time: 0.002, memory: 6929, loss_aux: 1.2592, top1_acc: 0.5057, top5_acc: 0.7320, loss_cls: 2.1625, loss: 3.4217, grad_norm: 3.5359 2020-09-24 15:36:06,850 - mmaction - INFO - Epoch [63][520/940] lr: 4.000e-02, eta: 1 day, 9:48:50, time: 1.488, data_time: 0.002, memory: 6929, loss_aux: 1.2443, top1_acc: 0.5150, top5_acc: 0.7443, loss_cls: 2.1267, loss: 3.3711, grad_norm: 3.5387 2020-09-24 15:36:35,565 - mmaction - INFO - Epoch [63][540/940] lr: 4.000e-02, eta: 1 day, 9:48:19, time: 1.437, data_time: 0.003, memory: 6929, loss_aux: 1.2252, top1_acc: 0.5240, top5_acc: 0.7414, loss_cls: 2.0982, loss: 3.3235, grad_norm: 3.5069 2020-09-24 15:37:04,682 - mmaction - INFO - Epoch [63][560/940] lr: 4.000e-02, eta: 1 day, 9:47:49, time: 1.454, data_time: 0.002, memory: 6929, loss_aux: 1.2415, top1_acc: 0.5191, top5_acc: 0.7398, loss_cls: 2.1170, loss: 3.3585, grad_norm: 3.4563 2020-09-24 15:37:34,067 - mmaction - INFO - Epoch [63][580/940] lr: 4.000e-02, eta: 1 day, 9:47:19, time: 1.472, data_time: 0.004, memory: 6929, loss_aux: 1.2418, top1_acc: 0.5168, top5_acc: 0.7445, loss_cls: 2.1120, loss: 3.3539, grad_norm: 3.4814 2020-09-24 15:38:03,146 - mmaction - INFO - Epoch [63][600/940] lr: 4.000e-02, eta: 1 day, 9:46:49, time: 1.454, data_time: 0.001, memory: 6929, loss_aux: 1.2400, top1_acc: 0.5207, top5_acc: 0.7416, loss_cls: 2.1164, loss: 3.3563, grad_norm: 3.5098 2020-09-24 15:38:32,151 - mmaction - INFO - Epoch [63][620/940] lr: 4.000e-02, eta: 1 day, 9:46:18, time: 1.449, data_time: 0.002, memory: 6929, loss_aux: 1.2446, top1_acc: 0.5213, top5_acc: 0.7459, loss_cls: 2.1207, loss: 3.3653, grad_norm: 3.5186 2020-09-24 15:39:01,084 - mmaction - INFO - Epoch [63][640/940] lr: 4.000e-02, eta: 1 day, 9:45:48, time: 1.448, data_time: 0.003, memory: 6929, loss_aux: 1.2396, top1_acc: 0.5152, top5_acc: 0.7480, loss_cls: 2.0971, loss: 3.3367, grad_norm: 3.4701 2020-09-24 15:39:30,594 - mmaction - INFO - Epoch [63][660/940] lr: 4.000e-02, eta: 1 day, 9:45:18, time: 1.474, data_time: 0.002, memory: 6929, loss_aux: 1.2640, top1_acc: 0.5086, top5_acc: 0.7342, loss_cls: 2.1498, loss: 3.4138, grad_norm: 3.5236 2020-09-24 15:39:59,048 - mmaction - INFO - Epoch [63][680/940] lr: 4.000e-02, eta: 1 day, 9:44:47, time: 1.424, data_time: 0.003, memory: 6929, loss_aux: 1.2525, top1_acc: 0.5115, top5_acc: 0.7404, loss_cls: 2.1425, loss: 3.3949, grad_norm: 3.5335 2020-09-24 15:40:29,135 - mmaction - INFO - Epoch [63][700/940] lr: 4.000e-02, eta: 1 day, 9:44:18, time: 1.503, data_time: 0.001, memory: 6929, loss_aux: 1.2583, top1_acc: 0.5189, top5_acc: 0.7395, loss_cls: 2.1517, loss: 3.4100, grad_norm: 3.5840 2020-09-24 15:40:59,374 - mmaction - INFO - Epoch [63][720/940] lr: 4.000e-02, eta: 1 day, 9:43:49, time: 1.513, data_time: 0.003, memory: 6929, loss_aux: 1.2833, top1_acc: 0.4973, top5_acc: 0.7281, loss_cls: 2.2160, loss: 3.4993, grad_norm: 3.5645 2020-09-24 15:41:28,314 - mmaction - INFO - Epoch [63][740/940] lr: 4.000e-02, eta: 1 day, 9:43:18, time: 1.446, data_time: 0.002, memory: 6929, loss_aux: 1.2550, top1_acc: 0.5062, top5_acc: 0.7404, loss_cls: 2.1480, loss: 3.4030, grad_norm: 3.5285 2020-09-24 15:41:57,464 - mmaction - INFO - Epoch [63][760/940] lr: 4.000e-02, eta: 1 day, 9:42:48, time: 1.458, data_time: 0.003, memory: 6929, loss_aux: 1.2618, top1_acc: 0.5043, top5_acc: 0.7406, loss_cls: 2.1323, loss: 3.3941, grad_norm: 3.5005 2020-09-24 15:42:27,237 - mmaction - INFO - Epoch [63][780/940] lr: 4.000e-02, eta: 1 day, 9:42:19, time: 1.488, data_time: 0.002, memory: 6929, loss_aux: 1.2544, top1_acc: 0.5023, top5_acc: 0.7369, loss_cls: 2.1451, loss: 3.3995, grad_norm: 3.5243 2020-09-24 15:42:56,199 - mmaction - INFO - Epoch [63][800/940] lr: 4.000e-02, eta: 1 day, 9:41:48, time: 1.449, data_time: 0.003, memory: 6929, loss_aux: 1.2333, top1_acc: 0.5266, top5_acc: 0.7385, loss_cls: 2.1034, loss: 3.3368, grad_norm: 3.4212 2020-09-24 15:43:25,501 - mmaction - INFO - Epoch [63][820/940] lr: 4.000e-02, eta: 1 day, 9:41:18, time: 1.465, data_time: 0.002, memory: 6929, loss_aux: 1.2528, top1_acc: 0.5152, top5_acc: 0.7375, loss_cls: 2.1558, loss: 3.4086, grad_norm: 3.4772 2020-09-24 15:43:55,197 - mmaction - INFO - Epoch [63][840/940] lr: 4.000e-02, eta: 1 day, 9:40:49, time: 1.485, data_time: 0.002, memory: 6929, loss_aux: 1.2596, top1_acc: 0.5150, top5_acc: 0.7350, loss_cls: 2.1266, loss: 3.3862, grad_norm: 3.5077 2020-09-24 15:44:24,666 - mmaction - INFO - Epoch [63][860/940] lr: 4.000e-02, eta: 1 day, 9:40:19, time: 1.473, data_time: 0.001, memory: 6929, loss_aux: 1.2888, top1_acc: 0.5090, top5_acc: 0.7295, loss_cls: 2.1872, loss: 3.4760, grad_norm: 3.5748 2020-09-24 15:44:54,754 - mmaction - INFO - Epoch [63][880/940] lr: 4.000e-02, eta: 1 day, 9:39:50, time: 1.505, data_time: 0.002, memory: 6929, loss_aux: 1.2562, top1_acc: 0.5168, top5_acc: 0.7346, loss_cls: 2.1598, loss: 3.4160, grad_norm: 3.5101 2020-09-24 15:45:23,109 - mmaction - INFO - Epoch [63][900/940] lr: 4.000e-02, eta: 1 day, 9:39:18, time: 1.412, data_time: 0.001, memory: 6929, loss_aux: 1.2495, top1_acc: 0.5197, top5_acc: 0.7451, loss_cls: 2.1170, loss: 3.3665, grad_norm: 3.4584 2020-09-24 15:45:51,623 - mmaction - INFO - Epoch [63][920/940] lr: 4.000e-02, eta: 1 day, 9:38:47, time: 1.430, data_time: 0.007, memory: 6929, loss_aux: 1.2605, top1_acc: 0.5158, top5_acc: 0.7436, loss_cls: 2.1451, loss: 3.4057, grad_norm: 3.4613 2020-09-24 15:46:19,704 - mmaction - INFO - Epoch [63][940/940] lr: 4.000e-02, eta: 1 day, 9:38:16, time: 1.405, data_time: 0.003, memory: 6929, loss_aux: 1.2451, top1_acc: 0.5079, top5_acc: 0.7451, loss_cls: 2.1391, loss: 3.3843, grad_norm: 3.4735 2020-09-24 15:46:20,107 - mmaction - INFO - Saving checkpoint at 63 epochs 2020-09-24 15:46:54,536 - mmaction - INFO - Epoch [64][20/940] lr: 4.000e-02, eta: 1 day, 9:37:47, time: 1.519, data_time: 0.261, memory: 6929, loss_aux: 1.2256, top1_acc: 0.5215, top5_acc: 0.7420, loss_cls: 2.0975, loss: 3.3232, grad_norm: 3.5264 2020-09-24 15:47:23,331 - mmaction - INFO - Epoch [64][40/940] lr: 4.000e-02, eta: 1 day, 9:37:16, time: 1.440, data_time: 0.002, memory: 6929, loss_aux: 1.2547, top1_acc: 0.5102, top5_acc: 0.7369, loss_cls: 2.1470, loss: 3.4017, grad_norm: 3.5362 2020-09-24 15:47:52,301 - mmaction - INFO - Epoch [64][60/940] lr: 4.000e-02, eta: 1 day, 9:36:46, time: 1.448, data_time: 0.002, memory: 6929, loss_aux: 1.2334, top1_acc: 0.5219, top5_acc: 0.7510, loss_cls: 2.0831, loss: 3.3165, grad_norm: 3.4374 2020-09-24 15:48:21,434 - mmaction - INFO - Epoch [64][80/940] lr: 4.000e-02, eta: 1 day, 9:36:16, time: 1.458, data_time: 0.002, memory: 6929, loss_aux: 1.2216, top1_acc: 0.5250, top5_acc: 0.7502, loss_cls: 2.0720, loss: 3.2936, grad_norm: 3.5008 2020-09-24 15:48:50,053 - mmaction - INFO - Epoch [64][100/940] lr: 4.000e-02, eta: 1 day, 9:35:44, time: 1.429, data_time: 0.001, memory: 6929, loss_aux: 1.2261, top1_acc: 0.5215, top5_acc: 0.7457, loss_cls: 2.0860, loss: 3.3120, grad_norm: 3.5063 2020-09-24 15:49:19,262 - mmaction - INFO - Epoch [64][120/940] lr: 4.000e-02, eta: 1 day, 9:35:14, time: 1.461, data_time: 0.003, memory: 6929, loss_aux: 1.2207, top1_acc: 0.5232, top5_acc: 0.7533, loss_cls: 2.0745, loss: 3.2952, grad_norm: 3.4427 2020-09-24 15:49:48,154 - mmaction - INFO - Epoch [64][140/940] lr: 4.000e-02, eta: 1 day, 9:34:44, time: 1.444, data_time: 0.002, memory: 6929, loss_aux: 1.2334, top1_acc: 0.5207, top5_acc: 0.7443, loss_cls: 2.1010, loss: 3.3343, grad_norm: 3.4971 2020-09-24 15:50:17,659 - mmaction - INFO - Epoch [64][160/940] lr: 4.000e-02, eta: 1 day, 9:34:14, time: 1.472, data_time: 0.002, memory: 6929, loss_aux: 1.2279, top1_acc: 0.5131, top5_acc: 0.7416, loss_cls: 2.1143, loss: 3.3423, grad_norm: 3.4742 2020-09-24 15:50:46,659 - mmaction - INFO - Epoch [64][180/940] lr: 4.000e-02, eta: 1 day, 9:33:43, time: 1.448, data_time: 0.005, memory: 6929, loss_aux: 1.2330, top1_acc: 0.5252, top5_acc: 0.7457, loss_cls: 2.1018, loss: 3.3347, grad_norm: 3.5580 2020-09-24 15:51:14,902 - mmaction - INFO - Epoch [64][200/940] lr: 4.000e-02, eta: 1 day, 9:33:12, time: 1.418, data_time: 0.008, memory: 6929, loss_aux: 1.2296, top1_acc: 0.5240, top5_acc: 0.7520, loss_cls: 2.0800, loss: 3.3096, grad_norm: 3.4107 2020-09-24 15:51:44,237 - mmaction - INFO - Epoch [64][220/940] lr: 4.000e-02, eta: 1 day, 9:32:42, time: 1.466, data_time: 0.002, memory: 6929, loss_aux: 1.2402, top1_acc: 0.5256, top5_acc: 0.7461, loss_cls: 2.1054, loss: 3.3455, grad_norm: 3.5492 2020-09-24 15:52:13,974 - mmaction - INFO - Epoch [64][240/940] lr: 4.000e-02, eta: 1 day, 9:32:13, time: 1.489, data_time: 0.003, memory: 6929, loss_aux: 1.2418, top1_acc: 0.5172, top5_acc: 0.7416, loss_cls: 2.1174, loss: 3.3592, grad_norm: 3.5229 2020-09-24 15:52:42,839 - mmaction - INFO - Epoch [64][260/940] lr: 4.000e-02, eta: 1 day, 9:31:42, time: 1.442, data_time: 0.001, memory: 6929, loss_aux: 1.2667, top1_acc: 0.5234, top5_acc: 0.7443, loss_cls: 2.1248, loss: 3.3915, grad_norm: 3.5302 2020-09-24 15:53:12,595 - mmaction - INFO - Epoch [64][280/940] lr: 4.000e-02, eta: 1 day, 9:31:13, time: 1.489, data_time: 0.003, memory: 6929, loss_aux: 1.2553, top1_acc: 0.5172, top5_acc: 0.7400, loss_cls: 2.1267, loss: 3.3820, grad_norm: 3.4771 2020-09-24 15:53:42,038 - mmaction - INFO - Epoch [64][300/940] lr: 4.000e-02, eta: 1 day, 9:30:43, time: 1.472, data_time: 0.001, memory: 6929, loss_aux: 1.2314, top1_acc: 0.5238, top5_acc: 0.7445, loss_cls: 2.0971, loss: 3.3285, grad_norm: 3.4804 2020-09-24 15:54:11,237 - mmaction - INFO - Epoch [64][320/940] lr: 4.000e-02, eta: 1 day, 9:30:12, time: 1.459, data_time: 0.001, memory: 6929, loss_aux: 1.2292, top1_acc: 0.5227, top5_acc: 0.7539, loss_cls: 2.0650, loss: 3.2941, grad_norm: 3.5386 2020-09-24 15:54:40,364 - mmaction - INFO - Epoch [64][340/940] lr: 4.000e-02, eta: 1 day, 9:29:42, time: 1.457, data_time: 0.002, memory: 6929, loss_aux: 1.2484, top1_acc: 0.5096, top5_acc: 0.7453, loss_cls: 2.1387, loss: 3.3871, grad_norm: 3.5162 2020-09-24 15:55:09,570 - mmaction - INFO - Epoch [64][360/940] lr: 4.000e-02, eta: 1 day, 9:29:12, time: 1.458, data_time: 0.001, memory: 6929, loss_aux: 1.2440, top1_acc: 0.5117, top5_acc: 0.7416, loss_cls: 2.1221, loss: 3.3661, grad_norm: 3.4761 2020-09-24 15:55:38,812 - mmaction - INFO - Epoch [64][380/940] lr: 4.000e-02, eta: 1 day, 9:28:42, time: 1.464, data_time: 0.004, memory: 6929, loss_aux: 1.2373, top1_acc: 0.5238, top5_acc: 0.7480, loss_cls: 2.0791, loss: 3.3164, grad_norm: 3.5253 2020-09-24 15:56:07,651 - mmaction - INFO - Epoch [64][400/940] lr: 4.000e-02, eta: 1 day, 9:28:11, time: 1.442, data_time: 0.002, memory: 6929, loss_aux: 1.2462, top1_acc: 0.5148, top5_acc: 0.7438, loss_cls: 2.1217, loss: 3.3679, grad_norm: 3.5047 2020-09-24 15:56:36,843 - mmaction - INFO - Epoch [64][420/940] lr: 4.000e-02, eta: 1 day, 9:27:41, time: 1.460, data_time: 0.002, memory: 6929, loss_aux: 1.2178, top1_acc: 0.5236, top5_acc: 0.7443, loss_cls: 2.0961, loss: 3.3139, grad_norm: 3.4588 2020-09-24 15:57:05,596 - mmaction - INFO - Epoch [64][440/940] lr: 4.000e-02, eta: 1 day, 9:27:10, time: 1.437, data_time: 0.002, memory: 6929, loss_aux: 1.2605, top1_acc: 0.5074, top5_acc: 0.7338, loss_cls: 2.1664, loss: 3.4269, grad_norm: 3.5168 2020-09-24 15:57:34,793 - mmaction - INFO - Epoch [64][460/940] lr: 4.000e-02, eta: 1 day, 9:26:40, time: 1.460, data_time: 0.003, memory: 6929, loss_aux: 1.2107, top1_acc: 0.5305, top5_acc: 0.7545, loss_cls: 2.0607, loss: 3.2714, grad_norm: 3.4852 2020-09-24 15:58:03,954 - mmaction - INFO - Epoch [64][480/940] lr: 4.000e-02, eta: 1 day, 9:26:10, time: 1.456, data_time: 0.002, memory: 6929, loss_aux: 1.2348, top1_acc: 0.5201, top5_acc: 0.7551, loss_cls: 2.0759, loss: 3.3107, grad_norm: 3.5167 2020-09-24 15:58:32,576 - mmaction - INFO - Epoch [64][500/940] lr: 4.000e-02, eta: 1 day, 9:25:39, time: 1.434, data_time: 0.004, memory: 6929, loss_aux: 1.2580, top1_acc: 0.5125, top5_acc: 0.7367, loss_cls: 2.1505, loss: 3.4085, grad_norm: 3.5506 2020-09-24 15:59:01,851 - mmaction - INFO - Epoch [64][520/940] lr: 4.000e-02, eta: 1 day, 9:25:09, time: 1.463, data_time: 0.001, memory: 6929, loss_aux: 1.2566, top1_acc: 0.5117, top5_acc: 0.7395, loss_cls: 2.1478, loss: 3.4045, grad_norm: 3.5575 2020-09-24 15:59:32,018 - mmaction - INFO - Epoch [64][540/940] lr: 4.000e-02, eta: 1 day, 9:24:40, time: 1.508, data_time: 0.001, memory: 6929, loss_aux: 1.2714, top1_acc: 0.5139, top5_acc: 0.7375, loss_cls: 2.1400, loss: 3.4114, grad_norm: 3.5771 2020-09-24 16:00:00,395 - mmaction - INFO - Epoch [64][560/940] lr: 4.000e-02, eta: 1 day, 9:24:09, time: 1.420, data_time: 0.002, memory: 6929, loss_aux: 1.2462, top1_acc: 0.5076, top5_acc: 0.7367, loss_cls: 2.1563, loss: 3.4025, grad_norm: 3.5012 2020-09-24 16:00:32,904 - mmaction - INFO - Epoch [64][580/940] lr: 4.000e-02, eta: 1 day, 9:23:43, time: 1.621, data_time: 0.003, memory: 6929, loss_aux: 1.2568, top1_acc: 0.5082, top5_acc: 0.7445, loss_cls: 2.1213, loss: 3.3782, grad_norm: 3.5117 2020-09-24 16:01:01,827 - mmaction - INFO - Epoch [64][600/940] lr: 4.000e-02, eta: 1 day, 9:23:13, time: 1.451, data_time: 0.021, memory: 6929, loss_aux: 1.2198, top1_acc: 0.5191, top5_acc: 0.7496, loss_cls: 2.0792, loss: 3.2990, grad_norm: 3.5015 2020-09-24 16:01:30,978 - mmaction - INFO - Epoch [64][620/940] lr: 4.000e-02, eta: 1 day, 9:22:42, time: 1.456, data_time: 0.002, memory: 6929, loss_aux: 1.2487, top1_acc: 0.5131, top5_acc: 0.7469, loss_cls: 2.1312, loss: 3.3799, grad_norm: 3.5167 2020-09-24 16:02:00,238 - mmaction - INFO - Epoch [64][640/940] lr: 4.000e-02, eta: 1 day, 9:22:12, time: 1.464, data_time: 0.003, memory: 6929, loss_aux: 1.2539, top1_acc: 0.5064, top5_acc: 0.7369, loss_cls: 2.1700, loss: 3.4239, grad_norm: 3.5037 2020-09-24 16:02:29,282 - mmaction - INFO - Epoch [64][660/940] lr: 4.000e-02, eta: 1 day, 9:21:42, time: 1.451, data_time: 0.001, memory: 6929, loss_aux: 1.2523, top1_acc: 0.5148, top5_acc: 0.7340, loss_cls: 2.1462, loss: 3.3985, grad_norm: 3.5240 2020-09-24 16:02:58,798 - mmaction - INFO - Epoch [64][680/940] lr: 4.000e-02, eta: 1 day, 9:21:12, time: 1.477, data_time: 0.003, memory: 6929, loss_aux: 1.2285, top1_acc: 0.5164, top5_acc: 0.7439, loss_cls: 2.1074, loss: 3.3358, grad_norm: 3.5070 2020-09-24 16:03:27,294 - mmaction - INFO - Epoch [64][700/940] lr: 4.000e-02, eta: 1 day, 9:20:41, time: 1.424, data_time: 0.002, memory: 6929, loss_aux: 1.2328, top1_acc: 0.5098, top5_acc: 0.7449, loss_cls: 2.1253, loss: 3.3581, grad_norm: 3.5430 2020-09-24 16:03:56,444 - mmaction - INFO - Epoch [64][720/940] lr: 4.000e-02, eta: 1 day, 9:20:11, time: 1.458, data_time: 0.003, memory: 6929, loss_aux: 1.2421, top1_acc: 0.5248, top5_acc: 0.7418, loss_cls: 2.1097, loss: 3.3519, grad_norm: 3.4651 2020-09-24 16:04:25,120 - mmaction - INFO - Epoch [64][740/940] lr: 4.000e-02, eta: 1 day, 9:19:40, time: 1.433, data_time: 0.001, memory: 6929, loss_aux: 1.2450, top1_acc: 0.5188, top5_acc: 0.7398, loss_cls: 2.1189, loss: 3.3640, grad_norm: 3.5433 2020-09-24 16:04:54,759 - mmaction - INFO - Epoch [64][760/940] lr: 4.000e-02, eta: 1 day, 9:19:10, time: 1.483, data_time: 0.003, memory: 6929, loss_aux: 1.2394, top1_acc: 0.5189, top5_acc: 0.7367, loss_cls: 2.1153, loss: 3.3547, grad_norm: 3.4809 2020-09-24 16:05:24,202 - mmaction - INFO - Epoch [64][780/940] lr: 4.000e-02, eta: 1 day, 9:18:40, time: 1.471, data_time: 0.002, memory: 6929, loss_aux: 1.2535, top1_acc: 0.5229, top5_acc: 0.7449, loss_cls: 2.1160, loss: 3.3694, grad_norm: 3.4869 2020-09-24 16:05:53,584 - mmaction - INFO - Epoch [64][800/940] lr: 4.000e-02, eta: 1 day, 9:18:11, time: 1.471, data_time: 0.003, memory: 6929, loss_aux: 1.2428, top1_acc: 0.5188, top5_acc: 0.7385, loss_cls: 2.1274, loss: 3.3703, grad_norm: 3.4924 2020-09-24 16:06:22,263 - mmaction - INFO - Epoch [64][820/940] lr: 4.000e-02, eta: 1 day, 9:17:40, time: 1.434, data_time: 0.001, memory: 6929, loss_aux: 1.2563, top1_acc: 0.5076, top5_acc: 0.7330, loss_cls: 2.1655, loss: 3.4218, grad_norm: 3.5538 2020-09-24 16:06:51,780 - mmaction - INFO - Epoch [64][840/940] lr: 4.000e-02, eta: 1 day, 9:17:10, time: 1.475, data_time: 0.001, memory: 6929, loss_aux: 1.2290, top1_acc: 0.5201, top5_acc: 0.7514, loss_cls: 2.0999, loss: 3.3288, grad_norm: 3.4643 2020-09-24 16:07:20,786 - mmaction - INFO - Epoch [64][860/940] lr: 4.000e-02, eta: 1 day, 9:16:39, time: 1.451, data_time: 0.003, memory: 6929, loss_aux: 1.2657, top1_acc: 0.5100, top5_acc: 0.7404, loss_cls: 2.1363, loss: 3.4020, grad_norm: 3.4884 2020-09-24 16:07:50,649 - mmaction - INFO - Epoch [64][880/940] lr: 4.000e-02, eta: 1 day, 9:16:10, time: 1.493, data_time: 0.001, memory: 6929, loss_aux: 1.2494, top1_acc: 0.5174, top5_acc: 0.7439, loss_cls: 2.1219, loss: 3.3714, grad_norm: 3.6081 2020-09-24 16:08:19,816 - mmaction - INFO - Epoch [64][900/940] lr: 4.000e-02, eta: 1 day, 9:15:40, time: 1.459, data_time: 0.002, memory: 6929, loss_aux: 1.2594, top1_acc: 0.5062, top5_acc: 0.7414, loss_cls: 2.1420, loss: 3.4015, grad_norm: 3.5141 2020-09-24 16:08:49,718 - mmaction - INFO - Epoch [64][920/940] lr: 4.000e-02, eta: 1 day, 9:15:11, time: 1.494, data_time: 0.002, memory: 6929, loss_aux: 1.2666, top1_acc: 0.5039, top5_acc: 0.7303, loss_cls: 2.1818, loss: 3.4485, grad_norm: 3.4975 2020-09-24 16:09:17,086 - mmaction - INFO - Epoch [64][940/940] lr: 4.000e-02, eta: 1 day, 9:14:38, time: 1.370, data_time: 0.003, memory: 6929, loss_aux: 1.2624, top1_acc: 0.5089, top5_acc: 0.7397, loss_cls: 2.1512, loss: 3.4135, grad_norm: 3.5941 2020-09-24 16:09:17,652 - mmaction - INFO - Saving checkpoint at 64 epochs 2020-09-24 16:09:52,880 - mmaction - INFO - Epoch [65][20/940] lr: 4.000e-02, eta: 1 day, 9:14:11, time: 1.578, data_time: 0.285, memory: 6929, loss_aux: 1.2572, top1_acc: 0.5154, top5_acc: 0.7387, loss_cls: 2.1186, loss: 3.3759, grad_norm: 3.5900 2020-09-24 16:10:22,541 - mmaction - INFO - Epoch [65][40/940] lr: 4.000e-02, eta: 1 day, 9:13:42, time: 1.483, data_time: 0.002, memory: 6929, loss_aux: 1.2303, top1_acc: 0.5283, top5_acc: 0.7578, loss_cls: 2.0704, loss: 3.3007, grad_norm: 3.4483 2020-09-24 16:10:50,803 - mmaction - INFO - Epoch [65][60/940] lr: 4.000e-02, eta: 1 day, 9:13:10, time: 1.413, data_time: 0.003, memory: 6929, loss_aux: 1.2357, top1_acc: 0.5178, top5_acc: 0.7426, loss_cls: 2.0899, loss: 3.3256, grad_norm: 3.5050 2020-09-24 16:11:20,360 - mmaction - INFO - Epoch [65][80/940] lr: 4.000e-02, eta: 1 day, 9:12:41, time: 1.479, data_time: 0.003, memory: 6929, loss_aux: 1.2545, top1_acc: 0.5111, top5_acc: 0.7402, loss_cls: 2.1258, loss: 3.3803, grad_norm: 3.4895 2020-09-24 16:11:49,249 - mmaction - INFO - Epoch [65][100/940] lr: 4.000e-02, eta: 1 day, 9:12:10, time: 1.443, data_time: 0.002, memory: 6929, loss_aux: 1.2041, top1_acc: 0.5328, top5_acc: 0.7658, loss_cls: 2.0134, loss: 3.2175, grad_norm: 3.4640 2020-09-24 16:12:17,945 - mmaction - INFO - Epoch [65][120/940] lr: 4.000e-02, eta: 1 day, 9:11:39, time: 1.437, data_time: 0.004, memory: 6929, loss_aux: 1.2245, top1_acc: 0.5174, top5_acc: 0.7508, loss_cls: 2.0864, loss: 3.3110, grad_norm: 3.5556 2020-09-24 16:12:47,115 - mmaction - INFO - Epoch [65][140/940] lr: 4.000e-02, eta: 1 day, 9:11:09, time: 1.458, data_time: 0.001, memory: 6929, loss_aux: 1.2247, top1_acc: 0.5250, top5_acc: 0.7512, loss_cls: 2.0786, loss: 3.3033, grad_norm: 3.4904 2020-09-24 16:13:17,329 - mmaction - INFO - Epoch [65][160/940] lr: 4.000e-02, eta: 1 day, 9:10:40, time: 1.511, data_time: 0.002, memory: 6929, loss_aux: 1.2229, top1_acc: 0.5236, top5_acc: 0.7461, loss_cls: 2.0805, loss: 3.3033, grad_norm: 3.5264 2020-09-24 16:13:45,409 - mmaction - INFO - Epoch [65][180/940] lr: 4.000e-02, eta: 1 day, 9:10:08, time: 1.402, data_time: 0.001, memory: 6929, loss_aux: 1.2455, top1_acc: 0.5180, top5_acc: 0.7488, loss_cls: 2.1011, loss: 3.3466, grad_norm: 3.5637 2020-09-24 16:14:14,386 - mmaction - INFO - Epoch [65][200/940] lr: 4.000e-02, eta: 1 day, 9:09:38, time: 1.450, data_time: 0.004, memory: 6929, loss_aux: 1.2360, top1_acc: 0.5232, top5_acc: 0.7439, loss_cls: 2.0891, loss: 3.3251, grad_norm: 3.5049 2020-09-24 16:14:43,227 - mmaction - INFO - Epoch [65][220/940] lr: 4.000e-02, eta: 1 day, 9:09:07, time: 1.441, data_time: 0.002, memory: 6929, loss_aux: 1.2243, top1_acc: 0.5184, top5_acc: 0.7477, loss_cls: 2.0855, loss: 3.3098, grad_norm: 3.5099 2020-09-24 16:15:13,070 - mmaction - INFO - Epoch [65][240/940] lr: 4.000e-02, eta: 1 day, 9:08:38, time: 1.487, data_time: 0.003, memory: 6929, loss_aux: 1.2327, top1_acc: 0.5191, top5_acc: 0.7430, loss_cls: 2.1018, loss: 3.3345, grad_norm: 3.5345 2020-09-24 16:15:42,328 - mmaction - INFO - Epoch [65][260/940] lr: 4.000e-02, eta: 1 day, 9:08:08, time: 1.469, data_time: 0.008, memory: 6929, loss_aux: 1.2655, top1_acc: 0.5088, top5_acc: 0.7381, loss_cls: 2.1488, loss: 3.4143, grad_norm: 3.5606 2020-09-24 16:16:11,161 - mmaction - INFO - Epoch [65][280/940] lr: 4.000e-02, eta: 1 day, 9:07:37, time: 1.441, data_time: 0.005, memory: 6929, loss_aux: 1.2378, top1_acc: 0.5252, top5_acc: 0.7430, loss_cls: 2.0993, loss: 3.3371, grad_norm: 3.4480 2020-09-24 16:16:40,678 - mmaction - INFO - Epoch [65][300/940] lr: 4.000e-02, eta: 1 day, 9:07:08, time: 1.477, data_time: 0.003, memory: 6929, loss_aux: 1.2214, top1_acc: 0.5254, top5_acc: 0.7584, loss_cls: 2.0571, loss: 3.2785, grad_norm: 3.4566 2020-09-24 16:17:08,541 - mmaction - INFO - Epoch [65][320/940] lr: 4.000e-02, eta: 1 day, 9:06:36, time: 1.392, data_time: 0.002, memory: 6929, loss_aux: 1.2363, top1_acc: 0.5178, top5_acc: 0.7504, loss_cls: 2.0983, loss: 3.3345, grad_norm: 3.5423 2020-09-24 16:17:37,776 - mmaction - INFO - Epoch [65][340/940] lr: 4.000e-02, eta: 1 day, 9:06:06, time: 1.463, data_time: 0.003, memory: 6929, loss_aux: 1.2392, top1_acc: 0.5162, top5_acc: 0.7453, loss_cls: 2.1224, loss: 3.3615, grad_norm: 3.5452 2020-09-24 16:18:07,095 - mmaction - INFO - Epoch [65][360/940] lr: 4.000e-02, eta: 1 day, 9:05:36, time: 1.465, data_time: 0.003, memory: 6929, loss_aux: 1.2199, top1_acc: 0.5174, top5_acc: 0.7424, loss_cls: 2.0854, loss: 3.3053, grad_norm: 3.4889 2020-09-24 16:18:37,441 - mmaction - INFO - Epoch [65][380/940] lr: 4.000e-02, eta: 1 day, 9:05:07, time: 1.519, data_time: 0.003, memory: 6929, loss_aux: 1.2466, top1_acc: 0.5211, top5_acc: 0.7412, loss_cls: 2.1190, loss: 3.3656, grad_norm: 3.5398 2020-09-24 16:19:06,134 - mmaction - INFO - Epoch [65][400/940] lr: 4.000e-02, eta: 1 day, 9:04:36, time: 1.433, data_time: 0.001, memory: 6929, loss_aux: 1.2448, top1_acc: 0.5217, top5_acc: 0.7414, loss_cls: 2.1157, loss: 3.3605, grad_norm: 3.5613 2020-09-24 16:19:35,674 - mmaction - INFO - Epoch [65][420/940] lr: 4.000e-02, eta: 1 day, 9:04:07, time: 1.478, data_time: 0.003, memory: 6929, loss_aux: 1.2356, top1_acc: 0.5152, top5_acc: 0.7455, loss_cls: 2.0963, loss: 3.3319, grad_norm: 3.4856 2020-09-24 16:20:04,427 - mmaction - INFO - Epoch [65][440/940] lr: 4.000e-02, eta: 1 day, 9:03:36, time: 1.437, data_time: 0.001, memory: 6929, loss_aux: 1.2519, top1_acc: 0.5117, top5_acc: 0.7373, loss_cls: 2.1473, loss: 3.3993, grad_norm: 3.5136 2020-09-24 16:20:33,404 - mmaction - INFO - Epoch [65][460/940] lr: 4.000e-02, eta: 1 day, 9:03:05, time: 1.450, data_time: 0.003, memory: 6929, loss_aux: 1.2473, top1_acc: 0.5234, top5_acc: 0.7484, loss_cls: 2.0985, loss: 3.3459, grad_norm: 3.5662 2020-09-24 16:21:01,880 - mmaction - INFO - Epoch [65][480/940] lr: 4.000e-02, eta: 1 day, 9:02:34, time: 1.424, data_time: 0.001, memory: 6929, loss_aux: 1.2342, top1_acc: 0.5205, top5_acc: 0.7467, loss_cls: 2.1087, loss: 3.3429, grad_norm: 3.4847 2020-09-24 16:21:31,558 - mmaction - INFO - Epoch [65][500/940] lr: 4.000e-02, eta: 1 day, 9:02:05, time: 1.483, data_time: 0.001, memory: 6929, loss_aux: 1.2305, top1_acc: 0.5207, top5_acc: 0.7523, loss_cls: 2.0807, loss: 3.3112, grad_norm: 3.5308 2020-09-24 16:21:59,125 - mmaction - INFO - Epoch [65][520/940] lr: 4.000e-02, eta: 1 day, 9:01:32, time: 1.379, data_time: 0.003, memory: 6929, loss_aux: 1.2410, top1_acc: 0.5236, top5_acc: 0.7469, loss_cls: 2.1080, loss: 3.3490, grad_norm: 3.4782 2020-09-24 16:22:27,967 - mmaction - INFO - Epoch [65][540/940] lr: 4.000e-02, eta: 1 day, 9:01:02, time: 1.441, data_time: 0.001, memory: 6929, loss_aux: 1.2713, top1_acc: 0.5061, top5_acc: 0.7342, loss_cls: 2.1578, loss: 3.4291, grad_norm: 3.5085 2020-09-24 16:22:55,907 - mmaction - INFO - Epoch [65][560/940] lr: 4.000e-02, eta: 1 day, 9:00:30, time: 1.398, data_time: 0.002, memory: 6929, loss_aux: 1.2537, top1_acc: 0.5217, top5_acc: 0.7408, loss_cls: 2.1423, loss: 3.3960, grad_norm: 3.5899 2020-09-24 16:23:24,578 - mmaction - INFO - Epoch [65][580/940] lr: 4.000e-02, eta: 1 day, 8:59:59, time: 1.433, data_time: 0.002, memory: 6929, loss_aux: 1.2513, top1_acc: 0.5143, top5_acc: 0.7346, loss_cls: 2.1464, loss: 3.3977, grad_norm: 3.5437 2020-09-24 16:23:53,495 - mmaction - INFO - Epoch [65][600/940] lr: 4.000e-02, eta: 1 day, 8:59:29, time: 1.446, data_time: 0.002, memory: 6929, loss_aux: 1.2561, top1_acc: 0.5047, top5_acc: 0.7365, loss_cls: 2.1605, loss: 3.4165, grad_norm: 3.5552 2020-09-24 16:24:22,597 - mmaction - INFO - Epoch [65][620/940] lr: 4.000e-02, eta: 1 day, 8:58:58, time: 1.455, data_time: 0.002, memory: 6929, loss_aux: 1.2627, top1_acc: 0.5035, top5_acc: 0.7338, loss_cls: 2.1730, loss: 3.4357, grad_norm: 3.5232 2020-09-24 16:24:53,508 - mmaction - INFO - Epoch [65][640/940] lr: 4.000e-02, eta: 1 day, 8:58:31, time: 1.546, data_time: 0.002, memory: 6929, loss_aux: 1.2285, top1_acc: 0.5271, top5_acc: 0.7461, loss_cls: 2.0819, loss: 3.3104, grad_norm: 3.4483 2020-09-24 16:25:21,239 - mmaction - INFO - Epoch [65][660/940] lr: 4.000e-02, eta: 1 day, 8:57:58, time: 1.386, data_time: 0.001, memory: 6929, loss_aux: 1.2498, top1_acc: 0.5113, top5_acc: 0.7416, loss_cls: 2.1510, loss: 3.4008, grad_norm: 3.5293 2020-09-24 16:25:50,494 - mmaction - INFO - Epoch [65][680/940] lr: 4.000e-02, eta: 1 day, 8:57:28, time: 1.462, data_time: 0.001, memory: 6929, loss_aux: 1.2739, top1_acc: 0.5096, top5_acc: 0.7277, loss_cls: 2.1794, loss: 3.4533, grad_norm: 3.5727 2020-09-24 16:26:18,114 - mmaction - INFO - Epoch [65][700/940] lr: 4.000e-02, eta: 1 day, 8:56:56, time: 1.382, data_time: 0.002, memory: 6929, loss_aux: 1.2585, top1_acc: 0.4982, top5_acc: 0.7273, loss_cls: 2.1715, loss: 3.4299, grad_norm: 3.5450 2020-09-24 16:26:46,712 - mmaction - INFO - Epoch [65][720/940] lr: 4.000e-02, eta: 1 day, 8:56:25, time: 1.429, data_time: 0.001, memory: 6929, loss_aux: 1.2523, top1_acc: 0.5135, top5_acc: 0.7475, loss_cls: 2.1293, loss: 3.3816, grad_norm: 3.5424 2020-09-24 16:27:15,994 - mmaction - INFO - Epoch [65][740/940] lr: 4.000e-02, eta: 1 day, 8:55:55, time: 1.465, data_time: 0.003, memory: 6929, loss_aux: 1.2292, top1_acc: 0.5154, top5_acc: 0.7406, loss_cls: 2.1069, loss: 3.3361, grad_norm: 3.4469 2020-09-24 16:27:43,684 - mmaction - INFO - Epoch [65][760/940] lr: 4.000e-02, eta: 1 day, 8:55:23, time: 1.383, data_time: 0.001, memory: 6929, loss_aux: 1.2504, top1_acc: 0.5115, top5_acc: 0.7346, loss_cls: 2.1376, loss: 3.3880, grad_norm: 3.4782 2020-09-24 16:28:12,679 - mmaction - INFO - Epoch [65][780/940] lr: 4.000e-02, eta: 1 day, 8:54:53, time: 1.451, data_time: 0.003, memory: 6929, loss_aux: 1.2570, top1_acc: 0.5074, top5_acc: 0.7355, loss_cls: 2.1734, loss: 3.4304, grad_norm: 3.4629 2020-09-24 16:28:41,282 - mmaction - INFO - Epoch [65][800/940] lr: 4.000e-02, eta: 1 day, 8:54:22, time: 1.427, data_time: 0.001, memory: 6929, loss_aux: 1.2368, top1_acc: 0.5133, top5_acc: 0.7400, loss_cls: 2.1131, loss: 3.3498, grad_norm: 3.4111 2020-09-24 16:29:09,186 - mmaction - INFO - Epoch [65][820/940] lr: 4.000e-02, eta: 1 day, 8:53:50, time: 1.397, data_time: 0.004, memory: 6929, loss_aux: 1.2757, top1_acc: 0.5010, top5_acc: 0.7322, loss_cls: 2.1689, loss: 3.4445, grad_norm: 3.5334 2020-09-24 16:29:39,318 - mmaction - INFO - Epoch [65][840/940] lr: 4.000e-02, eta: 1 day, 8:53:21, time: 1.507, data_time: 0.003, memory: 6929, loss_aux: 1.2803, top1_acc: 0.4979, top5_acc: 0.7334, loss_cls: 2.1885, loss: 3.4688, grad_norm: 3.5211 2020-09-24 16:30:08,271 - mmaction - INFO - Epoch [65][860/940] lr: 4.000e-02, eta: 1 day, 8:52:51, time: 1.445, data_time: 0.001, memory: 6929, loss_aux: 1.2493, top1_acc: 0.5281, top5_acc: 0.7414, loss_cls: 2.1212, loss: 3.3705, grad_norm: 3.5109 2020-09-24 16:30:36,300 - mmaction - INFO - Epoch [65][880/940] lr: 4.000e-02, eta: 1 day, 8:52:19, time: 1.404, data_time: 0.004, memory: 6929, loss_aux: 1.2093, top1_acc: 0.5221, top5_acc: 0.7523, loss_cls: 2.0520, loss: 3.2613, grad_norm: 3.5369 2020-09-24 16:31:05,042 - mmaction - INFO - Epoch [65][900/940] lr: 4.000e-02, eta: 1 day, 8:51:48, time: 1.437, data_time: 0.002, memory: 6929, loss_aux: 1.2548, top1_acc: 0.5080, top5_acc: 0.7441, loss_cls: 2.1425, loss: 3.3973, grad_norm: 3.5729 2020-09-24 16:31:34,340 - mmaction - INFO - Epoch [65][920/940] lr: 4.000e-02, eta: 1 day, 8:51:18, time: 1.466, data_time: 0.003, memory: 6929, loss_aux: 1.2562, top1_acc: 0.5143, top5_acc: 0.7438, loss_cls: 2.1559, loss: 3.4120, grad_norm: 3.5279 2020-09-24 16:32:02,350 - mmaction - INFO - Epoch [65][940/940] lr: 4.000e-02, eta: 1 day, 8:50:47, time: 1.400, data_time: 0.002, memory: 6929, loss_aux: 1.2744, top1_acc: 0.5057, top5_acc: 0.7358, loss_cls: 2.1607, loss: 3.4351, grad_norm: 3.5720 2020-09-24 16:32:02,757 - mmaction - INFO - Saving checkpoint at 65 epochs 2020-09-24 16:32:37,921 - mmaction - INFO - Epoch [66][20/940] lr: 4.000e-02, eta: 1 day, 8:50:18, time: 1.528, data_time: 0.215, memory: 6929, loss_aux: 1.2300, top1_acc: 0.5236, top5_acc: 0.7533, loss_cls: 2.0585, loss: 3.2885, grad_norm: 3.4891 2020-09-24 16:33:05,897 - mmaction - INFO - Epoch [66][40/940] lr: 4.000e-02, eta: 1 day, 8:49:46, time: 1.398, data_time: 0.001, memory: 6929, loss_aux: 1.2374, top1_acc: 0.5109, top5_acc: 0.7455, loss_cls: 2.0963, loss: 3.3336, grad_norm: 3.5148 2020-09-24 16:33:34,398 - mmaction - INFO - Epoch [66][60/940] lr: 4.000e-02, eta: 1 day, 8:49:15, time: 1.426, data_time: 0.002, memory: 6929, loss_aux: 1.2441, top1_acc: 0.5107, top5_acc: 0.7494, loss_cls: 2.1194, loss: 3.3635, grad_norm: 3.4995 2020-09-24 16:34:02,536 - mmaction - INFO - Epoch [66][80/940] lr: 4.000e-02, eta: 1 day, 8:48:44, time: 1.406, data_time: 0.002, memory: 6929, loss_aux: 1.2496, top1_acc: 0.5174, top5_acc: 0.7508, loss_cls: 2.1034, loss: 3.3530, grad_norm: 3.5141 2020-09-24 16:34:33,112 - mmaction - INFO - Epoch [66][100/940] lr: 4.000e-02, eta: 1 day, 8:48:16, time: 1.530, data_time: 0.002, memory: 6929, loss_aux: 1.2383, top1_acc: 0.5232, top5_acc: 0.7406, loss_cls: 2.1037, loss: 3.3420, grad_norm: 3.5132 2020-09-24 16:35:00,522 - mmaction - INFO - Epoch [66][120/940] lr: 4.000e-02, eta: 1 day, 8:47:43, time: 1.370, data_time: 0.001, memory: 6929, loss_aux: 1.2448, top1_acc: 0.5113, top5_acc: 0.7393, loss_cls: 2.1258, loss: 3.3706, grad_norm: 3.5209 2020-09-24 16:35:29,035 - mmaction - INFO - Epoch [66][140/940] lr: 4.000e-02, eta: 1 day, 8:47:12, time: 1.425, data_time: 0.002, memory: 6929, loss_aux: 1.2259, top1_acc: 0.5188, top5_acc: 0.7469, loss_cls: 2.0976, loss: 3.3235, grad_norm: 3.5143 2020-09-24 16:35:58,876 - mmaction - INFO - Epoch [66][160/940] lr: 4.000e-02, eta: 1 day, 8:46:43, time: 1.493, data_time: 0.003, memory: 6929, loss_aux: 1.2369, top1_acc: 0.5162, top5_acc: 0.7424, loss_cls: 2.1046, loss: 3.3415, grad_norm: 3.4868 2020-09-24 16:36:30,163 - mmaction - INFO - Epoch [66][180/940] lr: 4.000e-02, eta: 1 day, 8:46:16, time: 1.564, data_time: 0.002, memory: 6929, loss_aux: 1.2441, top1_acc: 0.5162, top5_acc: 0.7477, loss_cls: 2.1191, loss: 3.3631, grad_norm: 3.4968 2020-09-24 16:36:58,224 - mmaction - INFO - Epoch [66][200/940] lr: 4.000e-02, eta: 1 day, 8:45:44, time: 1.404, data_time: 0.002, memory: 6929, loss_aux: 1.2358, top1_acc: 0.5197, top5_acc: 0.7408, loss_cls: 2.1010, loss: 3.3368, grad_norm: 3.4966 2020-09-24 16:37:27,338 - mmaction - INFO - Epoch [66][220/940] lr: 4.000e-02, eta: 1 day, 8:45:14, time: 1.455, data_time: 0.001, memory: 6929, loss_aux: 1.2249, top1_acc: 0.5303, top5_acc: 0.7504, loss_cls: 2.0668, loss: 3.2917, grad_norm: 3.4946 2020-09-24 16:37:56,097 - mmaction - INFO - Epoch [66][240/940] lr: 4.000e-02, eta: 1 day, 8:44:43, time: 1.439, data_time: 0.002, memory: 6929, loss_aux: 1.2418, top1_acc: 0.5195, top5_acc: 0.7484, loss_cls: 2.0869, loss: 3.3287, grad_norm: 3.4785 2020-09-24 16:38:24,687 - mmaction - INFO - Epoch [66][260/940] lr: 4.000e-02, eta: 1 day, 8:44:12, time: 1.429, data_time: 0.002, memory: 6929, loss_aux: 1.2375, top1_acc: 0.5135, top5_acc: 0.7395, loss_cls: 2.1280, loss: 3.3656, grad_norm: 3.5138 2020-09-24 16:38:52,870 - mmaction - INFO - Epoch [66][280/940] lr: 4.000e-02, eta: 1 day, 8:43:41, time: 1.411, data_time: 0.003, memory: 6929, loss_aux: 1.2560, top1_acc: 0.5141, top5_acc: 0.7371, loss_cls: 2.1666, loss: 3.4226, grad_norm: 3.5198 2020-09-24 16:39:21,909 - mmaction - INFO - Epoch [66][300/940] lr: 4.000e-02, eta: 1 day, 8:43:10, time: 1.452, data_time: 0.001, memory: 6929, loss_aux: 1.2383, top1_acc: 0.5252, top5_acc: 0.7455, loss_cls: 2.0709, loss: 3.3092, grad_norm: 3.5009 2020-09-24 16:39:51,426 - mmaction - INFO - Epoch [66][320/940] lr: 4.000e-02, eta: 1 day, 8:42:41, time: 1.475, data_time: 0.001, memory: 6929, loss_aux: 1.2289, top1_acc: 0.5139, top5_acc: 0.7426, loss_cls: 2.1006, loss: 3.3295, grad_norm: 3.5322 2020-09-24 16:40:20,654 - mmaction - INFO - Epoch [66][340/940] lr: 4.000e-02, eta: 1 day, 8:42:11, time: 1.463, data_time: 0.003, memory: 6929, loss_aux: 1.2512, top1_acc: 0.5152, top5_acc: 0.7428, loss_cls: 2.1233, loss: 3.3745, grad_norm: 3.5931 2020-09-24 16:40:48,983 - mmaction - INFO - Epoch [66][360/940] lr: 4.000e-02, eta: 1 day, 8:41:39, time: 1.416, data_time: 0.001, memory: 6929, loss_aux: 1.2064, top1_acc: 0.5348, top5_acc: 0.7588, loss_cls: 2.0468, loss: 3.2531, grad_norm: 3.4701 2020-09-24 16:41:17,813 - mmaction - INFO - Epoch [66][380/940] lr: 4.000e-02, eta: 1 day, 8:41:09, time: 1.442, data_time: 0.003, memory: 6929, loss_aux: 1.2494, top1_acc: 0.4996, top5_acc: 0.7424, loss_cls: 2.1339, loss: 3.3833, grad_norm: 3.5539 2020-09-24 16:41:46,458 - mmaction - INFO - Epoch [66][400/940] lr: 4.000e-02, eta: 1 day, 8:40:38, time: 1.432, data_time: 0.002, memory: 6929, loss_aux: 1.2416, top1_acc: 0.5143, top5_acc: 0.7477, loss_cls: 2.1107, loss: 3.3523, grad_norm: 3.4974 2020-09-24 16:42:15,126 - mmaction - INFO - Epoch [66][420/940] lr: 4.000e-02, eta: 1 day, 8:40:07, time: 1.434, data_time: 0.002, memory: 6929, loss_aux: 1.2356, top1_acc: 0.5176, top5_acc: 0.7455, loss_cls: 2.1176, loss: 3.3532, grad_norm: 3.5067 2020-09-24 16:42:44,888 - mmaction - INFO - Epoch [66][440/940] lr: 4.000e-02, eta: 1 day, 8:39:38, time: 1.489, data_time: 0.002, memory: 6929, loss_aux: 1.2374, top1_acc: 0.5156, top5_acc: 0.7406, loss_cls: 2.0938, loss: 3.3312, grad_norm: 3.5125 2020-09-24 16:43:13,227 - mmaction - INFO - Epoch [66][460/940] lr: 4.000e-02, eta: 1 day, 8:39:07, time: 1.417, data_time: 0.001, memory: 6929, loss_aux: 1.2461, top1_acc: 0.5227, top5_acc: 0.7475, loss_cls: 2.1087, loss: 3.3548, grad_norm: 3.5405 2020-09-24 16:43:41,573 - mmaction - INFO - Epoch [66][480/940] lr: 4.000e-02, eta: 1 day, 8:38:35, time: 1.417, data_time: 0.002, memory: 6929, loss_aux: 1.2257, top1_acc: 0.5279, top5_acc: 0.7576, loss_cls: 2.0715, loss: 3.2972, grad_norm: 3.4725 2020-09-24 16:44:10,591 - mmaction - INFO - Epoch [66][500/940] lr: 4.000e-02, eta: 1 day, 8:38:05, time: 1.450, data_time: 0.001, memory: 6929, loss_aux: 1.2554, top1_acc: 0.5148, top5_acc: 0.7430, loss_cls: 2.1315, loss: 3.3869, grad_norm: 3.5677 2020-09-24 16:44:38,676 - mmaction - INFO - Epoch [66][520/940] lr: 4.000e-02, eta: 1 day, 8:37:33, time: 1.405, data_time: 0.006, memory: 6929, loss_aux: 1.2450, top1_acc: 0.5164, top5_acc: 0.7406, loss_cls: 2.1306, loss: 3.3755, grad_norm: 3.5397 2020-09-24 16:45:06,867 - mmaction - INFO - Epoch [66][540/940] lr: 4.000e-02, eta: 1 day, 8:37:02, time: 1.408, data_time: 0.001, memory: 6929, loss_aux: 1.2373, top1_acc: 0.5164, top5_acc: 0.7439, loss_cls: 2.1133, loss: 3.3506, grad_norm: 3.4874 2020-09-24 16:45:35,278 - mmaction - INFO - Epoch [66][560/940] lr: 4.000e-02, eta: 1 day, 8:36:31, time: 1.421, data_time: 0.002, memory: 6929, loss_aux: 1.2433, top1_acc: 0.5123, top5_acc: 0.7404, loss_cls: 2.1391, loss: 3.3824, grad_norm: 3.5159 2020-09-24 16:46:03,709 - mmaction - INFO - Epoch [66][580/940] lr: 4.000e-02, eta: 1 day, 8:36:00, time: 1.421, data_time: 0.001, memory: 6929, loss_aux: 1.2599, top1_acc: 0.5023, top5_acc: 0.7350, loss_cls: 2.1676, loss: 3.4275, grad_norm: 3.5557 2020-09-24 16:46:32,569 - mmaction - INFO - Epoch [66][600/940] lr: 4.000e-02, eta: 1 day, 8:35:29, time: 1.442, data_time: 0.002, memory: 6929, loss_aux: 1.2546, top1_acc: 0.5098, top5_acc: 0.7387, loss_cls: 2.1435, loss: 3.3980, grad_norm: 3.4553 2020-09-24 16:47:01,133 - mmaction - INFO - Epoch [66][620/940] lr: 4.000e-02, eta: 1 day, 8:34:58, time: 1.429, data_time: 0.003, memory: 6929, loss_aux: 1.2375, top1_acc: 0.5238, top5_acc: 0.7504, loss_cls: 2.0874, loss: 3.3249, grad_norm: 3.5269 2020-09-24 16:47:29,654 - mmaction - INFO - Epoch [66][640/940] lr: 4.000e-02, eta: 1 day, 8:34:27, time: 1.426, data_time: 0.001, memory: 6929, loss_aux: 1.2389, top1_acc: 0.5188, top5_acc: 0.7361, loss_cls: 2.1260, loss: 3.3649, grad_norm: 3.5215 2020-09-24 16:47:57,716 - mmaction - INFO - Epoch [66][660/940] lr: 4.000e-02, eta: 1 day, 8:33:56, time: 1.404, data_time: 0.002, memory: 6929, loss_aux: 1.2417, top1_acc: 0.5221, top5_acc: 0.7445, loss_cls: 2.1238, loss: 3.3656, grad_norm: 3.4614 2020-09-24 16:48:26,221 - mmaction - INFO - Epoch [66][680/940] lr: 4.000e-02, eta: 1 day, 8:33:25, time: 1.424, data_time: 0.011, memory: 6929, loss_aux: 1.2608, top1_acc: 0.5133, top5_acc: 0.7350, loss_cls: 2.1467, loss: 3.4075, grad_norm: 3.4902 2020-09-24 16:48:55,991 - mmaction - INFO - Epoch [66][700/940] lr: 4.000e-02, eta: 1 day, 8:32:56, time: 1.489, data_time: 0.002, memory: 6929, loss_aux: 1.2776, top1_acc: 0.5057, top5_acc: 0.7322, loss_cls: 2.1818, loss: 3.4595, grad_norm: 3.5121 2020-09-24 16:49:23,628 - mmaction - INFO - Epoch [66][720/940] lr: 4.000e-02, eta: 1 day, 8:32:23, time: 1.381, data_time: 0.001, memory: 6929, loss_aux: 1.2688, top1_acc: 0.5104, top5_acc: 0.7297, loss_cls: 2.1764, loss: 3.4452, grad_norm: 3.5054 2020-09-24 16:49:51,682 - mmaction - INFO - Epoch [66][740/940] lr: 4.000e-02, eta: 1 day, 8:31:52, time: 1.402, data_time: 0.002, memory: 6929, loss_aux: 1.2457, top1_acc: 0.5141, top5_acc: 0.7389, loss_cls: 2.1187, loss: 3.3644, grad_norm: 3.4761 2020-09-24 16:50:20,695 - mmaction - INFO - Epoch [66][760/940] lr: 4.000e-02, eta: 1 day, 8:31:22, time: 1.452, data_time: 0.002, memory: 6929, loss_aux: 1.2376, top1_acc: 0.5215, top5_acc: 0.7514, loss_cls: 2.0965, loss: 3.3341, grad_norm: 3.5047 2020-09-24 16:50:50,575 - mmaction - INFO - Epoch [66][780/940] lr: 4.000e-02, eta: 1 day, 8:30:52, time: 1.494, data_time: 0.001, memory: 6929, loss_aux: 1.2550, top1_acc: 0.5090, top5_acc: 0.7410, loss_cls: 2.1370, loss: 3.3920, grad_norm: 3.5114 2020-09-24 16:51:18,615 - mmaction - INFO - Epoch [66][800/940] lr: 4.000e-02, eta: 1 day, 8:30:21, time: 1.403, data_time: 0.002, memory: 6929, loss_aux: 1.2474, top1_acc: 0.5072, top5_acc: 0.7432, loss_cls: 2.1335, loss: 3.3809, grad_norm: 3.5433 2020-09-24 16:51:46,988 - mmaction - INFO - Epoch [66][820/940] lr: 4.000e-02, eta: 1 day, 8:29:50, time: 1.418, data_time: 0.001, memory: 6929, loss_aux: 1.2442, top1_acc: 0.5240, top5_acc: 0.7451, loss_cls: 2.1271, loss: 3.3713, grad_norm: 3.5284 2020-09-24 16:52:15,923 - mmaction - INFO - Epoch [66][840/940] lr: 4.000e-02, eta: 1 day, 8:29:19, time: 1.447, data_time: 0.002, memory: 6929, loss_aux: 1.2379, top1_acc: 0.5094, top5_acc: 0.7514, loss_cls: 2.1041, loss: 3.3420, grad_norm: 3.4744 2020-09-24 16:52:44,481 - mmaction - INFO - Epoch [66][860/940] lr: 4.000e-02, eta: 1 day, 8:28:48, time: 1.427, data_time: 0.001, memory: 6929, loss_aux: 1.2426, top1_acc: 0.5127, top5_acc: 0.7469, loss_cls: 2.1029, loss: 3.3455, grad_norm: 3.5290 2020-09-24 16:53:13,885 - mmaction - INFO - Epoch [66][880/940] lr: 4.000e-02, eta: 1 day, 8:28:19, time: 1.471, data_time: 0.002, memory: 6929, loss_aux: 1.2524, top1_acc: 0.5105, top5_acc: 0.7395, loss_cls: 2.1549, loss: 3.4073, grad_norm: 3.5547 2020-09-24 16:53:42,557 - mmaction - INFO - Epoch [66][900/940] lr: 4.000e-02, eta: 1 day, 8:27:48, time: 1.433, data_time: 0.001, memory: 6929, loss_aux: 1.2529, top1_acc: 0.5186, top5_acc: 0.7438, loss_cls: 2.1156, loss: 3.3685, grad_norm: 3.4364 2020-09-24 16:54:11,310 - mmaction - INFO - Epoch [66][920/940] lr: 4.000e-02, eta: 1 day, 8:27:17, time: 1.437, data_time: 0.003, memory: 6929, loss_aux: 1.2421, top1_acc: 0.5174, top5_acc: 0.7412, loss_cls: 2.1214, loss: 3.3635, grad_norm: 3.4538 2020-09-24 16:54:38,536 - mmaction - INFO - Epoch [66][940/940] lr: 4.000e-02, eta: 1 day, 8:26:45, time: 1.362, data_time: 0.003, memory: 6929, loss_aux: 1.2510, top1_acc: 0.5215, top5_acc: 0.7431, loss_cls: 2.1241, loss: 3.3752, grad_norm: 3.5064 2020-09-24 16:54:38,985 - mmaction - INFO - Saving checkpoint at 66 epochs 2020-09-24 16:55:13,061 - mmaction - INFO - Epoch [67][20/940] lr: 4.000e-02, eta: 1 day, 8:26:17, time: 1.563, data_time: 0.261, memory: 6929, loss_aux: 1.2715, top1_acc: 0.5084, top5_acc: 0.7299, loss_cls: 2.1787, loss: 3.4502, grad_norm: 3.5465 2020-09-24 16:55:40,670 - mmaction - INFO - Epoch [67][40/940] lr: 4.000e-02, eta: 1 day, 8:25:45, time: 1.381, data_time: 0.001, memory: 6929, loss_aux: 1.2318, top1_acc: 0.5260, top5_acc: 0.7438, loss_cls: 2.0843, loss: 3.3161, grad_norm: 3.4512 2020-09-24 16:56:09,570 - mmaction - INFO - Epoch [67][60/940] lr: 4.000e-02, eta: 1 day, 8:25:15, time: 1.444, data_time: 0.001, memory: 6929, loss_aux: 1.2259, top1_acc: 0.5312, top5_acc: 0.7562, loss_cls: 2.0424, loss: 3.2683, grad_norm: 3.5137 2020-09-24 16:56:37,922 - mmaction - INFO - Epoch [67][80/940] lr: 4.000e-02, eta: 1 day, 8:24:43, time: 1.419, data_time: 0.003, memory: 6929, loss_aux: 1.2187, top1_acc: 0.5227, top5_acc: 0.7482, loss_cls: 2.0597, loss: 3.2783, grad_norm: 3.5665 2020-09-24 16:57:07,018 - mmaction - INFO - Epoch [67][100/940] lr: 4.000e-02, eta: 1 day, 8:24:13, time: 1.453, data_time: 0.001, memory: 6929, loss_aux: 1.2235, top1_acc: 0.5328, top5_acc: 0.7514, loss_cls: 2.0656, loss: 3.2891, grad_norm: 3.5213 2020-09-24 16:57:35,286 - mmaction - INFO - Epoch [67][120/940] lr: 4.000e-02, eta: 1 day, 8:23:42, time: 1.414, data_time: 0.003, memory: 6929, loss_aux: 1.2149, top1_acc: 0.5260, top5_acc: 0.7535, loss_cls: 2.0586, loss: 3.2735, grad_norm: 3.5391 2020-09-24 16:58:03,939 - mmaction - INFO - Epoch [67][140/940] lr: 4.000e-02, eta: 1 day, 8:23:11, time: 1.432, data_time: 0.002, memory: 6929, loss_aux: 1.2403, top1_acc: 0.5209, top5_acc: 0.7430, loss_cls: 2.1177, loss: 3.3580, grad_norm: 3.4999 2020-09-24 16:58:31,753 - mmaction - INFO - Epoch [67][160/940] lr: 4.000e-02, eta: 1 day, 8:22:39, time: 1.391, data_time: 0.003, memory: 6929, loss_aux: 1.2318, top1_acc: 0.5285, top5_acc: 0.7525, loss_cls: 2.0800, loss: 3.3119, grad_norm: 3.4970 2020-09-24 16:59:00,346 - mmaction - INFO - Epoch [67][180/940] lr: 4.000e-02, eta: 1 day, 8:22:08, time: 1.431, data_time: 0.003, memory: 6929, loss_aux: 1.2326, top1_acc: 0.5201, top5_acc: 0.7426, loss_cls: 2.1018, loss: 3.3344, grad_norm: 3.5568 2020-09-24 16:59:28,480 - mmaction - INFO - Epoch [67][200/940] lr: 4.000e-02, eta: 1 day, 8:21:37, time: 1.405, data_time: 0.006, memory: 6929, loss_aux: 1.2436, top1_acc: 0.5184, top5_acc: 0.7479, loss_cls: 2.0859, loss: 3.3295, grad_norm: 3.5475 2020-09-24 16:59:57,221 - mmaction - INFO - Epoch [67][220/940] lr: 4.000e-02, eta: 1 day, 8:21:06, time: 1.438, data_time: 0.003, memory: 6929, loss_aux: 1.2337, top1_acc: 0.5211, top5_acc: 0.7508, loss_cls: 2.0669, loss: 3.3006, grad_norm: 3.5295 2020-09-24 17:00:37,745 - mmaction - INFO - Epoch [67][240/940] lr: 4.000e-02, eta: 1 day, 8:20:51, time: 2.021, data_time: 0.005, memory: 6929, loss_aux: 1.2383, top1_acc: 0.5287, top5_acc: 0.7494, loss_cls: 2.0869, loss: 3.3251, grad_norm: 3.4960 2020-09-24 17:01:04,971 - mmaction - INFO - Epoch [67][260/940] lr: 4.000e-02, eta: 1 day, 8:20:18, time: 1.366, data_time: 0.023, memory: 6929, loss_aux: 1.2632, top1_acc: 0.5188, top5_acc: 0.7389, loss_cls: 2.1243, loss: 3.3875, grad_norm: 3.6000 2020-09-24 17:01:32,988 - mmaction - INFO - Epoch [67][280/940] lr: 4.000e-02, eta: 1 day, 8:19:47, time: 1.402, data_time: 0.003, memory: 6929, loss_aux: 1.2443, top1_acc: 0.5102, top5_acc: 0.7359, loss_cls: 2.1262, loss: 3.3705, grad_norm: 3.5687 2020-09-24 17:02:01,547 - mmaction - INFO - Epoch [67][300/940] lr: 4.000e-02, eta: 1 day, 8:19:16, time: 1.428, data_time: 0.001, memory: 6929, loss_aux: 1.2334, top1_acc: 0.5166, top5_acc: 0.7529, loss_cls: 2.0961, loss: 3.3295, grad_norm: 3.4820 2020-09-24 17:02:29,387 - mmaction - INFO - Epoch [67][320/940] lr: 4.000e-02, eta: 1 day, 8:18:44, time: 1.390, data_time: 0.001, memory: 6929, loss_aux: 1.2327, top1_acc: 0.5158, top5_acc: 0.7441, loss_cls: 2.1152, loss: 3.3479, grad_norm: 3.5136 2020-09-24 17:02:57,866 - mmaction - INFO - Epoch [67][340/940] lr: 4.000e-02, eta: 1 day, 8:18:13, time: 1.425, data_time: 0.003, memory: 6929, loss_aux: 1.2176, top1_acc: 0.5230, top5_acc: 0.7514, loss_cls: 2.0631, loss: 3.2806, grad_norm: 3.5056 2020-09-24 17:03:26,118 - mmaction - INFO - Epoch [67][360/940] lr: 4.000e-02, eta: 1 day, 8:17:42, time: 1.411, data_time: 0.001, memory: 6929, loss_aux: 1.2310, top1_acc: 0.5119, top5_acc: 0.7420, loss_cls: 2.1121, loss: 3.3431, grad_norm: 3.5550 2020-09-24 17:03:54,447 - mmaction - INFO - Epoch [67][380/940] lr: 4.000e-02, eta: 1 day, 8:17:10, time: 1.418, data_time: 0.003, memory: 6929, loss_aux: 1.2216, top1_acc: 0.5367, top5_acc: 0.7576, loss_cls: 2.0601, loss: 3.2817, grad_norm: 3.4805 2020-09-24 17:04:22,627 - mmaction - INFO - Epoch [67][400/940] lr: 4.000e-02, eta: 1 day, 8:16:39, time: 1.409, data_time: 0.001, memory: 6929, loss_aux: 1.2534, top1_acc: 0.5129, top5_acc: 0.7490, loss_cls: 2.1341, loss: 3.3875, grad_norm: 3.5493 2020-09-24 17:04:51,051 - mmaction - INFO - Epoch [67][420/940] lr: 4.000e-02, eta: 1 day, 8:16:08, time: 1.420, data_time: 0.002, memory: 6929, loss_aux: 1.2291, top1_acc: 0.5256, top5_acc: 0.7482, loss_cls: 2.0886, loss: 3.3176, grad_norm: 3.5613 2020-09-24 17:05:19,774 - mmaction - INFO - Epoch [67][440/940] lr: 4.000e-02, eta: 1 day, 8:15:37, time: 1.437, data_time: 0.003, memory: 6929, loss_aux: 1.2548, top1_acc: 0.5062, top5_acc: 0.7346, loss_cls: 2.1617, loss: 3.4165, grad_norm: 3.4945 2020-09-24 17:05:47,419 - mmaction - INFO - Epoch [67][460/940] lr: 4.000e-02, eta: 1 day, 8:15:05, time: 1.381, data_time: 0.001, memory: 6929, loss_aux: 1.2504, top1_acc: 0.5105, top5_acc: 0.7434, loss_cls: 2.1426, loss: 3.3930, grad_norm: 3.5805 2020-09-24 17:06:15,512 - mmaction - INFO - Epoch [67][480/940] lr: 4.000e-02, eta: 1 day, 8:14:34, time: 1.405, data_time: 0.002, memory: 6929, loss_aux: 1.2494, top1_acc: 0.5189, top5_acc: 0.7396, loss_cls: 2.1186, loss: 3.3680, grad_norm: 3.5123 2020-09-24 17:06:43,956 - mmaction - INFO - Epoch [67][500/940] lr: 4.000e-02, eta: 1 day, 8:14:03, time: 1.422, data_time: 0.002, memory: 6929, loss_aux: 1.2523, top1_acc: 0.5062, top5_acc: 0.7375, loss_cls: 2.1456, loss: 3.3979, grad_norm: 3.4994 2020-09-24 17:07:12,499 - mmaction - INFO - Epoch [67][520/940] lr: 4.000e-02, eta: 1 day, 8:13:32, time: 1.426, data_time: 0.002, memory: 6929, loss_aux: 1.2444, top1_acc: 0.5076, top5_acc: 0.7471, loss_cls: 2.1315, loss: 3.3760, grad_norm: 3.5132 2020-09-24 17:07:40,900 - mmaction - INFO - Epoch [67][540/940] lr: 4.000e-02, eta: 1 day, 8:13:01, time: 1.421, data_time: 0.003, memory: 6929, loss_aux: 1.2359, top1_acc: 0.5221, top5_acc: 0.7447, loss_cls: 2.1096, loss: 3.3455, grad_norm: 3.5317 2020-09-24 17:08:09,388 - mmaction - INFO - Epoch [67][560/940] lr: 4.000e-02, eta: 1 day, 8:12:30, time: 1.424, data_time: 0.001, memory: 6929, loss_aux: 1.2654, top1_acc: 0.5064, top5_acc: 0.7412, loss_cls: 2.1390, loss: 3.4044, grad_norm: 3.4852 2020-09-24 17:08:37,421 - mmaction - INFO - Epoch [67][580/940] lr: 4.000e-02, eta: 1 day, 8:11:59, time: 1.401, data_time: 0.003, memory: 6929, loss_aux: 1.2650, top1_acc: 0.5100, top5_acc: 0.7357, loss_cls: 2.1562, loss: 3.4212, grad_norm: 3.5320 2020-09-24 17:09:05,544 - mmaction - INFO - Epoch [67][600/940] lr: 4.000e-02, eta: 1 day, 8:11:27, time: 1.407, data_time: 0.002, memory: 6929, loss_aux: 1.2678, top1_acc: 0.5039, top5_acc: 0.7340, loss_cls: 2.1798, loss: 3.4477, grad_norm: 3.5648 2020-09-24 17:09:33,857 - mmaction - INFO - Epoch [67][620/940] lr: 4.000e-02, eta: 1 day, 8:10:56, time: 1.416, data_time: 0.002, memory: 6929, loss_aux: 1.2455, top1_acc: 0.5229, top5_acc: 0.7395, loss_cls: 2.1266, loss: 3.3721, grad_norm: 3.4527 2020-09-24 17:10:02,222 - mmaction - INFO - Epoch [67][640/940] lr: 4.000e-02, eta: 1 day, 8:10:25, time: 1.418, data_time: 0.001, memory: 6929, loss_aux: 1.2651, top1_acc: 0.5104, top5_acc: 0.7398, loss_cls: 2.1536, loss: 3.4188, grad_norm: 3.5180 2020-09-24 17:10:30,460 - mmaction - INFO - Epoch [67][660/940] lr: 4.000e-02, eta: 1 day, 8:09:54, time: 1.411, data_time: 0.002, memory: 6929, loss_aux: 1.2460, top1_acc: 0.5168, top5_acc: 0.7453, loss_cls: 2.1293, loss: 3.3752, grad_norm: 3.5099 2020-09-24 17:10:59,127 - mmaction - INFO - Epoch [67][680/940] lr: 4.000e-02, eta: 1 day, 8:09:23, time: 1.435, data_time: 0.003, memory: 6929, loss_aux: 1.2486, top1_acc: 0.5090, top5_acc: 0.7443, loss_cls: 2.1169, loss: 3.3655, grad_norm: 3.4893 2020-09-24 17:11:27,329 - mmaction - INFO - Epoch [67][700/940] lr: 4.000e-02, eta: 1 day, 8:08:52, time: 1.410, data_time: 0.001, memory: 6929, loss_aux: 1.2485, top1_acc: 0.5172, top5_acc: 0.7436, loss_cls: 2.1226, loss: 3.3711, grad_norm: 3.5337 2020-09-24 17:11:55,313 - mmaction - INFO - Epoch [67][720/940] lr: 4.000e-02, eta: 1 day, 8:08:20, time: 1.396, data_time: 0.002, memory: 6929, loss_aux: 1.2184, top1_acc: 0.5195, top5_acc: 0.7512, loss_cls: 2.0795, loss: 3.2979, grad_norm: 3.4713 2020-09-24 17:12:23,429 - mmaction - INFO - Epoch [67][740/940] lr: 4.000e-02, eta: 1 day, 8:07:49, time: 1.407, data_time: 0.005, memory: 6929, loss_aux: 1.2435, top1_acc: 0.5158, top5_acc: 0.7529, loss_cls: 2.0943, loss: 3.3378, grad_norm: 3.5269 2020-09-24 17:12:51,449 - mmaction - INFO - Epoch [67][760/940] lr: 4.000e-02, eta: 1 day, 8:07:17, time: 1.402, data_time: 0.003, memory: 6929, loss_aux: 1.2396, top1_acc: 0.5197, top5_acc: 0.7438, loss_cls: 2.1123, loss: 3.3519, grad_norm: 3.5235 2020-09-24 17:13:20,183 - mmaction - INFO - Epoch [67][780/940] lr: 4.000e-02, eta: 1 day, 8:06:47, time: 1.438, data_time: 0.003, memory: 6929, loss_aux: 1.2554, top1_acc: 0.5174, top5_acc: 0.7377, loss_cls: 2.1424, loss: 3.3978, grad_norm: 3.5397 2020-09-24 17:13:49,135 - mmaction - INFO - Epoch [67][800/940] lr: 4.000e-02, eta: 1 day, 8:06:16, time: 1.448, data_time: 0.001, memory: 6929, loss_aux: 1.2505, top1_acc: 0.5152, top5_acc: 0.7461, loss_cls: 2.1110, loss: 3.3615, grad_norm: 3.5177 2020-09-24 17:14:17,110 - mmaction - INFO - Epoch [67][820/940] lr: 4.000e-02, eta: 1 day, 8:05:45, time: 1.399, data_time: 0.001, memory: 6929, loss_aux: 1.2483, top1_acc: 0.5207, top5_acc: 0.7475, loss_cls: 2.1149, loss: 3.3632, grad_norm: 3.5249 2020-09-24 17:14:45,282 - mmaction - INFO - Epoch [67][840/940] lr: 4.000e-02, eta: 1 day, 8:05:13, time: 1.408, data_time: 0.002, memory: 6929, loss_aux: 1.2202, top1_acc: 0.5289, top5_acc: 0.7408, loss_cls: 2.0871, loss: 3.3073, grad_norm: 3.5326 2020-09-24 17:15:14,583 - mmaction - INFO - Epoch [67][860/940] lr: 4.000e-02, eta: 1 day, 8:04:43, time: 1.460, data_time: 0.002, memory: 6929, loss_aux: 1.2417, top1_acc: 0.5168, top5_acc: 0.7469, loss_cls: 2.1257, loss: 3.3674, grad_norm: 3.5009 2020-09-24 17:15:42,463 - mmaction - INFO - Epoch [67][880/940] lr: 4.000e-02, eta: 1 day, 8:04:12, time: 1.399, data_time: 0.007, memory: 6929, loss_aux: 1.2628, top1_acc: 0.5098, top5_acc: 0.7354, loss_cls: 2.1756, loss: 3.4384, grad_norm: 3.5280 2020-09-24 17:16:10,819 - mmaction - INFO - Epoch [67][900/940] lr: 4.000e-02, eta: 1 day, 8:03:41, time: 1.417, data_time: 0.002, memory: 6929, loss_aux: 1.2536, top1_acc: 0.5115, top5_acc: 0.7316, loss_cls: 2.1631, loss: 3.4167, grad_norm: 3.4881 2020-09-24 17:16:39,919 - mmaction - INFO - Epoch [67][920/940] lr: 4.000e-02, eta: 1 day, 8:03:10, time: 1.456, data_time: 0.003, memory: 6929, loss_aux: 1.2372, top1_acc: 0.5193, top5_acc: 0.7512, loss_cls: 2.1047, loss: 3.3420, grad_norm: 3.5043 2020-09-24 17:17:07,018 - mmaction - INFO - Epoch [67][940/940] lr: 4.000e-02, eta: 1 day, 8:02:38, time: 1.355, data_time: 0.002, memory: 6929, loss_aux: 1.2524, top1_acc: 0.5152, top5_acc: 0.7392, loss_cls: 2.1449, loss: 3.3973, grad_norm: 3.5081 2020-09-24 17:17:07,639 - mmaction - INFO - Saving checkpoint at 67 epochs 2020-09-24 17:17:43,798 - mmaction - INFO - Epoch [68][20/940] lr: 4.000e-02, eta: 1 day, 8:02:10, time: 1.562, data_time: 0.300, memory: 6929, loss_aux: 1.2650, top1_acc: 0.5141, top5_acc: 0.7352, loss_cls: 2.1225, loss: 3.3875, grad_norm: 3.5699 2020-09-24 17:18:11,100 - mmaction - INFO - Epoch [68][40/940] lr: 4.000e-02, eta: 1 day, 8:01:38, time: 1.366, data_time: 0.003, memory: 6929, loss_aux: 1.2248, top1_acc: 0.5252, top5_acc: 0.7535, loss_cls: 2.0739, loss: 3.2987, grad_norm: 3.4807 2020-09-24 17:18:40,021 - mmaction - INFO - Epoch [68][60/940] lr: 4.000e-02, eta: 1 day, 8:01:08, time: 1.446, data_time: 0.002, memory: 6929, loss_aux: 1.2476, top1_acc: 0.5148, top5_acc: 0.7496, loss_cls: 2.0992, loss: 3.3469, grad_norm: 3.5283 2020-09-24 17:19:08,212 - mmaction - INFO - Epoch [68][80/940] lr: 4.000e-02, eta: 1 day, 8:00:36, time: 1.409, data_time: 0.001, memory: 6929, loss_aux: 1.2326, top1_acc: 0.5164, top5_acc: 0.7410, loss_cls: 2.0954, loss: 3.3280, grad_norm: 3.5150 2020-09-24 17:19:37,817 - mmaction - INFO - Epoch [68][100/940] lr: 4.000e-02, eta: 1 day, 8:00:07, time: 1.481, data_time: 0.002, memory: 6929, loss_aux: 1.2090, top1_acc: 0.5277, top5_acc: 0.7547, loss_cls: 2.0678, loss: 3.2767, grad_norm: 3.5359 2020-09-24 17:20:06,423 - mmaction - INFO - Epoch [68][120/940] lr: 4.000e-02, eta: 1 day, 7:59:36, time: 1.429, data_time: 0.002, memory: 6929, loss_aux: 1.2331, top1_acc: 0.5166, top5_acc: 0.7402, loss_cls: 2.1127, loss: 3.3458, grad_norm: 3.5037 2020-09-24 17:20:35,034 - mmaction - INFO - Epoch [68][140/940] lr: 4.000e-02, eta: 1 day, 7:59:05, time: 1.431, data_time: 0.003, memory: 6929, loss_aux: 1.2360, top1_acc: 0.5234, top5_acc: 0.7496, loss_cls: 2.0726, loss: 3.3086, grad_norm: 3.5521 2020-09-24 17:21:03,798 - mmaction - INFO - Epoch [68][160/940] lr: 4.000e-02, eta: 1 day, 7:58:35, time: 1.437, data_time: 0.001, memory: 6929, loss_aux: 1.2472, top1_acc: 0.5094, top5_acc: 0.7457, loss_cls: 2.1205, loss: 3.3678, grad_norm: 3.5210 2020-09-24 17:21:31,622 - mmaction - INFO - Epoch [68][180/940] lr: 4.000e-02, eta: 1 day, 7:58:03, time: 1.391, data_time: 0.003, memory: 6929, loss_aux: 1.2350, top1_acc: 0.5297, top5_acc: 0.7520, loss_cls: 2.0779, loss: 3.3129, grad_norm: 3.4961 2020-09-24 17:21:59,893 - mmaction - INFO - Epoch [68][200/940] lr: 4.000e-02, eta: 1 day, 7:57:32, time: 1.415, data_time: 0.003, memory: 6929, loss_aux: 1.2506, top1_acc: 0.5160, top5_acc: 0.7469, loss_cls: 2.0934, loss: 3.3440, grad_norm: 3.5313 2020-09-24 17:22:28,495 - mmaction - INFO - Epoch [68][220/940] lr: 4.000e-02, eta: 1 day, 7:57:01, time: 1.429, data_time: 0.002, memory: 6929, loss_aux: 1.2593, top1_acc: 0.5113, top5_acc: 0.7346, loss_cls: 2.1548, loss: 3.4141, grad_norm: 3.5462 2020-09-24 17:22:56,973 - mmaction - INFO - Epoch [68][240/940] lr: 4.000e-02, eta: 1 day, 7:56:30, time: 1.425, data_time: 0.003, memory: 6929, loss_aux: 1.2351, top1_acc: 0.5203, top5_acc: 0.7445, loss_cls: 2.1050, loss: 3.3402, grad_norm: 3.5275 2020-09-24 17:23:25,254 - mmaction - INFO - Epoch [68][260/940] lr: 4.000e-02, eta: 1 day, 7:55:59, time: 1.413, data_time: 0.001, memory: 6929, loss_aux: 1.2332, top1_acc: 0.5195, top5_acc: 0.7486, loss_cls: 2.0896, loss: 3.3228, grad_norm: 3.4727 2020-09-24 17:23:53,694 - mmaction - INFO - Epoch [68][280/940] lr: 4.000e-02, eta: 1 day, 7:55:28, time: 1.422, data_time: 0.002, memory: 6929, loss_aux: 1.2618, top1_acc: 0.5105, top5_acc: 0.7350, loss_cls: 2.1668, loss: 3.4286, grad_norm: 3.5478 2020-09-24 17:24:21,517 - mmaction - INFO - Epoch [68][300/940] lr: 4.000e-02, eta: 1 day, 7:54:56, time: 1.392, data_time: 0.002, memory: 6929, loss_aux: 1.2502, top1_acc: 0.5197, top5_acc: 0.7508, loss_cls: 2.1125, loss: 3.3627, grad_norm: 3.4884 2020-09-24 17:24:50,600 - mmaction - INFO - Epoch [68][320/940] lr: 4.000e-02, eta: 1 day, 7:54:26, time: 1.453, data_time: 0.001, memory: 6929, loss_aux: 1.2301, top1_acc: 0.5199, top5_acc: 0.7512, loss_cls: 2.0899, loss: 3.3200, grad_norm: 3.5327 2020-09-24 17:25:19,533 - mmaction - INFO - Epoch [68][340/940] lr: 4.000e-02, eta: 1 day, 7:53:56, time: 1.444, data_time: 0.003, memory: 6929, loss_aux: 1.2396, top1_acc: 0.5223, top5_acc: 0.7455, loss_cls: 2.1120, loss: 3.3516, grad_norm: 3.4694 2020-09-24 17:25:48,156 - mmaction - INFO - Epoch [68][360/940] lr: 4.000e-02, eta: 1 day, 7:53:25, time: 1.434, data_time: 0.005, memory: 6929, loss_aux: 1.2408, top1_acc: 0.5158, top5_acc: 0.7506, loss_cls: 2.1228, loss: 3.3635, grad_norm: 3.4877 2020-09-24 17:26:15,865 - mmaction - INFO - Epoch [68][380/940] lr: 4.000e-02, eta: 1 day, 7:52:53, time: 1.387, data_time: 0.003, memory: 6929, loss_aux: 1.2214, top1_acc: 0.5287, top5_acc: 0.7535, loss_cls: 2.0743, loss: 3.2956, grad_norm: 3.5392 2020-09-24 17:26:47,314 - mmaction - INFO - Epoch [68][400/940] lr: 4.000e-02, eta: 1 day, 7:52:26, time: 1.571, data_time: 0.001, memory: 6929, loss_aux: 1.2353, top1_acc: 0.5207, top5_acc: 0.7445, loss_cls: 2.0963, loss: 3.3316, grad_norm: 3.5407 2020-09-24 17:27:15,786 - mmaction - INFO - Epoch [68][420/940] lr: 4.000e-02, eta: 1 day, 7:51:55, time: 1.425, data_time: 0.003, memory: 6929, loss_aux: 1.2838, top1_acc: 0.5006, top5_acc: 0.7361, loss_cls: 2.1792, loss: 3.4630, grad_norm: 3.5459 2020-09-24 17:27:43,877 - mmaction - INFO - Epoch [68][440/940] lr: 4.000e-02, eta: 1 day, 7:51:24, time: 1.404, data_time: 0.001, memory: 6929, loss_aux: 1.2384, top1_acc: 0.5209, top5_acc: 0.7496, loss_cls: 2.0914, loss: 3.3298, grad_norm: 3.5333 2020-09-24 17:28:12,286 - mmaction - INFO - Epoch [68][460/940] lr: 4.000e-02, eta: 1 day, 7:50:53, time: 1.421, data_time: 0.003, memory: 6929, loss_aux: 1.2516, top1_acc: 0.5104, top5_acc: 0.7365, loss_cls: 2.1506, loss: 3.4022, grad_norm: 3.5786 2020-09-24 17:28:40,047 - mmaction - INFO - Epoch [68][480/940] lr: 4.000e-02, eta: 1 day, 7:50:21, time: 1.389, data_time: 0.002, memory: 6929, loss_aux: 1.2374, top1_acc: 0.5197, top5_acc: 0.7496, loss_cls: 2.1167, loss: 3.3541, grad_norm: 3.5014 2020-09-24 17:29:09,737 - mmaction - INFO - Epoch [68][500/940] lr: 4.000e-02, eta: 1 day, 7:49:52, time: 1.483, data_time: 0.001, memory: 6929, loss_aux: 1.2450, top1_acc: 0.5211, top5_acc: 0.7482, loss_cls: 2.1131, loss: 3.3580, grad_norm: 3.5211 2020-09-24 17:29:38,202 - mmaction - INFO - Epoch [68][520/940] lr: 4.000e-02, eta: 1 day, 7:49:21, time: 1.424, data_time: 0.002, memory: 6929, loss_aux: 1.2433, top1_acc: 0.5148, top5_acc: 0.7482, loss_cls: 2.1241, loss: 3.3675, grad_norm: 3.5037 2020-09-24 17:30:07,182 - mmaction - INFO - Epoch [68][540/940] lr: 4.000e-02, eta: 1 day, 7:48:50, time: 1.448, data_time: 0.001, memory: 6929, loss_aux: 1.2654, top1_acc: 0.5113, top5_acc: 0.7432, loss_cls: 2.1401, loss: 3.4055, grad_norm: 3.5849 2020-09-24 17:30:35,525 - mmaction - INFO - Epoch [68][560/940] lr: 4.000e-02, eta: 1 day, 7:48:19, time: 1.418, data_time: 0.003, memory: 6929, loss_aux: 1.2256, top1_acc: 0.5213, top5_acc: 0.7496, loss_cls: 2.0808, loss: 3.3064, grad_norm: 3.5400 2020-09-24 17:31:05,416 - mmaction - INFO - Epoch [68][580/940] lr: 4.000e-02, eta: 1 day, 7:47:50, time: 1.494, data_time: 0.002, memory: 6929, loss_aux: 1.2401, top1_acc: 0.5104, top5_acc: 0.7410, loss_cls: 2.1178, loss: 3.3579, grad_norm: 3.5017 2020-09-24 17:31:33,572 - mmaction - INFO - Epoch [68][600/940] lr: 4.000e-02, eta: 1 day, 7:47:19, time: 1.408, data_time: 0.003, memory: 6929, loss_aux: 1.2798, top1_acc: 0.5107, top5_acc: 0.7357, loss_cls: 2.1778, loss: 3.4576, grad_norm: 3.5509 2020-09-24 17:32:02,392 - mmaction - INFO - Epoch [68][620/940] lr: 4.000e-02, eta: 1 day, 7:46:48, time: 1.442, data_time: 0.002, memory: 6929, loss_aux: 1.2445, top1_acc: 0.5113, top5_acc: 0.7365, loss_cls: 2.1260, loss: 3.3705, grad_norm: 3.5363 2020-09-24 17:32:30,112 - mmaction - INFO - Epoch [68][640/940] lr: 4.000e-02, eta: 1 day, 7:46:17, time: 1.385, data_time: 0.001, memory: 6929, loss_aux: 1.2522, top1_acc: 0.5053, top5_acc: 0.7434, loss_cls: 2.1467, loss: 3.3989, grad_norm: 3.6154 2020-09-24 17:32:59,024 - mmaction - INFO - Epoch [68][660/940] lr: 4.000e-02, eta: 1 day, 7:45:46, time: 1.447, data_time: 0.003, memory: 6929, loss_aux: 1.2392, top1_acc: 0.5186, top5_acc: 0.7504, loss_cls: 2.0975, loss: 3.3367, grad_norm: 3.5162 2020-09-24 17:33:28,537 - mmaction - INFO - Epoch [68][680/940] lr: 4.000e-02, eta: 1 day, 7:45:17, time: 1.474, data_time: 0.001, memory: 6929, loss_aux: 1.2474, top1_acc: 0.5189, top5_acc: 0.7453, loss_cls: 2.1169, loss: 3.3643, grad_norm: 3.4940 2020-09-24 17:33:56,245 - mmaction - INFO - Epoch [68][700/940] lr: 4.000e-02, eta: 1 day, 7:44:45, time: 1.386, data_time: 0.003, memory: 6929, loss_aux: 1.2283, top1_acc: 0.5324, top5_acc: 0.7506, loss_cls: 2.0772, loss: 3.3056, grad_norm: 3.5049 2020-09-24 17:34:25,772 - mmaction - INFO - Epoch [68][720/940] lr: 4.000e-02, eta: 1 day, 7:44:15, time: 1.477, data_time: 0.002, memory: 6929, loss_aux: 1.2561, top1_acc: 0.5123, top5_acc: 0.7371, loss_cls: 2.1527, loss: 3.4089, grad_norm: 3.5146 2020-09-24 17:34:54,512 - mmaction - INFO - Epoch [68][740/940] lr: 4.000e-02, eta: 1 day, 7:43:45, time: 1.437, data_time: 0.002, memory: 6929, loss_aux: 1.2309, top1_acc: 0.5133, top5_acc: 0.7477, loss_cls: 2.0855, loss: 3.3164, grad_norm: 3.4561 2020-09-24 17:35:22,813 - mmaction - INFO - Epoch [68][760/940] lr: 4.000e-02, eta: 1 day, 7:43:14, time: 1.414, data_time: 0.001, memory: 6929, loss_aux: 1.2302, top1_acc: 0.5137, top5_acc: 0.7385, loss_cls: 2.1105, loss: 3.3407, grad_norm: 3.4109 2020-09-24 17:35:50,563 - mmaction - INFO - Epoch [68][780/940] lr: 4.000e-02, eta: 1 day, 7:42:42, time: 1.387, data_time: 0.002, memory: 6929, loss_aux: 1.2386, top1_acc: 0.5166, top5_acc: 0.7514, loss_cls: 2.1101, loss: 3.3487, grad_norm: 3.4680 2020-09-24 17:36:20,957 - mmaction - INFO - Epoch [68][800/940] lr: 4.000e-02, eta: 1 day, 7:42:13, time: 1.521, data_time: 0.003, memory: 6929, loss_aux: 1.2247, top1_acc: 0.5252, top5_acc: 0.7500, loss_cls: 2.0963, loss: 3.3210, grad_norm: 3.4715 2020-09-24 17:36:50,684 - mmaction - INFO - Epoch [68][820/940] lr: 4.000e-02, eta: 1 day, 7:41:44, time: 1.486, data_time: 0.002, memory: 6929, loss_aux: 1.2581, top1_acc: 0.5086, top5_acc: 0.7342, loss_cls: 2.1629, loss: 3.4210, grad_norm: 3.5058 2020-09-24 17:37:18,842 - mmaction - INFO - Epoch [68][840/940] lr: 4.000e-02, eta: 1 day, 7:41:13, time: 1.409, data_time: 0.003, memory: 6929, loss_aux: 1.2331, top1_acc: 0.5141, top5_acc: 0.7400, loss_cls: 2.1000, loss: 3.3331, grad_norm: 3.5042 2020-09-24 17:37:47,015 - mmaction - INFO - Epoch [68][860/940] lr: 4.000e-02, eta: 1 day, 7:40:41, time: 1.408, data_time: 0.001, memory: 6929, loss_aux: 1.2471, top1_acc: 0.5180, top5_acc: 0.7436, loss_cls: 2.1046, loss: 3.3517, grad_norm: 3.5174 2020-09-24 17:38:15,693 - mmaction - INFO - Epoch [68][880/940] lr: 4.000e-02, eta: 1 day, 7:40:11, time: 1.435, data_time: 0.003, memory: 6929, loss_aux: 1.2403, top1_acc: 0.5139, top5_acc: 0.7436, loss_cls: 2.1285, loss: 3.3688, grad_norm: 3.5826 2020-09-24 17:38:44,475 - mmaction - INFO - Epoch [68][900/940] lr: 4.000e-02, eta: 1 day, 7:39:40, time: 1.438, data_time: 0.001, memory: 6929, loss_aux: 1.2428, top1_acc: 0.5246, top5_acc: 0.7385, loss_cls: 2.1174, loss: 3.3602, grad_norm: 3.4873 2020-09-24 17:39:12,785 - mmaction - INFO - Epoch [68][920/940] lr: 4.000e-02, eta: 1 day, 7:39:09, time: 1.416, data_time: 0.002, memory: 6929, loss_aux: 1.2468, top1_acc: 0.5146, top5_acc: 0.7420, loss_cls: 2.1369, loss: 3.3837, grad_norm: 3.5673 2020-09-24 17:39:41,137 - mmaction - INFO - Epoch [68][940/940] lr: 4.000e-02, eta: 1 day, 7:38:38, time: 1.412, data_time: 0.002, memory: 6929, loss_aux: 1.2411, top1_acc: 0.5183, top5_acc: 0.7374, loss_cls: 2.1233, loss: 3.3644, grad_norm: 3.5513 2020-09-24 17:39:41,613 - mmaction - INFO - Saving checkpoint at 68 epochs 2020-09-24 17:40:15,173 - mmaction - INFO - Epoch [69][20/940] lr: 4.000e-02, eta: 1 day, 7:38:10, time: 1.547, data_time: 0.270, memory: 6929, loss_aux: 1.2380, top1_acc: 0.5174, top5_acc: 0.7502, loss_cls: 2.1067, loss: 3.3448, grad_norm: 3.5716 2020-09-24 17:40:42,937 - mmaction - INFO - Epoch [69][40/940] lr: 4.000e-02, eta: 1 day, 7:37:38, time: 1.388, data_time: 0.002, memory: 6929, loss_aux: 1.2278, top1_acc: 0.5209, top5_acc: 0.7520, loss_cls: 2.0837, loss: 3.3115, grad_norm: 3.4722 2020-09-24 17:41:11,853 - mmaction - INFO - Epoch [69][60/940] lr: 4.000e-02, eta: 1 day, 7:37:08, time: 1.446, data_time: 0.002, memory: 6929, loss_aux: 1.2337, top1_acc: 0.5213, top5_acc: 0.7416, loss_cls: 2.0964, loss: 3.3301, grad_norm: 3.4686 2020-09-24 17:41:41,308 - mmaction - INFO - Epoch [69][80/940] lr: 4.000e-02, eta: 1 day, 7:36:38, time: 1.473, data_time: 0.002, memory: 6929, loss_aux: 1.2284, top1_acc: 0.5264, top5_acc: 0.7568, loss_cls: 2.0725, loss: 3.3010, grad_norm: 3.5323 2020-09-24 17:42:09,836 - mmaction - INFO - Epoch [69][100/940] lr: 4.000e-02, eta: 1 day, 7:36:08, time: 1.425, data_time: 0.001, memory: 6929, loss_aux: 1.2338, top1_acc: 0.5197, top5_acc: 0.7400, loss_cls: 2.0970, loss: 3.3308, grad_norm: 3.5037 2020-09-24 17:42:38,190 - mmaction - INFO - Epoch [69][120/940] lr: 4.000e-02, eta: 1 day, 7:35:37, time: 1.419, data_time: 0.003, memory: 6929, loss_aux: 1.2007, top1_acc: 0.5381, top5_acc: 0.7643, loss_cls: 2.0083, loss: 3.2091, grad_norm: 3.4439 2020-09-24 17:43:07,440 - mmaction - INFO - Epoch [69][140/940] lr: 4.000e-02, eta: 1 day, 7:35:07, time: 1.461, data_time: 0.001, memory: 6929, loss_aux: 1.2207, top1_acc: 0.5244, top5_acc: 0.7547, loss_cls: 2.0688, loss: 3.2895, grad_norm: 3.5219 2020-09-24 17:43:35,346 - mmaction - INFO - Epoch [69][160/940] lr: 4.000e-02, eta: 1 day, 7:34:35, time: 1.396, data_time: 0.002, memory: 6929, loss_aux: 1.2281, top1_acc: 0.5279, top5_acc: 0.7529, loss_cls: 2.0594, loss: 3.2875, grad_norm: 3.5304 2020-09-24 17:44:03,623 - mmaction - INFO - Epoch [69][180/940] lr: 4.000e-02, eta: 1 day, 7:34:04, time: 1.413, data_time: 0.001, memory: 6929, loss_aux: 1.2545, top1_acc: 0.5125, top5_acc: 0.7393, loss_cls: 2.1226, loss: 3.3770, grad_norm: 3.5712 2020-09-24 17:44:32,787 - mmaction - INFO - Epoch [69][200/940] lr: 4.000e-02, eta: 1 day, 7:33:34, time: 1.459, data_time: 0.003, memory: 6929, loss_aux: 1.2083, top1_acc: 0.5293, top5_acc: 0.7607, loss_cls: 2.0491, loss: 3.2574, grad_norm: 3.5299 2020-09-24 17:45:01,342 - mmaction - INFO - Epoch [69][220/940] lr: 4.000e-02, eta: 1 day, 7:33:03, time: 1.428, data_time: 0.002, memory: 6929, loss_aux: 1.2398, top1_acc: 0.5219, top5_acc: 0.7434, loss_cls: 2.0908, loss: 3.3306, grad_norm: 3.5562 2020-09-24 17:45:31,970 - mmaction - INFO - Epoch [69][240/940] lr: 4.000e-02, eta: 1 day, 7:32:35, time: 1.530, data_time: 0.001, memory: 6929, loss_aux: 1.2267, top1_acc: 0.5143, top5_acc: 0.7457, loss_cls: 2.0860, loss: 3.3127, grad_norm: 3.4733 2020-09-24 17:45:58,949 - mmaction - INFO - Epoch [69][260/940] lr: 4.000e-02, eta: 1 day, 7:32:02, time: 1.349, data_time: 0.002, memory: 6929, loss_aux: 1.2346, top1_acc: 0.5168, top5_acc: 0.7418, loss_cls: 2.1249, loss: 3.3595, grad_norm: 3.5247 2020-09-24 17:46:28,175 - mmaction - INFO - Epoch [69][280/940] lr: 4.000e-02, eta: 1 day, 7:31:32, time: 1.461, data_time: 0.002, memory: 6929, loss_aux: 1.2302, top1_acc: 0.5256, top5_acc: 0.7525, loss_cls: 2.0799, loss: 3.3101, grad_norm: 3.5135 2020-09-24 17:46:56,440 - mmaction - INFO - Epoch [69][300/940] lr: 4.000e-02, eta: 1 day, 7:31:01, time: 1.414, data_time: 0.003, memory: 6929, loss_aux: 1.2533, top1_acc: 0.5189, top5_acc: 0.7412, loss_cls: 2.1218, loss: 3.3750, grad_norm: 3.5080 2020-09-24 17:47:24,834 - mmaction - INFO - Epoch [69][320/940] lr: 4.000e-02, eta: 1 day, 7:30:30, time: 1.419, data_time: 0.002, memory: 6929, loss_aux: 1.2396, top1_acc: 0.5127, top5_acc: 0.7453, loss_cls: 2.1146, loss: 3.3541, grad_norm: 3.4885 2020-09-24 17:47:52,828 - mmaction - INFO - Epoch [69][340/940] lr: 4.000e-02, eta: 1 day, 7:29:59, time: 1.401, data_time: 0.003, memory: 6929, loss_aux: 1.2700, top1_acc: 0.5090, top5_acc: 0.7387, loss_cls: 2.1722, loss: 3.4422, grad_norm: 3.5677 2020-09-24 17:48:21,450 - mmaction - INFO - Epoch [69][360/940] lr: 4.000e-02, eta: 1 day, 7:29:28, time: 1.431, data_time: 0.001, memory: 6929, loss_aux: 1.2367, top1_acc: 0.5166, top5_acc: 0.7453, loss_cls: 2.0975, loss: 3.3342, grad_norm: 3.5212 2020-09-24 17:48:50,393 - mmaction - INFO - Epoch [69][380/940] lr: 4.000e-02, eta: 1 day, 7:28:58, time: 1.446, data_time: 0.001, memory: 6929, loss_aux: 1.2348, top1_acc: 0.5238, top5_acc: 0.7488, loss_cls: 2.0928, loss: 3.3276, grad_norm: 3.4919 2020-09-24 17:49:20,124 - mmaction - INFO - Epoch [69][400/940] lr: 4.000e-02, eta: 1 day, 7:28:29, time: 1.487, data_time: 0.002, memory: 6929, loss_aux: 1.2440, top1_acc: 0.5266, top5_acc: 0.7441, loss_cls: 2.0935, loss: 3.3375, grad_norm: 3.5465 2020-09-24 17:49:48,790 - mmaction - INFO - Epoch [69][420/940] lr: 4.000e-02, eta: 1 day, 7:27:58, time: 1.433, data_time: 0.002, memory: 6929, loss_aux: 1.2371, top1_acc: 0.5111, top5_acc: 0.7475, loss_cls: 2.1061, loss: 3.3432, grad_norm: 3.5034 2020-09-24 17:50:18,192 - mmaction - INFO - Epoch [69][440/940] lr: 4.000e-02, eta: 1 day, 7:27:28, time: 1.472, data_time: 0.003, memory: 6929, loss_aux: 1.2422, top1_acc: 0.5189, top5_acc: 0.7502, loss_cls: 2.1019, loss: 3.3441, grad_norm: 3.5426 2020-09-24 17:50:45,660 - mmaction - INFO - Epoch [69][460/940] lr: 4.000e-02, eta: 1 day, 7:26:56, time: 1.372, data_time: 0.001, memory: 6929, loss_aux: 1.1972, top1_acc: 0.5375, top5_acc: 0.7549, loss_cls: 2.0015, loss: 3.1987, grad_norm: 3.4510 2020-09-24 17:51:13,668 - mmaction - INFO - Epoch [69][480/940] lr: 4.000e-02, eta: 1 day, 7:26:25, time: 1.401, data_time: 0.003, memory: 6929, loss_aux: 1.2491, top1_acc: 0.5205, top5_acc: 0.7402, loss_cls: 2.1325, loss: 3.3816, grad_norm: 3.6158 2020-09-24 17:51:42,047 - mmaction - INFO - Epoch [69][500/940] lr: 4.000e-02, eta: 1 day, 7:25:54, time: 1.420, data_time: 0.002, memory: 6929, loss_aux: 1.2436, top1_acc: 0.5178, top5_acc: 0.7512, loss_cls: 2.0902, loss: 3.3337, grad_norm: 3.5232 2020-09-24 17:52:10,594 - mmaction - INFO - Epoch [69][520/940] lr: 4.000e-02, eta: 1 day, 7:25:23, time: 1.427, data_time: 0.001, memory: 6929, loss_aux: 1.2420, top1_acc: 0.5133, top5_acc: 0.7400, loss_cls: 2.1183, loss: 3.3603, grad_norm: 3.4809 2020-09-24 17:52:39,144 - mmaction - INFO - Epoch [69][540/940] lr: 4.000e-02, eta: 1 day, 7:24:52, time: 1.427, data_time: 0.003, memory: 6929, loss_aux: 1.2641, top1_acc: 0.5176, top5_acc: 0.7324, loss_cls: 2.1684, loss: 3.4325, grad_norm: 3.5411 2020-09-24 17:53:07,739 - mmaction - INFO - Epoch [69][560/940] lr: 4.000e-02, eta: 1 day, 7:24:22, time: 1.430, data_time: 0.002, memory: 6929, loss_aux: 1.2528, top1_acc: 0.5211, top5_acc: 0.7414, loss_cls: 2.1206, loss: 3.3733, grad_norm: 3.5687 2020-09-24 17:53:35,409 - mmaction - INFO - Epoch [69][580/940] lr: 4.000e-02, eta: 1 day, 7:23:50, time: 1.384, data_time: 0.003, memory: 6929, loss_aux: 1.2307, top1_acc: 0.5252, top5_acc: 0.7457, loss_cls: 2.0900, loss: 3.3208, grad_norm: 3.4766 2020-09-24 17:54:03,481 - mmaction - INFO - Epoch [69][600/940] lr: 4.000e-02, eta: 1 day, 7:23:19, time: 1.402, data_time: 0.001, memory: 6929, loss_aux: 1.2494, top1_acc: 0.5115, top5_acc: 0.7402, loss_cls: 2.1199, loss: 3.3693, grad_norm: 3.6325 2020-09-24 17:54:32,072 - mmaction - INFO - Epoch [69][620/940] lr: 4.000e-02, eta: 1 day, 7:22:48, time: 1.430, data_time: 0.003, memory: 6929, loss_aux: 1.2336, top1_acc: 0.5203, top5_acc: 0.7480, loss_cls: 2.0911, loss: 3.3247, grad_norm: 3.5035 2020-09-24 17:55:00,634 - mmaction - INFO - Epoch [69][640/940] lr: 4.000e-02, eta: 1 day, 7:22:17, time: 1.429, data_time: 0.003, memory: 6929, loss_aux: 1.2714, top1_acc: 0.5074, top5_acc: 0.7389, loss_cls: 2.1609, loss: 3.4323, grad_norm: 3.5479 2020-09-24 17:55:28,290 - mmaction - INFO - Epoch [69][660/940] lr: 4.000e-02, eta: 1 day, 7:21:46, time: 1.381, data_time: 0.002, memory: 6929, loss_aux: 1.2502, top1_acc: 0.5088, top5_acc: 0.7438, loss_cls: 2.1245, loss: 3.3746, grad_norm: 3.5275 2020-09-24 17:55:57,447 - mmaction - INFO - Epoch [69][680/940] lr: 4.000e-02, eta: 1 day, 7:21:16, time: 1.460, data_time: 0.003, memory: 6929, loss_aux: 1.2640, top1_acc: 0.5115, top5_acc: 0.7391, loss_cls: 2.1482, loss: 3.4122, grad_norm: 3.5184 2020-09-24 17:56:24,645 - mmaction - INFO - Epoch [69][700/940] lr: 4.000e-02, eta: 1 day, 7:20:43, time: 1.358, data_time: 0.001, memory: 6929, loss_aux: 1.2556, top1_acc: 0.5133, top5_acc: 0.7475, loss_cls: 2.1383, loss: 3.3939, grad_norm: 3.5279 2020-09-24 17:56:52,671 - mmaction - INFO - Epoch [69][720/940] lr: 4.000e-02, eta: 1 day, 7:20:12, time: 1.401, data_time: 0.003, memory: 6929, loss_aux: 1.2263, top1_acc: 0.5248, top5_acc: 0.7514, loss_cls: 2.0901, loss: 3.3164, grad_norm: 3.5874 2020-09-24 17:57:20,735 - mmaction - INFO - Epoch [69][740/940] lr: 4.000e-02, eta: 1 day, 7:19:41, time: 1.405, data_time: 0.003, memory: 6929, loss_aux: 1.2674, top1_acc: 0.5178, top5_acc: 0.7398, loss_cls: 2.1530, loss: 3.4204, grad_norm: 3.4955 2020-09-24 17:57:49,731 - mmaction - INFO - Epoch [69][760/940] lr: 4.000e-02, eta: 1 day, 7:19:10, time: 1.449, data_time: 0.001, memory: 6929, loss_aux: 1.2639, top1_acc: 0.5035, top5_acc: 0.7369, loss_cls: 2.1617, loss: 3.4256, grad_norm: 3.5709 2020-09-24 17:58:17,526 - mmaction - INFO - Epoch [69][780/940] lr: 4.000e-02, eta: 1 day, 7:18:39, time: 1.391, data_time: 0.003, memory: 6929, loss_aux: 1.2288, top1_acc: 0.5164, top5_acc: 0.7508, loss_cls: 2.0723, loss: 3.3011, grad_norm: 3.5332 2020-09-24 17:58:46,115 - mmaction - INFO - Epoch [69][800/940] lr: 4.000e-02, eta: 1 day, 7:18:08, time: 1.429, data_time: 0.001, memory: 6929, loss_aux: 1.2484, top1_acc: 0.5129, top5_acc: 0.7408, loss_cls: 2.1617, loss: 3.4101, grad_norm: 3.5732 2020-09-24 17:59:14,443 - mmaction - INFO - Epoch [69][820/940] lr: 4.000e-02, eta: 1 day, 7:17:37, time: 1.418, data_time: 0.002, memory: 6929, loss_aux: 1.2493, top1_acc: 0.5094, top5_acc: 0.7469, loss_cls: 2.1183, loss: 3.3676, grad_norm: 3.5279 2020-09-24 17:59:43,336 - mmaction - INFO - Epoch [69][840/940] lr: 4.000e-02, eta: 1 day, 7:17:07, time: 1.443, data_time: 0.001, memory: 6929, loss_aux: 1.2436, top1_acc: 0.5271, top5_acc: 0.7447, loss_cls: 2.1038, loss: 3.3474, grad_norm: 3.4449 2020-09-24 18:00:16,560 - mmaction - INFO - Epoch [69][860/940] lr: 4.000e-02, eta: 1 day, 7:16:41, time: 1.657, data_time: 0.003, memory: 6929, loss_aux: 1.2306, top1_acc: 0.5234, top5_acc: 0.7455, loss_cls: 2.1104, loss: 3.3410, grad_norm: 3.5058 2020-09-24 18:00:43,043 - mmaction - INFO - Epoch [69][880/940] lr: 4.000e-02, eta: 1 day, 7:16:08, time: 1.329, data_time: 0.023, memory: 6929, loss_aux: 1.2390, top1_acc: 0.5180, top5_acc: 0.7469, loss_cls: 2.1066, loss: 3.3456, grad_norm: 3.5133 2020-09-24 18:01:11,041 - mmaction - INFO - Epoch [69][900/940] lr: 4.000e-02, eta: 1 day, 7:15:37, time: 1.400, data_time: 0.002, memory: 6929, loss_aux: 1.2483, top1_acc: 0.5154, top5_acc: 0.7404, loss_cls: 2.1304, loss: 3.3787, grad_norm: 3.5728 2020-09-24 18:01:39,198 - mmaction - INFO - Epoch [69][920/940] lr: 4.000e-02, eta: 1 day, 7:15:06, time: 1.409, data_time: 0.003, memory: 6929, loss_aux: 1.2220, top1_acc: 0.5223, top5_acc: 0.7490, loss_cls: 2.0870, loss: 3.3090, grad_norm: 3.5349 2020-09-24 18:02:07,701 - mmaction - INFO - Epoch [69][940/940] lr: 4.000e-02, eta: 1 day, 7:14:35, time: 1.424, data_time: 0.001, memory: 6929, loss_aux: 1.2659, top1_acc: 0.5120, top5_acc: 0.7394, loss_cls: 2.1497, loss: 3.4156, grad_norm: 3.5482 2020-09-24 18:02:08,243 - mmaction - INFO - Saving checkpoint at 69 epochs 2020-09-24 18:02:45,915 - mmaction - INFO - Epoch [70][20/940] lr: 4.000e-02, eta: 1 day, 7:14:07, time: 1.525, data_time: 0.270, memory: 6929, loss_aux: 1.2679, top1_acc: 0.5064, top5_acc: 0.7367, loss_cls: 2.1445, loss: 3.4124, grad_norm: 3.6159 2020-09-24 18:03:12,464 - mmaction - INFO - Epoch [70][40/940] lr: 4.000e-02, eta: 1 day, 7:13:34, time: 1.327, data_time: 0.002, memory: 6929, loss_aux: 1.2394, top1_acc: 0.5199, top5_acc: 0.7473, loss_cls: 2.0941, loss: 3.3334, grad_norm: 3.5255 2020-09-24 18:03:40,543 - mmaction - INFO - Epoch [70][60/940] lr: 4.000e-02, eta: 1 day, 7:13:02, time: 1.405, data_time: 0.003, memory: 6929, loss_aux: 1.2502, top1_acc: 0.5160, top5_acc: 0.7443, loss_cls: 2.1146, loss: 3.3648, grad_norm: 3.5251 2020-09-24 18:04:10,275 - mmaction - INFO - Epoch [70][80/940] lr: 4.000e-02, eta: 1 day, 7:12:33, time: 1.486, data_time: 0.001, memory: 6929, loss_aux: 1.2408, top1_acc: 0.5158, top5_acc: 0.7455, loss_cls: 2.1081, loss: 3.3489, grad_norm: 3.5329 2020-09-24 18:04:39,412 - mmaction - INFO - Epoch [70][100/940] lr: 4.000e-02, eta: 1 day, 7:12:03, time: 1.458, data_time: 0.002, memory: 6929, loss_aux: 1.2394, top1_acc: 0.5186, top5_acc: 0.7438, loss_cls: 2.1124, loss: 3.3518, grad_norm: 3.5223 2020-09-24 18:05:07,399 - mmaction - INFO - Epoch [70][120/940] lr: 4.000e-02, eta: 1 day, 7:11:32, time: 1.396, data_time: 0.001, memory: 6929, loss_aux: 1.2773, top1_acc: 0.5062, top5_acc: 0.7328, loss_cls: 2.1812, loss: 3.4585, grad_norm: 3.6130 2020-09-24 18:05:36,714 - mmaction - INFO - Epoch [70][140/940] lr: 4.000e-02, eta: 1 day, 7:11:02, time: 1.469, data_time: 0.004, memory: 6929, loss_aux: 1.2546, top1_acc: 0.5191, top5_acc: 0.7391, loss_cls: 2.1280, loss: 3.3826, grad_norm: 3.4779 2020-09-24 18:06:06,595 - mmaction - INFO - Epoch [70][160/940] lr: 4.000e-02, eta: 1 day, 7:10:33, time: 1.492, data_time: 0.001, memory: 6929, loss_aux: 1.2283, top1_acc: 0.5227, top5_acc: 0.7475, loss_cls: 2.0866, loss: 3.3150, grad_norm: 3.5182 2020-09-24 18:06:35,275 - mmaction - INFO - Epoch [70][180/940] lr: 4.000e-02, eta: 1 day, 7:10:02, time: 1.429, data_time: 0.003, memory: 6929, loss_aux: 1.2366, top1_acc: 0.5244, top5_acc: 0.7469, loss_cls: 2.0787, loss: 3.3153, grad_norm: 3.4845 2020-09-24 18:07:02,951 - mmaction - INFO - Epoch [70][200/940] lr: 4.000e-02, eta: 1 day, 7:09:30, time: 1.390, data_time: 0.008, memory: 6929, loss_aux: 1.2275, top1_acc: 0.5141, top5_acc: 0.7502, loss_cls: 2.0940, loss: 3.3216, grad_norm: 3.5228 2020-09-24 18:07:30,629 - mmaction - INFO - Epoch [70][220/940] lr: 4.000e-02, eta: 1 day, 7:08:59, time: 1.383, data_time: 0.002, memory: 6929, loss_aux: 1.2092, top1_acc: 0.5328, top5_acc: 0.7564, loss_cls: 2.0384, loss: 3.2476, grad_norm: 3.4648 2020-09-24 18:07:59,311 - mmaction - INFO - Epoch [70][240/940] lr: 4.000e-02, eta: 1 day, 7:08:28, time: 1.435, data_time: 0.003, memory: 6929, loss_aux: 1.2134, top1_acc: 0.5262, top5_acc: 0.7574, loss_cls: 2.0520, loss: 3.2654, grad_norm: 3.5612 2020-09-24 18:08:28,572 - mmaction - INFO - Epoch [70][260/940] lr: 4.000e-02, eta: 1 day, 7:07:58, time: 1.463, data_time: 0.002, memory: 6929, loss_aux: 1.2201, top1_acc: 0.5195, top5_acc: 0.7498, loss_cls: 2.0889, loss: 3.3090, grad_norm: 3.5661 2020-09-24 18:08:56,843 - mmaction - INFO - Epoch [70][280/940] lr: 4.000e-02, eta: 1 day, 7:07:27, time: 1.414, data_time: 0.002, memory: 6929, loss_aux: 1.2335, top1_acc: 0.5236, top5_acc: 0.7486, loss_cls: 2.1147, loss: 3.3482, grad_norm: 3.4785 2020-09-24 18:09:25,051 - mmaction - INFO - Epoch [70][300/940] lr: 4.000e-02, eta: 1 day, 7:06:56, time: 1.410, data_time: 0.002, memory: 6929, loss_aux: 1.2509, top1_acc: 0.5088, top5_acc: 0.7443, loss_cls: 2.1183, loss: 3.3691, grad_norm: 3.5024 2020-09-24 18:09:53,537 - mmaction - INFO - Epoch [70][320/940] lr: 4.000e-02, eta: 1 day, 7:06:25, time: 1.424, data_time: 0.003, memory: 6929, loss_aux: 1.2178, top1_acc: 0.5211, top5_acc: 0.7502, loss_cls: 2.0708, loss: 3.2885, grad_norm: 3.4582 2020-09-24 18:10:21,878 - mmaction - INFO - Epoch [70][340/940] lr: 4.000e-02, eta: 1 day, 7:05:54, time: 1.418, data_time: 0.003, memory: 6929, loss_aux: 1.2184, top1_acc: 0.5250, top5_acc: 0.7516, loss_cls: 2.0827, loss: 3.3011, grad_norm: 3.5036 2020-09-24 18:10:49,990 - mmaction - INFO - Epoch [70][360/940] lr: 4.000e-02, eta: 1 day, 7:05:23, time: 1.405, data_time: 0.002, memory: 6929, loss_aux: 1.2400, top1_acc: 0.5271, top5_acc: 0.7402, loss_cls: 2.0868, loss: 3.3268, grad_norm: 3.5273 2020-09-24 18:11:19,422 - mmaction - INFO - Epoch [70][380/940] lr: 4.000e-02, eta: 1 day, 7:04:54, time: 1.472, data_time: 0.002, memory: 6929, loss_aux: 1.2400, top1_acc: 0.5223, top5_acc: 0.7500, loss_cls: 2.1178, loss: 3.3578, grad_norm: 3.5281 2020-09-24 18:11:47,823 - mmaction - INFO - Epoch [70][400/940] lr: 4.000e-02, eta: 1 day, 7:04:23, time: 1.419, data_time: 0.001, memory: 6929, loss_aux: 1.2303, top1_acc: 0.5234, top5_acc: 0.7516, loss_cls: 2.0893, loss: 3.3196, grad_norm: 3.5057 2020-09-24 18:12:15,667 - mmaction - INFO - Epoch [70][420/940] lr: 4.000e-02, eta: 1 day, 7:03:51, time: 1.393, data_time: 0.002, memory: 6929, loss_aux: 1.2273, top1_acc: 0.5283, top5_acc: 0.7551, loss_cls: 2.0662, loss: 3.2935, grad_norm: 3.5503 2020-09-24 18:12:43,960 - mmaction - INFO - Epoch [70][440/940] lr: 4.000e-02, eta: 1 day, 7:03:20, time: 1.414, data_time: 0.002, memory: 6929, loss_aux: 1.2592, top1_acc: 0.5115, top5_acc: 0.7383, loss_cls: 2.1405, loss: 3.3997, grad_norm: 3.5145 2020-09-24 18:13:11,735 - mmaction - INFO - Epoch [70][460/940] lr: 4.000e-02, eta: 1 day, 7:02:49, time: 1.388, data_time: 0.002, memory: 6929, loss_aux: 1.2375, top1_acc: 0.5158, top5_acc: 0.7465, loss_cls: 2.1024, loss: 3.3399, grad_norm: 3.5106 2020-09-24 18:13:39,864 - mmaction - INFO - Epoch [70][480/940] lr: 4.000e-02, eta: 1 day, 7:02:18, time: 1.408, data_time: 0.003, memory: 6929, loss_aux: 1.2256, top1_acc: 0.5240, top5_acc: 0.7482, loss_cls: 2.0755, loss: 3.3010, grad_norm: 3.5032 2020-09-24 18:14:08,708 - mmaction - INFO - Epoch [70][500/940] lr: 4.000e-02, eta: 1 day, 7:01:47, time: 1.442, data_time: 0.002, memory: 6929, loss_aux: 1.2738, top1_acc: 0.4979, top5_acc: 0.7289, loss_cls: 2.1884, loss: 3.4622, grad_norm: 3.5789 2020-09-24 18:14:36,122 - mmaction - INFO - Epoch [70][520/940] lr: 4.000e-02, eta: 1 day, 7:01:15, time: 1.371, data_time: 0.002, memory: 6929, loss_aux: 1.2389, top1_acc: 0.5148, top5_acc: 0.7430, loss_cls: 2.1171, loss: 3.3561, grad_norm: 3.4980 2020-09-24 18:15:04,326 - mmaction - INFO - Epoch [70][540/940] lr: 4.000e-02, eta: 1 day, 7:00:44, time: 1.403, data_time: 0.002, memory: 6929, loss_aux: 1.2388, top1_acc: 0.5244, top5_acc: 0.7410, loss_cls: 2.1100, loss: 3.3488, grad_norm: 3.4951 2020-09-24 18:15:32,219 - mmaction - INFO - Epoch [70][560/940] lr: 4.000e-02, eta: 1 day, 7:00:13, time: 1.401, data_time: 0.008, memory: 6929, loss_aux: 1.2782, top1_acc: 0.5002, top5_acc: 0.7340, loss_cls: 2.1955, loss: 3.4737, grad_norm: 3.5694 2020-09-24 18:16:00,280 - mmaction - INFO - Epoch [70][580/940] lr: 4.000e-02, eta: 1 day, 6:59:41, time: 1.404, data_time: 0.002, memory: 6929, loss_aux: 1.2251, top1_acc: 0.5221, top5_acc: 0.7539, loss_cls: 2.0735, loss: 3.2987, grad_norm: 3.4510 2020-09-24 18:16:28,293 - mmaction - INFO - Epoch [70][600/940] lr: 4.000e-02, eta: 1 day, 6:59:10, time: 1.399, data_time: 0.002, memory: 6929, loss_aux: 1.2323, top1_acc: 0.5264, top5_acc: 0.7527, loss_cls: 2.0780, loss: 3.3103, grad_norm: 3.5669 2020-09-24 18:16:56,707 - mmaction - INFO - Epoch [70][620/940] lr: 4.000e-02, eta: 1 day, 6:58:39, time: 1.422, data_time: 0.003, memory: 6929, loss_aux: 1.2351, top1_acc: 0.5164, top5_acc: 0.7447, loss_cls: 2.1148, loss: 3.3499, grad_norm: 3.4956 2020-09-24 18:17:26,385 - mmaction - INFO - Epoch [70][640/940] lr: 4.000e-02, eta: 1 day, 6:58:10, time: 1.483, data_time: 0.001, memory: 6929, loss_aux: 1.2441, top1_acc: 0.5189, top5_acc: 0.7400, loss_cls: 2.1177, loss: 3.3618, grad_norm: 3.5494 2020-09-24 18:17:53,999 - mmaction - INFO - Epoch [70][660/940] lr: 4.000e-02, eta: 1 day, 6:57:38, time: 1.382, data_time: 0.003, memory: 6929, loss_aux: 1.2339, top1_acc: 0.5148, top5_acc: 0.7500, loss_cls: 2.0817, loss: 3.3156, grad_norm: 3.5450 2020-09-24 18:18:23,084 - mmaction - INFO - Epoch [70][680/940] lr: 4.000e-02, eta: 1 day, 6:57:08, time: 1.453, data_time: 0.001, memory: 6929, loss_aux: 1.2168, top1_acc: 0.5242, top5_acc: 0.7473, loss_cls: 2.0650, loss: 3.2818, grad_norm: 3.5174 2020-09-24 18:18:51,054 - mmaction - INFO - Epoch [70][700/940] lr: 4.000e-02, eta: 1 day, 6:56:37, time: 1.398, data_time: 0.002, memory: 6929, loss_aux: 1.2367, top1_acc: 0.5215, top5_acc: 0.7430, loss_cls: 2.1120, loss: 3.3488, grad_norm: 3.5112 2020-09-24 18:19:19,657 - mmaction - INFO - Epoch [70][720/940] lr: 4.000e-02, eta: 1 day, 6:56:06, time: 1.431, data_time: 0.003, memory: 6929, loss_aux: 1.2511, top1_acc: 0.5178, top5_acc: 0.7352, loss_cls: 2.1293, loss: 3.3803, grad_norm: 3.5047 2020-09-24 18:19:50,251 - mmaction - INFO - Epoch [70][740/940] lr: 4.000e-02, eta: 1 day, 6:55:38, time: 1.529, data_time: 0.001, memory: 6929, loss_aux: 1.2480, top1_acc: 0.5055, top5_acc: 0.7402, loss_cls: 2.1343, loss: 3.3824, grad_norm: 3.6045 2020-09-24 18:20:18,500 - mmaction - INFO - Epoch [70][760/940] lr: 4.000e-02, eta: 1 day, 6:55:07, time: 1.410, data_time: 0.002, memory: 6929, loss_aux: 1.2243, top1_acc: 0.5273, top5_acc: 0.7482, loss_cls: 2.0853, loss: 3.3096, grad_norm: 3.5595 2020-09-24 18:20:46,589 - mmaction - INFO - Epoch [70][780/940] lr: 4.000e-02, eta: 1 day, 6:54:36, time: 1.407, data_time: 0.005, memory: 6929, loss_aux: 1.2389, top1_acc: 0.5164, top5_acc: 0.7457, loss_cls: 2.1173, loss: 3.3562, grad_norm: 3.5371 2020-09-24 18:21:16,257 - mmaction - INFO - Epoch [70][800/940] lr: 4.000e-02, eta: 1 day, 6:54:06, time: 1.485, data_time: 0.003, memory: 6929, loss_aux: 1.2511, top1_acc: 0.5141, top5_acc: 0.7391, loss_cls: 2.1432, loss: 3.3942, grad_norm: 3.5632 2020-09-24 18:21:44,573 - mmaction - INFO - Epoch [70][820/940] lr: 4.000e-02, eta: 1 day, 6:53:35, time: 1.414, data_time: 0.001, memory: 6929, loss_aux: 1.2381, top1_acc: 0.5129, top5_acc: 0.7420, loss_cls: 2.1398, loss: 3.3779, grad_norm: 3.5660 2020-09-24 18:22:12,919 - mmaction - INFO - Epoch [70][840/940] lr: 4.000e-02, eta: 1 day, 6:53:05, time: 1.419, data_time: 0.003, memory: 6929, loss_aux: 1.2260, top1_acc: 0.5186, top5_acc: 0.7512, loss_cls: 2.0893, loss: 3.3154, grad_norm: 3.4760 2020-09-24 18:22:42,978 - mmaction - INFO - Epoch [70][860/940] lr: 4.000e-02, eta: 1 day, 6:52:36, time: 1.503, data_time: 0.001, memory: 6929, loss_aux: 1.2149, top1_acc: 0.5221, top5_acc: 0.7477, loss_cls: 2.0791, loss: 3.2941, grad_norm: 3.5174 2020-09-24 18:23:11,102 - mmaction - INFO - Epoch [70][880/940] lr: 4.000e-02, eta: 1 day, 6:52:04, time: 1.406, data_time: 0.001, memory: 6929, loss_aux: 1.2447, top1_acc: 0.5193, top5_acc: 0.7510, loss_cls: 2.1250, loss: 3.3697, grad_norm: 3.5479 2020-09-24 18:23:39,283 - mmaction - INFO - Epoch [70][900/940] lr: 4.000e-02, eta: 1 day, 6:51:33, time: 1.410, data_time: 0.002, memory: 6929, loss_aux: 1.2476, top1_acc: 0.5150, top5_acc: 0.7457, loss_cls: 2.1367, loss: 3.3843, grad_norm: 3.5304 2020-09-24 18:24:07,744 - mmaction - INFO - Epoch [70][920/940] lr: 4.000e-02, eta: 1 day, 6:51:03, time: 1.422, data_time: 0.001, memory: 6929, loss_aux: 1.2364, top1_acc: 0.5156, top5_acc: 0.7463, loss_cls: 2.1042, loss: 3.3406, grad_norm: 3.5712 2020-09-24 18:24:36,356 - mmaction - INFO - Epoch [70][940/940] lr: 4.000e-02, eta: 1 day, 6:50:32, time: 1.431, data_time: 0.003, memory: 6929, loss_aux: 1.2270, top1_acc: 0.5221, top5_acc: 0.7516, loss_cls: 2.0638, loss: 3.2908, grad_norm: 3.5248 2020-09-24 18:24:36,768 - mmaction - INFO - Saving checkpoint at 70 epochs 2020-09-24 18:25:11,234 - mmaction - INFO - Epoch [71][20/940] lr: 4.000e-02, eta: 1 day, 6:50:02, time: 1.464, data_time: 0.207, memory: 6929, loss_aux: 1.2676, top1_acc: 0.5127, top5_acc: 0.7348, loss_cls: 2.1669, loss: 3.4345, grad_norm: 3.5716 2020-09-24 18:25:39,598 - mmaction - INFO - Epoch [71][40/940] lr: 4.000e-02, eta: 1 day, 6:49:31, time: 1.419, data_time: 0.003, memory: 6929, loss_aux: 1.2303, top1_acc: 0.5283, top5_acc: 0.7463, loss_cls: 2.0689, loss: 3.2992, grad_norm: 3.4993 2020-09-24 18:26:07,984 - mmaction - INFO - Epoch [71][60/940] lr: 4.000e-02, eta: 1 day, 6:49:01, time: 1.418, data_time: 0.002, memory: 6929, loss_aux: 1.2123, top1_acc: 0.5305, top5_acc: 0.7514, loss_cls: 2.0526, loss: 3.2649, grad_norm: 3.5243 2020-09-24 18:26:37,537 - mmaction - INFO - Epoch [71][80/940] lr: 4.000e-02, eta: 1 day, 6:48:31, time: 1.480, data_time: 0.004, memory: 6929, loss_aux: 1.2136, top1_acc: 0.5281, top5_acc: 0.7469, loss_cls: 2.0669, loss: 3.2805, grad_norm: 3.5565 2020-09-24 18:27:06,235 - mmaction - INFO - Epoch [71][100/940] lr: 4.000e-02, eta: 1 day, 6:48:01, time: 1.433, data_time: 0.001, memory: 6929, loss_aux: 1.2126, top1_acc: 0.5281, top5_acc: 0.7582, loss_cls: 2.0512, loss: 3.2639, grad_norm: 3.4872 2020-09-24 18:27:34,687 - mmaction - INFO - Epoch [71][120/940] lr: 4.000e-02, eta: 1 day, 6:47:30, time: 1.423, data_time: 0.003, memory: 6929, loss_aux: 1.2267, top1_acc: 0.5219, top5_acc: 0.7605, loss_cls: 2.0488, loss: 3.2755, grad_norm: 3.4889 2020-09-24 18:28:02,767 - mmaction - INFO - Epoch [71][140/940] lr: 4.000e-02, eta: 1 day, 6:46:59, time: 1.404, data_time: 0.002, memory: 6929, loss_aux: 1.2065, top1_acc: 0.5311, top5_acc: 0.7602, loss_cls: 2.0392, loss: 3.2457, grad_norm: 3.5197 2020-09-24 18:28:30,605 - mmaction - INFO - Epoch [71][160/940] lr: 4.000e-02, eta: 1 day, 6:46:27, time: 1.391, data_time: 0.002, memory: 6929, loss_aux: 1.2269, top1_acc: 0.5209, top5_acc: 0.7432, loss_cls: 2.0821, loss: 3.3090, grad_norm: 3.5185 2020-09-24 18:28:59,297 - mmaction - INFO - Epoch [71][180/940] lr: 4.000e-02, eta: 1 day, 6:45:57, time: 1.436, data_time: 0.003, memory: 6929, loss_aux: 1.2493, top1_acc: 0.5174, top5_acc: 0.7379, loss_cls: 2.1324, loss: 3.3818, grad_norm: 3.5461 2020-09-24 18:29:27,775 - mmaction - INFO - Epoch [71][200/940] lr: 4.000e-02, eta: 1 day, 6:45:26, time: 1.423, data_time: 0.001, memory: 6929, loss_aux: 1.2486, top1_acc: 0.5230, top5_acc: 0.7455, loss_cls: 2.1136, loss: 3.3623, grad_norm: 3.5175 2020-09-24 18:29:56,592 - mmaction - INFO - Epoch [71][220/940] lr: 4.000e-02, eta: 1 day, 6:44:56, time: 1.442, data_time: 0.003, memory: 6929, loss_aux: 1.2221, top1_acc: 0.5277, top5_acc: 0.7549, loss_cls: 2.0544, loss: 3.2765, grad_norm: 3.4988 2020-09-24 18:30:25,876 - mmaction - INFO - Epoch [71][240/940] lr: 4.000e-02, eta: 1 day, 6:44:26, time: 1.463, data_time: 0.001, memory: 6929, loss_aux: 1.2389, top1_acc: 0.5127, top5_acc: 0.7527, loss_cls: 2.0761, loss: 3.3150, grad_norm: 3.5577 2020-09-24 18:30:53,870 - mmaction - INFO - Epoch [71][260/940] lr: 4.000e-02, eta: 1 day, 6:43:55, time: 1.399, data_time: 0.002, memory: 6929, loss_aux: 1.2387, top1_acc: 0.5131, top5_acc: 0.7480, loss_cls: 2.1152, loss: 3.3538, grad_norm: 3.5118 2020-09-24 18:31:23,189 - mmaction - INFO - Epoch [71][280/940] lr: 4.000e-02, eta: 1 day, 6:43:25, time: 1.466, data_time: 0.002, memory: 6929, loss_aux: 1.2491, top1_acc: 0.5152, top5_acc: 0.7422, loss_cls: 2.1138, loss: 3.3628, grad_norm: 3.5489 2020-09-24 18:31:51,546 - mmaction - INFO - Epoch [71][300/940] lr: 4.000e-02, eta: 1 day, 6:42:54, time: 1.417, data_time: 0.002, memory: 6929, loss_aux: 1.2403, top1_acc: 0.5139, top5_acc: 0.7441, loss_cls: 2.1108, loss: 3.3511, grad_norm: 3.5128 2020-09-24 18:32:20,702 - mmaction - INFO - Epoch [71][320/940] lr: 4.000e-02, eta: 1 day, 6:42:24, time: 1.459, data_time: 0.003, memory: 6929, loss_aux: 1.2503, top1_acc: 0.5145, top5_acc: 0.7492, loss_cls: 2.1257, loss: 3.3760, grad_norm: 3.5185 2020-09-24 18:32:48,843 - mmaction - INFO - Epoch [71][340/940] lr: 4.000e-02, eta: 1 day, 6:41:53, time: 1.407, data_time: 0.002, memory: 6929, loss_aux: 1.2567, top1_acc: 0.5084, top5_acc: 0.7418, loss_cls: 2.1430, loss: 3.3997, grad_norm: 3.5298 2020-09-24 18:33:18,412 - mmaction - INFO - Epoch [71][360/940] lr: 4.000e-02, eta: 1 day, 6:41:23, time: 1.479, data_time: 0.002, memory: 6929, loss_aux: 1.2561, top1_acc: 0.5213, top5_acc: 0.7393, loss_cls: 2.1285, loss: 3.3846, grad_norm: 3.5627 2020-09-24 18:33:46,650 - mmaction - INFO - Epoch [71][380/940] lr: 4.000e-02, eta: 1 day, 6:40:52, time: 1.411, data_time: 0.001, memory: 6929, loss_aux: 1.2038, top1_acc: 0.5289, top5_acc: 0.7611, loss_cls: 2.0364, loss: 3.2402, grad_norm: 3.5084 2020-09-24 18:34:15,163 - mmaction - INFO - Epoch [71][400/940] lr: 4.000e-02, eta: 1 day, 6:40:22, time: 1.427, data_time: 0.003, memory: 6929, loss_aux: 1.2525, top1_acc: 0.5160, top5_acc: 0.7391, loss_cls: 2.1229, loss: 3.3754, grad_norm: 3.4768 2020-09-24 18:34:43,972 - mmaction - INFO - Epoch [71][420/940] lr: 4.000e-02, eta: 1 day, 6:39:51, time: 1.440, data_time: 0.001, memory: 6929, loss_aux: 1.2217, top1_acc: 0.5225, top5_acc: 0.7496, loss_cls: 2.0686, loss: 3.2904, grad_norm: 3.5403 2020-09-24 18:35:12,045 - mmaction - INFO - Epoch [71][440/940] lr: 4.000e-02, eta: 1 day, 6:39:20, time: 1.404, data_time: 0.003, memory: 6929, loss_aux: 1.2607, top1_acc: 0.5096, top5_acc: 0.7424, loss_cls: 2.1495, loss: 3.4102, grad_norm: 3.5856 2020-09-24 18:35:41,337 - mmaction - INFO - Epoch [71][460/940] lr: 4.000e-02, eta: 1 day, 6:38:51, time: 1.465, data_time: 0.003, memory: 6929, loss_aux: 1.2329, top1_acc: 0.5141, top5_acc: 0.7492, loss_cls: 2.1003, loss: 3.3333, grad_norm: 3.4981 2020-09-24 18:36:09,897 - mmaction - INFO - Epoch [71][480/940] lr: 4.000e-02, eta: 1 day, 6:38:20, time: 1.427, data_time: 0.002, memory: 6929, loss_aux: 1.2351, top1_acc: 0.5230, top5_acc: 0.7426, loss_cls: 2.0898, loss: 3.3249, grad_norm: 3.4748 2020-09-24 18:36:38,378 - mmaction - INFO - Epoch [71][500/940] lr: 4.000e-02, eta: 1 day, 6:37:49, time: 1.425, data_time: 0.003, memory: 6929, loss_aux: 1.2429, top1_acc: 0.5221, top5_acc: 0.7523, loss_cls: 2.0947, loss: 3.3376, grad_norm: 3.5483 2020-09-24 18:37:06,195 - mmaction - INFO - Epoch [71][520/940] lr: 4.000e-02, eta: 1 day, 6:37:18, time: 1.390, data_time: 0.001, memory: 6929, loss_aux: 1.2422, top1_acc: 0.5174, top5_acc: 0.7441, loss_cls: 2.1295, loss: 3.3717, grad_norm: 3.4908 2020-09-24 18:37:34,948 - mmaction - INFO - Epoch [71][540/940] lr: 4.000e-02, eta: 1 day, 6:36:47, time: 1.438, data_time: 0.003, memory: 6929, loss_aux: 1.2228, top1_acc: 0.5264, top5_acc: 0.7547, loss_cls: 2.0855, loss: 3.3082, grad_norm: 3.4909 2020-09-24 18:38:04,168 - mmaction - INFO - Epoch [71][560/940] lr: 4.000e-02, eta: 1 day, 6:36:18, time: 1.461, data_time: 0.002, memory: 6929, loss_aux: 1.2377, top1_acc: 0.5143, top5_acc: 0.7473, loss_cls: 2.1054, loss: 3.3431, grad_norm: 3.5367 2020-09-24 18:38:31,757 - mmaction - INFO - Epoch [71][580/940] lr: 4.000e-02, eta: 1 day, 6:35:46, time: 1.379, data_time: 0.002, memory: 6929, loss_aux: 1.2324, top1_acc: 0.5221, top5_acc: 0.7475, loss_cls: 2.1006, loss: 3.3329, grad_norm: 3.5408 2020-09-24 18:38:59,904 - mmaction - INFO - Epoch [71][600/940] lr: 4.000e-02, eta: 1 day, 6:35:15, time: 1.409, data_time: 0.002, memory: 6929, loss_aux: 1.2574, top1_acc: 0.5133, top5_acc: 0.7445, loss_cls: 2.1361, loss: 3.3936, grad_norm: 3.6136 2020-09-24 18:39:29,447 - mmaction - INFO - Epoch [71][620/940] lr: 4.000e-02, eta: 1 day, 6:34:45, time: 1.476, data_time: 0.001, memory: 6929, loss_aux: 1.2177, top1_acc: 0.5217, top5_acc: 0.7531, loss_cls: 2.0574, loss: 3.2750, grad_norm: 3.5272 2020-09-24 18:39:57,131 - mmaction - INFO - Epoch [71][640/940] lr: 4.000e-02, eta: 1 day, 6:34:14, time: 1.385, data_time: 0.003, memory: 6929, loss_aux: 1.2359, top1_acc: 0.5156, top5_acc: 0.7412, loss_cls: 2.1205, loss: 3.3565, grad_norm: 3.5292 2020-09-24 18:40:26,509 - mmaction - INFO - Epoch [71][660/940] lr: 4.000e-02, eta: 1 day, 6:33:44, time: 1.468, data_time: 0.001, memory: 6929, loss_aux: 1.2544, top1_acc: 0.5221, top5_acc: 0.7391, loss_cls: 2.1323, loss: 3.3867, grad_norm: 3.5194 2020-09-24 18:40:55,392 - mmaction - INFO - Epoch [71][680/940] lr: 4.000e-02, eta: 1 day, 6:33:14, time: 1.445, data_time: 0.003, memory: 6929, loss_aux: 1.2433, top1_acc: 0.5057, top5_acc: 0.7391, loss_cls: 2.1358, loss: 3.3791, grad_norm: 3.4821 2020-09-24 18:41:23,625 - mmaction - INFO - Epoch [71][700/940] lr: 4.000e-02, eta: 1 day, 6:32:43, time: 1.411, data_time: 0.001, memory: 6929, loss_aux: 1.2726, top1_acc: 0.5148, top5_acc: 0.7393, loss_cls: 2.1611, loss: 3.4337, grad_norm: 3.4932 2020-09-24 18:41:52,446 - mmaction - INFO - Epoch [71][720/940] lr: 4.000e-02, eta: 1 day, 6:32:12, time: 1.441, data_time: 0.003, memory: 6929, loss_aux: 1.2531, top1_acc: 0.5162, top5_acc: 0.7477, loss_cls: 2.1223, loss: 3.3754, grad_norm: 3.5618 2020-09-24 18:42:20,526 - mmaction - INFO - Epoch [71][740/940] lr: 4.000e-02, eta: 1 day, 6:31:41, time: 1.404, data_time: 0.002, memory: 6929, loss_aux: 1.2367, top1_acc: 0.5207, top5_acc: 0.7445, loss_cls: 2.1100, loss: 3.3467, grad_norm: 3.4893 2020-09-24 18:42:49,248 - mmaction - INFO - Epoch [71][760/940] lr: 4.000e-02, eta: 1 day, 6:31:11, time: 1.436, data_time: 0.002, memory: 6929, loss_aux: 1.2454, top1_acc: 0.5207, top5_acc: 0.7398, loss_cls: 2.1150, loss: 3.3604, grad_norm: 3.5259 2020-09-24 18:43:18,010 - mmaction - INFO - Epoch [71][780/940] lr: 4.000e-02, eta: 1 day, 6:30:41, time: 1.439, data_time: 0.003, memory: 6929, loss_aux: 1.2427, top1_acc: 0.5139, top5_acc: 0.7412, loss_cls: 2.1299, loss: 3.3726, grad_norm: 3.5496 2020-09-24 18:43:46,951 - mmaction - INFO - Epoch [71][800/940] lr: 4.000e-02, eta: 1 day, 6:30:10, time: 1.446, data_time: 0.002, memory: 6929, loss_aux: 1.2408, top1_acc: 0.5143, top5_acc: 0.7512, loss_cls: 2.1134, loss: 3.3542, grad_norm: 3.5279 2020-09-24 18:44:16,997 - mmaction - INFO - Epoch [71][820/940] lr: 4.000e-02, eta: 1 day, 6:29:41, time: 1.503, data_time: 0.002, memory: 6929, loss_aux: 1.2376, top1_acc: 0.5213, top5_acc: 0.7479, loss_cls: 2.1109, loss: 3.3484, grad_norm: 3.5092 2020-09-24 18:44:45,055 - mmaction - INFO - Epoch [71][840/940] lr: 4.000e-02, eta: 1 day, 6:29:10, time: 1.402, data_time: 0.001, memory: 6929, loss_aux: 1.2581, top1_acc: 0.5111, top5_acc: 0.7301, loss_cls: 2.1852, loss: 3.4432, grad_norm: 3.5080 2020-09-24 18:45:13,722 - mmaction - INFO - Epoch [71][860/940] lr: 4.000e-02, eta: 1 day, 6:28:40, time: 1.434, data_time: 0.003, memory: 6929, loss_aux: 1.2241, top1_acc: 0.5328, top5_acc: 0.7432, loss_cls: 2.0854, loss: 3.3095, grad_norm: 3.4420 2020-09-24 18:45:41,953 - mmaction - INFO - Epoch [71][880/940] lr: 4.000e-02, eta: 1 day, 6:28:09, time: 1.412, data_time: 0.002, memory: 6929, loss_aux: 1.2503, top1_acc: 0.5154, top5_acc: 0.7410, loss_cls: 2.1307, loss: 3.3810, grad_norm: 3.5003 2020-09-24 18:46:10,975 - mmaction - INFO - Epoch [71][900/940] lr: 4.000e-02, eta: 1 day, 6:27:39, time: 1.450, data_time: 0.001, memory: 6929, loss_aux: 1.2468, top1_acc: 0.5109, top5_acc: 0.7430, loss_cls: 2.1273, loss: 3.3741, grad_norm: 3.5079 2020-09-24 18:46:39,561 - mmaction - INFO - Epoch [71][920/940] lr: 4.000e-02, eta: 1 day, 6:27:08, time: 1.430, data_time: 0.003, memory: 6929, loss_aux: 1.2325, top1_acc: 0.5229, top5_acc: 0.7473, loss_cls: 2.1003, loss: 3.3328, grad_norm: 3.4781 2020-09-24 18:47:08,210 - mmaction - INFO - Epoch [71][940/940] lr: 4.000e-02, eta: 1 day, 6:26:38, time: 1.432, data_time: 0.002, memory: 6929, loss_aux: 1.2317, top1_acc: 0.5231, top5_acc: 0.7447, loss_cls: 2.0979, loss: 3.3296, grad_norm: 3.5716 2020-09-24 18:47:08,690 - mmaction - INFO - Saving checkpoint at 71 epochs 2020-09-24 18:47:44,223 - mmaction - INFO - Epoch [72][20/940] lr: 4.000e-02, eta: 1 day, 6:26:08, time: 1.480, data_time: 0.243, memory: 6929, loss_aux: 1.2430, top1_acc: 0.5221, top5_acc: 0.7412, loss_cls: 2.1155, loss: 3.3586, grad_norm: 3.4946 2020-09-24 18:48:12,732 - mmaction - INFO - Epoch [72][40/940] lr: 4.000e-02, eta: 1 day, 6:25:38, time: 1.426, data_time: 0.002, memory: 6929, loss_aux: 1.2346, top1_acc: 0.5221, top5_acc: 0.7516, loss_cls: 2.0896, loss: 3.3243, grad_norm: 3.6121 2020-09-24 18:48:41,630 - mmaction - INFO - Epoch [72][60/940] lr: 4.000e-02, eta: 1 day, 6:25:08, time: 1.445, data_time: 0.002, memory: 6929, loss_aux: 1.2331, top1_acc: 0.5213, top5_acc: 0.7467, loss_cls: 2.0907, loss: 3.3238, grad_norm: 3.5261 2020-09-24 18:49:10,936 - mmaction - INFO - Epoch [72][80/940] lr: 4.000e-02, eta: 1 day, 6:24:38, time: 1.464, data_time: 0.001, memory: 6929, loss_aux: 1.2284, top1_acc: 0.5234, top5_acc: 0.7533, loss_cls: 2.0745, loss: 3.3029, grad_norm: 3.5235 2020-09-24 18:49:38,977 - mmaction - INFO - Epoch [72][100/940] lr: 4.000e-02, eta: 1 day, 6:24:07, time: 1.403, data_time: 0.003, memory: 6929, loss_aux: 1.2285, top1_acc: 0.5230, top5_acc: 0.7471, loss_cls: 2.0898, loss: 3.3182, grad_norm: 3.4736 2020-09-24 18:50:07,147 - mmaction - INFO - Epoch [72][120/940] lr: 4.000e-02, eta: 1 day, 6:23:36, time: 1.408, data_time: 0.001, memory: 6929, loss_aux: 1.2441, top1_acc: 0.5207, top5_acc: 0.7479, loss_cls: 2.1081, loss: 3.3522, grad_norm: 3.5273 2020-09-24 18:50:36,650 - mmaction - INFO - Epoch [72][140/940] lr: 4.000e-02, eta: 1 day, 6:23:06, time: 1.476, data_time: 0.003, memory: 6929, loss_aux: 1.2209, top1_acc: 0.5238, top5_acc: 0.7479, loss_cls: 2.0863, loss: 3.3071, grad_norm: 3.4487 2020-09-24 18:51:05,228 - mmaction - INFO - Epoch [72][160/940] lr: 4.000e-02, eta: 1 day, 6:22:36, time: 1.428, data_time: 0.001, memory: 6929, loss_aux: 1.2128, top1_acc: 0.5264, top5_acc: 0.7539, loss_cls: 2.0716, loss: 3.2844, grad_norm: 3.4668 2020-09-24 18:51:34,417 - mmaction - INFO - Epoch [72][180/940] lr: 4.000e-02, eta: 1 day, 6:22:06, time: 1.459, data_time: 0.002, memory: 6929, loss_aux: 1.2275, top1_acc: 0.5215, top5_acc: 0.7486, loss_cls: 2.0818, loss: 3.3093, grad_norm: 3.4943 2020-09-24 18:52:04,321 - mmaction - INFO - Epoch [72][200/940] lr: 4.000e-02, eta: 1 day, 6:21:37, time: 1.495, data_time: 0.002, memory: 6929, loss_aux: 1.2318, top1_acc: 0.5240, top5_acc: 0.7502, loss_cls: 2.0844, loss: 3.3162, grad_norm: 3.5290 2020-09-24 18:52:33,091 - mmaction - INFO - Epoch [72][220/940] lr: 4.000e-02, eta: 1 day, 6:21:06, time: 1.440, data_time: 0.003, memory: 6929, loss_aux: 1.2195, top1_acc: 0.5299, top5_acc: 0.7555, loss_cls: 2.0776, loss: 3.2970, grad_norm: 3.4532 2020-09-24 18:53:00,961 - mmaction - INFO - Epoch [72][240/940] lr: 4.000e-02, eta: 1 day, 6:20:35, time: 1.393, data_time: 0.001, memory: 6929, loss_aux: 1.2251, top1_acc: 0.5236, top5_acc: 0.7566, loss_cls: 2.0679, loss: 3.2929, grad_norm: 3.5644 2020-09-24 18:53:31,817 - mmaction - INFO - Epoch [72][260/940] lr: 4.000e-02, eta: 1 day, 6:20:07, time: 1.541, data_time: 0.002, memory: 6929, loss_aux: 1.2384, top1_acc: 0.5242, top5_acc: 0.7475, loss_cls: 2.0972, loss: 3.3356, grad_norm: 3.5283 2020-09-24 18:54:00,281 - mmaction - INFO - Epoch [72][280/940] lr: 4.000e-02, eta: 1 day, 6:19:36, time: 1.424, data_time: 0.004, memory: 6929, loss_aux: 1.2213, top1_acc: 0.5248, top5_acc: 0.7510, loss_cls: 2.0668, loss: 3.2881, grad_norm: 3.4732 2020-09-24 18:54:29,035 - mmaction - INFO - Epoch [72][300/940] lr: 4.000e-02, eta: 1 day, 6:19:06, time: 1.438, data_time: 0.003, memory: 6929, loss_aux: 1.2365, top1_acc: 0.5273, top5_acc: 0.7467, loss_cls: 2.0920, loss: 3.3285, grad_norm: 3.5177 2020-09-24 18:54:56,975 - mmaction - INFO - Epoch [72][320/940] lr: 4.000e-02, eta: 1 day, 6:18:35, time: 1.398, data_time: 0.003, memory: 6929, loss_aux: 1.2492, top1_acc: 0.5225, top5_acc: 0.7439, loss_cls: 2.1208, loss: 3.3700, grad_norm: 3.5459 2020-09-24 18:55:25,113 - mmaction - INFO - Epoch [72][340/940] lr: 4.000e-02, eta: 1 day, 6:18:04, time: 1.406, data_time: 0.001, memory: 6929, loss_aux: 1.2408, top1_acc: 0.5162, top5_acc: 0.7500, loss_cls: 2.1124, loss: 3.3531, grad_norm: 3.5751 2020-09-24 18:55:53,955 - mmaction - INFO - Epoch [72][360/940] lr: 4.000e-02, eta: 1 day, 6:17:33, time: 1.442, data_time: 0.003, memory: 6929, loss_aux: 1.2351, top1_acc: 0.5166, top5_acc: 0.7428, loss_cls: 2.1338, loss: 3.3689, grad_norm: 3.5198 2020-09-24 18:56:22,698 - mmaction - INFO - Epoch [72][380/940] lr: 4.000e-02, eta: 1 day, 6:17:03, time: 1.437, data_time: 0.003, memory: 6929, loss_aux: 1.2507, top1_acc: 0.5100, top5_acc: 0.7402, loss_cls: 2.1320, loss: 3.3827, grad_norm: 3.5215 2020-09-24 18:56:50,894 - mmaction - INFO - Epoch [72][400/940] lr: 4.000e-02, eta: 1 day, 6:16:32, time: 1.410, data_time: 0.002, memory: 6929, loss_aux: 1.2157, top1_acc: 0.5268, top5_acc: 0.7588, loss_cls: 2.0652, loss: 3.2809, grad_norm: 3.5339 2020-09-24 18:57:20,107 - mmaction - INFO - Epoch [72][420/940] lr: 4.000e-02, eta: 1 day, 6:16:02, time: 1.461, data_time: 0.003, memory: 6929, loss_aux: 1.2388, top1_acc: 0.5230, top5_acc: 0.7443, loss_cls: 2.0858, loss: 3.3246, grad_norm: 3.4915 2020-09-24 18:57:48,356 - mmaction - INFO - Epoch [72][440/940] lr: 4.000e-02, eta: 1 day, 6:15:31, time: 1.412, data_time: 0.002, memory: 6929, loss_aux: 1.2001, top1_acc: 0.5246, top5_acc: 0.7576, loss_cls: 2.0352, loss: 3.2353, grad_norm: 3.5269 2020-09-24 18:58:16,933 - mmaction - INFO - Epoch [72][460/940] lr: 4.000e-02, eta: 1 day, 6:15:01, time: 1.430, data_time: 0.003, memory: 6929, loss_aux: 1.2345, top1_acc: 0.5240, top5_acc: 0.7469, loss_cls: 2.0877, loss: 3.3222, grad_norm: 3.4998 2020-09-24 18:58:45,439 - mmaction - INFO - Epoch [72][480/940] lr: 4.000e-02, eta: 1 day, 6:14:30, time: 1.425, data_time: 0.002, memory: 6929, loss_aux: 1.2294, top1_acc: 0.5264, top5_acc: 0.7498, loss_cls: 2.0833, loss: 3.3127, grad_norm: 3.5803 2020-09-24 18:59:13,791 - mmaction - INFO - Epoch [72][500/940] lr: 4.000e-02, eta: 1 day, 6:13:59, time: 1.418, data_time: 0.003, memory: 6929, loss_aux: 1.2506, top1_acc: 0.5164, top5_acc: 0.7357, loss_cls: 2.1270, loss: 3.3776, grad_norm: 3.5008 2020-09-24 18:59:42,709 - mmaction - INFO - Epoch [72][520/940] lr: 4.000e-02, eta: 1 day, 6:13:29, time: 1.446, data_time: 0.008, memory: 6929, loss_aux: 1.2371, top1_acc: 0.5295, top5_acc: 0.7471, loss_cls: 2.0818, loss: 3.3189, grad_norm: 3.4988 2020-09-24 19:00:17,897 - mmaction - INFO - Epoch [72][540/940] lr: 4.000e-02, eta: 1 day, 6:13:06, time: 1.746, data_time: 0.002, memory: 6929, loss_aux: 1.2520, top1_acc: 0.5143, top5_acc: 0.7391, loss_cls: 2.1375, loss: 3.3895, grad_norm: 3.5363 2020-09-24 19:00:44,008 - mmaction - INFO - Epoch [72][560/940] lr: 4.000e-02, eta: 1 day, 6:12:33, time: 1.318, data_time: 0.026, memory: 6929, loss_aux: 1.2501, top1_acc: 0.5051, top5_acc: 0.7436, loss_cls: 2.1408, loss: 3.3910, grad_norm: 3.5261 2020-09-24 19:01:12,876 - mmaction - INFO - Epoch [72][580/940] lr: 4.000e-02, eta: 1 day, 6:12:02, time: 1.445, data_time: 0.002, memory: 6929, loss_aux: 1.2207, top1_acc: 0.5303, top5_acc: 0.7518, loss_cls: 2.0746, loss: 3.2954, grad_norm: 3.5052 2020-09-24 19:01:41,031 - mmaction - INFO - Epoch [72][600/940] lr: 4.000e-02, eta: 1 day, 6:11:31, time: 1.407, data_time: 0.001, memory: 6929, loss_aux: 1.2350, top1_acc: 0.5092, top5_acc: 0.7428, loss_cls: 2.1164, loss: 3.3514, grad_norm: 3.4996 2020-09-24 19:02:09,442 - mmaction - INFO - Epoch [72][620/940] lr: 4.000e-02, eta: 1 day, 6:11:01, time: 1.420, data_time: 0.001, memory: 6929, loss_aux: 1.2296, top1_acc: 0.5307, top5_acc: 0.7432, loss_cls: 2.0869, loss: 3.3165, grad_norm: 3.4992 2020-09-24 19:02:38,176 - mmaction - INFO - Epoch [72][640/940] lr: 4.000e-02, eta: 1 day, 6:10:30, time: 1.434, data_time: 0.003, memory: 6929, loss_aux: 1.2696, top1_acc: 0.5201, top5_acc: 0.7387, loss_cls: 2.1479, loss: 3.4176, grad_norm: 3.5030 2020-09-24 19:03:06,870 - mmaction - INFO - Epoch [72][660/940] lr: 4.000e-02, eta: 1 day, 6:10:00, time: 1.437, data_time: 0.005, memory: 6929, loss_aux: 1.2589, top1_acc: 0.5168, top5_acc: 0.7373, loss_cls: 2.1430, loss: 3.4019, grad_norm: 3.5574 2020-09-24 19:03:33,825 - mmaction - INFO - Epoch [72][680/940] lr: 4.000e-02, eta: 1 day, 6:09:28, time: 1.347, data_time: 0.002, memory: 6929, loss_aux: 1.2314, top1_acc: 0.5246, top5_acc: 0.7488, loss_cls: 2.0802, loss: 3.3116, grad_norm: 3.4643 2020-09-24 19:04:01,615 - mmaction - INFO - Epoch [72][700/940] lr: 4.000e-02, eta: 1 day, 6:08:56, time: 1.390, data_time: 0.002, memory: 6929, loss_aux: 1.2282, top1_acc: 0.5312, top5_acc: 0.7492, loss_cls: 2.0907, loss: 3.3189, grad_norm: 3.5062 2020-09-24 19:04:30,691 - mmaction - INFO - Epoch [72][720/940] lr: 4.000e-02, eta: 1 day, 6:08:26, time: 1.453, data_time: 0.002, memory: 6929, loss_aux: 1.2451, top1_acc: 0.5135, top5_acc: 0.7508, loss_cls: 2.1123, loss: 3.3574, grad_norm: 3.5611 2020-09-24 19:04:59,347 - mmaction - INFO - Epoch [72][740/940] lr: 4.000e-02, eta: 1 day, 6:07:56, time: 1.434, data_time: 0.003, memory: 6929, loss_aux: 1.2431, top1_acc: 0.5055, top5_acc: 0.7404, loss_cls: 2.1456, loss: 3.3886, grad_norm: 3.6045 2020-09-24 19:05:28,220 - mmaction - INFO - Epoch [72][760/940] lr: 4.000e-02, eta: 1 day, 6:07:26, time: 1.443, data_time: 0.001, memory: 6929, loss_aux: 1.2677, top1_acc: 0.4951, top5_acc: 0.7281, loss_cls: 2.1917, loss: 3.4593, grad_norm: 3.5496 2020-09-24 19:05:56,681 - mmaction - INFO - Epoch [72][780/940] lr: 4.000e-02, eta: 1 day, 6:06:55, time: 1.424, data_time: 0.002, memory: 6929, loss_aux: 1.2346, top1_acc: 0.5225, top5_acc: 0.7439, loss_cls: 2.1126, loss: 3.3472, grad_norm: 3.4387 2020-09-24 19:06:25,195 - mmaction - INFO - Epoch [72][800/940] lr: 4.000e-02, eta: 1 day, 6:06:24, time: 1.425, data_time: 0.002, memory: 6929, loss_aux: 1.2256, top1_acc: 0.5320, top5_acc: 0.7510, loss_cls: 2.0832, loss: 3.3088, grad_norm: 3.4786 2020-09-24 19:06:53,528 - mmaction - INFO - Epoch [72][820/940] lr: 4.000e-02, eta: 1 day, 6:05:54, time: 1.416, data_time: 0.003, memory: 6929, loss_aux: 1.2519, top1_acc: 0.5197, top5_acc: 0.7414, loss_cls: 2.1108, loss: 3.3627, grad_norm: 3.5006 2020-09-24 19:07:22,619 - mmaction - INFO - Epoch [72][840/940] lr: 4.000e-02, eta: 1 day, 6:05:24, time: 1.456, data_time: 0.003, memory: 6929, loss_aux: 1.2404, top1_acc: 0.5193, top5_acc: 0.7479, loss_cls: 2.0954, loss: 3.3358, grad_norm: 3.4499 2020-09-24 19:07:52,133 - mmaction - INFO - Epoch [72][860/940] lr: 4.000e-02, eta: 1 day, 6:04:54, time: 1.475, data_time: 0.003, memory: 6929, loss_aux: 1.2117, top1_acc: 0.5242, top5_acc: 0.7594, loss_cls: 2.0400, loss: 3.2517, grad_norm: 3.5021 2020-09-24 19:08:21,410 - mmaction - INFO - Epoch [72][880/940] lr: 4.000e-02, eta: 1 day, 6:04:24, time: 1.465, data_time: 0.002, memory: 6929, loss_aux: 1.2442, top1_acc: 0.5119, top5_acc: 0.7490, loss_cls: 2.1114, loss: 3.3556, grad_norm: 3.5816 2020-09-24 19:08:49,093 - mmaction - INFO - Epoch [72][900/940] lr: 4.000e-02, eta: 1 day, 6:03:53, time: 1.383, data_time: 0.001, memory: 6929, loss_aux: 1.2549, top1_acc: 0.5121, top5_acc: 0.7453, loss_cls: 2.1297, loss: 3.3846, grad_norm: 3.5221 2020-09-24 19:09:18,229 - mmaction - INFO - Epoch [72][920/940] lr: 4.000e-02, eta: 1 day, 6:03:23, time: 1.458, data_time: 0.003, memory: 6929, loss_aux: 1.2436, top1_acc: 0.5084, top5_acc: 0.7393, loss_cls: 2.1423, loss: 3.3860, grad_norm: 3.5199 2020-09-24 19:09:46,067 - mmaction - INFO - Epoch [72][940/940] lr: 4.000e-02, eta: 1 day, 6:02:52, time: 1.391, data_time: 0.001, memory: 6929, loss_aux: 1.2535, top1_acc: 0.5175, top5_acc: 0.7392, loss_cls: 2.1529, loss: 3.4065, grad_norm: 3.5299 2020-09-24 19:09:46,646 - mmaction - INFO - Saving checkpoint at 72 epochs 2020-09-24 19:10:24,494 - mmaction - INFO - Epoch [73][20/940] lr: 4.000e-02, eta: 1 day, 6:02:20, time: 1.394, data_time: 0.173, memory: 6929, loss_aux: 1.2358, top1_acc: 0.5236, top5_acc: 0.7453, loss_cls: 2.0914, loss: 3.3272, grad_norm: 3.5218 2020-09-24 19:10:51,929 - mmaction - INFO - Epoch [73][40/940] lr: 4.000e-02, eta: 1 day, 6:01:49, time: 1.372, data_time: 0.002, memory: 6929, loss_aux: 1.2263, top1_acc: 0.5229, top5_acc: 0.7447, loss_cls: 2.0675, loss: 3.2938, grad_norm: 3.5626 2020-09-24 19:11:21,289 - mmaction - INFO - Epoch [73][60/940] lr: 4.000e-02, eta: 1 day, 6:01:19, time: 1.469, data_time: 0.002, memory: 6929, loss_aux: 1.2348, top1_acc: 0.5248, top5_acc: 0.7488, loss_cls: 2.0844, loss: 3.3192, grad_norm: 3.4675 2020-09-24 19:11:49,826 - mmaction - INFO - Epoch [73][80/940] lr: 4.000e-02, eta: 1 day, 6:00:48, time: 1.425, data_time: 0.001, memory: 6929, loss_aux: 1.2261, top1_acc: 0.5199, top5_acc: 0.7494, loss_cls: 2.0919, loss: 3.3179, grad_norm: 3.5609 2020-09-24 19:12:17,660 - mmaction - INFO - Epoch [73][100/940] lr: 4.000e-02, eta: 1 day, 6:00:17, time: 1.393, data_time: 0.003, memory: 6929, loss_aux: 1.2369, top1_acc: 0.5227, top5_acc: 0.7488, loss_cls: 2.0927, loss: 3.3296, grad_norm: 3.4904 2020-09-24 19:12:46,584 - mmaction - INFO - Epoch [73][120/940] lr: 4.000e-02, eta: 1 day, 5:59:47, time: 1.445, data_time: 0.001, memory: 6929, loss_aux: 1.2223, top1_acc: 0.5217, top5_acc: 0.7545, loss_cls: 2.0965, loss: 3.3188, grad_norm: 3.5414 2020-09-24 19:13:14,863 - mmaction - INFO - Epoch [73][140/940] lr: 4.000e-02, eta: 1 day, 5:59:16, time: 1.415, data_time: 0.003, memory: 6929, loss_aux: 1.2058, top1_acc: 0.5271, top5_acc: 0.7551, loss_cls: 2.0385, loss: 3.2443, grad_norm: 3.4936 2020-09-24 19:13:43,139 - mmaction - INFO - Epoch [73][160/940] lr: 4.000e-02, eta: 1 day, 5:58:45, time: 1.413, data_time: 0.001, memory: 6929, loss_aux: 1.2281, top1_acc: 0.5260, top5_acc: 0.7432, loss_cls: 2.0761, loss: 3.3043, grad_norm: 3.5676 2020-09-24 19:14:11,192 - mmaction - INFO - Epoch [73][180/940] lr: 4.000e-02, eta: 1 day, 5:58:14, time: 1.402, data_time: 0.002, memory: 6929, loss_aux: 1.2434, top1_acc: 0.5201, top5_acc: 0.7504, loss_cls: 2.0907, loss: 3.3341, grad_norm: 3.5798 2020-09-24 19:14:40,827 - mmaction - INFO - Epoch [73][200/940] lr: 4.000e-02, eta: 1 day, 5:57:45, time: 1.482, data_time: 0.002, memory: 6929, loss_aux: 1.2344, top1_acc: 0.5250, top5_acc: 0.7441, loss_cls: 2.1000, loss: 3.3344, grad_norm: 3.5212 2020-09-24 19:15:08,877 - mmaction - INFO - Epoch [73][220/940] lr: 4.000e-02, eta: 1 day, 5:57:14, time: 1.402, data_time: 0.002, memory: 6929, loss_aux: 1.2324, top1_acc: 0.5227, top5_acc: 0.7432, loss_cls: 2.0722, loss: 3.3046, grad_norm: 3.6076 2020-09-24 19:15:38,077 - mmaction - INFO - Epoch [73][240/940] lr: 4.000e-02, eta: 1 day, 5:56:44, time: 1.461, data_time: 0.003, memory: 6929, loss_aux: 1.2165, top1_acc: 0.5266, top5_acc: 0.7615, loss_cls: 2.0400, loss: 3.2565, grad_norm: 3.5331 2020-09-24 19:16:07,508 - mmaction - INFO - Epoch [73][260/940] lr: 4.000e-02, eta: 1 day, 5:56:14, time: 1.470, data_time: 0.001, memory: 6929, loss_aux: 1.2010, top1_acc: 0.5363, top5_acc: 0.7656, loss_cls: 2.0342, loss: 3.2352, grad_norm: 3.4805 2020-09-24 19:16:35,931 - mmaction - INFO - Epoch [73][280/940] lr: 4.000e-02, eta: 1 day, 5:55:44, time: 1.423, data_time: 0.003, memory: 6929, loss_aux: 1.2241, top1_acc: 0.5330, top5_acc: 0.7523, loss_cls: 2.0608, loss: 3.2850, grad_norm: 3.4992 2020-09-24 19:17:04,100 - mmaction - INFO - Epoch [73][300/940] lr: 4.000e-02, eta: 1 day, 5:55:13, time: 1.407, data_time: 0.001, memory: 6929, loss_aux: 1.2174, top1_acc: 0.5182, top5_acc: 0.7568, loss_cls: 2.0796, loss: 3.2970, grad_norm: 3.5673 2020-09-24 19:17:32,659 - mmaction - INFO - Epoch [73][320/940] lr: 4.000e-02, eta: 1 day, 5:54:42, time: 1.429, data_time: 0.003, memory: 6929, loss_aux: 1.2116, top1_acc: 0.5256, top5_acc: 0.7535, loss_cls: 2.0520, loss: 3.2636, grad_norm: 3.4734 2020-09-24 19:18:00,979 - mmaction - INFO - Epoch [73][340/940] lr: 4.000e-02, eta: 1 day, 5:54:11, time: 1.416, data_time: 0.001, memory: 6929, loss_aux: 1.2348, top1_acc: 0.5258, top5_acc: 0.7473, loss_cls: 2.0922, loss: 3.3269, grad_norm: 3.5488 2020-09-24 19:18:31,067 - mmaction - INFO - Epoch [73][360/940] lr: 4.000e-02, eta: 1 day, 5:53:43, time: 1.504, data_time: 0.001, memory: 6929, loss_aux: 1.2590, top1_acc: 0.5068, top5_acc: 0.7340, loss_cls: 2.1533, loss: 3.4123, grad_norm: 3.6202 2020-09-24 19:18:59,708 - mmaction - INFO - Epoch [73][380/940] lr: 4.000e-02, eta: 1 day, 5:53:12, time: 1.432, data_time: 0.002, memory: 6929, loss_aux: 1.2456, top1_acc: 0.5156, top5_acc: 0.7479, loss_cls: 2.1245, loss: 3.3700, grad_norm: 3.5745 2020-09-24 19:19:27,698 - mmaction - INFO - Epoch [73][400/940] lr: 4.000e-02, eta: 1 day, 5:52:41, time: 1.399, data_time: 0.002, memory: 6929, loss_aux: 1.2133, top1_acc: 0.5244, top5_acc: 0.7494, loss_cls: 2.0776, loss: 3.2909, grad_norm: 3.5373 2020-09-24 19:19:56,586 - mmaction - INFO - Epoch [73][420/940] lr: 4.000e-02, eta: 1 day, 5:52:11, time: 1.445, data_time: 0.003, memory: 6929, loss_aux: 1.2379, top1_acc: 0.5125, top5_acc: 0.7412, loss_cls: 2.1232, loss: 3.3611, grad_norm: 3.4978 2020-09-24 19:20:25,505 - mmaction - INFO - Epoch [73][440/940] lr: 4.000e-02, eta: 1 day, 5:51:41, time: 1.446, data_time: 0.001, memory: 6929, loss_aux: 1.2009, top1_acc: 0.5287, top5_acc: 0.7559, loss_cls: 2.0528, loss: 3.2537, grad_norm: 3.4960 2020-09-24 19:20:53,461 - mmaction - INFO - Epoch [73][460/940] lr: 4.000e-02, eta: 1 day, 5:51:10, time: 1.397, data_time: 0.001, memory: 6929, loss_aux: 1.2497, top1_acc: 0.5164, top5_acc: 0.7414, loss_cls: 2.1348, loss: 3.3845, grad_norm: 3.5860 2020-09-24 19:21:21,678 - mmaction - INFO - Epoch [73][480/940] lr: 4.000e-02, eta: 1 day, 5:50:39, time: 1.412, data_time: 0.002, memory: 6929, loss_aux: 1.2273, top1_acc: 0.5123, top5_acc: 0.7508, loss_cls: 2.0994, loss: 3.3267, grad_norm: 3.5571 2020-09-24 19:21:50,814 - mmaction - INFO - Epoch [73][500/940] lr: 4.000e-02, eta: 1 day, 5:50:09, time: 1.456, data_time: 0.001, memory: 6929, loss_aux: 1.2248, top1_acc: 0.5258, top5_acc: 0.7463, loss_cls: 2.0872, loss: 3.3121, grad_norm: 3.4696 2020-09-24 19:22:20,028 - mmaction - INFO - Epoch [73][520/940] lr: 4.000e-02, eta: 1 day, 5:49:39, time: 1.461, data_time: 0.002, memory: 6929, loss_aux: 1.2271, top1_acc: 0.5270, top5_acc: 0.7527, loss_cls: 2.0850, loss: 3.3121, grad_norm: 3.4816 2020-09-24 19:22:48,986 - mmaction - INFO - Epoch [73][540/940] lr: 4.000e-02, eta: 1 day, 5:49:09, time: 1.447, data_time: 0.002, memory: 6929, loss_aux: 1.2179, top1_acc: 0.5314, top5_acc: 0.7504, loss_cls: 2.0556, loss: 3.2734, grad_norm: 3.4593 2020-09-24 19:23:17,064 - mmaction - INFO - Epoch [73][560/940] lr: 4.000e-02, eta: 1 day, 5:48:38, time: 1.405, data_time: 0.003, memory: 6929, loss_aux: 1.2181, top1_acc: 0.5215, top5_acc: 0.7521, loss_cls: 2.0844, loss: 3.3025, grad_norm: 3.5717 2020-09-24 19:23:46,608 - mmaction - INFO - Epoch [73][580/940] lr: 4.000e-02, eta: 1 day, 5:48:09, time: 1.476, data_time: 0.001, memory: 6929, loss_aux: 1.2321, top1_acc: 0.5205, top5_acc: 0.7445, loss_cls: 2.0967, loss: 3.3288, grad_norm: 3.5560 2020-09-24 19:24:15,100 - mmaction - INFO - Epoch [73][600/940] lr: 4.000e-02, eta: 1 day, 5:47:38, time: 1.425, data_time: 0.003, memory: 6929, loss_aux: 1.2280, top1_acc: 0.5246, top5_acc: 0.7475, loss_cls: 2.0689, loss: 3.2969, grad_norm: 3.5089 2020-09-24 19:24:43,836 - mmaction - INFO - Epoch [73][620/940] lr: 4.000e-02, eta: 1 day, 5:47:08, time: 1.437, data_time: 0.002, memory: 6929, loss_aux: 1.2247, top1_acc: 0.5203, top5_acc: 0.7465, loss_cls: 2.0943, loss: 3.3191, grad_norm: 3.5462 2020-09-24 19:25:12,690 - mmaction - INFO - Epoch [73][640/940] lr: 4.000e-02, eta: 1 day, 5:46:37, time: 1.444, data_time: 0.002, memory: 6929, loss_aux: 1.2589, top1_acc: 0.5021, top5_acc: 0.7410, loss_cls: 2.1745, loss: 3.4334, grad_norm: 3.5053 2020-09-24 19:25:41,300 - mmaction - INFO - Epoch [73][660/940] lr: 4.000e-02, eta: 1 day, 5:46:07, time: 1.431, data_time: 0.001, memory: 6929, loss_aux: 1.2280, top1_acc: 0.5164, top5_acc: 0.7555, loss_cls: 2.1076, loss: 3.3356, grad_norm: 3.5125 2020-09-24 19:26:10,020 - mmaction - INFO - Epoch [73][680/940] lr: 4.000e-02, eta: 1 day, 5:45:37, time: 1.434, data_time: 0.001, memory: 6929, loss_aux: 1.2379, top1_acc: 0.5160, top5_acc: 0.7430, loss_cls: 2.1174, loss: 3.3553, grad_norm: 3.5197 2020-09-24 19:26:38,273 - mmaction - INFO - Epoch [73][700/940] lr: 4.000e-02, eta: 1 day, 5:45:06, time: 1.414, data_time: 0.003, memory: 6929, loss_aux: 1.2465, top1_acc: 0.5143, top5_acc: 0.7359, loss_cls: 2.1265, loss: 3.3730, grad_norm: 3.5080 2020-09-24 19:27:06,996 - mmaction - INFO - Epoch [73][720/940] lr: 4.000e-02, eta: 1 day, 5:44:36, time: 1.435, data_time: 0.001, memory: 6929, loss_aux: 1.2345, top1_acc: 0.5215, top5_acc: 0.7477, loss_cls: 2.0827, loss: 3.3171, grad_norm: 3.4899 2020-09-24 19:27:36,074 - mmaction - INFO - Epoch [73][740/940] lr: 4.000e-02, eta: 1 day, 5:44:06, time: 1.455, data_time: 0.003, memory: 6929, loss_aux: 1.2319, top1_acc: 0.5186, top5_acc: 0.7445, loss_cls: 2.0831, loss: 3.3150, grad_norm: 3.5009 2020-09-24 19:28:05,072 - mmaction - INFO - Epoch [73][760/940] lr: 4.000e-02, eta: 1 day, 5:43:36, time: 1.449, data_time: 0.002, memory: 6929, loss_aux: 1.2501, top1_acc: 0.5131, top5_acc: 0.7387, loss_cls: 2.1394, loss: 3.3895, grad_norm: 3.5259 2020-09-24 19:28:32,189 - mmaction - INFO - Epoch [73][780/940] lr: 4.000e-02, eta: 1 day, 5:43:04, time: 1.356, data_time: 0.003, memory: 6929, loss_aux: 1.2318, top1_acc: 0.5268, top5_acc: 0.7457, loss_cls: 2.0966, loss: 3.3283, grad_norm: 3.5477 2020-09-24 19:29:00,624 - mmaction - INFO - Epoch [73][800/940] lr: 4.000e-02, eta: 1 day, 5:42:33, time: 1.422, data_time: 0.002, memory: 6929, loss_aux: 1.2456, top1_acc: 0.5145, top5_acc: 0.7441, loss_cls: 2.1216, loss: 3.3672, grad_norm: 3.5999 2020-09-24 19:29:29,169 - mmaction - INFO - Epoch [73][820/940] lr: 4.000e-02, eta: 1 day, 5:42:02, time: 1.427, data_time: 0.008, memory: 6929, loss_aux: 1.2490, top1_acc: 0.5129, top5_acc: 0.7439, loss_cls: 2.1302, loss: 3.3791, grad_norm: 3.5248 2020-09-24 19:29:57,557 - mmaction - INFO - Epoch [73][840/940] lr: 4.000e-02, eta: 1 day, 5:41:32, time: 1.420, data_time: 0.003, memory: 6929, loss_aux: 1.2510, top1_acc: 0.5244, top5_acc: 0.7477, loss_cls: 2.0986, loss: 3.3496, grad_norm: 3.5304 2020-09-24 19:30:25,501 - mmaction - INFO - Epoch [73][860/940] lr: 4.000e-02, eta: 1 day, 5:41:01, time: 1.396, data_time: 0.001, memory: 6929, loss_aux: 1.2588, top1_acc: 0.5084, top5_acc: 0.7426, loss_cls: 2.1473, loss: 3.4061, grad_norm: 3.5932 2020-09-24 19:30:54,369 - mmaction - INFO - Epoch [73][880/940] lr: 4.000e-02, eta: 1 day, 5:40:30, time: 1.444, data_time: 0.003, memory: 6929, loss_aux: 1.2333, top1_acc: 0.5158, top5_acc: 0.7445, loss_cls: 2.0875, loss: 3.3208, grad_norm: 3.5301 2020-09-24 19:31:23,264 - mmaction - INFO - Epoch [73][900/940] lr: 4.000e-02, eta: 1 day, 5:40:00, time: 1.444, data_time: 0.001, memory: 6929, loss_aux: 1.2707, top1_acc: 0.4990, top5_acc: 0.7369, loss_cls: 2.1947, loss: 3.4654, grad_norm: 3.5754 2020-09-24 19:31:50,662 - mmaction - INFO - Epoch [73][920/940] lr: 4.000e-02, eta: 1 day, 5:39:29, time: 1.370, data_time: 0.003, memory: 6929, loss_aux: 1.2357, top1_acc: 0.5164, top5_acc: 0.7490, loss_cls: 2.0932, loss: 3.3289, grad_norm: 3.4705 2020-09-24 19:32:17,892 - mmaction - INFO - Epoch [73][940/940] lr: 4.000e-02, eta: 1 day, 5:38:57, time: 1.363, data_time: 0.003, memory: 6929, loss_aux: 1.2540, top1_acc: 0.5136, top5_acc: 0.7362, loss_cls: 2.1507, loss: 3.4047, grad_norm: 3.6241 2020-09-24 19:32:18,365 - mmaction - INFO - Saving checkpoint at 73 epochs 2020-09-24 19:32:52,404 - mmaction - INFO - Epoch [74][20/940] lr: 4.000e-02, eta: 1 day, 5:38:28, time: 1.524, data_time: 0.230, memory: 6929, loss_aux: 1.2431, top1_acc: 0.5207, top5_acc: 0.7455, loss_cls: 2.1035, loss: 3.3466, grad_norm: 3.4814 2020-09-24 19:33:20,060 - mmaction - INFO - Epoch [74][40/940] lr: 4.000e-02, eta: 1 day, 5:37:57, time: 1.383, data_time: 0.001, memory: 6929, loss_aux: 1.2498, top1_acc: 0.5207, top5_acc: 0.7480, loss_cls: 2.0964, loss: 3.3461, grad_norm: 3.5624 2020-09-24 19:33:48,462 - mmaction - INFO - Epoch [74][60/940] lr: 4.000e-02, eta: 1 day, 5:37:26, time: 1.420, data_time: 0.001, memory: 6929, loss_aux: 1.2396, top1_acc: 0.5246, top5_acc: 0.7504, loss_cls: 2.0902, loss: 3.3299, grad_norm: 3.5531 2020-09-24 19:34:16,102 - mmaction - INFO - Epoch [74][80/940] lr: 4.000e-02, eta: 1 day, 5:36:55, time: 1.382, data_time: 0.001, memory: 6929, loss_aux: 1.2318, top1_acc: 0.5260, top5_acc: 0.7541, loss_cls: 2.0763, loss: 3.3081, grad_norm: 3.5106 2020-09-24 19:34:44,357 - mmaction - INFO - Epoch [74][100/940] lr: 4.000e-02, eta: 1 day, 5:36:24, time: 1.411, data_time: 0.001, memory: 6929, loss_aux: 1.2084, top1_acc: 0.5318, top5_acc: 0.7570, loss_cls: 2.0329, loss: 3.2413, grad_norm: 3.4918 2020-09-24 19:35:12,572 - mmaction - INFO - Epoch [74][120/940] lr: 4.000e-02, eta: 1 day, 5:35:53, time: 1.413, data_time: 0.003, memory: 6929, loss_aux: 1.2235, top1_acc: 0.5254, top5_acc: 0.7463, loss_cls: 2.0718, loss: 3.2953, grad_norm: 3.5493 2020-09-24 19:35:41,568 - mmaction - INFO - Epoch [74][140/940] lr: 4.000e-02, eta: 1 day, 5:35:23, time: 1.449, data_time: 0.001, memory: 6929, loss_aux: 1.1988, top1_acc: 0.5457, top5_acc: 0.7541, loss_cls: 2.0391, loss: 3.2379, grad_norm: 3.4980 2020-09-24 19:36:10,827 - mmaction - INFO - Epoch [74][160/940] lr: 4.000e-02, eta: 1 day, 5:34:53, time: 1.462, data_time: 0.001, memory: 6929, loss_aux: 1.2390, top1_acc: 0.5156, top5_acc: 0.7412, loss_cls: 2.1074, loss: 3.3464, grad_norm: 3.5204 2020-09-24 19:36:39,238 - mmaction - INFO - Epoch [74][180/940] lr: 4.000e-02, eta: 1 day, 5:34:23, time: 1.421, data_time: 0.003, memory: 6929, loss_aux: 1.2201, top1_acc: 0.5266, top5_acc: 0.7463, loss_cls: 2.0834, loss: 3.3035, grad_norm: 3.4561 2020-09-24 19:37:08,405 - mmaction - INFO - Epoch [74][200/940] lr: 4.000e-02, eta: 1 day, 5:33:53, time: 1.458, data_time: 0.001, memory: 6929, loss_aux: 1.2350, top1_acc: 0.5225, top5_acc: 0.7508, loss_cls: 2.0910, loss: 3.3260, grad_norm: 3.5511 2020-09-24 19:37:36,302 - mmaction - INFO - Epoch [74][220/940] lr: 4.000e-02, eta: 1 day, 5:33:22, time: 1.395, data_time: 0.001, memory: 6929, loss_aux: 1.2043, top1_acc: 0.5297, top5_acc: 0.7541, loss_cls: 2.0491, loss: 3.2535, grad_norm: 3.5308 2020-09-24 19:38:04,526 - mmaction - INFO - Epoch [74][240/940] lr: 4.000e-02, eta: 1 day, 5:32:51, time: 1.411, data_time: 0.001, memory: 6929, loss_aux: 1.2028, top1_acc: 0.5318, top5_acc: 0.7580, loss_cls: 2.0282, loss: 3.2310, grad_norm: 3.4965 2020-09-24 19:38:33,131 - mmaction - INFO - Epoch [74][260/940] lr: 4.000e-02, eta: 1 day, 5:32:21, time: 1.430, data_time: 0.002, memory: 6929, loss_aux: 1.2206, top1_acc: 0.5230, top5_acc: 0.7531, loss_cls: 2.0599, loss: 3.2806, grad_norm: 3.5270 2020-09-24 19:39:01,382 - mmaction - INFO - Epoch [74][280/940] lr: 4.000e-02, eta: 1 day, 5:31:50, time: 1.413, data_time: 0.001, memory: 6929, loss_aux: 1.2255, top1_acc: 0.5299, top5_acc: 0.7490, loss_cls: 2.0675, loss: 3.2930, grad_norm: 3.4973 2020-09-24 19:39:30,395 - mmaction - INFO - Epoch [74][300/940] lr: 4.000e-02, eta: 1 day, 5:31:20, time: 1.450, data_time: 0.001, memory: 6929, loss_aux: 1.2322, top1_acc: 0.5168, top5_acc: 0.7539, loss_cls: 2.0727, loss: 3.3049, grad_norm: 3.6163 2020-09-24 19:39:58,072 - mmaction - INFO - Epoch [74][320/940] lr: 4.000e-02, eta: 1 day, 5:30:48, time: 1.384, data_time: 0.002, memory: 6929, loss_aux: 1.2321, top1_acc: 0.5168, top5_acc: 0.7475, loss_cls: 2.0918, loss: 3.3239, grad_norm: 3.6158 2020-09-24 19:40:28,279 - mmaction - INFO - Epoch [74][340/940] lr: 4.000e-02, eta: 1 day, 5:30:20, time: 1.509, data_time: 0.001, memory: 6929, loss_aux: 1.2425, top1_acc: 0.5330, top5_acc: 0.7406, loss_cls: 2.1195, loss: 3.3619, grad_norm: 3.5088 2020-09-24 19:40:56,427 - mmaction - INFO - Epoch [74][360/940] lr: 4.000e-02, eta: 1 day, 5:29:49, time: 1.408, data_time: 0.002, memory: 6929, loss_aux: 1.2303, top1_acc: 0.5268, top5_acc: 0.7420, loss_cls: 2.1082, loss: 3.3385, grad_norm: 3.4559 2020-09-24 19:41:25,226 - mmaction - INFO - Epoch [74][380/940] lr: 4.000e-02, eta: 1 day, 5:29:19, time: 1.439, data_time: 0.002, memory: 6929, loss_aux: 1.2114, top1_acc: 0.5299, top5_acc: 0.7523, loss_cls: 2.0704, loss: 3.2818, grad_norm: 3.4978 2020-09-24 19:41:54,080 - mmaction - INFO - Epoch [74][400/940] lr: 4.000e-02, eta: 1 day, 5:28:48, time: 1.443, data_time: 0.003, memory: 6929, loss_aux: 1.2400, top1_acc: 0.5176, top5_acc: 0.7467, loss_cls: 2.1163, loss: 3.3563, grad_norm: 3.5538 2020-09-24 19:42:22,325 - mmaction - INFO - Epoch [74][420/940] lr: 4.000e-02, eta: 1 day, 5:28:18, time: 1.412, data_time: 0.002, memory: 6929, loss_aux: 1.2436, top1_acc: 0.5191, top5_acc: 0.7471, loss_cls: 2.1056, loss: 3.3493, grad_norm: 3.5437 2020-09-24 19:42:50,886 - mmaction - INFO - Epoch [74][440/940] lr: 4.000e-02, eta: 1 day, 5:27:47, time: 1.428, data_time: 0.001, memory: 6929, loss_aux: 1.2528, top1_acc: 0.5127, top5_acc: 0.7426, loss_cls: 2.1397, loss: 3.3924, grad_norm: 3.4811 2020-09-24 19:43:18,834 - mmaction - INFO - Epoch [74][460/940] lr: 4.000e-02, eta: 1 day, 5:27:16, time: 1.398, data_time: 0.004, memory: 6929, loss_aux: 1.2584, top1_acc: 0.5076, top5_acc: 0.7504, loss_cls: 2.1147, loss: 3.3731, grad_norm: 3.6510 2020-09-24 19:43:47,519 - mmaction - INFO - Epoch [74][480/940] lr: 4.000e-02, eta: 1 day, 5:26:46, time: 1.434, data_time: 0.003, memory: 6929, loss_aux: 1.2210, top1_acc: 0.5160, top5_acc: 0.7498, loss_cls: 2.0805, loss: 3.3015, grad_norm: 3.6052 2020-09-24 19:44:15,981 - mmaction - INFO - Epoch [74][500/940] lr: 4.000e-02, eta: 1 day, 5:26:15, time: 1.424, data_time: 0.002, memory: 6929, loss_aux: 1.2351, top1_acc: 0.5188, top5_acc: 0.7447, loss_cls: 2.1035, loss: 3.3387, grad_norm: 3.4998 2020-09-24 19:44:43,657 - mmaction - INFO - Epoch [74][520/940] lr: 4.000e-02, eta: 1 day, 5:25:44, time: 1.383, data_time: 0.001, memory: 6929, loss_aux: 1.2196, top1_acc: 0.5250, top5_acc: 0.7506, loss_cls: 2.0645, loss: 3.2841, grad_norm: 3.4006 2020-09-24 19:45:12,239 - mmaction - INFO - Epoch [74][540/940] lr: 4.000e-02, eta: 1 day, 5:25:13, time: 1.429, data_time: 0.003, memory: 6929, loss_aux: 1.2248, top1_acc: 0.5242, top5_acc: 0.7533, loss_cls: 2.0677, loss: 3.2926, grad_norm: 3.5115 2020-09-24 19:45:40,697 - mmaction - INFO - Epoch [74][560/940] lr: 4.000e-02, eta: 1 day, 5:24:43, time: 1.423, data_time: 0.003, memory: 6929, loss_aux: 1.2390, top1_acc: 0.5125, top5_acc: 0.7461, loss_cls: 2.1170, loss: 3.3560, grad_norm: 3.4957 2020-09-24 19:46:09,465 - mmaction - INFO - Epoch [74][580/940] lr: 4.000e-02, eta: 1 day, 5:24:13, time: 1.438, data_time: 0.002, memory: 6929, loss_aux: 1.2480, top1_acc: 0.5096, top5_acc: 0.7369, loss_cls: 2.1363, loss: 3.3843, grad_norm: 3.5197 2020-09-24 19:46:39,057 - mmaction - INFO - Epoch [74][600/940] lr: 4.000e-02, eta: 1 day, 5:23:43, time: 1.480, data_time: 0.002, memory: 6929, loss_aux: 1.2450, top1_acc: 0.5217, top5_acc: 0.7463, loss_cls: 2.1234, loss: 3.3684, grad_norm: 3.5839 2020-09-24 19:47:08,165 - mmaction - INFO - Epoch [74][620/940] lr: 4.000e-02, eta: 1 day, 5:23:13, time: 1.455, data_time: 0.002, memory: 6929, loss_aux: 1.2562, top1_acc: 0.5197, top5_acc: 0.7439, loss_cls: 2.1300, loss: 3.3862, grad_norm: 3.5425 2020-09-24 19:47:36,012 - mmaction - INFO - Epoch [74][640/940] lr: 4.000e-02, eta: 1 day, 5:22:42, time: 1.394, data_time: 0.002, memory: 6929, loss_aux: 1.2260, top1_acc: 0.5273, top5_acc: 0.7504, loss_cls: 2.0736, loss: 3.2996, grad_norm: 3.5367 2020-09-24 19:48:05,256 - mmaction - INFO - Epoch [74][660/940] lr: 4.000e-02, eta: 1 day, 5:22:12, time: 1.461, data_time: 0.001, memory: 6929, loss_aux: 1.2378, top1_acc: 0.5236, top5_acc: 0.7436, loss_cls: 2.0963, loss: 3.3341, grad_norm: 3.5422 2020-09-24 19:48:33,827 - mmaction - INFO - Epoch [74][680/940] lr: 4.000e-02, eta: 1 day, 5:21:42, time: 1.428, data_time: 0.002, memory: 6929, loss_aux: 1.2583, top1_acc: 0.5098, top5_acc: 0.7354, loss_cls: 2.1429, loss: 3.4013, grad_norm: 3.5766 2020-09-24 19:49:01,868 - mmaction - INFO - Epoch [74][700/940] lr: 4.000e-02, eta: 1 day, 5:21:11, time: 1.403, data_time: 0.002, memory: 6929, loss_aux: 1.2418, top1_acc: 0.5119, top5_acc: 0.7414, loss_cls: 2.1153, loss: 3.3571, grad_norm: 3.5208 2020-09-24 19:49:29,668 - mmaction - INFO - Epoch [74][720/940] lr: 4.000e-02, eta: 1 day, 5:20:40, time: 1.389, data_time: 0.001, memory: 6929, loss_aux: 1.2647, top1_acc: 0.5119, top5_acc: 0.7355, loss_cls: 2.1682, loss: 3.4329, grad_norm: 3.5448 2020-09-24 19:49:59,199 - mmaction - INFO - Epoch [74][740/940] lr: 4.000e-02, eta: 1 day, 5:20:10, time: 1.478, data_time: 0.003, memory: 6929, loss_aux: 1.2171, top1_acc: 0.5291, top5_acc: 0.7566, loss_cls: 2.0460, loss: 3.2630, grad_norm: 3.4997 2020-09-24 19:50:26,923 - mmaction - INFO - Epoch [74][760/940] lr: 4.000e-02, eta: 1 day, 5:19:39, time: 1.385, data_time: 0.001, memory: 6929, loss_aux: 1.2495, top1_acc: 0.5074, top5_acc: 0.7406, loss_cls: 2.1471, loss: 3.3966, grad_norm: 3.5843 2020-09-24 19:50:55,374 - mmaction - INFO - Epoch [74][780/940] lr: 4.000e-02, eta: 1 day, 5:19:09, time: 1.423, data_time: 0.003, memory: 6929, loss_aux: 1.2149, top1_acc: 0.5318, top5_acc: 0.7580, loss_cls: 2.0540, loss: 3.2690, grad_norm: 3.4782 2020-09-24 19:51:25,669 - mmaction - INFO - Epoch [74][800/940] lr: 4.000e-02, eta: 1 day, 5:18:40, time: 1.514, data_time: 0.002, memory: 6929, loss_aux: 1.2313, top1_acc: 0.5270, top5_acc: 0.7510, loss_cls: 2.0866, loss: 3.3179, grad_norm: 3.5097 2020-09-24 19:51:54,281 - mmaction - INFO - Epoch [74][820/940] lr: 4.000e-02, eta: 1 day, 5:18:10, time: 1.432, data_time: 0.002, memory: 6929, loss_aux: 1.2355, top1_acc: 0.5184, top5_acc: 0.7400, loss_cls: 2.1141, loss: 3.3497, grad_norm: 3.5115 2020-09-24 19:52:22,239 - mmaction - INFO - Epoch [74][840/940] lr: 4.000e-02, eta: 1 day, 5:17:38, time: 1.398, data_time: 0.001, memory: 6929, loss_aux: 1.2141, top1_acc: 0.5293, top5_acc: 0.7504, loss_cls: 2.0448, loss: 3.2589, grad_norm: 3.4980 2020-09-24 19:52:51,188 - mmaction - INFO - Epoch [74][860/940] lr: 4.000e-02, eta: 1 day, 5:17:08, time: 1.447, data_time: 0.002, memory: 6929, loss_aux: 1.2394, top1_acc: 0.5164, top5_acc: 0.7436, loss_cls: 2.1158, loss: 3.3551, grad_norm: 3.5834 2020-09-24 19:53:19,301 - mmaction - INFO - Epoch [74][880/940] lr: 4.000e-02, eta: 1 day, 5:16:38, time: 1.406, data_time: 0.002, memory: 6929, loss_aux: 1.2387, top1_acc: 0.5199, top5_acc: 0.7471, loss_cls: 2.0925, loss: 3.3312, grad_norm: 3.5819 2020-09-24 19:53:47,609 - mmaction - INFO - Epoch [74][900/940] lr: 4.000e-02, eta: 1 day, 5:16:07, time: 1.415, data_time: 0.002, memory: 6929, loss_aux: 1.2423, top1_acc: 0.5229, top5_acc: 0.7494, loss_cls: 2.0866, loss: 3.3290, grad_norm: 3.5334 2020-09-24 19:54:15,572 - mmaction - INFO - Epoch [74][920/940] lr: 4.000e-02, eta: 1 day, 5:15:36, time: 1.399, data_time: 0.003, memory: 6929, loss_aux: 1.2509, top1_acc: 0.5139, top5_acc: 0.7424, loss_cls: 2.1358, loss: 3.3867, grad_norm: 3.6046 2020-09-24 19:54:44,565 - mmaction - INFO - Epoch [74][940/940] lr: 4.000e-02, eta: 1 day, 5:15:06, time: 1.449, data_time: 0.002, memory: 6929, loss_aux: 1.2480, top1_acc: 0.5075, top5_acc: 0.7433, loss_cls: 2.1367, loss: 3.3847, grad_norm: 3.5470 2020-09-24 19:54:45,112 - mmaction - INFO - Saving checkpoint at 74 epochs 2020-09-24 19:55:17,716 - mmaction - INFO - Epoch [75][20/940] lr: 4.000e-02, eta: 1 day, 5:14:37, time: 1.526, data_time: 0.273, memory: 6929, loss_aux: 1.2446, top1_acc: 0.5096, top5_acc: 0.7406, loss_cls: 2.1389, loss: 3.3835, grad_norm: 3.5258 2020-09-24 19:55:45,950 - mmaction - INFO - Epoch [75][40/940] lr: 4.000e-02, eta: 1 day, 5:14:07, time: 1.412, data_time: 0.002, memory: 6929, loss_aux: 1.2281, top1_acc: 0.5205, top5_acc: 0.7572, loss_cls: 2.0850, loss: 3.3131, grad_norm: 3.5600 2020-09-24 19:56:15,207 - mmaction - INFO - Epoch [75][60/940] lr: 4.000e-02, eta: 1 day, 5:13:37, time: 1.463, data_time: 0.002, memory: 6929, loss_aux: 1.2077, top1_acc: 0.5322, top5_acc: 0.7549, loss_cls: 2.0378, loss: 3.2455, grad_norm: 3.4692 2020-09-24 19:56:43,219 - mmaction - INFO - Epoch [75][80/940] lr: 4.000e-02, eta: 1 day, 5:13:06, time: 1.401, data_time: 0.003, memory: 6929, loss_aux: 1.2441, top1_acc: 0.5195, top5_acc: 0.7551, loss_cls: 2.0741, loss: 3.3181, grad_norm: 3.5900 2020-09-24 19:57:11,890 - mmaction - INFO - Epoch [75][100/940] lr: 4.000e-02, eta: 1 day, 5:12:36, time: 1.433, data_time: 0.002, memory: 6929, loss_aux: 1.2224, top1_acc: 0.5266, top5_acc: 0.7475, loss_cls: 2.0773, loss: 3.2997, grad_norm: 3.4982 2020-09-24 19:57:40,386 - mmaction - INFO - Epoch [75][120/940] lr: 4.000e-02, eta: 1 day, 5:12:05, time: 1.426, data_time: 0.003, memory: 6929, loss_aux: 1.2029, top1_acc: 0.5268, top5_acc: 0.7582, loss_cls: 2.0626, loss: 3.2655, grad_norm: 3.5340 2020-09-24 19:58:09,107 - mmaction - INFO - Epoch [75][140/940] lr: 4.000e-02, eta: 1 day, 5:11:35, time: 1.434, data_time: 0.001, memory: 6929, loss_aux: 1.2194, top1_acc: 0.5242, top5_acc: 0.7527, loss_cls: 2.0565, loss: 3.2759, grad_norm: 3.5161 2020-09-24 19:58:38,711 - mmaction - INFO - Epoch [75][160/940] lr: 4.000e-02, eta: 1 day, 5:11:06, time: 1.481, data_time: 0.003, memory: 6929, loss_aux: 1.2213, top1_acc: 0.5201, top5_acc: 0.7527, loss_cls: 2.0682, loss: 3.2895, grad_norm: 3.5037 2020-09-24 19:59:07,172 - mmaction - INFO - Epoch [75][180/940] lr: 4.000e-02, eta: 1 day, 5:10:35, time: 1.422, data_time: 0.002, memory: 6929, loss_aux: 1.2182, top1_acc: 0.5240, top5_acc: 0.7541, loss_cls: 2.0529, loss: 3.2711, grad_norm: 3.5617 2020-09-24 19:59:36,598 - mmaction - INFO - Epoch [75][200/940] lr: 4.000e-02, eta: 1 day, 5:10:05, time: 1.472, data_time: 0.003, memory: 6929, loss_aux: 1.2367, top1_acc: 0.5223, top5_acc: 0.7477, loss_cls: 2.0873, loss: 3.3240, grad_norm: 3.5277 2020-09-24 20:00:15,536 - mmaction - INFO - Epoch [75][220/940] lr: 4.000e-02, eta: 1 day, 5:09:44, time: 1.844, data_time: 0.002, memory: 6929, loss_aux: 1.2070, top1_acc: 0.5342, top5_acc: 0.7600, loss_cls: 2.0328, loss: 3.2398, grad_norm: 3.4757 2020-09-24 20:00:42,509 - mmaction - INFO - Epoch [75][240/940] lr: 4.000e-02, eta: 1 day, 5:09:14, time: 1.450, data_time: 0.113, memory: 6929, loss_aux: 1.2099, top1_acc: 0.5340, top5_acc: 0.7561, loss_cls: 2.0198, loss: 3.2297, grad_norm: 3.5863 2020-09-24 20:01:09,553 - mmaction - INFO - Epoch [75][260/940] lr: 4.000e-02, eta: 1 day, 5:08:42, time: 1.353, data_time: 0.005, memory: 6929, loss_aux: 1.2197, top1_acc: 0.5227, top5_acc: 0.7477, loss_cls: 2.0722, loss: 3.2919, grad_norm: 3.5388 2020-09-24 20:01:37,428 - mmaction - INFO - Epoch [75][280/940] lr: 4.000e-02, eta: 1 day, 5:08:11, time: 1.395, data_time: 0.003, memory: 6929, loss_aux: 1.2576, top1_acc: 0.5201, top5_acc: 0.7408, loss_cls: 2.1275, loss: 3.3851, grad_norm: 3.5889 2020-09-24 20:02:05,406 - mmaction - INFO - Epoch [75][300/940] lr: 4.000e-02, eta: 1 day, 5:07:40, time: 1.398, data_time: 0.002, memory: 6929, loss_aux: 1.2145, top1_acc: 0.5334, top5_acc: 0.7512, loss_cls: 2.0541, loss: 3.2686, grad_norm: 3.4745 2020-09-24 20:02:34,604 - mmaction - INFO - Epoch [75][320/940] lr: 4.000e-02, eta: 1 day, 5:07:10, time: 1.461, data_time: 0.003, memory: 6929, loss_aux: 1.2478, top1_acc: 0.5250, top5_acc: 0.7500, loss_cls: 2.0822, loss: 3.3300, grad_norm: 3.5667 2020-09-24 20:03:02,359 - mmaction - INFO - Epoch [75][340/940] lr: 4.000e-02, eta: 1 day, 5:06:39, time: 1.388, data_time: 0.001, memory: 6929, loss_aux: 1.2564, top1_acc: 0.5090, top5_acc: 0.7414, loss_cls: 2.1569, loss: 3.4133, grad_norm: 3.5944 2020-09-24 20:03:30,767 - mmaction - INFO - Epoch [75][360/940] lr: 4.000e-02, eta: 1 day, 5:06:08, time: 1.419, data_time: 0.002, memory: 6929, loss_aux: 1.2077, top1_acc: 0.5270, top5_acc: 0.7641, loss_cls: 2.0301, loss: 3.2378, grad_norm: 3.5152 2020-09-24 20:03:59,984 - mmaction - INFO - Epoch [75][380/940] lr: 4.000e-02, eta: 1 day, 5:05:38, time: 1.461, data_time: 0.003, memory: 6929, loss_aux: 1.2230, top1_acc: 0.5145, top5_acc: 0.7449, loss_cls: 2.0997, loss: 3.3227, grad_norm: 3.5191 2020-09-24 20:04:28,709 - mmaction - INFO - Epoch [75][400/940] lr: 4.000e-02, eta: 1 day, 5:05:08, time: 1.437, data_time: 0.003, memory: 6929, loss_aux: 1.2109, top1_acc: 0.5369, top5_acc: 0.7549, loss_cls: 2.0352, loss: 3.2461, grad_norm: 3.4612 2020-09-24 20:04:57,402 - mmaction - INFO - Epoch [75][420/940] lr: 4.000e-02, eta: 1 day, 5:04:38, time: 1.436, data_time: 0.003, memory: 6929, loss_aux: 1.2301, top1_acc: 0.5227, top5_acc: 0.7514, loss_cls: 2.0695, loss: 3.2997, grad_norm: 3.5615 2020-09-24 20:05:25,867 - mmaction - INFO - Epoch [75][440/940] lr: 4.000e-02, eta: 1 day, 5:04:07, time: 1.422, data_time: 0.001, memory: 6929, loss_aux: 1.2204, top1_acc: 0.5297, top5_acc: 0.7551, loss_cls: 2.0450, loss: 3.2654, grad_norm: 3.4538 2020-09-24 20:05:54,849 - mmaction - INFO - Epoch [75][460/940] lr: 4.000e-02, eta: 1 day, 5:03:37, time: 1.450, data_time: 0.002, memory: 6929, loss_aux: 1.2166, top1_acc: 0.5293, top5_acc: 0.7514, loss_cls: 2.0560, loss: 3.2727, grad_norm: 3.4957 2020-09-24 20:06:23,605 - mmaction - INFO - Epoch [75][480/940] lr: 4.000e-02, eta: 1 day, 5:03:07, time: 1.436, data_time: 0.001, memory: 6929, loss_aux: 1.2331, top1_acc: 0.5279, top5_acc: 0.7477, loss_cls: 2.0902, loss: 3.3233, grad_norm: 3.5428 2020-09-24 20:06:52,798 - mmaction - INFO - Epoch [75][500/940] lr: 4.000e-02, eta: 1 day, 5:02:37, time: 1.461, data_time: 0.003, memory: 6929, loss_aux: 1.2465, top1_acc: 0.5141, top5_acc: 0.7463, loss_cls: 2.1147, loss: 3.3612, grad_norm: 3.5406 2020-09-24 20:07:20,944 - mmaction - INFO - Epoch [75][520/940] lr: 4.000e-02, eta: 1 day, 5:02:06, time: 1.407, data_time: 0.001, memory: 6929, loss_aux: 1.2538, top1_acc: 0.5100, top5_acc: 0.7395, loss_cls: 2.1230, loss: 3.3768, grad_norm: 3.5104 2020-09-24 20:07:49,487 - mmaction - INFO - Epoch [75][540/940] lr: 4.000e-02, eta: 1 day, 5:01:36, time: 1.426, data_time: 0.001, memory: 6929, loss_aux: 1.2529, top1_acc: 0.4975, top5_acc: 0.7324, loss_cls: 2.1749, loss: 3.4277, grad_norm: 3.5164 2020-09-24 20:08:18,773 - mmaction - INFO - Epoch [75][560/940] lr: 4.000e-02, eta: 1 day, 5:01:06, time: 1.465, data_time: 0.003, memory: 6929, loss_aux: 1.2322, top1_acc: 0.5303, top5_acc: 0.7537, loss_cls: 2.0678, loss: 3.3000, grad_norm: 3.5533 2020-09-24 20:08:47,356 - mmaction - INFO - Epoch [75][580/940] lr: 4.000e-02, eta: 1 day, 5:00:36, time: 1.429, data_time: 0.002, memory: 6929, loss_aux: 1.2630, top1_acc: 0.5121, top5_acc: 0.7396, loss_cls: 2.1580, loss: 3.4209, grad_norm: 3.5593 2020-09-24 20:09:15,274 - mmaction - INFO - Epoch [75][600/940] lr: 4.000e-02, eta: 1 day, 5:00:05, time: 1.396, data_time: 0.002, memory: 6929, loss_aux: 1.2465, top1_acc: 0.5207, top5_acc: 0.7400, loss_cls: 2.1326, loss: 3.3791, grad_norm: 3.5380 2020-09-24 20:09:43,752 - mmaction - INFO - Epoch [75][620/940] lr: 4.000e-02, eta: 1 day, 4:59:34, time: 1.423, data_time: 0.001, memory: 6929, loss_aux: 1.2287, top1_acc: 0.5344, top5_acc: 0.7510, loss_cls: 2.0762, loss: 3.3049, grad_norm: 3.5240 2020-09-24 20:10:12,660 - mmaction - INFO - Epoch [75][640/940] lr: 4.000e-02, eta: 1 day, 4:59:04, time: 1.447, data_time: 0.003, memory: 6929, loss_aux: 1.2127, top1_acc: 0.5301, top5_acc: 0.7553, loss_cls: 2.0316, loss: 3.2443, grad_norm: 3.5563 2020-09-24 20:10:41,258 - mmaction - INFO - Epoch [75][660/940] lr: 4.000e-02, eta: 1 day, 4:58:34, time: 1.430, data_time: 0.001, memory: 6929, loss_aux: 1.2438, top1_acc: 0.5168, top5_acc: 0.7434, loss_cls: 2.1080, loss: 3.3518, grad_norm: 3.5691 2020-09-24 20:11:10,146 - mmaction - INFO - Epoch [75][680/940] lr: 4.000e-02, eta: 1 day, 4:58:04, time: 1.443, data_time: 0.001, memory: 6929, loss_aux: 1.2344, top1_acc: 0.5275, top5_acc: 0.7529, loss_cls: 2.0777, loss: 3.3121, grad_norm: 3.5794 2020-09-24 20:11:39,003 - mmaction - INFO - Epoch [75][700/940] lr: 4.000e-02, eta: 1 day, 4:57:34, time: 1.444, data_time: 0.004, memory: 6929, loss_aux: 1.2341, top1_acc: 0.5191, top5_acc: 0.7516, loss_cls: 2.0958, loss: 3.3299, grad_norm: 3.5593 2020-09-24 20:12:07,431 - mmaction - INFO - Epoch [75][720/940] lr: 4.000e-02, eta: 1 day, 4:57:03, time: 1.420, data_time: 0.001, memory: 6929, loss_aux: 1.2549, top1_acc: 0.5074, top5_acc: 0.7363, loss_cls: 2.1490, loss: 3.4038, grad_norm: 3.5126 2020-09-24 20:12:35,418 - mmaction - INFO - Epoch [75][740/940] lr: 4.000e-02, eta: 1 day, 4:56:32, time: 1.401, data_time: 0.003, memory: 6929, loss_aux: 1.2377, top1_acc: 0.5240, top5_acc: 0.7389, loss_cls: 2.1141, loss: 3.3519, grad_norm: 3.5105 2020-09-24 20:13:04,130 - mmaction - INFO - Epoch [75][760/940] lr: 4.000e-02, eta: 1 day, 4:56:02, time: 1.435, data_time: 0.002, memory: 6929, loss_aux: 1.2376, top1_acc: 0.5205, top5_acc: 0.7436, loss_cls: 2.1311, loss: 3.3687, grad_norm: 3.5565 2020-09-24 20:13:33,099 - mmaction - INFO - Epoch [75][780/940] lr: 4.000e-02, eta: 1 day, 4:55:32, time: 1.449, data_time: 0.002, memory: 6929, loss_aux: 1.2499, top1_acc: 0.5111, top5_acc: 0.7334, loss_cls: 2.1484, loss: 3.3983, grad_norm: 3.5018 2020-09-24 20:14:00,821 - mmaction - INFO - Epoch [75][800/940] lr: 4.000e-02, eta: 1 day, 4:55:01, time: 1.385, data_time: 0.001, memory: 6929, loss_aux: 1.2476, top1_acc: 0.5145, top5_acc: 0.7400, loss_cls: 2.1343, loss: 3.3819, grad_norm: 3.5335 2020-09-24 20:14:30,097 - mmaction - INFO - Epoch [75][820/940] lr: 4.000e-02, eta: 1 day, 4:54:31, time: 1.464, data_time: 0.003, memory: 6929, loss_aux: 1.2326, top1_acc: 0.5232, top5_acc: 0.7551, loss_cls: 2.0817, loss: 3.3143, grad_norm: 3.5394 2020-09-24 20:14:58,382 - mmaction - INFO - Epoch [75][840/940] lr: 4.000e-02, eta: 1 day, 4:54:00, time: 1.413, data_time: 0.003, memory: 6929, loss_aux: 1.2289, top1_acc: 0.5170, top5_acc: 0.7494, loss_cls: 2.0928, loss: 3.3216, grad_norm: 3.5293 2020-09-24 20:15:27,534 - mmaction - INFO - Epoch [75][860/940] lr: 4.000e-02, eta: 1 day, 4:53:31, time: 1.459, data_time: 0.003, memory: 6929, loss_aux: 1.2452, top1_acc: 0.5225, top5_acc: 0.7486, loss_cls: 2.1312, loss: 3.3763, grad_norm: 3.5483 2020-09-24 20:15:56,559 - mmaction - INFO - Epoch [75][880/940] lr: 4.000e-02, eta: 1 day, 4:53:01, time: 1.452, data_time: 0.002, memory: 6929, loss_aux: 1.2774, top1_acc: 0.5086, top5_acc: 0.7387, loss_cls: 2.1591, loss: 3.4366, grad_norm: 3.6068 2020-09-24 20:16:24,448 - mmaction - INFO - Epoch [75][900/940] lr: 4.000e-02, eta: 1 day, 4:52:30, time: 1.393, data_time: 0.002, memory: 6929, loss_aux: 1.2250, top1_acc: 0.5219, top5_acc: 0.7482, loss_cls: 2.1037, loss: 3.3287, grad_norm: 3.5560 2020-09-24 20:16:52,916 - mmaction - INFO - Epoch [75][920/940] lr: 4.000e-02, eta: 1 day, 4:51:59, time: 1.425, data_time: 0.005, memory: 6929, loss_aux: 1.2367, top1_acc: 0.5262, top5_acc: 0.7480, loss_cls: 2.1001, loss: 3.3368, grad_norm: 3.5139 2020-09-24 20:17:21,030 - mmaction - INFO - Epoch [75][940/940] lr: 4.000e-02, eta: 1 day, 4:51:28, time: 1.406, data_time: 0.002, memory: 6929, loss_aux: 1.2395, top1_acc: 0.5209, top5_acc: 0.7413, loss_cls: 2.1298, loss: 3.3693, grad_norm: 3.5715 2020-09-24 20:17:21,600 - mmaction - INFO - Saving checkpoint at 75 epochs 2020-09-24 20:17:58,916 - mmaction - INFO - Epoch [76][20/940] lr: 4.000e-03, eta: 1 day, 4:50:59, time: 1.459, data_time: 0.242, memory: 6929, loss_aux: 1.2362, top1_acc: 0.5273, top5_acc: 0.7400, loss_cls: 2.0625, loss: 3.2987, grad_norm: 3.5513 2020-09-24 20:18:26,616 - mmaction - INFO - Epoch [76][40/940] lr: 4.000e-03, eta: 1 day, 4:50:27, time: 1.384, data_time: 0.002, memory: 6929, loss_aux: 1.1858, top1_acc: 0.5506, top5_acc: 0.7643, loss_cls: 1.9704, loss: 3.1562, grad_norm: 3.3913 2020-09-24 20:18:53,954 - mmaction - INFO - Epoch [76][60/940] lr: 4.000e-03, eta: 1 day, 4:49:56, time: 1.368, data_time: 0.003, memory: 6929, loss_aux: 1.1612, top1_acc: 0.5600, top5_acc: 0.7748, loss_cls: 1.9158, loss: 3.0770, grad_norm: 3.3835 2020-09-24 20:19:21,776 - mmaction - INFO - Epoch [76][80/940] lr: 4.000e-03, eta: 1 day, 4:49:25, time: 1.391, data_time: 0.001, memory: 6929, loss_aux: 1.1886, top1_acc: 0.5539, top5_acc: 0.7711, loss_cls: 1.9398, loss: 3.1284, grad_norm: 3.4006 2020-09-24 20:19:50,561 - mmaction - INFO - Epoch [76][100/940] lr: 4.000e-03, eta: 1 day, 4:48:55, time: 1.438, data_time: 0.001, memory: 6929, loss_aux: 1.1689, top1_acc: 0.5574, top5_acc: 0.7748, loss_cls: 1.8938, loss: 3.0627, grad_norm: 3.3717 2020-09-24 20:20:21,647 - mmaction - INFO - Epoch [76][120/940] lr: 4.000e-03, eta: 1 day, 4:48:27, time: 1.546, data_time: 0.003, memory: 6929, loss_aux: 1.1714, top1_acc: 0.5547, top5_acc: 0.7793, loss_cls: 1.9119, loss: 3.0834, grad_norm: 3.3937 2020-09-24 20:20:50,340 - mmaction - INFO - Epoch [76][140/940] lr: 4.000e-03, eta: 1 day, 4:47:56, time: 1.443, data_time: 0.011, memory: 6929, loss_aux: 1.1613, top1_acc: 0.5582, top5_acc: 0.7746, loss_cls: 1.9032, loss: 3.0645, grad_norm: 3.4404 2020-09-24 20:21:18,061 - mmaction - INFO - Epoch [76][160/940] lr: 4.000e-03, eta: 1 day, 4:47:25, time: 1.387, data_time: 0.004, memory: 6929, loss_aux: 1.1593, top1_acc: 0.5676, top5_acc: 0.7777, loss_cls: 1.8759, loss: 3.0352, grad_norm: 3.4277 2020-09-24 20:21:46,565 - mmaction - INFO - Epoch [76][180/940] lr: 4.000e-03, eta: 1 day, 4:46:55, time: 1.425, data_time: 0.001, memory: 6929, loss_aux: 1.1650, top1_acc: 0.5635, top5_acc: 0.7797, loss_cls: 1.8842, loss: 3.0492, grad_norm: 3.4820 2020-09-24 20:22:14,794 - mmaction - INFO - Epoch [76][200/940] lr: 4.000e-03, eta: 1 day, 4:46:24, time: 1.411, data_time: 0.002, memory: 6929, loss_aux: 1.1159, top1_acc: 0.5846, top5_acc: 0.7875, loss_cls: 1.8082, loss: 2.9241, grad_norm: 3.3624 2020-09-24 20:22:44,852 - mmaction - INFO - Epoch [76][220/940] lr: 4.000e-03, eta: 1 day, 4:45:55, time: 1.503, data_time: 0.003, memory: 6929, loss_aux: 1.1321, top1_acc: 0.5752, top5_acc: 0.7912, loss_cls: 1.8247, loss: 2.9568, grad_norm: 3.3907 2020-09-24 20:23:12,634 - mmaction - INFO - Epoch [76][240/940] lr: 4.000e-03, eta: 1 day, 4:45:24, time: 1.391, data_time: 0.003, memory: 6929, loss_aux: 1.1196, top1_acc: 0.5746, top5_acc: 0.7895, loss_cls: 1.8071, loss: 2.9267, grad_norm: 3.4103 2020-09-24 20:23:40,473 - mmaction - INFO - Epoch [76][260/940] lr: 4.000e-03, eta: 1 day, 4:44:53, time: 1.392, data_time: 0.001, memory: 6929, loss_aux: 1.1200, top1_acc: 0.5770, top5_acc: 0.7930, loss_cls: 1.7938, loss: 2.9138, grad_norm: 3.3733 2020-09-24 20:24:09,578 - mmaction - INFO - Epoch [76][280/940] lr: 4.000e-03, eta: 1 day, 4:44:23, time: 1.454, data_time: 0.001, memory: 6929, loss_aux: 1.1377, top1_acc: 0.5855, top5_acc: 0.7867, loss_cls: 1.8081, loss: 2.9459, grad_norm: 3.3772 2020-09-24 20:24:37,386 - mmaction - INFO - Epoch [76][300/940] lr: 4.000e-03, eta: 1 day, 4:43:52, time: 1.392, data_time: 0.003, memory: 6929, loss_aux: 1.1107, top1_acc: 0.5879, top5_acc: 0.8012, loss_cls: 1.7466, loss: 2.8573, grad_norm: 3.4289 2020-09-24 20:25:05,476 - mmaction - INFO - Epoch [76][320/940] lr: 4.000e-03, eta: 1 day, 4:43:21, time: 1.403, data_time: 0.001, memory: 6929, loss_aux: 1.1385, top1_acc: 0.5676, top5_acc: 0.7832, loss_cls: 1.8274, loss: 2.9659, grad_norm: 3.4312 2020-09-24 20:25:34,075 - mmaction - INFO - Epoch [76][340/940] lr: 4.000e-03, eta: 1 day, 4:42:51, time: 1.431, data_time: 0.004, memory: 6929, loss_aux: 1.1240, top1_acc: 0.5754, top5_acc: 0.7914, loss_cls: 1.8099, loss: 2.9339, grad_norm: 3.4549 2020-09-24 20:26:02,929 - mmaction - INFO - Epoch [76][360/940] lr: 4.000e-03, eta: 1 day, 4:42:21, time: 1.441, data_time: 0.001, memory: 6929, loss_aux: 1.1300, top1_acc: 0.5885, top5_acc: 0.7939, loss_cls: 1.7868, loss: 2.9168, grad_norm: 3.4127 2020-09-24 20:26:30,584 - mmaction - INFO - Epoch [76][380/940] lr: 4.000e-03, eta: 1 day, 4:41:50, time: 1.383, data_time: 0.003, memory: 6929, loss_aux: 1.1159, top1_acc: 0.5826, top5_acc: 0.7943, loss_cls: 1.7733, loss: 2.8892, grad_norm: 3.4339 2020-09-24 20:26:59,910 - mmaction - INFO - Epoch [76][400/940] lr: 4.000e-03, eta: 1 day, 4:41:20, time: 1.467, data_time: 0.003, memory: 6929, loss_aux: 1.1444, top1_acc: 0.5711, top5_acc: 0.7932, loss_cls: 1.8168, loss: 2.9612, grad_norm: 3.4662 2020-09-24 20:27:28,645 - mmaction - INFO - Epoch [76][420/940] lr: 4.000e-03, eta: 1 day, 4:40:50, time: 1.436, data_time: 0.001, memory: 6929, loss_aux: 1.1512, top1_acc: 0.5748, top5_acc: 0.7809, loss_cls: 1.8496, loss: 3.0008, grad_norm: 3.4477 2020-09-24 20:27:57,708 - mmaction - INFO - Epoch [76][440/940] lr: 4.000e-03, eta: 1 day, 4:40:20, time: 1.454, data_time: 0.003, memory: 6929, loss_aux: 1.1446, top1_acc: 0.5707, top5_acc: 0.7865, loss_cls: 1.8231, loss: 2.9677, grad_norm: 3.4914 2020-09-24 20:28:25,434 - mmaction - INFO - Epoch [76][460/940] lr: 4.000e-03, eta: 1 day, 4:39:49, time: 1.385, data_time: 0.001, memory: 6929, loss_aux: 1.1110, top1_acc: 0.5826, top5_acc: 0.7988, loss_cls: 1.7631, loss: 2.8740, grad_norm: 3.4685 2020-09-24 20:28:53,376 - mmaction - INFO - Epoch [76][480/940] lr: 4.000e-03, eta: 1 day, 4:39:18, time: 1.398, data_time: 0.003, memory: 6929, loss_aux: 1.1357, top1_acc: 0.5893, top5_acc: 0.7912, loss_cls: 1.8037, loss: 2.9394, grad_norm: 3.4789 2020-09-24 20:29:22,841 - mmaction - INFO - Epoch [76][500/940] lr: 4.000e-03, eta: 1 day, 4:38:48, time: 1.473, data_time: 0.004, memory: 6929, loss_aux: 1.1287, top1_acc: 0.5850, top5_acc: 0.7867, loss_cls: 1.8053, loss: 2.9341, grad_norm: 3.4270 2020-09-24 20:29:51,020 - mmaction - INFO - Epoch [76][520/940] lr: 4.000e-03, eta: 1 day, 4:38:18, time: 1.409, data_time: 0.002, memory: 6929, loss_aux: 1.1223, top1_acc: 0.5822, top5_acc: 0.7943, loss_cls: 1.7739, loss: 2.8962, grad_norm: 3.4570 2020-09-24 20:30:19,552 - mmaction - INFO - Epoch [76][540/940] lr: 4.000e-03, eta: 1 day, 4:37:47, time: 1.425, data_time: 0.002, memory: 6929, loss_aux: 1.1236, top1_acc: 0.5852, top5_acc: 0.7930, loss_cls: 1.7735, loss: 2.8972, grad_norm: 3.4895 2020-09-24 20:30:48,418 - mmaction - INFO - Epoch [76][560/940] lr: 4.000e-03, eta: 1 day, 4:37:17, time: 1.445, data_time: 0.004, memory: 6929, loss_aux: 1.1212, top1_acc: 0.5877, top5_acc: 0.7979, loss_cls: 1.7732, loss: 2.8945, grad_norm: 3.4554 2020-09-24 20:31:17,056 - mmaction - INFO - Epoch [76][580/940] lr: 4.000e-03, eta: 1 day, 4:36:47, time: 1.433, data_time: 0.003, memory: 6929, loss_aux: 1.1029, top1_acc: 0.5906, top5_acc: 0.7967, loss_cls: 1.7570, loss: 2.8600, grad_norm: 3.4474 2020-09-24 20:31:45,745 - mmaction - INFO - Epoch [76][600/940] lr: 4.000e-03, eta: 1 day, 4:36:17, time: 1.434, data_time: 0.001, memory: 6929, loss_aux: 1.1344, top1_acc: 0.5789, top5_acc: 0.7900, loss_cls: 1.8102, loss: 2.9446, grad_norm: 3.4621 2020-09-24 20:32:13,709 - mmaction - INFO - Epoch [76][620/940] lr: 4.000e-03, eta: 1 day, 4:35:46, time: 1.399, data_time: 0.002, memory: 6929, loss_aux: 1.1150, top1_acc: 0.5842, top5_acc: 0.7980, loss_cls: 1.7625, loss: 2.8775, grad_norm: 3.4573 2020-09-24 20:32:42,307 - mmaction - INFO - Epoch [76][640/940] lr: 4.000e-03, eta: 1 day, 4:35:15, time: 1.430, data_time: 0.001, memory: 6929, loss_aux: 1.1157, top1_acc: 0.5959, top5_acc: 0.7975, loss_cls: 1.7552, loss: 2.8709, grad_norm: 3.4760 2020-09-24 20:33:10,212 - mmaction - INFO - Epoch [76][660/940] lr: 4.000e-03, eta: 1 day, 4:34:44, time: 1.394, data_time: 0.001, memory: 6929, loss_aux: 1.1272, top1_acc: 0.5834, top5_acc: 0.7865, loss_cls: 1.7922, loss: 2.9194, grad_norm: 3.4904 2020-09-24 20:33:38,747 - mmaction - INFO - Epoch [76][680/940] lr: 4.000e-03, eta: 1 day, 4:34:14, time: 1.427, data_time: 0.002, memory: 6929, loss_aux: 1.1113, top1_acc: 0.5861, top5_acc: 0.7957, loss_cls: 1.7609, loss: 2.8722, grad_norm: 3.4684 2020-09-24 20:34:07,472 - mmaction - INFO - Epoch [76][700/940] lr: 4.000e-03, eta: 1 day, 4:33:44, time: 1.436, data_time: 0.002, memory: 6929, loss_aux: 1.1200, top1_acc: 0.5893, top5_acc: 0.7937, loss_cls: 1.7854, loss: 2.9054, grad_norm: 3.4710 2020-09-24 20:34:35,141 - mmaction - INFO - Epoch [76][720/940] lr: 4.000e-03, eta: 1 day, 4:33:13, time: 1.383, data_time: 0.002, memory: 6929, loss_aux: 1.1202, top1_acc: 0.5840, top5_acc: 0.7893, loss_cls: 1.7992, loss: 2.9194, grad_norm: 3.5292 2020-09-24 20:35:04,272 - mmaction - INFO - Epoch [76][740/940] lr: 4.000e-03, eta: 1 day, 4:32:43, time: 1.456, data_time: 0.002, memory: 6929, loss_aux: 1.1506, top1_acc: 0.5701, top5_acc: 0.7836, loss_cls: 1.8425, loss: 2.9931, grad_norm: 3.5627 2020-09-24 20:35:31,842 - mmaction - INFO - Epoch [76][760/940] lr: 4.000e-03, eta: 1 day, 4:32:11, time: 1.379, data_time: 0.002, memory: 6929, loss_aux: 1.0934, top1_acc: 0.5977, top5_acc: 0.7963, loss_cls: 1.7253, loss: 2.8187, grad_norm: 3.4561 2020-09-24 20:35:59,562 - mmaction - INFO - Epoch [76][780/940] lr: 4.000e-03, eta: 1 day, 4:31:40, time: 1.386, data_time: 0.002, memory: 6929, loss_aux: 1.1251, top1_acc: 0.5855, top5_acc: 0.7945, loss_cls: 1.7662, loss: 2.8913, grad_norm: 3.5033 2020-09-24 20:36:29,249 - mmaction - INFO - Epoch [76][800/940] lr: 4.000e-03, eta: 1 day, 4:31:11, time: 1.484, data_time: 0.002, memory: 6929, loss_aux: 1.1188, top1_acc: 0.5895, top5_acc: 0.7934, loss_cls: 1.7569, loss: 2.8757, grad_norm: 3.4502 2020-09-24 20:36:57,569 - mmaction - INFO - Epoch [76][820/940] lr: 4.000e-03, eta: 1 day, 4:30:40, time: 1.417, data_time: 0.003, memory: 6929, loss_aux: 1.1060, top1_acc: 0.5953, top5_acc: 0.7951, loss_cls: 1.7489, loss: 2.8549, grad_norm: 3.5012 2020-09-24 20:37:25,989 - mmaction - INFO - Epoch [76][840/940] lr: 4.000e-03, eta: 1 day, 4:30:10, time: 1.420, data_time: 0.001, memory: 6929, loss_aux: 1.1116, top1_acc: 0.5932, top5_acc: 0.7965, loss_cls: 1.7420, loss: 2.8536, grad_norm: 3.5022 2020-09-24 20:37:54,852 - mmaction - INFO - Epoch [76][860/940] lr: 4.000e-03, eta: 1 day, 4:29:40, time: 1.443, data_time: 0.002, memory: 6929, loss_aux: 1.1140, top1_acc: 0.5932, top5_acc: 0.7936, loss_cls: 1.7675, loss: 2.8815, grad_norm: 3.5483 2020-09-24 20:38:22,805 - mmaction - INFO - Epoch [76][880/940] lr: 4.000e-03, eta: 1 day, 4:29:09, time: 1.398, data_time: 0.002, memory: 6929, loss_aux: 1.1078, top1_acc: 0.5934, top5_acc: 0.8098, loss_cls: 1.7422, loss: 2.8500, grad_norm: 3.5928 2020-09-24 20:38:51,242 - mmaction - INFO - Epoch [76][900/940] lr: 4.000e-03, eta: 1 day, 4:28:39, time: 1.421, data_time: 0.002, memory: 6929, loss_aux: 1.1258, top1_acc: 0.5875, top5_acc: 0.7934, loss_cls: 1.7820, loss: 2.9078, grad_norm: 3.5389 2020-09-24 20:39:19,062 - mmaction - INFO - Epoch [76][920/940] lr: 4.000e-03, eta: 1 day, 4:28:08, time: 1.392, data_time: 0.003, memory: 6929, loss_aux: 1.1035, top1_acc: 0.5949, top5_acc: 0.7969, loss_cls: 1.7314, loss: 2.8349, grad_norm: 3.4888 2020-09-24 20:39:47,458 - mmaction - INFO - Epoch [76][940/940] lr: 4.000e-03, eta: 1 day, 4:27:37, time: 1.416, data_time: 0.002, memory: 6929, loss_aux: 1.0933, top1_acc: 0.5992, top5_acc: 0.7985, loss_cls: 1.7395, loss: 2.8328, grad_norm: 3.4813 2020-09-24 20:39:47,825 - mmaction - INFO - Saving checkpoint at 76 epochs 2020-09-24 20:40:22,935 - mmaction - INFO - Epoch [77][20/940] lr: 4.000e-03, eta: 1 day, 4:27:08, time: 1.497, data_time: 0.263, memory: 6929, loss_aux: 1.1215, top1_acc: 0.5836, top5_acc: 0.7957, loss_cls: 1.7672, loss: 2.8887, grad_norm: 3.5401 2020-09-24 20:40:50,533 - mmaction - INFO - Epoch [77][40/940] lr: 4.000e-03, eta: 1 day, 4:26:37, time: 1.379, data_time: 0.001, memory: 6929, loss_aux: 1.1236, top1_acc: 0.5955, top5_acc: 0.7928, loss_cls: 1.7700, loss: 2.8936, grad_norm: 3.4720 2020-09-24 20:41:19,035 - mmaction - INFO - Epoch [77][60/940] lr: 4.000e-03, eta: 1 day, 4:26:06, time: 1.425, data_time: 0.002, memory: 6929, loss_aux: 1.0994, top1_acc: 0.6068, top5_acc: 0.8012, loss_cls: 1.7183, loss: 2.8177, grad_norm: 3.5685 2020-09-24 20:41:47,039 - mmaction - INFO - Epoch [77][80/940] lr: 4.000e-03, eta: 1 day, 4:25:35, time: 1.400, data_time: 0.002, memory: 6929, loss_aux: 1.1026, top1_acc: 0.6086, top5_acc: 0.8016, loss_cls: 1.7025, loss: 2.8051, grad_norm: 3.5246 2020-09-24 20:42:16,440 - mmaction - INFO - Epoch [77][100/940] lr: 4.000e-03, eta: 1 day, 4:25:06, time: 1.471, data_time: 0.002, memory: 6929, loss_aux: 1.0933, top1_acc: 0.5957, top5_acc: 0.8094, loss_cls: 1.7053, loss: 2.7986, grad_norm: 3.5487 2020-09-24 20:42:47,148 - mmaction - INFO - Epoch [77][120/940] lr: 4.000e-03, eta: 1 day, 4:24:38, time: 1.535, data_time: 0.001, memory: 6929, loss_aux: 1.1009, top1_acc: 0.5875, top5_acc: 0.8018, loss_cls: 1.7396, loss: 2.8405, grad_norm: 3.5661 2020-09-24 20:43:14,977 - mmaction - INFO - Epoch [77][140/940] lr: 4.000e-03, eta: 1 day, 4:24:07, time: 1.391, data_time: 0.002, memory: 6929, loss_aux: 1.1108, top1_acc: 0.5992, top5_acc: 0.7961, loss_cls: 1.7265, loss: 2.8373, grad_norm: 3.5321 2020-09-24 20:43:43,740 - mmaction - INFO - Epoch [77][160/940] lr: 4.000e-03, eta: 1 day, 4:23:36, time: 1.438, data_time: 0.002, memory: 6929, loss_aux: 1.1406, top1_acc: 0.5883, top5_acc: 0.7928, loss_cls: 1.7830, loss: 2.9235, grad_norm: 3.6231 2020-09-24 20:44:11,630 - mmaction - INFO - Epoch [77][180/940] lr: 4.000e-03, eta: 1 day, 4:23:06, time: 1.395, data_time: 0.003, memory: 6929, loss_aux: 1.0928, top1_acc: 0.6033, top5_acc: 0.8025, loss_cls: 1.6936, loss: 2.7864, grad_norm: 3.4757 2020-09-24 20:44:39,995 - mmaction - INFO - Epoch [77][200/940] lr: 4.000e-03, eta: 1 day, 4:22:35, time: 1.419, data_time: 0.002, memory: 6929, loss_aux: 1.1059, top1_acc: 0.5951, top5_acc: 0.8055, loss_cls: 1.7317, loss: 2.8376, grad_norm: 3.5229 2020-09-24 20:45:08,385 - mmaction - INFO - Epoch [77][220/940] lr: 4.000e-03, eta: 1 day, 4:22:04, time: 1.416, data_time: 0.001, memory: 6929, loss_aux: 1.1002, top1_acc: 0.5998, top5_acc: 0.8043, loss_cls: 1.7190, loss: 2.8192, grad_norm: 3.5546 2020-09-24 20:45:36,591 - mmaction - INFO - Epoch [77][240/940] lr: 4.000e-03, eta: 1 day, 4:21:34, time: 1.413, data_time: 0.005, memory: 6929, loss_aux: 1.0907, top1_acc: 0.5973, top5_acc: 0.7996, loss_cls: 1.7140, loss: 2.8047, grad_norm: 3.5645 2020-09-24 20:46:05,839 - mmaction - INFO - Epoch [77][260/940] lr: 4.000e-03, eta: 1 day, 4:21:04, time: 1.462, data_time: 0.002, memory: 6929, loss_aux: 1.1090, top1_acc: 0.5992, top5_acc: 0.8008, loss_cls: 1.7448, loss: 2.8538, grad_norm: 3.5502 2020-09-24 20:46:34,105 - mmaction - INFO - Epoch [77][280/940] lr: 4.000e-03, eta: 1 day, 4:20:34, time: 1.415, data_time: 0.003, memory: 6929, loss_aux: 1.0955, top1_acc: 0.6051, top5_acc: 0.8043, loss_cls: 1.7174, loss: 2.8129, grad_norm: 3.5510 2020-09-24 20:47:02,915 - mmaction - INFO - Epoch [77][300/940] lr: 4.000e-03, eta: 1 day, 4:20:04, time: 1.440, data_time: 0.001, memory: 6929, loss_aux: 1.0893, top1_acc: 0.6045, top5_acc: 0.8053, loss_cls: 1.6936, loss: 2.7828, grad_norm: 3.4915 2020-09-24 20:47:31,588 - mmaction - INFO - Epoch [77][320/940] lr: 4.000e-03, eta: 1 day, 4:19:33, time: 1.433, data_time: 0.001, memory: 6929, loss_aux: 1.1176, top1_acc: 0.5895, top5_acc: 0.7953, loss_cls: 1.7547, loss: 2.8723, grad_norm: 3.5409 2020-09-24 20:47:59,766 - mmaction - INFO - Epoch [77][340/940] lr: 4.000e-03, eta: 1 day, 4:19:03, time: 1.410, data_time: 0.003, memory: 6929, loss_aux: 1.1092, top1_acc: 0.5967, top5_acc: 0.7959, loss_cls: 1.7392, loss: 2.8484, grad_norm: 3.5402 2020-09-24 20:48:27,588 - mmaction - INFO - Epoch [77][360/940] lr: 4.000e-03, eta: 1 day, 4:18:32, time: 1.390, data_time: 0.001, memory: 6929, loss_aux: 1.1015, top1_acc: 0.5941, top5_acc: 0.7975, loss_cls: 1.7504, loss: 2.8519, grad_norm: 3.5361 2020-09-24 20:48:56,071 - mmaction - INFO - Epoch [77][380/940] lr: 4.000e-03, eta: 1 day, 4:18:01, time: 1.425, data_time: 0.003, memory: 6929, loss_aux: 1.0790, top1_acc: 0.6100, top5_acc: 0.8137, loss_cls: 1.6629, loss: 2.7419, grad_norm: 3.4885 2020-09-24 20:49:24,716 - mmaction - INFO - Epoch [77][400/940] lr: 4.000e-03, eta: 1 day, 4:17:31, time: 1.431, data_time: 0.001, memory: 6929, loss_aux: 1.0826, top1_acc: 0.6014, top5_acc: 0.8049, loss_cls: 1.6931, loss: 2.7757, grad_norm: 3.5238 2020-09-24 20:49:53,572 - mmaction - INFO - Epoch [77][420/940] lr: 4.000e-03, eta: 1 day, 4:17:01, time: 1.444, data_time: 0.003, memory: 6929, loss_aux: 1.1066, top1_acc: 0.5953, top5_acc: 0.8004, loss_cls: 1.7492, loss: 2.8558, grad_norm: 3.5738 2020-09-24 20:50:22,495 - mmaction - INFO - Epoch [77][440/940] lr: 4.000e-03, eta: 1 day, 4:16:31, time: 1.446, data_time: 0.001, memory: 6929, loss_aux: 1.0843, top1_acc: 0.5975, top5_acc: 0.8115, loss_cls: 1.6824, loss: 2.7667, grad_norm: 3.5631 2020-09-24 20:50:51,307 - mmaction - INFO - Epoch [77][460/940] lr: 4.000e-03, eta: 1 day, 4:16:01, time: 1.440, data_time: 0.001, memory: 6929, loss_aux: 1.0878, top1_acc: 0.6115, top5_acc: 0.8047, loss_cls: 1.6906, loss: 2.7783, grad_norm: 3.5601 2020-09-24 20:51:19,660 - mmaction - INFO - Epoch [77][480/940] lr: 4.000e-03, eta: 1 day, 4:15:30, time: 1.419, data_time: 0.003, memory: 6929, loss_aux: 1.1178, top1_acc: 0.5912, top5_acc: 0.7996, loss_cls: 1.7448, loss: 2.8626, grad_norm: 3.5828 2020-09-24 20:51:47,782 - mmaction - INFO - Epoch [77][500/940] lr: 4.000e-03, eta: 1 day, 4:15:00, time: 1.405, data_time: 0.001, memory: 6929, loss_aux: 1.1069, top1_acc: 0.5943, top5_acc: 0.8014, loss_cls: 1.7237, loss: 2.8306, grad_norm: 3.5770 2020-09-24 20:52:16,380 - mmaction - INFO - Epoch [77][520/940] lr: 4.000e-03, eta: 1 day, 4:14:29, time: 1.430, data_time: 0.002, memory: 6929, loss_aux: 1.0687, top1_acc: 0.6072, top5_acc: 0.8078, loss_cls: 1.6812, loss: 2.7499, grad_norm: 3.5620 2020-09-24 20:52:46,238 - mmaction - INFO - Epoch [77][540/940] lr: 4.000e-03, eta: 1 day, 4:14:00, time: 1.492, data_time: 0.002, memory: 6929, loss_aux: 1.0903, top1_acc: 0.5996, top5_acc: 0.8053, loss_cls: 1.7073, loss: 2.7976, grad_norm: 3.5791 2020-09-24 20:53:14,487 - mmaction - INFO - Epoch [77][560/940] lr: 4.000e-03, eta: 1 day, 4:13:30, time: 1.414, data_time: 0.003, memory: 6929, loss_aux: 1.1109, top1_acc: 0.5992, top5_acc: 0.8018, loss_cls: 1.7367, loss: 2.8476, grad_norm: 3.6341 2020-09-24 20:53:42,393 - mmaction - INFO - Epoch [77][580/940] lr: 4.000e-03, eta: 1 day, 4:12:59, time: 1.395, data_time: 0.001, memory: 6929, loss_aux: 1.0839, top1_acc: 0.6072, top5_acc: 0.8146, loss_cls: 1.6778, loss: 2.7617, grad_norm: 3.5812 2020-09-24 20:54:10,964 - mmaction - INFO - Epoch [77][600/940] lr: 4.000e-03, eta: 1 day, 4:12:28, time: 1.428, data_time: 0.002, memory: 6929, loss_aux: 1.1210, top1_acc: 0.5953, top5_acc: 0.7922, loss_cls: 1.7767, loss: 2.8977, grad_norm: 3.6341 2020-09-24 20:54:38,657 - mmaction - INFO - Epoch [77][620/940] lr: 4.000e-03, eta: 1 day, 4:11:57, time: 1.386, data_time: 0.003, memory: 6929, loss_aux: 1.0733, top1_acc: 0.6152, top5_acc: 0.8104, loss_cls: 1.6659, loss: 2.7392, grad_norm: 3.5188 2020-09-24 20:55:08,384 - mmaction - INFO - Epoch [77][640/940] lr: 4.000e-03, eta: 1 day, 4:11:28, time: 1.485, data_time: 0.003, memory: 6929, loss_aux: 1.0858, top1_acc: 0.5961, top5_acc: 0.8033, loss_cls: 1.6998, loss: 2.7856, grad_norm: 3.6047 2020-09-24 20:55:36,226 - mmaction - INFO - Epoch [77][660/940] lr: 4.000e-03, eta: 1 day, 4:10:57, time: 1.393, data_time: 0.003, memory: 6929, loss_aux: 1.0941, top1_acc: 0.5959, top5_acc: 0.7963, loss_cls: 1.7332, loss: 2.8273, grad_norm: 3.5860 2020-09-24 20:56:05,023 - mmaction - INFO - Epoch [77][680/940] lr: 4.000e-03, eta: 1 day, 4:10:27, time: 1.439, data_time: 0.001, memory: 6929, loss_aux: 1.0990, top1_acc: 0.6000, top5_acc: 0.8043, loss_cls: 1.7051, loss: 2.8041, grad_norm: 3.6068 2020-09-24 20:56:33,323 - mmaction - INFO - Epoch [77][700/940] lr: 4.000e-03, eta: 1 day, 4:09:57, time: 1.416, data_time: 0.003, memory: 6929, loss_aux: 1.1000, top1_acc: 0.5949, top5_acc: 0.8029, loss_cls: 1.7228, loss: 2.8229, grad_norm: 3.5993 2020-09-24 20:57:01,657 - mmaction - INFO - Epoch [77][720/940] lr: 4.000e-03, eta: 1 day, 4:09:26, time: 1.417, data_time: 0.001, memory: 6929, loss_aux: 1.0908, top1_acc: 0.6045, top5_acc: 0.8094, loss_cls: 1.6929, loss: 2.7837, grad_norm: 3.6022 2020-09-24 20:57:30,185 - mmaction - INFO - Epoch [77][740/940] lr: 4.000e-03, eta: 1 day, 4:08:56, time: 1.425, data_time: 0.001, memory: 6929, loss_aux: 1.0760, top1_acc: 0.6018, top5_acc: 0.8064, loss_cls: 1.6922, loss: 2.7682, grad_norm: 3.5323 2020-09-24 20:57:57,938 - mmaction - INFO - Epoch [77][760/940] lr: 4.000e-03, eta: 1 day, 4:08:25, time: 1.389, data_time: 0.002, memory: 6929, loss_aux: 1.0975, top1_acc: 0.5975, top5_acc: 0.8031, loss_cls: 1.7216, loss: 2.8191, grad_norm: 3.6159 2020-09-24 20:58:25,897 - mmaction - INFO - Epoch [77][780/940] lr: 4.000e-03, eta: 1 day, 4:07:54, time: 1.396, data_time: 0.001, memory: 6929, loss_aux: 1.0753, top1_acc: 0.6053, top5_acc: 0.8100, loss_cls: 1.6650, loss: 2.7403, grad_norm: 3.6040 2020-09-24 20:58:54,096 - mmaction - INFO - Epoch [77][800/940] lr: 4.000e-03, eta: 1 day, 4:07:23, time: 1.412, data_time: 0.003, memory: 6929, loss_aux: 1.0935, top1_acc: 0.5930, top5_acc: 0.7998, loss_cls: 1.7294, loss: 2.8229, grad_norm: 3.6429 2020-09-24 20:59:22,768 - mmaction - INFO - Epoch [77][820/940] lr: 4.000e-03, eta: 1 day, 4:06:53, time: 1.430, data_time: 0.001, memory: 6929, loss_aux: 1.1007, top1_acc: 0.5986, top5_acc: 0.8021, loss_cls: 1.7172, loss: 2.8178, grad_norm: 3.6536 2020-09-24 20:59:51,599 - mmaction - INFO - Epoch [77][840/940] lr: 4.000e-03, eta: 1 day, 4:06:23, time: 1.443, data_time: 0.004, memory: 6929, loss_aux: 1.0986, top1_acc: 0.5990, top5_acc: 0.7971, loss_cls: 1.7121, loss: 2.8106, grad_norm: 3.6322 2020-09-24 21:00:26,634 - mmaction - INFO - Epoch [77][860/940] lr: 4.000e-03, eta: 1 day, 4:05:58, time: 1.736, data_time: 0.003, memory: 6929, loss_aux: 1.0941, top1_acc: 0.6059, top5_acc: 0.8055, loss_cls: 1.7054, loss: 2.7995, grad_norm: 3.6096 2020-09-24 21:00:53,732 - mmaction - INFO - Epoch [77][880/940] lr: 4.000e-03, eta: 1 day, 4:05:27, time: 1.371, data_time: 0.025, memory: 6929, loss_aux: 1.1152, top1_acc: 0.5961, top5_acc: 0.8027, loss_cls: 1.7387, loss: 2.8539, grad_norm: 3.6506 2020-09-24 21:01:21,720 - mmaction - INFO - Epoch [77][900/940] lr: 4.000e-03, eta: 1 day, 4:04:56, time: 1.400, data_time: 0.002, memory: 6929, loss_aux: 1.0758, top1_acc: 0.6031, top5_acc: 0.8082, loss_cls: 1.6788, loss: 2.7546, grad_norm: 3.5844 2020-09-24 21:01:51,370 - mmaction - INFO - Epoch [77][920/940] lr: 4.000e-03, eta: 1 day, 4:04:27, time: 1.480, data_time: 0.001, memory: 6929, loss_aux: 1.0907, top1_acc: 0.5955, top5_acc: 0.8002, loss_cls: 1.7215, loss: 2.8121, grad_norm: 3.6224 2020-09-24 21:02:18,498 - mmaction - INFO - Epoch [77][940/940] lr: 4.000e-03, eta: 1 day, 4:03:55, time: 1.359, data_time: 0.005, memory: 6929, loss_aux: 1.0944, top1_acc: 0.6004, top5_acc: 0.7999, loss_cls: 1.7272, loss: 2.8216, grad_norm: 3.6463 2020-09-24 21:02:19,151 - mmaction - INFO - Saving checkpoint at 77 epochs 2020-09-24 21:02:57,405 - mmaction - INFO - Epoch [78][20/940] lr: 4.000e-03, eta: 1 day, 4:03:30, time: 1.693, data_time: 0.458, memory: 6929, loss_aux: 1.0862, top1_acc: 0.6008, top5_acc: 0.8084, loss_cls: 1.6860, loss: 2.7722, grad_norm: 3.5978 2020-09-24 21:03:24,510 - mmaction - INFO - Epoch [78][40/940] lr: 4.000e-03, eta: 1 day, 4:02:58, time: 1.348, data_time: 0.001, memory: 6929, loss_aux: 1.1000, top1_acc: 0.6027, top5_acc: 0.8016, loss_cls: 1.7157, loss: 2.8157, grad_norm: 3.6346 2020-09-24 21:03:52,827 - mmaction - INFO - Epoch [78][60/940] lr: 4.000e-03, eta: 1 day, 4:02:28, time: 1.423, data_time: 0.009, memory: 6929, loss_aux: 1.0854, top1_acc: 0.6107, top5_acc: 0.8131, loss_cls: 1.6730, loss: 2.7585, grad_norm: 3.6487 2020-09-24 21:04:20,711 - mmaction - INFO - Epoch [78][80/940] lr: 4.000e-03, eta: 1 day, 4:01:57, time: 1.394, data_time: 0.001, memory: 6929, loss_aux: 1.1090, top1_acc: 0.5916, top5_acc: 0.8070, loss_cls: 1.7132, loss: 2.8223, grad_norm: 3.6657 2020-09-24 21:04:48,969 - mmaction - INFO - Epoch [78][100/940] lr: 4.000e-03, eta: 1 day, 4:01:26, time: 1.412, data_time: 0.002, memory: 6929, loss_aux: 1.0588, top1_acc: 0.6174, top5_acc: 0.8170, loss_cls: 1.6363, loss: 2.6951, grad_norm: 3.5780 2020-09-24 21:05:17,648 - mmaction - INFO - Epoch [78][120/940] lr: 4.000e-03, eta: 1 day, 4:00:56, time: 1.432, data_time: 0.003, memory: 6929, loss_aux: 1.0851, top1_acc: 0.6035, top5_acc: 0.8047, loss_cls: 1.6948, loss: 2.7799, grad_norm: 3.6271 2020-09-24 21:05:46,243 - mmaction - INFO - Epoch [78][140/940] lr: 4.000e-03, eta: 1 day, 4:00:26, time: 1.432, data_time: 0.004, memory: 6929, loss_aux: 1.1036, top1_acc: 0.6047, top5_acc: 0.8025, loss_cls: 1.7148, loss: 2.8183, grad_norm: 3.6064 2020-09-24 21:06:14,473 - mmaction - INFO - Epoch [78][160/940] lr: 4.000e-03, eta: 1 day, 3:59:55, time: 1.412, data_time: 0.002, memory: 6929, loss_aux: 1.0848, top1_acc: 0.5967, top5_acc: 0.8082, loss_cls: 1.6973, loss: 2.7821, grad_norm: 3.6521 2020-09-24 21:06:43,023 - mmaction - INFO - Epoch [78][180/940] lr: 4.000e-03, eta: 1 day, 3:59:25, time: 1.427, data_time: 0.002, memory: 6929, loss_aux: 1.0939, top1_acc: 0.6090, top5_acc: 0.8016, loss_cls: 1.7173, loss: 2.8112, grad_norm: 3.5678 2020-09-24 21:07:10,799 - mmaction - INFO - Epoch [78][200/940] lr: 4.000e-03, eta: 1 day, 3:58:54, time: 1.387, data_time: 0.002, memory: 6929, loss_aux: 1.0880, top1_acc: 0.6074, top5_acc: 0.8063, loss_cls: 1.6982, loss: 2.7861, grad_norm: 3.6095 2020-09-24 21:07:40,932 - mmaction - INFO - Epoch [78][220/940] lr: 4.000e-03, eta: 1 day, 3:58:25, time: 1.509, data_time: 0.004, memory: 6929, loss_aux: 1.0704, top1_acc: 0.6084, top5_acc: 0.8088, loss_cls: 1.6787, loss: 2.7491, grad_norm: 3.6026 2020-09-24 21:08:09,742 - mmaction - INFO - Epoch [78][240/940] lr: 4.000e-03, eta: 1 day, 3:57:55, time: 1.439, data_time: 0.001, memory: 6929, loss_aux: 1.0692, top1_acc: 0.6160, top5_acc: 0.8121, loss_cls: 1.6583, loss: 2.7275, grad_norm: 3.5976 2020-09-24 21:08:37,969 - mmaction - INFO - Epoch [78][260/940] lr: 4.000e-03, eta: 1 day, 3:57:25, time: 1.412, data_time: 0.002, memory: 6929, loss_aux: 1.0802, top1_acc: 0.6045, top5_acc: 0.8084, loss_cls: 1.6884, loss: 2.7686, grad_norm: 3.5960 2020-09-24 21:09:06,259 - mmaction - INFO - Epoch [78][280/940] lr: 4.000e-03, eta: 1 day, 3:56:54, time: 1.414, data_time: 0.001, memory: 6929, loss_aux: 1.0808, top1_acc: 0.6125, top5_acc: 0.8125, loss_cls: 1.6638, loss: 2.7446, grad_norm: 3.5978 2020-09-24 21:09:34,388 - mmaction - INFO - Epoch [78][300/940] lr: 4.000e-03, eta: 1 day, 3:56:23, time: 1.407, data_time: 0.002, memory: 6929, loss_aux: 1.0913, top1_acc: 0.6062, top5_acc: 0.8086, loss_cls: 1.6934, loss: 2.7847, grad_norm: 3.6128 2020-09-24 21:10:03,115 - mmaction - INFO - Epoch [78][320/940] lr: 4.000e-03, eta: 1 day, 3:55:53, time: 1.434, data_time: 0.001, memory: 6929, loss_aux: 1.0963, top1_acc: 0.6078, top5_acc: 0.8074, loss_cls: 1.7083, loss: 2.8045, grad_norm: 3.6616 2020-09-24 21:10:32,361 - mmaction - INFO - Epoch [78][340/940] lr: 4.000e-03, eta: 1 day, 3:55:24, time: 1.463, data_time: 0.003, memory: 6929, loss_aux: 1.0772, top1_acc: 0.6094, top5_acc: 0.8072, loss_cls: 1.6774, loss: 2.7546, grad_norm: 3.6168 2020-09-24 21:11:02,918 - mmaction - INFO - Epoch [78][360/940] lr: 4.000e-03, eta: 1 day, 3:54:55, time: 1.527, data_time: 0.002, memory: 6929, loss_aux: 1.0670, top1_acc: 0.6166, top5_acc: 0.8121, loss_cls: 1.6420, loss: 2.7090, grad_norm: 3.5548 2020-09-24 21:11:30,603 - mmaction - INFO - Epoch [78][380/940] lr: 4.000e-03, eta: 1 day, 3:54:24, time: 1.385, data_time: 0.003, memory: 6929, loss_aux: 1.0929, top1_acc: 0.6037, top5_acc: 0.8102, loss_cls: 1.6814, loss: 2.7743, grad_norm: 3.6611 2020-09-24 21:11:58,287 - mmaction - INFO - Epoch [78][400/940] lr: 4.000e-03, eta: 1 day, 3:53:53, time: 1.385, data_time: 0.002, memory: 6929, loss_aux: 1.0730, top1_acc: 0.5994, top5_acc: 0.8039, loss_cls: 1.7150, loss: 2.7880, grad_norm: 3.6668 2020-09-24 21:12:26,805 - mmaction - INFO - Epoch [78][420/940] lr: 4.000e-03, eta: 1 day, 3:53:23, time: 1.425, data_time: 0.001, memory: 6929, loss_aux: 1.0667, top1_acc: 0.6133, top5_acc: 0.8049, loss_cls: 1.6627, loss: 2.7294, grad_norm: 3.5947 2020-09-24 21:12:54,780 - mmaction - INFO - Epoch [78][440/940] lr: 4.000e-03, eta: 1 day, 3:52:52, time: 1.399, data_time: 0.003, memory: 6929, loss_aux: 1.0628, top1_acc: 0.6061, top5_acc: 0.8100, loss_cls: 1.6586, loss: 2.7214, grad_norm: 3.6463 2020-09-24 21:13:24,081 - mmaction - INFO - Epoch [78][460/940] lr: 4.000e-03, eta: 1 day, 3:52:22, time: 1.466, data_time: 0.002, memory: 6929, loss_aux: 1.0694, top1_acc: 0.6068, top5_acc: 0.8174, loss_cls: 1.6698, loss: 2.7392, grad_norm: 3.6389 2020-09-24 21:13:53,633 - mmaction - INFO - Epoch [78][480/940] lr: 4.000e-03, eta: 1 day, 3:51:53, time: 1.479, data_time: 0.002, memory: 6929, loss_aux: 1.0799, top1_acc: 0.6086, top5_acc: 0.8082, loss_cls: 1.6756, loss: 2.7556, grad_norm: 3.6549 2020-09-24 21:14:21,816 - mmaction - INFO - Epoch [78][500/940] lr: 4.000e-03, eta: 1 day, 3:51:22, time: 1.408, data_time: 0.001, memory: 6929, loss_aux: 1.0656, top1_acc: 0.6182, top5_acc: 0.8146, loss_cls: 1.6462, loss: 2.7119, grad_norm: 3.6178 2020-09-24 21:14:50,985 - mmaction - INFO - Epoch [78][520/940] lr: 4.000e-03, eta: 1 day, 3:50:53, time: 1.458, data_time: 0.002, memory: 6929, loss_aux: 1.0995, top1_acc: 0.5986, top5_acc: 0.8029, loss_cls: 1.7261, loss: 2.8256, grad_norm: 3.6771 2020-09-24 21:15:20,526 - mmaction - INFO - Epoch [78][540/940] lr: 4.000e-03, eta: 1 day, 3:50:23, time: 1.478, data_time: 0.003, memory: 6929, loss_aux: 1.1197, top1_acc: 0.6006, top5_acc: 0.7959, loss_cls: 1.7438, loss: 2.8634, grad_norm: 3.6770 2020-09-24 21:15:50,327 - mmaction - INFO - Epoch [78][560/940] lr: 4.000e-03, eta: 1 day, 3:49:54, time: 1.489, data_time: 0.001, memory: 6929, loss_aux: 1.0768, top1_acc: 0.6139, top5_acc: 0.8119, loss_cls: 1.6724, loss: 2.7492, grad_norm: 3.6649 2020-09-24 21:16:19,338 - mmaction - INFO - Epoch [78][580/940] lr: 4.000e-03, eta: 1 day, 3:49:24, time: 1.445, data_time: 0.003, memory: 6929, loss_aux: 1.0867, top1_acc: 0.6080, top5_acc: 0.8096, loss_cls: 1.6686, loss: 2.7553, grad_norm: 3.6557 2020-09-24 21:16:47,585 - mmaction - INFO - Epoch [78][600/940] lr: 4.000e-03, eta: 1 day, 3:48:54, time: 1.418, data_time: 0.008, memory: 6929, loss_aux: 1.0751, top1_acc: 0.6045, top5_acc: 0.8064, loss_cls: 1.6698, loss: 2.7449, grad_norm: 3.6591 2020-09-24 21:17:17,016 - mmaction - INFO - Epoch [78][620/940] lr: 4.000e-03, eta: 1 day, 3:48:24, time: 1.473, data_time: 0.003, memory: 6929, loss_aux: 1.0625, top1_acc: 0.6135, top5_acc: 0.8115, loss_cls: 1.6519, loss: 2.7143, grad_norm: 3.6310 2020-09-24 21:17:46,625 - mmaction - INFO - Epoch [78][640/940] lr: 4.000e-03, eta: 1 day, 3:47:55, time: 1.480, data_time: 0.001, memory: 6929, loss_aux: 1.0841, top1_acc: 0.6047, top5_acc: 0.8080, loss_cls: 1.6870, loss: 2.7711, grad_norm: 3.7054 2020-09-24 21:18:14,471 - mmaction - INFO - Epoch [78][660/940] lr: 4.000e-03, eta: 1 day, 3:47:24, time: 1.393, data_time: 0.003, memory: 6929, loss_aux: 1.0929, top1_acc: 0.5979, top5_acc: 0.7992, loss_cls: 1.7270, loss: 2.8199, grad_norm: 3.6464 2020-09-24 21:18:42,164 - mmaction - INFO - Epoch [78][680/940] lr: 4.000e-03, eta: 1 day, 3:46:53, time: 1.385, data_time: 0.002, memory: 6929, loss_aux: 1.0633, top1_acc: 0.6123, top5_acc: 0.8150, loss_cls: 1.6258, loss: 2.6891, grad_norm: 3.6298 2020-09-24 21:19:10,808 - mmaction - INFO - Epoch [78][700/940] lr: 4.000e-03, eta: 1 day, 3:46:23, time: 1.431, data_time: 0.001, memory: 6929, loss_aux: 1.0735, top1_acc: 0.6047, top5_acc: 0.8127, loss_cls: 1.6657, loss: 2.7391, grad_norm: 3.6519 2020-09-24 21:19:38,706 - mmaction - INFO - Epoch [78][720/940] lr: 4.000e-03, eta: 1 day, 3:45:52, time: 1.396, data_time: 0.003, memory: 6929, loss_aux: 1.0915, top1_acc: 0.6021, top5_acc: 0.8043, loss_cls: 1.6960, loss: 2.7875, grad_norm: 3.7013 2020-09-24 21:20:07,476 - mmaction - INFO - Epoch [78][740/940] lr: 4.000e-03, eta: 1 day, 3:45:22, time: 1.415, data_time: 0.001, memory: 6929, loss_aux: 1.0737, top1_acc: 0.5986, top5_acc: 0.8037, loss_cls: 1.6924, loss: 2.7660, grad_norm: 3.6702 2020-09-24 21:20:35,262 - mmaction - INFO - Epoch [78][760/940] lr: 4.000e-03, eta: 1 day, 3:44:51, time: 1.412, data_time: 0.025, memory: 6929, loss_aux: 1.0812, top1_acc: 0.6053, top5_acc: 0.8107, loss_cls: 1.6674, loss: 2.7486, grad_norm: 3.6700 2020-09-24 21:21:04,362 - mmaction - INFO - Epoch [78][780/940] lr: 4.000e-03, eta: 1 day, 3:44:21, time: 1.454, data_time: 0.002, memory: 6929, loss_aux: 1.0704, top1_acc: 0.6123, top5_acc: 0.8139, loss_cls: 1.6483, loss: 2.7187, grad_norm: 3.6415 2020-09-24 21:21:32,094 - mmaction - INFO - Epoch [78][800/940] lr: 4.000e-03, eta: 1 day, 3:43:50, time: 1.387, data_time: 0.003, memory: 6929, loss_aux: 1.0667, top1_acc: 0.6193, top5_acc: 0.8100, loss_cls: 1.6649, loss: 2.7317, grad_norm: 3.6104 2020-09-24 21:22:00,857 - mmaction - INFO - Epoch [78][820/940] lr: 4.000e-03, eta: 1 day, 3:43:20, time: 1.438, data_time: 0.002, memory: 6929, loss_aux: 1.0638, top1_acc: 0.6111, top5_acc: 0.8135, loss_cls: 1.6448, loss: 2.7086, grad_norm: 3.6357 2020-09-24 21:22:30,493 - mmaction - INFO - Epoch [78][840/940] lr: 4.000e-03, eta: 1 day, 3:42:51, time: 1.482, data_time: 0.002, memory: 6929, loss_aux: 1.0700, top1_acc: 0.6078, top5_acc: 0.8172, loss_cls: 1.6543, loss: 2.7243, grad_norm: 3.7013 2020-09-24 21:22:59,313 - mmaction - INFO - Epoch [78][860/940] lr: 4.000e-03, eta: 1 day, 3:42:21, time: 1.442, data_time: 0.002, memory: 6929, loss_aux: 1.0878, top1_acc: 0.6027, top5_acc: 0.8080, loss_cls: 1.6927, loss: 2.7805, grad_norm: 3.6744 2020-09-24 21:23:29,655 - mmaction - INFO - Epoch [78][880/940] lr: 4.000e-03, eta: 1 day, 3:41:52, time: 1.516, data_time: 0.001, memory: 6929, loss_aux: 1.0655, top1_acc: 0.6143, top5_acc: 0.8146, loss_cls: 1.6493, loss: 2.7148, grad_norm: 3.6225 2020-09-24 21:23:56,862 - mmaction - INFO - Epoch [78][900/940] lr: 4.000e-03, eta: 1 day, 3:41:21, time: 1.361, data_time: 0.003, memory: 6929, loss_aux: 1.0928, top1_acc: 0.6006, top5_acc: 0.8035, loss_cls: 1.7177, loss: 2.8106, grad_norm: 3.7476 2020-09-24 21:24:25,264 - mmaction - INFO - Epoch [78][920/940] lr: 4.000e-03, eta: 1 day, 3:40:50, time: 1.418, data_time: 0.001, memory: 6929, loss_aux: 1.0735, top1_acc: 0.6043, top5_acc: 0.8107, loss_cls: 1.6544, loss: 2.7279, grad_norm: 3.6772 2020-09-24 21:24:53,005 - mmaction - INFO - Epoch [78][940/940] lr: 4.000e-03, eta: 1 day, 3:40:19, time: 1.388, data_time: 0.003, memory: 6929, loss_aux: 1.0790, top1_acc: 0.6017, top5_acc: 0.8056, loss_cls: 1.7073, loss: 2.7863, grad_norm: 3.7466 2020-09-24 21:24:53,430 - mmaction - INFO - Saving checkpoint at 78 epochs 2020-09-24 21:25:27,313 - mmaction - INFO - Epoch [79][20/940] lr: 4.000e-03, eta: 1 day, 3:39:51, time: 1.527, data_time: 0.265, memory: 6929, loss_aux: 1.0800, top1_acc: 0.6043, top5_acc: 0.8084, loss_cls: 1.6854, loss: 2.7654, grad_norm: 3.6819 2020-09-24 21:25:55,129 - mmaction - INFO - Epoch [79][40/940] lr: 4.000e-03, eta: 1 day, 3:39:20, time: 1.390, data_time: 0.001, memory: 6929, loss_aux: 1.0896, top1_acc: 0.6023, top5_acc: 0.8133, loss_cls: 1.6847, loss: 2.7743, grad_norm: 3.6864 2020-09-24 21:26:23,526 - mmaction - INFO - Epoch [79][60/940] lr: 4.000e-03, eta: 1 day, 3:38:50, time: 1.420, data_time: 0.002, memory: 6929, loss_aux: 1.1224, top1_acc: 0.5887, top5_acc: 0.7914, loss_cls: 1.7536, loss: 2.8760, grad_norm: 3.7462 2020-09-24 21:26:52,367 - mmaction - INFO - Epoch [79][80/940] lr: 4.000e-03, eta: 1 day, 3:38:20, time: 1.442, data_time: 0.002, memory: 6929, loss_aux: 1.0917, top1_acc: 0.5986, top5_acc: 0.8082, loss_cls: 1.7057, loss: 2.7975, grad_norm: 3.7509 2020-09-24 21:27:19,703 - mmaction - INFO - Epoch [79][100/940] lr: 4.000e-03, eta: 1 day, 3:37:48, time: 1.367, data_time: 0.003, memory: 6929, loss_aux: 1.0821, top1_acc: 0.6123, top5_acc: 0.8070, loss_cls: 1.6845, loss: 2.7666, grad_norm: 3.6406 2020-09-24 21:27:47,662 - mmaction - INFO - Epoch [79][120/940] lr: 4.000e-03, eta: 1 day, 3:37:17, time: 1.397, data_time: 0.001, memory: 6929, loss_aux: 1.0708, top1_acc: 0.6119, top5_acc: 0.8076, loss_cls: 1.6618, loss: 2.7326, grad_norm: 3.6257 2020-09-24 21:28:15,695 - mmaction - INFO - Epoch [79][140/940] lr: 4.000e-03, eta: 1 day, 3:36:47, time: 1.402, data_time: 0.002, memory: 6929, loss_aux: 1.0839, top1_acc: 0.6047, top5_acc: 0.8053, loss_cls: 1.6974, loss: 2.7813, grad_norm: 3.7160 2020-09-24 21:28:43,745 - mmaction - INFO - Epoch [79][160/940] lr: 4.000e-03, eta: 1 day, 3:36:16, time: 1.402, data_time: 0.001, memory: 6929, loss_aux: 1.0655, top1_acc: 0.6213, top5_acc: 0.8197, loss_cls: 1.6274, loss: 2.6930, grad_norm: 3.7002 2020-09-24 21:29:11,382 - mmaction - INFO - Epoch [79][180/940] lr: 4.000e-03, eta: 1 day, 3:35:45, time: 1.382, data_time: 0.003, memory: 6929, loss_aux: 1.0734, top1_acc: 0.6139, top5_acc: 0.8145, loss_cls: 1.6557, loss: 2.7290, grad_norm: 3.7005 2020-09-24 21:29:39,359 - mmaction - INFO - Epoch [79][200/940] lr: 4.000e-03, eta: 1 day, 3:35:14, time: 1.400, data_time: 0.004, memory: 6929, loss_aux: 1.0898, top1_acc: 0.6146, top5_acc: 0.8045, loss_cls: 1.6828, loss: 2.7726, grad_norm: 3.7277 2020-09-24 21:30:07,210 - mmaction - INFO - Epoch [79][220/940] lr: 4.000e-03, eta: 1 day, 3:34:43, time: 1.392, data_time: 0.001, memory: 6929, loss_aux: 1.0789, top1_acc: 0.6047, top5_acc: 0.8113, loss_cls: 1.6851, loss: 2.7640, grad_norm: 3.7292 2020-09-24 21:30:35,505 - mmaction - INFO - Epoch [79][240/940] lr: 4.000e-03, eta: 1 day, 3:34:13, time: 1.415, data_time: 0.002, memory: 6929, loss_aux: 1.0770, top1_acc: 0.6109, top5_acc: 0.8154, loss_cls: 1.6503, loss: 2.7273, grad_norm: 3.6913 2020-09-24 21:31:03,543 - mmaction - INFO - Epoch [79][260/940] lr: 4.000e-03, eta: 1 day, 3:33:42, time: 1.402, data_time: 0.002, memory: 6929, loss_aux: 1.0708, top1_acc: 0.6096, top5_acc: 0.8125, loss_cls: 1.6475, loss: 2.7184, grad_norm: 3.7065 2020-09-24 21:31:32,081 - mmaction - INFO - Epoch [79][280/940] lr: 4.000e-03, eta: 1 day, 3:33:12, time: 1.427, data_time: 0.002, memory: 6929, loss_aux: 1.0774, top1_acc: 0.6018, top5_acc: 0.8109, loss_cls: 1.6804, loss: 2.7577, grad_norm: 3.7322 2020-09-24 21:31:59,677 - mmaction - INFO - Epoch [79][300/940] lr: 4.000e-03, eta: 1 day, 3:32:41, time: 1.381, data_time: 0.003, memory: 6929, loss_aux: 1.0603, top1_acc: 0.6057, top5_acc: 0.8096, loss_cls: 1.6729, loss: 2.7332, grad_norm: 3.6808 2020-09-24 21:32:27,909 - mmaction - INFO - Epoch [79][320/940] lr: 4.000e-03, eta: 1 day, 3:32:10, time: 1.411, data_time: 0.001, memory: 6929, loss_aux: 1.0721, top1_acc: 0.6072, top5_acc: 0.8033, loss_cls: 1.6844, loss: 2.7565, grad_norm: 3.6933 2020-09-24 21:32:56,104 - mmaction - INFO - Epoch [79][340/940] lr: 4.000e-03, eta: 1 day, 3:31:40, time: 1.410, data_time: 0.003, memory: 6929, loss_aux: 1.0946, top1_acc: 0.5939, top5_acc: 0.7990, loss_cls: 1.7081, loss: 2.8026, grad_norm: 3.7342 2020-09-24 21:33:23,847 - mmaction - INFO - Epoch [79][360/940] lr: 4.000e-03, eta: 1 day, 3:31:09, time: 1.387, data_time: 0.002, memory: 6929, loss_aux: 1.0508, top1_acc: 0.6148, top5_acc: 0.8187, loss_cls: 1.6115, loss: 2.6623, grad_norm: 3.6655 2020-09-24 21:33:52,223 - mmaction - INFO - Epoch [79][380/940] lr: 4.000e-03, eta: 1 day, 3:30:38, time: 1.420, data_time: 0.003, memory: 6929, loss_aux: 1.0458, top1_acc: 0.6176, top5_acc: 0.8187, loss_cls: 1.6111, loss: 2.6569, grad_norm: 3.6992 2020-09-24 21:34:20,731 - mmaction - INFO - Epoch [79][400/940] lr: 4.000e-03, eta: 1 day, 3:30:08, time: 1.426, data_time: 0.002, memory: 6929, loss_aux: 1.0783, top1_acc: 0.6064, top5_acc: 0.8127, loss_cls: 1.6556, loss: 2.7339, grad_norm: 3.6930 2020-09-24 21:34:48,403 - mmaction - INFO - Epoch [79][420/940] lr: 4.000e-03, eta: 1 day, 3:29:37, time: 1.382, data_time: 0.001, memory: 6929, loss_aux: 1.0790, top1_acc: 0.6137, top5_acc: 0.8064, loss_cls: 1.6758, loss: 2.7548, grad_norm: 3.7157 2020-09-24 21:35:16,628 - mmaction - INFO - Epoch [79][440/940] lr: 4.000e-03, eta: 1 day, 3:29:06, time: 1.412, data_time: 0.003, memory: 6929, loss_aux: 1.0827, top1_acc: 0.6072, top5_acc: 0.8086, loss_cls: 1.6753, loss: 2.7581, grad_norm: 3.7476 2020-09-24 21:35:44,418 - mmaction - INFO - Epoch [79][460/940] lr: 4.000e-03, eta: 1 day, 3:28:35, time: 1.389, data_time: 0.002, memory: 6929, loss_aux: 1.0739, top1_acc: 0.6029, top5_acc: 0.8096, loss_cls: 1.6696, loss: 2.7435, grad_norm: 3.7556 2020-09-24 21:36:12,480 - mmaction - INFO - Epoch [79][480/940] lr: 4.000e-03, eta: 1 day, 3:28:05, time: 1.403, data_time: 0.003, memory: 6929, loss_aux: 1.0963, top1_acc: 0.5988, top5_acc: 0.8098, loss_cls: 1.7101, loss: 2.8064, grad_norm: 3.7974 2020-09-24 21:36:40,255 - mmaction - INFO - Epoch [79][500/940] lr: 4.000e-03, eta: 1 day, 3:27:34, time: 1.390, data_time: 0.002, memory: 6929, loss_aux: 1.0826, top1_acc: 0.6111, top5_acc: 0.8070, loss_cls: 1.6713, loss: 2.7539, grad_norm: 3.7046 2020-09-24 21:37:08,449 - mmaction - INFO - Epoch [79][520/940] lr: 4.000e-03, eta: 1 day, 3:27:03, time: 1.409, data_time: 0.001, memory: 6929, loss_aux: 1.0633, top1_acc: 0.6111, top5_acc: 0.8123, loss_cls: 1.6379, loss: 2.7012, grad_norm: 3.6345 2020-09-24 21:37:36,444 - mmaction - INFO - Epoch [79][540/940] lr: 4.000e-03, eta: 1 day, 3:26:33, time: 1.400, data_time: 0.003, memory: 6929, loss_aux: 1.0743, top1_acc: 0.6086, top5_acc: 0.8094, loss_cls: 1.6709, loss: 2.7452, grad_norm: 3.7328 2020-09-24 21:38:04,487 - mmaction - INFO - Epoch [79][560/940] lr: 4.000e-03, eta: 1 day, 3:26:02, time: 1.402, data_time: 0.002, memory: 6929, loss_aux: 1.0694, top1_acc: 0.6123, top5_acc: 0.8141, loss_cls: 1.6316, loss: 2.7010, grad_norm: 3.7259 2020-09-24 21:38:33,361 - mmaction - INFO - Epoch [79][580/940] lr: 4.000e-03, eta: 1 day, 3:25:32, time: 1.444, data_time: 0.002, memory: 6929, loss_aux: 1.0433, top1_acc: 0.6150, top5_acc: 0.8166, loss_cls: 1.6185, loss: 2.6618, grad_norm: 3.7254 2020-09-24 21:39:01,286 - mmaction - INFO - Epoch [79][600/940] lr: 4.000e-03, eta: 1 day, 3:25:01, time: 1.393, data_time: 0.002, memory: 6929, loss_aux: 1.0616, top1_acc: 0.6125, top5_acc: 0.8141, loss_cls: 1.6419, loss: 2.7035, grad_norm: 3.7298 2020-09-24 21:39:30,899 - mmaction - INFO - Epoch [79][620/940] lr: 4.000e-03, eta: 1 day, 3:24:32, time: 1.483, data_time: 0.005, memory: 6929, loss_aux: 1.0719, top1_acc: 0.6047, top5_acc: 0.8084, loss_cls: 1.6559, loss: 2.7278, grad_norm: 3.7301 2020-09-24 21:39:57,896 - mmaction - INFO - Epoch [79][640/940] lr: 4.000e-03, eta: 1 day, 3:24:00, time: 1.351, data_time: 0.003, memory: 6929, loss_aux: 1.0856, top1_acc: 0.6012, top5_acc: 0.8076, loss_cls: 1.6998, loss: 2.7855, grad_norm: 3.7789 2020-09-24 21:40:27,055 - mmaction - INFO - Epoch [79][660/940] lr: 4.000e-03, eta: 1 day, 3:23:31, time: 1.457, data_time: 0.001, memory: 6929, loss_aux: 1.0733, top1_acc: 0.6109, top5_acc: 0.8084, loss_cls: 1.6617, loss: 2.7349, grad_norm: 3.7274 2020-09-24 21:40:54,436 - mmaction - INFO - Epoch [79][680/940] lr: 4.000e-03, eta: 1 day, 3:22:59, time: 1.370, data_time: 0.002, memory: 6929, loss_aux: 1.0634, top1_acc: 0.6125, top5_acc: 0.8100, loss_cls: 1.6613, loss: 2.7247, grad_norm: 3.6977 2020-09-24 21:41:23,715 - mmaction - INFO - Epoch [79][700/940] lr: 4.000e-03, eta: 1 day, 3:22:30, time: 1.462, data_time: 0.001, memory: 6929, loss_aux: 1.0797, top1_acc: 0.5996, top5_acc: 0.8088, loss_cls: 1.6750, loss: 2.7547, grad_norm: 3.7452 2020-09-24 21:41:51,218 - mmaction - INFO - Epoch [79][720/940] lr: 4.000e-03, eta: 1 day, 3:21:59, time: 1.376, data_time: 0.004, memory: 6929, loss_aux: 1.0673, top1_acc: 0.6139, top5_acc: 0.8092, loss_cls: 1.6494, loss: 2.7168, grad_norm: 3.6989 2020-09-24 21:42:19,151 - mmaction - INFO - Epoch [79][740/940] lr: 4.000e-03, eta: 1 day, 3:21:28, time: 1.397, data_time: 0.003, memory: 6929, loss_aux: 1.0612, top1_acc: 0.6092, top5_acc: 0.8111, loss_cls: 1.6624, loss: 2.7236, grad_norm: 3.7388 2020-09-24 21:42:47,430 - mmaction - INFO - Epoch [79][760/940] lr: 4.000e-03, eta: 1 day, 3:20:57, time: 1.413, data_time: 0.002, memory: 6929, loss_aux: 1.0695, top1_acc: 0.6109, top5_acc: 0.8146, loss_cls: 1.6561, loss: 2.7257, grad_norm: 3.7530 2020-09-24 21:43:14,968 - mmaction - INFO - Epoch [79][780/940] lr: 4.000e-03, eta: 1 day, 3:20:26, time: 1.377, data_time: 0.003, memory: 6929, loss_aux: 1.0714, top1_acc: 0.6070, top5_acc: 0.8074, loss_cls: 1.6621, loss: 2.7334, grad_norm: 3.7655 2020-09-24 21:43:44,241 - mmaction - INFO - Epoch [79][800/940] lr: 4.000e-03, eta: 1 day, 3:19:57, time: 1.463, data_time: 0.002, memory: 6929, loss_aux: 1.0615, top1_acc: 0.6154, top5_acc: 0.8066, loss_cls: 1.6521, loss: 2.7136, grad_norm: 3.6979 2020-09-24 21:44:12,525 - mmaction - INFO - Epoch [79][820/940] lr: 4.000e-03, eta: 1 day, 3:19:26, time: 1.414, data_time: 0.003, memory: 6929, loss_aux: 1.0934, top1_acc: 0.5982, top5_acc: 0.8061, loss_cls: 1.6865, loss: 2.7799, grad_norm: 3.7568 2020-09-24 21:44:40,213 - mmaction - INFO - Epoch [79][840/940] lr: 4.000e-03, eta: 1 day, 3:18:55, time: 1.386, data_time: 0.003, memory: 6929, loss_aux: 1.0735, top1_acc: 0.6105, top5_acc: 0.8111, loss_cls: 1.6688, loss: 2.7423, grad_norm: 3.7138 2020-09-24 21:45:08,764 - mmaction - INFO - Epoch [79][860/940] lr: 4.000e-03, eta: 1 day, 3:18:25, time: 1.427, data_time: 0.001, memory: 6929, loss_aux: 1.0783, top1_acc: 0.6127, top5_acc: 0.8098, loss_cls: 1.6488, loss: 2.7270, grad_norm: 3.7019 2020-09-24 21:45:38,321 - mmaction - INFO - Epoch [79][880/940] lr: 4.000e-03, eta: 1 day, 3:17:56, time: 1.479, data_time: 0.003, memory: 6929, loss_aux: 1.0767, top1_acc: 0.6146, top5_acc: 0.8086, loss_cls: 1.6641, loss: 2.7409, grad_norm: 3.8053 2020-09-24 21:46:06,562 - mmaction - INFO - Epoch [79][900/940] lr: 4.000e-03, eta: 1 day, 3:17:25, time: 1.411, data_time: 0.001, memory: 6929, loss_aux: 1.0912, top1_acc: 0.6070, top5_acc: 0.8027, loss_cls: 1.6822, loss: 2.7734, grad_norm: 3.7511 2020-09-24 21:46:34,844 - mmaction - INFO - Epoch [79][920/940] lr: 4.000e-03, eta: 1 day, 3:16:55, time: 1.414, data_time: 0.002, memory: 6929, loss_aux: 1.0698, top1_acc: 0.6100, top5_acc: 0.8102, loss_cls: 1.6535, loss: 2.7233, grad_norm: 3.7734 2020-09-24 21:47:02,223 - mmaction - INFO - Epoch [79][940/940] lr: 4.000e-03, eta: 1 day, 3:16:23, time: 1.369, data_time: 0.002, memory: 6929, loss_aux: 1.0662, top1_acc: 0.6029, top5_acc: 0.8088, loss_cls: 1.6810, loss: 2.7472, grad_norm: 3.7204 2020-09-24 21:47:02,657 - mmaction - INFO - Saving checkpoint at 79 epochs 2020-09-24 21:47:36,638 - mmaction - INFO - Epoch [80][20/940] lr: 4.000e-03, eta: 1 day, 3:15:55, time: 1.546, data_time: 0.250, memory: 6929, loss_aux: 1.0637, top1_acc: 0.6133, top5_acc: 0.8080, loss_cls: 1.6349, loss: 2.6986, grad_norm: 3.6867 2020-09-24 21:48:03,509 - mmaction - INFO - Epoch [80][40/940] lr: 4.000e-03, eta: 1 day, 3:15:24, time: 1.345, data_time: 0.003, memory: 6929, loss_aux: 1.0698, top1_acc: 0.6227, top5_acc: 0.8049, loss_cls: 1.6443, loss: 2.7141, grad_norm: 3.7707 2020-09-24 21:48:31,364 - mmaction - INFO - Epoch [80][60/940] lr: 4.000e-03, eta: 1 day, 3:14:53, time: 1.393, data_time: 0.002, memory: 6929, loss_aux: 1.0713, top1_acc: 0.6170, top5_acc: 0.8146, loss_cls: 1.6337, loss: 2.7050, grad_norm: 3.7963 2020-09-24 21:48:59,871 - mmaction - INFO - Epoch [80][80/940] lr: 4.000e-03, eta: 1 day, 3:14:23, time: 1.425, data_time: 0.003, memory: 6929, loss_aux: 1.0739, top1_acc: 0.6111, top5_acc: 0.8166, loss_cls: 1.6528, loss: 2.7267, grad_norm: 3.7963 2020-09-24 21:49:27,645 - mmaction - INFO - Epoch [80][100/940] lr: 4.000e-03, eta: 1 day, 3:13:52, time: 1.389, data_time: 0.002, memory: 6929, loss_aux: 1.0738, top1_acc: 0.6125, top5_acc: 0.8109, loss_cls: 1.6456, loss: 2.7194, grad_norm: 3.7993 2020-09-24 21:49:55,409 - mmaction - INFO - Epoch [80][120/940] lr: 4.000e-03, eta: 1 day, 3:13:21, time: 1.388, data_time: 0.001, memory: 6929, loss_aux: 1.0812, top1_acc: 0.6068, top5_acc: 0.8082, loss_cls: 1.6735, loss: 2.7547, grad_norm: 3.7671 2020-09-24 21:50:23,380 - mmaction - INFO - Epoch [80][140/940] lr: 4.000e-03, eta: 1 day, 3:12:50, time: 1.399, data_time: 0.002, memory: 6929, loss_aux: 1.0603, top1_acc: 0.6156, top5_acc: 0.8176, loss_cls: 1.6079, loss: 2.6681, grad_norm: 3.7490 2020-09-24 21:50:52,564 - mmaction - INFO - Epoch [80][160/940] lr: 4.000e-03, eta: 1 day, 3:12:20, time: 1.460, data_time: 0.002, memory: 6929, loss_aux: 1.0779, top1_acc: 0.6129, top5_acc: 0.8100, loss_cls: 1.6643, loss: 2.7422, grad_norm: 3.8216 2020-09-24 21:51:20,530 - mmaction - INFO - Epoch [80][180/940] lr: 4.000e-03, eta: 1 day, 3:11:50, time: 1.398, data_time: 0.002, memory: 6929, loss_aux: 1.0706, top1_acc: 0.6033, top5_acc: 0.8113, loss_cls: 1.6547, loss: 2.7254, grad_norm: 3.7511 2020-09-24 21:51:48,252 - mmaction - INFO - Epoch [80][200/940] lr: 4.000e-03, eta: 1 day, 3:11:19, time: 1.385, data_time: 0.002, memory: 6929, loss_aux: 1.0648, top1_acc: 0.6135, top5_acc: 0.8094, loss_cls: 1.6767, loss: 2.7415, grad_norm: 3.7371 2020-09-24 21:52:16,201 - mmaction - INFO - Epoch [80][220/940] lr: 4.000e-03, eta: 1 day, 3:10:48, time: 1.399, data_time: 0.003, memory: 6929, loss_aux: 1.0734, top1_acc: 0.6039, top5_acc: 0.8037, loss_cls: 1.6676, loss: 2.7410, grad_norm: 3.7333 2020-09-24 21:52:44,010 - mmaction - INFO - Epoch [80][240/940] lr: 4.000e-03, eta: 1 day, 3:10:17, time: 1.389, data_time: 0.002, memory: 6929, loss_aux: 1.0695, top1_acc: 0.6086, top5_acc: 0.8096, loss_cls: 1.6456, loss: 2.7152, grad_norm: 3.6964 2020-09-24 21:53:11,782 - mmaction - INFO - Epoch [80][260/940] lr: 4.000e-03, eta: 1 day, 3:09:46, time: 1.390, data_time: 0.004, memory: 6929, loss_aux: 1.0631, top1_acc: 0.6154, top5_acc: 0.8111, loss_cls: 1.6251, loss: 2.6882, grad_norm: 3.8102 2020-09-24 21:53:41,025 - mmaction - INFO - Epoch [80][280/940] lr: 4.000e-03, eta: 1 day, 3:09:17, time: 1.463, data_time: 0.002, memory: 6929, loss_aux: 1.0438, top1_acc: 0.6291, top5_acc: 0.8215, loss_cls: 1.5819, loss: 2.6257, grad_norm: 3.7520 2020-09-24 21:54:08,124 - mmaction - INFO - Epoch [80][300/940] lr: 4.000e-03, eta: 1 day, 3:08:45, time: 1.354, data_time: 0.001, memory: 6929, loss_aux: 1.0772, top1_acc: 0.6062, top5_acc: 0.8109, loss_cls: 1.6714, loss: 2.7485, grad_norm: 3.8306 2020-09-24 21:54:35,988 - mmaction - INFO - Epoch [80][320/940] lr: 4.000e-03, eta: 1 day, 3:08:14, time: 1.394, data_time: 0.002, memory: 6929, loss_aux: 1.0549, top1_acc: 0.6209, top5_acc: 0.8219, loss_cls: 1.5948, loss: 2.6497, grad_norm: 3.7368 2020-09-24 21:55:03,723 - mmaction - INFO - Epoch [80][340/940] lr: 4.000e-03, eta: 1 day, 3:07:44, time: 1.386, data_time: 0.001, memory: 6929, loss_aux: 1.0323, top1_acc: 0.6193, top5_acc: 0.8283, loss_cls: 1.5851, loss: 2.6174, grad_norm: 3.7159 2020-09-24 21:55:32,105 - mmaction - INFO - Epoch [80][360/940] lr: 4.000e-03, eta: 1 day, 3:07:13, time: 1.419, data_time: 0.003, memory: 6929, loss_aux: 1.0466, top1_acc: 0.6156, top5_acc: 0.8152, loss_cls: 1.6073, loss: 2.6540, grad_norm: 3.7883 2020-09-24 21:55:59,748 - mmaction - INFO - Epoch [80][380/940] lr: 4.000e-03, eta: 1 day, 3:06:42, time: 1.383, data_time: 0.003, memory: 6929, loss_aux: 1.0508, top1_acc: 0.6217, top5_acc: 0.8207, loss_cls: 1.6117, loss: 2.6625, grad_norm: 3.7785 2020-09-24 21:56:28,518 - mmaction - INFO - Epoch [80][400/940] lr: 4.000e-03, eta: 1 day, 3:06:12, time: 1.438, data_time: 0.001, memory: 6929, loss_aux: 1.0611, top1_acc: 0.6160, top5_acc: 0.8178, loss_cls: 1.6308, loss: 2.6919, grad_norm: 3.8048 2020-09-24 21:56:56,608 - mmaction - INFO - Epoch [80][420/940] lr: 4.000e-03, eta: 1 day, 3:05:42, time: 1.405, data_time: 0.002, memory: 6929, loss_aux: 1.0642, top1_acc: 0.6117, top5_acc: 0.8158, loss_cls: 1.6442, loss: 2.7085, grad_norm: 3.7870 2020-09-24 21:57:24,557 - mmaction - INFO - Epoch [80][440/940] lr: 4.000e-03, eta: 1 day, 3:05:11, time: 1.396, data_time: 0.003, memory: 6929, loss_aux: 1.0722, top1_acc: 0.6156, top5_acc: 0.8086, loss_cls: 1.6669, loss: 2.7391, grad_norm: 3.8167 2020-09-24 21:57:53,134 - mmaction - INFO - Epoch [80][460/940] lr: 4.000e-03, eta: 1 day, 3:04:41, time: 1.430, data_time: 0.003, memory: 6929, loss_aux: 1.0802, top1_acc: 0.6080, top5_acc: 0.8115, loss_cls: 1.6629, loss: 2.7431, grad_norm: 3.8501 2020-09-24 21:58:21,144 - mmaction - INFO - Epoch [80][480/940] lr: 4.000e-03, eta: 1 day, 3:04:10, time: 1.400, data_time: 0.001, memory: 6929, loss_aux: 1.0596, top1_acc: 0.6129, top5_acc: 0.8105, loss_cls: 1.6465, loss: 2.7060, grad_norm: 3.7939 2020-09-24 21:58:49,871 - mmaction - INFO - Epoch [80][500/940] lr: 4.000e-03, eta: 1 day, 3:03:40, time: 1.436, data_time: 0.002, memory: 6929, loss_aux: 1.0796, top1_acc: 0.6002, top5_acc: 0.8051, loss_cls: 1.6918, loss: 2.7714, grad_norm: 3.8185 2020-09-24 21:59:17,265 - mmaction - INFO - Epoch [80][520/940] lr: 4.000e-03, eta: 1 day, 3:03:09, time: 1.370, data_time: 0.003, memory: 6929, loss_aux: 1.0844, top1_acc: 0.6074, top5_acc: 0.8051, loss_cls: 1.6813, loss: 2.7657, grad_norm: 3.7961 2020-09-24 21:59:45,538 - mmaction - INFO - Epoch [80][540/940] lr: 4.000e-03, eta: 1 day, 3:02:38, time: 1.414, data_time: 0.002, memory: 6929, loss_aux: 1.0743, top1_acc: 0.6145, top5_acc: 0.8043, loss_cls: 1.6608, loss: 2.7352, grad_norm: 3.8027 2020-09-24 22:00:22,499 - mmaction - INFO - Epoch [80][560/940] lr: 4.000e-03, eta: 1 day, 3:02:15, time: 1.833, data_time: 0.003, memory: 6929, loss_aux: 1.0593, top1_acc: 0.6195, top5_acc: 0.8133, loss_cls: 1.6324, loss: 2.6917, grad_norm: 3.7905 2020-09-24 22:00:48,821 - mmaction - INFO - Epoch [80][580/940] lr: 4.000e-03, eta: 1 day, 3:01:44, time: 1.331, data_time: 0.060, memory: 6929, loss_aux: 1.0572, top1_acc: 0.6172, top5_acc: 0.8135, loss_cls: 1.6356, loss: 2.6928, grad_norm: 3.7979 2020-09-24 22:01:16,215 - mmaction - INFO - Epoch [80][600/940] lr: 4.000e-03, eta: 1 day, 3:01:12, time: 1.371, data_time: 0.002, memory: 6929, loss_aux: 1.0890, top1_acc: 0.5988, top5_acc: 0.8066, loss_cls: 1.6852, loss: 2.7741, grad_norm: 3.8612 2020-09-24 22:01:44,737 - mmaction - INFO - Epoch [80][620/940] lr: 4.000e-03, eta: 1 day, 3:00:42, time: 1.425, data_time: 0.001, memory: 6929, loss_aux: 1.1033, top1_acc: 0.6123, top5_acc: 0.8117, loss_cls: 1.6754, loss: 2.7787, grad_norm: 3.7723 2020-09-24 22:02:12,958 - mmaction - INFO - Epoch [80][640/940] lr: 4.000e-03, eta: 1 day, 3:00:12, time: 1.413, data_time: 0.004, memory: 6929, loss_aux: 1.0661, top1_acc: 0.6162, top5_acc: 0.8131, loss_cls: 1.6609, loss: 2.7270, grad_norm: 3.8685 2020-09-24 22:02:40,276 - mmaction - INFO - Epoch [80][660/940] lr: 4.000e-03, eta: 1 day, 2:59:40, time: 1.366, data_time: 0.001, memory: 6929, loss_aux: 1.0594, top1_acc: 0.6109, top5_acc: 0.8086, loss_cls: 1.6623, loss: 2.7217, grad_norm: 3.8283 2020-09-24 22:03:08,368 - mmaction - INFO - Epoch [80][680/940] lr: 4.000e-03, eta: 1 day, 2:59:10, time: 1.404, data_time: 0.001, memory: 6929, loss_aux: 1.0656, top1_acc: 0.6188, top5_acc: 0.8160, loss_cls: 1.6299, loss: 2.6954, grad_norm: 3.7889 2020-09-24 22:03:36,114 - mmaction - INFO - Epoch [80][700/940] lr: 4.000e-03, eta: 1 day, 2:58:39, time: 1.388, data_time: 0.002, memory: 6929, loss_aux: 1.0579, top1_acc: 0.6199, top5_acc: 0.8104, loss_cls: 1.6293, loss: 2.6872, grad_norm: 3.7761 2020-09-24 22:04:03,837 - mmaction - INFO - Epoch [80][720/940] lr: 4.000e-03, eta: 1 day, 2:58:08, time: 1.386, data_time: 0.001, memory: 6929, loss_aux: 1.0747, top1_acc: 0.6107, top5_acc: 0.8150, loss_cls: 1.6410, loss: 2.7158, grad_norm: 3.8303 2020-09-24 22:04:31,621 - mmaction - INFO - Epoch [80][740/940] lr: 4.000e-03, eta: 1 day, 2:57:37, time: 1.389, data_time: 0.002, memory: 6929, loss_aux: 1.0786, top1_acc: 0.6086, top5_acc: 0.8104, loss_cls: 1.6628, loss: 2.7414, grad_norm: 3.8582 2020-09-24 22:04:59,453 - mmaction - INFO - Epoch [80][760/940] lr: 4.000e-03, eta: 1 day, 2:57:06, time: 1.392, data_time: 0.003, memory: 6929, loss_aux: 1.0716, top1_acc: 0.6133, top5_acc: 0.8100, loss_cls: 1.6500, loss: 2.7216, grad_norm: 3.8138 2020-09-24 22:05:27,196 - mmaction - INFO - Epoch [80][780/940] lr: 4.000e-03, eta: 1 day, 2:56:36, time: 1.387, data_time: 0.002, memory: 6929, loss_aux: 1.0750, top1_acc: 0.6100, top5_acc: 0.8152, loss_cls: 1.6505, loss: 2.7255, grad_norm: 3.8291 2020-09-24 22:05:54,902 - mmaction - INFO - Epoch [80][800/940] lr: 4.000e-03, eta: 1 day, 2:56:05, time: 1.385, data_time: 0.002, memory: 6929, loss_aux: 1.0703, top1_acc: 0.6092, top5_acc: 0.8094, loss_cls: 1.6584, loss: 2.7287, grad_norm: 3.8468 2020-09-24 22:06:22,652 - mmaction - INFO - Epoch [80][820/940] lr: 4.000e-03, eta: 1 day, 2:55:34, time: 1.387, data_time: 0.002, memory: 6929, loss_aux: 1.0612, top1_acc: 0.6188, top5_acc: 0.8127, loss_cls: 1.6475, loss: 2.7086, grad_norm: 3.8213 2020-09-24 22:06:50,556 - mmaction - INFO - Epoch [80][840/940] lr: 4.000e-03, eta: 1 day, 2:55:03, time: 1.395, data_time: 0.002, memory: 6929, loss_aux: 1.0591, top1_acc: 0.6123, top5_acc: 0.8135, loss_cls: 1.6420, loss: 2.7011, grad_norm: 3.8252 2020-09-24 22:07:18,824 - mmaction - INFO - Epoch [80][860/940] lr: 4.000e-03, eta: 1 day, 2:54:33, time: 1.414, data_time: 0.003, memory: 6929, loss_aux: 1.0523, top1_acc: 0.6170, top5_acc: 0.8143, loss_cls: 1.6270, loss: 2.6793, grad_norm: 3.8265 2020-09-24 22:07:46,421 - mmaction - INFO - Epoch [80][880/940] lr: 4.000e-03, eta: 1 day, 2:54:02, time: 1.379, data_time: 0.001, memory: 6929, loss_aux: 1.0709, top1_acc: 0.6197, top5_acc: 0.8141, loss_cls: 1.6374, loss: 2.7083, grad_norm: 3.8046 2020-09-24 22:08:14,804 - mmaction - INFO - Epoch [80][900/940] lr: 4.000e-03, eta: 1 day, 2:53:31, time: 1.418, data_time: 0.002, memory: 6929, loss_aux: 1.0949, top1_acc: 0.6018, top5_acc: 0.8051, loss_cls: 1.6932, loss: 2.7881, grad_norm: 3.8551 2020-09-24 22:08:43,837 - mmaction - INFO - Epoch [80][920/940] lr: 4.000e-03, eta: 1 day, 2:53:02, time: 1.451, data_time: 0.003, memory: 6929, loss_aux: 1.0667, top1_acc: 0.6148, top5_acc: 0.8152, loss_cls: 1.6348, loss: 2.7015, grad_norm: 3.7945 2020-09-24 22:09:11,309 - mmaction - INFO - Epoch [80][940/940] lr: 4.000e-03, eta: 1 day, 2:52:30, time: 1.375, data_time: 0.004, memory: 6929, loss_aux: 1.0662, top1_acc: 0.6100, top5_acc: 0.8101, loss_cls: 1.6500, loss: 2.7162, grad_norm: 3.8155 2020-09-24 22:09:11,976 - mmaction - INFO - Saving checkpoint at 80 epochs 2020-09-24 22:09:47,550 - mmaction - INFO - Epoch [81][20/940] lr: 4.000e-03, eta: 1 day, 2:52:05, time: 1.674, data_time: 0.390, memory: 6929, loss_aux: 1.0402, top1_acc: 0.6332, top5_acc: 0.8223, loss_cls: 1.5889, loss: 2.6291, grad_norm: 3.8343 2020-09-24 22:10:14,428 - mmaction - INFO - Epoch [81][40/940] lr: 4.000e-03, eta: 1 day, 2:51:33, time: 1.344, data_time: 0.003, memory: 6929, loss_aux: 1.0607, top1_acc: 0.6166, top5_acc: 0.8178, loss_cls: 1.6164, loss: 2.6771, grad_norm: 3.8143 2020-09-24 22:10:42,151 - mmaction - INFO - Epoch [81][60/940] lr: 4.000e-03, eta: 1 day, 2:51:02, time: 1.387, data_time: 0.002, memory: 6929, loss_aux: 1.0758, top1_acc: 0.6145, top5_acc: 0.8111, loss_cls: 1.6317, loss: 2.7075, grad_norm: 3.8236 2020-09-24 22:11:09,628 - mmaction - INFO - Epoch [81][80/940] lr: 4.000e-03, eta: 1 day, 2:50:31, time: 1.373, data_time: 0.001, memory: 6929, loss_aux: 1.0489, top1_acc: 0.6215, top5_acc: 0.8211, loss_cls: 1.5962, loss: 2.6452, grad_norm: 3.8262 2020-09-24 22:11:37,560 - mmaction - INFO - Epoch [81][100/940] lr: 4.000e-03, eta: 1 day, 2:50:00, time: 1.397, data_time: 0.004, memory: 6929, loss_aux: 1.0764, top1_acc: 0.6131, top5_acc: 0.8117, loss_cls: 1.6559, loss: 2.7323, grad_norm: 3.8382 2020-09-24 22:12:05,518 - mmaction - INFO - Epoch [81][120/940] lr: 4.000e-03, eta: 1 day, 2:49:30, time: 1.397, data_time: 0.001, memory: 6929, loss_aux: 1.0421, top1_acc: 0.6203, top5_acc: 0.8234, loss_cls: 1.5996, loss: 2.6417, grad_norm: 3.7928 2020-09-24 22:12:33,207 - mmaction - INFO - Epoch [81][140/940] lr: 4.000e-03, eta: 1 day, 2:48:59, time: 1.386, data_time: 0.003, memory: 6929, loss_aux: 1.0520, top1_acc: 0.6221, top5_acc: 0.8176, loss_cls: 1.6106, loss: 2.6626, grad_norm: 3.7929 2020-09-24 22:13:01,357 - mmaction - INFO - Epoch [81][160/940] lr: 4.000e-03, eta: 1 day, 2:48:28, time: 1.408, data_time: 0.009, memory: 6929, loss_aux: 1.0512, top1_acc: 0.6215, top5_acc: 0.8191, loss_cls: 1.6089, loss: 2.6602, grad_norm: 3.8115 2020-09-24 22:13:29,127 - mmaction - INFO - Epoch [81][180/940] lr: 4.000e-03, eta: 1 day, 2:47:57, time: 1.387, data_time: 0.001, memory: 6929, loss_aux: 1.0804, top1_acc: 0.6135, top5_acc: 0.8109, loss_cls: 1.6492, loss: 2.7296, grad_norm: 3.8158 2020-09-24 22:13:57,089 - mmaction - INFO - Epoch [81][200/940] lr: 4.000e-03, eta: 1 day, 2:47:27, time: 1.399, data_time: 0.003, memory: 6929, loss_aux: 1.0551, top1_acc: 0.6188, top5_acc: 0.8154, loss_cls: 1.6373, loss: 2.6924, grad_norm: 3.8317 2020-09-24 22:14:24,960 - mmaction - INFO - Epoch [81][220/940] lr: 4.000e-03, eta: 1 day, 2:46:56, time: 1.393, data_time: 0.002, memory: 6929, loss_aux: 1.0694, top1_acc: 0.6062, top5_acc: 0.8191, loss_cls: 1.6363, loss: 2.7056, grad_norm: 3.8930 2020-09-24 22:14:52,794 - mmaction - INFO - Epoch [81][240/940] lr: 4.000e-03, eta: 1 day, 2:46:25, time: 1.393, data_time: 0.003, memory: 6929, loss_aux: 1.0675, top1_acc: 0.6148, top5_acc: 0.8117, loss_cls: 1.6433, loss: 2.7107, grad_norm: 3.8311 2020-09-24 22:15:21,222 - mmaction - INFO - Epoch [81][260/940] lr: 4.000e-03, eta: 1 day, 2:45:55, time: 1.417, data_time: 0.001, memory: 6929, loss_aux: 1.0594, top1_acc: 0.6184, top5_acc: 0.8176, loss_cls: 1.6233, loss: 2.6827, grad_norm: 3.7922 2020-09-24 22:15:48,567 - mmaction - INFO - Epoch [81][280/940] lr: 4.000e-03, eta: 1 day, 2:45:24, time: 1.371, data_time: 0.006, memory: 6929, loss_aux: 1.0599, top1_acc: 0.6174, top5_acc: 0.8109, loss_cls: 1.6410, loss: 2.7009, grad_norm: 3.7690 2020-09-24 22:16:17,499 - mmaction - INFO - Epoch [81][300/940] lr: 4.000e-03, eta: 1 day, 2:44:54, time: 1.447, data_time: 0.002, memory: 6929, loss_aux: 1.0489, top1_acc: 0.6205, top5_acc: 0.8168, loss_cls: 1.6024, loss: 2.6514, grad_norm: 3.8406 2020-09-24 22:16:45,294 - mmaction - INFO - Epoch [81][320/940] lr: 4.000e-03, eta: 1 day, 2:44:23, time: 1.388, data_time: 0.001, memory: 6929, loss_aux: 1.0871, top1_acc: 0.6039, top5_acc: 0.8053, loss_cls: 1.6924, loss: 2.7795, grad_norm: 3.9053 2020-09-24 22:17:12,698 - mmaction - INFO - Epoch [81][340/940] lr: 4.000e-03, eta: 1 day, 2:43:52, time: 1.371, data_time: 0.003, memory: 6929, loss_aux: 1.0607, top1_acc: 0.6160, top5_acc: 0.8195, loss_cls: 1.6332, loss: 2.6940, grad_norm: 3.8936 2020-09-24 22:17:40,831 - mmaction - INFO - Epoch [81][360/940] lr: 4.000e-03, eta: 1 day, 2:43:22, time: 1.407, data_time: 0.001, memory: 6929, loss_aux: 1.0424, top1_acc: 0.6219, top5_acc: 0.8166, loss_cls: 1.6102, loss: 2.6526, grad_norm: 3.8611 2020-09-24 22:18:09,585 - mmaction - INFO - Epoch [81][380/940] lr: 4.000e-03, eta: 1 day, 2:42:52, time: 1.436, data_time: 0.001, memory: 6929, loss_aux: 1.0778, top1_acc: 0.6098, top5_acc: 0.8096, loss_cls: 1.6546, loss: 2.7324, grad_norm: 3.9066 2020-09-24 22:18:37,343 - mmaction - INFO - Epoch [81][400/940] lr: 4.000e-03, eta: 1 day, 2:42:21, time: 1.389, data_time: 0.002, memory: 6929, loss_aux: 1.0645, top1_acc: 0.6164, top5_acc: 0.8090, loss_cls: 1.6415, loss: 2.7060, grad_norm: 3.7958 2020-09-24 22:19:05,294 - mmaction - INFO - Epoch [81][420/940] lr: 4.000e-03, eta: 1 day, 2:41:50, time: 1.396, data_time: 0.001, memory: 6929, loss_aux: 1.0598, top1_acc: 0.6189, top5_acc: 0.8150, loss_cls: 1.6219, loss: 2.6818, grad_norm: 3.8376 2020-09-24 22:19:32,456 - mmaction - INFO - Epoch [81][440/940] lr: 4.000e-03, eta: 1 day, 2:41:19, time: 1.359, data_time: 0.003, memory: 6929, loss_aux: 1.0581, top1_acc: 0.6154, top5_acc: 0.8076, loss_cls: 1.6654, loss: 2.7235, grad_norm: 3.8121 2020-09-24 22:20:00,582 - mmaction - INFO - Epoch [81][460/940] lr: 4.000e-03, eta: 1 day, 2:40:48, time: 1.407, data_time: 0.002, memory: 6929, loss_aux: 1.0611, top1_acc: 0.6230, top5_acc: 0.8174, loss_cls: 1.6271, loss: 2.6882, grad_norm: 3.8306 2020-09-24 22:20:28,027 - mmaction - INFO - Epoch [81][480/940] lr: 4.000e-03, eta: 1 day, 2:40:17, time: 1.372, data_time: 0.002, memory: 6929, loss_aux: 1.0499, top1_acc: 0.6164, top5_acc: 0.8211, loss_cls: 1.6061, loss: 2.6559, grad_norm: 3.8205 2020-09-24 22:20:55,422 - mmaction - INFO - Epoch [81][500/940] lr: 4.000e-03, eta: 1 day, 2:39:46, time: 1.370, data_time: 0.003, memory: 6929, loss_aux: 1.0633, top1_acc: 0.6201, top5_acc: 0.8209, loss_cls: 1.6130, loss: 2.6763, grad_norm: 3.8318 2020-09-24 22:21:23,427 - mmaction - INFO - Epoch [81][520/940] lr: 4.000e-03, eta: 1 day, 2:39:15, time: 1.400, data_time: 0.002, memory: 6929, loss_aux: 1.0655, top1_acc: 0.6098, top5_acc: 0.8082, loss_cls: 1.6682, loss: 2.7337, grad_norm: 3.9119 2020-09-24 22:21:51,922 - mmaction - INFO - Epoch [81][540/940] lr: 4.000e-03, eta: 1 day, 2:38:45, time: 1.425, data_time: 0.003, memory: 6929, loss_aux: 1.0495, top1_acc: 0.6189, top5_acc: 0.8166, loss_cls: 1.6116, loss: 2.6611, grad_norm: 3.8579 2020-09-24 22:22:19,627 - mmaction - INFO - Epoch [81][560/940] lr: 4.000e-03, eta: 1 day, 2:38:14, time: 1.386, data_time: 0.002, memory: 6929, loss_aux: 1.0441, top1_acc: 0.6242, top5_acc: 0.8195, loss_cls: 1.6157, loss: 2.6598, grad_norm: 3.7984 2020-09-24 22:22:47,800 - mmaction - INFO - Epoch [81][580/940] lr: 4.000e-03, eta: 1 day, 2:37:44, time: 1.407, data_time: 0.002, memory: 6929, loss_aux: 1.0608, top1_acc: 0.6092, top5_acc: 0.8113, loss_cls: 1.6483, loss: 2.7091, grad_norm: 3.8665 2020-09-24 22:23:14,911 - mmaction - INFO - Epoch [81][600/940] lr: 4.000e-03, eta: 1 day, 2:37:13, time: 1.356, data_time: 0.003, memory: 6929, loss_aux: 1.0728, top1_acc: 0.6090, top5_acc: 0.8094, loss_cls: 1.6576, loss: 2.7303, grad_norm: 3.8382 2020-09-24 22:23:42,910 - mmaction - INFO - Epoch [81][620/940] lr: 4.000e-03, eta: 1 day, 2:36:42, time: 1.400, data_time: 0.002, memory: 6929, loss_aux: 1.0507, top1_acc: 0.6164, top5_acc: 0.8121, loss_cls: 1.6178, loss: 2.6685, grad_norm: 3.7656 2020-09-24 22:24:10,624 - mmaction - INFO - Epoch [81][640/940] lr: 4.000e-03, eta: 1 day, 2:36:11, time: 1.386, data_time: 0.002, memory: 6929, loss_aux: 1.0643, top1_acc: 0.6141, top5_acc: 0.8133, loss_cls: 1.6503, loss: 2.7146, grad_norm: 3.9071 2020-09-24 22:24:38,548 - mmaction - INFO - Epoch [81][660/940] lr: 4.000e-03, eta: 1 day, 2:35:41, time: 1.397, data_time: 0.002, memory: 6929, loss_aux: 1.0704, top1_acc: 0.6137, top5_acc: 0.8078, loss_cls: 1.6628, loss: 2.7332, grad_norm: 3.8581 2020-09-24 22:25:07,585 - mmaction - INFO - Epoch [81][680/940] lr: 4.000e-03, eta: 1 day, 2:35:11, time: 1.451, data_time: 0.001, memory: 6929, loss_aux: 1.0838, top1_acc: 0.6047, top5_acc: 0.8168, loss_cls: 1.6574, loss: 2.7411, grad_norm: 3.9260 2020-09-24 22:25:34,967 - mmaction - INFO - Epoch [81][700/940] lr: 4.000e-03, eta: 1 day, 2:34:40, time: 1.368, data_time: 0.002, memory: 6929, loss_aux: 1.0687, top1_acc: 0.6061, top5_acc: 0.8086, loss_cls: 1.6546, loss: 2.7233, grad_norm: 3.8375 2020-09-24 22:26:04,167 - mmaction - INFO - Epoch [81][720/940] lr: 4.000e-03, eta: 1 day, 2:34:10, time: 1.460, data_time: 0.003, memory: 6929, loss_aux: 1.0682, top1_acc: 0.6092, top5_acc: 0.8090, loss_cls: 1.6661, loss: 2.7343, grad_norm: 3.8611 2020-09-24 22:26:32,089 - mmaction - INFO - Epoch [81][740/940] lr: 4.000e-03, eta: 1 day, 2:33:39, time: 1.396, data_time: 0.003, memory: 6929, loss_aux: 1.0475, top1_acc: 0.6273, top5_acc: 0.8238, loss_cls: 1.6109, loss: 2.6585, grad_norm: 3.8367 2020-09-24 22:27:00,005 - mmaction - INFO - Epoch [81][760/940] lr: 4.000e-03, eta: 1 day, 2:33:09, time: 1.397, data_time: 0.003, memory: 6929, loss_aux: 1.0477, top1_acc: 0.6230, top5_acc: 0.8227, loss_cls: 1.5861, loss: 2.6338, grad_norm: 3.8544 2020-09-24 22:27:27,400 - mmaction - INFO - Epoch [81][780/940] lr: 4.000e-03, eta: 1 day, 2:32:38, time: 1.369, data_time: 0.001, memory: 6929, loss_aux: 1.0522, top1_acc: 0.6193, top5_acc: 0.8154, loss_cls: 1.6433, loss: 2.6955, grad_norm: 3.8666 2020-09-24 22:27:55,383 - mmaction - INFO - Epoch [81][800/940] lr: 4.000e-03, eta: 1 day, 2:32:07, time: 1.400, data_time: 0.003, memory: 6929, loss_aux: 1.0460, top1_acc: 0.6209, top5_acc: 0.8148, loss_cls: 1.6168, loss: 2.6628, grad_norm: 3.8385 2020-09-24 22:28:24,129 - mmaction - INFO - Epoch [81][820/940] lr: 4.000e-03, eta: 1 day, 2:31:37, time: 1.436, data_time: 0.001, memory: 6929, loss_aux: 1.0484, top1_acc: 0.6105, top5_acc: 0.8213, loss_cls: 1.6216, loss: 2.6700, grad_norm: 3.8655 2020-09-24 22:28:52,008 - mmaction - INFO - Epoch [81][840/940] lr: 4.000e-03, eta: 1 day, 2:31:07, time: 1.394, data_time: 0.002, memory: 6929, loss_aux: 1.0458, top1_acc: 0.6152, top5_acc: 0.8189, loss_cls: 1.6102, loss: 2.6561, grad_norm: 3.7713 2020-09-24 22:29:19,384 - mmaction - INFO - Epoch [81][860/940] lr: 4.000e-03, eta: 1 day, 2:30:35, time: 1.370, data_time: 0.002, memory: 6929, loss_aux: 1.0777, top1_acc: 0.6074, top5_acc: 0.8111, loss_cls: 1.6581, loss: 2.7358, grad_norm: 3.8834 2020-09-24 22:29:48,905 - mmaction - INFO - Epoch [81][880/940] lr: 4.000e-03, eta: 1 day, 2:30:06, time: 1.475, data_time: 0.001, memory: 6929, loss_aux: 1.0615, top1_acc: 0.6125, top5_acc: 0.8191, loss_cls: 1.6312, loss: 2.6927, grad_norm: 3.8978 2020-09-24 22:30:17,215 - mmaction - INFO - Epoch [81][900/940] lr: 4.000e-03, eta: 1 day, 2:29:36, time: 1.417, data_time: 0.002, memory: 6929, loss_aux: 1.0609, top1_acc: 0.6184, top5_acc: 0.8150, loss_cls: 1.6310, loss: 2.6918, grad_norm: 3.8395 2020-09-24 22:30:45,233 - mmaction - INFO - Epoch [81][920/940] lr: 4.000e-03, eta: 1 day, 2:29:05, time: 1.400, data_time: 0.001, memory: 6929, loss_aux: 1.0709, top1_acc: 0.6080, top5_acc: 0.8018, loss_cls: 1.6652, loss: 2.7361, grad_norm: 3.8264 2020-09-24 22:31:12,548 - mmaction - INFO - Epoch [81][940/940] lr: 4.000e-03, eta: 1 day, 2:28:34, time: 1.366, data_time: 0.002, memory: 6929, loss_aux: 1.0657, top1_acc: 0.6216, top5_acc: 0.8127, loss_cls: 1.6485, loss: 2.7142, grad_norm: 3.8831 2020-09-24 22:31:12,986 - mmaction - INFO - Saving checkpoint at 81 epochs 2020-09-24 22:31:47,562 - mmaction - INFO - Epoch [82][20/940] lr: 4.000e-03, eta: 1 day, 2:28:06, time: 1.567, data_time: 0.253, memory: 6929, loss_aux: 1.0532, top1_acc: 0.6221, top5_acc: 0.8256, loss_cls: 1.5834, loss: 2.6366, grad_norm: 3.7954 2020-09-24 22:32:15,583 - mmaction - INFO - Epoch [82][40/940] lr: 4.000e-03, eta: 1 day, 2:27:36, time: 1.402, data_time: 0.003, memory: 6929, loss_aux: 1.0460, top1_acc: 0.6248, top5_acc: 0.8199, loss_cls: 1.5938, loss: 2.6398, grad_norm: 3.8143 2020-09-24 22:32:43,482 - mmaction - INFO - Epoch [82][60/940] lr: 4.000e-03, eta: 1 day, 2:27:05, time: 1.394, data_time: 0.001, memory: 6929, loss_aux: 1.0638, top1_acc: 0.6201, top5_acc: 0.8162, loss_cls: 1.6274, loss: 2.6912, grad_norm: 3.8510 2020-09-24 22:33:10,748 - mmaction - INFO - Epoch [82][80/940] lr: 4.000e-03, eta: 1 day, 2:26:34, time: 1.363, data_time: 0.003, memory: 6929, loss_aux: 1.0494, top1_acc: 0.6213, top5_acc: 0.8184, loss_cls: 1.6090, loss: 2.6584, grad_norm: 3.8725 2020-09-24 22:33:38,773 - mmaction - INFO - Epoch [82][100/940] lr: 4.000e-03, eta: 1 day, 2:26:03, time: 1.403, data_time: 0.003, memory: 6929, loss_aux: 1.0625, top1_acc: 0.6133, top5_acc: 0.8105, loss_cls: 1.6560, loss: 2.7185, grad_norm: 3.8501 2020-09-24 22:34:07,028 - mmaction - INFO - Epoch [82][120/940] lr: 4.000e-03, eta: 1 day, 2:25:33, time: 1.412, data_time: 0.001, memory: 6929, loss_aux: 1.0567, top1_acc: 0.6262, top5_acc: 0.8160, loss_cls: 1.6109, loss: 2.6677, grad_norm: 3.8338 2020-09-24 22:34:34,839 - mmaction - INFO - Epoch [82][140/940] lr: 4.000e-03, eta: 1 day, 2:25:02, time: 1.392, data_time: 0.003, memory: 6929, loss_aux: 1.0413, top1_acc: 0.6195, top5_acc: 0.8189, loss_cls: 1.6042, loss: 2.6455, grad_norm: 3.8231 2020-09-24 22:35:02,312 - mmaction - INFO - Epoch [82][160/940] lr: 4.000e-03, eta: 1 day, 2:24:31, time: 1.372, data_time: 0.003, memory: 6929, loss_aux: 1.0507, top1_acc: 0.6215, top5_acc: 0.8207, loss_cls: 1.6136, loss: 2.6643, grad_norm: 3.8771 2020-09-24 22:35:30,208 - mmaction - INFO - Epoch [82][180/940] lr: 4.000e-03, eta: 1 day, 2:24:01, time: 1.396, data_time: 0.003, memory: 6929, loss_aux: 1.0618, top1_acc: 0.6244, top5_acc: 0.8187, loss_cls: 1.6073, loss: 2.6692, grad_norm: 3.8438 2020-09-24 22:35:58,144 - mmaction - INFO - Epoch [82][200/940] lr: 4.000e-03, eta: 1 day, 2:23:30, time: 1.397, data_time: 0.002, memory: 6929, loss_aux: 1.0515, top1_acc: 0.6150, top5_acc: 0.8139, loss_cls: 1.6138, loss: 2.6653, grad_norm: 3.8606 2020-09-24 22:36:25,675 - mmaction - INFO - Epoch [82][220/940] lr: 4.000e-03, eta: 1 day, 2:22:59, time: 1.376, data_time: 0.002, memory: 6929, loss_aux: 1.0620, top1_acc: 0.6119, top5_acc: 0.8111, loss_cls: 1.6421, loss: 2.7041, grad_norm: 3.8979 2020-09-24 22:36:53,399 - mmaction - INFO - Epoch [82][240/940] lr: 4.000e-03, eta: 1 day, 2:22:28, time: 1.387, data_time: 0.002, memory: 6929, loss_aux: 1.0232, top1_acc: 0.6373, top5_acc: 0.8328, loss_cls: 1.5527, loss: 2.5759, grad_norm: 3.7487 2020-09-24 22:37:21,466 - mmaction - INFO - Epoch [82][260/940] lr: 4.000e-03, eta: 1 day, 2:21:58, time: 1.398, data_time: 0.001, memory: 6929, loss_aux: 1.0578, top1_acc: 0.6225, top5_acc: 0.8127, loss_cls: 1.6379, loss: 2.6957, grad_norm: 3.8367 2020-09-24 22:37:49,022 - mmaction - INFO - Epoch [82][280/940] lr: 4.000e-03, eta: 1 day, 2:21:27, time: 1.382, data_time: 0.006, memory: 6929, loss_aux: 1.0541, top1_acc: 0.6193, top5_acc: 0.8248, loss_cls: 1.6113, loss: 2.6654, grad_norm: 3.9050 2020-09-24 22:38:16,893 - mmaction - INFO - Epoch [82][300/940] lr: 4.000e-03, eta: 1 day, 2:20:56, time: 1.395, data_time: 0.003, memory: 6929, loss_aux: 1.0548, top1_acc: 0.6193, top5_acc: 0.8166, loss_cls: 1.5994, loss: 2.6542, grad_norm: 3.8956 2020-09-24 22:38:44,551 - mmaction - INFO - Epoch [82][320/940] lr: 4.000e-03, eta: 1 day, 2:20:25, time: 1.382, data_time: 0.001, memory: 6929, loss_aux: 1.0363, top1_acc: 0.6287, top5_acc: 0.8262, loss_cls: 1.5671, loss: 2.6035, grad_norm: 3.8275 2020-09-24 22:39:13,166 - mmaction - INFO - Epoch [82][340/940] lr: 4.000e-03, eta: 1 day, 2:19:55, time: 1.432, data_time: 0.002, memory: 6929, loss_aux: 1.0544, top1_acc: 0.6246, top5_acc: 0.8156, loss_cls: 1.6141, loss: 2.6684, grad_norm: 3.8523 2020-09-24 22:39:40,698 - mmaction - INFO - Epoch [82][360/940] lr: 4.000e-03, eta: 1 day, 2:19:24, time: 1.376, data_time: 0.001, memory: 6929, loss_aux: 1.0531, top1_acc: 0.6234, top5_acc: 0.8209, loss_cls: 1.6202, loss: 2.6732, grad_norm: 3.8482 2020-09-24 22:40:08,236 - mmaction - INFO - Epoch [82][380/940] lr: 4.000e-03, eta: 1 day, 2:18:53, time: 1.370, data_time: 0.002, memory: 6929, loss_aux: 1.0594, top1_acc: 0.6229, top5_acc: 0.8174, loss_cls: 1.6216, loss: 2.6811, grad_norm: 3.8458 2020-09-24 22:40:37,136 - mmaction - INFO - Epoch [82][400/940] lr: 4.000e-03, eta: 1 day, 2:18:24, time: 1.452, data_time: 0.008, memory: 6929, loss_aux: 1.0500, top1_acc: 0.6217, top5_acc: 0.8178, loss_cls: 1.6108, loss: 2.6608, grad_norm: 3.8697 2020-09-24 22:41:05,722 - mmaction - INFO - Epoch [82][420/940] lr: 4.000e-03, eta: 1 day, 2:17:54, time: 1.428, data_time: 0.002, memory: 6929, loss_aux: 1.0734, top1_acc: 0.6092, top5_acc: 0.8096, loss_cls: 1.6421, loss: 2.7155, grad_norm: 3.8701 2020-09-24 22:41:33,489 - mmaction - INFO - Epoch [82][440/940] lr: 4.000e-03, eta: 1 day, 2:17:23, time: 1.390, data_time: 0.003, memory: 6929, loss_aux: 1.0662, top1_acc: 0.6158, top5_acc: 0.8131, loss_cls: 1.6254, loss: 2.6916, grad_norm: 3.8578 2020-09-24 22:42:02,005 - mmaction - INFO - Epoch [82][460/940] lr: 4.000e-03, eta: 1 day, 2:16:53, time: 1.426, data_time: 0.001, memory: 6929, loss_aux: 1.0588, top1_acc: 0.6234, top5_acc: 0.8174, loss_cls: 1.6120, loss: 2.6708, grad_norm: 3.8277 2020-09-24 22:42:31,252 - mmaction - INFO - Epoch [82][480/940] lr: 4.000e-03, eta: 1 day, 2:16:23, time: 1.462, data_time: 0.001, memory: 6929, loss_aux: 1.0544, top1_acc: 0.6240, top5_acc: 0.8164, loss_cls: 1.6115, loss: 2.6658, grad_norm: 3.9066 2020-09-24 22:43:00,438 - mmaction - INFO - Epoch [82][500/940] lr: 4.000e-03, eta: 1 day, 2:15:54, time: 1.460, data_time: 0.002, memory: 6929, loss_aux: 1.0932, top1_acc: 0.6146, top5_acc: 0.8059, loss_cls: 1.6719, loss: 2.7652, grad_norm: 3.9062 2020-09-24 22:43:27,555 - mmaction - INFO - Epoch [82][520/940] lr: 4.000e-03, eta: 1 day, 2:15:22, time: 1.355, data_time: 0.001, memory: 6929, loss_aux: 1.0727, top1_acc: 0.6061, top5_acc: 0.8098, loss_cls: 1.6615, loss: 2.7341, grad_norm: 3.9501 2020-09-24 22:43:56,195 - mmaction - INFO - Epoch [82][540/940] lr: 4.000e-03, eta: 1 day, 2:14:52, time: 1.433, data_time: 0.002, memory: 6929, loss_aux: 1.0770, top1_acc: 0.6092, top5_acc: 0.8104, loss_cls: 1.6665, loss: 2.7435, grad_norm: 3.9570 2020-09-24 22:44:24,247 - mmaction - INFO - Epoch [82][560/940] lr: 4.000e-03, eta: 1 day, 2:14:22, time: 1.402, data_time: 0.001, memory: 6929, loss_aux: 1.0738, top1_acc: 0.6102, top5_acc: 0.8148, loss_cls: 1.6469, loss: 2.7207, grad_norm: 3.9454 2020-09-24 22:44:51,922 - mmaction - INFO - Epoch [82][580/940] lr: 4.000e-03, eta: 1 day, 2:13:51, time: 1.383, data_time: 0.002, memory: 6929, loss_aux: 1.0352, top1_acc: 0.6217, top5_acc: 0.8193, loss_cls: 1.5856, loss: 2.6207, grad_norm: 3.8570 2020-09-24 22:45:20,226 - mmaction - INFO - Epoch [82][600/940] lr: 4.000e-03, eta: 1 day, 2:13:21, time: 1.416, data_time: 0.003, memory: 6929, loss_aux: 1.0475, top1_acc: 0.6184, top5_acc: 0.8187, loss_cls: 1.6200, loss: 2.6675, grad_norm: 3.8973 2020-09-24 22:45:48,203 - mmaction - INFO - Epoch [82][620/940] lr: 4.000e-03, eta: 1 day, 2:12:50, time: 1.398, data_time: 0.002, memory: 6929, loss_aux: 1.0679, top1_acc: 0.6094, top5_acc: 0.8156, loss_cls: 1.6597, loss: 2.7276, grad_norm: 3.9539 2020-09-24 22:46:17,331 - mmaction - INFO - Epoch [82][640/940] lr: 4.000e-03, eta: 1 day, 2:12:21, time: 1.457, data_time: 0.003, memory: 6929, loss_aux: 1.0437, top1_acc: 0.6227, top5_acc: 0.8207, loss_cls: 1.5953, loss: 2.6390, grad_norm: 3.8429 2020-09-24 22:46:44,970 - mmaction - INFO - Epoch [82][660/940] lr: 4.000e-03, eta: 1 day, 2:11:50, time: 1.381, data_time: 0.002, memory: 6929, loss_aux: 1.0454, top1_acc: 0.6234, top5_acc: 0.8162, loss_cls: 1.6009, loss: 2.6463, grad_norm: 3.8831 2020-09-24 22:47:13,144 - mmaction - INFO - Epoch [82][680/940] lr: 4.000e-03, eta: 1 day, 2:11:19, time: 1.410, data_time: 0.002, memory: 6929, loss_aux: 1.0492, top1_acc: 0.6254, top5_acc: 0.8219, loss_cls: 1.5761, loss: 2.6252, grad_norm: 3.8967 2020-09-24 22:47:43,465 - mmaction - INFO - Epoch [82][700/940] lr: 4.000e-03, eta: 1 day, 2:10:51, time: 1.514, data_time: 0.001, memory: 6929, loss_aux: 1.0570, top1_acc: 0.6125, top5_acc: 0.8104, loss_cls: 1.6511, loss: 2.7081, grad_norm: 3.8946 2020-09-24 22:48:09,982 - mmaction - INFO - Epoch [82][720/940] lr: 4.000e-03, eta: 1 day, 2:10:19, time: 1.327, data_time: 0.004, memory: 6929, loss_aux: 1.0442, top1_acc: 0.6250, top5_acc: 0.8234, loss_cls: 1.5909, loss: 2.6351, grad_norm: 3.8384 2020-09-24 22:48:38,588 - mmaction - INFO - Epoch [82][740/940] lr: 4.000e-03, eta: 1 day, 2:09:49, time: 1.431, data_time: 0.002, memory: 6929, loss_aux: 1.0553, top1_acc: 0.6225, top5_acc: 0.8164, loss_cls: 1.6141, loss: 2.6693, grad_norm: 3.9154 2020-09-24 22:49:06,011 - mmaction - INFO - Epoch [82][760/940] lr: 4.000e-03, eta: 1 day, 2:09:18, time: 1.370, data_time: 0.001, memory: 6929, loss_aux: 1.0337, top1_acc: 0.6230, top5_acc: 0.8217, loss_cls: 1.5824, loss: 2.6161, grad_norm: 3.8399 2020-09-24 22:49:33,541 - mmaction - INFO - Epoch [82][780/940] lr: 4.000e-03, eta: 1 day, 2:08:47, time: 1.377, data_time: 0.002, memory: 6929, loss_aux: 1.0695, top1_acc: 0.6127, top5_acc: 0.8146, loss_cls: 1.6423, loss: 2.7117, grad_norm: 3.9220 2020-09-24 22:50:01,919 - mmaction - INFO - Epoch [82][800/940] lr: 4.000e-03, eta: 1 day, 2:08:17, time: 1.419, data_time: 0.002, memory: 6929, loss_aux: 1.0516, top1_acc: 0.6234, top5_acc: 0.8164, loss_cls: 1.6040, loss: 2.6556, grad_norm: 3.8892 2020-09-24 22:50:31,728 - mmaction - INFO - Epoch [82][820/940] lr: 4.000e-03, eta: 1 day, 2:07:48, time: 1.490, data_time: 0.002, memory: 6929, loss_aux: 1.0775, top1_acc: 0.6082, top5_acc: 0.8078, loss_cls: 1.6618, loss: 2.7393, grad_norm: 3.9194 2020-09-24 22:50:59,296 - mmaction - INFO - Epoch [82][840/940] lr: 4.000e-03, eta: 1 day, 2:07:17, time: 1.380, data_time: 0.003, memory: 6929, loss_aux: 1.0653, top1_acc: 0.6184, top5_acc: 0.8117, loss_cls: 1.6301, loss: 2.6954, grad_norm: 3.8762 2020-09-24 22:51:27,110 - mmaction - INFO - Epoch [82][860/940] lr: 4.000e-03, eta: 1 day, 2:06:46, time: 1.390, data_time: 0.001, memory: 6929, loss_aux: 1.0427, top1_acc: 0.6262, top5_acc: 0.8180, loss_cls: 1.6021, loss: 2.6448, grad_norm: 3.8537 2020-09-24 22:51:55,491 - mmaction - INFO - Epoch [82][880/940] lr: 4.000e-03, eta: 1 day, 2:06:16, time: 1.419, data_time: 0.002, memory: 6929, loss_aux: 1.0386, top1_acc: 0.6217, top5_acc: 0.8191, loss_cls: 1.5801, loss: 2.6187, grad_norm: 3.8619 2020-09-24 22:52:23,082 - mmaction - INFO - Epoch [82][900/940] lr: 4.000e-03, eta: 1 day, 2:05:45, time: 1.378, data_time: 0.001, memory: 6929, loss_aux: 1.0589, top1_acc: 0.6189, top5_acc: 0.8186, loss_cls: 1.6172, loss: 2.6760, grad_norm: 3.9058 2020-09-24 22:52:51,091 - mmaction - INFO - Epoch [82][920/940] lr: 4.000e-03, eta: 1 day, 2:05:15, time: 1.401, data_time: 0.003, memory: 6929, loss_aux: 1.0266, top1_acc: 0.6283, top5_acc: 0.8307, loss_cls: 1.5520, loss: 2.5787, grad_norm: 3.8597 2020-09-24 22:53:17,684 - mmaction - INFO - Epoch [82][940/940] lr: 4.000e-03, eta: 1 day, 2:04:43, time: 1.330, data_time: 0.002, memory: 6929, loss_aux: 1.0531, top1_acc: 0.6270, top5_acc: 0.8283, loss_cls: 1.5886, loss: 2.6417, grad_norm: 3.9577 2020-09-24 22:53:18,117 - mmaction - INFO - Saving checkpoint at 82 epochs 2020-09-24 22:53:51,594 - mmaction - INFO - Epoch [83][20/940] lr: 4.000e-03, eta: 1 day, 2:04:14, time: 1.491, data_time: 0.251, memory: 6929, loss_aux: 1.0536, top1_acc: 0.6232, top5_acc: 0.8184, loss_cls: 1.6179, loss: 2.6715, grad_norm: 3.9854 2020-09-24 22:54:18,264 - mmaction - INFO - Epoch [83][40/940] lr: 4.000e-03, eta: 1 day, 2:03:42, time: 1.334, data_time: 0.002, memory: 6929, loss_aux: 1.0624, top1_acc: 0.6092, top5_acc: 0.8084, loss_cls: 1.6439, loss: 2.7063, grad_norm: 3.9083 2020-09-24 22:54:47,126 - mmaction - INFO - Epoch [83][60/940] lr: 4.000e-03, eta: 1 day, 2:03:13, time: 1.442, data_time: 0.001, memory: 6929, loss_aux: 1.0581, top1_acc: 0.6246, top5_acc: 0.8133, loss_cls: 1.6150, loss: 2.6730, grad_norm: 3.9169 2020-09-24 22:55:15,104 - mmaction - INFO - Epoch [83][80/940] lr: 4.000e-03, eta: 1 day, 2:02:42, time: 1.399, data_time: 0.003, memory: 6929, loss_aux: 1.0447, top1_acc: 0.6318, top5_acc: 0.8207, loss_cls: 1.5786, loss: 2.6233, grad_norm: 3.8799 2020-09-24 22:55:42,345 - mmaction - INFO - Epoch [83][100/940] lr: 4.000e-03, eta: 1 day, 2:02:11, time: 1.363, data_time: 0.002, memory: 6929, loss_aux: 1.0190, top1_acc: 0.6299, top5_acc: 0.8309, loss_cls: 1.5343, loss: 2.5534, grad_norm: 3.8210 2020-09-24 22:56:10,778 - mmaction - INFO - Epoch [83][120/940] lr: 4.000e-03, eta: 1 day, 2:01:41, time: 1.421, data_time: 0.001, memory: 6929, loss_aux: 1.0583, top1_acc: 0.6221, top5_acc: 0.8186, loss_cls: 1.6234, loss: 2.6817, grad_norm: 3.9400 2020-09-24 22:56:38,172 - mmaction - INFO - Epoch [83][140/940] lr: 4.000e-03, eta: 1 day, 2:01:10, time: 1.371, data_time: 0.003, memory: 6929, loss_aux: 1.0459, top1_acc: 0.6311, top5_acc: 0.8227, loss_cls: 1.5616, loss: 2.6074, grad_norm: 3.8928 2020-09-24 22:57:06,393 - mmaction - INFO - Epoch [83][160/940] lr: 4.000e-03, eta: 1 day, 2:00:39, time: 1.410, data_time: 0.001, memory: 6929, loss_aux: 1.0731, top1_acc: 0.6156, top5_acc: 0.8105, loss_cls: 1.6374, loss: 2.7106, grad_norm: 3.9312 2020-09-24 22:57:34,674 - mmaction - INFO - Epoch [83][180/940] lr: 4.000e-03, eta: 1 day, 2:00:09, time: 1.415, data_time: 0.002, memory: 6929, loss_aux: 1.0430, top1_acc: 0.6238, top5_acc: 0.8170, loss_cls: 1.6074, loss: 2.6504, grad_norm: 3.8988 2020-09-24 22:58:02,296 - mmaction - INFO - Epoch [83][200/940] lr: 4.000e-03, eta: 1 day, 1:59:38, time: 1.381, data_time: 0.001, memory: 6929, loss_aux: 1.0463, top1_acc: 0.6195, top5_acc: 0.8230, loss_cls: 1.5919, loss: 2.6382, grad_norm: 3.9198 2020-09-24 22:58:30,812 - mmaction - INFO - Epoch [83][220/940] lr: 4.000e-03, eta: 1 day, 1:59:08, time: 1.425, data_time: 0.002, memory: 6929, loss_aux: 1.0556, top1_acc: 0.6234, top5_acc: 0.8215, loss_cls: 1.6047, loss: 2.6603, grad_norm: 3.9441 2020-09-24 22:58:58,271 - mmaction - INFO - Epoch [83][240/940] lr: 4.000e-03, eta: 1 day, 1:58:37, time: 1.374, data_time: 0.003, memory: 6929, loss_aux: 1.0459, top1_acc: 0.6188, top5_acc: 0.8189, loss_cls: 1.5824, loss: 2.6283, grad_norm: 3.8994 2020-09-24 22:59:25,930 - mmaction - INFO - Epoch [83][260/940] lr: 4.000e-03, eta: 1 day, 1:58:07, time: 1.382, data_time: 0.001, memory: 6929, loss_aux: 1.0384, top1_acc: 0.6311, top5_acc: 0.8260, loss_cls: 1.5664, loss: 2.6048, grad_norm: 3.9298 2020-09-24 22:59:53,310 - mmaction - INFO - Epoch [83][280/940] lr: 4.000e-03, eta: 1 day, 1:57:36, time: 1.370, data_time: 0.003, memory: 6929, loss_aux: 1.0730, top1_acc: 0.6104, top5_acc: 0.8137, loss_cls: 1.6597, loss: 2.7327, grad_norm: 3.9898 2020-09-24 23:00:31,059 - mmaction - INFO - Epoch [83][300/940] lr: 4.000e-03, eta: 1 day, 1:57:13, time: 1.876, data_time: 0.002, memory: 6929, loss_aux: 1.0525, top1_acc: 0.6152, top5_acc: 0.8164, loss_cls: 1.6214, loss: 2.6739, grad_norm: 3.9385 2020-09-24 23:00:56,605 - mmaction - INFO - Epoch [83][320/940] lr: 4.000e-03, eta: 1 day, 1:56:41, time: 1.287, data_time: 0.023, memory: 6929, loss_aux: 1.0532, top1_acc: 0.6059, top5_acc: 0.8174, loss_cls: 1.6407, loss: 2.6939, grad_norm: 4.0320 2020-09-24 23:01:24,636 - mmaction - INFO - Epoch [83][340/940] lr: 4.000e-03, eta: 1 day, 1:56:10, time: 1.402, data_time: 0.003, memory: 6929, loss_aux: 1.0435, top1_acc: 0.6164, top5_acc: 0.8229, loss_cls: 1.6135, loss: 2.6570, grad_norm: 3.8839 2020-09-24 23:01:51,950 - mmaction - INFO - Epoch [83][360/940] lr: 4.000e-03, eta: 1 day, 1:55:39, time: 1.366, data_time: 0.002, memory: 6929, loss_aux: 1.0492, top1_acc: 0.6252, top5_acc: 0.8201, loss_cls: 1.5851, loss: 2.6344, grad_norm: 3.8965 2020-09-24 23:02:19,948 - mmaction - INFO - Epoch [83][380/940] lr: 4.000e-03, eta: 1 day, 1:55:09, time: 1.400, data_time: 0.002, memory: 6929, loss_aux: 1.0829, top1_acc: 0.6170, top5_acc: 0.8150, loss_cls: 1.6523, loss: 2.7352, grad_norm: 4.0090 2020-09-24 23:02:48,299 - mmaction - INFO - Epoch [83][400/940] lr: 4.000e-03, eta: 1 day, 1:54:38, time: 1.417, data_time: 0.001, memory: 6929, loss_aux: 1.0618, top1_acc: 0.6166, top5_acc: 0.8230, loss_cls: 1.6299, loss: 2.6917, grad_norm: 4.0227 2020-09-24 23:03:16,397 - mmaction - INFO - Epoch [83][420/940] lr: 4.000e-03, eta: 1 day, 1:54:08, time: 1.405, data_time: 0.029, memory: 6929, loss_aux: 1.0546, top1_acc: 0.6205, top5_acc: 0.8119, loss_cls: 1.6236, loss: 2.6782, grad_norm: 3.9301 2020-09-24 23:03:44,958 - mmaction - INFO - Epoch [83][440/940] lr: 4.000e-03, eta: 1 day, 1:53:38, time: 1.428, data_time: 0.002, memory: 6929, loss_aux: 1.0532, top1_acc: 0.6277, top5_acc: 0.8230, loss_cls: 1.5992, loss: 2.6524, grad_norm: 3.9170 2020-09-24 23:04:13,061 - mmaction - INFO - Epoch [83][460/940] lr: 4.000e-03, eta: 1 day, 1:53:07, time: 1.405, data_time: 0.002, memory: 6929, loss_aux: 1.0268, top1_acc: 0.6307, top5_acc: 0.8256, loss_cls: 1.5570, loss: 2.5838, grad_norm: 3.9181 2020-09-24 23:04:40,455 - mmaction - INFO - Epoch [83][480/940] lr: 4.000e-03, eta: 1 day, 1:52:36, time: 1.369, data_time: 0.002, memory: 6929, loss_aux: 1.0403, top1_acc: 0.6252, top5_acc: 0.8230, loss_cls: 1.5826, loss: 2.6229, grad_norm: 3.9350 2020-09-24 23:05:09,541 - mmaction - INFO - Epoch [83][500/940] lr: 4.000e-03, eta: 1 day, 1:52:07, time: 1.454, data_time: 0.002, memory: 6929, loss_aux: 1.0573, top1_acc: 0.6168, top5_acc: 0.8201, loss_cls: 1.6149, loss: 2.6722, grad_norm: 3.9296 2020-09-24 23:05:37,928 - mmaction - INFO - Epoch [83][520/940] lr: 4.000e-03, eta: 1 day, 1:51:37, time: 1.420, data_time: 0.002, memory: 6929, loss_aux: 1.0548, top1_acc: 0.6230, top5_acc: 0.8135, loss_cls: 1.6154, loss: 2.6702, grad_norm: 3.9636 2020-09-24 23:06:05,621 - mmaction - INFO - Epoch [83][540/940] lr: 4.000e-03, eta: 1 day, 1:51:06, time: 1.384, data_time: 0.001, memory: 6929, loss_aux: 1.0546, top1_acc: 0.6238, top5_acc: 0.8201, loss_cls: 1.6182, loss: 2.6728, grad_norm: 3.9508 2020-09-24 23:06:33,913 - mmaction - INFO - Epoch [83][560/940] lr: 4.000e-03, eta: 1 day, 1:50:36, time: 1.416, data_time: 0.003, memory: 6929, loss_aux: 1.0881, top1_acc: 0.6049, top5_acc: 0.8098, loss_cls: 1.7029, loss: 2.7910, grad_norm: 4.0309 2020-09-24 23:07:01,777 - mmaction - INFO - Epoch [83][580/940] lr: 4.000e-03, eta: 1 day, 1:50:05, time: 1.393, data_time: 0.001, memory: 6929, loss_aux: 1.0266, top1_acc: 0.6303, top5_acc: 0.8232, loss_cls: 1.5689, loss: 2.5956, grad_norm: 3.8828 2020-09-24 23:07:29,474 - mmaction - INFO - Epoch [83][600/940] lr: 4.000e-03, eta: 1 day, 1:49:34, time: 1.384, data_time: 0.001, memory: 6929, loss_aux: 1.0341, top1_acc: 0.6270, top5_acc: 0.8266, loss_cls: 1.5684, loss: 2.6025, grad_norm: 3.9455 2020-09-24 23:07:58,515 - mmaction - INFO - Epoch [83][620/940] lr: 4.000e-03, eta: 1 day, 1:49:05, time: 1.453, data_time: 0.003, memory: 6929, loss_aux: 1.0275, top1_acc: 0.6330, top5_acc: 0.8266, loss_cls: 1.5517, loss: 2.5792, grad_norm: 3.9674 2020-09-24 23:08:27,247 - mmaction - INFO - Epoch [83][640/940] lr: 4.000e-03, eta: 1 day, 1:48:35, time: 1.436, data_time: 0.001, memory: 6929, loss_aux: 1.0491, top1_acc: 0.6209, top5_acc: 0.8143, loss_cls: 1.6263, loss: 2.6753, grad_norm: 3.9303 2020-09-24 23:08:56,840 - mmaction - INFO - Epoch [83][660/940] lr: 4.000e-03, eta: 1 day, 1:48:06, time: 1.481, data_time: 0.003, memory: 6929, loss_aux: 1.0635, top1_acc: 0.6215, top5_acc: 0.8113, loss_cls: 1.6491, loss: 2.7126, grad_norm: 3.9897 2020-09-24 23:09:24,100 - mmaction - INFO - Epoch [83][680/940] lr: 4.000e-03, eta: 1 day, 1:47:35, time: 1.362, data_time: 0.001, memory: 6929, loss_aux: 1.0733, top1_acc: 0.6105, top5_acc: 0.8117, loss_cls: 1.6476, loss: 2.7209, grad_norm: 3.9852 2020-09-24 23:09:51,383 - mmaction - INFO - Epoch [83][700/940] lr: 4.000e-03, eta: 1 day, 1:47:04, time: 1.365, data_time: 0.003, memory: 6929, loss_aux: 1.0602, top1_acc: 0.6188, top5_acc: 0.8229, loss_cls: 1.6187, loss: 2.6789, grad_norm: 3.9853 2020-09-24 23:10:18,799 - mmaction - INFO - Epoch [83][720/940] lr: 4.000e-03, eta: 1 day, 1:46:33, time: 1.371, data_time: 0.002, memory: 6929, loss_aux: 1.0456, top1_acc: 0.6279, top5_acc: 0.8146, loss_cls: 1.6120, loss: 2.6576, grad_norm: 3.8971 2020-09-24 23:10:48,007 - mmaction - INFO - Epoch [83][740/940] lr: 4.000e-03, eta: 1 day, 1:46:03, time: 1.460, data_time: 0.002, memory: 6929, loss_aux: 1.0822, top1_acc: 0.6127, top5_acc: 0.8080, loss_cls: 1.6535, loss: 2.7357, grad_norm: 3.9772 2020-09-24 23:11:16,130 - mmaction - INFO - Epoch [83][760/940] lr: 4.000e-03, eta: 1 day, 1:45:33, time: 1.407, data_time: 0.003, memory: 6929, loss_aux: 1.0260, top1_acc: 0.6299, top5_acc: 0.8258, loss_cls: 1.5671, loss: 2.5931, grad_norm: 3.8775 2020-09-24 23:11:43,403 - mmaction - INFO - Epoch [83][780/940] lr: 4.000e-03, eta: 1 day, 1:45:02, time: 1.363, data_time: 0.001, memory: 6929, loss_aux: 1.0448, top1_acc: 0.6172, top5_acc: 0.8197, loss_cls: 1.6142, loss: 2.6591, grad_norm: 3.9790 2020-09-24 23:12:11,745 - mmaction - INFO - Epoch [83][800/940] lr: 4.000e-03, eta: 1 day, 1:44:31, time: 1.417, data_time: 0.002, memory: 6929, loss_aux: 1.0526, top1_acc: 0.6172, top5_acc: 0.8168, loss_cls: 1.6327, loss: 2.6853, grad_norm: 3.9039 2020-09-24 23:12:40,012 - mmaction - INFO - Epoch [83][820/940] lr: 4.000e-03, eta: 1 day, 1:44:01, time: 1.414, data_time: 0.002, memory: 6929, loss_aux: 1.0138, top1_acc: 0.6340, top5_acc: 0.8279, loss_cls: 1.5172, loss: 2.5310, grad_norm: 3.8346 2020-09-24 23:13:08,662 - mmaction - INFO - Epoch [83][840/940] lr: 4.000e-03, eta: 1 day, 1:43:31, time: 1.432, data_time: 0.002, memory: 6929, loss_aux: 1.0685, top1_acc: 0.6221, top5_acc: 0.8160, loss_cls: 1.6043, loss: 2.6728, grad_norm: 3.9727 2020-09-24 23:13:37,026 - mmaction - INFO - Epoch [83][860/940] lr: 4.000e-03, eta: 1 day, 1:43:01, time: 1.419, data_time: 0.002, memory: 6929, loss_aux: 1.0276, top1_acc: 0.6330, top5_acc: 0.8264, loss_cls: 1.5659, loss: 2.5935, grad_norm: 3.9015 2020-09-24 23:14:04,689 - mmaction - INFO - Epoch [83][880/940] lr: 4.000e-03, eta: 1 day, 1:42:30, time: 1.382, data_time: 0.001, memory: 6929, loss_aux: 1.0460, top1_acc: 0.6209, top5_acc: 0.8176, loss_cls: 1.6042, loss: 2.6502, grad_norm: 3.9543 2020-09-24 23:14:31,986 - mmaction - INFO - Epoch [83][900/940] lr: 4.000e-03, eta: 1 day, 1:41:59, time: 1.365, data_time: 0.003, memory: 6929, loss_aux: 1.0604, top1_acc: 0.6232, top5_acc: 0.8135, loss_cls: 1.6148, loss: 2.6752, grad_norm: 3.9508 2020-09-24 23:15:00,020 - mmaction - INFO - Epoch [83][920/940] lr: 4.000e-03, eta: 1 day, 1:41:29, time: 1.403, data_time: 0.002, memory: 6929, loss_aux: 1.0419, top1_acc: 0.6266, top5_acc: 0.8299, loss_cls: 1.5681, loss: 2.6100, grad_norm: 3.9548 2020-09-24 23:15:27,014 - mmaction - INFO - Epoch [83][940/940] lr: 4.000e-03, eta: 1 day, 1:40:58, time: 1.349, data_time: 0.001, memory: 6929, loss_aux: 1.0785, top1_acc: 0.6071, top5_acc: 0.8101, loss_cls: 1.6776, loss: 2.7561, grad_norm: 4.0616 2020-09-24 23:15:27,509 - mmaction - INFO - Saving checkpoint at 83 epochs 2020-09-24 23:16:04,414 - mmaction - INFO - Epoch [84][20/940] lr: 4.000e-03, eta: 1 day, 1:40:30, time: 1.588, data_time: 0.266, memory: 6929, loss_aux: 1.0797, top1_acc: 0.6123, top5_acc: 0.8109, loss_cls: 1.6679, loss: 2.7476, grad_norm: 4.0234 2020-09-24 23:16:30,359 - mmaction - INFO - Epoch [84][40/940] lr: 4.000e-03, eta: 1 day, 1:39:58, time: 1.298, data_time: 0.003, memory: 6929, loss_aux: 1.0552, top1_acc: 0.6189, top5_acc: 0.8172, loss_cls: 1.6122, loss: 2.6675, grad_norm: 3.9921 2020-09-24 23:16:57,723 - mmaction - INFO - Epoch [84][60/940] lr: 4.000e-03, eta: 1 day, 1:39:27, time: 1.369, data_time: 0.002, memory: 6929, loss_aux: 1.0320, top1_acc: 0.6326, top5_acc: 0.8240, loss_cls: 1.5663, loss: 2.5983, grad_norm: 3.9138 2020-09-24 23:17:24,858 - mmaction - INFO - Epoch [84][80/940] lr: 4.000e-03, eta: 1 day, 1:38:56, time: 1.356, data_time: 0.001, memory: 6929, loss_aux: 1.0435, top1_acc: 0.6256, top5_acc: 0.8238, loss_cls: 1.5831, loss: 2.6266, grad_norm: 3.9524 2020-09-24 23:17:53,083 - mmaction - INFO - Epoch [84][100/940] lr: 4.000e-03, eta: 1 day, 1:38:26, time: 1.412, data_time: 0.002, memory: 6929, loss_aux: 1.0454, top1_acc: 0.6166, top5_acc: 0.8215, loss_cls: 1.6110, loss: 2.6564, grad_norm: 3.9895 2020-09-24 23:18:20,861 - mmaction - INFO - Epoch [84][120/940] lr: 4.000e-03, eta: 1 day, 1:37:55, time: 1.389, data_time: 0.001, memory: 6929, loss_aux: 1.0604, top1_acc: 0.6172, top5_acc: 0.8154, loss_cls: 1.6326, loss: 2.6929, grad_norm: 4.0309 2020-09-24 23:18:49,081 - mmaction - INFO - Epoch [84][140/940] lr: 4.000e-03, eta: 1 day, 1:37:25, time: 1.410, data_time: 0.001, memory: 6929, loss_aux: 1.0336, top1_acc: 0.6219, top5_acc: 0.8229, loss_cls: 1.5850, loss: 2.6186, grad_norm: 3.9457 2020-09-24 23:19:17,173 - mmaction - INFO - Epoch [84][160/940] lr: 4.000e-03, eta: 1 day, 1:36:54, time: 1.406, data_time: 0.003, memory: 6929, loss_aux: 1.0415, top1_acc: 0.6270, top5_acc: 0.8217, loss_cls: 1.5699, loss: 2.6114, grad_norm: 3.9589 2020-09-24 23:19:45,896 - mmaction - INFO - Epoch [84][180/940] lr: 4.000e-03, eta: 1 day, 1:36:25, time: 1.435, data_time: 0.001, memory: 6929, loss_aux: 1.0588, top1_acc: 0.6170, top5_acc: 0.8199, loss_cls: 1.6120, loss: 2.6708, grad_norm: 3.9787 2020-09-24 23:20:14,138 - mmaction - INFO - Epoch [84][200/940] lr: 4.000e-03, eta: 1 day, 1:35:54, time: 1.414, data_time: 0.003, memory: 6929, loss_aux: 1.0558, top1_acc: 0.6223, top5_acc: 0.8211, loss_cls: 1.6280, loss: 2.6838, grad_norm: 3.9484 2020-09-24 23:20:42,128 - mmaction - INFO - Epoch [84][220/940] lr: 4.000e-03, eta: 1 day, 1:35:24, time: 1.399, data_time: 0.001, memory: 6929, loss_aux: 1.0405, top1_acc: 0.6254, top5_acc: 0.8215, loss_cls: 1.5890, loss: 2.6296, grad_norm: 3.9043 2020-09-24 23:21:10,731 - mmaction - INFO - Epoch [84][240/940] lr: 4.000e-03, eta: 1 day, 1:34:54, time: 1.429, data_time: 0.001, memory: 6929, loss_aux: 1.0438, top1_acc: 0.6262, top5_acc: 0.8258, loss_cls: 1.5621, loss: 2.6059, grad_norm: 3.9018 2020-09-24 23:21:38,111 - mmaction - INFO - Epoch [84][260/940] lr: 4.000e-03, eta: 1 day, 1:34:23, time: 1.370, data_time: 0.003, memory: 6929, loss_aux: 1.0578, top1_acc: 0.6246, top5_acc: 0.8170, loss_cls: 1.5972, loss: 2.6551, grad_norm: 3.8797 2020-09-24 23:22:06,545 - mmaction - INFO - Epoch [84][280/940] lr: 4.000e-03, eta: 1 day, 1:33:53, time: 1.420, data_time: 0.002, memory: 6929, loss_aux: 1.0448, top1_acc: 0.6191, top5_acc: 0.8174, loss_cls: 1.6087, loss: 2.6535, grad_norm: 3.9620 2020-09-24 23:22:34,088 - mmaction - INFO - Epoch [84][300/940] lr: 4.000e-03, eta: 1 day, 1:33:22, time: 1.379, data_time: 0.004, memory: 6929, loss_aux: 1.0253, top1_acc: 0.6320, top5_acc: 0.8236, loss_cls: 1.5623, loss: 2.5877, grad_norm: 3.9351 2020-09-24 23:23:01,826 - mmaction - INFO - Epoch [84][320/940] lr: 4.000e-03, eta: 1 day, 1:32:51, time: 1.387, data_time: 0.002, memory: 6929, loss_aux: 1.0876, top1_acc: 0.6049, top5_acc: 0.8143, loss_cls: 1.6473, loss: 2.7350, grad_norm: 4.0679 2020-09-24 23:23:29,462 - mmaction - INFO - Epoch [84][340/940] lr: 4.000e-03, eta: 1 day, 1:32:21, time: 1.380, data_time: 0.001, memory: 6929, loss_aux: 1.0516, top1_acc: 0.6199, top5_acc: 0.8207, loss_cls: 1.5994, loss: 2.6509, grad_norm: 3.9971 2020-09-24 23:23:56,946 - mmaction - INFO - Epoch [84][360/940] lr: 4.000e-03, eta: 1 day, 1:31:50, time: 1.376, data_time: 0.003, memory: 6929, loss_aux: 1.0519, top1_acc: 0.6230, top5_acc: 0.8125, loss_cls: 1.6307, loss: 2.6826, grad_norm: 3.9709 2020-09-24 23:24:24,804 - mmaction - INFO - Epoch [84][380/940] lr: 4.000e-03, eta: 1 day, 1:31:19, time: 1.391, data_time: 0.001, memory: 6929, loss_aux: 1.0216, top1_acc: 0.6338, top5_acc: 0.8314, loss_cls: 1.5689, loss: 2.5905, grad_norm: 3.9186 2020-09-24 23:24:53,755 - mmaction - INFO - Epoch [84][400/940] lr: 4.000e-03, eta: 1 day, 1:30:50, time: 1.449, data_time: 0.003, memory: 6929, loss_aux: 1.0393, top1_acc: 0.6256, top5_acc: 0.8275, loss_cls: 1.5622, loss: 2.6015, grad_norm: 3.9794 2020-09-24 23:25:22,627 - mmaction - INFO - Epoch [84][420/940] lr: 4.000e-03, eta: 1 day, 1:30:20, time: 1.444, data_time: 0.002, memory: 6929, loss_aux: 1.0310, top1_acc: 0.6354, top5_acc: 0.8295, loss_cls: 1.5606, loss: 2.5916, grad_norm: 3.9909 2020-09-24 23:25:51,112 - mmaction - INFO - Epoch [84][440/940] lr: 4.000e-03, eta: 1 day, 1:29:50, time: 1.424, data_time: 0.002, memory: 6929, loss_aux: 1.0216, top1_acc: 0.6309, top5_acc: 0.8305, loss_cls: 1.5421, loss: 2.5638, grad_norm: 3.9043 2020-09-24 23:26:18,856 - mmaction - INFO - Epoch [84][460/940] lr: 4.000e-03, eta: 1 day, 1:29:19, time: 1.388, data_time: 0.002, memory: 6929, loss_aux: 1.0164, top1_acc: 0.6348, top5_acc: 0.8320, loss_cls: 1.5303, loss: 2.5466, grad_norm: 3.9225 2020-09-24 23:26:46,430 - mmaction - INFO - Epoch [84][480/940] lr: 4.000e-03, eta: 1 day, 1:28:48, time: 1.378, data_time: 0.002, memory: 6929, loss_aux: 1.0435, top1_acc: 0.6270, top5_acc: 0.8174, loss_cls: 1.5944, loss: 2.6379, grad_norm: 3.9572 2020-09-24 23:27:13,994 - mmaction - INFO - Epoch [84][500/940] lr: 4.000e-03, eta: 1 day, 1:28:18, time: 1.380, data_time: 0.002, memory: 6929, loss_aux: 1.0180, top1_acc: 0.6316, top5_acc: 0.8297, loss_cls: 1.5511, loss: 2.5692, grad_norm: 3.9200 2020-09-24 23:27:42,207 - mmaction - INFO - Epoch [84][520/940] lr: 4.000e-03, eta: 1 day, 1:27:47, time: 1.410, data_time: 0.001, memory: 6929, loss_aux: 1.0284, top1_acc: 0.6395, top5_acc: 0.8299, loss_cls: 1.5375, loss: 2.5659, grad_norm: 3.9015 2020-09-24 23:28:09,764 - mmaction - INFO - Epoch [84][540/940] lr: 4.000e-03, eta: 1 day, 1:27:17, time: 1.377, data_time: 0.001, memory: 6929, loss_aux: 1.0415, top1_acc: 0.6332, top5_acc: 0.8230, loss_cls: 1.5815, loss: 2.6230, grad_norm: 3.9618 2020-09-24 23:28:38,878 - mmaction - INFO - Epoch [84][560/940] lr: 4.000e-03, eta: 1 day, 1:26:47, time: 1.456, data_time: 0.002, memory: 6929, loss_aux: 1.0667, top1_acc: 0.6205, top5_acc: 0.8172, loss_cls: 1.6253, loss: 2.6920, grad_norm: 4.0932 2020-09-24 23:29:06,405 - mmaction - INFO - Epoch [84][580/940] lr: 4.000e-03, eta: 1 day, 1:26:16, time: 1.376, data_time: 0.001, memory: 6929, loss_aux: 1.0551, top1_acc: 0.6264, top5_acc: 0.8176, loss_cls: 1.6111, loss: 2.6662, grad_norm: 3.9825 2020-09-24 23:29:34,276 - mmaction - INFO - Epoch [84][600/940] lr: 4.000e-03, eta: 1 day, 1:25:46, time: 1.394, data_time: 0.003, memory: 6929, loss_aux: 1.0492, top1_acc: 0.6225, top5_acc: 0.8230, loss_cls: 1.6050, loss: 2.6542, grad_norm: 4.0111 2020-09-24 23:30:02,228 - mmaction - INFO - Epoch [84][620/940] lr: 4.000e-03, eta: 1 day, 1:25:15, time: 1.398, data_time: 0.001, memory: 6929, loss_aux: 1.0487, top1_acc: 0.6293, top5_acc: 0.8152, loss_cls: 1.5984, loss: 2.6470, grad_norm: 3.9692 2020-09-24 23:30:29,834 - mmaction - INFO - Epoch [84][640/940] lr: 4.000e-03, eta: 1 day, 1:24:45, time: 1.380, data_time: 0.001, memory: 6929, loss_aux: 1.0690, top1_acc: 0.6156, top5_acc: 0.8111, loss_cls: 1.6544, loss: 2.7234, grad_norm: 4.0034 2020-09-24 23:30:57,679 - mmaction - INFO - Epoch [84][660/940] lr: 4.000e-03, eta: 1 day, 1:24:14, time: 1.393, data_time: 0.002, memory: 6929, loss_aux: 1.0494, top1_acc: 0.6201, top5_acc: 0.8152, loss_cls: 1.6095, loss: 2.6589, grad_norm: 3.9892 2020-09-24 23:31:25,746 - mmaction - INFO - Epoch [84][680/940] lr: 4.000e-03, eta: 1 day, 1:23:44, time: 1.402, data_time: 0.001, memory: 6929, loss_aux: 1.0619, top1_acc: 0.6229, top5_acc: 0.8113, loss_cls: 1.6286, loss: 2.6905, grad_norm: 4.0484 2020-09-24 23:31:53,363 - mmaction - INFO - Epoch [84][700/940] lr: 4.000e-03, eta: 1 day, 1:23:13, time: 1.382, data_time: 0.003, memory: 6929, loss_aux: 1.0714, top1_acc: 0.6164, top5_acc: 0.8094, loss_cls: 1.6471, loss: 2.7185, grad_norm: 4.0523 2020-09-24 23:32:21,024 - mmaction - INFO - Epoch [84][720/940] lr: 4.000e-03, eta: 1 day, 1:22:42, time: 1.383, data_time: 0.001, memory: 6929, loss_aux: 1.0670, top1_acc: 0.6203, top5_acc: 0.8189, loss_cls: 1.6257, loss: 2.6927, grad_norm: 3.9765 2020-09-24 23:32:49,639 - mmaction - INFO - Epoch [84][740/940] lr: 4.000e-03, eta: 1 day, 1:22:12, time: 1.430, data_time: 0.002, memory: 6929, loss_aux: 1.0564, top1_acc: 0.6223, top5_acc: 0.8184, loss_cls: 1.6137, loss: 2.6701, grad_norm: 3.9970 2020-09-24 23:33:17,637 - mmaction - INFO - Epoch [84][760/940] lr: 4.000e-03, eta: 1 day, 1:21:42, time: 1.401, data_time: 0.002, memory: 6929, loss_aux: 1.0596, top1_acc: 0.6145, top5_acc: 0.8213, loss_cls: 1.6090, loss: 2.6686, grad_norm: 4.0806 2020-09-24 23:33:45,784 - mmaction - INFO - Epoch [84][780/940] lr: 4.000e-03, eta: 1 day, 1:21:12, time: 1.406, data_time: 0.001, memory: 6929, loss_aux: 1.0586, top1_acc: 0.6229, top5_acc: 0.8215, loss_cls: 1.6162, loss: 2.6748, grad_norm: 4.0845 2020-09-24 23:34:12,926 - mmaction - INFO - Epoch [84][800/940] lr: 4.000e-03, eta: 1 day, 1:20:40, time: 1.358, data_time: 0.003, memory: 6929, loss_aux: 1.0305, top1_acc: 0.6301, top5_acc: 0.8213, loss_cls: 1.5802, loss: 2.6107, grad_norm: 3.9905 2020-09-24 23:34:40,908 - mmaction - INFO - Epoch [84][820/940] lr: 4.000e-03, eta: 1 day, 1:20:10, time: 1.399, data_time: 0.002, memory: 6929, loss_aux: 1.0335, top1_acc: 0.6285, top5_acc: 0.8201, loss_cls: 1.5726, loss: 2.6060, grad_norm: 3.9734 2020-09-24 23:35:08,995 - mmaction - INFO - Epoch [84][840/940] lr: 4.000e-03, eta: 1 day, 1:19:40, time: 1.397, data_time: 0.001, memory: 6929, loss_aux: 1.0111, top1_acc: 0.6367, top5_acc: 0.8309, loss_cls: 1.5365, loss: 2.5476, grad_norm: 3.9691 2020-09-24 23:35:37,248 - mmaction - INFO - Epoch [84][860/940] lr: 4.000e-03, eta: 1 day, 1:19:10, time: 1.420, data_time: 0.009, memory: 6929, loss_aux: 1.0550, top1_acc: 0.6217, top5_acc: 0.8234, loss_cls: 1.6067, loss: 2.6617, grad_norm: 4.1126 2020-09-24 23:36:04,409 - mmaction - INFO - Epoch [84][880/940] lr: 4.000e-03, eta: 1 day, 1:18:38, time: 1.357, data_time: 0.001, memory: 6929, loss_aux: 1.0375, top1_acc: 0.6281, top5_acc: 0.8295, loss_cls: 1.5683, loss: 2.6057, grad_norm: 3.9867 2020-09-24 23:36:32,072 - mmaction - INFO - Epoch [84][900/940] lr: 4.000e-03, eta: 1 day, 1:18:08, time: 1.383, data_time: 0.003, memory: 6929, loss_aux: 1.0624, top1_acc: 0.6170, top5_acc: 0.8152, loss_cls: 1.6277, loss: 2.6901, grad_norm: 3.9995 2020-09-24 23:36:59,851 - mmaction - INFO - Epoch [84][920/940] lr: 4.000e-03, eta: 1 day, 1:17:37, time: 1.390, data_time: 0.003, memory: 6929, loss_aux: 1.0393, top1_acc: 0.6268, top5_acc: 0.8201, loss_cls: 1.5849, loss: 2.6242, grad_norm: 3.9948 2020-09-24 23:37:26,605 - mmaction - INFO - Epoch [84][940/940] lr: 4.000e-03, eta: 1 day, 1:17:06, time: 1.334, data_time: 0.001, memory: 6929, loss_aux: 1.0178, top1_acc: 0.6317, top5_acc: 0.8180, loss_cls: 1.5793, loss: 2.5971, grad_norm: 4.0453 2020-09-24 23:37:27,078 - mmaction - INFO - Saving checkpoint at 84 epochs 2020-09-24 23:38:00,482 - mmaction - INFO - Epoch [85][20/940] lr: 4.000e-03, eta: 1 day, 1:16:38, time: 1.548, data_time: 0.237, memory: 6929, loss_aux: 1.0225, top1_acc: 0.6344, top5_acc: 0.8301, loss_cls: 1.5292, loss: 2.5517, grad_norm: 3.9777 2020-09-24 23:38:27,644 - mmaction - INFO - Epoch [85][40/940] lr: 4.000e-03, eta: 1 day, 1:16:07, time: 1.358, data_time: 0.001, memory: 6929, loss_aux: 1.0242, top1_acc: 0.6316, top5_acc: 0.8309, loss_cls: 1.5448, loss: 2.5690, grad_norm: 3.9746 2020-09-24 23:38:56,244 - mmaction - INFO - Epoch [85][60/940] lr: 4.000e-03, eta: 1 day, 1:15:37, time: 1.430, data_time: 0.002, memory: 6929, loss_aux: 1.0630, top1_acc: 0.6193, top5_acc: 0.8152, loss_cls: 1.6084, loss: 2.6713, grad_norm: 4.0544 2020-09-24 23:39:24,354 - mmaction - INFO - Epoch [85][80/940] lr: 4.000e-03, eta: 1 day, 1:15:06, time: 1.405, data_time: 0.002, memory: 6929, loss_aux: 1.0474, top1_acc: 0.6209, top5_acc: 0.8242, loss_cls: 1.5805, loss: 2.6280, grad_norm: 4.0223 2020-09-24 23:39:52,512 - mmaction - INFO - Epoch [85][100/940] lr: 4.000e-03, eta: 1 day, 1:14:36, time: 1.408, data_time: 0.002, memory: 6929, loss_aux: 1.0446, top1_acc: 0.6205, top5_acc: 0.8207, loss_cls: 1.6053, loss: 2.6499, grad_norm: 3.9774 2020-09-24 23:40:21,406 - mmaction - INFO - Epoch [85][120/940] lr: 4.000e-03, eta: 1 day, 1:14:06, time: 1.446, data_time: 0.003, memory: 6929, loss_aux: 1.0591, top1_acc: 0.6244, top5_acc: 0.8205, loss_cls: 1.6085, loss: 2.6676, grad_norm: 4.0577 2020-09-24 23:40:48,459 - mmaction - INFO - Epoch [85][140/940] lr: 4.000e-03, eta: 1 day, 1:13:35, time: 1.352, data_time: 0.001, memory: 6929, loss_aux: 1.0646, top1_acc: 0.6150, top5_acc: 0.8146, loss_cls: 1.6362, loss: 2.7008, grad_norm: 4.1106 2020-09-24 23:41:16,647 - mmaction - INFO - Epoch [85][160/940] lr: 4.000e-03, eta: 1 day, 1:13:05, time: 1.410, data_time: 0.003, memory: 6929, loss_aux: 1.0473, top1_acc: 0.6309, top5_acc: 0.8207, loss_cls: 1.5832, loss: 2.6305, grad_norm: 3.9490 2020-09-24 23:41:44,199 - mmaction - INFO - Epoch [85][180/940] lr: 4.000e-03, eta: 1 day, 1:12:34, time: 1.376, data_time: 0.001, memory: 6929, loss_aux: 1.0578, top1_acc: 0.6158, top5_acc: 0.8223, loss_cls: 1.6024, loss: 2.6602, grad_norm: 4.0471 2020-09-24 23:42:12,645 - mmaction - INFO - Epoch [85][200/940] lr: 4.000e-03, eta: 1 day, 1:12:04, time: 1.423, data_time: 0.007, memory: 6929, loss_aux: 1.0322, top1_acc: 0.6373, top5_acc: 0.8234, loss_cls: 1.5632, loss: 2.5954, grad_norm: 3.9806 2020-09-24 23:42:40,589 - mmaction - INFO - Epoch [85][220/940] lr: 4.000e-03, eta: 1 day, 1:11:34, time: 1.397, data_time: 0.002, memory: 6929, loss_aux: 1.0305, top1_acc: 0.6252, top5_acc: 0.8264, loss_cls: 1.5650, loss: 2.5955, grad_norm: 4.0275 2020-09-24 23:43:08,983 - mmaction - INFO - Epoch [85][240/940] lr: 4.000e-03, eta: 1 day, 1:11:04, time: 1.420, data_time: 0.002, memory: 6929, loss_aux: 1.0448, top1_acc: 0.6240, top5_acc: 0.8160, loss_cls: 1.6135, loss: 2.6583, grad_norm: 4.0532 2020-09-24 23:43:37,655 - mmaction - INFO - Epoch [85][260/940] lr: 4.000e-03, eta: 1 day, 1:10:34, time: 1.433, data_time: 0.001, memory: 6929, loss_aux: 1.0403, top1_acc: 0.6250, top5_acc: 0.8211, loss_cls: 1.6025, loss: 2.6428, grad_norm: 4.0281 2020-09-24 23:44:06,206 - mmaction - INFO - Epoch [85][280/940] lr: 4.000e-03, eta: 1 day, 1:10:04, time: 1.428, data_time: 0.002, memory: 6929, loss_aux: 1.0571, top1_acc: 0.6174, top5_acc: 0.8186, loss_cls: 1.6176, loss: 2.6748, grad_norm: 4.0021 2020-09-24 23:44:34,700 - mmaction - INFO - Epoch [85][300/940] lr: 4.000e-03, eta: 1 day, 1:09:34, time: 1.425, data_time: 0.002, memory: 6929, loss_aux: 1.0391, top1_acc: 0.6232, top5_acc: 0.8246, loss_cls: 1.5584, loss: 2.5975, grad_norm: 4.0471 2020-09-24 23:45:01,967 - mmaction - INFO - Epoch [85][320/940] lr: 4.000e-03, eta: 1 day, 1:09:03, time: 1.363, data_time: 0.001, memory: 6929, loss_aux: 1.0427, top1_acc: 0.6295, top5_acc: 0.8223, loss_cls: 1.5852, loss: 2.6280, grad_norm: 4.0113 2020-09-24 23:45:30,157 - mmaction - INFO - Epoch [85][340/940] lr: 4.000e-03, eta: 1 day, 1:08:33, time: 1.408, data_time: 0.001, memory: 6929, loss_aux: 1.0392, top1_acc: 0.6281, top5_acc: 0.8182, loss_cls: 1.5804, loss: 2.6196, grad_norm: 4.0049 2020-09-24 23:45:57,855 - mmaction - INFO - Epoch [85][360/940] lr: 4.000e-03, eta: 1 day, 1:08:02, time: 1.385, data_time: 0.003, memory: 6929, loss_aux: 1.0454, top1_acc: 0.6232, top5_acc: 0.8217, loss_cls: 1.5858, loss: 2.6312, grad_norm: 4.0555 2020-09-24 23:46:26,390 - mmaction - INFO - Epoch [85][380/940] lr: 4.000e-03, eta: 1 day, 1:07:32, time: 1.426, data_time: 0.002, memory: 6929, loss_aux: 1.0390, top1_acc: 0.6248, top5_acc: 0.8244, loss_cls: 1.5804, loss: 2.6194, grad_norm: 4.0074 2020-09-24 23:46:55,115 - mmaction - INFO - Epoch [85][400/940] lr: 4.000e-03, eta: 1 day, 1:07:02, time: 1.437, data_time: 0.003, memory: 6929, loss_aux: 1.0371, top1_acc: 0.6277, top5_acc: 0.8238, loss_cls: 1.5534, loss: 2.5904, grad_norm: 4.0556 2020-09-24 23:47:22,840 - mmaction - INFO - Epoch [85][420/940] lr: 4.000e-03, eta: 1 day, 1:06:32, time: 1.386, data_time: 0.002, memory: 6929, loss_aux: 1.0704, top1_acc: 0.6232, top5_acc: 0.8172, loss_cls: 1.6114, loss: 2.6817, grad_norm: 4.0854 2020-09-24 23:47:51,242 - mmaction - INFO - Epoch [85][440/940] lr: 4.000e-03, eta: 1 day, 1:06:02, time: 1.420, data_time: 0.002, memory: 6929, loss_aux: 1.0309, top1_acc: 0.6322, top5_acc: 0.8246, loss_cls: 1.5588, loss: 2.5898, grad_norm: 3.9881 2020-09-24 23:48:18,730 - mmaction - INFO - Epoch [85][460/940] lr: 4.000e-03, eta: 1 day, 1:05:31, time: 1.375, data_time: 0.002, memory: 6929, loss_aux: 1.0455, top1_acc: 0.6293, top5_acc: 0.8225, loss_cls: 1.5854, loss: 2.6309, grad_norm: 4.0938 2020-09-24 23:48:47,027 - mmaction - INFO - Epoch [85][480/940] lr: 4.000e-03, eta: 1 day, 1:05:01, time: 1.414, data_time: 0.002, memory: 6929, loss_aux: 1.0187, top1_acc: 0.6350, top5_acc: 0.8227, loss_cls: 1.5615, loss: 2.5802, grad_norm: 3.9609 2020-09-24 23:49:15,762 - mmaction - INFO - Epoch [85][500/940] lr: 4.000e-03, eta: 1 day, 1:04:31, time: 1.437, data_time: 0.002, memory: 6929, loss_aux: 1.0216, top1_acc: 0.6283, top5_acc: 0.8273, loss_cls: 1.5678, loss: 2.5894, grad_norm: 3.9920 2020-09-24 23:49:43,532 - mmaction - INFO - Epoch [85][520/940] lr: 4.000e-03, eta: 1 day, 1:04:00, time: 1.388, data_time: 0.001, memory: 6929, loss_aux: 1.0603, top1_acc: 0.6174, top5_acc: 0.8160, loss_cls: 1.6283, loss: 2.6886, grad_norm: 4.0069 2020-09-24 23:50:11,157 - mmaction - INFO - Epoch [85][540/940] lr: 4.000e-03, eta: 1 day, 1:03:30, time: 1.382, data_time: 0.002, memory: 6929, loss_aux: 1.0591, top1_acc: 0.6244, top5_acc: 0.8111, loss_cls: 1.6110, loss: 2.6701, grad_norm: 4.0397 2020-09-24 23:50:39,795 - mmaction - INFO - Epoch [85][560/940] lr: 4.000e-03, eta: 1 day, 1:03:00, time: 1.431, data_time: 0.002, memory: 6929, loss_aux: 1.0400, top1_acc: 0.6240, top5_acc: 0.8211, loss_cls: 1.5748, loss: 2.6148, grad_norm: 4.0656 2020-09-24 23:51:08,992 - mmaction - INFO - Epoch [85][580/940] lr: 4.000e-03, eta: 1 day, 1:02:30, time: 1.460, data_time: 0.002, memory: 6929, loss_aux: 1.0341, top1_acc: 0.6301, top5_acc: 0.8236, loss_cls: 1.5851, loss: 2.6193, grad_norm: 3.9647 2020-09-24 23:51:36,785 - mmaction - INFO - Epoch [85][600/940] lr: 4.000e-03, eta: 1 day, 1:02:00, time: 1.391, data_time: 0.003, memory: 6929, loss_aux: 1.0317, top1_acc: 0.6334, top5_acc: 0.8273, loss_cls: 1.5443, loss: 2.5760, grad_norm: 3.9821 2020-09-24 23:52:04,718 - mmaction - INFO - Epoch [85][620/940] lr: 4.000e-03, eta: 1 day, 1:01:29, time: 1.395, data_time: 0.001, memory: 6929, loss_aux: 1.0425, top1_acc: 0.6250, top5_acc: 0.8268, loss_cls: 1.5878, loss: 2.6302, grad_norm: 4.0488 2020-09-24 23:52:33,136 - mmaction - INFO - Epoch [85][640/940] lr: 4.000e-03, eta: 1 day, 1:00:59, time: 1.423, data_time: 0.003, memory: 6929, loss_aux: 1.0615, top1_acc: 0.6182, top5_acc: 0.8125, loss_cls: 1.6254, loss: 2.6870, grad_norm: 4.0847 2020-09-24 23:53:01,775 - mmaction - INFO - Epoch [85][660/940] lr: 4.000e-03, eta: 1 day, 1:00:30, time: 1.432, data_time: 0.001, memory: 6929, loss_aux: 1.0508, top1_acc: 0.6152, top5_acc: 0.8168, loss_cls: 1.6119, loss: 2.6627, grad_norm: 4.0695 2020-09-24 23:53:29,658 - mmaction - INFO - Epoch [85][680/940] lr: 4.000e-03, eta: 1 day, 0:59:59, time: 1.393, data_time: 0.001, memory: 6929, loss_aux: 1.0282, top1_acc: 0.6367, top5_acc: 0.8283, loss_cls: 1.5528, loss: 2.5810, grad_norm: 4.0233 2020-09-24 23:53:58,040 - mmaction - INFO - Epoch [85][700/940] lr: 4.000e-03, eta: 1 day, 0:59:29, time: 1.420, data_time: 0.003, memory: 6929, loss_aux: 1.0365, top1_acc: 0.6264, top5_acc: 0.8232, loss_cls: 1.5839, loss: 2.6204, grad_norm: 3.9736 2020-09-24 23:54:25,609 - mmaction - INFO - Epoch [85][720/940] lr: 4.000e-03, eta: 1 day, 0:58:58, time: 1.377, data_time: 0.002, memory: 6929, loss_aux: 1.0530, top1_acc: 0.6316, top5_acc: 0.8225, loss_cls: 1.5840, loss: 2.6370, grad_norm: 4.0557 2020-09-24 23:54:53,861 - mmaction - INFO - Epoch [85][740/940] lr: 4.000e-03, eta: 1 day, 0:58:28, time: 1.414, data_time: 0.004, memory: 6929, loss_aux: 1.0279, top1_acc: 0.6348, top5_acc: 0.8248, loss_cls: 1.5598, loss: 2.5876, grad_norm: 3.9790 2020-09-24 23:55:22,082 - mmaction - INFO - Epoch [85][760/940] lr: 4.000e-03, eta: 1 day, 0:57:58, time: 1.411, data_time: 0.001, memory: 6929, loss_aux: 1.0489, top1_acc: 0.6240, top5_acc: 0.8146, loss_cls: 1.6042, loss: 2.6530, grad_norm: 4.0317 2020-09-24 23:55:49,991 - mmaction - INFO - Epoch [85][780/940] lr: 4.000e-03, eta: 1 day, 0:57:28, time: 1.394, data_time: 0.001, memory: 6929, loss_aux: 1.0449, top1_acc: 0.6264, top5_acc: 0.8232, loss_cls: 1.5926, loss: 2.6375, grad_norm: 4.0556 2020-09-24 23:56:17,803 - mmaction - INFO - Epoch [85][800/940] lr: 4.000e-03, eta: 1 day, 0:56:57, time: 1.392, data_time: 0.003, memory: 6929, loss_aux: 1.0245, top1_acc: 0.6324, top5_acc: 0.8264, loss_cls: 1.5465, loss: 2.5710, grad_norm: 4.0195 2020-09-24 23:56:46,552 - mmaction - INFO - Epoch [85][820/940] lr: 4.000e-03, eta: 1 day, 0:56:27, time: 1.437, data_time: 0.001, memory: 6929, loss_aux: 1.0460, top1_acc: 0.6230, top5_acc: 0.8197, loss_cls: 1.6031, loss: 2.6491, grad_norm: 4.0695 2020-09-24 23:57:15,296 - mmaction - INFO - Epoch [85][840/940] lr: 4.000e-03, eta: 1 day, 0:55:57, time: 1.436, data_time: 0.003, memory: 6929, loss_aux: 1.0295, top1_acc: 0.6289, top5_acc: 0.8301, loss_cls: 1.5571, loss: 2.5866, grad_norm: 3.9885 2020-09-24 23:57:43,882 - mmaction - INFO - Epoch [85][860/940] lr: 4.000e-03, eta: 1 day, 0:55:28, time: 1.430, data_time: 0.003, memory: 6929, loss_aux: 1.0580, top1_acc: 0.6211, top5_acc: 0.8121, loss_cls: 1.6274, loss: 2.6854, grad_norm: 3.9974 2020-09-24 23:58:11,720 - mmaction - INFO - Epoch [85][880/940] lr: 4.000e-03, eta: 1 day, 0:54:57, time: 1.392, data_time: 0.002, memory: 6929, loss_aux: 1.0396, top1_acc: 0.6258, top5_acc: 0.8148, loss_cls: 1.5990, loss: 2.6387, grad_norm: 3.9820 2020-09-24 23:58:39,789 - mmaction - INFO - Epoch [85][900/940] lr: 4.000e-03, eta: 1 day, 0:54:27, time: 1.404, data_time: 0.003, memory: 6929, loss_aux: 1.0434, top1_acc: 0.6295, top5_acc: 0.8285, loss_cls: 1.5794, loss: 2.6229, grad_norm: 3.9985 2020-09-24 23:59:07,676 - mmaction - INFO - Epoch [85][920/940] lr: 4.000e-03, eta: 1 day, 0:53:56, time: 1.394, data_time: 0.002, memory: 6929, loss_aux: 1.0302, top1_acc: 0.6369, top5_acc: 0.8248, loss_cls: 1.5735, loss: 2.6036, grad_norm: 3.9604 2020-09-24 23:59:35,036 - mmaction - INFO - Epoch [85][940/940] lr: 4.000e-03, eta: 1 day, 0:53:26, time: 1.369, data_time: 0.003, memory: 6929, loss_aux: 1.0445, top1_acc: 0.6216, top5_acc: 0.8176, loss_cls: 1.6023, loss: 2.6468, grad_norm: 4.0717 2020-09-24 23:59:35,460 - mmaction - INFO - Saving checkpoint at 85 epochs 2020-09-25 00:00:17,516 - mmaction - INFO - Epoch [86][20/940] lr: 4.000e-03, eta: 1 day, 0:53:04, time: 1.978, data_time: 0.279, memory: 6929, loss_aux: 1.0511, top1_acc: 0.6225, top5_acc: 0.8203, loss_cls: 1.6144, loss: 2.6655, grad_norm: 4.0993 2020-09-25 00:00:43,402 - mmaction - INFO - Epoch [86][40/940] lr: 4.000e-03, eta: 1 day, 0:52:32, time: 1.297, data_time: 0.013, memory: 6929, loss_aux: 1.0338, top1_acc: 0.6223, top5_acc: 0.8215, loss_cls: 1.5803, loss: 2.6141, grad_norm: 4.0329 2020-09-25 00:01:11,744 - mmaction - INFO - Epoch [86][60/940] lr: 4.000e-03, eta: 1 day, 0:52:02, time: 1.418, data_time: 0.004, memory: 6929, loss_aux: 1.0327, top1_acc: 0.6291, top5_acc: 0.8236, loss_cls: 1.5738, loss: 2.6065, grad_norm: 4.0930 2020-09-25 00:01:39,671 - mmaction - INFO - Epoch [86][80/940] lr: 4.000e-03, eta: 1 day, 0:51:32, time: 1.397, data_time: 0.003, memory: 6929, loss_aux: 1.0463, top1_acc: 0.6287, top5_acc: 0.8219, loss_cls: 1.5921, loss: 2.6384, grad_norm: 4.0805 2020-09-25 00:02:07,933 - mmaction - INFO - Epoch [86][100/940] lr: 4.000e-03, eta: 1 day, 0:51:01, time: 1.413, data_time: 0.002, memory: 6929, loss_aux: 1.0477, top1_acc: 0.6250, top5_acc: 0.8240, loss_cls: 1.5817, loss: 2.6294, grad_norm: 4.0164 2020-09-25 00:02:35,508 - mmaction - INFO - Epoch [86][120/940] lr: 4.000e-03, eta: 1 day, 0:50:31, time: 1.380, data_time: 0.003, memory: 6929, loss_aux: 1.0462, top1_acc: 0.6266, top5_acc: 0.8203, loss_cls: 1.5972, loss: 2.6433, grad_norm: 4.0512 2020-09-25 00:03:04,376 - mmaction - INFO - Epoch [86][140/940] lr: 4.000e-03, eta: 1 day, 0:50:01, time: 1.442, data_time: 0.002, memory: 6929, loss_aux: 1.0543, top1_acc: 0.6234, top5_acc: 0.8131, loss_cls: 1.6154, loss: 2.6697, grad_norm: 4.0384 2020-09-25 00:03:32,576 - mmaction - INFO - Epoch [86][160/940] lr: 4.000e-03, eta: 1 day, 0:49:31, time: 1.411, data_time: 0.003, memory: 6929, loss_aux: 1.0247, top1_acc: 0.6303, top5_acc: 0.8299, loss_cls: 1.5368, loss: 2.5615, grad_norm: 3.9758 2020-09-25 00:04:02,029 - mmaction - INFO - Epoch [86][180/940] lr: 4.000e-03, eta: 1 day, 0:49:02, time: 1.472, data_time: 0.002, memory: 6929, loss_aux: 1.0452, top1_acc: 0.6230, top5_acc: 0.8189, loss_cls: 1.5926, loss: 2.6378, grad_norm: 4.1109 2020-09-25 00:04:31,303 - mmaction - INFO - Epoch [86][200/940] lr: 4.000e-03, eta: 1 day, 0:48:32, time: 1.464, data_time: 0.002, memory: 6929, loss_aux: 1.0471, top1_acc: 0.6227, top5_acc: 0.8217, loss_cls: 1.5926, loss: 2.6398, grad_norm: 4.0610 2020-09-25 00:04:59,533 - mmaction - INFO - Epoch [86][220/940] lr: 4.000e-03, eta: 1 day, 0:48:02, time: 1.412, data_time: 0.002, memory: 6929, loss_aux: 1.0280, top1_acc: 0.6303, top5_acc: 0.8213, loss_cls: 1.5651, loss: 2.5932, grad_norm: 4.0057 2020-09-25 00:05:28,942 - mmaction - INFO - Epoch [86][240/940] lr: 4.000e-03, eta: 1 day, 0:47:33, time: 1.470, data_time: 0.001, memory: 6929, loss_aux: 1.0318, top1_acc: 0.6369, top5_acc: 0.8328, loss_cls: 1.5508, loss: 2.5826, grad_norm: 4.0378 2020-09-25 00:05:56,315 - mmaction - INFO - Epoch [86][260/940] lr: 4.000e-03, eta: 1 day, 0:47:02, time: 1.369, data_time: 0.002, memory: 6929, loss_aux: 1.0386, top1_acc: 0.6314, top5_acc: 0.8246, loss_cls: 1.5585, loss: 2.5972, grad_norm: 4.0579 2020-09-25 00:06:24,224 - mmaction - INFO - Epoch [86][280/940] lr: 4.000e-03, eta: 1 day, 0:46:32, time: 1.394, data_time: 0.001, memory: 6929, loss_aux: 1.0485, top1_acc: 0.6281, top5_acc: 0.8266, loss_cls: 1.5636, loss: 2.6121, grad_norm: 4.0382 2020-09-25 00:06:53,007 - mmaction - INFO - Epoch [86][300/940] lr: 4.000e-03, eta: 1 day, 0:46:02, time: 1.441, data_time: 0.003, memory: 6929, loss_aux: 0.9880, top1_acc: 0.6383, top5_acc: 0.8391, loss_cls: 1.4953, loss: 2.4833, grad_norm: 3.9807 2020-09-25 00:07:21,984 - mmaction - INFO - Epoch [86][320/940] lr: 4.000e-03, eta: 1 day, 0:45:32, time: 1.449, data_time: 0.001, memory: 6929, loss_aux: 0.9934, top1_acc: 0.6395, top5_acc: 0.8352, loss_cls: 1.4983, loss: 2.4917, grad_norm: 3.9907 2020-09-25 00:07:50,166 - mmaction - INFO - Epoch [86][340/940] lr: 4.000e-03, eta: 1 day, 0:45:02, time: 1.408, data_time: 0.001, memory: 6929, loss_aux: 1.0223, top1_acc: 0.6318, top5_acc: 0.8187, loss_cls: 1.5533, loss: 2.5755, grad_norm: 4.0287 2020-09-25 00:08:17,948 - mmaction - INFO - Epoch [86][360/940] lr: 4.000e-03, eta: 1 day, 0:44:32, time: 1.390, data_time: 0.002, memory: 6929, loss_aux: 1.0431, top1_acc: 0.6332, top5_acc: 0.8205, loss_cls: 1.5882, loss: 2.6313, grad_norm: 4.0247 2020-09-25 00:08:46,518 - mmaction - INFO - Epoch [86][380/940] lr: 4.000e-03, eta: 1 day, 0:44:02, time: 1.427, data_time: 0.001, memory: 6929, loss_aux: 1.0354, top1_acc: 0.6373, top5_acc: 0.8232, loss_cls: 1.5563, loss: 2.5917, grad_norm: 4.0202 2020-09-25 00:09:14,395 - mmaction - INFO - Epoch [86][400/940] lr: 4.000e-03, eta: 1 day, 0:43:31, time: 1.395, data_time: 0.004, memory: 6929, loss_aux: 1.0471, top1_acc: 0.6268, top5_acc: 0.8199, loss_cls: 1.5967, loss: 2.6438, grad_norm: 4.0966 2020-09-25 00:09:44,012 - mmaction - INFO - Epoch [86][420/940] lr: 4.000e-03, eta: 1 day, 0:43:02, time: 1.480, data_time: 0.001, memory: 6929, loss_aux: 1.0225, top1_acc: 0.6330, top5_acc: 0.8270, loss_cls: 1.5525, loss: 2.5750, grad_norm: 4.1080 2020-09-25 00:10:13,733 - mmaction - INFO - Epoch [86][440/940] lr: 4.000e-03, eta: 1 day, 0:42:33, time: 1.486, data_time: 0.003, memory: 6929, loss_aux: 1.0285, top1_acc: 0.6309, top5_acc: 0.8262, loss_cls: 1.5573, loss: 2.5858, grad_norm: 4.0519 2020-09-25 00:10:41,171 - mmaction - INFO - Epoch [86][460/940] lr: 4.000e-03, eta: 1 day, 0:42:02, time: 1.372, data_time: 0.002, memory: 6929, loss_aux: 1.0196, top1_acc: 0.6402, top5_acc: 0.8305, loss_cls: 1.5307, loss: 2.5503, grad_norm: 4.0076 2020-09-25 00:11:09,935 - mmaction - INFO - Epoch [86][480/940] lr: 4.000e-03, eta: 1 day, 0:41:33, time: 1.438, data_time: 0.002, memory: 6929, loss_aux: 1.0254, top1_acc: 0.6279, top5_acc: 0.8268, loss_cls: 1.5652, loss: 2.5905, grad_norm: 4.0759 2020-09-25 00:11:39,709 - mmaction - INFO - Epoch [86][500/940] lr: 4.000e-03, eta: 1 day, 0:41:04, time: 1.490, data_time: 0.002, memory: 6929, loss_aux: 1.0498, top1_acc: 0.6242, top5_acc: 0.8150, loss_cls: 1.6078, loss: 2.6576, grad_norm: 4.0071 2020-09-25 00:12:08,758 - mmaction - INFO - Epoch [86][520/940] lr: 4.000e-03, eta: 1 day, 0:40:34, time: 1.451, data_time: 0.001, memory: 6929, loss_aux: 1.0529, top1_acc: 0.6170, top5_acc: 0.8174, loss_cls: 1.6249, loss: 2.6779, grad_norm: 4.0875 2020-09-25 00:12:36,117 - mmaction - INFO - Epoch [86][540/940] lr: 4.000e-03, eta: 1 day, 0:40:03, time: 1.369, data_time: 0.003, memory: 6929, loss_aux: 1.0257, top1_acc: 0.6391, top5_acc: 0.8270, loss_cls: 1.5384, loss: 2.5641, grad_norm: 4.0262 2020-09-25 00:13:04,468 - mmaction - INFO - Epoch [86][560/940] lr: 4.000e-03, eta: 1 day, 0:39:33, time: 1.417, data_time: 0.001, memory: 6929, loss_aux: 1.0345, top1_acc: 0.6381, top5_acc: 0.8244, loss_cls: 1.5659, loss: 2.6004, grad_norm: 4.0557 2020-09-25 00:13:32,640 - mmaction - INFO - Epoch [86][580/940] lr: 4.000e-03, eta: 1 day, 0:39:03, time: 1.410, data_time: 0.002, memory: 6929, loss_aux: 1.0346, top1_acc: 0.6238, top5_acc: 0.8264, loss_cls: 1.5814, loss: 2.6160, grad_norm: 4.0862 2020-09-25 00:14:00,787 - mmaction - INFO - Epoch [86][600/940] lr: 4.000e-03, eta: 1 day, 0:38:33, time: 1.406, data_time: 0.001, memory: 6929, loss_aux: 1.0550, top1_acc: 0.6248, top5_acc: 0.8174, loss_cls: 1.6015, loss: 2.6565, grad_norm: 4.1391 2020-09-25 00:14:28,805 - mmaction - INFO - Epoch [86][620/940] lr: 4.000e-03, eta: 1 day, 0:38:02, time: 1.401, data_time: 0.002, memory: 6929, loss_aux: 1.0641, top1_acc: 0.6195, top5_acc: 0.8170, loss_cls: 1.6245, loss: 2.6886, grad_norm: 4.1172 2020-09-25 00:14:57,766 - mmaction - INFO - Epoch [86][640/940] lr: 4.000e-03, eta: 1 day, 0:37:33, time: 1.449, data_time: 0.003, memory: 6929, loss_aux: 1.0422, top1_acc: 0.6225, top5_acc: 0.8186, loss_cls: 1.6037, loss: 2.6459, grad_norm: 4.0333 2020-09-25 00:15:25,538 - mmaction - INFO - Epoch [86][660/940] lr: 4.000e-03, eta: 1 day, 0:37:02, time: 1.387, data_time: 0.001, memory: 6929, loss_aux: 1.0455, top1_acc: 0.6371, top5_acc: 0.8154, loss_cls: 1.5881, loss: 2.6336, grad_norm: 4.0726 2020-09-25 00:15:54,206 - mmaction - INFO - Epoch [86][680/940] lr: 4.000e-03, eta: 1 day, 0:36:33, time: 1.435, data_time: 0.003, memory: 6929, loss_aux: 1.0468, top1_acc: 0.6260, top5_acc: 0.8209, loss_cls: 1.5874, loss: 2.6342, grad_norm: 4.1447 2020-09-25 00:16:22,516 - mmaction - INFO - Epoch [86][700/940] lr: 4.000e-03, eta: 1 day, 0:36:02, time: 1.414, data_time: 0.001, memory: 6929, loss_aux: 1.0322, top1_acc: 0.6385, top5_acc: 0.8289, loss_cls: 1.5438, loss: 2.5760, grad_norm: 4.0432 2020-09-25 00:16:51,567 - mmaction - INFO - Epoch [86][720/940] lr: 4.000e-03, eta: 1 day, 0:35:33, time: 1.453, data_time: 0.003, memory: 6929, loss_aux: 1.0495, top1_acc: 0.6248, top5_acc: 0.8240, loss_cls: 1.5810, loss: 2.6305, grad_norm: 4.0952 2020-09-25 00:17:20,352 - mmaction - INFO - Epoch [86][740/940] lr: 4.000e-03, eta: 1 day, 0:35:03, time: 1.440, data_time: 0.003, memory: 6929, loss_aux: 1.0424, top1_acc: 0.6260, top5_acc: 0.8256, loss_cls: 1.5907, loss: 2.6331, grad_norm: 4.1083 2020-09-25 00:17:48,896 - mmaction - INFO - Epoch [86][760/940] lr: 4.000e-03, eta: 1 day, 0:34:33, time: 1.426, data_time: 0.002, memory: 6929, loss_aux: 1.0594, top1_acc: 0.6229, top5_acc: 0.8170, loss_cls: 1.6034, loss: 2.6628, grad_norm: 4.0952 2020-09-25 00:18:16,533 - mmaction - INFO - Epoch [86][780/940] lr: 4.000e-03, eta: 1 day, 0:34:03, time: 1.383, data_time: 0.003, memory: 6929, loss_aux: 1.0159, top1_acc: 0.6424, top5_acc: 0.8307, loss_cls: 1.5224, loss: 2.5382, grad_norm: 4.0084 2020-09-25 00:18:46,708 - mmaction - INFO - Epoch [86][800/940] lr: 4.000e-03, eta: 1 day, 0:33:34, time: 1.508, data_time: 0.001, memory: 6929, loss_aux: 1.0543, top1_acc: 0.6256, top5_acc: 0.8201, loss_cls: 1.5864, loss: 2.6407, grad_norm: 4.1690 2020-09-25 00:19:15,025 - mmaction - INFO - Epoch [86][820/940] lr: 4.000e-03, eta: 1 day, 0:33:04, time: 1.417, data_time: 0.002, memory: 6929, loss_aux: 1.0288, top1_acc: 0.6332, top5_acc: 0.8248, loss_cls: 1.5633, loss: 2.5921, grad_norm: 4.0731 2020-09-25 00:19:43,212 - mmaction - INFO - Epoch [86][840/940] lr: 4.000e-03, eta: 1 day, 0:32:34, time: 1.409, data_time: 0.001, memory: 6929, loss_aux: 1.0481, top1_acc: 0.6271, top5_acc: 0.8236, loss_cls: 1.5817, loss: 2.6298, grad_norm: 4.1358 2020-09-25 00:20:11,129 - mmaction - INFO - Epoch [86][860/940] lr: 4.000e-03, eta: 1 day, 0:32:03, time: 1.396, data_time: 0.002, memory: 6929, loss_aux: 1.0338, top1_acc: 0.6285, top5_acc: 0.8238, loss_cls: 1.5711, loss: 2.6049, grad_norm: 4.1285 2020-09-25 00:20:39,276 - mmaction - INFO - Epoch [86][880/940] lr: 4.000e-03, eta: 1 day, 0:31:33, time: 1.409, data_time: 0.003, memory: 6929, loss_aux: 1.0449, top1_acc: 0.6270, top5_acc: 0.8207, loss_cls: 1.5777, loss: 2.6226, grad_norm: 4.1030 2020-09-25 00:21:07,681 - mmaction - INFO - Epoch [86][900/940] lr: 4.000e-03, eta: 1 day, 0:31:03, time: 1.419, data_time: 0.001, memory: 6929, loss_aux: 1.0352, top1_acc: 0.6305, top5_acc: 0.8219, loss_cls: 1.5693, loss: 2.6045, grad_norm: 4.0449 2020-09-25 00:21:36,038 - mmaction - INFO - Epoch [86][920/940] lr: 4.000e-03, eta: 1 day, 0:30:33, time: 1.418, data_time: 0.003, memory: 6929, loss_aux: 1.0411, top1_acc: 0.6326, top5_acc: 0.8219, loss_cls: 1.5692, loss: 2.6103, grad_norm: 4.1223 2020-09-25 00:22:03,403 - mmaction - INFO - Epoch [86][940/940] lr: 4.000e-03, eta: 1 day, 0:30:02, time: 1.369, data_time: 0.003, memory: 6929, loss_aux: 1.0302, top1_acc: 0.6349, top5_acc: 0.8218, loss_cls: 1.5767, loss: 2.6069, grad_norm: 3.9927 2020-09-25 00:22:04,056 - mmaction - INFO - Saving checkpoint at 86 epochs 2020-09-25 00:22:39,430 - mmaction - INFO - Epoch [87][20/940] lr: 4.000e-03, eta: 1 day, 0:29:35, time: 1.622, data_time: 0.297, memory: 6929, loss_aux: 1.0311, top1_acc: 0.6348, top5_acc: 0.8258, loss_cls: 1.5611, loss: 2.5922, grad_norm: 4.0715 2020-09-25 00:23:06,770 - mmaction - INFO - Epoch [87][40/940] lr: 4.000e-03, eta: 1 day, 0:29:05, time: 1.366, data_time: 0.002, memory: 6929, loss_aux: 1.0442, top1_acc: 0.6238, top5_acc: 0.8213, loss_cls: 1.5767, loss: 2.6208, grad_norm: 4.0558 2020-09-25 00:23:35,121 - mmaction - INFO - Epoch [87][60/940] lr: 4.000e-03, eta: 1 day, 0:28:35, time: 1.419, data_time: 0.003, memory: 6929, loss_aux: 1.0262, top1_acc: 0.6301, top5_acc: 0.8346, loss_cls: 1.5459, loss: 2.5721, grad_norm: 4.0360 2020-09-25 00:24:02,880 - mmaction - INFO - Epoch [87][80/940] lr: 4.000e-03, eta: 1 day, 0:28:04, time: 1.387, data_time: 0.001, memory: 6929, loss_aux: 1.0381, top1_acc: 0.6303, top5_acc: 0.8281, loss_cls: 1.5574, loss: 2.5954, grad_norm: 4.0540 2020-09-25 00:24:31,665 - mmaction - INFO - Epoch [87][100/940] lr: 4.000e-03, eta: 1 day, 0:27:34, time: 1.440, data_time: 0.003, memory: 6929, loss_aux: 1.0186, top1_acc: 0.6369, top5_acc: 0.8215, loss_cls: 1.5477, loss: 2.5662, grad_norm: 4.0686 2020-09-25 00:25:00,532 - mmaction - INFO - Epoch [87][120/940] lr: 4.000e-03, eta: 1 day, 0:27:05, time: 1.444, data_time: 0.002, memory: 6929, loss_aux: 1.0633, top1_acc: 0.6244, top5_acc: 0.8182, loss_cls: 1.5952, loss: 2.6585, grad_norm: 4.1053 2020-09-25 00:25:28,083 - mmaction - INFO - Epoch [87][140/940] lr: 4.000e-03, eta: 1 day, 0:26:34, time: 1.376, data_time: 0.001, memory: 6929, loss_aux: 1.0398, top1_acc: 0.6262, top5_acc: 0.8254, loss_cls: 1.5713, loss: 2.6111, grad_norm: 4.1695 2020-09-25 00:25:56,146 - mmaction - INFO - Epoch [87][160/940] lr: 4.000e-03, eta: 1 day, 0:26:04, time: 1.405, data_time: 0.003, memory: 6929, loss_aux: 1.0377, top1_acc: 0.6291, top5_acc: 0.8211, loss_cls: 1.5711, loss: 2.6088, grad_norm: 4.0367 2020-09-25 00:26:24,461 - mmaction - INFO - Epoch [87][180/940] lr: 4.000e-03, eta: 1 day, 0:25:34, time: 1.415, data_time: 0.001, memory: 6929, loss_aux: 1.0448, top1_acc: 0.6256, top5_acc: 0.8217, loss_cls: 1.5814, loss: 2.6261, grad_norm: 4.1181 2020-09-25 00:26:53,687 - mmaction - INFO - Epoch [87][200/940] lr: 4.000e-03, eta: 1 day, 0:25:04, time: 1.463, data_time: 0.003, memory: 6929, loss_aux: 1.0267, top1_acc: 0.6389, top5_acc: 0.8316, loss_cls: 1.5360, loss: 2.5626, grad_norm: 4.1119 2020-09-25 00:27:21,619 - mmaction - INFO - Epoch [87][220/940] lr: 4.000e-03, eta: 1 day, 0:24:34, time: 1.396, data_time: 0.001, memory: 6929, loss_aux: 1.0338, top1_acc: 0.6365, top5_acc: 0.8211, loss_cls: 1.5664, loss: 2.6002, grad_norm: 4.1132 2020-09-25 00:27:50,829 - mmaction - INFO - Epoch [87][240/940] lr: 4.000e-03, eta: 1 day, 0:24:05, time: 1.460, data_time: 0.002, memory: 6929, loss_aux: 1.0108, top1_acc: 0.6416, top5_acc: 0.8375, loss_cls: 1.4939, loss: 2.5048, grad_norm: 4.0268 2020-09-25 00:28:19,502 - mmaction - INFO - Epoch [87][260/940] lr: 4.000e-03, eta: 1 day, 0:23:35, time: 1.434, data_time: 0.002, memory: 6929, loss_aux: 1.0153, top1_acc: 0.6398, top5_acc: 0.8365, loss_cls: 1.5104, loss: 2.5258, grad_norm: 4.1341 2020-09-25 00:28:47,741 - mmaction - INFO - Epoch [87][280/940] lr: 4.000e-03, eta: 1 day, 0:23:05, time: 1.410, data_time: 0.001, memory: 6929, loss_aux: 1.0391, top1_acc: 0.6223, top5_acc: 0.8262, loss_cls: 1.5684, loss: 2.6075, grad_norm: 4.1245 2020-09-25 00:29:15,810 - mmaction - INFO - Epoch [87][300/940] lr: 4.000e-03, eta: 1 day, 0:22:34, time: 1.403, data_time: 0.003, memory: 6929, loss_aux: 0.9989, top1_acc: 0.6410, top5_acc: 0.8334, loss_cls: 1.4908, loss: 2.4897, grad_norm: 4.0789 2020-09-25 00:29:43,907 - mmaction - INFO - Epoch [87][320/940] lr: 4.000e-03, eta: 1 day, 0:22:04, time: 1.405, data_time: 0.003, memory: 6929, loss_aux: 1.0466, top1_acc: 0.6258, top5_acc: 0.8205, loss_cls: 1.5825, loss: 2.6291, grad_norm: 4.0943 2020-09-25 00:30:11,723 - mmaction - INFO - Epoch [87][340/940] lr: 4.000e-03, eta: 1 day, 0:21:34, time: 1.389, data_time: 0.003, memory: 6929, loss_aux: 1.0420, top1_acc: 0.6342, top5_acc: 0.8223, loss_cls: 1.5622, loss: 2.6042, grad_norm: 4.0861 2020-09-25 00:30:40,160 - mmaction - INFO - Epoch [87][360/940] lr: 4.000e-03, eta: 1 day, 0:21:04, time: 1.425, data_time: 0.005, memory: 6929, loss_aux: 1.0471, top1_acc: 0.6252, top5_acc: 0.8211, loss_cls: 1.6018, loss: 2.6489, grad_norm: 4.1571 2020-09-25 00:31:08,682 - mmaction - INFO - Epoch [87][380/940] lr: 4.000e-03, eta: 1 day, 0:20:34, time: 1.425, data_time: 0.001, memory: 6929, loss_aux: 1.0491, top1_acc: 0.6229, top5_acc: 0.8207, loss_cls: 1.5988, loss: 2.6479, grad_norm: 4.1100 2020-09-25 00:31:36,895 - mmaction - INFO - Epoch [87][400/940] lr: 4.000e-03, eta: 1 day, 0:20:04, time: 1.412, data_time: 0.003, memory: 6929, loss_aux: 1.0233, top1_acc: 0.6363, top5_acc: 0.8279, loss_cls: 1.5279, loss: 2.5511, grad_norm: 4.1306 2020-09-25 00:32:05,491 - mmaction - INFO - Epoch [87][420/940] lr: 4.000e-03, eta: 1 day, 0:19:34, time: 1.429, data_time: 0.001, memory: 6929, loss_aux: 1.0136, top1_acc: 0.6422, top5_acc: 0.8357, loss_cls: 1.5059, loss: 2.5195, grad_norm: 4.0789 2020-09-25 00:32:34,007 - mmaction - INFO - Epoch [87][440/940] lr: 4.000e-03, eta: 1 day, 0:19:04, time: 1.427, data_time: 0.002, memory: 6929, loss_aux: 1.0285, top1_acc: 0.6309, top5_acc: 0.8270, loss_cls: 1.5697, loss: 2.5982, grad_norm: 4.1730 2020-09-25 00:33:02,133 - mmaction - INFO - Epoch [87][460/940] lr: 4.000e-03, eta: 1 day, 0:18:34, time: 1.406, data_time: 0.001, memory: 6929, loss_aux: 1.0502, top1_acc: 0.6260, top5_acc: 0.8150, loss_cls: 1.6030, loss: 2.6532, grad_norm: 4.1399 2020-09-25 00:33:31,456 - mmaction - INFO - Epoch [87][480/940] lr: 4.000e-03, eta: 1 day, 0:18:04, time: 1.465, data_time: 0.001, memory: 6929, loss_aux: 1.0409, top1_acc: 0.6264, top5_acc: 0.8244, loss_cls: 1.5826, loss: 2.6235, grad_norm: 4.1326 2020-09-25 00:34:00,551 - mmaction - INFO - Epoch [87][500/940] lr: 4.000e-03, eta: 1 day, 0:17:35, time: 1.452, data_time: 0.002, memory: 6929, loss_aux: 1.0300, top1_acc: 0.6314, top5_acc: 0.8271, loss_cls: 1.5359, loss: 2.5660, grad_norm: 4.1313 2020-09-25 00:34:28,695 - mmaction - INFO - Epoch [87][520/940] lr: 4.000e-03, eta: 1 day, 0:17:05, time: 1.410, data_time: 0.005, memory: 6929, loss_aux: 1.0505, top1_acc: 0.6162, top5_acc: 0.8182, loss_cls: 1.6083, loss: 2.6588, grad_norm: 4.1523 2020-09-25 00:34:56,871 - mmaction - INFO - Epoch [87][540/940] lr: 4.000e-03, eta: 1 day, 0:16:35, time: 1.410, data_time: 0.003, memory: 6929, loss_aux: 1.0248, top1_acc: 0.6379, top5_acc: 0.8271, loss_cls: 1.5552, loss: 2.5799, grad_norm: 4.1003 2020-09-25 00:35:25,986 - mmaction - INFO - Epoch [87][560/940] lr: 4.000e-03, eta: 1 day, 0:16:05, time: 1.455, data_time: 0.002, memory: 6929, loss_aux: 1.0782, top1_acc: 0.6150, top5_acc: 0.8092, loss_cls: 1.6452, loss: 2.7235, grad_norm: 4.2173 2020-09-25 00:35:54,207 - mmaction - INFO - Epoch [87][580/940] lr: 4.000e-03, eta: 1 day, 0:15:35, time: 1.412, data_time: 0.002, memory: 6929, loss_aux: 1.0504, top1_acc: 0.6209, top5_acc: 0.8229, loss_cls: 1.5808, loss: 2.6311, grad_norm: 4.1534 2020-09-25 00:36:24,011 - mmaction - INFO - Epoch [87][600/940] lr: 4.000e-03, eta: 1 day, 0:15:06, time: 1.488, data_time: 0.002, memory: 6929, loss_aux: 1.0154, top1_acc: 0.6361, top5_acc: 0.8326, loss_cls: 1.5314, loss: 2.5467, grad_norm: 4.0896 2020-09-25 00:36:51,674 - mmaction - INFO - Epoch [87][620/940] lr: 4.000e-03, eta: 1 day, 0:14:36, time: 1.384, data_time: 0.003, memory: 6929, loss_aux: 1.0499, top1_acc: 0.6275, top5_acc: 0.8207, loss_cls: 1.5816, loss: 2.6315, grad_norm: 4.1175 2020-09-25 00:37:20,419 - mmaction - INFO - Epoch [87][640/940] lr: 4.000e-03, eta: 1 day, 0:14:06, time: 1.438, data_time: 0.003, memory: 6929, loss_aux: 1.0401, top1_acc: 0.6369, top5_acc: 0.8240, loss_cls: 1.5635, loss: 2.6036, grad_norm: 4.1054 2020-09-25 00:37:48,117 - mmaction - INFO - Epoch [87][660/940] lr: 4.000e-03, eta: 1 day, 0:13:35, time: 1.385, data_time: 0.002, memory: 6929, loss_aux: 1.0388, top1_acc: 0.6199, top5_acc: 0.8174, loss_cls: 1.5882, loss: 2.6270, grad_norm: 4.1473 2020-09-25 00:38:17,071 - mmaction - INFO - Epoch [87][680/940] lr: 4.000e-03, eta: 1 day, 0:13:06, time: 1.448, data_time: 0.002, memory: 6929, loss_aux: 1.0462, top1_acc: 0.6254, top5_acc: 0.8236, loss_cls: 1.5865, loss: 2.6327, grad_norm: 4.1511 2020-09-25 00:38:45,773 - mmaction - INFO - Epoch [87][700/940] lr: 4.000e-03, eta: 1 day, 0:12:36, time: 1.435, data_time: 0.002, memory: 6929, loss_aux: 1.0380, top1_acc: 0.6314, top5_acc: 0.8264, loss_cls: 1.5739, loss: 2.6118, grad_norm: 4.1661 2020-09-25 00:39:13,264 - mmaction - INFO - Epoch [87][720/940] lr: 4.000e-03, eta: 1 day, 0:12:05, time: 1.376, data_time: 0.003, memory: 6929, loss_aux: 1.0476, top1_acc: 0.6303, top5_acc: 0.8180, loss_cls: 1.5946, loss: 2.6422, grad_norm: 4.1769 2020-09-25 00:39:41,767 - mmaction - INFO - Epoch [87][740/940] lr: 4.000e-03, eta: 1 day, 0:11:35, time: 1.425, data_time: 0.001, memory: 6929, loss_aux: 1.0314, top1_acc: 0.6305, top5_acc: 0.8197, loss_cls: 1.5811, loss: 2.6125, grad_norm: 4.0608 2020-09-25 00:40:10,749 - mmaction - INFO - Epoch [87][760/940] lr: 4.000e-03, eta: 1 day, 0:11:06, time: 1.449, data_time: 0.002, memory: 6929, loss_aux: 1.0465, top1_acc: 0.6303, top5_acc: 0.8277, loss_cls: 1.5823, loss: 2.6288, grad_norm: 4.1481 2020-09-25 00:40:39,968 - mmaction - INFO - Epoch [87][780/940] lr: 4.000e-03, eta: 1 day, 0:10:37, time: 1.461, data_time: 0.002, memory: 6929, loss_aux: 1.0330, top1_acc: 0.6246, top5_acc: 0.8258, loss_cls: 1.5755, loss: 2.6085, grad_norm: 4.1317 2020-09-25 00:41:09,310 - mmaction - INFO - Epoch [87][800/940] lr: 4.000e-03, eta: 1 day, 0:10:07, time: 1.467, data_time: 0.001, memory: 6929, loss_aux: 1.0287, top1_acc: 0.6375, top5_acc: 0.8258, loss_cls: 1.5378, loss: 2.5665, grad_norm: 4.0564 2020-09-25 00:41:38,172 - mmaction - INFO - Epoch [87][820/940] lr: 4.000e-03, eta: 1 day, 0:09:38, time: 1.444, data_time: 0.002, memory: 6929, loss_aux: 1.0115, top1_acc: 0.6492, top5_acc: 0.8326, loss_cls: 1.5145, loss: 2.5260, grad_norm: 4.0664 2020-09-25 00:42:06,316 - mmaction - INFO - Epoch [87][840/940] lr: 4.000e-03, eta: 1 day, 0:09:07, time: 1.406, data_time: 0.001, memory: 6929, loss_aux: 1.0689, top1_acc: 0.6166, top5_acc: 0.8162, loss_cls: 1.6215, loss: 2.6904, grad_norm: 4.2735 2020-09-25 00:42:34,614 - mmaction - INFO - Epoch [87][860/940] lr: 4.000e-03, eta: 1 day, 0:08:37, time: 1.416, data_time: 0.002, memory: 6929, loss_aux: 1.0368, top1_acc: 0.6318, top5_acc: 0.8273, loss_cls: 1.5580, loss: 2.5947, grad_norm: 4.1326 2020-09-25 00:43:02,887 - mmaction - INFO - Epoch [87][880/940] lr: 4.000e-03, eta: 1 day, 0:08:07, time: 1.413, data_time: 0.001, memory: 6929, loss_aux: 1.0361, top1_acc: 0.6354, top5_acc: 0.8270, loss_cls: 1.5510, loss: 2.5870, grad_norm: 4.1023 2020-09-25 00:43:31,194 - mmaction - INFO - Epoch [87][900/940] lr: 4.000e-03, eta: 1 day, 0:07:37, time: 1.415, data_time: 0.002, memory: 6929, loss_aux: 1.0769, top1_acc: 0.6178, top5_acc: 0.8057, loss_cls: 1.6609, loss: 2.7378, grad_norm: 4.2074 2020-09-25 00:43:59,447 - mmaction - INFO - Epoch [87][920/940] lr: 4.000e-03, eta: 1 day, 0:07:07, time: 1.413, data_time: 0.003, memory: 6929, loss_aux: 1.0046, top1_acc: 0.6484, top5_acc: 0.8330, loss_cls: 1.5081, loss: 2.5127, grad_norm: 4.0802 2020-09-25 00:44:26,911 - mmaction - INFO - Epoch [87][940/940] lr: 4.000e-03, eta: 1 day, 0:06:37, time: 1.374, data_time: 0.003, memory: 6929, loss_aux: 1.0599, top1_acc: 0.6193, top5_acc: 0.8117, loss_cls: 1.6303, loss: 2.6902, grad_norm: 4.2586 2020-09-25 00:44:27,377 - mmaction - INFO - Saving checkpoint at 87 epochs 2020-09-25 00:45:02,140 - mmaction - INFO - Epoch [88][20/940] lr: 4.000e-03, eta: 1 day, 0:06:09, time: 1.563, data_time: 0.248, memory: 6929, loss_aux: 1.0347, top1_acc: 0.6250, top5_acc: 0.8133, loss_cls: 1.6004, loss: 2.6351, grad_norm: 4.1246 2020-09-25 00:45:30,757 - mmaction - INFO - Epoch [88][40/940] lr: 4.000e-03, eta: 1 day, 0:05:39, time: 1.438, data_time: 0.009, memory: 6929, loss_aux: 1.0277, top1_acc: 0.6363, top5_acc: 0.8332, loss_cls: 1.5429, loss: 2.5706, grad_norm: 4.1353 2020-09-25 00:45:58,115 - mmaction - INFO - Epoch [88][60/940] lr: 4.000e-03, eta: 1 day, 0:05:08, time: 1.369, data_time: 0.003, memory: 6929, loss_aux: 1.0361, top1_acc: 0.6301, top5_acc: 0.8252, loss_cls: 1.5539, loss: 2.5900, grad_norm: 4.1495 2020-09-25 00:46:27,179 - mmaction - INFO - Epoch [88][80/940] lr: 4.000e-03, eta: 1 day, 0:04:39, time: 1.452, data_time: 0.001, memory: 6929, loss_aux: 1.0143, top1_acc: 0.6369, top5_acc: 0.8367, loss_cls: 1.5177, loss: 2.5320, grad_norm: 4.1363 2020-09-25 00:46:54,938 - mmaction - INFO - Epoch [88][100/940] lr: 4.000e-03, eta: 1 day, 0:04:08, time: 1.389, data_time: 0.002, memory: 6929, loss_aux: 1.0031, top1_acc: 0.6408, top5_acc: 0.8322, loss_cls: 1.5039, loss: 2.5070, grad_norm: 4.0567 2020-09-25 00:47:23,904 - mmaction - INFO - Epoch [88][120/940] lr: 4.000e-03, eta: 1 day, 0:03:39, time: 1.447, data_time: 0.001, memory: 6929, loss_aux: 1.0324, top1_acc: 0.6316, top5_acc: 0.8236, loss_cls: 1.5743, loss: 2.6067, grad_norm: 4.1575 2020-09-25 00:47:51,775 - mmaction - INFO - Epoch [88][140/940] lr: 4.000e-03, eta: 1 day, 0:03:08, time: 1.393, data_time: 0.002, memory: 6929, loss_aux: 1.0430, top1_acc: 0.6281, top5_acc: 0.8246, loss_cls: 1.5717, loss: 2.6147, grad_norm: 4.1318 2020-09-25 00:48:19,900 - mmaction - INFO - Epoch [88][160/940] lr: 4.000e-03, eta: 1 day, 0:02:38, time: 1.407, data_time: 0.003, memory: 6929, loss_aux: 1.0472, top1_acc: 0.6352, top5_acc: 0.8238, loss_cls: 1.5655, loss: 2.6127, grad_norm: 4.1689 2020-09-25 00:48:48,119 - mmaction - INFO - Epoch [88][180/940] lr: 4.000e-03, eta: 1 day, 0:02:08, time: 1.410, data_time: 0.005, memory: 6929, loss_aux: 1.0072, top1_acc: 0.6307, top5_acc: 0.8285, loss_cls: 1.5232, loss: 2.5304, grad_norm: 4.1453 2020-09-25 00:49:16,656 - mmaction - INFO - Epoch [88][200/940] lr: 4.000e-03, eta: 1 day, 0:01:38, time: 1.428, data_time: 0.003, memory: 6929, loss_aux: 1.0199, top1_acc: 0.6426, top5_acc: 0.8227, loss_cls: 1.5408, loss: 2.5607, grad_norm: 4.1213 2020-09-25 00:49:44,345 - mmaction - INFO - Epoch [88][220/940] lr: 4.000e-03, eta: 1 day, 0:01:08, time: 1.384, data_time: 0.001, memory: 6929, loss_aux: 1.0391, top1_acc: 0.6268, top5_acc: 0.8256, loss_cls: 1.5483, loss: 2.5874, grad_norm: 4.1283 2020-09-25 00:50:13,776 - mmaction - INFO - Epoch [88][240/940] lr: 4.000e-03, eta: 1 day, 0:00:38, time: 1.472, data_time: 0.002, memory: 6929, loss_aux: 1.0223, top1_acc: 0.6305, top5_acc: 0.8283, loss_cls: 1.5454, loss: 2.5676, grad_norm: 4.1174 2020-09-25 00:50:41,283 - mmaction - INFO - Epoch [88][260/940] lr: 4.000e-03, eta: 1 day, 0:00:08, time: 1.376, data_time: 0.001, memory: 6929, loss_aux: 1.0150, top1_acc: 0.6297, top5_acc: 0.8295, loss_cls: 1.5428, loss: 2.5577, grad_norm: 4.2003 2020-09-25 00:51:09,824 - mmaction - INFO - Epoch [88][280/940] lr: 4.000e-03, eta: 23:59:38, time: 1.426, data_time: 0.001, memory: 6929, loss_aux: 1.0359, top1_acc: 0.6311, top5_acc: 0.8244, loss_cls: 1.5832, loss: 2.6191, grad_norm: 4.2163 2020-09-25 00:51:37,722 - mmaction - INFO - Epoch [88][300/940] lr: 4.000e-03, eta: 23:59:08, time: 1.396, data_time: 0.002, memory: 6929, loss_aux: 1.0393, top1_acc: 0.6324, top5_acc: 0.8256, loss_cls: 1.5474, loss: 2.5867, grad_norm: 4.1705 2020-09-25 00:52:05,937 - mmaction - INFO - Epoch [88][320/940] lr: 4.000e-03, eta: 23:58:38, time: 1.410, data_time: 0.001, memory: 6929, loss_aux: 1.0486, top1_acc: 0.6238, top5_acc: 0.8215, loss_cls: 1.5921, loss: 2.6407, grad_norm: 4.1984 2020-09-25 00:52:33,849 - mmaction - INFO - Epoch [88][340/940] lr: 4.000e-03, eta: 23:58:07, time: 1.396, data_time: 0.002, memory: 6929, loss_aux: 1.0290, top1_acc: 0.6279, top5_acc: 0.8271, loss_cls: 1.5508, loss: 2.5798, grad_norm: 4.1311 2020-09-25 00:53:02,425 - mmaction - INFO - Epoch [88][360/940] lr: 4.000e-03, eta: 23:57:37, time: 1.429, data_time: 0.002, memory: 6929, loss_aux: 1.0536, top1_acc: 0.6156, top5_acc: 0.8217, loss_cls: 1.5974, loss: 2.6509, grad_norm: 4.1645 2020-09-25 00:53:31,205 - mmaction - INFO - Epoch [88][380/940] lr: 4.000e-03, eta: 23:57:08, time: 1.439, data_time: 0.002, memory: 6929, loss_aux: 1.0191, top1_acc: 0.6418, top5_acc: 0.8275, loss_cls: 1.5261, loss: 2.5452, grad_norm: 4.1346 2020-09-25 00:53:59,805 - mmaction - INFO - Epoch [88][400/940] lr: 4.000e-03, eta: 23:56:38, time: 1.430, data_time: 0.003, memory: 6929, loss_aux: 1.0145, top1_acc: 0.6389, top5_acc: 0.8244, loss_cls: 1.5616, loss: 2.5761, grad_norm: 4.1891 2020-09-25 00:54:28,335 - mmaction - INFO - Epoch [88][420/940] lr: 4.000e-03, eta: 23:56:08, time: 1.427, data_time: 0.003, memory: 6929, loss_aux: 1.0451, top1_acc: 0.6258, top5_acc: 0.8207, loss_cls: 1.5873, loss: 2.6324, grad_norm: 4.1729 2020-09-25 00:54:56,368 - mmaction - INFO - Epoch [88][440/940] lr: 4.000e-03, eta: 23:55:38, time: 1.402, data_time: 0.002, memory: 6929, loss_aux: 1.0320, top1_acc: 0.6270, top5_acc: 0.8230, loss_cls: 1.5766, loss: 2.6086, grad_norm: 4.1433 2020-09-25 00:55:24,315 - mmaction - INFO - Epoch [88][460/940] lr: 4.000e-03, eta: 23:55:08, time: 1.396, data_time: 0.001, memory: 6929, loss_aux: 1.0262, top1_acc: 0.6289, top5_acc: 0.8211, loss_cls: 1.5496, loss: 2.5758, grad_norm: 4.0618 2020-09-25 00:55:52,759 - mmaction - INFO - Epoch [88][480/940] lr: 4.000e-03, eta: 23:54:38, time: 1.424, data_time: 0.003, memory: 6929, loss_aux: 1.0100, top1_acc: 0.6463, top5_acc: 0.8295, loss_cls: 1.5180, loss: 2.5280, grad_norm: 4.0259 2020-09-25 00:56:21,139 - mmaction - INFO - Epoch [88][500/940] lr: 4.000e-03, eta: 23:54:08, time: 1.418, data_time: 0.001, memory: 6929, loss_aux: 1.0244, top1_acc: 0.6268, top5_acc: 0.8307, loss_cls: 1.5489, loss: 2.5733, grad_norm: 4.2039 2020-09-25 00:56:49,091 - mmaction - INFO - Epoch [88][520/940] lr: 4.000e-03, eta: 23:53:37, time: 1.397, data_time: 0.002, memory: 6929, loss_aux: 1.0477, top1_acc: 0.6283, top5_acc: 0.8187, loss_cls: 1.5883, loss: 2.6360, grad_norm: 4.1870 2020-09-25 00:57:16,744 - mmaction - INFO - Epoch [88][540/940] lr: 4.000e-03, eta: 23:53:07, time: 1.384, data_time: 0.002, memory: 6929, loss_aux: 1.0109, top1_acc: 0.6404, top5_acc: 0.8320, loss_cls: 1.5051, loss: 2.5160, grad_norm: 4.0851 2020-09-25 00:57:45,109 - mmaction - INFO - Epoch [88][560/940] lr: 4.000e-03, eta: 23:52:37, time: 1.417, data_time: 0.001, memory: 6929, loss_aux: 1.0490, top1_acc: 0.6168, top5_acc: 0.8137, loss_cls: 1.6062, loss: 2.6553, grad_norm: 4.1946 2020-09-25 00:58:13,532 - mmaction - INFO - Epoch [88][580/940] lr: 4.000e-03, eta: 23:52:07, time: 1.422, data_time: 0.003, memory: 6929, loss_aux: 1.0392, top1_acc: 0.6291, top5_acc: 0.8213, loss_cls: 1.5761, loss: 2.6153, grad_norm: 4.1062 2020-09-25 00:58:41,406 - mmaction - INFO - Epoch [88][600/940] lr: 4.000e-03, eta: 23:51:37, time: 1.394, data_time: 0.001, memory: 6929, loss_aux: 1.0192, top1_acc: 0.6398, top5_acc: 0.8334, loss_cls: 1.5371, loss: 2.5563, grad_norm: 4.1315 2020-09-25 00:59:09,381 - mmaction - INFO - Epoch [88][620/940] lr: 4.000e-03, eta: 23:51:06, time: 1.397, data_time: 0.001, memory: 6929, loss_aux: 1.0352, top1_acc: 0.6215, top5_acc: 0.8254, loss_cls: 1.5820, loss: 2.6172, grad_norm: 4.2487 2020-09-25 00:59:37,517 - mmaction - INFO - Epoch [88][640/940] lr: 4.000e-03, eta: 23:50:36, time: 1.408, data_time: 0.003, memory: 6929, loss_aux: 1.0749, top1_acc: 0.6148, top5_acc: 0.8107, loss_cls: 1.6521, loss: 2.7270, grad_norm: 4.2593 2020-09-25 01:00:11,434 - mmaction - INFO - Epoch [88][660/940] lr: 4.000e-03, eta: 23:50:10, time: 1.691, data_time: 0.001, memory: 6929, loss_aux: 1.0379, top1_acc: 0.6277, top5_acc: 0.8176, loss_cls: 1.5869, loss: 2.6248, grad_norm: 4.1687 2020-09-25 01:00:39,766 - mmaction - INFO - Epoch [88][680/940] lr: 4.000e-03, eta: 23:49:40, time: 1.421, data_time: 0.016, memory: 6929, loss_aux: 1.0413, top1_acc: 0.6182, top5_acc: 0.8225, loss_cls: 1.5827, loss: 2.6240, grad_norm: 4.2091 2020-09-25 01:01:08,283 - mmaction - INFO - Epoch [88][700/940] lr: 4.000e-03, eta: 23:49:10, time: 1.425, data_time: 0.001, memory: 6929, loss_aux: 1.0441, top1_acc: 0.6258, top5_acc: 0.8236, loss_cls: 1.5745, loss: 2.6187, grad_norm: 4.2070 2020-09-25 01:01:36,613 - mmaction - INFO - Epoch [88][720/940] lr: 4.000e-03, eta: 23:48:40, time: 1.417, data_time: 0.003, memory: 6929, loss_aux: 1.0387, top1_acc: 0.6203, top5_acc: 0.8289, loss_cls: 1.5704, loss: 2.6091, grad_norm: 4.3073 2020-09-25 01:02:05,242 - mmaction - INFO - Epoch [88][740/940] lr: 4.000e-03, eta: 23:48:11, time: 1.430, data_time: 0.001, memory: 6929, loss_aux: 1.0258, top1_acc: 0.6307, top5_acc: 0.8305, loss_cls: 1.5607, loss: 2.5865, grad_norm: 4.1645 2020-09-25 01:02:33,172 - mmaction - INFO - Epoch [88][760/940] lr: 4.000e-03, eta: 23:47:40, time: 1.398, data_time: 0.005, memory: 6929, loss_aux: 1.0548, top1_acc: 0.6250, top5_acc: 0.8135, loss_cls: 1.6099, loss: 2.6647, grad_norm: 4.2345 2020-09-25 01:03:01,496 - mmaction - INFO - Epoch [88][780/940] lr: 4.000e-03, eta: 23:47:10, time: 1.416, data_time: 0.001, memory: 6929, loss_aux: 1.0425, top1_acc: 0.6262, top5_acc: 0.8252, loss_cls: 1.5860, loss: 2.6285, grad_norm: 4.1986 2020-09-25 01:03:30,339 - mmaction - INFO - Epoch [88][800/940] lr: 4.000e-03, eta: 23:46:41, time: 1.441, data_time: 0.001, memory: 6929, loss_aux: 1.0151, top1_acc: 0.6250, top5_acc: 0.8309, loss_cls: 1.5511, loss: 2.5661, grad_norm: 4.1975 2020-09-25 01:03:59,113 - mmaction - INFO - Epoch [88][820/940] lr: 4.000e-03, eta: 23:46:11, time: 1.438, data_time: 0.002, memory: 6929, loss_aux: 1.0014, top1_acc: 0.6324, top5_acc: 0.8254, loss_cls: 1.5176, loss: 2.5190, grad_norm: 4.1250 2020-09-25 01:04:26,851 - mmaction - INFO - Epoch [88][840/940] lr: 4.000e-03, eta: 23:45:41, time: 1.387, data_time: 0.004, memory: 6929, loss_aux: 1.0355, top1_acc: 0.6250, top5_acc: 0.8297, loss_cls: 1.5489, loss: 2.5845, grad_norm: 4.1663 2020-09-25 01:04:54,699 - mmaction - INFO - Epoch [88][860/940] lr: 4.000e-03, eta: 23:45:10, time: 1.393, data_time: 0.003, memory: 6929, loss_aux: 1.0278, top1_acc: 0.6279, top5_acc: 0.8295, loss_cls: 1.5397, loss: 2.5675, grad_norm: 4.1452 2020-09-25 01:05:23,641 - mmaction - INFO - Epoch [88][880/940] lr: 4.000e-03, eta: 23:44:41, time: 1.446, data_time: 0.001, memory: 6929, loss_aux: 1.0460, top1_acc: 0.6238, top5_acc: 0.8230, loss_cls: 1.5880, loss: 2.6339, grad_norm: 4.2229 2020-09-25 01:05:52,900 - mmaction - INFO - Epoch [88][900/940] lr: 4.000e-03, eta: 23:44:11, time: 1.464, data_time: 0.003, memory: 6929, loss_aux: 1.0506, top1_acc: 0.6223, top5_acc: 0.8141, loss_cls: 1.6084, loss: 2.6589, grad_norm: 4.2407 2020-09-25 01:06:20,872 - mmaction - INFO - Epoch [88][920/940] lr: 4.000e-03, eta: 23:43:41, time: 1.399, data_time: 0.001, memory: 6929, loss_aux: 1.0533, top1_acc: 0.6227, top5_acc: 0.8170, loss_cls: 1.6134, loss: 2.6667, grad_norm: 4.1499 2020-09-25 01:06:49,124 - mmaction - INFO - Epoch [88][940/940] lr: 4.000e-03, eta: 23:43:11, time: 1.412, data_time: 0.001, memory: 6929, loss_aux: 1.0101, top1_acc: 0.6410, top5_acc: 0.8273, loss_cls: 1.5307, loss: 2.5407, grad_norm: 4.1377 2020-09-25 01:06:49,642 - mmaction - INFO - Saving checkpoint at 88 epochs 2020-09-25 01:07:25,234 - mmaction - INFO - Epoch [89][20/940] lr: 4.000e-03, eta: 23:42:43, time: 1.566, data_time: 0.305, memory: 6929, loss_aux: 1.0408, top1_acc: 0.6295, top5_acc: 0.8168, loss_cls: 1.5633, loss: 2.6042, grad_norm: 4.1643 2020-09-25 01:07:53,288 - mmaction - INFO - Epoch [89][40/940] lr: 4.000e-03, eta: 23:42:13, time: 1.404, data_time: 0.003, memory: 6929, loss_aux: 1.0333, top1_acc: 0.6297, top5_acc: 0.8275, loss_cls: 1.5608, loss: 2.5941, grad_norm: 4.2399 2020-09-25 01:08:21,436 - mmaction - INFO - Epoch [89][60/940] lr: 4.000e-03, eta: 23:41:43, time: 1.408, data_time: 0.002, memory: 6929, loss_aux: 1.0589, top1_acc: 0.6264, top5_acc: 0.8180, loss_cls: 1.6068, loss: 2.6657, grad_norm: 4.2867 2020-09-25 01:08:50,294 - mmaction - INFO - Epoch [89][80/940] lr: 4.000e-03, eta: 23:41:13, time: 1.442, data_time: 0.001, memory: 6929, loss_aux: 1.0163, top1_acc: 0.6387, top5_acc: 0.8336, loss_cls: 1.5223, loss: 2.5386, grad_norm: 4.2602 2020-09-25 01:09:19,092 - mmaction - INFO - Epoch [89][100/940] lr: 4.000e-03, eta: 23:40:44, time: 1.441, data_time: 0.003, memory: 6929, loss_aux: 1.0262, top1_acc: 0.6311, top5_acc: 0.8285, loss_cls: 1.5552, loss: 2.5813, grad_norm: 4.1981 2020-09-25 01:09:48,435 - mmaction - INFO - Epoch [89][120/940] lr: 4.000e-03, eta: 23:40:14, time: 1.466, data_time: 0.001, memory: 6929, loss_aux: 1.0174, top1_acc: 0.6428, top5_acc: 0.8334, loss_cls: 1.5131, loss: 2.5306, grad_norm: 4.1371 2020-09-25 01:10:16,650 - mmaction - INFO - Epoch [89][140/940] lr: 4.000e-03, eta: 23:39:44, time: 1.412, data_time: 0.002, memory: 6929, loss_aux: 1.0290, top1_acc: 0.6332, top5_acc: 0.8318, loss_cls: 1.5385, loss: 2.5676, grad_norm: 4.1382 2020-09-25 01:10:45,075 - mmaction - INFO - Epoch [89][160/940] lr: 4.000e-03, eta: 23:39:14, time: 1.421, data_time: 0.001, memory: 6929, loss_aux: 1.0310, top1_acc: 0.6305, top5_acc: 0.8193, loss_cls: 1.5661, loss: 2.5970, grad_norm: 4.1583 2020-09-25 01:11:14,003 - mmaction - INFO - Epoch [89][180/940] lr: 4.000e-03, eta: 23:38:45, time: 1.447, data_time: 0.002, memory: 6929, loss_aux: 1.0099, top1_acc: 0.6430, top5_acc: 0.8270, loss_cls: 1.5167, loss: 2.5267, grad_norm: 4.0580 2020-09-25 01:11:43,101 - mmaction - INFO - Epoch [89][200/940] lr: 4.000e-03, eta: 23:38:15, time: 1.454, data_time: 0.001, memory: 6929, loss_aux: 1.0265, top1_acc: 0.6377, top5_acc: 0.8219, loss_cls: 1.5433, loss: 2.5698, grad_norm: 4.0656 2020-09-25 01:12:12,377 - mmaction - INFO - Epoch [89][220/940] lr: 4.000e-03, eta: 23:37:46, time: 1.464, data_time: 0.002, memory: 6929, loss_aux: 1.0401, top1_acc: 0.6295, top5_acc: 0.8223, loss_cls: 1.5547, loss: 2.5948, grad_norm: 4.1383 2020-09-25 01:12:41,155 - mmaction - INFO - Epoch [89][240/940] lr: 4.000e-03, eta: 23:37:16, time: 1.440, data_time: 0.002, memory: 6929, loss_aux: 1.0220, top1_acc: 0.6406, top5_acc: 0.8346, loss_cls: 1.5246, loss: 2.5466, grad_norm: 4.1476 2020-09-25 01:13:11,068 - mmaction - INFO - Epoch [89][260/940] lr: 4.000e-03, eta: 23:36:47, time: 1.494, data_time: 0.001, memory: 6929, loss_aux: 1.0415, top1_acc: 0.6281, top5_acc: 0.8271, loss_cls: 1.5666, loss: 2.6081, grad_norm: 4.2662 2020-09-25 01:13:39,974 - mmaction - INFO - Epoch [89][280/940] lr: 4.000e-03, eta: 23:36:18, time: 1.447, data_time: 0.003, memory: 6929, loss_aux: 1.0470, top1_acc: 0.6357, top5_acc: 0.8193, loss_cls: 1.5610, loss: 2.6081, grad_norm: 4.2167 2020-09-25 01:14:09,276 - mmaction - INFO - Epoch [89][300/940] lr: 4.000e-03, eta: 23:35:49, time: 1.463, data_time: 0.001, memory: 6929, loss_aux: 1.0438, top1_acc: 0.6328, top5_acc: 0.8205, loss_cls: 1.5801, loss: 2.6238, grad_norm: 4.2098 2020-09-25 01:14:37,860 - mmaction - INFO - Epoch [89][320/940] lr: 4.000e-03, eta: 23:35:19, time: 1.430, data_time: 0.004, memory: 6929, loss_aux: 1.0223, top1_acc: 0.6295, top5_acc: 0.8273, loss_cls: 1.5485, loss: 2.5707, grad_norm: 4.2475 2020-09-25 01:15:06,891 - mmaction - INFO - Epoch [89][340/940] lr: 4.000e-03, eta: 23:34:49, time: 1.451, data_time: 0.002, memory: 6929, loss_aux: 1.0231, top1_acc: 0.6330, top5_acc: 0.8205, loss_cls: 1.5493, loss: 2.5724, grad_norm: 4.1130 2020-09-25 01:15:35,673 - mmaction - INFO - Epoch [89][360/940] lr: 4.000e-03, eta: 23:34:20, time: 1.441, data_time: 0.003, memory: 6929, loss_aux: 1.0225, top1_acc: 0.6377, top5_acc: 0.8311, loss_cls: 1.5236, loss: 2.5461, grad_norm: 4.2009 2020-09-25 01:16:04,066 - mmaction - INFO - Epoch [89][380/940] lr: 4.000e-03, eta: 23:33:50, time: 1.418, data_time: 0.001, memory: 6929, loss_aux: 1.0459, top1_acc: 0.6244, top5_acc: 0.8240, loss_cls: 1.5657, loss: 2.6116, grad_norm: 4.1838 2020-09-25 01:16:33,020 - mmaction - INFO - Epoch [89][400/940] lr: 4.000e-03, eta: 23:33:20, time: 1.449, data_time: 0.003, memory: 6929, loss_aux: 1.0424, top1_acc: 0.6264, top5_acc: 0.8252, loss_cls: 1.5729, loss: 2.6153, grad_norm: 4.2621 2020-09-25 01:17:02,004 - mmaction - INFO - Epoch [89][420/940] lr: 4.000e-03, eta: 23:32:51, time: 1.449, data_time: 0.001, memory: 6929, loss_aux: 1.0217, top1_acc: 0.6408, top5_acc: 0.8256, loss_cls: 1.5301, loss: 2.5517, grad_norm: 4.1475 2020-09-25 01:17:32,358 - mmaction - INFO - Epoch [89][440/940] lr: 4.000e-03, eta: 23:32:22, time: 1.517, data_time: 0.001, memory: 6929, loss_aux: 1.0313, top1_acc: 0.6344, top5_acc: 0.8311, loss_cls: 1.5478, loss: 2.5791, grad_norm: 4.2197 2020-09-25 01:18:01,597 - mmaction - INFO - Epoch [89][460/940] lr: 4.000e-03, eta: 23:31:53, time: 1.463, data_time: 0.003, memory: 6929, loss_aux: 1.0176, top1_acc: 0.6346, top5_acc: 0.8346, loss_cls: 1.5227, loss: 2.5403, grad_norm: 4.2009 2020-09-25 01:18:30,735 - mmaction - INFO - Epoch [89][480/940] lr: 4.000e-03, eta: 23:31:23, time: 1.456, data_time: 0.002, memory: 6929, loss_aux: 1.0395, top1_acc: 0.6217, top5_acc: 0.8264, loss_cls: 1.5718, loss: 2.6113, grad_norm: 4.2551 2020-09-25 01:19:01,311 - mmaction - INFO - Epoch [89][500/940] lr: 4.000e-03, eta: 23:30:55, time: 1.530, data_time: 0.003, memory: 6929, loss_aux: 1.0195, top1_acc: 0.6332, top5_acc: 0.8305, loss_cls: 1.5528, loss: 2.5724, grad_norm: 4.2484 2020-09-25 01:19:30,223 - mmaction - INFO - Epoch [89][520/940] lr: 4.000e-03, eta: 23:30:25, time: 1.445, data_time: 0.002, memory: 6929, loss_aux: 1.0328, top1_acc: 0.6234, top5_acc: 0.8244, loss_cls: 1.5788, loss: 2.6116, grad_norm: 4.2166 2020-09-25 01:20:02,034 - mmaction - INFO - Epoch [89][540/940] lr: 4.000e-03, eta: 23:29:58, time: 1.591, data_time: 0.003, memory: 6929, loss_aux: 1.0109, top1_acc: 0.6430, top5_acc: 0.8299, loss_cls: 1.5125, loss: 2.5234, grad_norm: 4.1417 2020-09-25 01:20:29,435 - mmaction - INFO - Epoch [89][560/940] lr: 4.000e-03, eta: 23:29:27, time: 1.370, data_time: 0.002, memory: 6929, loss_aux: 0.9995, top1_acc: 0.6434, top5_acc: 0.8303, loss_cls: 1.5171, loss: 2.5166, grad_norm: 4.1234 2020-09-25 01:20:59,209 - mmaction - INFO - Epoch [89][580/940] lr: 4.000e-03, eta: 23:28:58, time: 1.490, data_time: 0.002, memory: 6929, loss_aux: 1.0264, top1_acc: 0.6348, top5_acc: 0.8213, loss_cls: 1.5549, loss: 2.5813, grad_norm: 4.2254 2020-09-25 01:21:28,012 - mmaction - INFO - Epoch [89][600/940] lr: 4.000e-03, eta: 23:28:28, time: 1.439, data_time: 0.001, memory: 6929, loss_aux: 1.0222, top1_acc: 0.6434, top5_acc: 0.8361, loss_cls: 1.5197, loss: 2.5419, grad_norm: 4.2482 2020-09-25 01:21:56,700 - mmaction - INFO - Epoch [89][620/940] lr: 4.000e-03, eta: 23:27:59, time: 1.435, data_time: 0.002, memory: 6929, loss_aux: 1.0323, top1_acc: 0.6367, top5_acc: 0.8287, loss_cls: 1.5474, loss: 2.5798, grad_norm: 4.2921 2020-09-25 01:22:26,787 - mmaction - INFO - Epoch [89][640/940] lr: 4.000e-03, eta: 23:27:30, time: 1.504, data_time: 0.001, memory: 6929, loss_aux: 1.0389, top1_acc: 0.6277, top5_acc: 0.8229, loss_cls: 1.5720, loss: 2.6109, grad_norm: 4.2311 2020-09-25 01:22:55,852 - mmaction - INFO - Epoch [89][660/940] lr: 4.000e-03, eta: 23:27:01, time: 1.454, data_time: 0.002, memory: 6929, loss_aux: 1.0368, top1_acc: 0.6273, top5_acc: 0.8221, loss_cls: 1.5823, loss: 2.6191, grad_norm: 4.2498 2020-09-25 01:23:24,973 - mmaction - INFO - Epoch [89][680/940] lr: 4.000e-03, eta: 23:26:31, time: 1.456, data_time: 0.001, memory: 6929, loss_aux: 1.0244, top1_acc: 0.6344, top5_acc: 0.8275, loss_cls: 1.5560, loss: 2.5804, grad_norm: 4.2422 2020-09-25 01:23:53,872 - mmaction - INFO - Epoch [89][700/940] lr: 4.000e-03, eta: 23:26:02, time: 1.445, data_time: 0.001, memory: 6929, loss_aux: 1.0219, top1_acc: 0.6357, top5_acc: 0.8322, loss_cls: 1.5304, loss: 2.5523, grad_norm: 4.1884 2020-09-25 01:24:23,122 - mmaction - INFO - Epoch [89][720/940] lr: 4.000e-03, eta: 23:25:32, time: 1.462, data_time: 0.002, memory: 6929, loss_aux: 1.0414, top1_acc: 0.6252, top5_acc: 0.8260, loss_cls: 1.5691, loss: 2.6105, grad_norm: 4.2701 2020-09-25 01:24:52,053 - mmaction - INFO - Epoch [89][740/940] lr: 4.000e-03, eta: 23:25:03, time: 1.446, data_time: 0.002, memory: 6929, loss_aux: 1.0405, top1_acc: 0.6229, top5_acc: 0.8256, loss_cls: 1.5876, loss: 2.6281, grad_norm: 4.2892 2020-09-25 01:25:20,903 - mmaction - INFO - Epoch [89][760/940] lr: 4.000e-03, eta: 23:24:33, time: 1.444, data_time: 0.003, memory: 6929, loss_aux: 1.0250, top1_acc: 0.6295, top5_acc: 0.8326, loss_cls: 1.5406, loss: 2.5655, grad_norm: 4.1846 2020-09-25 01:25:49,990 - mmaction - INFO - Epoch [89][780/940] lr: 4.000e-03, eta: 23:24:04, time: 1.454, data_time: 0.002, memory: 6929, loss_aux: 1.0277, top1_acc: 0.6361, top5_acc: 0.8289, loss_cls: 1.5418, loss: 2.5695, grad_norm: 4.2742 2020-09-25 01:26:19,092 - mmaction - INFO - Epoch [89][800/940] lr: 4.000e-03, eta: 23:23:34, time: 1.456, data_time: 0.002, memory: 6929, loss_aux: 1.0113, top1_acc: 0.6379, top5_acc: 0.8307, loss_cls: 1.5046, loss: 2.5159, grad_norm: 4.2250 2020-09-25 01:26:48,000 - mmaction - INFO - Epoch [89][820/940] lr: 4.000e-03, eta: 23:23:05, time: 1.444, data_time: 0.001, memory: 6929, loss_aux: 1.0305, top1_acc: 0.6342, top5_acc: 0.8297, loss_cls: 1.5328, loss: 2.5632, grad_norm: 4.2159 2020-09-25 01:27:17,680 - mmaction - INFO - Epoch [89][840/940] lr: 4.000e-03, eta: 23:22:36, time: 1.485, data_time: 0.002, memory: 6929, loss_aux: 1.0248, top1_acc: 0.6307, top5_acc: 0.8279, loss_cls: 1.5564, loss: 2.5812, grad_norm: 4.2309 2020-09-25 01:27:46,526 - mmaction - INFO - Epoch [89][860/940] lr: 4.000e-03, eta: 23:22:06, time: 1.441, data_time: 0.001, memory: 6929, loss_aux: 1.0088, top1_acc: 0.6350, top5_acc: 0.8340, loss_cls: 1.5301, loss: 2.5389, grad_norm: 4.2484 2020-09-25 01:28:16,647 - mmaction - INFO - Epoch [89][880/940] lr: 4.000e-03, eta: 23:21:37, time: 1.507, data_time: 0.002, memory: 6929, loss_aux: 1.0330, top1_acc: 0.6307, top5_acc: 0.8275, loss_cls: 1.5560, loss: 2.5889, grad_norm: 4.2224 2020-09-25 01:28:45,011 - mmaction - INFO - Epoch [89][900/940] lr: 4.000e-03, eta: 23:21:07, time: 1.417, data_time: 0.001, memory: 6929, loss_aux: 1.0382, top1_acc: 0.6277, top5_acc: 0.8207, loss_cls: 1.5880, loss: 2.6262, grad_norm: 4.2833 2020-09-25 01:29:14,316 - mmaction - INFO - Epoch [89][920/940] lr: 4.000e-03, eta: 23:20:38, time: 1.466, data_time: 0.003, memory: 6929, loss_aux: 1.0119, top1_acc: 0.6420, top5_acc: 0.8336, loss_cls: 1.5029, loss: 2.5149, grad_norm: 4.1863 2020-09-25 01:29:42,560 - mmaction - INFO - Epoch [89][940/940] lr: 4.000e-03, eta: 23:20:08, time: 1.412, data_time: 0.002, memory: 6929, loss_aux: 1.0161, top1_acc: 0.6396, top5_acc: 0.8338, loss_cls: 1.5249, loss: 2.5410, grad_norm: 4.2276 2020-09-25 01:29:43,009 - mmaction - INFO - Saving checkpoint at 89 epochs 2020-09-25 01:30:17,568 - mmaction - INFO - Epoch [90][20/940] lr: 4.000e-03, eta: 23:19:40, time: 1.577, data_time: 0.265, memory: 6929, loss_aux: 1.0529, top1_acc: 0.6242, top5_acc: 0.8172, loss_cls: 1.5921, loss: 2.6451, grad_norm: 4.3445 2020-09-25 01:30:45,913 - mmaction - INFO - Epoch [90][40/940] lr: 4.000e-03, eta: 23:19:10, time: 1.417, data_time: 0.002, memory: 6929, loss_aux: 1.0326, top1_acc: 0.6357, top5_acc: 0.8326, loss_cls: 1.5331, loss: 2.5656, grad_norm: 4.2915 2020-09-25 01:31:14,847 - mmaction - INFO - Epoch [90][60/940] lr: 4.000e-03, eta: 23:18:41, time: 1.447, data_time: 0.003, memory: 6929, loss_aux: 1.0102, top1_acc: 0.6406, top5_acc: 0.8326, loss_cls: 1.5126, loss: 2.5228, grad_norm: 4.1928 2020-09-25 01:31:44,262 - mmaction - INFO - Epoch [90][80/940] lr: 4.000e-03, eta: 23:18:11, time: 1.472, data_time: 0.002, memory: 6929, loss_aux: 1.0252, top1_acc: 0.6285, top5_acc: 0.8246, loss_cls: 1.5467, loss: 2.5719, grad_norm: 4.2405 2020-09-25 01:32:15,125 - mmaction - INFO - Epoch [90][100/940] lr: 4.000e-03, eta: 23:17:43, time: 1.542, data_time: 0.001, memory: 6929, loss_aux: 1.0260, top1_acc: 0.6359, top5_acc: 0.8330, loss_cls: 1.5254, loss: 2.5513, grad_norm: 4.2639 2020-09-25 01:32:42,931 - mmaction - INFO - Epoch [90][120/940] lr: 4.000e-03, eta: 23:17:13, time: 1.390, data_time: 0.002, memory: 6929, loss_aux: 1.0502, top1_acc: 0.6221, top5_acc: 0.8221, loss_cls: 1.5783, loss: 2.6285, grad_norm: 4.2479 2020-09-25 01:33:13,158 - mmaction - INFO - Epoch [90][140/940] lr: 4.000e-03, eta: 23:16:44, time: 1.513, data_time: 0.002, memory: 6929, loss_aux: 1.0301, top1_acc: 0.6416, top5_acc: 0.8307, loss_cls: 1.5363, loss: 2.5664, grad_norm: 4.1940 2020-09-25 01:33:42,025 - mmaction - INFO - Epoch [90][160/940] lr: 4.000e-03, eta: 23:16:15, time: 1.443, data_time: 0.001, memory: 6929, loss_aux: 1.0114, top1_acc: 0.6369, top5_acc: 0.8240, loss_cls: 1.5380, loss: 2.5494, grad_norm: 4.1850 2020-09-25 01:34:11,384 - mmaction - INFO - Epoch [90][180/940] lr: 4.000e-03, eta: 23:15:45, time: 1.467, data_time: 0.003, memory: 6929, loss_aux: 1.0437, top1_acc: 0.6287, top5_acc: 0.8201, loss_cls: 1.5842, loss: 2.6279, grad_norm: 4.2595 2020-09-25 01:34:41,885 - mmaction - INFO - Epoch [90][200/940] lr: 4.000e-03, eta: 23:15:17, time: 1.526, data_time: 0.003, memory: 6929, loss_aux: 1.0360, top1_acc: 0.6334, top5_acc: 0.8250, loss_cls: 1.5606, loss: 2.5965, grad_norm: 4.2174 2020-09-25 01:35:10,397 - mmaction - INFO - Epoch [90][220/940] lr: 4.000e-03, eta: 23:14:47, time: 1.424, data_time: 0.001, memory: 6929, loss_aux: 1.0012, top1_acc: 0.6451, top5_acc: 0.8309, loss_cls: 1.4933, loss: 2.4944, grad_norm: 4.1122 2020-09-25 01:35:39,540 - mmaction - INFO - Epoch [90][240/940] lr: 4.000e-03, eta: 23:14:18, time: 1.458, data_time: 0.003, memory: 6929, loss_aux: 1.0264, top1_acc: 0.6320, top5_acc: 0.8299, loss_cls: 1.5355, loss: 2.5618, grad_norm: 4.2387 2020-09-25 01:36:08,672 - mmaction - INFO - Epoch [90][260/940] lr: 4.000e-03, eta: 23:13:48, time: 1.456, data_time: 0.001, memory: 6929, loss_aux: 1.0405, top1_acc: 0.6385, top5_acc: 0.8230, loss_cls: 1.5550, loss: 2.5955, grad_norm: 4.2389 2020-09-25 01:36:37,110 - mmaction - INFO - Epoch [90][280/940] lr: 4.000e-03, eta: 23:13:18, time: 1.423, data_time: 0.003, memory: 6929, loss_aux: 1.0096, top1_acc: 0.6377, top5_acc: 0.8270, loss_cls: 1.5376, loss: 2.5472, grad_norm: 4.1991 2020-09-25 01:37:06,092 - mmaction - INFO - Epoch [90][300/940] lr: 4.000e-03, eta: 23:12:49, time: 1.449, data_time: 0.002, memory: 6929, loss_aux: 1.0404, top1_acc: 0.6262, top5_acc: 0.8215, loss_cls: 1.5814, loss: 2.6218, grad_norm: 4.2712 2020-09-25 01:37:35,156 - mmaction - INFO - Epoch [90][320/940] lr: 4.000e-03, eta: 23:12:19, time: 1.454, data_time: 0.002, memory: 6929, loss_aux: 1.0285, top1_acc: 0.6254, top5_acc: 0.8273, loss_cls: 1.5622, loss: 2.5907, grad_norm: 4.2601 2020-09-25 01:38:04,065 - mmaction - INFO - Epoch [90][340/940] lr: 4.000e-03, eta: 23:11:50, time: 1.444, data_time: 0.002, memory: 6929, loss_aux: 1.0235, top1_acc: 0.6396, top5_acc: 0.8309, loss_cls: 1.5281, loss: 2.5516, grad_norm: 4.1833 2020-09-25 01:38:32,612 - mmaction - INFO - Epoch [90][360/940] lr: 4.000e-03, eta: 23:11:20, time: 1.427, data_time: 0.003, memory: 6929, loss_aux: 1.0056, top1_acc: 0.6387, top5_acc: 0.8289, loss_cls: 1.5161, loss: 2.5218, grad_norm: 4.1652 2020-09-25 01:39:01,112 - mmaction - INFO - Epoch [90][380/940] lr: 4.000e-03, eta: 23:10:50, time: 1.427, data_time: 0.004, memory: 6929, loss_aux: 1.0494, top1_acc: 0.6201, top5_acc: 0.8211, loss_cls: 1.5954, loss: 2.6449, grad_norm: 4.2442 2020-09-25 01:39:31,577 - mmaction - INFO - Epoch [90][400/940] lr: 4.000e-03, eta: 23:10:21, time: 1.522, data_time: 0.001, memory: 6929, loss_aux: 1.0285, top1_acc: 0.6326, top5_acc: 0.8287, loss_cls: 1.5498, loss: 2.5783, grad_norm: 4.2588 2020-09-25 01:40:01,597 - mmaction - INFO - Epoch [90][420/940] lr: 4.000e-03, eta: 23:09:53, time: 1.502, data_time: 0.003, memory: 6929, loss_aux: 1.0236, top1_acc: 0.6379, top5_acc: 0.8334, loss_cls: 1.5323, loss: 2.5559, grad_norm: 4.1599 2020-09-25 01:40:29,736 - mmaction - INFO - Epoch [90][440/940] lr: 4.000e-03, eta: 23:09:23, time: 1.406, data_time: 0.002, memory: 6929, loss_aux: 1.0273, top1_acc: 0.6332, top5_acc: 0.8262, loss_cls: 1.5514, loss: 2.5787, grad_norm: 4.2484 2020-09-25 01:40:58,785 - mmaction - INFO - Epoch [90][460/940] lr: 4.000e-03, eta: 23:08:53, time: 1.453, data_time: 0.003, memory: 6929, loss_aux: 0.9909, top1_acc: 0.6484, top5_acc: 0.8416, loss_cls: 1.4725, loss: 2.4634, grad_norm: 4.1457 2020-09-25 01:41:27,751 - mmaction - INFO - Epoch [90][480/940] lr: 4.000e-03, eta: 23:08:24, time: 1.448, data_time: 0.002, memory: 6929, loss_aux: 0.9958, top1_acc: 0.6506, top5_acc: 0.8363, loss_cls: 1.4803, loss: 2.4761, grad_norm: 4.1643 2020-09-25 01:41:56,579 - mmaction - INFO - Epoch [90][500/940] lr: 4.000e-03, eta: 23:07:54, time: 1.442, data_time: 0.002, memory: 6929, loss_aux: 1.0438, top1_acc: 0.6316, top5_acc: 0.8229, loss_cls: 1.5743, loss: 2.6181, grad_norm: 4.3001 2020-09-25 01:42:25,467 - mmaction - INFO - Epoch [90][520/940] lr: 4.000e-03, eta: 23:07:24, time: 1.444, data_time: 0.001, memory: 6929, loss_aux: 1.0444, top1_acc: 0.6275, top5_acc: 0.8217, loss_cls: 1.5879, loss: 2.6323, grad_norm: 4.2359 2020-09-25 01:42:54,712 - mmaction - INFO - Epoch [90][540/940] lr: 4.000e-03, eta: 23:06:55, time: 1.463, data_time: 0.002, memory: 6929, loss_aux: 1.0219, top1_acc: 0.6436, top5_acc: 0.8266, loss_cls: 1.5287, loss: 2.5506, grad_norm: 4.2096 2020-09-25 01:43:23,281 - mmaction - INFO - Epoch [90][560/940] lr: 4.000e-03, eta: 23:06:25, time: 1.427, data_time: 0.001, memory: 6929, loss_aux: 1.0291, top1_acc: 0.6348, top5_acc: 0.8275, loss_cls: 1.5523, loss: 2.5814, grad_norm: 4.2481 2020-09-25 01:43:51,856 - mmaction - INFO - Epoch [90][580/940] lr: 4.000e-03, eta: 23:05:55, time: 1.430, data_time: 0.002, memory: 6929, loss_aux: 1.0144, top1_acc: 0.6352, top5_acc: 0.8359, loss_cls: 1.5083, loss: 2.5227, grad_norm: 4.2329 2020-09-25 01:44:20,378 - mmaction - INFO - Epoch [90][600/940] lr: 4.000e-03, eta: 23:05:26, time: 1.426, data_time: 0.001, memory: 6929, loss_aux: 1.0270, top1_acc: 0.6328, top5_acc: 0.8297, loss_cls: 1.5474, loss: 2.5744, grad_norm: 4.3169 2020-09-25 01:44:48,695 - mmaction - INFO - Epoch [90][620/940] lr: 4.000e-03, eta: 23:04:56, time: 1.414, data_time: 0.001, memory: 6929, loss_aux: 1.0322, top1_acc: 0.6283, top5_acc: 0.8275, loss_cls: 1.5494, loss: 2.5816, grad_norm: 4.2964 2020-09-25 01:45:16,493 - mmaction - INFO - Epoch [90][640/940] lr: 4.000e-03, eta: 23:04:25, time: 1.391, data_time: 0.003, memory: 6929, loss_aux: 1.0355, top1_acc: 0.6283, top5_acc: 0.8227, loss_cls: 1.5665, loss: 2.6020, grad_norm: 4.2510 2020-09-25 01:45:45,768 - mmaction - INFO - Epoch [90][660/940] lr: 4.000e-03, eta: 23:03:56, time: 1.463, data_time: 0.001, memory: 6929, loss_aux: 1.0584, top1_acc: 0.6305, top5_acc: 0.8182, loss_cls: 1.6033, loss: 2.6617, grad_norm: 4.2991 2020-09-25 01:46:13,269 - mmaction - INFO - Epoch [90][680/940] lr: 4.000e-03, eta: 23:03:26, time: 1.376, data_time: 0.002, memory: 6929, loss_aux: 1.0306, top1_acc: 0.6443, top5_acc: 0.8328, loss_cls: 1.5242, loss: 2.5548, grad_norm: 4.2603 2020-09-25 01:46:42,191 - mmaction - INFO - Epoch [90][700/940] lr: 4.000e-03, eta: 23:02:56, time: 1.446, data_time: 0.001, memory: 6929, loss_aux: 1.0354, top1_acc: 0.6283, top5_acc: 0.8197, loss_cls: 1.5722, loss: 2.6075, grad_norm: 4.2861 2020-09-25 01:47:10,897 - mmaction - INFO - Epoch [90][720/940] lr: 4.000e-03, eta: 23:02:26, time: 1.434, data_time: 0.002, memory: 6929, loss_aux: 1.0128, top1_acc: 0.6357, top5_acc: 0.8334, loss_cls: 1.5293, loss: 2.5421, grad_norm: 4.2589 2020-09-25 01:47:40,087 - mmaction - INFO - Epoch [90][740/940] lr: 4.000e-03, eta: 23:01:57, time: 1.461, data_time: 0.003, memory: 6929, loss_aux: 1.0276, top1_acc: 0.6334, top5_acc: 0.8270, loss_cls: 1.5473, loss: 2.5748, grad_norm: 4.2671 2020-09-25 01:48:08,575 - mmaction - INFO - Epoch [90][760/940] lr: 4.000e-03, eta: 23:01:27, time: 1.423, data_time: 0.001, memory: 6929, loss_aux: 1.0051, top1_acc: 0.6533, top5_acc: 0.8354, loss_cls: 1.4932, loss: 2.4983, grad_norm: 4.2361 2020-09-25 01:48:36,925 - mmaction - INFO - Epoch [90][780/940] lr: 4.000e-03, eta: 23:00:57, time: 1.418, data_time: 0.002, memory: 6929, loss_aux: 1.0478, top1_acc: 0.6271, top5_acc: 0.8258, loss_cls: 1.5769, loss: 2.6247, grad_norm: 4.2569 2020-09-25 01:49:05,349 - mmaction - INFO - Epoch [90][800/940] lr: 4.000e-03, eta: 23:00:27, time: 1.420, data_time: 0.001, memory: 6929, loss_aux: 1.0232, top1_acc: 0.6332, top5_acc: 0.8311, loss_cls: 1.5386, loss: 2.5619, grad_norm: 4.3475 2020-09-25 01:49:33,918 - mmaction - INFO - Epoch [90][820/940] lr: 4.000e-03, eta: 22:59:57, time: 1.430, data_time: 0.003, memory: 6929, loss_aux: 1.0162, top1_acc: 0.6473, top5_acc: 0.8305, loss_cls: 1.5205, loss: 2.5367, grad_norm: 4.2220 2020-09-25 01:50:01,821 - mmaction - INFO - Epoch [90][840/940] lr: 4.000e-03, eta: 22:59:27, time: 1.396, data_time: 0.001, memory: 6929, loss_aux: 1.0466, top1_acc: 0.6328, top5_acc: 0.8199, loss_cls: 1.5810, loss: 2.6276, grad_norm: 4.3092 2020-09-25 01:50:30,823 - mmaction - INFO - Epoch [90][860/940] lr: 4.000e-03, eta: 22:58:58, time: 1.448, data_time: 0.001, memory: 6929, loss_aux: 1.0249, top1_acc: 0.6412, top5_acc: 0.8299, loss_cls: 1.5274, loss: 2.5522, grad_norm: 4.1659 2020-09-25 01:50:59,711 - mmaction - INFO - Epoch [90][880/940] lr: 4.000e-03, eta: 22:58:28, time: 1.446, data_time: 0.003, memory: 6929, loss_aux: 1.0250, top1_acc: 0.6395, top5_acc: 0.8266, loss_cls: 1.5428, loss: 2.5678, grad_norm: 4.2689 2020-09-25 01:51:28,277 - mmaction - INFO - Epoch [90][900/940] lr: 4.000e-03, eta: 22:57:58, time: 1.428, data_time: 0.001, memory: 6929, loss_aux: 1.0518, top1_acc: 0.6217, top5_acc: 0.8186, loss_cls: 1.6070, loss: 2.6589, grad_norm: 4.3344 2020-09-25 01:51:56,933 - mmaction - INFO - Epoch [90][920/940] lr: 4.000e-03, eta: 22:57:29, time: 1.433, data_time: 0.002, memory: 6929, loss_aux: 1.0275, top1_acc: 0.6289, top5_acc: 0.8299, loss_cls: 1.5604, loss: 2.5879, grad_norm: 4.2612 2020-09-25 01:52:24,824 - mmaction - INFO - Epoch [90][940/940] lr: 4.000e-03, eta: 22:56:58, time: 1.391, data_time: 0.001, memory: 6929, loss_aux: 1.0325, top1_acc: 0.6382, top5_acc: 0.8348, loss_cls: 1.5375, loss: 2.5701, grad_norm: 4.3100 2020-09-25 01:52:25,201 - mmaction - INFO - Saving checkpoint at 90 epochs 2020-09-25 01:52:59,354 - mmaction - INFO - Epoch [91][20/940] lr: 4.000e-03, eta: 22:56:31, time: 1.596, data_time: 0.262, memory: 6929, loss_aux: 1.0542, top1_acc: 0.6295, top5_acc: 0.8264, loss_cls: 1.5766, loss: 2.6308, grad_norm: 4.3087 2020-09-25 01:53:26,971 - mmaction - INFO - Epoch [91][40/940] lr: 4.000e-03, eta: 22:56:00, time: 1.380, data_time: 0.002, memory: 6929, loss_aux: 1.0361, top1_acc: 0.6258, top5_acc: 0.8285, loss_cls: 1.5620, loss: 2.5981, grad_norm: 4.2983 2020-09-25 01:53:55,488 - mmaction - INFO - Epoch [91][60/940] lr: 4.000e-03, eta: 22:55:31, time: 1.426, data_time: 0.002, memory: 6929, loss_aux: 0.9893, top1_acc: 0.6459, top5_acc: 0.8375, loss_cls: 1.4707, loss: 2.4600, grad_norm: 4.2308 2020-09-25 01:54:23,985 - mmaction - INFO - Epoch [91][80/940] lr: 4.000e-03, eta: 22:55:01, time: 1.424, data_time: 0.001, memory: 6929, loss_aux: 1.0199, top1_acc: 0.6428, top5_acc: 0.8314, loss_cls: 1.5226, loss: 2.5425, grad_norm: 4.2679 2020-09-25 01:54:51,847 - mmaction - INFO - Epoch [91][100/940] lr: 4.000e-03, eta: 22:54:31, time: 1.394, data_time: 0.003, memory: 6929, loss_aux: 1.0065, top1_acc: 0.6434, top5_acc: 0.8332, loss_cls: 1.4974, loss: 2.5038, grad_norm: 4.2378 2020-09-25 01:55:21,696 - mmaction - INFO - Epoch [91][120/940] lr: 4.000e-03, eta: 22:54:02, time: 1.493, data_time: 0.002, memory: 6929, loss_aux: 1.0415, top1_acc: 0.6326, top5_acc: 0.8275, loss_cls: 1.5461, loss: 2.5875, grad_norm: 4.3202 2020-09-25 01:55:50,614 - mmaction - INFO - Epoch [91][140/940] lr: 4.000e-03, eta: 22:53:32, time: 1.445, data_time: 0.001, memory: 6929, loss_aux: 1.0157, top1_acc: 0.6340, top5_acc: 0.8320, loss_cls: 1.5223, loss: 2.5380, grad_norm: 4.3250 2020-09-25 01:56:19,074 - mmaction - INFO - Epoch [91][160/940] lr: 4.000e-03, eta: 22:53:02, time: 1.423, data_time: 0.002, memory: 6929, loss_aux: 0.9725, top1_acc: 0.6605, top5_acc: 0.8477, loss_cls: 1.4301, loss: 2.4027, grad_norm: 4.1430 2020-09-25 01:56:47,328 - mmaction - INFO - Epoch [91][180/940] lr: 4.000e-03, eta: 22:52:32, time: 1.412, data_time: 0.002, memory: 6929, loss_aux: 1.0293, top1_acc: 0.6377, top5_acc: 0.8271, loss_cls: 1.5468, loss: 2.5761, grad_norm: 4.2726 2020-09-25 01:57:15,349 - mmaction - INFO - Epoch [91][200/940] lr: 4.000e-03, eta: 22:52:02, time: 1.401, data_time: 0.003, memory: 6929, loss_aux: 1.0473, top1_acc: 0.6367, top5_acc: 0.8266, loss_cls: 1.5529, loss: 2.6003, grad_norm: 4.3212 2020-09-25 01:57:43,216 - mmaction - INFO - Epoch [91][220/940] lr: 4.000e-03, eta: 22:51:32, time: 1.393, data_time: 0.002, memory: 6929, loss_aux: 1.0335, top1_acc: 0.6262, top5_acc: 0.8213, loss_cls: 1.5743, loss: 2.6078, grad_norm: 4.3075 2020-09-25 01:58:12,154 - mmaction - INFO - Epoch [91][240/940] lr: 4.000e-03, eta: 22:51:02, time: 1.447, data_time: 0.003, memory: 6929, loss_aux: 1.0047, top1_acc: 0.6543, top5_acc: 0.8355, loss_cls: 1.4821, loss: 2.4868, grad_norm: 4.1039 2020-09-25 01:58:41,943 - mmaction - INFO - Epoch [91][260/940] lr: 4.000e-03, eta: 22:50:33, time: 1.490, data_time: 0.002, memory: 6929, loss_aux: 1.0502, top1_acc: 0.6266, top5_acc: 0.8232, loss_cls: 1.5724, loss: 2.6227, grad_norm: 4.3742 2020-09-25 01:59:09,884 - mmaction - INFO - Epoch [91][280/940] lr: 4.000e-03, eta: 22:50:03, time: 1.396, data_time: 0.002, memory: 6929, loss_aux: 1.0351, top1_acc: 0.6344, top5_acc: 0.8201, loss_cls: 1.5545, loss: 2.5896, grad_norm: 4.3077 2020-09-25 01:59:37,987 - mmaction - INFO - Epoch [91][300/940] lr: 4.000e-03, eta: 22:49:33, time: 1.406, data_time: 0.003, memory: 6929, loss_aux: 1.0135, top1_acc: 0.6447, top5_acc: 0.8328, loss_cls: 1.4932, loss: 2.5068, grad_norm: 4.3130 2020-09-25 02:00:16,016 - mmaction - INFO - Epoch [91][320/940] lr: 4.000e-03, eta: 22:49:09, time: 1.890, data_time: 0.001, memory: 6929, loss_aux: 1.0389, top1_acc: 0.6359, top5_acc: 0.8254, loss_cls: 1.5512, loss: 2.5901, grad_norm: 4.3382 2020-09-25 02:00:43,587 - mmaction - INFO - Epoch [91][340/940] lr: 4.000e-03, eta: 22:48:39, time: 1.390, data_time: 0.020, memory: 6929, loss_aux: 1.0358, top1_acc: 0.6307, top5_acc: 0.8260, loss_cls: 1.5434, loss: 2.5792, grad_norm: 4.3192 2020-09-25 02:01:10,745 - mmaction - INFO - Epoch [91][360/940] lr: 4.000e-03, eta: 22:48:08, time: 1.358, data_time: 0.002, memory: 6929, loss_aux: 0.9981, top1_acc: 0.6475, top5_acc: 0.8391, loss_cls: 1.4972, loss: 2.4953, grad_norm: 4.2854 2020-09-25 02:01:39,030 - mmaction - INFO - Epoch [91][380/940] lr: 4.000e-03, eta: 22:47:38, time: 1.415, data_time: 0.002, memory: 6929, loss_aux: 1.0301, top1_acc: 0.6424, top5_acc: 0.8271, loss_cls: 1.5290, loss: 2.5591, grad_norm: 4.2762 2020-09-25 02:02:07,714 - mmaction - INFO - Epoch [91][400/940] lr: 4.000e-03, eta: 22:47:09, time: 1.434, data_time: 0.001, memory: 6929, loss_aux: 1.0182, top1_acc: 0.6408, top5_acc: 0.8229, loss_cls: 1.5427, loss: 2.5608, grad_norm: 4.2863 2020-09-25 02:02:36,028 - mmaction - INFO - Epoch [91][420/940] lr: 4.000e-03, eta: 22:46:39, time: 1.416, data_time: 0.002, memory: 6929, loss_aux: 1.0331, top1_acc: 0.6334, top5_acc: 0.8303, loss_cls: 1.5411, loss: 2.5742, grad_norm: 4.2813 2020-09-25 02:03:04,248 - mmaction - INFO - Epoch [91][440/940] lr: 4.000e-03, eta: 22:46:09, time: 1.409, data_time: 0.002, memory: 6929, loss_aux: 1.0125, top1_acc: 0.6422, top5_acc: 0.8352, loss_cls: 1.5168, loss: 2.5293, grad_norm: 4.2720 2020-09-25 02:03:32,684 - mmaction - INFO - Epoch [91][460/940] lr: 4.000e-03, eta: 22:45:39, time: 1.425, data_time: 0.004, memory: 6929, loss_aux: 1.0258, top1_acc: 0.6428, top5_acc: 0.8285, loss_cls: 1.5354, loss: 2.5612, grad_norm: 4.1996 2020-09-25 02:04:00,910 - mmaction - INFO - Epoch [91][480/940] lr: 4.000e-03, eta: 22:45:09, time: 1.410, data_time: 0.001, memory: 6929, loss_aux: 1.0070, top1_acc: 0.6414, top5_acc: 0.8324, loss_cls: 1.5041, loss: 2.5110, grad_norm: 4.2212 2020-09-25 02:04:29,387 - mmaction - INFO - Epoch [91][500/940] lr: 4.000e-03, eta: 22:44:39, time: 1.424, data_time: 0.003, memory: 6929, loss_aux: 1.0201, top1_acc: 0.6406, top5_acc: 0.8283, loss_cls: 1.5232, loss: 2.5433, grad_norm: 4.2526 2020-09-25 02:04:58,000 - mmaction - INFO - Epoch [91][520/940] lr: 4.000e-03, eta: 22:44:09, time: 1.432, data_time: 0.003, memory: 6929, loss_aux: 1.0125, top1_acc: 0.6332, top5_acc: 0.8332, loss_cls: 1.5346, loss: 2.5471, grad_norm: 4.3227 2020-09-25 02:05:26,511 - mmaction - INFO - Epoch [91][540/940] lr: 4.000e-03, eta: 22:43:39, time: 1.424, data_time: 0.001, memory: 6929, loss_aux: 1.0346, top1_acc: 0.6232, top5_acc: 0.8182, loss_cls: 1.5660, loss: 2.6007, grad_norm: 4.2966 2020-09-25 02:05:54,804 - mmaction - INFO - Epoch [91][560/940] lr: 4.000e-03, eta: 22:43:10, time: 1.415, data_time: 0.003, memory: 6929, loss_aux: 1.0236, top1_acc: 0.6404, top5_acc: 0.8268, loss_cls: 1.5394, loss: 2.5630, grad_norm: 4.2976 2020-09-25 02:06:23,273 - mmaction - INFO - Epoch [91][580/940] lr: 4.000e-03, eta: 22:42:40, time: 1.423, data_time: 0.002, memory: 6929, loss_aux: 1.0103, top1_acc: 0.6426, top5_acc: 0.8305, loss_cls: 1.5275, loss: 2.5377, grad_norm: 4.2446 2020-09-25 02:06:51,711 - mmaction - INFO - Epoch [91][600/940] lr: 4.000e-03, eta: 22:42:10, time: 1.423, data_time: 0.003, memory: 6929, loss_aux: 1.0351, top1_acc: 0.6328, top5_acc: 0.8256, loss_cls: 1.5676, loss: 2.6027, grad_norm: 4.2838 2020-09-25 02:07:20,344 - mmaction - INFO - Epoch [91][620/940] lr: 4.000e-03, eta: 22:41:40, time: 1.432, data_time: 0.002, memory: 6929, loss_aux: 1.0430, top1_acc: 0.6258, top5_acc: 0.8207, loss_cls: 1.5827, loss: 2.6257, grad_norm: 4.3595 2020-09-25 02:07:48,822 - mmaction - INFO - Epoch [91][640/940] lr: 4.000e-03, eta: 22:41:10, time: 1.423, data_time: 0.001, memory: 6929, loss_aux: 1.0420, top1_acc: 0.6209, top5_acc: 0.8316, loss_cls: 1.5698, loss: 2.6119, grad_norm: 4.3980 2020-09-25 02:08:18,197 - mmaction - INFO - Epoch [91][660/940] lr: 4.000e-03, eta: 22:40:41, time: 1.470, data_time: 0.003, memory: 6929, loss_aux: 1.0241, top1_acc: 0.6297, top5_acc: 0.8221, loss_cls: 1.5675, loss: 2.5916, grad_norm: 4.2641 2020-09-25 02:08:46,519 - mmaction - INFO - Epoch [91][680/940] lr: 4.000e-03, eta: 22:40:11, time: 1.415, data_time: 0.001, memory: 6929, loss_aux: 1.0184, top1_acc: 0.6293, top5_acc: 0.8289, loss_cls: 1.5548, loss: 2.5732, grad_norm: 4.3600 2020-09-25 02:09:14,570 - mmaction - INFO - Epoch [91][700/940] lr: 4.000e-03, eta: 22:39:41, time: 1.404, data_time: 0.003, memory: 6929, loss_aux: 1.0259, top1_acc: 0.6400, top5_acc: 0.8301, loss_cls: 1.5237, loss: 2.5496, grad_norm: 4.2833 2020-09-25 02:09:43,446 - mmaction - INFO - Epoch [91][720/940] lr: 4.000e-03, eta: 22:39:11, time: 1.443, data_time: 0.001, memory: 6929, loss_aux: 1.0179, top1_acc: 0.6305, top5_acc: 0.8281, loss_cls: 1.5533, loss: 2.5713, grad_norm: 4.3131 2020-09-25 02:10:11,971 - mmaction - INFO - Epoch [91][740/940] lr: 4.000e-03, eta: 22:38:42, time: 1.422, data_time: 0.002, memory: 6929, loss_aux: 1.0516, top1_acc: 0.6334, top5_acc: 0.8184, loss_cls: 1.5872, loss: 2.6388, grad_norm: 4.3541 2020-09-25 02:10:41,021 - mmaction - INFO - Epoch [91][760/940] lr: 4.000e-03, eta: 22:38:12, time: 1.458, data_time: 0.007, memory: 6929, loss_aux: 1.0328, top1_acc: 0.6387, top5_acc: 0.8309, loss_cls: 1.5412, loss: 2.5740, grad_norm: 4.2522 2020-09-25 02:11:09,183 - mmaction - INFO - Epoch [91][780/940] lr: 4.000e-03, eta: 22:37:42, time: 1.407, data_time: 0.001, memory: 6929, loss_aux: 1.0301, top1_acc: 0.6424, top5_acc: 0.8271, loss_cls: 1.5305, loss: 2.5606, grad_norm: 4.3253 2020-09-25 02:11:37,813 - mmaction - INFO - Epoch [91][800/940] lr: 4.000e-03, eta: 22:37:12, time: 1.433, data_time: 0.002, memory: 6929, loss_aux: 1.0199, top1_acc: 0.6428, top5_acc: 0.8273, loss_cls: 1.5366, loss: 2.5565, grad_norm: 4.3335 2020-09-25 02:12:06,001 - mmaction - INFO - Epoch [91][820/940] lr: 4.000e-03, eta: 22:36:42, time: 1.408, data_time: 0.001, memory: 6929, loss_aux: 1.0239, top1_acc: 0.6346, top5_acc: 0.8246, loss_cls: 1.5413, loss: 2.5653, grad_norm: 4.3136 2020-09-25 02:12:34,422 - mmaction - INFO - Epoch [91][840/940] lr: 4.000e-03, eta: 22:36:13, time: 1.422, data_time: 0.003, memory: 6929, loss_aux: 1.0098, top1_acc: 0.6355, top5_acc: 0.8365, loss_cls: 1.5014, loss: 2.5112, grad_norm: 4.3045 2020-09-25 02:13:03,485 - mmaction - INFO - Epoch [91][860/940] lr: 4.000e-03, eta: 22:35:43, time: 1.452, data_time: 0.001, memory: 6929, loss_aux: 1.0243, top1_acc: 0.6369, top5_acc: 0.8318, loss_cls: 1.5315, loss: 2.5558, grad_norm: 4.2562 2020-09-25 02:13:31,275 - mmaction - INFO - Epoch [91][880/940] lr: 4.000e-03, eta: 22:35:13, time: 1.390, data_time: 0.002, memory: 6929, loss_aux: 1.0407, top1_acc: 0.6230, top5_acc: 0.8291, loss_cls: 1.5714, loss: 2.6121, grad_norm: 4.3933 2020-09-25 02:13:59,618 - mmaction - INFO - Epoch [91][900/940] lr: 4.000e-03, eta: 22:34:43, time: 1.417, data_time: 0.003, memory: 6929, loss_aux: 1.0132, top1_acc: 0.6408, top5_acc: 0.8289, loss_cls: 1.5430, loss: 2.5562, grad_norm: 4.2995 2020-09-25 02:14:28,314 - mmaction - INFO - Epoch [91][920/940] lr: 4.000e-03, eta: 22:34:13, time: 1.435, data_time: 0.003, memory: 6929, loss_aux: 1.0202, top1_acc: 0.6375, top5_acc: 0.8268, loss_cls: 1.5396, loss: 2.5599, grad_norm: 4.2885 2020-09-25 02:14:56,487 - mmaction - INFO - Epoch [91][940/940] lr: 4.000e-03, eta: 22:33:43, time: 1.410, data_time: 0.003, memory: 6929, loss_aux: 1.0391, top1_acc: 0.6382, top5_acc: 0.8251, loss_cls: 1.5496, loss: 2.5888, grad_norm: 4.3443 2020-09-25 02:14:56,928 - mmaction - INFO - Saving checkpoint at 91 epochs 2020-09-25 02:15:35,331 - mmaction - INFO - Epoch [92][20/940] lr: 4.000e-03, eta: 22:33:18, time: 1.742, data_time: 0.311, memory: 6929, loss_aux: 1.0490, top1_acc: 0.6322, top5_acc: 0.8223, loss_cls: 1.5672, loss: 2.6163, grad_norm: 4.3462 2020-09-25 02:16:01,865 - mmaction - INFO - Epoch [92][40/940] lr: 4.000e-03, eta: 22:32:47, time: 1.327, data_time: 0.002, memory: 6929, loss_aux: 1.0303, top1_acc: 0.6396, top5_acc: 0.8293, loss_cls: 1.5361, loss: 2.5663, grad_norm: 4.2725 2020-09-25 02:16:29,939 - mmaction - INFO - Epoch [92][60/940] lr: 4.000e-03, eta: 22:32:16, time: 1.403, data_time: 0.001, memory: 6929, loss_aux: 1.0311, top1_acc: 0.6236, top5_acc: 0.8232, loss_cls: 1.5648, loss: 2.5959, grad_norm: 4.3189 2020-09-25 02:16:58,975 - mmaction - INFO - Epoch [92][80/940] lr: 4.000e-03, eta: 22:31:47, time: 1.453, data_time: 0.003, memory: 6929, loss_aux: 1.0207, top1_acc: 0.6426, top5_acc: 0.8303, loss_cls: 1.5069, loss: 2.5276, grad_norm: 4.2599 2020-09-25 02:17:26,900 - mmaction - INFO - Epoch [92][100/940] lr: 4.000e-03, eta: 22:31:17, time: 1.395, data_time: 0.002, memory: 6929, loss_aux: 1.0002, top1_acc: 0.6494, top5_acc: 0.8350, loss_cls: 1.4943, loss: 2.4945, grad_norm: 4.2213 2020-09-25 02:17:54,954 - mmaction - INFO - Epoch [92][120/940] lr: 4.000e-03, eta: 22:30:47, time: 1.403, data_time: 0.003, memory: 6929, loss_aux: 1.0234, top1_acc: 0.6439, top5_acc: 0.8328, loss_cls: 1.5306, loss: 2.5540, grad_norm: 4.3735 2020-09-25 02:18:23,486 - mmaction - INFO - Epoch [92][140/940] lr: 4.000e-03, eta: 22:30:17, time: 1.427, data_time: 0.002, memory: 6929, loss_aux: 0.9950, top1_acc: 0.6490, top5_acc: 0.8375, loss_cls: 1.4876, loss: 2.4825, grad_norm: 4.1997 2020-09-25 02:18:52,251 - mmaction - INFO - Epoch [92][160/940] lr: 4.000e-03, eta: 22:29:47, time: 1.438, data_time: 0.002, memory: 6929, loss_aux: 1.0391, top1_acc: 0.6348, top5_acc: 0.8307, loss_cls: 1.5461, loss: 2.5852, grad_norm: 4.3470 2020-09-25 02:19:20,185 - mmaction - INFO - Epoch [92][180/940] lr: 4.000e-03, eta: 22:29:17, time: 1.396, data_time: 0.003, memory: 6929, loss_aux: 1.0035, top1_acc: 0.6451, top5_acc: 0.8352, loss_cls: 1.5080, loss: 2.5115, grad_norm: 4.2970 2020-09-25 02:19:49,233 - mmaction - INFO - Epoch [92][200/940] lr: 4.000e-03, eta: 22:28:48, time: 1.453, data_time: 0.004, memory: 6929, loss_aux: 1.0221, top1_acc: 0.6359, top5_acc: 0.8268, loss_cls: 1.5318, loss: 2.5540, grad_norm: 4.3119 2020-09-25 02:20:17,884 - mmaction - INFO - Epoch [92][220/940] lr: 4.000e-03, eta: 22:28:18, time: 1.433, data_time: 0.003, memory: 6929, loss_aux: 1.0541, top1_acc: 0.6361, top5_acc: 0.8180, loss_cls: 1.5676, loss: 2.6217, grad_norm: 4.3259 2020-09-25 02:20:45,941 - mmaction - INFO - Epoch [92][240/940] lr: 4.000e-03, eta: 22:27:48, time: 1.403, data_time: 0.002, memory: 6929, loss_aux: 1.0066, top1_acc: 0.6488, top5_acc: 0.8373, loss_cls: 1.4934, loss: 2.5000, grad_norm: 4.3073 2020-09-25 02:21:14,485 - mmaction - INFO - Epoch [92][260/940] lr: 4.000e-03, eta: 22:27:18, time: 1.428, data_time: 0.003, memory: 6929, loss_aux: 1.0202, top1_acc: 0.6436, top5_acc: 0.8330, loss_cls: 1.5264, loss: 2.5467, grad_norm: 4.3783 2020-09-25 02:21:42,842 - mmaction - INFO - Epoch [92][280/940] lr: 4.000e-03, eta: 22:26:48, time: 1.417, data_time: 0.001, memory: 6929, loss_aux: 1.0123, top1_acc: 0.6361, top5_acc: 0.8328, loss_cls: 1.5043, loss: 2.5166, grad_norm: 4.3447 2020-09-25 02:22:10,868 - mmaction - INFO - Epoch [92][300/940] lr: 4.000e-03, eta: 22:26:18, time: 1.401, data_time: 0.002, memory: 6929, loss_aux: 1.0155, top1_acc: 0.6393, top5_acc: 0.8314, loss_cls: 1.5279, loss: 2.5434, grad_norm: 4.3193 2020-09-25 02:22:39,313 - mmaction - INFO - Epoch [92][320/940] lr: 4.000e-03, eta: 22:25:48, time: 1.423, data_time: 0.002, memory: 6929, loss_aux: 1.0455, top1_acc: 0.6258, top5_acc: 0.8205, loss_cls: 1.5723, loss: 2.6178, grad_norm: 4.3990 2020-09-25 02:23:09,164 - mmaction - INFO - Epoch [92][340/940] lr: 4.000e-03, eta: 22:25:19, time: 1.492, data_time: 0.001, memory: 6929, loss_aux: 1.0089, top1_acc: 0.6432, top5_acc: 0.8389, loss_cls: 1.4917, loss: 2.5006, grad_norm: 4.2985 2020-09-25 02:23:36,898 - mmaction - INFO - Epoch [92][360/940] lr: 4.000e-03, eta: 22:24:49, time: 1.387, data_time: 0.002, memory: 6929, loss_aux: 1.0165, top1_acc: 0.6357, top5_acc: 0.8283, loss_cls: 1.5383, loss: 2.5548, grad_norm: 4.3368 2020-09-25 02:24:05,236 - mmaction - INFO - Epoch [92][380/940] lr: 4.000e-03, eta: 22:24:19, time: 1.416, data_time: 0.001, memory: 6929, loss_aux: 1.0298, top1_acc: 0.6291, top5_acc: 0.8285, loss_cls: 1.5533, loss: 2.5831, grad_norm: 4.3235 2020-09-25 02:24:33,893 - mmaction - INFO - Epoch [92][400/940] lr: 4.000e-03, eta: 22:23:50, time: 1.433, data_time: 0.003, memory: 6929, loss_aux: 0.9965, top1_acc: 0.6459, top5_acc: 0.8295, loss_cls: 1.5014, loss: 2.4979, grad_norm: 4.3129 2020-09-25 02:25:02,454 - mmaction - INFO - Epoch [92][420/940] lr: 4.000e-03, eta: 22:23:20, time: 1.429, data_time: 0.002, memory: 6929, loss_aux: 1.0431, top1_acc: 0.6252, top5_acc: 0.8232, loss_cls: 1.5665, loss: 2.6096, grad_norm: 4.3819 2020-09-25 02:25:31,127 - mmaction - INFO - Epoch [92][440/940] lr: 4.000e-03, eta: 22:22:50, time: 1.433, data_time: 0.001, memory: 6929, loss_aux: 1.0240, top1_acc: 0.6420, top5_acc: 0.8369, loss_cls: 1.4942, loss: 2.5181, grad_norm: 4.3484 2020-09-25 02:25:59,875 - mmaction - INFO - Epoch [92][460/940] lr: 4.000e-03, eta: 22:22:20, time: 1.438, data_time: 0.003, memory: 6929, loss_aux: 1.0457, top1_acc: 0.6322, top5_acc: 0.8229, loss_cls: 1.5683, loss: 2.6140, grad_norm: 4.3956 2020-09-25 02:26:28,140 - mmaction - INFO - Epoch [92][480/940] lr: 4.000e-03, eta: 22:21:51, time: 1.412, data_time: 0.001, memory: 6929, loss_aux: 1.0032, top1_acc: 0.6395, top5_acc: 0.8395, loss_cls: 1.4987, loss: 2.5018, grad_norm: 4.3867 2020-09-25 02:26:56,651 - mmaction - INFO - Epoch [92][500/940] lr: 4.000e-03, eta: 22:21:21, time: 1.426, data_time: 0.002, memory: 6929, loss_aux: 0.9992, top1_acc: 0.6422, top5_acc: 0.8346, loss_cls: 1.5071, loss: 2.5063, grad_norm: 4.2820 2020-09-25 02:27:24,789 - mmaction - INFO - Epoch [92][520/940] lr: 4.000e-03, eta: 22:20:51, time: 1.405, data_time: 0.001, memory: 6929, loss_aux: 1.0282, top1_acc: 0.6309, top5_acc: 0.8299, loss_cls: 1.5347, loss: 2.5629, grad_norm: 4.3223 2020-09-25 02:27:53,584 - mmaction - INFO - Epoch [92][540/940] lr: 4.000e-03, eta: 22:20:21, time: 1.441, data_time: 0.005, memory: 6929, loss_aux: 1.0232, top1_acc: 0.6434, top5_acc: 0.8227, loss_cls: 1.5347, loss: 2.5579, grad_norm: 4.2877 2020-09-25 02:28:22,202 - mmaction - INFO - Epoch [92][560/940] lr: 4.000e-03, eta: 22:19:51, time: 1.432, data_time: 0.002, memory: 6929, loss_aux: 1.0241, top1_acc: 0.6311, top5_acc: 0.8285, loss_cls: 1.5340, loss: 2.5581, grad_norm: 4.3124 2020-09-25 02:28:50,815 - mmaction - INFO - Epoch [92][580/940] lr: 4.000e-03, eta: 22:19:22, time: 1.429, data_time: 0.001, memory: 6929, loss_aux: 1.0243, top1_acc: 0.6379, top5_acc: 0.8262, loss_cls: 1.5437, loss: 2.5680, grad_norm: 4.3174 2020-09-25 02:29:19,315 - mmaction - INFO - Epoch [92][600/940] lr: 4.000e-03, eta: 22:18:52, time: 1.426, data_time: 0.003, memory: 6929, loss_aux: 1.0235, top1_acc: 0.6416, top5_acc: 0.8254, loss_cls: 1.5514, loss: 2.5749, grad_norm: 4.3659 2020-09-25 02:29:48,054 - mmaction - INFO - Epoch [92][620/940] lr: 4.000e-03, eta: 22:18:22, time: 1.436, data_time: 0.001, memory: 6929, loss_aux: 1.0323, top1_acc: 0.6301, top5_acc: 0.8264, loss_cls: 1.5700, loss: 2.6023, grad_norm: 4.3686 2020-09-25 02:30:17,077 - mmaction - INFO - Epoch [92][640/940] lr: 4.000e-03, eta: 22:17:53, time: 1.451, data_time: 0.003, memory: 6929, loss_aux: 1.0137, top1_acc: 0.6434, top5_acc: 0.8402, loss_cls: 1.4879, loss: 2.5017, grad_norm: 4.3477 2020-09-25 02:30:45,840 - mmaction - INFO - Epoch [92][660/940] lr: 4.000e-03, eta: 22:17:23, time: 1.438, data_time: 0.002, memory: 6929, loss_aux: 1.0450, top1_acc: 0.6268, top5_acc: 0.8195, loss_cls: 1.5857, loss: 2.6307, grad_norm: 4.3753 2020-09-25 02:31:14,497 - mmaction - INFO - Epoch [92][680/940] lr: 4.000e-03, eta: 22:16:53, time: 1.434, data_time: 0.002, memory: 6929, loss_aux: 1.0146, top1_acc: 0.6342, top5_acc: 0.8316, loss_cls: 1.5176, loss: 2.5322, grad_norm: 4.3426 2020-09-25 02:31:43,787 - mmaction - INFO - Epoch [92][700/940] lr: 4.000e-03, eta: 22:16:24, time: 1.463, data_time: 0.001, memory: 6929, loss_aux: 1.0454, top1_acc: 0.6291, top5_acc: 0.8197, loss_cls: 1.5845, loss: 2.6299, grad_norm: 4.3831 2020-09-25 02:32:14,413 - mmaction - INFO - Epoch [92][720/940] lr: 4.000e-03, eta: 22:15:56, time: 1.532, data_time: 0.002, memory: 6929, loss_aux: 1.0410, top1_acc: 0.6264, top5_acc: 0.8309, loss_cls: 1.5687, loss: 2.6097, grad_norm: 4.3704 2020-09-25 02:32:41,581 - mmaction - INFO - Epoch [92][740/940] lr: 4.000e-03, eta: 22:15:25, time: 1.358, data_time: 0.002, memory: 6929, loss_aux: 1.0304, top1_acc: 0.6348, top5_acc: 0.8273, loss_cls: 1.5300, loss: 2.5604, grad_norm: 4.3616 2020-09-25 02:33:10,627 - mmaction - INFO - Epoch [92][760/940] lr: 4.000e-03, eta: 22:14:56, time: 1.452, data_time: 0.002, memory: 6929, loss_aux: 0.9976, top1_acc: 0.6514, top5_acc: 0.8338, loss_cls: 1.5050, loss: 2.5026, grad_norm: 4.2440 2020-09-25 02:33:38,876 - mmaction - INFO - Epoch [92][780/940] lr: 4.000e-03, eta: 22:14:26, time: 1.413, data_time: 0.002, memory: 6929, loss_aux: 1.0300, top1_acc: 0.6363, top5_acc: 0.8287, loss_cls: 1.5553, loss: 2.5854, grad_norm: 4.3906 2020-09-25 02:34:07,478 - mmaction - INFO - Epoch [92][800/940] lr: 4.000e-03, eta: 22:13:56, time: 1.429, data_time: 0.001, memory: 6929, loss_aux: 1.0273, top1_acc: 0.6369, top5_acc: 0.8266, loss_cls: 1.5597, loss: 2.5870, grad_norm: 4.3248 2020-09-25 02:34:35,965 - mmaction - INFO - Epoch [92][820/940] lr: 4.000e-03, eta: 22:13:26, time: 1.425, data_time: 0.003, memory: 6929, loss_aux: 1.0357, top1_acc: 0.6316, top5_acc: 0.8268, loss_cls: 1.5474, loss: 2.5831, grad_norm: 4.3371 2020-09-25 02:35:03,917 - mmaction - INFO - Epoch [92][840/940] lr: 4.000e-03, eta: 22:12:56, time: 1.397, data_time: 0.002, memory: 6929, loss_aux: 1.0292, top1_acc: 0.6365, top5_acc: 0.8305, loss_cls: 1.5402, loss: 2.5693, grad_norm: 4.3368 2020-09-25 02:35:32,166 - mmaction - INFO - Epoch [92][860/940] lr: 4.000e-03, eta: 22:12:26, time: 1.412, data_time: 0.002, memory: 6929, loss_aux: 1.0246, top1_acc: 0.6293, top5_acc: 0.8275, loss_cls: 1.5313, loss: 2.5559, grad_norm: 4.3296 2020-09-25 02:36:00,856 - mmaction - INFO - Epoch [92][880/940] lr: 4.000e-03, eta: 22:11:57, time: 1.435, data_time: 0.003, memory: 6929, loss_aux: 1.0235, top1_acc: 0.6297, top5_acc: 0.8275, loss_cls: 1.5344, loss: 2.5579, grad_norm: 4.3318 2020-09-25 02:36:29,103 - mmaction - INFO - Epoch [92][900/940] lr: 4.000e-03, eta: 22:11:27, time: 1.412, data_time: 0.002, memory: 6929, loss_aux: 1.0059, top1_acc: 0.6418, top5_acc: 0.8354, loss_cls: 1.5081, loss: 2.5141, grad_norm: 4.2958 2020-09-25 02:36:57,651 - mmaction - INFO - Epoch [92][920/940] lr: 4.000e-03, eta: 22:10:57, time: 1.429, data_time: 0.002, memory: 6929, loss_aux: 1.0145, top1_acc: 0.6410, top5_acc: 0.8303, loss_cls: 1.5123, loss: 2.5267, grad_norm: 4.3322 2020-09-25 02:37:25,276 - mmaction - INFO - Epoch [92][940/940] lr: 4.000e-03, eta: 22:10:27, time: 1.380, data_time: 0.001, memory: 6929, loss_aux: 1.0564, top1_acc: 0.6317, top5_acc: 0.8216, loss_cls: 1.5840, loss: 2.6405, grad_norm: 4.4948 2020-09-25 02:37:25,712 - mmaction - INFO - Saving checkpoint at 92 epochs 2020-09-25 02:38:04,644 - mmaction - INFO - Epoch [93][20/940] lr: 4.000e-03, eta: 22:09:57, time: 1.474, data_time: 0.202, memory: 6929, loss_aux: 1.0514, top1_acc: 0.6150, top5_acc: 0.8189, loss_cls: 1.6005, loss: 2.6519, grad_norm: 4.4321 2020-09-25 02:38:32,375 - mmaction - INFO - Epoch [93][40/940] lr: 4.000e-03, eta: 22:09:27, time: 1.386, data_time: 0.004, memory: 6929, loss_aux: 1.0476, top1_acc: 0.6312, top5_acc: 0.8303, loss_cls: 1.5632, loss: 2.6109, grad_norm: 4.3987 2020-09-25 02:39:01,440 - mmaction - INFO - Epoch [93][60/940] lr: 4.000e-03, eta: 22:08:58, time: 1.455, data_time: 0.003, memory: 6929, loss_aux: 0.9959, top1_acc: 0.6438, top5_acc: 0.8391, loss_cls: 1.4750, loss: 2.4709, grad_norm: 4.2817 2020-09-25 02:39:28,892 - mmaction - INFO - Epoch [93][80/940] lr: 4.000e-03, eta: 22:08:27, time: 1.372, data_time: 0.001, memory: 6929, loss_aux: 1.0008, top1_acc: 0.6463, top5_acc: 0.8371, loss_cls: 1.4984, loss: 2.4992, grad_norm: 4.3627 2020-09-25 02:39:57,154 - mmaction - INFO - Epoch [93][100/940] lr: 4.000e-03, eta: 22:07:57, time: 1.413, data_time: 0.002, memory: 6929, loss_aux: 1.0130, top1_acc: 0.6348, top5_acc: 0.8303, loss_cls: 1.5323, loss: 2.5453, grad_norm: 4.3552 2020-09-25 02:40:27,551 - mmaction - INFO - Epoch [93][120/940] lr: 4.000e-03, eta: 22:07:29, time: 1.519, data_time: 0.002, memory: 6929, loss_aux: 1.0135, top1_acc: 0.6418, top5_acc: 0.8354, loss_cls: 1.4985, loss: 2.5120, grad_norm: 4.3278 2020-09-25 02:40:55,663 - mmaction - INFO - Epoch [93][140/940] lr: 4.000e-03, eta: 22:06:59, time: 1.407, data_time: 0.003, memory: 6929, loss_aux: 1.0374, top1_acc: 0.6275, top5_acc: 0.8252, loss_cls: 1.5606, loss: 2.5980, grad_norm: 4.4888 2020-09-25 02:41:24,739 - mmaction - INFO - Epoch [93][160/940] lr: 4.000e-03, eta: 22:06:29, time: 1.452, data_time: 0.001, memory: 6929, loss_aux: 1.0172, top1_acc: 0.6342, top5_acc: 0.8334, loss_cls: 1.5214, loss: 2.5386, grad_norm: 4.3322 2020-09-25 02:41:52,097 - mmaction - INFO - Epoch [93][180/940] lr: 4.000e-03, eta: 22:05:59, time: 1.369, data_time: 0.003, memory: 6929, loss_aux: 1.0426, top1_acc: 0.6400, top5_acc: 0.8215, loss_cls: 1.5601, loss: 2.6027, grad_norm: 4.4365 2020-09-25 02:42:21,140 - mmaction - INFO - Epoch [93][200/940] lr: 4.000e-03, eta: 22:05:29, time: 1.452, data_time: 0.002, memory: 6929, loss_aux: 1.0254, top1_acc: 0.6346, top5_acc: 0.8305, loss_cls: 1.5416, loss: 2.5670, grad_norm: 4.3675 2020-09-25 02:42:50,026 - mmaction - INFO - Epoch [93][220/940] lr: 4.000e-03, eta: 22:05:00, time: 1.443, data_time: 0.002, memory: 6929, loss_aux: 1.0119, top1_acc: 0.6510, top5_acc: 0.8357, loss_cls: 1.4905, loss: 2.5025, grad_norm: 4.3039 2020-09-25 02:43:18,036 - mmaction - INFO - Epoch [93][240/940] lr: 4.000e-03, eta: 22:04:30, time: 1.402, data_time: 0.003, memory: 6929, loss_aux: 1.0070, top1_acc: 0.6410, top5_acc: 0.8303, loss_cls: 1.5164, loss: 2.5234, grad_norm: 4.2942 2020-09-25 02:43:46,390 - mmaction - INFO - Epoch [93][260/940] lr: 4.000e-03, eta: 22:04:00, time: 1.416, data_time: 0.001, memory: 6929, loss_aux: 1.0314, top1_acc: 0.6398, top5_acc: 0.8318, loss_cls: 1.5363, loss: 2.5677, grad_norm: 4.4900 2020-09-25 02:44:14,840 - mmaction - INFO - Epoch [93][280/940] lr: 4.000e-03, eta: 22:03:30, time: 1.423, data_time: 0.003, memory: 6929, loss_aux: 1.0291, top1_acc: 0.6387, top5_acc: 0.8268, loss_cls: 1.5253, loss: 2.5543, grad_norm: 4.4043 2020-09-25 02:44:42,901 - mmaction - INFO - Epoch [93][300/940] lr: 4.000e-03, eta: 22:03:00, time: 1.403, data_time: 0.002, memory: 6929, loss_aux: 0.9979, top1_acc: 0.6434, top5_acc: 0.8453, loss_cls: 1.4711, loss: 2.4690, grad_norm: 4.3305 2020-09-25 02:45:11,638 - mmaction - INFO - Epoch [93][320/940] lr: 4.000e-03, eta: 22:02:30, time: 1.437, data_time: 0.002, memory: 6929, loss_aux: 1.0244, top1_acc: 0.6352, top5_acc: 0.8305, loss_cls: 1.5485, loss: 2.5729, grad_norm: 4.3431 2020-09-25 02:45:40,242 - mmaction - INFO - Epoch [93][340/940] lr: 4.000e-03, eta: 22:02:01, time: 1.421, data_time: 0.002, memory: 6929, loss_aux: 1.0315, top1_acc: 0.6369, top5_acc: 0.8258, loss_cls: 1.5291, loss: 2.5606, grad_norm: 4.3834 2020-09-25 02:46:08,824 - mmaction - INFO - Epoch [93][360/940] lr: 4.000e-03, eta: 22:01:31, time: 1.438, data_time: 0.012, memory: 6929, loss_aux: 1.0229, top1_acc: 0.6344, top5_acc: 0.8297, loss_cls: 1.5321, loss: 2.5550, grad_norm: 4.3819 2020-09-25 02:46:37,525 - mmaction - INFO - Epoch [93][380/940] lr: 4.000e-03, eta: 22:01:01, time: 1.435, data_time: 0.003, memory: 6929, loss_aux: 1.0288, top1_acc: 0.6406, top5_acc: 0.8299, loss_cls: 1.5263, loss: 2.5551, grad_norm: 4.3671 2020-09-25 02:47:05,590 - mmaction - INFO - Epoch [93][400/940] lr: 4.000e-03, eta: 22:00:31, time: 1.402, data_time: 0.002, memory: 6929, loss_aux: 0.9918, top1_acc: 0.6539, top5_acc: 0.8395, loss_cls: 1.4518, loss: 2.4436, grad_norm: 4.2240 2020-09-25 02:47:34,353 - mmaction - INFO - Epoch [93][420/940] lr: 4.000e-03, eta: 22:00:02, time: 1.440, data_time: 0.004, memory: 6929, loss_aux: 1.0289, top1_acc: 0.6410, top5_acc: 0.8318, loss_cls: 1.5242, loss: 2.5531, grad_norm: 4.3431 2020-09-25 02:48:02,141 - mmaction - INFO - Epoch [93][440/940] lr: 4.000e-03, eta: 21:59:32, time: 1.389, data_time: 0.001, memory: 6929, loss_aux: 1.0173, top1_acc: 0.6334, top5_acc: 0.8279, loss_cls: 1.5343, loss: 2.5516, grad_norm: 4.3632 2020-09-25 02:48:30,456 - mmaction - INFO - Epoch [93][460/940] lr: 4.000e-03, eta: 21:59:02, time: 1.415, data_time: 0.001, memory: 6929, loss_aux: 1.0213, top1_acc: 0.6377, top5_acc: 0.8303, loss_cls: 1.5377, loss: 2.5590, grad_norm: 4.3684 2020-09-25 02:48:58,678 - mmaction - INFO - Epoch [93][480/940] lr: 4.000e-03, eta: 21:58:32, time: 1.412, data_time: 0.002, memory: 6929, loss_aux: 1.0307, top1_acc: 0.6369, top5_acc: 0.8291, loss_cls: 1.5359, loss: 2.5666, grad_norm: 4.3427 2020-09-25 02:49:28,268 - mmaction - INFO - Epoch [93][500/940] lr: 4.000e-03, eta: 21:58:03, time: 1.478, data_time: 0.001, memory: 6929, loss_aux: 1.0116, top1_acc: 0.6359, top5_acc: 0.8256, loss_cls: 1.5278, loss: 2.5394, grad_norm: 4.4227 2020-09-25 02:49:56,833 - mmaction - INFO - Epoch [93][520/940] lr: 4.000e-03, eta: 21:57:33, time: 1.429, data_time: 0.003, memory: 6929, loss_aux: 1.0292, top1_acc: 0.6359, top5_acc: 0.8199, loss_cls: 1.5516, loss: 2.5808, grad_norm: 4.3878 2020-09-25 02:50:25,621 - mmaction - INFO - Epoch [93][540/940] lr: 4.000e-03, eta: 21:57:03, time: 1.439, data_time: 0.001, memory: 6929, loss_aux: 1.0326, top1_acc: 0.6463, top5_acc: 0.8260, loss_cls: 1.5381, loss: 2.5707, grad_norm: 4.3894 2020-09-25 02:50:55,219 - mmaction - INFO - Epoch [93][560/940] lr: 4.000e-03, eta: 21:56:34, time: 1.480, data_time: 0.002, memory: 6929, loss_aux: 1.0099, top1_acc: 0.6453, top5_acc: 0.8379, loss_cls: 1.5062, loss: 2.5161, grad_norm: 4.3260 2020-09-25 02:51:23,671 - mmaction - INFO - Epoch [93][580/940] lr: 4.000e-03, eta: 21:56:04, time: 1.422, data_time: 0.002, memory: 6929, loss_aux: 1.0234, top1_acc: 0.6414, top5_acc: 0.8316, loss_cls: 1.5133, loss: 2.5367, grad_norm: 4.3489 2020-09-25 02:51:52,134 - mmaction - INFO - Epoch [93][600/940] lr: 4.000e-03, eta: 21:55:35, time: 1.423, data_time: 0.002, memory: 6929, loss_aux: 1.0472, top1_acc: 0.6352, top5_acc: 0.8283, loss_cls: 1.5573, loss: 2.6044, grad_norm: 4.4571 2020-09-25 02:52:19,998 - mmaction - INFO - Epoch [93][620/940] lr: 4.000e-03, eta: 21:55:05, time: 1.394, data_time: 0.003, memory: 6929, loss_aux: 1.0544, top1_acc: 0.6264, top5_acc: 0.8219, loss_cls: 1.5818, loss: 2.6362, grad_norm: 4.4454 2020-09-25 02:52:49,246 - mmaction - INFO - Epoch [93][640/940] lr: 4.000e-03, eta: 21:54:35, time: 1.461, data_time: 0.001, memory: 6929, loss_aux: 1.0055, top1_acc: 0.6455, top5_acc: 0.8279, loss_cls: 1.5003, loss: 2.5058, grad_norm: 4.3140 2020-09-25 02:53:17,079 - mmaction - INFO - Epoch [93][660/940] lr: 4.000e-03, eta: 21:54:05, time: 1.392, data_time: 0.003, memory: 6929, loss_aux: 1.0215, top1_acc: 0.6482, top5_acc: 0.8352, loss_cls: 1.5099, loss: 2.5314, grad_norm: 4.3232 2020-09-25 02:53:46,153 - mmaction - INFO - Epoch [93][680/940] lr: 4.000e-03, eta: 21:53:36, time: 1.452, data_time: 0.001, memory: 6929, loss_aux: 0.9810, top1_acc: 0.6477, top5_acc: 0.8424, loss_cls: 1.4542, loss: 2.4352, grad_norm: 4.3086 2020-09-25 02:54:13,835 - mmaction - INFO - Epoch [93][700/940] lr: 4.000e-03, eta: 21:53:05, time: 1.386, data_time: 0.004, memory: 6929, loss_aux: 1.0151, top1_acc: 0.6363, top5_acc: 0.8291, loss_cls: 1.5213, loss: 2.5364, grad_norm: 4.3788 2020-09-25 02:54:41,967 - mmaction - INFO - Epoch [93][720/940] lr: 4.000e-03, eta: 21:52:35, time: 1.408, data_time: 0.002, memory: 6929, loss_aux: 1.0191, top1_acc: 0.6328, top5_acc: 0.8264, loss_cls: 1.5352, loss: 2.5543, grad_norm: 4.3953 2020-09-25 02:55:10,192 - mmaction - INFO - Epoch [93][740/940] lr: 4.000e-03, eta: 21:52:05, time: 1.410, data_time: 0.001, memory: 6929, loss_aux: 1.0322, top1_acc: 0.6346, top5_acc: 0.8299, loss_cls: 1.5337, loss: 2.5659, grad_norm: 4.4218 2020-09-25 02:55:38,206 - mmaction - INFO - Epoch [93][760/940] lr: 4.000e-03, eta: 21:51:35, time: 1.402, data_time: 0.003, memory: 6929, loss_aux: 1.0101, top1_acc: 0.6295, top5_acc: 0.8332, loss_cls: 1.5226, loss: 2.5326, grad_norm: 4.4726 2020-09-25 02:56:06,740 - mmaction - INFO - Epoch [93][780/940] lr: 4.000e-03, eta: 21:51:06, time: 1.425, data_time: 0.001, memory: 6929, loss_aux: 1.0167, top1_acc: 0.6398, top5_acc: 0.8332, loss_cls: 1.5245, loss: 2.5412, grad_norm: 4.3420 2020-09-25 02:56:34,913 - mmaction - INFO - Epoch [93][800/940] lr: 4.000e-03, eta: 21:50:36, time: 1.409, data_time: 0.003, memory: 6929, loss_aux: 0.9939, top1_acc: 0.6525, top5_acc: 0.8336, loss_cls: 1.4959, loss: 2.4897, grad_norm: 4.3103 2020-09-25 02:57:04,079 - mmaction - INFO - Epoch [93][820/940] lr: 4.000e-03, eta: 21:50:06, time: 1.458, data_time: 0.002, memory: 6929, loss_aux: 1.0065, top1_acc: 0.6479, top5_acc: 0.8379, loss_cls: 1.4942, loss: 2.5008, grad_norm: 4.3712 2020-09-25 02:57:32,576 - mmaction - INFO - Epoch [93][840/940] lr: 4.000e-03, eta: 21:49:37, time: 1.424, data_time: 0.002, memory: 6929, loss_aux: 1.0010, top1_acc: 0.6475, top5_acc: 0.8395, loss_cls: 1.4830, loss: 2.4840, grad_norm: 4.3748 2020-09-25 02:58:01,468 - mmaction - INFO - Epoch [93][860/940] lr: 4.000e-03, eta: 21:49:07, time: 1.447, data_time: 0.004, memory: 6929, loss_aux: 1.0149, top1_acc: 0.6367, top5_acc: 0.8375, loss_cls: 1.5063, loss: 2.5212, grad_norm: 4.4154 2020-09-25 02:58:30,012 - mmaction - INFO - Epoch [93][880/940] lr: 4.000e-03, eta: 21:48:37, time: 1.426, data_time: 0.001, memory: 6929, loss_aux: 1.0140, top1_acc: 0.6375, top5_acc: 0.8283, loss_cls: 1.5103, loss: 2.5242, grad_norm: 4.4362 2020-09-25 02:58:57,965 - mmaction - INFO - Epoch [93][900/940] lr: 4.000e-03, eta: 21:48:07, time: 1.399, data_time: 0.003, memory: 6929, loss_aux: 1.0305, top1_acc: 0.6305, top5_acc: 0.8314, loss_cls: 1.5424, loss: 2.5729, grad_norm: 4.4758 2020-09-25 02:59:26,921 - mmaction - INFO - Epoch [93][920/940] lr: 4.000e-03, eta: 21:47:38, time: 1.446, data_time: 0.001, memory: 6929, loss_aux: 1.0150, top1_acc: 0.6348, top5_acc: 0.8307, loss_cls: 1.5205, loss: 2.5355, grad_norm: 4.3632 2020-09-25 02:59:54,663 - mmaction - INFO - Epoch [93][940/940] lr: 4.000e-03, eta: 21:47:08, time: 1.388, data_time: 0.003, memory: 6929, loss_aux: 0.9861, top1_acc: 0.6593, top5_acc: 0.8389, loss_cls: 1.4596, loss: 2.4457, grad_norm: 4.3645 2020-09-25 02:59:55,106 - mmaction - INFO - Saving checkpoint at 93 epochs 2020-09-25 03:00:45,364 - mmaction - INFO - Epoch [94][20/940] lr: 4.000e-03, eta: 21:46:49, time: 2.349, data_time: 0.874, memory: 6929, loss_aux: 1.0340, top1_acc: 0.6311, top5_acc: 0.8221, loss_cls: 1.5529, loss: 2.5869, grad_norm: 4.4052 2020-09-25 03:01:11,136 - mmaction - INFO - Epoch [94][40/940] lr: 4.000e-03, eta: 21:46:18, time: 1.301, data_time: 0.021, memory: 6929, loss_aux: 1.0185, top1_acc: 0.6404, top5_acc: 0.8324, loss_cls: 1.5178, loss: 2.5362, grad_norm: 4.4600 2020-09-25 03:01:39,141 - mmaction - INFO - Epoch [94][60/940] lr: 4.000e-03, eta: 21:45:48, time: 1.401, data_time: 0.002, memory: 6929, loss_aux: 0.9841, top1_acc: 0.6488, top5_acc: 0.8449, loss_cls: 1.4550, loss: 2.4391, grad_norm: 4.3679 2020-09-25 03:02:08,938 - mmaction - INFO - Epoch [94][80/940] lr: 4.000e-03, eta: 21:45:19, time: 1.489, data_time: 0.001, memory: 6929, loss_aux: 1.0277, top1_acc: 0.6404, top5_acc: 0.8244, loss_cls: 1.5104, loss: 2.5381, grad_norm: 4.4255 2020-09-25 03:02:38,123 - mmaction - INFO - Epoch [94][100/940] lr: 4.000e-03, eta: 21:44:50, time: 1.460, data_time: 0.003, memory: 6929, loss_aux: 1.0141, top1_acc: 0.6467, top5_acc: 0.8301, loss_cls: 1.5148, loss: 2.5290, grad_norm: 4.3637 2020-09-25 03:03:06,212 - mmaction - INFO - Epoch [94][120/940] lr: 4.000e-03, eta: 21:44:20, time: 1.403, data_time: 0.002, memory: 6929, loss_aux: 1.0398, top1_acc: 0.6336, top5_acc: 0.8207, loss_cls: 1.5613, loss: 2.6011, grad_norm: 4.3922 2020-09-25 03:03:35,464 - mmaction - INFO - Epoch [94][140/940] lr: 4.000e-03, eta: 21:43:50, time: 1.464, data_time: 0.003, memory: 6929, loss_aux: 1.0100, top1_acc: 0.6377, top5_acc: 0.8350, loss_cls: 1.5088, loss: 2.5188, grad_norm: 4.3628 2020-09-25 03:04:03,988 - mmaction - INFO - Epoch [94][160/940] lr: 4.000e-03, eta: 21:43:21, time: 1.425, data_time: 0.002, memory: 6929, loss_aux: 1.0056, top1_acc: 0.6432, top5_acc: 0.8375, loss_cls: 1.4982, loss: 2.5039, grad_norm: 4.3867 2020-09-25 03:04:31,984 - mmaction - INFO - Epoch [94][180/940] lr: 4.000e-03, eta: 21:42:50, time: 1.400, data_time: 0.003, memory: 6929, loss_aux: 1.0248, top1_acc: 0.6383, top5_acc: 0.8238, loss_cls: 1.5360, loss: 2.5608, grad_norm: 4.3231 2020-09-25 03:05:00,422 - mmaction - INFO - Epoch [94][200/940] lr: 4.000e-03, eta: 21:42:21, time: 1.423, data_time: 0.002, memory: 6929, loss_aux: 1.0165, top1_acc: 0.6422, top5_acc: 0.8334, loss_cls: 1.5211, loss: 2.5376, grad_norm: 4.3805 2020-09-25 03:05:28,913 - mmaction - INFO - Epoch [94][220/940] lr: 4.000e-03, eta: 21:41:51, time: 1.424, data_time: 0.001, memory: 6929, loss_aux: 1.0249, top1_acc: 0.6338, top5_acc: 0.8258, loss_cls: 1.5440, loss: 2.5689, grad_norm: 4.3529 2020-09-25 03:05:56,781 - mmaction - INFO - Epoch [94][240/940] lr: 4.000e-03, eta: 21:41:21, time: 1.394, data_time: 0.003, memory: 6929, loss_aux: 1.0041, top1_acc: 0.6480, top5_acc: 0.8344, loss_cls: 1.4866, loss: 2.4907, grad_norm: 4.3125 2020-09-25 03:06:25,587 - mmaction - INFO - Epoch [94][260/940] lr: 4.000e-03, eta: 21:40:51, time: 1.439, data_time: 0.002, memory: 6929, loss_aux: 1.0258, top1_acc: 0.6469, top5_acc: 0.8330, loss_cls: 1.5234, loss: 2.5492, grad_norm: 4.3555 2020-09-25 03:06:54,099 - mmaction - INFO - Epoch [94][280/940] lr: 4.000e-03, eta: 21:40:21, time: 1.427, data_time: 0.003, memory: 6929, loss_aux: 1.0198, top1_acc: 0.6371, top5_acc: 0.8328, loss_cls: 1.5184, loss: 2.5381, grad_norm: 4.4683 2020-09-25 03:07:22,290 - mmaction - INFO - Epoch [94][300/940] lr: 4.000e-03, eta: 21:39:52, time: 1.410, data_time: 0.001, memory: 6929, loss_aux: 1.0203, top1_acc: 0.6400, top5_acc: 0.8295, loss_cls: 1.5193, loss: 2.5396, grad_norm: 4.3964 2020-09-25 03:07:50,014 - mmaction - INFO - Epoch [94][320/940] lr: 4.000e-03, eta: 21:39:21, time: 1.384, data_time: 0.001, memory: 6929, loss_aux: 1.0195, top1_acc: 0.6379, top5_acc: 0.8254, loss_cls: 1.5265, loss: 2.5461, grad_norm: 4.4358 2020-09-25 03:08:19,289 - mmaction - INFO - Epoch [94][340/940] lr: 4.000e-03, eta: 21:38:52, time: 1.466, data_time: 0.004, memory: 6929, loss_aux: 1.0121, top1_acc: 0.6486, top5_acc: 0.8340, loss_cls: 1.5063, loss: 2.5184, grad_norm: 4.4095 2020-09-25 03:08:47,710 - mmaction - INFO - Epoch [94][360/940] lr: 4.000e-03, eta: 21:38:22, time: 1.420, data_time: 0.001, memory: 6929, loss_aux: 1.0034, top1_acc: 0.6439, top5_acc: 0.8309, loss_cls: 1.4949, loss: 2.4982, grad_norm: 4.3779 2020-09-25 03:09:15,538 - mmaction - INFO - Epoch [94][380/940] lr: 4.000e-03, eta: 21:37:52, time: 1.387, data_time: 0.003, memory: 6929, loss_aux: 1.0236, top1_acc: 0.6430, top5_acc: 0.8340, loss_cls: 1.5095, loss: 2.5330, grad_norm: 4.4467 2020-09-25 03:09:44,455 - mmaction - INFO - Epoch [94][400/940] lr: 4.000e-03, eta: 21:37:23, time: 1.449, data_time: 0.006, memory: 6929, loss_aux: 1.0474, top1_acc: 0.6326, top5_acc: 0.8219, loss_cls: 1.5687, loss: 2.6161, grad_norm: 4.4370 2020-09-25 03:10:13,185 - mmaction - INFO - Epoch [94][420/940] lr: 4.000e-03, eta: 21:36:53, time: 1.438, data_time: 0.003, memory: 6929, loss_aux: 1.0297, top1_acc: 0.6299, top5_acc: 0.8281, loss_cls: 1.5512, loss: 2.5809, grad_norm: 4.4731 2020-09-25 03:10:42,062 - mmaction - INFO - Epoch [94][440/940] lr: 4.000e-03, eta: 21:36:23, time: 1.444, data_time: 0.001, memory: 6929, loss_aux: 1.0317, top1_acc: 0.6340, top5_acc: 0.8156, loss_cls: 1.5675, loss: 2.5993, grad_norm: 4.4735 2020-09-25 03:11:10,648 - mmaction - INFO - Epoch [94][460/940] lr: 4.000e-03, eta: 21:35:54, time: 1.428, data_time: 0.001, memory: 6929, loss_aux: 1.0110, top1_acc: 0.6406, top5_acc: 0.8311, loss_cls: 1.5008, loss: 2.5118, grad_norm: 4.3419 2020-09-25 03:11:38,610 - mmaction - INFO - Epoch [94][480/940] lr: 4.000e-03, eta: 21:35:24, time: 1.399, data_time: 0.002, memory: 6929, loss_aux: 1.0352, top1_acc: 0.6246, top5_acc: 0.8279, loss_cls: 1.5481, loss: 2.5833, grad_norm: 4.4506 2020-09-25 03:12:07,195 - mmaction - INFO - Epoch [94][500/940] lr: 4.000e-03, eta: 21:34:54, time: 1.429, data_time: 0.015, memory: 6929, loss_aux: 1.0049, top1_acc: 0.6369, top5_acc: 0.8301, loss_cls: 1.5149, loss: 2.5198, grad_norm: 4.3679 2020-09-25 03:12:35,011 - mmaction - INFO - Epoch [94][520/940] lr: 4.000e-03, eta: 21:34:24, time: 1.391, data_time: 0.002, memory: 6929, loss_aux: 1.0179, top1_acc: 0.6400, top5_acc: 0.8297, loss_cls: 1.5285, loss: 2.5464, grad_norm: 4.3963 2020-09-25 03:13:03,953 - mmaction - INFO - Epoch [94][540/940] lr: 4.000e-03, eta: 21:33:54, time: 1.446, data_time: 0.001, memory: 6929, loss_aux: 1.0278, top1_acc: 0.6420, top5_acc: 0.8297, loss_cls: 1.5298, loss: 2.5576, grad_norm: 4.3980 2020-09-25 03:13:32,317 - mmaction - INFO - Epoch [94][560/940] lr: 4.000e-03, eta: 21:33:25, time: 1.419, data_time: 0.003, memory: 6929, loss_aux: 1.0018, top1_acc: 0.6508, top5_acc: 0.8367, loss_cls: 1.4970, loss: 2.4988, grad_norm: 4.3687 2020-09-25 03:14:00,458 - mmaction - INFO - Epoch [94][580/940] lr: 4.000e-03, eta: 21:32:55, time: 1.406, data_time: 0.004, memory: 6929, loss_aux: 0.9981, top1_acc: 0.6418, top5_acc: 0.8369, loss_cls: 1.5034, loss: 2.5015, grad_norm: 4.4080 2020-09-25 03:14:28,718 - mmaction - INFO - Epoch [94][600/940] lr: 4.000e-03, eta: 21:32:25, time: 1.413, data_time: 0.002, memory: 6929, loss_aux: 1.0144, top1_acc: 0.6367, top5_acc: 0.8340, loss_cls: 1.5211, loss: 2.5355, grad_norm: 4.4426 2020-09-25 03:14:57,708 - mmaction - INFO - Epoch [94][620/940] lr: 4.000e-03, eta: 21:31:55, time: 1.450, data_time: 0.003, memory: 6929, loss_aux: 1.0041, top1_acc: 0.6504, top5_acc: 0.8322, loss_cls: 1.5066, loss: 2.5107, grad_norm: 4.3597 2020-09-25 03:15:25,631 - mmaction - INFO - Epoch [94][640/940] lr: 4.000e-03, eta: 21:31:25, time: 1.397, data_time: 0.002, memory: 6929, loss_aux: 1.0202, top1_acc: 0.6398, top5_acc: 0.8342, loss_cls: 1.5210, loss: 2.5412, grad_norm: 4.4173 2020-09-25 03:15:54,700 - mmaction - INFO - Epoch [94][660/940] lr: 4.000e-03, eta: 21:30:56, time: 1.454, data_time: 0.002, memory: 6929, loss_aux: 1.0510, top1_acc: 0.6254, top5_acc: 0.8213, loss_cls: 1.5740, loss: 2.6250, grad_norm: 4.5900 2020-09-25 03:16:22,641 - mmaction - INFO - Epoch [94][680/940] lr: 4.000e-03, eta: 21:30:26, time: 1.397, data_time: 0.001, memory: 6929, loss_aux: 1.0091, top1_acc: 0.6438, top5_acc: 0.8359, loss_cls: 1.4920, loss: 2.5010, grad_norm: 4.4176 2020-09-25 03:16:51,703 - mmaction - INFO - Epoch [94][700/940] lr: 4.000e-03, eta: 21:29:56, time: 1.452, data_time: 0.002, memory: 6929, loss_aux: 1.0175, top1_acc: 0.6430, top5_acc: 0.8346, loss_cls: 1.5204, loss: 2.5379, grad_norm: 4.4568 2020-09-25 03:17:20,088 - mmaction - INFO - Epoch [94][720/940] lr: 4.000e-03, eta: 21:29:27, time: 1.421, data_time: 0.003, memory: 6929, loss_aux: 1.0409, top1_acc: 0.6252, top5_acc: 0.8221, loss_cls: 1.5929, loss: 2.6338, grad_norm: 4.4505 2020-09-25 03:17:47,887 - mmaction - INFO - Epoch [94][740/940] lr: 4.000e-03, eta: 21:28:56, time: 1.389, data_time: 0.001, memory: 6929, loss_aux: 1.0223, top1_acc: 0.6314, top5_acc: 0.8277, loss_cls: 1.5408, loss: 2.5631, grad_norm: 4.4100 2020-09-25 03:18:16,924 - mmaction - INFO - Epoch [94][760/940] lr: 4.000e-03, eta: 21:28:27, time: 1.453, data_time: 0.003, memory: 6929, loss_aux: 1.0038, top1_acc: 0.6445, top5_acc: 0.8393, loss_cls: 1.4932, loss: 2.4969, grad_norm: 4.3690 2020-09-25 03:18:44,773 - mmaction - INFO - Epoch [94][780/940] lr: 4.000e-03, eta: 21:27:57, time: 1.392, data_time: 0.001, memory: 6929, loss_aux: 0.9789, top1_acc: 0.6467, top5_acc: 0.8418, loss_cls: 1.4595, loss: 2.4383, grad_norm: 4.3438 2020-09-25 03:19:13,917 - mmaction - INFO - Epoch [94][800/940] lr: 4.000e-03, eta: 21:27:27, time: 1.458, data_time: 0.003, memory: 6929, loss_aux: 1.0017, top1_acc: 0.6467, top5_acc: 0.8316, loss_cls: 1.5086, loss: 2.5102, grad_norm: 4.3324 2020-09-25 03:19:42,477 - mmaction - INFO - Epoch [94][820/940] lr: 4.000e-03, eta: 21:26:58, time: 1.428, data_time: 0.002, memory: 6929, loss_aux: 1.0153, top1_acc: 0.6426, top5_acc: 0.8322, loss_cls: 1.5019, loss: 2.5171, grad_norm: 4.4400 2020-09-25 03:20:11,385 - mmaction - INFO - Epoch [94][840/940] lr: 4.000e-03, eta: 21:26:28, time: 1.445, data_time: 0.001, memory: 6929, loss_aux: 1.0304, top1_acc: 0.6402, top5_acc: 0.8260, loss_cls: 1.5489, loss: 2.5793, grad_norm: 4.4358 2020-09-25 03:20:38,840 - mmaction - INFO - Epoch [94][860/940] lr: 4.000e-03, eta: 21:25:58, time: 1.373, data_time: 0.002, memory: 6929, loss_aux: 1.0197, top1_acc: 0.6357, top5_acc: 0.8250, loss_cls: 1.5394, loss: 2.5591, grad_norm: 4.3882 2020-09-25 03:21:07,512 - mmaction - INFO - Epoch [94][880/940] lr: 4.000e-03, eta: 21:25:28, time: 1.433, data_time: 0.001, memory: 6929, loss_aux: 1.0164, top1_acc: 0.6371, top5_acc: 0.8346, loss_cls: 1.5235, loss: 2.5399, grad_norm: 4.4526 2020-09-25 03:21:35,601 - mmaction - INFO - Epoch [94][900/940] lr: 4.000e-03, eta: 21:24:58, time: 1.405, data_time: 0.002, memory: 6929, loss_aux: 1.0142, top1_acc: 0.6383, top5_acc: 0.8359, loss_cls: 1.5184, loss: 2.5326, grad_norm: 4.3782 2020-09-25 03:22:03,454 - mmaction - INFO - Epoch [94][920/940] lr: 4.000e-03, eta: 21:24:28, time: 1.392, data_time: 0.001, memory: 6929, loss_aux: 1.0054, top1_acc: 0.6428, top5_acc: 0.8342, loss_cls: 1.5055, loss: 2.5109, grad_norm: 4.3835 2020-09-25 03:22:30,418 - mmaction - INFO - Epoch [94][940/940] lr: 4.000e-03, eta: 21:23:58, time: 1.348, data_time: 0.002, memory: 6929, loss_aux: 1.0272, top1_acc: 0.6425, top5_acc: 0.8352, loss_cls: 1.5316, loss: 2.5588, grad_norm: 4.4472 2020-09-25 03:22:30,921 - mmaction - INFO - Saving checkpoint at 94 epochs 2020-09-25 03:23:06,199 - mmaction - INFO - Epoch [95][20/940] lr: 4.000e-03, eta: 21:23:30, time: 1.627, data_time: 0.296, memory: 6929, loss_aux: 1.0448, top1_acc: 0.6305, top5_acc: 0.8207, loss_cls: 1.5639, loss: 2.6087, grad_norm: 4.4082 2020-09-25 03:23:33,037 - mmaction - INFO - Epoch [95][40/940] lr: 4.000e-03, eta: 21:23:00, time: 1.343, data_time: 0.002, memory: 6929, loss_aux: 0.9981, top1_acc: 0.6539, top5_acc: 0.8385, loss_cls: 1.4739, loss: 2.4719, grad_norm: 4.3450 2020-09-25 03:24:01,143 - mmaction - INFO - Epoch [95][60/940] lr: 4.000e-03, eta: 21:22:30, time: 1.404, data_time: 0.001, memory: 6929, loss_aux: 1.0057, top1_acc: 0.6400, top5_acc: 0.8383, loss_cls: 1.4989, loss: 2.5046, grad_norm: 4.3940 2020-09-25 03:24:29,504 - mmaction - INFO - Epoch [95][80/940] lr: 4.000e-03, eta: 21:22:00, time: 1.418, data_time: 0.003, memory: 6929, loss_aux: 1.0080, top1_acc: 0.6457, top5_acc: 0.8359, loss_cls: 1.4888, loss: 2.4968, grad_norm: 4.3531 2020-09-25 03:24:57,367 - mmaction - INFO - Epoch [95][100/940] lr: 4.000e-03, eta: 21:21:30, time: 1.395, data_time: 0.002, memory: 6929, loss_aux: 1.0149, top1_acc: 0.6387, top5_acc: 0.8320, loss_cls: 1.5103, loss: 2.5252, grad_norm: 4.3873 2020-09-25 03:25:26,278 - mmaction - INFO - Epoch [95][120/940] lr: 4.000e-03, eta: 21:21:00, time: 1.444, data_time: 0.001, memory: 6929, loss_aux: 0.9904, top1_acc: 0.6525, top5_acc: 0.8418, loss_cls: 1.4439, loss: 2.4342, grad_norm: 4.3726 2020-09-25 03:25:54,200 - mmaction - INFO - Epoch [95][140/940] lr: 4.000e-03, eta: 21:20:30, time: 1.397, data_time: 0.002, memory: 6929, loss_aux: 1.0158, top1_acc: 0.6461, top5_acc: 0.8346, loss_cls: 1.5161, loss: 2.5319, grad_norm: 4.4383 2020-09-25 03:26:21,919 - mmaction - INFO - Epoch [95][160/940] lr: 4.000e-03, eta: 21:20:00, time: 1.386, data_time: 0.001, memory: 6929, loss_aux: 1.0161, top1_acc: 0.6473, top5_acc: 0.8346, loss_cls: 1.4945, loss: 2.5106, grad_norm: 4.4241 2020-09-25 03:26:49,852 - mmaction - INFO - Epoch [95][180/940] lr: 4.000e-03, eta: 21:19:30, time: 1.395, data_time: 0.001, memory: 6929, loss_aux: 1.0271, top1_acc: 0.6428, top5_acc: 0.8303, loss_cls: 1.5217, loss: 2.5488, grad_norm: 4.4551 2020-09-25 03:27:18,981 - mmaction - INFO - Epoch [95][200/940] lr: 4.000e-03, eta: 21:19:01, time: 1.457, data_time: 0.003, memory: 6929, loss_aux: 1.0102, top1_acc: 0.6469, top5_acc: 0.8307, loss_cls: 1.5150, loss: 2.5252, grad_norm: 4.4408 2020-09-25 03:27:46,184 - mmaction - INFO - Epoch [95][220/940] lr: 4.000e-03, eta: 21:18:30, time: 1.359, data_time: 0.002, memory: 6929, loss_aux: 1.0187, top1_acc: 0.6412, top5_acc: 0.8277, loss_cls: 1.5159, loss: 2.5346, grad_norm: 4.3633 2020-09-25 03:28:14,180 - mmaction - INFO - Epoch [95][240/940] lr: 4.000e-03, eta: 21:18:00, time: 1.400, data_time: 0.003, memory: 6929, loss_aux: 1.0062, top1_acc: 0.6438, top5_acc: 0.8379, loss_cls: 1.5044, loss: 2.5106, grad_norm: 4.4157 2020-09-25 03:28:42,762 - mmaction - INFO - Epoch [95][260/940] lr: 4.000e-03, eta: 21:17:30, time: 1.430, data_time: 0.002, memory: 6929, loss_aux: 1.0116, top1_acc: 0.6379, top5_acc: 0.8309, loss_cls: 1.5152, loss: 2.5268, grad_norm: 4.3926 2020-09-25 03:29:10,878 - mmaction - INFO - Epoch [95][280/940] lr: 4.000e-03, eta: 21:17:00, time: 1.405, data_time: 0.002, memory: 6929, loss_aux: 1.0282, top1_acc: 0.6363, top5_acc: 0.8287, loss_cls: 1.5582, loss: 2.5864, grad_norm: 4.4986 2020-09-25 03:29:39,555 - mmaction - INFO - Epoch [95][300/940] lr: 4.000e-03, eta: 21:16:31, time: 1.435, data_time: 0.002, memory: 6929, loss_aux: 0.9924, top1_acc: 0.6479, top5_acc: 0.8352, loss_cls: 1.4963, loss: 2.4887, grad_norm: 4.3988 2020-09-25 03:30:07,424 - mmaction - INFO - Epoch [95][320/940] lr: 4.000e-03, eta: 21:16:01, time: 1.393, data_time: 0.001, memory: 6929, loss_aux: 0.9938, top1_acc: 0.6506, top5_acc: 0.8412, loss_cls: 1.4731, loss: 2.4670, grad_norm: 4.3775 2020-09-25 03:30:35,407 - mmaction - INFO - Epoch [95][340/940] lr: 4.000e-03, eta: 21:15:31, time: 1.400, data_time: 0.003, memory: 6929, loss_aux: 1.0123, top1_acc: 0.6369, top5_acc: 0.8332, loss_cls: 1.5085, loss: 2.5208, grad_norm: 4.3944 2020-09-25 03:31:03,278 - mmaction - INFO - Epoch [95][360/940] lr: 4.000e-03, eta: 21:15:01, time: 1.393, data_time: 0.001, memory: 6929, loss_aux: 1.0099, top1_acc: 0.6473, top5_acc: 0.8314, loss_cls: 1.5046, loss: 2.5145, grad_norm: 4.3862 2020-09-25 03:31:31,060 - mmaction - INFO - Epoch [95][380/940] lr: 4.000e-03, eta: 21:14:30, time: 1.388, data_time: 0.002, memory: 6929, loss_aux: 1.0087, top1_acc: 0.6352, top5_acc: 0.8354, loss_cls: 1.5018, loss: 2.5105, grad_norm: 4.3901 2020-09-25 03:31:59,827 - mmaction - INFO - Epoch [95][400/940] lr: 4.000e-03, eta: 21:14:01, time: 1.439, data_time: 0.003, memory: 6929, loss_aux: 1.0296, top1_acc: 0.6334, top5_acc: 0.8242, loss_cls: 1.5618, loss: 2.5914, grad_norm: 4.5154 2020-09-25 03:32:28,256 - mmaction - INFO - Epoch [95][420/940] lr: 4.000e-03, eta: 21:13:31, time: 1.421, data_time: 0.002, memory: 6929, loss_aux: 1.0117, top1_acc: 0.6414, top5_acc: 0.8338, loss_cls: 1.5256, loss: 2.5373, grad_norm: 4.5067 2020-09-25 03:32:56,377 - mmaction - INFO - Epoch [95][440/940] lr: 4.000e-03, eta: 21:13:01, time: 1.407, data_time: 0.006, memory: 6929, loss_aux: 1.0093, top1_acc: 0.6428, top5_acc: 0.8354, loss_cls: 1.5022, loss: 2.5115, grad_norm: 4.4914 2020-09-25 03:33:24,463 - mmaction - INFO - Epoch [95][460/940] lr: 4.000e-03, eta: 21:12:31, time: 1.403, data_time: 0.001, memory: 6929, loss_aux: 0.9851, top1_acc: 0.6537, top5_acc: 0.8354, loss_cls: 1.4646, loss: 2.4497, grad_norm: 4.3720 2020-09-25 03:33:51,973 - mmaction - INFO - Epoch [95][480/940] lr: 4.000e-03, eta: 21:12:01, time: 1.376, data_time: 0.003, memory: 6929, loss_aux: 0.9950, top1_acc: 0.6490, top5_acc: 0.8406, loss_cls: 1.4686, loss: 2.4635, grad_norm: 4.4269 2020-09-25 03:34:19,799 - mmaction - INFO - Epoch [95][500/940] lr: 4.000e-03, eta: 21:11:31, time: 1.392, data_time: 0.002, memory: 6929, loss_aux: 1.0126, top1_acc: 0.6445, top5_acc: 0.8371, loss_cls: 1.4887, loss: 2.5013, grad_norm: 4.4846 2020-09-25 03:34:48,140 - mmaction - INFO - Epoch [95][520/940] lr: 4.000e-03, eta: 21:11:01, time: 1.416, data_time: 0.001, memory: 6929, loss_aux: 1.0041, top1_acc: 0.6473, top5_acc: 0.8299, loss_cls: 1.4900, loss: 2.4941, grad_norm: 4.4473 2020-09-25 03:35:16,740 - mmaction - INFO - Epoch [95][540/940] lr: 4.000e-03, eta: 21:10:31, time: 1.431, data_time: 0.003, memory: 6929, loss_aux: 1.0347, top1_acc: 0.6326, top5_acc: 0.8256, loss_cls: 1.5565, loss: 2.5912, grad_norm: 4.4706 2020-09-25 03:35:44,423 - mmaction - INFO - Epoch [95][560/940] lr: 4.000e-03, eta: 21:10:01, time: 1.383, data_time: 0.001, memory: 6929, loss_aux: 1.0127, top1_acc: 0.6479, top5_acc: 0.8367, loss_cls: 1.4906, loss: 2.5033, grad_norm: 4.4219 2020-09-25 03:36:13,998 - mmaction - INFO - Epoch [95][580/940] lr: 4.000e-03, eta: 21:09:32, time: 1.479, data_time: 0.003, memory: 6929, loss_aux: 1.0256, top1_acc: 0.6445, top5_acc: 0.8244, loss_cls: 1.5093, loss: 2.5349, grad_norm: 4.3933 2020-09-25 03:36:42,637 - mmaction - INFO - Epoch [95][600/940] lr: 4.000e-03, eta: 21:09:02, time: 1.432, data_time: 0.001, memory: 6929, loss_aux: 1.0161, top1_acc: 0.6336, top5_acc: 0.8285, loss_cls: 1.5382, loss: 2.5544, grad_norm: 4.4773 2020-09-25 03:37:11,924 - mmaction - INFO - Epoch [95][620/940] lr: 4.000e-03, eta: 21:08:33, time: 1.464, data_time: 0.002, memory: 6929, loss_aux: 1.0471, top1_acc: 0.6299, top5_acc: 0.8250, loss_cls: 1.5819, loss: 2.6291, grad_norm: 4.4877 2020-09-25 03:37:39,971 - mmaction - INFO - Epoch [95][640/940] lr: 4.000e-03, eta: 21:08:03, time: 1.403, data_time: 0.002, memory: 6929, loss_aux: 1.0231, top1_acc: 0.6342, top5_acc: 0.8303, loss_cls: 1.5152, loss: 2.5383, grad_norm: 4.4166 2020-09-25 03:38:08,718 - mmaction - INFO - Epoch [95][660/940] lr: 4.000e-03, eta: 21:07:34, time: 1.436, data_time: 0.001, memory: 6929, loss_aux: 1.0062, top1_acc: 0.6479, top5_acc: 0.8311, loss_cls: 1.5036, loss: 2.5097, grad_norm: 4.4036 2020-09-25 03:38:36,317 - mmaction - INFO - Epoch [95][680/940] lr: 4.000e-03, eta: 21:07:03, time: 1.380, data_time: 0.003, memory: 6929, loss_aux: 1.0271, top1_acc: 0.6402, top5_acc: 0.8297, loss_cls: 1.5389, loss: 2.5659, grad_norm: 4.4083 2020-09-25 03:39:04,715 - mmaction - INFO - Epoch [95][700/940] lr: 4.000e-03, eta: 21:06:34, time: 1.419, data_time: 0.002, memory: 6929, loss_aux: 1.0116, top1_acc: 0.6365, top5_acc: 0.8313, loss_cls: 1.5052, loss: 2.5168, grad_norm: 4.3901 2020-09-25 03:39:33,084 - mmaction - INFO - Epoch [95][720/940] lr: 4.000e-03, eta: 21:06:04, time: 1.419, data_time: 0.003, memory: 6929, loss_aux: 1.0231, top1_acc: 0.6355, top5_acc: 0.8256, loss_cls: 1.5330, loss: 2.5561, grad_norm: 4.4731 2020-09-25 03:40:00,921 - mmaction - INFO - Epoch [95][740/940] lr: 4.000e-03, eta: 21:05:34, time: 1.392, data_time: 0.002, memory: 6929, loss_aux: 1.0191, top1_acc: 0.6410, top5_acc: 0.8273, loss_cls: 1.5204, loss: 2.5394, grad_norm: 4.4435 2020-09-25 03:40:28,679 - mmaction - INFO - Epoch [95][760/940] lr: 4.000e-03, eta: 21:05:04, time: 1.387, data_time: 0.001, memory: 6929, loss_aux: 1.0118, top1_acc: 0.6420, top5_acc: 0.8373, loss_cls: 1.4967, loss: 2.5084, grad_norm: 4.4090 2020-09-25 03:40:56,669 - mmaction - INFO - Epoch [95][780/940] lr: 4.000e-03, eta: 21:04:34, time: 1.399, data_time: 0.002, memory: 6929, loss_aux: 1.0337, top1_acc: 0.6340, top5_acc: 0.8225, loss_cls: 1.5419, loss: 2.5757, grad_norm: 4.4780 2020-09-25 03:41:25,291 - mmaction - INFO - Epoch [95][800/940] lr: 4.000e-03, eta: 21:04:04, time: 1.431, data_time: 0.003, memory: 6929, loss_aux: 0.9948, top1_acc: 0.6465, top5_acc: 0.8350, loss_cls: 1.4734, loss: 2.4682, grad_norm: 4.3845 2020-09-25 03:41:53,048 - mmaction - INFO - Epoch [95][820/940] lr: 4.000e-03, eta: 21:03:34, time: 1.389, data_time: 0.002, memory: 6929, loss_aux: 1.0185, top1_acc: 0.6385, top5_acc: 0.8297, loss_cls: 1.5351, loss: 2.5536, grad_norm: 4.4436 2020-09-25 03:42:23,260 - mmaction - INFO - Epoch [95][840/940] lr: 4.000e-03, eta: 21:03:05, time: 1.510, data_time: 0.002, memory: 6929, loss_aux: 0.9974, top1_acc: 0.6506, top5_acc: 0.8402, loss_cls: 1.4654, loss: 2.4628, grad_norm: 4.3523 2020-09-25 03:42:53,658 - mmaction - INFO - Epoch [95][860/940] lr: 4.000e-03, eta: 21:02:37, time: 1.520, data_time: 0.002, memory: 6929, loss_aux: 1.0144, top1_acc: 0.6381, top5_acc: 0.8342, loss_cls: 1.4971, loss: 2.5115, grad_norm: 4.4240 2020-09-25 03:43:20,591 - mmaction - INFO - Epoch [95][880/940] lr: 4.000e-03, eta: 21:02:06, time: 1.347, data_time: 0.002, memory: 6929, loss_aux: 1.0214, top1_acc: 0.6385, top5_acc: 0.8268, loss_cls: 1.5322, loss: 2.5536, grad_norm: 4.5041 2020-09-25 03:43:49,973 - mmaction - INFO - Epoch [95][900/940] lr: 4.000e-03, eta: 21:01:37, time: 1.469, data_time: 0.001, memory: 6929, loss_aux: 1.0179, top1_acc: 0.6395, top5_acc: 0.8299, loss_cls: 1.5277, loss: 2.5456, grad_norm: 4.4556 2020-09-25 03:44:18,108 - mmaction - INFO - Epoch [95][920/940] lr: 4.000e-03, eta: 21:01:07, time: 1.407, data_time: 0.001, memory: 6929, loss_aux: 1.0189, top1_acc: 0.6406, top5_acc: 0.8309, loss_cls: 1.5245, loss: 2.5434, grad_norm: 4.4175 2020-09-25 03:44:46,050 - mmaction - INFO - Epoch [95][940/940] lr: 4.000e-03, eta: 21:00:37, time: 1.394, data_time: 0.002, memory: 6929, loss_aux: 1.0345, top1_acc: 0.6349, top5_acc: 0.8306, loss_cls: 1.5528, loss: 2.5873, grad_norm: 4.4946 2020-09-25 03:44:46,433 - mmaction - INFO - Saving checkpoint at 95 epochs 2020-09-25 03:45:20,363 - mmaction - INFO - Epoch [96][20/940] lr: 4.000e-03, eta: 21:00:08, time: 1.498, data_time: 0.246, memory: 6929, loss_aux: 1.0300, top1_acc: 0.6436, top5_acc: 0.8283, loss_cls: 1.5333, loss: 2.5633, grad_norm: 4.4635 2020-09-25 03:45:48,350 - mmaction - INFO - Epoch [96][40/940] lr: 4.000e-03, eta: 20:59:38, time: 1.398, data_time: 0.001, memory: 6929, loss_aux: 0.9934, top1_acc: 0.6471, top5_acc: 0.8350, loss_cls: 1.4628, loss: 2.4562, grad_norm: 4.4749 2020-09-25 03:46:16,687 - mmaction - INFO - Epoch [96][60/940] lr: 4.000e-03, eta: 20:59:08, time: 1.417, data_time: 0.003, memory: 6929, loss_aux: 1.0238, top1_acc: 0.6436, top5_acc: 0.8285, loss_cls: 1.5241, loss: 2.5478, grad_norm: 4.5059 2020-09-25 03:46:45,445 - mmaction - INFO - Epoch [96][80/940] lr: 4.000e-03, eta: 20:58:39, time: 1.438, data_time: 0.002, memory: 6929, loss_aux: 1.0213, top1_acc: 0.6430, top5_acc: 0.8322, loss_cls: 1.5186, loss: 2.5400, grad_norm: 4.4953 2020-09-25 03:47:13,851 - mmaction - INFO - Epoch [96][100/940] lr: 4.000e-03, eta: 20:58:09, time: 1.420, data_time: 0.002, memory: 6929, loss_aux: 0.9763, top1_acc: 0.6537, top5_acc: 0.8467, loss_cls: 1.4289, loss: 2.4052, grad_norm: 4.3709 2020-09-25 03:47:43,151 - mmaction - INFO - Epoch [96][120/940] lr: 4.000e-03, eta: 20:57:40, time: 1.465, data_time: 0.002, memory: 6929, loss_aux: 1.0171, top1_acc: 0.6371, top5_acc: 0.8279, loss_cls: 1.5351, loss: 2.5522, grad_norm: 4.5478 2020-09-25 03:48:12,279 - mmaction - INFO - Epoch [96][140/940] lr: 4.000e-03, eta: 20:57:10, time: 1.456, data_time: 0.002, memory: 6929, loss_aux: 0.9840, top1_acc: 0.6486, top5_acc: 0.8365, loss_cls: 1.4737, loss: 2.4576, grad_norm: 4.4276 2020-09-25 03:48:39,898 - mmaction - INFO - Epoch [96][160/940] lr: 4.000e-03, eta: 20:56:40, time: 1.382, data_time: 0.002, memory: 6929, loss_aux: 0.9980, top1_acc: 0.6496, top5_acc: 0.8359, loss_cls: 1.4798, loss: 2.4779, grad_norm: 4.4498 2020-09-25 03:49:08,823 - mmaction - INFO - Epoch [96][180/940] lr: 4.000e-03, eta: 20:56:11, time: 1.445, data_time: 0.001, memory: 6929, loss_aux: 1.0246, top1_acc: 0.6414, top5_acc: 0.8295, loss_cls: 1.5076, loss: 2.5322, grad_norm: 4.4860 2020-09-25 03:49:37,315 - mmaction - INFO - Epoch [96][200/940] lr: 4.000e-03, eta: 20:55:41, time: 1.424, data_time: 0.002, memory: 6929, loss_aux: 1.0266, top1_acc: 0.6312, top5_acc: 0.8268, loss_cls: 1.5342, loss: 2.5608, grad_norm: 4.5623 2020-09-25 03:50:05,406 - mmaction - INFO - Epoch [96][220/940] lr: 4.000e-03, eta: 20:55:11, time: 1.405, data_time: 0.002, memory: 6929, loss_aux: 1.0145, top1_acc: 0.6447, top5_acc: 0.8359, loss_cls: 1.5179, loss: 2.5324, grad_norm: 4.4706 2020-09-25 03:50:33,891 - mmaction - INFO - Epoch [96][240/940] lr: 4.000e-03, eta: 20:54:41, time: 1.425, data_time: 0.002, memory: 6929, loss_aux: 1.0088, top1_acc: 0.6447, top5_acc: 0.8412, loss_cls: 1.4756, loss: 2.4844, grad_norm: 4.5290 2020-09-25 03:51:01,994 - mmaction - INFO - Epoch [96][260/940] lr: 4.000e-03, eta: 20:54:11, time: 1.406, data_time: 0.002, memory: 6929, loss_aux: 0.9907, top1_acc: 0.6482, top5_acc: 0.8348, loss_cls: 1.4811, loss: 2.4718, grad_norm: 4.4441 2020-09-25 03:51:30,546 - mmaction - INFO - Epoch [96][280/940] lr: 4.000e-03, eta: 20:53:42, time: 1.427, data_time: 0.001, memory: 6929, loss_aux: 1.0289, top1_acc: 0.6398, top5_acc: 0.8332, loss_cls: 1.5313, loss: 2.5603, grad_norm: 4.5615 2020-09-25 03:51:59,252 - mmaction - INFO - Epoch [96][300/940] lr: 4.000e-03, eta: 20:53:12, time: 1.437, data_time: 0.003, memory: 6929, loss_aux: 1.0083, top1_acc: 0.6473, top5_acc: 0.8352, loss_cls: 1.4989, loss: 2.5073, grad_norm: 4.3994 2020-09-25 03:52:27,456 - mmaction - INFO - Epoch [96][320/940] lr: 4.000e-03, eta: 20:52:42, time: 1.409, data_time: 0.001, memory: 6929, loss_aux: 1.0367, top1_acc: 0.6389, top5_acc: 0.8318, loss_cls: 1.5257, loss: 2.5624, grad_norm: 4.5678 2020-09-25 03:52:55,504 - mmaction - INFO - Epoch [96][340/940] lr: 4.000e-03, eta: 20:52:12, time: 1.404, data_time: 0.003, memory: 6929, loss_aux: 1.0200, top1_acc: 0.6383, top5_acc: 0.8264, loss_cls: 1.5192, loss: 2.5392, grad_norm: 4.5091 2020-09-25 03:53:23,937 - mmaction - INFO - Epoch [96][360/940] lr: 4.000e-03, eta: 20:51:43, time: 1.421, data_time: 0.001, memory: 6929, loss_aux: 0.9782, top1_acc: 0.6533, top5_acc: 0.8387, loss_cls: 1.4512, loss: 2.4294, grad_norm: 4.3478 2020-09-25 03:53:52,303 - mmaction - INFO - Epoch [96][380/940] lr: 4.000e-03, eta: 20:51:13, time: 1.418, data_time: 0.002, memory: 6929, loss_aux: 1.0359, top1_acc: 0.6322, top5_acc: 0.8191, loss_cls: 1.5835, loss: 2.6193, grad_norm: 4.5067 2020-09-25 03:54:20,986 - mmaction - INFO - Epoch [96][400/940] lr: 4.000e-03, eta: 20:50:43, time: 1.434, data_time: 0.002, memory: 6929, loss_aux: 1.0396, top1_acc: 0.6305, top5_acc: 0.8221, loss_cls: 1.5538, loss: 2.5934, grad_norm: 4.6151 2020-09-25 03:54:50,452 - mmaction - INFO - Epoch [96][420/940] lr: 4.000e-03, eta: 20:50:14, time: 1.473, data_time: 0.001, memory: 6929, loss_aux: 1.0203, top1_acc: 0.6408, top5_acc: 0.8381, loss_cls: 1.5042, loss: 2.5245, grad_norm: 4.5449 2020-09-25 03:55:18,394 - mmaction - INFO - Epoch [96][440/940] lr: 4.000e-03, eta: 20:49:44, time: 1.398, data_time: 0.002, memory: 6929, loss_aux: 1.0283, top1_acc: 0.6312, top5_acc: 0.8189, loss_cls: 1.5628, loss: 2.5911, grad_norm: 4.5095 2020-09-25 03:55:46,809 - mmaction - INFO - Epoch [96][460/940] lr: 4.000e-03, eta: 20:49:14, time: 1.420, data_time: 0.001, memory: 6929, loss_aux: 1.0168, top1_acc: 0.6385, top5_acc: 0.8324, loss_cls: 1.5228, loss: 2.5397, grad_norm: 4.4564 2020-09-25 03:56:17,079 - mmaction - INFO - Epoch [96][480/940] lr: 4.000e-03, eta: 20:48:46, time: 1.514, data_time: 0.003, memory: 6929, loss_aux: 1.0260, top1_acc: 0.6424, top5_acc: 0.8250, loss_cls: 1.5238, loss: 2.5498, grad_norm: 4.4581 2020-09-25 03:56:45,278 - mmaction - INFO - Epoch [96][500/940] lr: 4.000e-03, eta: 20:48:16, time: 1.409, data_time: 0.001, memory: 6929, loss_aux: 1.0151, top1_acc: 0.6465, top5_acc: 0.8314, loss_cls: 1.4946, loss: 2.5097, grad_norm: 4.4728 2020-09-25 03:57:13,958 - mmaction - INFO - Epoch [96][520/940] lr: 4.000e-03, eta: 20:47:46, time: 1.434, data_time: 0.003, memory: 6929, loss_aux: 1.0229, top1_acc: 0.6359, top5_acc: 0.8240, loss_cls: 1.5407, loss: 2.5635, grad_norm: 4.4566 2020-09-25 03:57:42,587 - mmaction - INFO - Epoch [96][540/940] lr: 4.000e-03, eta: 20:47:17, time: 1.431, data_time: 0.002, memory: 6929, loss_aux: 1.0287, top1_acc: 0.6314, top5_acc: 0.8297, loss_cls: 1.5484, loss: 2.5771, grad_norm: 4.5124 2020-09-25 03:58:11,239 - mmaction - INFO - Epoch [96][560/940] lr: 4.000e-03, eta: 20:46:47, time: 1.433, data_time: 0.004, memory: 6929, loss_aux: 1.0114, top1_acc: 0.6410, top5_acc: 0.8258, loss_cls: 1.5192, loss: 2.5306, grad_norm: 4.4669 2020-09-25 03:58:41,193 - mmaction - INFO - Epoch [96][580/940] lr: 4.000e-03, eta: 20:46:18, time: 1.499, data_time: 0.002, memory: 6929, loss_aux: 1.0003, top1_acc: 0.6439, top5_acc: 0.8373, loss_cls: 1.4940, loss: 2.4942, grad_norm: 4.4607 2020-09-25 03:59:10,869 - mmaction - INFO - Epoch [96][600/940] lr: 4.000e-03, eta: 20:45:49, time: 1.483, data_time: 0.001, memory: 6929, loss_aux: 1.0096, top1_acc: 0.6367, top5_acc: 0.8393, loss_cls: 1.5243, loss: 2.5339, grad_norm: 4.4639 2020-09-25 03:59:39,476 - mmaction - INFO - Epoch [96][620/940] lr: 4.000e-03, eta: 20:45:20, time: 1.431, data_time: 0.003, memory: 6929, loss_aux: 1.0041, top1_acc: 0.6486, top5_acc: 0.8318, loss_cls: 1.5145, loss: 2.5185, grad_norm: 4.5098 2020-09-25 04:00:16,322 - mmaction - INFO - Epoch [96][640/940] lr: 4.000e-03, eta: 20:44:54, time: 1.815, data_time: 0.001, memory: 6929, loss_aux: 1.0146, top1_acc: 0.6418, top5_acc: 0.8275, loss_cls: 1.5427, loss: 2.5572, grad_norm: 4.4959 2020-09-25 04:00:42,490 - mmaction - INFO - Epoch [96][660/940] lr: 4.000e-03, eta: 20:44:24, time: 1.336, data_time: 0.058, memory: 6929, loss_aux: 1.0136, top1_acc: 0.6383, top5_acc: 0.8316, loss_cls: 1.5168, loss: 2.5305, grad_norm: 4.4728 2020-09-25 04:01:11,412 - mmaction - INFO - Epoch [96][680/940] lr: 4.000e-03, eta: 20:43:54, time: 1.445, data_time: 0.001, memory: 6929, loss_aux: 1.0018, top1_acc: 0.6426, top5_acc: 0.8398, loss_cls: 1.4796, loss: 2.4814, grad_norm: 4.4517 2020-09-25 04:01:40,525 - mmaction - INFO - Epoch [96][700/940] lr: 4.000e-03, eta: 20:43:25, time: 1.457, data_time: 0.003, memory: 6929, loss_aux: 1.0082, top1_acc: 0.6396, top5_acc: 0.8299, loss_cls: 1.4977, loss: 2.5058, grad_norm: 4.5072 2020-09-25 04:02:10,383 - mmaction - INFO - Epoch [96][720/940] lr: 4.000e-03, eta: 20:42:56, time: 1.492, data_time: 0.001, memory: 6929, loss_aux: 1.0035, top1_acc: 0.6496, top5_acc: 0.8270, loss_cls: 1.5126, loss: 2.5162, grad_norm: 4.4226 2020-09-25 04:02:39,471 - mmaction - INFO - Epoch [96][740/940] lr: 4.000e-03, eta: 20:42:27, time: 1.454, data_time: 0.002, memory: 6929, loss_aux: 1.0027, top1_acc: 0.6473, top5_acc: 0.8352, loss_cls: 1.4763, loss: 2.4789, grad_norm: 4.4654 2020-09-25 04:03:08,773 - mmaction - INFO - Epoch [96][760/940] lr: 4.000e-03, eta: 20:41:57, time: 1.465, data_time: 0.002, memory: 6929, loss_aux: 1.0152, top1_acc: 0.6391, top5_acc: 0.8215, loss_cls: 1.5458, loss: 2.5609, grad_norm: 4.4528 2020-09-25 04:03:37,428 - mmaction - INFO - Epoch [96][780/940] lr: 4.000e-03, eta: 20:41:28, time: 1.434, data_time: 0.003, memory: 6929, loss_aux: 1.0011, top1_acc: 0.6480, top5_acc: 0.8342, loss_cls: 1.4856, loss: 2.4867, grad_norm: 4.3695 2020-09-25 04:04:06,085 - mmaction - INFO - Epoch [96][800/940] lr: 4.000e-03, eta: 20:40:58, time: 1.432, data_time: 0.001, memory: 6929, loss_aux: 1.0124, top1_acc: 0.6422, top5_acc: 0.8324, loss_cls: 1.5090, loss: 2.5214, grad_norm: 4.4895 2020-09-25 04:04:35,394 - mmaction - INFO - Epoch [96][820/940] lr: 4.000e-03, eta: 20:40:29, time: 1.466, data_time: 0.003, memory: 6929, loss_aux: 1.0252, top1_acc: 0.6406, top5_acc: 0.8256, loss_cls: 1.5253, loss: 2.5504, grad_norm: 4.5296 2020-09-25 04:05:05,218 - mmaction - INFO - Epoch [96][840/940] lr: 4.000e-03, eta: 20:40:00, time: 1.491, data_time: 0.002, memory: 6929, loss_aux: 1.0173, top1_acc: 0.6434, top5_acc: 0.8354, loss_cls: 1.4997, loss: 2.5169, grad_norm: 4.5449 2020-09-25 04:05:34,163 - mmaction - INFO - Epoch [96][860/940] lr: 4.000e-03, eta: 20:39:30, time: 1.448, data_time: 0.003, memory: 6929, loss_aux: 1.0283, top1_acc: 0.6301, top5_acc: 0.8207, loss_cls: 1.5433, loss: 2.5716, grad_norm: 4.6048 2020-09-25 04:06:03,136 - mmaction - INFO - Epoch [96][880/940] lr: 4.000e-03, eta: 20:39:01, time: 1.448, data_time: 0.002, memory: 6929, loss_aux: 1.0257, top1_acc: 0.6311, top5_acc: 0.8316, loss_cls: 1.5353, loss: 2.5611, grad_norm: 4.5561 2020-09-25 04:06:31,809 - mmaction - INFO - Epoch [96][900/940] lr: 4.000e-03, eta: 20:38:31, time: 1.433, data_time: 0.003, memory: 6929, loss_aux: 1.0190, top1_acc: 0.6410, top5_acc: 0.8350, loss_cls: 1.5163, loss: 2.5353, grad_norm: 4.5979 2020-09-25 04:07:01,495 - mmaction - INFO - Epoch [96][920/940] lr: 4.000e-03, eta: 20:38:02, time: 1.485, data_time: 0.003, memory: 6929, loss_aux: 1.0088, top1_acc: 0.6502, top5_acc: 0.8328, loss_cls: 1.5013, loss: 2.5101, grad_norm: 4.4600 2020-09-25 04:07:29,704 - mmaction - INFO - Epoch [96][940/940] lr: 4.000e-03, eta: 20:37:33, time: 1.410, data_time: 0.001, memory: 6929, loss_aux: 1.0259, top1_acc: 0.6427, top5_acc: 0.8320, loss_cls: 1.5218, loss: 2.5477, grad_norm: 4.5513 2020-09-25 04:07:30,362 - mmaction - INFO - Saving checkpoint at 96 epochs 2020-09-25 04:08:06,636 - mmaction - INFO - Epoch [97][20/940] lr: 4.000e-03, eta: 20:37:04, time: 1.550, data_time: 0.275, memory: 6929, loss_aux: 1.0055, top1_acc: 0.6484, top5_acc: 0.8344, loss_cls: 1.5005, loss: 2.5060, grad_norm: 4.5216 2020-09-25 04:08:35,603 - mmaction - INFO - Epoch [97][40/940] lr: 4.000e-03, eta: 20:36:35, time: 1.449, data_time: 0.003, memory: 6929, loss_aux: 1.0272, top1_acc: 0.6277, top5_acc: 0.8244, loss_cls: 1.5655, loss: 2.5927, grad_norm: 4.5582 2020-09-25 04:09:04,991 - mmaction - INFO - Epoch [97][60/940] lr: 4.000e-03, eta: 20:36:06, time: 1.469, data_time: 0.002, memory: 6929, loss_aux: 1.0126, top1_acc: 0.6482, top5_acc: 0.8365, loss_cls: 1.5021, loss: 2.5148, grad_norm: 4.4707 2020-09-25 04:09:33,861 - mmaction - INFO - Epoch [97][80/940] lr: 4.000e-03, eta: 20:35:36, time: 1.445, data_time: 0.003, memory: 6929, loss_aux: 1.0048, top1_acc: 0.6482, top5_acc: 0.8289, loss_cls: 1.5055, loss: 2.5103, grad_norm: 4.4941 2020-09-25 04:10:02,750 - mmaction - INFO - Epoch [97][100/940] lr: 4.000e-03, eta: 20:35:07, time: 1.444, data_time: 0.001, memory: 6929, loss_aux: 1.0227, top1_acc: 0.6438, top5_acc: 0.8299, loss_cls: 1.5251, loss: 2.5477, grad_norm: 4.5871 2020-09-25 04:10:31,776 - mmaction - INFO - Epoch [97][120/940] lr: 4.000e-03, eta: 20:34:37, time: 1.451, data_time: 0.002, memory: 6929, loss_aux: 1.0046, top1_acc: 0.6438, top5_acc: 0.8336, loss_cls: 1.4806, loss: 2.4852, grad_norm: 4.5367 2020-09-25 04:11:01,398 - mmaction - INFO - Epoch [97][140/940] lr: 4.000e-03, eta: 20:34:08, time: 1.482, data_time: 0.002, memory: 6929, loss_aux: 1.0170, top1_acc: 0.6439, top5_acc: 0.8328, loss_cls: 1.5014, loss: 2.5183, grad_norm: 4.5125 2020-09-25 04:11:30,605 - mmaction - INFO - Epoch [97][160/940] lr: 4.000e-03, eta: 20:33:39, time: 1.459, data_time: 0.001, memory: 6929, loss_aux: 1.0269, top1_acc: 0.6375, top5_acc: 0.8307, loss_cls: 1.5252, loss: 2.5521, grad_norm: 4.5685 2020-09-25 04:11:59,724 - mmaction - INFO - Epoch [97][180/940] lr: 4.000e-03, eta: 20:33:10, time: 1.455, data_time: 0.004, memory: 6929, loss_aux: 1.0358, top1_acc: 0.6322, top5_acc: 0.8213, loss_cls: 1.5530, loss: 2.5888, grad_norm: 4.5686 2020-09-25 04:12:28,661 - mmaction - INFO - Epoch [97][200/940] lr: 4.000e-03, eta: 20:32:40, time: 1.448, data_time: 0.008, memory: 6929, loss_aux: 1.0067, top1_acc: 0.6484, top5_acc: 0.8365, loss_cls: 1.5063, loss: 2.5130, grad_norm: 4.5686 2020-09-25 04:12:58,613 - mmaction - INFO - Epoch [97][220/940] lr: 4.000e-03, eta: 20:32:11, time: 1.498, data_time: 0.003, memory: 6929, loss_aux: 1.0218, top1_acc: 0.6371, top5_acc: 0.8322, loss_cls: 1.5267, loss: 2.5485, grad_norm: 4.4861 2020-09-25 04:13:28,199 - mmaction - INFO - Epoch [97][240/940] lr: 4.000e-03, eta: 20:31:42, time: 1.480, data_time: 0.002, memory: 6929, loss_aux: 0.9923, top1_acc: 0.6506, top5_acc: 0.8408, loss_cls: 1.4616, loss: 2.4539, grad_norm: 4.4468 2020-09-25 04:13:59,034 - mmaction - INFO - Epoch [97][260/940] lr: 4.000e-03, eta: 20:31:14, time: 1.542, data_time: 0.002, memory: 6929, loss_aux: 1.0094, top1_acc: 0.6396, top5_acc: 0.8328, loss_cls: 1.4938, loss: 2.5032, grad_norm: 4.4669 2020-09-25 04:14:28,606 - mmaction - INFO - Epoch [97][280/940] lr: 4.000e-03, eta: 20:30:45, time: 1.476, data_time: 0.001, memory: 6929, loss_aux: 1.0215, top1_acc: 0.6340, top5_acc: 0.8289, loss_cls: 1.5417, loss: 2.5632, grad_norm: 4.4828 2020-09-25 04:14:57,159 - mmaction - INFO - Epoch [97][300/940] lr: 4.000e-03, eta: 20:30:15, time: 1.430, data_time: 0.004, memory: 6929, loss_aux: 1.0083, top1_acc: 0.6498, top5_acc: 0.8385, loss_cls: 1.4857, loss: 2.4940, grad_norm: 4.5007 2020-09-25 04:15:26,032 - mmaction - INFO - Epoch [97][320/940] lr: 4.000e-03, eta: 20:29:46, time: 1.442, data_time: 0.001, memory: 6929, loss_aux: 1.0194, top1_acc: 0.6383, top5_acc: 0.8348, loss_cls: 1.5347, loss: 2.5541, grad_norm: 4.4980 2020-09-25 04:15:54,960 - mmaction - INFO - Epoch [97][340/940] lr: 4.000e-03, eta: 20:29:16, time: 1.448, data_time: 0.004, memory: 6929, loss_aux: 1.0317, top1_acc: 0.6320, top5_acc: 0.8223, loss_cls: 1.5508, loss: 2.5825, grad_norm: 4.5348 2020-09-25 04:16:24,776 - mmaction - INFO - Epoch [97][360/940] lr: 4.000e-03, eta: 20:28:47, time: 1.490, data_time: 0.001, memory: 6929, loss_aux: 1.0135, top1_acc: 0.6512, top5_acc: 0.8348, loss_cls: 1.4811, loss: 2.4947, grad_norm: 4.5151 2020-09-25 04:16:53,361 - mmaction - INFO - Epoch [97][380/940] lr: 4.000e-03, eta: 20:28:18, time: 1.429, data_time: 0.002, memory: 6929, loss_aux: 1.0242, top1_acc: 0.6402, top5_acc: 0.8250, loss_cls: 1.5246, loss: 2.5488, grad_norm: 4.4882 2020-09-25 04:17:22,684 - mmaction - INFO - Epoch [97][400/940] lr: 4.000e-03, eta: 20:27:49, time: 1.466, data_time: 0.003, memory: 6929, loss_aux: 0.9787, top1_acc: 0.6582, top5_acc: 0.8385, loss_cls: 1.4389, loss: 2.4175, grad_norm: 4.4344 2020-09-25 04:17:52,640 - mmaction - INFO - Epoch [97][420/940] lr: 4.000e-03, eta: 20:27:20, time: 1.499, data_time: 0.003, memory: 6929, loss_aux: 1.0178, top1_acc: 0.6346, top5_acc: 0.8301, loss_cls: 1.5144, loss: 2.5322, grad_norm: 4.5585 2020-09-25 04:18:21,057 - mmaction - INFO - Epoch [97][440/940] lr: 4.000e-03, eta: 20:26:50, time: 1.420, data_time: 0.002, memory: 6929, loss_aux: 1.0038, top1_acc: 0.6404, top5_acc: 0.8354, loss_cls: 1.5046, loss: 2.5084, grad_norm: 4.5656 2020-09-25 04:18:50,852 - mmaction - INFO - Epoch [97][460/940] lr: 4.000e-03, eta: 20:26:21, time: 1.489, data_time: 0.002, memory: 6929, loss_aux: 1.0181, top1_acc: 0.6480, top5_acc: 0.8328, loss_cls: 1.4937, loss: 2.5119, grad_norm: 4.5003 2020-09-25 04:19:19,853 - mmaction - INFO - Epoch [97][480/940] lr: 4.000e-03, eta: 20:25:52, time: 1.451, data_time: 0.003, memory: 6929, loss_aux: 1.0144, top1_acc: 0.6402, top5_acc: 0.8346, loss_cls: 1.4944, loss: 2.5088, grad_norm: 4.5569 2020-09-25 04:19:49,187 - mmaction - INFO - Epoch [97][500/940] lr: 4.000e-03, eta: 20:25:22, time: 1.466, data_time: 0.002, memory: 6929, loss_aux: 1.0060, top1_acc: 0.6404, top5_acc: 0.8295, loss_cls: 1.5285, loss: 2.5345, grad_norm: 4.6128 2020-09-25 04:20:18,778 - mmaction - INFO - Epoch [97][520/940] lr: 4.000e-03, eta: 20:24:53, time: 1.480, data_time: 0.002, memory: 6929, loss_aux: 1.0038, top1_acc: 0.6496, top5_acc: 0.8340, loss_cls: 1.4764, loss: 2.4802, grad_norm: 4.4561 2020-09-25 04:20:48,239 - mmaction - INFO - Epoch [97][540/940] lr: 4.000e-03, eta: 20:24:24, time: 1.472, data_time: 0.001, memory: 6929, loss_aux: 1.0007, top1_acc: 0.6500, top5_acc: 0.8393, loss_cls: 1.4762, loss: 2.4768, grad_norm: 4.4507 2020-09-25 04:21:17,689 - mmaction - INFO - Epoch [97][560/940] lr: 4.000e-03, eta: 20:23:55, time: 1.472, data_time: 0.002, memory: 6929, loss_aux: 1.0299, top1_acc: 0.6297, top5_acc: 0.8256, loss_cls: 1.5615, loss: 2.5914, grad_norm: 4.5721 2020-09-25 04:21:47,986 - mmaction - INFO - Epoch [97][580/940] lr: 4.000e-03, eta: 20:23:26, time: 1.515, data_time: 0.002, memory: 6929, loss_aux: 1.0296, top1_acc: 0.6348, top5_acc: 0.8246, loss_cls: 1.5349, loss: 2.5644, grad_norm: 4.5311 2020-09-25 04:22:16,983 - mmaction - INFO - Epoch [97][600/940] lr: 4.000e-03, eta: 20:22:57, time: 1.451, data_time: 0.003, memory: 6929, loss_aux: 1.0142, top1_acc: 0.6336, top5_acc: 0.8258, loss_cls: 1.5351, loss: 2.5493, grad_norm: 4.5379 2020-09-25 04:22:46,321 - mmaction - INFO - Epoch [97][620/940] lr: 4.000e-03, eta: 20:22:28, time: 1.466, data_time: 0.001, memory: 6929, loss_aux: 1.0199, top1_acc: 0.6393, top5_acc: 0.8289, loss_cls: 1.5255, loss: 2.5454, grad_norm: 4.5383 2020-09-25 04:23:16,352 - mmaction - INFO - Epoch [97][640/940] lr: 4.000e-03, eta: 20:21:59, time: 1.502, data_time: 0.003, memory: 6929, loss_aux: 1.0009, top1_acc: 0.6408, top5_acc: 0.8340, loss_cls: 1.4977, loss: 2.4985, grad_norm: 4.5243 2020-09-25 04:23:44,927 - mmaction - INFO - Epoch [97][660/940] lr: 4.000e-03, eta: 20:21:29, time: 1.429, data_time: 0.002, memory: 6929, loss_aux: 1.0214, top1_acc: 0.6381, top5_acc: 0.8373, loss_cls: 1.5032, loss: 2.5246, grad_norm: 4.5661 2020-09-25 04:24:14,964 - mmaction - INFO - Epoch [97][680/940] lr: 4.000e-03, eta: 20:21:00, time: 1.503, data_time: 0.002, memory: 6929, loss_aux: 1.0041, top1_acc: 0.6469, top5_acc: 0.8381, loss_cls: 1.4806, loss: 2.4847, grad_norm: 4.5462 2020-09-25 04:24:44,426 - mmaction - INFO - Epoch [97][700/940] lr: 4.000e-03, eta: 20:20:31, time: 1.472, data_time: 0.001, memory: 6929, loss_aux: 1.0070, top1_acc: 0.6500, top5_acc: 0.8316, loss_cls: 1.4956, loss: 2.5026, grad_norm: 4.5682 2020-09-25 04:25:14,356 - mmaction - INFO - Epoch [97][720/940] lr: 4.000e-03, eta: 20:20:02, time: 1.497, data_time: 0.002, memory: 6929, loss_aux: 0.9775, top1_acc: 0.6523, top5_acc: 0.8469, loss_cls: 1.4569, loss: 2.4343, grad_norm: 4.5565 2020-09-25 04:25:44,178 - mmaction - INFO - Epoch [97][740/940] lr: 4.000e-03, eta: 20:19:33, time: 1.491, data_time: 0.002, memory: 6929, loss_aux: 0.9886, top1_acc: 0.6533, top5_acc: 0.8348, loss_cls: 1.4749, loss: 2.4635, grad_norm: 4.5263 2020-09-25 04:26:12,558 - mmaction - INFO - Epoch [97][760/940] lr: 4.000e-03, eta: 20:19:04, time: 1.420, data_time: 0.002, memory: 6929, loss_aux: 1.0059, top1_acc: 0.6529, top5_acc: 0.8355, loss_cls: 1.4979, loss: 2.5038, grad_norm: 4.5677 2020-09-25 04:26:42,352 - mmaction - INFO - Epoch [97][780/940] lr: 4.000e-03, eta: 20:18:35, time: 1.490, data_time: 0.001, memory: 6929, loss_aux: 0.9840, top1_acc: 0.6559, top5_acc: 0.8418, loss_cls: 1.4495, loss: 2.4334, grad_norm: 4.4224 2020-09-25 04:27:11,211 - mmaction - INFO - Epoch [97][800/940] lr: 4.000e-03, eta: 20:18:05, time: 1.442, data_time: 0.001, memory: 6929, loss_aux: 0.9989, top1_acc: 0.6422, top5_acc: 0.8338, loss_cls: 1.5001, loss: 2.4990, grad_norm: 4.5118 2020-09-25 04:27:40,278 - mmaction - INFO - Epoch [97][820/940] lr: 4.000e-03, eta: 20:17:36, time: 1.454, data_time: 0.002, memory: 6929, loss_aux: 0.9959, top1_acc: 0.6428, top5_acc: 0.8355, loss_cls: 1.4972, loss: 2.4931, grad_norm: 4.4576 2020-09-25 04:28:08,770 - mmaction - INFO - Epoch [97][840/940] lr: 4.000e-03, eta: 20:17:06, time: 1.424, data_time: 0.001, memory: 6929, loss_aux: 1.0110, top1_acc: 0.6459, top5_acc: 0.8314, loss_cls: 1.4948, loss: 2.5058, grad_norm: 4.5792 2020-09-25 04:28:37,890 - mmaction - INFO - Epoch [97][860/940] lr: 4.000e-03, eta: 20:16:37, time: 1.457, data_time: 0.002, memory: 6929, loss_aux: 0.9908, top1_acc: 0.6525, top5_acc: 0.8357, loss_cls: 1.4647, loss: 2.4555, grad_norm: 4.4776 2020-09-25 04:29:06,769 - mmaction - INFO - Epoch [97][880/940] lr: 4.000e-03, eta: 20:16:07, time: 1.444, data_time: 0.002, memory: 6929, loss_aux: 0.9952, top1_acc: 0.6477, top5_acc: 0.8357, loss_cls: 1.4813, loss: 2.4765, grad_norm: 4.5149 2020-09-25 04:29:35,391 - mmaction - INFO - Epoch [97][900/940] lr: 4.000e-03, eta: 20:15:38, time: 1.432, data_time: 0.002, memory: 6929, loss_aux: 1.0026, top1_acc: 0.6422, top5_acc: 0.8314, loss_cls: 1.5070, loss: 2.5096, grad_norm: 4.5511 2020-09-25 04:30:03,936 - mmaction - INFO - Epoch [97][920/940] lr: 4.000e-03, eta: 20:15:08, time: 1.426, data_time: 0.002, memory: 6929, loss_aux: 1.0306, top1_acc: 0.6365, top5_acc: 0.8324, loss_cls: 1.5421, loss: 2.5728, grad_norm: 4.5422 2020-09-25 04:30:31,321 - mmaction - INFO - Epoch [97][940/940] lr: 4.000e-03, eta: 20:14:38, time: 1.370, data_time: 0.003, memory: 6929, loss_aux: 1.0272, top1_acc: 0.6469, top5_acc: 0.8289, loss_cls: 1.5249, loss: 2.5521, grad_norm: 4.4995 2020-09-25 04:30:31,924 - mmaction - INFO - Saving checkpoint at 97 epochs 2020-09-25 04:31:06,342 - mmaction - INFO - Epoch [98][20/940] lr: 4.000e-03, eta: 20:14:10, time: 1.551, data_time: 0.260, memory: 6929, loss_aux: 1.0131, top1_acc: 0.6441, top5_acc: 0.8258, loss_cls: 1.5221, loss: 2.5352, grad_norm: 4.5123 2020-09-25 04:31:33,649 - mmaction - INFO - Epoch [98][40/940] lr: 4.000e-03, eta: 20:13:39, time: 1.364, data_time: 0.001, memory: 6929, loss_aux: 1.0072, top1_acc: 0.6436, top5_acc: 0.8332, loss_cls: 1.4997, loss: 2.5069, grad_norm: 4.5573 2020-09-25 04:32:02,128 - mmaction - INFO - Epoch [98][60/940] lr: 4.000e-03, eta: 20:13:10, time: 1.425, data_time: 0.002, memory: 6929, loss_aux: 0.9945, top1_acc: 0.6471, top5_acc: 0.8338, loss_cls: 1.4816, loss: 2.4761, grad_norm: 4.4668 2020-09-25 04:32:31,398 - mmaction - INFO - Epoch [98][80/940] lr: 4.000e-03, eta: 20:12:40, time: 1.463, data_time: 0.002, memory: 6929, loss_aux: 1.0060, top1_acc: 0.6549, top5_acc: 0.8328, loss_cls: 1.4935, loss: 2.4995, grad_norm: 4.4977 2020-09-25 04:32:59,088 - mmaction - INFO - Epoch [98][100/940] lr: 4.000e-03, eta: 20:12:10, time: 1.385, data_time: 0.002, memory: 6929, loss_aux: 1.0166, top1_acc: 0.6387, top5_acc: 0.8344, loss_cls: 1.5098, loss: 2.5264, grad_norm: 4.5363 2020-09-25 04:33:28,313 - mmaction - INFO - Epoch [98][120/940] lr: 4.000e-03, eta: 20:11:41, time: 1.460, data_time: 0.001, memory: 6929, loss_aux: 0.9885, top1_acc: 0.6492, top5_acc: 0.8393, loss_cls: 1.4513, loss: 2.4399, grad_norm: 4.5104 2020-09-25 04:33:57,597 - mmaction - INFO - Epoch [98][140/940] lr: 4.000e-03, eta: 20:11:12, time: 1.465, data_time: 0.003, memory: 6929, loss_aux: 1.0130, top1_acc: 0.6453, top5_acc: 0.8391, loss_cls: 1.4908, loss: 2.5038, grad_norm: 4.5833 2020-09-25 04:34:25,247 - mmaction - INFO - Epoch [98][160/940] lr: 4.000e-03, eta: 20:10:42, time: 1.381, data_time: 0.001, memory: 6929, loss_aux: 0.9985, top1_acc: 0.6500, top5_acc: 0.8375, loss_cls: 1.4894, loss: 2.4879, grad_norm: 4.5024 2020-09-25 04:34:55,267 - mmaction - INFO - Epoch [98][180/940] lr: 4.000e-03, eta: 20:10:13, time: 1.502, data_time: 0.003, memory: 6929, loss_aux: 1.0101, top1_acc: 0.6447, top5_acc: 0.8338, loss_cls: 1.5049, loss: 2.5150, grad_norm: 4.5761 2020-09-25 04:35:23,950 - mmaction - INFO - Epoch [98][200/940] lr: 4.000e-03, eta: 20:09:43, time: 1.433, data_time: 0.001, memory: 6929, loss_aux: 1.0163, top1_acc: 0.6539, top5_acc: 0.8408, loss_cls: 1.4717, loss: 2.4879, grad_norm: 4.5215 2020-09-25 04:35:52,381 - mmaction - INFO - Epoch [98][220/940] lr: 4.000e-03, eta: 20:09:13, time: 1.421, data_time: 0.003, memory: 6929, loss_aux: 1.0024, top1_acc: 0.6455, top5_acc: 0.8361, loss_cls: 1.4889, loss: 2.4913, grad_norm: 4.5341 2020-09-25 04:36:22,161 - mmaction - INFO - Epoch [98][240/940] lr: 4.000e-03, eta: 20:08:45, time: 1.490, data_time: 0.003, memory: 6929, loss_aux: 1.0080, top1_acc: 0.6477, top5_acc: 0.8283, loss_cls: 1.5086, loss: 2.5166, grad_norm: 4.5269 2020-09-25 04:36:50,147 - mmaction - INFO - Epoch [98][260/940] lr: 4.000e-03, eta: 20:08:15, time: 1.398, data_time: 0.001, memory: 6929, loss_aux: 1.0140, top1_acc: 0.6545, top5_acc: 0.8375, loss_cls: 1.4628, loss: 2.4767, grad_norm: 4.4673 2020-09-25 04:37:18,938 - mmaction - INFO - Epoch [98][280/940] lr: 4.000e-03, eta: 20:07:45, time: 1.440, data_time: 0.002, memory: 6929, loss_aux: 1.0081, top1_acc: 0.6473, top5_acc: 0.8344, loss_cls: 1.4915, loss: 2.4996, grad_norm: 4.5360 2020-09-25 04:37:47,054 - mmaction - INFO - Epoch [98][300/940] lr: 4.000e-03, eta: 20:07:15, time: 1.405, data_time: 0.001, memory: 6929, loss_aux: 1.0035, top1_acc: 0.6465, top5_acc: 0.8309, loss_cls: 1.4783, loss: 2.4817, grad_norm: 4.5567 2020-09-25 04:38:14,946 - mmaction - INFO - Epoch [98][320/940] lr: 4.000e-03, eta: 20:06:45, time: 1.395, data_time: 0.003, memory: 6929, loss_aux: 1.0208, top1_acc: 0.6416, top5_acc: 0.8273, loss_cls: 1.5241, loss: 2.5449, grad_norm: 4.5392 2020-09-25 04:38:43,907 - mmaction - INFO - Epoch [98][340/940] lr: 4.000e-03, eta: 20:06:16, time: 1.448, data_time: 0.002, memory: 6929, loss_aux: 0.9825, top1_acc: 0.6572, top5_acc: 0.8469, loss_cls: 1.4303, loss: 2.4128, grad_norm: 4.4690 2020-09-25 04:39:11,778 - mmaction - INFO - Epoch [98][360/940] lr: 4.000e-03, eta: 20:05:46, time: 1.394, data_time: 0.003, memory: 6929, loss_aux: 1.0110, top1_acc: 0.6484, top5_acc: 0.8354, loss_cls: 1.5020, loss: 2.5129, grad_norm: 4.5454 2020-09-25 04:39:39,679 - mmaction - INFO - Epoch [98][380/940] lr: 4.000e-03, eta: 20:05:16, time: 1.396, data_time: 0.003, memory: 6929, loss_aux: 0.9966, top1_acc: 0.6469, top5_acc: 0.8363, loss_cls: 1.4920, loss: 2.4886, grad_norm: 4.5504 2020-09-25 04:40:09,024 - mmaction - INFO - Epoch [98][400/940] lr: 4.000e-03, eta: 20:04:47, time: 1.467, data_time: 0.002, memory: 6929, loss_aux: 0.9962, top1_acc: 0.6523, top5_acc: 0.8338, loss_cls: 1.4808, loss: 2.4770, grad_norm: 4.5684 2020-09-25 04:40:37,272 - mmaction - INFO - Epoch [98][420/940] lr: 4.000e-03, eta: 20:04:17, time: 1.413, data_time: 0.002, memory: 6929, loss_aux: 1.0244, top1_acc: 0.6428, top5_acc: 0.8279, loss_cls: 1.5382, loss: 2.5626, grad_norm: 4.6376 2020-09-25 04:41:05,668 - mmaction - INFO - Epoch [98][440/940] lr: 4.000e-03, eta: 20:03:47, time: 1.419, data_time: 0.001, memory: 6929, loss_aux: 1.0211, top1_acc: 0.6422, top5_acc: 0.8342, loss_cls: 1.4896, loss: 2.5107, grad_norm: 4.5702 2020-09-25 04:41:34,123 - mmaction - INFO - Epoch [98][460/940] lr: 4.000e-03, eta: 20:03:17, time: 1.423, data_time: 0.002, memory: 6929, loss_aux: 0.9702, top1_acc: 0.6607, top5_acc: 0.8484, loss_cls: 1.4167, loss: 2.3869, grad_norm: 4.4682 2020-09-25 04:42:02,030 - mmaction - INFO - Epoch [98][480/940] lr: 4.000e-03, eta: 20:02:47, time: 1.396, data_time: 0.002, memory: 6929, loss_aux: 1.0069, top1_acc: 0.6439, top5_acc: 0.8342, loss_cls: 1.4816, loss: 2.4885, grad_norm: 4.5605 2020-09-25 04:42:30,997 - mmaction - INFO - Epoch [98][500/940] lr: 4.000e-03, eta: 20:02:18, time: 1.448, data_time: 0.001, memory: 6929, loss_aux: 0.9983, top1_acc: 0.6447, top5_acc: 0.8381, loss_cls: 1.4783, loss: 2.4766, grad_norm: 4.5148 2020-09-25 04:42:59,142 - mmaction - INFO - Epoch [98][520/940] lr: 4.000e-03, eta: 20:01:48, time: 1.408, data_time: 0.002, memory: 6929, loss_aux: 1.0102, top1_acc: 0.6449, top5_acc: 0.8271, loss_cls: 1.5214, loss: 2.5316, grad_norm: 4.5253 2020-09-25 04:43:27,074 - mmaction - INFO - Epoch [98][540/940] lr: 4.000e-03, eta: 20:01:18, time: 1.395, data_time: 0.001, memory: 6929, loss_aux: 0.9854, top1_acc: 0.6607, top5_acc: 0.8461, loss_cls: 1.4550, loss: 2.4404, grad_norm: 4.4677 2020-09-25 04:43:55,426 - mmaction - INFO - Epoch [98][560/940] lr: 4.000e-03, eta: 20:00:48, time: 1.419, data_time: 0.003, memory: 6929, loss_aux: 1.0101, top1_acc: 0.6482, top5_acc: 0.8379, loss_cls: 1.4845, loss: 2.4946, grad_norm: 4.5478 2020-09-25 04:44:23,222 - mmaction - INFO - Epoch [98][580/940] lr: 4.000e-03, eta: 20:00:18, time: 1.389, data_time: 0.001, memory: 6929, loss_aux: 1.0087, top1_acc: 0.6504, top5_acc: 0.8326, loss_cls: 1.4961, loss: 2.5048, grad_norm: 4.5119 2020-09-25 04:44:51,128 - mmaction - INFO - Epoch [98][600/940] lr: 4.000e-03, eta: 19:59:48, time: 1.395, data_time: 0.002, memory: 6929, loss_aux: 0.9989, top1_acc: 0.6539, top5_acc: 0.8381, loss_cls: 1.4715, loss: 2.4704, grad_norm: 4.5855 2020-09-25 04:45:20,635 - mmaction - INFO - Epoch [98][620/940] lr: 4.000e-03, eta: 19:59:19, time: 1.476, data_time: 0.002, memory: 6929, loss_aux: 1.0266, top1_acc: 0.6467, top5_acc: 0.8369, loss_cls: 1.5057, loss: 2.5323, grad_norm: 4.5542 2020-09-25 04:45:49,634 - mmaction - INFO - Epoch [98][640/940] lr: 4.000e-03, eta: 19:58:50, time: 1.449, data_time: 0.001, memory: 6929, loss_aux: 1.0227, top1_acc: 0.6445, top5_acc: 0.8281, loss_cls: 1.5143, loss: 2.5370, grad_norm: 4.5950 2020-09-25 04:46:18,021 - mmaction - INFO - Epoch [98][660/940] lr: 4.000e-03, eta: 19:58:20, time: 1.420, data_time: 0.003, memory: 6929, loss_aux: 1.0275, top1_acc: 0.6406, top5_acc: 0.8293, loss_cls: 1.5360, loss: 2.5635, grad_norm: 4.6946 2020-09-25 04:46:46,610 - mmaction - INFO - Epoch [98][680/940] lr: 4.000e-03, eta: 19:57:51, time: 1.429, data_time: 0.001, memory: 6929, loss_aux: 1.0189, top1_acc: 0.6447, top5_acc: 0.8191, loss_cls: 1.5294, loss: 2.5483, grad_norm: 4.5279 2020-09-25 04:47:14,634 - mmaction - INFO - Epoch [98][700/940] lr: 4.000e-03, eta: 19:57:21, time: 1.402, data_time: 0.003, memory: 6929, loss_aux: 0.9948, top1_acc: 0.6545, top5_acc: 0.8363, loss_cls: 1.4738, loss: 2.4685, grad_norm: 4.5721 2020-09-25 04:47:44,110 - mmaction - INFO - Epoch [98][720/940] lr: 4.000e-03, eta: 19:56:52, time: 1.473, data_time: 0.001, memory: 6929, loss_aux: 1.0143, top1_acc: 0.6422, top5_acc: 0.8301, loss_cls: 1.5056, loss: 2.5199, grad_norm: 4.6478 2020-09-25 04:48:11,940 - mmaction - INFO - Epoch [98][740/940] lr: 4.000e-03, eta: 19:56:22, time: 1.392, data_time: 0.002, memory: 6929, loss_aux: 1.0162, top1_acc: 0.6408, top5_acc: 0.8295, loss_cls: 1.5221, loss: 2.5382, grad_norm: 4.5748 2020-09-25 04:48:40,732 - mmaction - INFO - Epoch [98][760/940] lr: 4.000e-03, eta: 19:55:52, time: 1.440, data_time: 0.002, memory: 6929, loss_aux: 0.9852, top1_acc: 0.6496, top5_acc: 0.8438, loss_cls: 1.4472, loss: 2.4324, grad_norm: 4.5537 2020-09-25 04:49:08,145 - mmaction - INFO - Epoch [98][780/940] lr: 4.000e-03, eta: 19:55:22, time: 1.370, data_time: 0.001, memory: 6929, loss_aux: 1.0056, top1_acc: 0.6438, top5_acc: 0.8340, loss_cls: 1.5079, loss: 2.5135, grad_norm: 4.6013 2020-09-25 04:49:36,066 - mmaction - INFO - Epoch [98][800/940] lr: 4.000e-03, eta: 19:54:52, time: 1.397, data_time: 0.003, memory: 6929, loss_aux: 1.0193, top1_acc: 0.6369, top5_acc: 0.8299, loss_cls: 1.5338, loss: 2.5531, grad_norm: 4.5621 2020-09-25 04:50:04,150 - mmaction - INFO - Epoch [98][820/940] lr: 4.000e-03, eta: 19:54:22, time: 1.403, data_time: 0.001, memory: 6929, loss_aux: 1.0013, top1_acc: 0.6504, top5_acc: 0.8324, loss_cls: 1.4762, loss: 2.4775, grad_norm: 4.5743 2020-09-25 04:50:32,557 - mmaction - INFO - Epoch [98][840/940] lr: 4.000e-03, eta: 19:53:52, time: 1.420, data_time: 0.002, memory: 6929, loss_aux: 1.0431, top1_acc: 0.6389, top5_acc: 0.8277, loss_cls: 1.5484, loss: 2.5915, grad_norm: 4.6023 2020-09-25 04:51:00,469 - mmaction - INFO - Epoch [98][860/940] lr: 4.000e-03, eta: 19:53:22, time: 1.396, data_time: 0.002, memory: 6929, loss_aux: 1.0066, top1_acc: 0.6441, top5_acc: 0.8379, loss_cls: 1.4926, loss: 2.4993, grad_norm: 4.6022 2020-09-25 04:51:29,692 - mmaction - INFO - Epoch [98][880/940] lr: 4.000e-03, eta: 19:52:53, time: 1.460, data_time: 0.001, memory: 6929, loss_aux: 0.9848, top1_acc: 0.6541, top5_acc: 0.8395, loss_cls: 1.4574, loss: 2.4421, grad_norm: 4.5489 2020-09-25 04:51:57,590 - mmaction - INFO - Epoch [98][900/940] lr: 4.000e-03, eta: 19:52:23, time: 1.396, data_time: 0.003, memory: 6929, loss_aux: 0.9871, top1_acc: 0.6596, top5_acc: 0.8408, loss_cls: 1.4558, loss: 2.4430, grad_norm: 4.5760 2020-09-25 04:52:25,898 - mmaction - INFO - Epoch [98][920/940] lr: 4.000e-03, eta: 19:51:53, time: 1.415, data_time: 0.002, memory: 6929, loss_aux: 0.9899, top1_acc: 0.6537, top5_acc: 0.8408, loss_cls: 1.4555, loss: 2.4453, grad_norm: 4.5420 2020-09-25 04:52:53,415 - mmaction - INFO - Epoch [98][940/940] lr: 4.000e-03, eta: 19:51:23, time: 1.376, data_time: 0.003, memory: 6929, loss_aux: 1.0294, top1_acc: 0.6386, top5_acc: 0.8291, loss_cls: 1.5432, loss: 2.5725, grad_norm: 4.6147 2020-09-25 04:52:53,813 - mmaction - INFO - Saving checkpoint at 98 epochs 2020-09-25 04:53:27,981 - mmaction - INFO - Epoch [99][20/940] lr: 4.000e-03, eta: 19:50:55, time: 1.563, data_time: 0.253, memory: 6929, loss_aux: 1.0259, top1_acc: 0.6439, top5_acc: 0.8275, loss_cls: 1.5284, loss: 2.5543, grad_norm: 4.6200 2020-09-25 04:53:55,713 - mmaction - INFO - Epoch [99][40/940] lr: 4.000e-03, eta: 19:50:25, time: 1.386, data_time: 0.001, memory: 6929, loss_aux: 1.0015, top1_acc: 0.6521, top5_acc: 0.8389, loss_cls: 1.4831, loss: 2.4847, grad_norm: 4.5726 2020-09-25 04:54:24,767 - mmaction - INFO - Epoch [99][60/940] lr: 4.000e-03, eta: 19:49:56, time: 1.453, data_time: 0.002, memory: 6929, loss_aux: 0.9992, top1_acc: 0.6402, top5_acc: 0.8367, loss_cls: 1.4771, loss: 2.4763, grad_norm: 4.5184 2020-09-25 04:54:52,486 - mmaction - INFO - Epoch [99][80/940] lr: 4.000e-03, eta: 19:49:26, time: 1.386, data_time: 0.002, memory: 6929, loss_aux: 1.0274, top1_acc: 0.6369, top5_acc: 0.8248, loss_cls: 1.5260, loss: 2.5534, grad_norm: 4.5552 2020-09-25 04:55:20,695 - mmaction - INFO - Epoch [99][100/940] lr: 4.000e-03, eta: 19:48:56, time: 1.411, data_time: 0.002, memory: 6929, loss_aux: 1.0114, top1_acc: 0.6434, top5_acc: 0.8311, loss_cls: 1.5121, loss: 2.5235, grad_norm: 4.6153 2020-09-25 04:55:48,209 - mmaction - INFO - Epoch [99][120/940] lr: 4.000e-03, eta: 19:48:26, time: 1.375, data_time: 0.001, memory: 6929, loss_aux: 1.0158, top1_acc: 0.6420, top5_acc: 0.8324, loss_cls: 1.5275, loss: 2.5434, grad_norm: 4.6562 2020-09-25 04:56:16,900 - mmaction - INFO - Epoch [99][140/940] lr: 4.000e-03, eta: 19:47:56, time: 1.435, data_time: 0.002, memory: 6929, loss_aux: 1.0100, top1_acc: 0.6498, top5_acc: 0.8256, loss_cls: 1.4924, loss: 2.5024, grad_norm: 4.4952 2020-09-25 04:56:44,171 - mmaction - INFO - Epoch [99][160/940] lr: 4.000e-03, eta: 19:47:26, time: 1.363, data_time: 0.001, memory: 6929, loss_aux: 0.9848, top1_acc: 0.6500, top5_acc: 0.8367, loss_cls: 1.4635, loss: 2.4483, grad_norm: 4.5898 2020-09-25 04:57:12,524 - mmaction - INFO - Epoch [99][180/940] lr: 4.000e-03, eta: 19:46:56, time: 1.418, data_time: 0.002, memory: 6929, loss_aux: 1.0132, top1_acc: 0.6529, top5_acc: 0.8309, loss_cls: 1.4922, loss: 2.5054, grad_norm: 4.6337 2020-09-25 04:57:40,188 - mmaction - INFO - Epoch [99][200/940] lr: 4.000e-03, eta: 19:46:26, time: 1.383, data_time: 0.002, memory: 6929, loss_aux: 1.0205, top1_acc: 0.6447, top5_acc: 0.8250, loss_cls: 1.5225, loss: 2.5430, grad_norm: 4.6132 2020-09-25 04:58:08,074 - mmaction - INFO - Epoch [99][220/940] lr: 4.000e-03, eta: 19:45:56, time: 1.394, data_time: 0.001, memory: 6929, loss_aux: 0.9988, top1_acc: 0.6506, top5_acc: 0.8379, loss_cls: 1.4666, loss: 2.4655, grad_norm: 4.5756 2020-09-25 04:58:36,921 - mmaction - INFO - Epoch [99][240/940] lr: 4.000e-03, eta: 19:45:27, time: 1.443, data_time: 0.003, memory: 6929, loss_aux: 1.0146, top1_acc: 0.6533, top5_acc: 0.8402, loss_cls: 1.4892, loss: 2.5038, grad_norm: 4.5843 2020-09-25 04:59:06,685 - mmaction - INFO - Epoch [99][260/940] lr: 4.000e-03, eta: 19:44:58, time: 1.487, data_time: 0.002, memory: 6929, loss_aux: 1.0012, top1_acc: 0.6494, top5_acc: 0.8414, loss_cls: 1.4551, loss: 2.4563, grad_norm: 4.6229 2020-09-25 04:59:33,937 - mmaction - INFO - Epoch [99][280/940] lr: 4.000e-03, eta: 19:44:27, time: 1.363, data_time: 0.003, memory: 6929, loss_aux: 1.0133, top1_acc: 0.6480, top5_acc: 0.8277, loss_cls: 1.5067, loss: 2.5200, grad_norm: 4.4981 2020-09-25 05:00:05,116 - mmaction - INFO - Epoch [99][300/940] lr: 4.000e-03, eta: 19:43:58, time: 1.472, data_time: 0.002, memory: 6929, loss_aux: 0.9942, top1_acc: 0.6434, top5_acc: 0.8387, loss_cls: 1.4844, loss: 2.4786, grad_norm: 4.5704 2020-09-25 05:00:36,975 - mmaction - INFO - Epoch [99][320/940] lr: 4.000e-03, eta: 19:43:31, time: 1.679, data_time: 0.097, memory: 6929, loss_aux: 1.0307, top1_acc: 0.6426, top5_acc: 0.8320, loss_cls: 1.5144, loss: 2.5451, grad_norm: 4.5988 2020-09-25 05:01:04,321 - mmaction - INFO - Epoch [99][340/940] lr: 4.000e-03, eta: 19:43:01, time: 1.368, data_time: 0.003, memory: 6929, loss_aux: 0.9982, top1_acc: 0.6357, top5_acc: 0.8383, loss_cls: 1.4916, loss: 2.4898, grad_norm: 4.5848 2020-09-25 05:01:32,472 - mmaction - INFO - Epoch [99][360/940] lr: 4.000e-03, eta: 19:42:31, time: 1.408, data_time: 0.003, memory: 6929, loss_aux: 0.9937, top1_acc: 0.6471, top5_acc: 0.8426, loss_cls: 1.4801, loss: 2.4738, grad_norm: 4.5867 2020-09-25 05:02:00,809 - mmaction - INFO - Epoch [99][380/940] lr: 4.000e-03, eta: 19:42:01, time: 1.418, data_time: 0.003, memory: 6929, loss_aux: 0.9827, top1_acc: 0.6451, top5_acc: 0.8408, loss_cls: 1.4516, loss: 2.4343, grad_norm: 4.5307 2020-09-25 05:02:28,672 - mmaction - INFO - Epoch [99][400/940] lr: 4.000e-03, eta: 19:41:31, time: 1.392, data_time: 0.002, memory: 6929, loss_aux: 0.9955, top1_acc: 0.6447, top5_acc: 0.8406, loss_cls: 1.4623, loss: 2.4578, grad_norm: 4.5556 2020-09-25 05:02:57,240 - mmaction - INFO - Epoch [99][420/940] lr: 4.000e-03, eta: 19:41:02, time: 1.430, data_time: 0.003, memory: 6929, loss_aux: 0.9911, top1_acc: 0.6469, top5_acc: 0.8430, loss_cls: 1.4718, loss: 2.4629, grad_norm: 4.5892 2020-09-25 05:03:25,904 - mmaction - INFO - Epoch [99][440/940] lr: 4.000e-03, eta: 19:40:32, time: 1.432, data_time: 0.001, memory: 6929, loss_aux: 1.0003, top1_acc: 0.6553, top5_acc: 0.8346, loss_cls: 1.4723, loss: 2.4726, grad_norm: 4.5219 2020-09-25 05:03:54,490 - mmaction - INFO - Epoch [99][460/940] lr: 4.000e-03, eta: 19:40:03, time: 1.430, data_time: 0.004, memory: 6929, loss_aux: 0.9878, top1_acc: 0.6457, top5_acc: 0.8402, loss_cls: 1.4586, loss: 2.4464, grad_norm: 4.5389 2020-09-25 05:04:24,654 - mmaction - INFO - Epoch [99][480/940] lr: 4.000e-03, eta: 19:39:34, time: 1.508, data_time: 0.002, memory: 6929, loss_aux: 1.0239, top1_acc: 0.6359, top5_acc: 0.8342, loss_cls: 1.5136, loss: 2.5375, grad_norm: 4.6607 2020-09-25 05:04:53,841 - mmaction - INFO - Epoch [99][500/940] lr: 4.000e-03, eta: 19:39:05, time: 1.459, data_time: 0.002, memory: 6929, loss_aux: 0.9935, top1_acc: 0.6541, top5_acc: 0.8412, loss_cls: 1.4724, loss: 2.4659, grad_norm: 4.5761 2020-09-25 05:05:22,251 - mmaction - INFO - Epoch [99][520/940] lr: 4.000e-03, eta: 19:38:35, time: 1.422, data_time: 0.002, memory: 6929, loss_aux: 1.0082, top1_acc: 0.6451, top5_acc: 0.8338, loss_cls: 1.4899, loss: 2.4981, grad_norm: 4.5919 2020-09-25 05:05:50,929 - mmaction - INFO - Epoch [99][540/940] lr: 4.000e-03, eta: 19:38:05, time: 1.433, data_time: 0.001, memory: 6929, loss_aux: 0.9933, top1_acc: 0.6531, top5_acc: 0.8449, loss_cls: 1.4617, loss: 2.4550, grad_norm: 4.4830 2020-09-25 05:06:20,914 - mmaction - INFO - Epoch [99][560/940] lr: 4.000e-03, eta: 19:37:37, time: 1.500, data_time: 0.003, memory: 6929, loss_aux: 1.0164, top1_acc: 0.6381, top5_acc: 0.8336, loss_cls: 1.5041, loss: 2.5205, grad_norm: 4.6055 2020-09-25 05:06:49,097 - mmaction - INFO - Epoch [99][580/940] lr: 4.000e-03, eta: 19:37:07, time: 1.409, data_time: 0.002, memory: 6929, loss_aux: 0.9984, top1_acc: 0.6502, top5_acc: 0.8344, loss_cls: 1.4749, loss: 2.4733, grad_norm: 4.5437 2020-09-25 05:07:17,964 - mmaction - INFO - Epoch [99][600/940] lr: 4.000e-03, eta: 19:36:37, time: 1.444, data_time: 0.004, memory: 6929, loss_aux: 1.0369, top1_acc: 0.6418, top5_acc: 0.8279, loss_cls: 1.5444, loss: 2.5813, grad_norm: 4.6422 2020-09-25 05:07:46,508 - mmaction - INFO - Epoch [99][620/940] lr: 4.000e-03, eta: 19:36:08, time: 1.423, data_time: 0.001, memory: 6929, loss_aux: 1.0097, top1_acc: 0.6447, top5_acc: 0.8307, loss_cls: 1.4863, loss: 2.4960, grad_norm: 4.6281 2020-09-25 05:08:15,138 - mmaction - INFO - Epoch [99][640/940] lr: 4.000e-03, eta: 19:35:38, time: 1.434, data_time: 0.006, memory: 6929, loss_aux: 0.9983, top1_acc: 0.6406, top5_acc: 0.8393, loss_cls: 1.4943, loss: 2.4927, grad_norm: 4.6019 2020-09-25 05:08:44,371 - mmaction - INFO - Epoch [99][660/940] lr: 4.000e-03, eta: 19:35:09, time: 1.463, data_time: 0.003, memory: 6929, loss_aux: 1.0214, top1_acc: 0.6354, top5_acc: 0.8334, loss_cls: 1.5179, loss: 2.5392, grad_norm: 4.6066 2020-09-25 05:09:12,734 - mmaction - INFO - Epoch [99][680/940] lr: 4.000e-03, eta: 19:34:39, time: 1.419, data_time: 0.003, memory: 6929, loss_aux: 0.9996, top1_acc: 0.6562, top5_acc: 0.8371, loss_cls: 1.4628, loss: 2.4624, grad_norm: 4.5552 2020-09-25 05:09:41,460 - mmaction - INFO - Epoch [99][700/940] lr: 4.000e-03, eta: 19:34:10, time: 1.436, data_time: 0.001, memory: 6929, loss_aux: 1.0179, top1_acc: 0.6480, top5_acc: 0.8328, loss_cls: 1.4967, loss: 2.5146, grad_norm: 4.5855 2020-09-25 05:10:10,613 - mmaction - INFO - Epoch [99][720/940] lr: 4.000e-03, eta: 19:33:40, time: 1.455, data_time: 0.001, memory: 6929, loss_aux: 0.9937, top1_acc: 0.6490, top5_acc: 0.8361, loss_cls: 1.4626, loss: 2.4564, grad_norm: 4.5622 2020-09-25 05:10:40,374 - mmaction - INFO - Epoch [99][740/940] lr: 4.000e-03, eta: 19:33:11, time: 1.491, data_time: 0.004, memory: 6929, loss_aux: 1.0299, top1_acc: 0.6395, top5_acc: 0.8324, loss_cls: 1.5461, loss: 2.5760, grad_norm: 4.7398 2020-09-25 05:11:08,334 - mmaction - INFO - Epoch [99][760/940] lr: 4.000e-03, eta: 19:32:41, time: 1.397, data_time: 0.001, memory: 6929, loss_aux: 1.0378, top1_acc: 0.6441, top5_acc: 0.8332, loss_cls: 1.5193, loss: 2.5572, grad_norm: 4.6513 2020-09-25 05:11:36,743 - mmaction - INFO - Epoch [99][780/940] lr: 4.000e-03, eta: 19:32:12, time: 1.421, data_time: 0.003, memory: 6929, loss_aux: 1.0129, top1_acc: 0.6492, top5_acc: 0.8350, loss_cls: 1.4840, loss: 2.4970, grad_norm: 4.5893 2020-09-25 05:12:05,241 - mmaction - INFO - Epoch [99][800/940] lr: 4.000e-03, eta: 19:31:42, time: 1.424, data_time: 0.001, memory: 6929, loss_aux: 1.0026, top1_acc: 0.6461, top5_acc: 0.8307, loss_cls: 1.4855, loss: 2.4881, grad_norm: 4.5247 2020-09-25 05:12:34,923 - mmaction - INFO - Epoch [99][820/940] lr: 4.000e-03, eta: 19:31:13, time: 1.484, data_time: 0.003, memory: 6929, loss_aux: 1.0162, top1_acc: 0.6537, top5_acc: 0.8322, loss_cls: 1.4903, loss: 2.5065, grad_norm: 4.5535 2020-09-25 05:13:03,308 - mmaction - INFO - Epoch [99][840/940] lr: 4.000e-03, eta: 19:30:43, time: 1.420, data_time: 0.002, memory: 6929, loss_aux: 0.9926, top1_acc: 0.6463, top5_acc: 0.8389, loss_cls: 1.4734, loss: 2.4659, grad_norm: 4.5918 2020-09-25 05:13:32,161 - mmaction - INFO - Epoch [99][860/940] lr: 4.000e-03, eta: 19:30:14, time: 1.442, data_time: 0.002, memory: 6929, loss_aux: 1.0092, top1_acc: 0.6490, top5_acc: 0.8350, loss_cls: 1.4893, loss: 2.4985, grad_norm: 4.6012 2020-09-25 05:14:00,833 - mmaction - INFO - Epoch [99][880/940] lr: 4.000e-03, eta: 19:29:44, time: 1.434, data_time: 0.003, memory: 6929, loss_aux: 1.0011, top1_acc: 0.6391, top5_acc: 0.8268, loss_cls: 1.5095, loss: 2.5106, grad_norm: 4.6048 2020-09-25 05:14:30,077 - mmaction - INFO - Epoch [99][900/940] lr: 4.000e-03, eta: 19:29:15, time: 1.462, data_time: 0.003, memory: 6929, loss_aux: 1.0256, top1_acc: 0.6436, top5_acc: 0.8174, loss_cls: 1.5320, loss: 2.5576, grad_norm: 4.5863 2020-09-25 05:14:58,639 - mmaction - INFO - Epoch [99][920/940] lr: 4.000e-03, eta: 19:28:46, time: 1.429, data_time: 0.003, memory: 6929, loss_aux: 0.9970, top1_acc: 0.6523, top5_acc: 0.8328, loss_cls: 1.4890, loss: 2.4860, grad_norm: 4.5229 2020-09-25 05:15:26,657 - mmaction - INFO - Epoch [99][940/940] lr: 4.000e-03, eta: 19:28:16, time: 1.401, data_time: 0.002, memory: 6929, loss_aux: 1.0255, top1_acc: 0.6321, top5_acc: 0.8253, loss_cls: 1.5429, loss: 2.5685, grad_norm: 4.6386 2020-09-25 05:15:27,226 - mmaction - INFO - Saving checkpoint at 99 epochs 2020-09-25 05:16:05,498 - mmaction - INFO - Epoch [100][20/940] lr: 4.000e-03, eta: 19:27:49, time: 1.735, data_time: 0.412, memory: 6929, loss_aux: 1.0250, top1_acc: 0.6406, top5_acc: 0.8361, loss_cls: 1.5107, loss: 2.5358, grad_norm: 4.6956 2020-09-25 05:16:33,501 - mmaction - INFO - Epoch [100][40/940] lr: 4.000e-03, eta: 19:27:19, time: 1.401, data_time: 0.003, memory: 6929, loss_aux: 0.9944, top1_acc: 0.6506, top5_acc: 0.8381, loss_cls: 1.4511, loss: 2.4456, grad_norm: 4.6006 2020-09-25 05:17:02,733 - mmaction - INFO - Epoch [100][60/940] lr: 4.000e-03, eta: 19:26:50, time: 1.462, data_time: 0.002, memory: 6929, loss_aux: 1.0157, top1_acc: 0.6494, top5_acc: 0.8297, loss_cls: 1.5089, loss: 2.5246, grad_norm: 4.5410 2020-09-25 05:17:31,700 - mmaction - INFO - Epoch [100][80/940] lr: 4.000e-03, eta: 19:26:21, time: 1.447, data_time: 0.003, memory: 6929, loss_aux: 1.0027, top1_acc: 0.6549, top5_acc: 0.8355, loss_cls: 1.4648, loss: 2.4674, grad_norm: 4.4926 2020-09-25 05:18:00,755 - mmaction - INFO - Epoch [100][100/940] lr: 4.000e-03, eta: 19:25:51, time: 1.455, data_time: 0.004, memory: 6929, loss_aux: 1.0105, top1_acc: 0.6506, top5_acc: 0.8234, loss_cls: 1.5064, loss: 2.5169, grad_norm: 4.6378 2020-09-25 05:18:30,377 - mmaction - INFO - Epoch [100][120/940] lr: 4.000e-03, eta: 19:25:22, time: 1.478, data_time: 0.001, memory: 6929, loss_aux: 0.9969, top1_acc: 0.6506, top5_acc: 0.8350, loss_cls: 1.4636, loss: 2.4606, grad_norm: 4.5038 2020-09-25 05:18:59,374 - mmaction - INFO - Epoch [100][140/940] lr: 4.000e-03, eta: 19:24:53, time: 1.453, data_time: 0.004, memory: 6929, loss_aux: 0.9934, top1_acc: 0.6613, top5_acc: 0.8379, loss_cls: 1.4615, loss: 2.4549, grad_norm: 4.4918 2020-09-25 05:19:27,774 - mmaction - INFO - Epoch [100][160/940] lr: 4.000e-03, eta: 19:24:23, time: 1.419, data_time: 0.001, memory: 6929, loss_aux: 1.0422, top1_acc: 0.6326, top5_acc: 0.8225, loss_cls: 1.5445, loss: 2.5868, grad_norm: 4.6933 2020-09-25 05:19:57,249 - mmaction - INFO - Epoch [100][180/940] lr: 4.000e-03, eta: 19:23:54, time: 1.474, data_time: 0.003, memory: 6929, loss_aux: 1.0063, top1_acc: 0.6430, top5_acc: 0.8344, loss_cls: 1.4963, loss: 2.5025, grad_norm: 4.6042 2020-09-25 05:20:27,296 - mmaction - INFO - Epoch [100][200/940] lr: 4.000e-03, eta: 19:23:25, time: 1.503, data_time: 0.002, memory: 6929, loss_aux: 1.0094, top1_acc: 0.6473, top5_acc: 0.8354, loss_cls: 1.4821, loss: 2.4915, grad_norm: 4.6509 2020-09-25 05:20:57,008 - mmaction - INFO - Epoch [100][220/940] lr: 4.000e-03, eta: 19:22:56, time: 1.485, data_time: 0.002, memory: 6929, loss_aux: 1.0074, top1_acc: 0.6441, top5_acc: 0.8348, loss_cls: 1.4804, loss: 2.4878, grad_norm: 4.6097 2020-09-25 05:21:26,852 - mmaction - INFO - Epoch [100][240/940] lr: 4.000e-03, eta: 19:22:27, time: 1.492, data_time: 0.002, memory: 6929, loss_aux: 0.9919, top1_acc: 0.6475, top5_acc: 0.8410, loss_cls: 1.4589, loss: 2.4508, grad_norm: 4.5876 2020-09-25 05:21:55,250 - mmaction - INFO - Epoch [100][260/940] lr: 4.000e-03, eta: 19:21:58, time: 1.420, data_time: 0.002, memory: 6929, loss_aux: 1.0280, top1_acc: 0.6379, top5_acc: 0.8291, loss_cls: 1.5262, loss: 2.5542, grad_norm: 4.7242 2020-09-25 05:22:24,686 - mmaction - INFO - Epoch [100][280/940] lr: 4.000e-03, eta: 19:21:29, time: 1.471, data_time: 0.002, memory: 6929, loss_aux: 1.0000, top1_acc: 0.6480, top5_acc: 0.8359, loss_cls: 1.4840, loss: 2.4840, grad_norm: 4.6349 2020-09-25 05:22:53,540 - mmaction - INFO - Epoch [100][300/940] lr: 4.000e-03, eta: 19:20:59, time: 1.443, data_time: 0.003, memory: 6929, loss_aux: 1.0062, top1_acc: 0.6488, top5_acc: 0.8305, loss_cls: 1.4885, loss: 2.4947, grad_norm: 4.6190 2020-09-25 05:23:22,480 - mmaction - INFO - Epoch [100][320/940] lr: 4.000e-03, eta: 19:20:30, time: 1.448, data_time: 0.002, memory: 6929, loss_aux: 1.0017, top1_acc: 0.6455, top5_acc: 0.8316, loss_cls: 1.4941, loss: 2.4958, grad_norm: 4.6326 2020-09-25 05:23:51,570 - mmaction - INFO - Epoch [100][340/940] lr: 4.000e-03, eta: 19:20:00, time: 1.455, data_time: 0.003, memory: 6929, loss_aux: 1.0151, top1_acc: 0.6498, top5_acc: 0.8359, loss_cls: 1.4850, loss: 2.5001, grad_norm: 4.5817 2020-09-25 05:24:21,286 - mmaction - INFO - Epoch [100][360/940] lr: 4.000e-03, eta: 19:19:31, time: 1.485, data_time: 0.001, memory: 6929, loss_aux: 1.0232, top1_acc: 0.6410, top5_acc: 0.8293, loss_cls: 1.5235, loss: 2.5467, grad_norm: 4.6841 2020-09-25 05:24:50,684 - mmaction - INFO - Epoch [100][380/940] lr: 4.000e-03, eta: 19:19:02, time: 1.469, data_time: 0.002, memory: 6929, loss_aux: 1.0066, top1_acc: 0.6471, top5_acc: 0.8328, loss_cls: 1.4963, loss: 2.5029, grad_norm: 4.5495 2020-09-25 05:25:19,744 - mmaction - INFO - Epoch [100][400/940] lr: 4.000e-03, eta: 19:18:33, time: 1.454, data_time: 0.003, memory: 6929, loss_aux: 1.0261, top1_acc: 0.6385, top5_acc: 0.8221, loss_cls: 1.5367, loss: 2.5629, grad_norm: 4.6572 2020-09-25 05:25:48,913 - mmaction - INFO - Epoch [100][420/940] lr: 4.000e-03, eta: 19:18:04, time: 1.458, data_time: 0.002, memory: 6929, loss_aux: 1.0054, top1_acc: 0.6512, top5_acc: 0.8324, loss_cls: 1.4903, loss: 2.4956, grad_norm: 4.6159 2020-09-25 05:26:18,003 - mmaction - INFO - Epoch [100][440/940] lr: 4.000e-03, eta: 19:17:34, time: 1.455, data_time: 0.003, memory: 6929, loss_aux: 1.0100, top1_acc: 0.6455, top5_acc: 0.8320, loss_cls: 1.5072, loss: 2.5172, grad_norm: 4.5382 2020-09-25 05:26:47,475 - mmaction - INFO - Epoch [100][460/940] lr: 4.000e-03, eta: 19:17:05, time: 1.473, data_time: 0.002, memory: 6929, loss_aux: 1.0026, top1_acc: 0.6523, top5_acc: 0.8348, loss_cls: 1.4826, loss: 2.4851, grad_norm: 4.5311 2020-09-25 05:27:16,873 - mmaction - INFO - Epoch [100][480/940] lr: 4.000e-03, eta: 19:16:36, time: 1.471, data_time: 0.004, memory: 6929, loss_aux: 1.0183, top1_acc: 0.6412, top5_acc: 0.8385, loss_cls: 1.4944, loss: 2.5126, grad_norm: 4.6397 2020-09-25 05:27:46,944 - mmaction - INFO - Epoch [100][500/940] lr: 4.000e-03, eta: 19:16:07, time: 1.503, data_time: 0.001, memory: 6929, loss_aux: 1.0214, top1_acc: 0.6518, top5_acc: 0.8367, loss_cls: 1.4965, loss: 2.5178, grad_norm: 4.6028 2020-09-25 05:28:16,116 - mmaction - INFO - Epoch [100][520/940] lr: 4.000e-03, eta: 19:15:38, time: 1.459, data_time: 0.002, memory: 6929, loss_aux: 1.0073, top1_acc: 0.6512, top5_acc: 0.8377, loss_cls: 1.4960, loss: 2.5033, grad_norm: 4.6034 2020-09-25 05:28:45,325 - mmaction - INFO - Epoch [100][540/940] lr: 4.000e-03, eta: 19:15:09, time: 1.460, data_time: 0.002, memory: 6929, loss_aux: 1.0063, top1_acc: 0.6441, top5_acc: 0.8365, loss_cls: 1.4999, loss: 2.5061, grad_norm: 4.7256 2020-09-25 05:29:14,936 - mmaction - INFO - Epoch [100][560/940] lr: 4.000e-03, eta: 19:14:40, time: 1.480, data_time: 0.002, memory: 6929, loss_aux: 1.0326, top1_acc: 0.6389, top5_acc: 0.8320, loss_cls: 1.5394, loss: 2.5719, grad_norm: 4.6903 2020-09-25 05:29:43,972 - mmaction - INFO - Epoch [100][580/940] lr: 4.000e-03, eta: 19:14:10, time: 1.452, data_time: 0.002, memory: 6929, loss_aux: 1.0151, top1_acc: 0.6457, top5_acc: 0.8395, loss_cls: 1.4916, loss: 2.5067, grad_norm: 4.6437 2020-09-25 05:30:14,303 - mmaction - INFO - Epoch [100][600/940] lr: 4.000e-03, eta: 19:13:42, time: 1.517, data_time: 0.002, memory: 6929, loss_aux: 0.9925, top1_acc: 0.6473, top5_acc: 0.8486, loss_cls: 1.4546, loss: 2.4470, grad_norm: 4.6335 2020-09-25 05:30:43,422 - mmaction - INFO - Epoch [100][620/940] lr: 4.000e-03, eta: 19:13:12, time: 1.456, data_time: 0.002, memory: 6929, loss_aux: 1.0114, top1_acc: 0.6518, top5_acc: 0.8357, loss_cls: 1.4880, loss: 2.4994, grad_norm: 4.5930 2020-09-25 05:31:12,378 - mmaction - INFO - Epoch [100][640/940] lr: 4.000e-03, eta: 19:12:43, time: 1.448, data_time: 0.003, memory: 6929, loss_aux: 1.0100, top1_acc: 0.6434, top5_acc: 0.8355, loss_cls: 1.4873, loss: 2.4973, grad_norm: 4.6491 2020-09-25 05:31:41,522 - mmaction - INFO - Epoch [100][660/940] lr: 4.000e-03, eta: 19:12:14, time: 1.458, data_time: 0.003, memory: 6929, loss_aux: 0.9797, top1_acc: 0.6564, top5_acc: 0.8381, loss_cls: 1.4376, loss: 2.4173, grad_norm: 4.5465 2020-09-25 05:32:12,091 - mmaction - INFO - Epoch [100][680/940] lr: 4.000e-03, eta: 19:11:45, time: 1.528, data_time: 0.002, memory: 6929, loss_aux: 0.9984, top1_acc: 0.6510, top5_acc: 0.8373, loss_cls: 1.4678, loss: 2.4662, grad_norm: 4.6251 2020-09-25 05:32:40,361 - mmaction - INFO - Epoch [100][700/940] lr: 4.000e-03, eta: 19:11:15, time: 1.414, data_time: 0.003, memory: 6929, loss_aux: 0.9762, top1_acc: 0.6549, top5_acc: 0.8398, loss_cls: 1.4427, loss: 2.4189, grad_norm: 4.6254 2020-09-25 05:33:09,676 - mmaction - INFO - Epoch [100][720/940] lr: 4.000e-03, eta: 19:10:46, time: 1.465, data_time: 0.001, memory: 6929, loss_aux: 1.0279, top1_acc: 0.6447, top5_acc: 0.8283, loss_cls: 1.5102, loss: 2.5381, grad_norm: 4.6278 2020-09-25 05:33:40,139 - mmaction - INFO - Epoch [100][740/940] lr: 4.000e-03, eta: 19:10:17, time: 1.524, data_time: 0.003, memory: 6929, loss_aux: 1.0017, top1_acc: 0.6467, top5_acc: 0.8330, loss_cls: 1.4977, loss: 2.4994, grad_norm: 4.6111 2020-09-25 05:34:09,103 - mmaction - INFO - Epoch [100][760/940] lr: 4.000e-03, eta: 19:09:48, time: 1.447, data_time: 0.001, memory: 6929, loss_aux: 1.0237, top1_acc: 0.6350, top5_acc: 0.8318, loss_cls: 1.5218, loss: 2.5455, grad_norm: 4.6913 2020-09-25 05:34:37,942 - mmaction - INFO - Epoch [100][780/940] lr: 4.000e-03, eta: 19:09:19, time: 1.443, data_time: 0.002, memory: 6929, loss_aux: 1.0091, top1_acc: 0.6543, top5_acc: 0.8398, loss_cls: 1.4841, loss: 2.4932, grad_norm: 4.5515 2020-09-25 05:35:07,030 - mmaction - INFO - Epoch [100][800/940] lr: 4.000e-03, eta: 19:08:49, time: 1.453, data_time: 0.001, memory: 6929, loss_aux: 1.0116, top1_acc: 0.6475, top5_acc: 0.8322, loss_cls: 1.5045, loss: 2.5161, grad_norm: 4.6779 2020-09-25 05:35:37,244 - mmaction - INFO - Epoch [100][820/940] lr: 4.000e-03, eta: 19:08:21, time: 1.511, data_time: 0.003, memory: 6929, loss_aux: 1.0113, top1_acc: 0.6375, top5_acc: 0.8309, loss_cls: 1.5255, loss: 2.5368, grad_norm: 4.7184 2020-09-25 05:36:05,933 - mmaction - INFO - Epoch [100][840/940] lr: 4.000e-03, eta: 19:07:51, time: 1.434, data_time: 0.002, memory: 6929, loss_aux: 1.0033, top1_acc: 0.6492, top5_acc: 0.8336, loss_cls: 1.4863, loss: 2.4896, grad_norm: 4.6464 2020-09-25 05:36:35,646 - mmaction - INFO - Epoch [100][860/940] lr: 4.000e-03, eta: 19:07:22, time: 1.487, data_time: 0.003, memory: 6929, loss_aux: 0.9957, top1_acc: 0.6463, top5_acc: 0.8410, loss_cls: 1.4754, loss: 2.4711, grad_norm: 4.5882 2020-09-25 05:37:04,898 - mmaction - INFO - Epoch [100][880/940] lr: 4.000e-03, eta: 19:06:53, time: 1.462, data_time: 0.001, memory: 6929, loss_aux: 1.0063, top1_acc: 0.6559, top5_acc: 0.8383, loss_cls: 1.4733, loss: 2.4795, grad_norm: 4.6377 2020-09-25 05:37:33,881 - mmaction - INFO - Epoch [100][900/940] lr: 4.000e-03, eta: 19:06:23, time: 1.449, data_time: 0.002, memory: 6929, loss_aux: 0.9952, top1_acc: 0.6480, top5_acc: 0.8338, loss_cls: 1.4947, loss: 2.4898, grad_norm: 4.7078 2020-09-25 05:38:03,209 - mmaction - INFO - Epoch [100][920/940] lr: 4.000e-03, eta: 19:05:54, time: 1.466, data_time: 0.002, memory: 6929, loss_aux: 0.9978, top1_acc: 0.6461, top5_acc: 0.8359, loss_cls: 1.4963, loss: 2.4942, grad_norm: 4.7180 2020-09-25 05:38:31,997 - mmaction - INFO - Epoch [100][940/940] lr: 4.000e-03, eta: 19:05:25, time: 1.437, data_time: 0.002, memory: 6929, loss_aux: 1.0335, top1_acc: 0.6402, top5_acc: 0.8354, loss_cls: 1.5220, loss: 2.5555, grad_norm: 4.6863 2020-09-25 05:38:32,396 - mmaction - INFO - Saving checkpoint at 100 epochs 2020-09-25 05:39:06,650 - mmaction - INFO - Epoch [101][20/940] lr: 4.000e-03, eta: 19:04:56, time: 1.554, data_time: 0.249, memory: 6929, loss_aux: 1.0290, top1_acc: 0.6473, top5_acc: 0.8311, loss_cls: 1.5095, loss: 2.5385, grad_norm: 4.6238 2020-09-25 05:39:35,084 - mmaction - INFO - Epoch [101][40/940] lr: 4.000e-03, eta: 19:04:27, time: 1.422, data_time: 0.002, memory: 6929, loss_aux: 0.9776, top1_acc: 0.6541, top5_acc: 0.8402, loss_cls: 1.4331, loss: 2.4107, grad_norm: 4.6630 2020-09-25 05:40:04,614 - mmaction - INFO - Epoch [101][60/940] lr: 4.000e-03, eta: 19:03:58, time: 1.476, data_time: 0.002, memory: 6929, loss_aux: 1.0248, top1_acc: 0.6426, top5_acc: 0.8326, loss_cls: 1.5053, loss: 2.5301, grad_norm: 4.7467 2020-09-25 05:40:33,935 - mmaction - INFO - Epoch [101][80/940] lr: 4.000e-03, eta: 19:03:28, time: 1.467, data_time: 0.003, memory: 6929, loss_aux: 1.0237, top1_acc: 0.6418, top5_acc: 0.8303, loss_cls: 1.5136, loss: 2.5372, grad_norm: 4.7412 2020-09-25 05:41:04,357 - mmaction - INFO - Epoch [101][100/940] lr: 4.000e-03, eta: 19:03:00, time: 1.520, data_time: 0.001, memory: 6929, loss_aux: 1.0020, top1_acc: 0.6465, top5_acc: 0.8414, loss_cls: 1.4834, loss: 2.4854, grad_norm: 4.6934 2020-09-25 05:41:33,264 - mmaction - INFO - Epoch [101][120/940] lr: 4.000e-03, eta: 19:02:30, time: 1.446, data_time: 0.003, memory: 6929, loss_aux: 1.0243, top1_acc: 0.6420, top5_acc: 0.8371, loss_cls: 1.5080, loss: 2.5323, grad_norm: 4.7314 2020-09-25 05:42:03,459 - mmaction - INFO - Epoch [101][140/940] lr: 4.000e-03, eta: 19:02:02, time: 1.509, data_time: 0.005, memory: 6929, loss_aux: 1.0174, top1_acc: 0.6439, top5_acc: 0.8361, loss_cls: 1.4966, loss: 2.5141, grad_norm: 4.7027 2020-09-25 05:42:33,108 - mmaction - INFO - Epoch [101][160/940] lr: 4.000e-03, eta: 19:01:32, time: 1.483, data_time: 0.002, memory: 6929, loss_aux: 1.0081, top1_acc: 0.6383, top5_acc: 0.8398, loss_cls: 1.4799, loss: 2.4880, grad_norm: 4.6914 2020-09-25 05:43:03,005 - mmaction - INFO - Epoch [101][180/940] lr: 4.000e-03, eta: 19:01:04, time: 1.494, data_time: 0.002, memory: 6929, loss_aux: 0.9979, top1_acc: 0.6553, top5_acc: 0.8375, loss_cls: 1.4612, loss: 2.4591, grad_norm: 4.6481 2020-09-25 05:43:31,792 - mmaction - INFO - Epoch [101][200/940] lr: 4.000e-03, eta: 19:00:34, time: 1.439, data_time: 0.002, memory: 6929, loss_aux: 0.9653, top1_acc: 0.6547, top5_acc: 0.8387, loss_cls: 1.4199, loss: 2.3852, grad_norm: 4.6177 2020-09-25 05:44:00,694 - mmaction - INFO - Epoch [101][220/940] lr: 4.000e-03, eta: 19:00:05, time: 1.445, data_time: 0.003, memory: 6929, loss_aux: 0.9953, top1_acc: 0.6426, top5_acc: 0.8361, loss_cls: 1.4881, loss: 2.4834, grad_norm: 4.7854 2020-09-25 05:44:31,093 - mmaction - INFO - Epoch [101][240/940] lr: 4.000e-03, eta: 18:59:36, time: 1.520, data_time: 0.002, memory: 6929, loss_aux: 1.0223, top1_acc: 0.6428, top5_acc: 0.8295, loss_cls: 1.5171, loss: 2.5394, grad_norm: 4.7109 2020-09-25 05:45:00,521 - mmaction - INFO - Epoch [101][260/940] lr: 4.000e-03, eta: 18:59:07, time: 1.472, data_time: 0.002, memory: 6929, loss_aux: 1.0137, top1_acc: 0.6457, top5_acc: 0.8332, loss_cls: 1.5069, loss: 2.5206, grad_norm: 4.7159 2020-09-25 05:45:29,919 - mmaction - INFO - Epoch [101][280/940] lr: 4.000e-03, eta: 18:58:38, time: 1.469, data_time: 0.002, memory: 6929, loss_aux: 1.0000, top1_acc: 0.6533, top5_acc: 0.8359, loss_cls: 1.4666, loss: 2.4666, grad_norm: 4.6028 2020-09-25 05:45:59,158 - mmaction - INFO - Epoch [101][300/940] lr: 4.000e-03, eta: 18:58:08, time: 1.463, data_time: 0.003, memory: 6929, loss_aux: 0.9823, top1_acc: 0.6547, top5_acc: 0.8400, loss_cls: 1.4681, loss: 2.4504, grad_norm: 4.6105 2020-09-25 05:46:28,964 - mmaction - INFO - Epoch [101][320/940] lr: 4.000e-03, eta: 18:57:39, time: 1.489, data_time: 0.001, memory: 6929, loss_aux: 1.0028, top1_acc: 0.6443, top5_acc: 0.8355, loss_cls: 1.4689, loss: 2.4717, grad_norm: 4.6774 2020-09-25 05:46:58,709 - mmaction - INFO - Epoch [101][340/940] lr: 4.000e-03, eta: 18:57:10, time: 1.487, data_time: 0.003, memory: 6929, loss_aux: 1.0012, top1_acc: 0.6543, top5_acc: 0.8420, loss_cls: 1.4578, loss: 2.4590, grad_norm: 4.7152 2020-09-25 05:47:28,590 - mmaction - INFO - Epoch [101][360/940] lr: 4.000e-03, eta: 18:56:42, time: 1.495, data_time: 0.003, memory: 6929, loss_aux: 1.0095, top1_acc: 0.6467, top5_acc: 0.8340, loss_cls: 1.4894, loss: 2.4989, grad_norm: 4.6609 2020-09-25 05:47:57,511 - mmaction - INFO - Epoch [101][380/940] lr: 4.000e-03, eta: 18:56:12, time: 1.447, data_time: 0.003, memory: 6929, loss_aux: 1.0137, top1_acc: 0.6438, top5_acc: 0.8289, loss_cls: 1.5010, loss: 2.5147, grad_norm: 4.6717 2020-09-25 05:48:27,435 - mmaction - INFO - Epoch [101][400/940] lr: 4.000e-03, eta: 18:55:43, time: 1.495, data_time: 0.001, memory: 6929, loss_aux: 1.0022, top1_acc: 0.6434, top5_acc: 0.8377, loss_cls: 1.4961, loss: 2.4983, grad_norm: 4.6349 2020-09-25 05:48:56,661 - mmaction - INFO - Epoch [101][420/940] lr: 4.000e-03, eta: 18:55:14, time: 1.462, data_time: 0.002, memory: 6929, loss_aux: 0.9870, top1_acc: 0.6566, top5_acc: 0.8438, loss_cls: 1.4466, loss: 2.4337, grad_norm: 4.5848 2020-09-25 05:49:26,608 - mmaction - INFO - Epoch [101][440/940] lr: 4.000e-03, eta: 18:54:45, time: 1.497, data_time: 0.002, memory: 6929, loss_aux: 1.0227, top1_acc: 0.6432, top5_acc: 0.8344, loss_cls: 1.5091, loss: 2.5319, grad_norm: 4.7542 2020-09-25 05:49:56,264 - mmaction - INFO - Epoch [101][460/940] lr: 4.000e-03, eta: 18:54:16, time: 1.483, data_time: 0.002, memory: 6929, loss_aux: 0.9973, top1_acc: 0.6477, top5_acc: 0.8420, loss_cls: 1.4739, loss: 2.4712, grad_norm: 4.6684 2020-09-25 05:50:26,348 - mmaction - INFO - Epoch [101][480/940] lr: 4.000e-03, eta: 18:53:47, time: 1.504, data_time: 0.002, memory: 6929, loss_aux: 0.9863, top1_acc: 0.6570, top5_acc: 0.8443, loss_cls: 1.4601, loss: 2.4464, grad_norm: 4.6182 2020-09-25 05:50:55,615 - mmaction - INFO - Epoch [101][500/940] lr: 4.000e-03, eta: 18:53:18, time: 1.463, data_time: 0.002, memory: 6929, loss_aux: 0.9870, top1_acc: 0.6586, top5_acc: 0.8424, loss_cls: 1.4667, loss: 2.4537, grad_norm: 4.5870 2020-09-25 05:51:26,242 - mmaction - INFO - Epoch [101][520/940] lr: 4.000e-03, eta: 18:52:49, time: 1.531, data_time: 0.001, memory: 6929, loss_aux: 1.0310, top1_acc: 0.6367, top5_acc: 0.8334, loss_cls: 1.5196, loss: 2.5507, grad_norm: 4.7225 2020-09-25 05:51:56,463 - mmaction - INFO - Epoch [101][540/940] lr: 4.000e-03, eta: 18:52:21, time: 1.511, data_time: 0.003, memory: 6929, loss_aux: 1.0029, top1_acc: 0.6609, top5_acc: 0.8346, loss_cls: 1.4776, loss: 2.4805, grad_norm: 4.7161 2020-09-25 05:52:25,753 - mmaction - INFO - Epoch [101][560/940] lr: 4.000e-03, eta: 18:51:51, time: 1.464, data_time: 0.002, memory: 6929, loss_aux: 1.0061, top1_acc: 0.6436, top5_acc: 0.8295, loss_cls: 1.4975, loss: 2.5036, grad_norm: 4.7004 2020-09-25 05:52:54,550 - mmaction - INFO - Epoch [101][580/940] lr: 4.000e-03, eta: 18:51:22, time: 1.441, data_time: 0.002, memory: 6929, loss_aux: 1.0186, top1_acc: 0.6479, top5_acc: 0.8295, loss_cls: 1.5113, loss: 2.5300, grad_norm: 4.7215 2020-09-25 05:53:23,815 - mmaction - INFO - Epoch [101][600/940] lr: 4.000e-03, eta: 18:50:53, time: 1.462, data_time: 0.001, memory: 6929, loss_aux: 0.9959, top1_acc: 0.6502, top5_acc: 0.8338, loss_cls: 1.4591, loss: 2.4550, grad_norm: 4.6780 2020-09-25 05:53:53,172 - mmaction - INFO - Epoch [101][620/940] lr: 4.000e-03, eta: 18:50:23, time: 1.469, data_time: 0.002, memory: 6929, loss_aux: 0.9954, top1_acc: 0.6504, top5_acc: 0.8383, loss_cls: 1.4563, loss: 2.4517, grad_norm: 4.6678 2020-09-25 05:54:22,424 - mmaction - INFO - Epoch [101][640/940] lr: 4.000e-03, eta: 18:49:54, time: 1.462, data_time: 0.001, memory: 6929, loss_aux: 1.0218, top1_acc: 0.6406, top5_acc: 0.8240, loss_cls: 1.5367, loss: 2.5584, grad_norm: 4.7395 2020-09-25 05:54:51,875 - mmaction - INFO - Epoch [101][660/940] lr: 4.000e-03, eta: 18:49:25, time: 1.472, data_time: 0.001, memory: 6929, loss_aux: 1.0159, top1_acc: 0.6521, top5_acc: 0.8297, loss_cls: 1.5153, loss: 2.5312, grad_norm: 4.6845 2020-09-25 05:55:21,541 - mmaction - INFO - Epoch [101][680/940] lr: 4.000e-03, eta: 18:48:56, time: 1.484, data_time: 0.002, memory: 6929, loss_aux: 1.0115, top1_acc: 0.6494, top5_acc: 0.8363, loss_cls: 1.4730, loss: 2.4845, grad_norm: 4.6937 2020-09-25 05:55:51,281 - mmaction - INFO - Epoch [101][700/940] lr: 4.000e-03, eta: 18:48:27, time: 1.486, data_time: 0.001, memory: 6929, loss_aux: 1.0255, top1_acc: 0.6303, top5_acc: 0.8336, loss_cls: 1.5464, loss: 2.5719, grad_norm: 4.7128 2020-09-25 05:56:21,221 - mmaction - INFO - Epoch [101][720/940] lr: 4.000e-03, eta: 18:47:58, time: 1.498, data_time: 0.002, memory: 6929, loss_aux: 0.9951, top1_acc: 0.6488, top5_acc: 0.8371, loss_cls: 1.4756, loss: 2.4707, grad_norm: 4.6856 2020-09-25 05:56:50,677 - mmaction - INFO - Epoch [101][740/940] lr: 4.000e-03, eta: 18:47:29, time: 1.472, data_time: 0.001, memory: 6929, loss_aux: 1.0158, top1_acc: 0.6467, top5_acc: 0.8371, loss_cls: 1.4709, loss: 2.4867, grad_norm: 4.7085 2020-09-25 05:57:20,213 - mmaction - INFO - Epoch [101][760/940] lr: 4.000e-03, eta: 18:47:00, time: 1.477, data_time: 0.003, memory: 6929, loss_aux: 1.0158, top1_acc: 0.6490, top5_acc: 0.8313, loss_cls: 1.5028, loss: 2.5186, grad_norm: 4.6906 2020-09-25 05:57:49,671 - mmaction - INFO - Epoch [101][780/940] lr: 4.000e-03, eta: 18:46:31, time: 1.472, data_time: 0.001, memory: 6929, loss_aux: 1.0263, top1_acc: 0.6387, top5_acc: 0.8320, loss_cls: 1.5089, loss: 2.5352, grad_norm: 4.7175 2020-09-25 05:58:18,194 - mmaction - INFO - Epoch [101][800/940] lr: 4.000e-03, eta: 18:46:01, time: 1.427, data_time: 0.003, memory: 6929, loss_aux: 1.0087, top1_acc: 0.6457, top5_acc: 0.8344, loss_cls: 1.4845, loss: 2.4933, grad_norm: 4.7469 2020-09-25 05:58:47,430 - mmaction - INFO - Epoch [101][820/940] lr: 4.000e-03, eta: 18:45:32, time: 1.461, data_time: 0.002, memory: 6929, loss_aux: 1.0161, top1_acc: 0.6500, top5_acc: 0.8359, loss_cls: 1.4883, loss: 2.5044, grad_norm: 4.7574 2020-09-25 05:59:17,275 - mmaction - INFO - Epoch [101][840/940] lr: 4.000e-03, eta: 18:45:03, time: 1.493, data_time: 0.003, memory: 6929, loss_aux: 0.9924, top1_acc: 0.6480, top5_acc: 0.8334, loss_cls: 1.4724, loss: 2.4648, grad_norm: 4.6548 2020-09-25 05:59:46,882 - mmaction - INFO - Epoch [101][860/940] lr: 4.000e-03, eta: 18:44:34, time: 1.479, data_time: 0.001, memory: 6929, loss_aux: 1.0132, top1_acc: 0.6408, top5_acc: 0.8283, loss_cls: 1.5164, loss: 2.5297, grad_norm: 4.7131 2020-09-25 06:00:21,685 - mmaction - INFO - Epoch [101][880/940] lr: 4.000e-03, eta: 18:44:07, time: 1.734, data_time: 0.003, memory: 6929, loss_aux: 1.0092, top1_acc: 0.6494, top5_acc: 0.8396, loss_cls: 1.4747, loss: 2.4840, grad_norm: 4.6873 2020-09-25 06:00:48,925 - mmaction - INFO - Epoch [101][900/940] lr: 4.000e-03, eta: 18:43:37, time: 1.368, data_time: 0.011, memory: 6929, loss_aux: 1.0155, top1_acc: 0.6479, top5_acc: 0.8273, loss_cls: 1.5215, loss: 2.5370, grad_norm: 4.7543 2020-09-25 06:01:16,867 - mmaction - INFO - Epoch [101][920/940] lr: 4.000e-03, eta: 18:43:07, time: 1.398, data_time: 0.003, memory: 6929, loss_aux: 1.0134, top1_acc: 0.6369, top5_acc: 0.8293, loss_cls: 1.5208, loss: 2.5343, grad_norm: 4.7283 2020-09-25 06:01:44,900 - mmaction - INFO - Epoch [101][940/940] lr: 4.000e-03, eta: 18:42:37, time: 1.401, data_time: 0.001, memory: 6929, loss_aux: 1.0081, top1_acc: 0.6364, top5_acc: 0.8354, loss_cls: 1.5269, loss: 2.5351, grad_norm: 4.7302 2020-09-25 06:01:45,382 - mmaction - INFO - Saving checkpoint at 101 epochs 2020-09-25 06:02:21,089 - mmaction - INFO - Epoch [102][20/940] lr: 4.000e-03, eta: 18:42:09, time: 1.584, data_time: 0.250, memory: 6929, loss_aux: 0.9827, top1_acc: 0.6525, top5_acc: 0.8467, loss_cls: 1.4296, loss: 2.4123, grad_norm: 4.6192 2020-09-25 06:02:49,870 - mmaction - INFO - Epoch [102][40/940] lr: 4.000e-03, eta: 18:41:40, time: 1.438, data_time: 0.001, memory: 6929, loss_aux: 0.9995, top1_acc: 0.6504, top5_acc: 0.8391, loss_cls: 1.4716, loss: 2.4711, grad_norm: 4.6984 2020-09-25 06:03:17,651 - mmaction - INFO - Epoch [102][60/940] lr: 4.000e-03, eta: 18:41:10, time: 1.390, data_time: 0.003, memory: 6929, loss_aux: 1.0128, top1_acc: 0.6520, top5_acc: 0.8340, loss_cls: 1.4859, loss: 2.4987, grad_norm: 4.7377 2020-09-25 06:03:47,259 - mmaction - INFO - Epoch [102][80/940] lr: 4.000e-03, eta: 18:40:41, time: 1.479, data_time: 0.001, memory: 6929, loss_aux: 1.0016, top1_acc: 0.6475, top5_acc: 0.8354, loss_cls: 1.4896, loss: 2.4912, grad_norm: 4.7349 2020-09-25 06:04:15,895 - mmaction - INFO - Epoch [102][100/940] lr: 4.000e-03, eta: 18:40:11, time: 1.433, data_time: 0.003, memory: 6929, loss_aux: 0.9895, top1_acc: 0.6641, top5_acc: 0.8408, loss_cls: 1.4416, loss: 2.4311, grad_norm: 4.6874 2020-09-25 06:04:44,239 - mmaction - INFO - Epoch [102][120/940] lr: 4.000e-03, eta: 18:39:42, time: 1.416, data_time: 0.001, memory: 6929, loss_aux: 0.9883, top1_acc: 0.6551, top5_acc: 0.8402, loss_cls: 1.4400, loss: 2.4282, grad_norm: 4.6918 2020-09-25 06:05:13,396 - mmaction - INFO - Epoch [102][140/940] lr: 4.000e-03, eta: 18:39:12, time: 1.458, data_time: 0.002, memory: 6929, loss_aux: 0.9912, top1_acc: 0.6588, top5_acc: 0.8436, loss_cls: 1.4339, loss: 2.4251, grad_norm: 4.5945 2020-09-25 06:05:42,837 - mmaction - INFO - Epoch [102][160/940] lr: 4.000e-03, eta: 18:38:43, time: 1.471, data_time: 0.002, memory: 6929, loss_aux: 1.0323, top1_acc: 0.6385, top5_acc: 0.8318, loss_cls: 1.5025, loss: 2.5348, grad_norm: 4.7086 2020-09-25 06:06:10,293 - mmaction - INFO - Epoch [102][180/940] lr: 4.000e-03, eta: 18:38:13, time: 1.373, data_time: 0.002, memory: 6929, loss_aux: 1.0013, top1_acc: 0.6498, top5_acc: 0.8301, loss_cls: 1.4890, loss: 2.4903, grad_norm: 4.6156 2020-09-25 06:06:39,370 - mmaction - INFO - Epoch [102][200/940] lr: 4.000e-03, eta: 18:37:44, time: 1.455, data_time: 0.002, memory: 6929, loss_aux: 0.9852, top1_acc: 0.6645, top5_acc: 0.8438, loss_cls: 1.4350, loss: 2.4202, grad_norm: 4.6394 2020-09-25 06:07:07,260 - mmaction - INFO - Epoch [102][220/940] lr: 4.000e-03, eta: 18:37:14, time: 1.393, data_time: 0.001, memory: 6929, loss_aux: 1.0118, top1_acc: 0.6395, top5_acc: 0.8338, loss_cls: 1.5057, loss: 2.5175, grad_norm: 4.6801 2020-09-25 06:07:35,357 - mmaction - INFO - Epoch [102][240/940] lr: 4.000e-03, eta: 18:36:44, time: 1.406, data_time: 0.003, memory: 6929, loss_aux: 1.0071, top1_acc: 0.6486, top5_acc: 0.8391, loss_cls: 1.4809, loss: 2.4879, grad_norm: 4.6575 2020-09-25 06:08:03,775 - mmaction - INFO - Epoch [102][260/940] lr: 4.000e-03, eta: 18:36:14, time: 1.419, data_time: 0.001, memory: 6929, loss_aux: 0.9959, top1_acc: 0.6533, top5_acc: 0.8395, loss_cls: 1.4699, loss: 2.4658, grad_norm: 4.6860 2020-09-25 06:08:31,939 - mmaction - INFO - Epoch [102][280/940] lr: 4.000e-03, eta: 18:35:45, time: 1.408, data_time: 0.003, memory: 6929, loss_aux: 1.0067, top1_acc: 0.6479, top5_acc: 0.8404, loss_cls: 1.4663, loss: 2.4730, grad_norm: 4.7578 2020-09-25 06:09:01,473 - mmaction - INFO - Epoch [102][300/940] lr: 4.000e-03, eta: 18:35:15, time: 1.478, data_time: 0.003, memory: 6929, loss_aux: 0.9953, top1_acc: 0.6488, top5_acc: 0.8400, loss_cls: 1.4800, loss: 2.4753, grad_norm: 4.6669 2020-09-25 06:09:30,939 - mmaction - INFO - Epoch [102][320/940] lr: 4.000e-03, eta: 18:34:46, time: 1.473, data_time: 0.002, memory: 6929, loss_aux: 0.9969, top1_acc: 0.6635, top5_acc: 0.8410, loss_cls: 1.4601, loss: 2.4570, grad_norm: 4.7195 2020-09-25 06:09:58,395 - mmaction - INFO - Epoch [102][340/940] lr: 4.000e-03, eta: 18:34:16, time: 1.373, data_time: 0.002, memory: 6929, loss_aux: 1.0025, top1_acc: 0.6480, top5_acc: 0.8410, loss_cls: 1.4608, loss: 2.4633, grad_norm: 4.6719 2020-09-25 06:10:26,938 - mmaction - INFO - Epoch [102][360/940] lr: 4.000e-03, eta: 18:33:47, time: 1.426, data_time: 0.001, memory: 6929, loss_aux: 0.9687, top1_acc: 0.6625, top5_acc: 0.8463, loss_cls: 1.3987, loss: 2.3674, grad_norm: 4.6607 2020-09-25 06:10:56,604 - mmaction - INFO - Epoch [102][380/940] lr: 4.000e-03, eta: 18:33:18, time: 1.484, data_time: 0.002, memory: 6929, loss_aux: 0.9949, top1_acc: 0.6559, top5_acc: 0.8355, loss_cls: 1.4491, loss: 2.4440, grad_norm: 4.6383 2020-09-25 06:11:24,281 - mmaction - INFO - Epoch [102][400/940] lr: 4.000e-03, eta: 18:32:48, time: 1.383, data_time: 0.001, memory: 6929, loss_aux: 0.9709, top1_acc: 0.6580, top5_acc: 0.8486, loss_cls: 1.4238, loss: 2.3947, grad_norm: 4.7073 2020-09-25 06:11:52,370 - mmaction - INFO - Epoch [102][420/940] lr: 4.000e-03, eta: 18:32:18, time: 1.404, data_time: 0.002, memory: 6929, loss_aux: 1.0021, top1_acc: 0.6486, top5_acc: 0.8344, loss_cls: 1.4858, loss: 2.4879, grad_norm: 4.7044 2020-09-25 06:12:21,489 - mmaction - INFO - Epoch [102][440/940] lr: 4.000e-03, eta: 18:31:48, time: 1.457, data_time: 0.002, memory: 6929, loss_aux: 1.0081, top1_acc: 0.6463, top5_acc: 0.8389, loss_cls: 1.5000, loss: 2.5081, grad_norm: 4.6720 2020-09-25 06:12:49,343 - mmaction - INFO - Epoch [102][460/940] lr: 4.000e-03, eta: 18:31:19, time: 1.392, data_time: 0.001, memory: 6929, loss_aux: 1.0200, top1_acc: 0.6412, top5_acc: 0.8285, loss_cls: 1.5316, loss: 2.5517, grad_norm: 4.7480 2020-09-25 06:13:17,443 - mmaction - INFO - Epoch [102][480/940] lr: 4.000e-03, eta: 18:30:49, time: 1.405, data_time: 0.002, memory: 6929, loss_aux: 1.0095, top1_acc: 0.6455, top5_acc: 0.8322, loss_cls: 1.5027, loss: 2.5123, grad_norm: 4.7379 2020-09-25 06:13:45,406 - mmaction - INFO - Epoch [102][500/940] lr: 4.000e-03, eta: 18:30:19, time: 1.398, data_time: 0.002, memory: 6929, loss_aux: 1.0176, top1_acc: 0.6449, top5_acc: 0.8314, loss_cls: 1.5114, loss: 2.5290, grad_norm: 4.7027 2020-09-25 06:14:14,929 - mmaction - INFO - Epoch [102][520/940] lr: 4.000e-03, eta: 18:29:50, time: 1.477, data_time: 0.002, memory: 6929, loss_aux: 1.0217, top1_acc: 0.6365, top5_acc: 0.8217, loss_cls: 1.5426, loss: 2.5642, grad_norm: 4.7598 2020-09-25 06:14:43,389 - mmaction - INFO - Epoch [102][540/940] lr: 4.000e-03, eta: 18:29:20, time: 1.422, data_time: 0.002, memory: 6929, loss_aux: 0.9820, top1_acc: 0.6600, top5_acc: 0.8486, loss_cls: 1.4274, loss: 2.4094, grad_norm: 4.6618 2020-09-25 06:15:11,561 - mmaction - INFO - Epoch [102][560/940] lr: 4.000e-03, eta: 18:28:50, time: 1.409, data_time: 0.003, memory: 6929, loss_aux: 1.0253, top1_acc: 0.6355, top5_acc: 0.8246, loss_cls: 1.5349, loss: 2.5602, grad_norm: 4.8402 2020-09-25 06:15:39,579 - mmaction - INFO - Epoch [102][580/940] lr: 4.000e-03, eta: 18:28:21, time: 1.402, data_time: 0.002, memory: 6929, loss_aux: 1.0054, top1_acc: 0.6479, top5_acc: 0.8359, loss_cls: 1.4654, loss: 2.4707, grad_norm: 4.5874 2020-09-25 06:16:07,421 - mmaction - INFO - Epoch [102][600/940] lr: 4.000e-03, eta: 18:27:51, time: 1.391, data_time: 0.002, memory: 6929, loss_aux: 1.0205, top1_acc: 0.6377, top5_acc: 0.8250, loss_cls: 1.5295, loss: 2.5500, grad_norm: 4.7577 2020-09-25 06:16:35,851 - mmaction - INFO - Epoch [102][620/940] lr: 4.000e-03, eta: 18:27:21, time: 1.422, data_time: 0.002, memory: 6929, loss_aux: 1.0100, top1_acc: 0.6482, top5_acc: 0.8348, loss_cls: 1.4889, loss: 2.4989, grad_norm: 4.7718 2020-09-25 06:17:03,705 - mmaction - INFO - Epoch [102][640/940] lr: 4.000e-03, eta: 18:26:51, time: 1.392, data_time: 0.002, memory: 6929, loss_aux: 0.9930, top1_acc: 0.6539, top5_acc: 0.8449, loss_cls: 1.4485, loss: 2.4415, grad_norm: 4.6905 2020-09-25 06:17:32,100 - mmaction - INFO - Epoch [102][660/940] lr: 4.000e-03, eta: 18:26:21, time: 1.420, data_time: 0.002, memory: 6929, loss_aux: 1.0204, top1_acc: 0.6381, top5_acc: 0.8326, loss_cls: 1.5165, loss: 2.5369, grad_norm: 4.7932 2020-09-25 06:17:59,749 - mmaction - INFO - Epoch [102][680/940] lr: 4.000e-03, eta: 18:25:51, time: 1.383, data_time: 0.002, memory: 6929, loss_aux: 0.9969, top1_acc: 0.6596, top5_acc: 0.8439, loss_cls: 1.4477, loss: 2.4446, grad_norm: 4.7303 2020-09-25 06:18:27,536 - mmaction - INFO - Epoch [102][700/940] lr: 4.000e-03, eta: 18:25:22, time: 1.389, data_time: 0.002, memory: 6929, loss_aux: 0.9879, top1_acc: 0.6549, top5_acc: 0.8436, loss_cls: 1.4531, loss: 2.4410, grad_norm: 4.7711 2020-09-25 06:18:55,724 - mmaction - INFO - Epoch [102][720/940] lr: 4.000e-03, eta: 18:24:52, time: 1.410, data_time: 0.002, memory: 6929, loss_aux: 1.0245, top1_acc: 0.6414, top5_acc: 0.8291, loss_cls: 1.5155, loss: 2.5400, grad_norm: 4.7602 2020-09-25 06:19:23,927 - mmaction - INFO - Epoch [102][740/940] lr: 4.000e-03, eta: 18:24:22, time: 1.410, data_time: 0.002, memory: 6929, loss_aux: 0.9957, top1_acc: 0.6496, top5_acc: 0.8338, loss_cls: 1.4857, loss: 2.4814, grad_norm: 4.6360 2020-09-25 06:19:52,761 - mmaction - INFO - Epoch [102][760/940] lr: 4.000e-03, eta: 18:23:53, time: 1.443, data_time: 0.002, memory: 6929, loss_aux: 1.0044, top1_acc: 0.6412, top5_acc: 0.8373, loss_cls: 1.4942, loss: 2.4986, grad_norm: 4.7520 2020-09-25 06:20:20,706 - mmaction - INFO - Epoch [102][780/940] lr: 4.000e-03, eta: 18:23:23, time: 1.396, data_time: 0.001, memory: 6929, loss_aux: 1.0320, top1_acc: 0.6410, top5_acc: 0.8314, loss_cls: 1.5253, loss: 2.5573, grad_norm: 4.6878 2020-09-25 06:20:49,004 - mmaction - INFO - Epoch [102][800/940] lr: 4.000e-03, eta: 18:22:53, time: 1.415, data_time: 0.002, memory: 6929, loss_aux: 0.9950, top1_acc: 0.6543, top5_acc: 0.8408, loss_cls: 1.4485, loss: 2.4436, grad_norm: 4.6414 2020-09-25 06:21:16,616 - mmaction - INFO - Epoch [102][820/940] lr: 4.000e-03, eta: 18:22:23, time: 1.381, data_time: 0.003, memory: 6929, loss_aux: 1.0033, top1_acc: 0.6406, top5_acc: 0.8346, loss_cls: 1.5001, loss: 2.5035, grad_norm: 4.7019 2020-09-25 06:21:45,489 - mmaction - INFO - Epoch [102][840/940] lr: 4.000e-03, eta: 18:21:54, time: 1.443, data_time: 0.001, memory: 6929, loss_aux: 0.9976, top1_acc: 0.6533, top5_acc: 0.8412, loss_cls: 1.4666, loss: 2.4642, grad_norm: 4.7537 2020-09-25 06:22:12,993 - mmaction - INFO - Epoch [102][860/940] lr: 4.000e-03, eta: 18:21:24, time: 1.377, data_time: 0.003, memory: 6929, loss_aux: 0.9672, top1_acc: 0.6629, top5_acc: 0.8436, loss_cls: 1.4273, loss: 2.3946, grad_norm: 4.7355 2020-09-25 06:22:41,495 - mmaction - INFO - Epoch [102][880/940] lr: 4.000e-03, eta: 18:20:54, time: 1.425, data_time: 0.001, memory: 6929, loss_aux: 0.9918, top1_acc: 0.6578, top5_acc: 0.8412, loss_cls: 1.4574, loss: 2.4492, grad_norm: 4.6946 2020-09-25 06:23:09,352 - mmaction - INFO - Epoch [102][900/940] lr: 4.000e-03, eta: 18:20:24, time: 1.392, data_time: 0.001, memory: 6929, loss_aux: 0.9893, top1_acc: 0.6604, top5_acc: 0.8420, loss_cls: 1.4469, loss: 2.4362, grad_norm: 4.6930 2020-09-25 06:23:37,384 - mmaction - INFO - Epoch [102][920/940] lr: 4.000e-03, eta: 18:19:54, time: 1.403, data_time: 0.005, memory: 6929, loss_aux: 1.0286, top1_acc: 0.6354, top5_acc: 0.8344, loss_cls: 1.5184, loss: 2.5470, grad_norm: 4.7865 2020-09-25 06:24:05,065 - mmaction - INFO - Epoch [102][940/940] lr: 4.000e-03, eta: 18:19:24, time: 1.383, data_time: 0.001, memory: 6929, loss_aux: 1.0169, top1_acc: 0.6500, top5_acc: 0.8387, loss_cls: 1.4826, loss: 2.4995, grad_norm: 4.7618 2020-09-25 06:24:05,559 - mmaction - INFO - Saving checkpoint at 102 epochs 2020-09-25 06:24:38,160 - mmaction - INFO - Epoch [103][20/940] lr: 4.000e-03, eta: 18:18:56, time: 1.552, data_time: 0.258, memory: 6929, loss_aux: 0.9944, top1_acc: 0.6543, top5_acc: 0.8377, loss_cls: 1.4548, loss: 2.4492, grad_norm: 4.8034 2020-09-25 06:25:07,475 - mmaction - INFO - Epoch [103][40/940] lr: 4.000e-03, eta: 18:18:27, time: 1.465, data_time: 0.001, memory: 6929, loss_aux: 1.0047, top1_acc: 0.6500, top5_acc: 0.8334, loss_cls: 1.4751, loss: 2.4797, grad_norm: 4.7794 2020-09-25 06:25:35,735 - mmaction - INFO - Epoch [103][60/940] lr: 4.000e-03, eta: 18:17:57, time: 1.414, data_time: 0.003, memory: 6929, loss_aux: 1.0009, top1_acc: 0.6494, top5_acc: 0.8412, loss_cls: 1.4562, loss: 2.4571, grad_norm: 4.7571 2020-09-25 06:26:04,352 - mmaction - INFO - Epoch [103][80/940] lr: 4.000e-03, eta: 18:17:28, time: 1.430, data_time: 0.002, memory: 6929, loss_aux: 1.0189, top1_acc: 0.6443, top5_acc: 0.8309, loss_cls: 1.5211, loss: 2.5400, grad_norm: 4.7898 2020-09-25 06:26:32,593 - mmaction - INFO - Epoch [103][100/940] lr: 4.000e-03, eta: 18:16:58, time: 1.411, data_time: 0.002, memory: 6929, loss_aux: 1.0122, top1_acc: 0.6494, top5_acc: 0.8352, loss_cls: 1.4796, loss: 2.4918, grad_norm: 4.6702 2020-09-25 06:27:01,641 - mmaction - INFO - Epoch [103][120/940] lr: 4.000e-03, eta: 18:16:28, time: 1.454, data_time: 0.003, memory: 6929, loss_aux: 1.0123, top1_acc: 0.6484, top5_acc: 0.8381, loss_cls: 1.4752, loss: 2.4875, grad_norm: 4.7362 2020-09-25 06:27:30,000 - mmaction - INFO - Epoch [103][140/940] lr: 4.000e-03, eta: 18:15:59, time: 1.417, data_time: 0.001, memory: 6929, loss_aux: 0.9915, top1_acc: 0.6500, top5_acc: 0.8379, loss_cls: 1.4665, loss: 2.4580, grad_norm: 4.7807 2020-09-25 06:27:58,392 - mmaction - INFO - Epoch [103][160/940] lr: 4.000e-03, eta: 18:15:29, time: 1.421, data_time: 0.002, memory: 6929, loss_aux: 0.9889, top1_acc: 0.6693, top5_acc: 0.8451, loss_cls: 1.4331, loss: 2.4220, grad_norm: 4.6726 2020-09-25 06:28:26,901 - mmaction - INFO - Epoch [103][180/940] lr: 4.000e-03, eta: 18:15:00, time: 1.424, data_time: 0.001, memory: 6929, loss_aux: 0.9847, top1_acc: 0.6609, top5_acc: 0.8535, loss_cls: 1.4040, loss: 2.3886, grad_norm: 4.6650 2020-09-25 06:28:55,351 - mmaction - INFO - Epoch [103][200/940] lr: 4.000e-03, eta: 18:14:30, time: 1.423, data_time: 0.003, memory: 6929, loss_aux: 0.9992, top1_acc: 0.6436, top5_acc: 0.8359, loss_cls: 1.4674, loss: 2.4666, grad_norm: 4.7690 2020-09-25 06:29:24,003 - mmaction - INFO - Epoch [103][220/940] lr: 4.000e-03, eta: 18:14:00, time: 1.432, data_time: 0.004, memory: 6929, loss_aux: 1.0025, top1_acc: 0.6412, top5_acc: 0.8367, loss_cls: 1.4673, loss: 2.4698, grad_norm: 4.7109 2020-09-25 06:29:52,382 - mmaction - INFO - Epoch [103][240/940] lr: 4.000e-03, eta: 18:13:31, time: 1.419, data_time: 0.003, memory: 6929, loss_aux: 0.9883, top1_acc: 0.6545, top5_acc: 0.8396, loss_cls: 1.4566, loss: 2.4449, grad_norm: 4.7589 2020-09-25 06:30:21,227 - mmaction - INFO - Epoch [103][260/940] lr: 4.000e-03, eta: 18:13:01, time: 1.443, data_time: 0.002, memory: 6929, loss_aux: 1.0074, top1_acc: 0.6537, top5_acc: 0.8396, loss_cls: 1.4490, loss: 2.4564, grad_norm: 4.7457 2020-09-25 06:30:49,836 - mmaction - INFO - Epoch [103][280/940] lr: 4.000e-03, eta: 18:12:32, time: 1.430, data_time: 0.001, memory: 6929, loss_aux: 1.0036, top1_acc: 0.6541, top5_acc: 0.8430, loss_cls: 1.4392, loss: 2.4428, grad_norm: 4.8090 2020-09-25 06:31:19,235 - mmaction - INFO - Epoch [103][300/940] lr: 4.000e-03, eta: 18:12:03, time: 1.471, data_time: 0.003, memory: 6929, loss_aux: 1.0125, top1_acc: 0.6381, top5_acc: 0.8371, loss_cls: 1.5021, loss: 2.5146, grad_norm: 4.8192 2020-09-25 06:31:47,761 - mmaction - INFO - Epoch [103][320/940] lr: 4.000e-03, eta: 18:11:33, time: 1.426, data_time: 0.001, memory: 6929, loss_aux: 1.0119, top1_acc: 0.6459, top5_acc: 0.8301, loss_cls: 1.4957, loss: 2.5076, grad_norm: 4.7750 2020-09-25 06:32:17,022 - mmaction - INFO - Epoch [103][340/940] lr: 4.000e-03, eta: 18:11:04, time: 1.463, data_time: 0.002, memory: 6929, loss_aux: 0.9971, top1_acc: 0.6566, top5_acc: 0.8387, loss_cls: 1.4598, loss: 2.4569, grad_norm: 4.6992 2020-09-25 06:32:45,137 - mmaction - INFO - Epoch [103][360/940] lr: 4.000e-03, eta: 18:10:34, time: 1.406, data_time: 0.002, memory: 6929, loss_aux: 0.9994, top1_acc: 0.6549, top5_acc: 0.8418, loss_cls: 1.4695, loss: 2.4690, grad_norm: 4.7015 2020-09-25 06:33:13,738 - mmaction - INFO - Epoch [103][380/940] lr: 4.000e-03, eta: 18:10:05, time: 1.431, data_time: 0.002, memory: 6929, loss_aux: 0.9807, top1_acc: 0.6553, top5_acc: 0.8393, loss_cls: 1.4455, loss: 2.4262, grad_norm: 4.7369 2020-09-25 06:33:42,900 - mmaction - INFO - Epoch [103][400/940] lr: 4.000e-03, eta: 18:09:35, time: 1.457, data_time: 0.001, memory: 6929, loss_aux: 1.0043, top1_acc: 0.6436, top5_acc: 0.8311, loss_cls: 1.4789, loss: 2.4833, grad_norm: 4.6694 2020-09-25 06:34:11,839 - mmaction - INFO - Epoch [103][420/940] lr: 4.000e-03, eta: 18:09:06, time: 1.447, data_time: 0.002, memory: 6929, loss_aux: 1.0004, top1_acc: 0.6457, top5_acc: 0.8359, loss_cls: 1.4731, loss: 2.4735, grad_norm: 4.7501 2020-09-25 06:34:40,962 - mmaction - INFO - Epoch [103][440/940] lr: 4.000e-03, eta: 18:08:37, time: 1.457, data_time: 0.002, memory: 6929, loss_aux: 0.9964, top1_acc: 0.6543, top5_acc: 0.8492, loss_cls: 1.4402, loss: 2.4366, grad_norm: 4.7797 2020-09-25 06:35:10,196 - mmaction - INFO - Epoch [103][460/940] lr: 4.000e-03, eta: 18:08:07, time: 1.461, data_time: 0.001, memory: 6929, loss_aux: 0.9903, top1_acc: 0.6555, top5_acc: 0.8365, loss_cls: 1.4629, loss: 2.4532, grad_norm: 4.7602 2020-09-25 06:35:39,242 - mmaction - INFO - Epoch [103][480/940] lr: 4.000e-03, eta: 18:07:38, time: 1.453, data_time: 0.003, memory: 6929, loss_aux: 0.9923, top1_acc: 0.6578, top5_acc: 0.8422, loss_cls: 1.4575, loss: 2.4497, grad_norm: 4.6343 2020-09-25 06:36:07,937 - mmaction - INFO - Epoch [103][500/940] lr: 4.000e-03, eta: 18:07:09, time: 1.434, data_time: 0.001, memory: 6929, loss_aux: 1.0161, top1_acc: 0.6434, top5_acc: 0.8293, loss_cls: 1.5100, loss: 2.5262, grad_norm: 4.7620 2020-09-25 06:36:37,218 - mmaction - INFO - Epoch [103][520/940] lr: 4.000e-03, eta: 18:06:39, time: 1.465, data_time: 0.003, memory: 6929, loss_aux: 0.9830, top1_acc: 0.6588, top5_acc: 0.8426, loss_cls: 1.4484, loss: 2.4314, grad_norm: 4.7115 2020-09-25 06:37:05,682 - mmaction - INFO - Epoch [103][540/940] lr: 4.000e-03, eta: 18:06:10, time: 1.422, data_time: 0.002, memory: 6929, loss_aux: 0.9834, top1_acc: 0.6596, top5_acc: 0.8432, loss_cls: 1.4415, loss: 2.4248, grad_norm: 4.7079 2020-09-25 06:37:35,003 - mmaction - INFO - Epoch [103][560/940] lr: 4.000e-03, eta: 18:05:41, time: 1.467, data_time: 0.003, memory: 6929, loss_aux: 1.0127, top1_acc: 0.6422, top5_acc: 0.8348, loss_cls: 1.4823, loss: 2.4950, grad_norm: 4.7897 2020-09-25 06:38:03,405 - mmaction - INFO - Epoch [103][580/940] lr: 4.000e-03, eta: 18:05:11, time: 1.420, data_time: 0.002, memory: 6929, loss_aux: 1.0006, top1_acc: 0.6543, top5_acc: 0.8414, loss_cls: 1.4710, loss: 2.4716, grad_norm: 4.7362 2020-09-25 06:38:32,328 - mmaction - INFO - Epoch [103][600/940] lr: 4.000e-03, eta: 18:04:42, time: 1.447, data_time: 0.003, memory: 6929, loss_aux: 1.0196, top1_acc: 0.6406, top5_acc: 0.8313, loss_cls: 1.5172, loss: 2.5368, grad_norm: 4.7991 2020-09-25 06:39:01,869 - mmaction - INFO - Epoch [103][620/940] lr: 4.000e-03, eta: 18:04:13, time: 1.477, data_time: 0.004, memory: 6929, loss_aux: 0.9868, top1_acc: 0.6502, top5_acc: 0.8428, loss_cls: 1.4527, loss: 2.4395, grad_norm: 4.7568 2020-09-25 06:39:30,137 - mmaction - INFO - Epoch [103][640/940] lr: 4.000e-03, eta: 18:03:43, time: 1.412, data_time: 0.001, memory: 6929, loss_aux: 1.0080, top1_acc: 0.6482, top5_acc: 0.8404, loss_cls: 1.4668, loss: 2.4748, grad_norm: 4.7804 2020-09-25 06:39:59,588 - mmaction - INFO - Epoch [103][660/940] lr: 4.000e-03, eta: 18:03:14, time: 1.474, data_time: 0.003, memory: 6929, loss_aux: 0.9954, top1_acc: 0.6484, top5_acc: 0.8443, loss_cls: 1.4735, loss: 2.4689, grad_norm: 4.7960 2020-09-25 06:40:28,567 - mmaction - INFO - Epoch [103][680/940] lr: 4.000e-03, eta: 18:02:44, time: 1.448, data_time: 0.001, memory: 6929, loss_aux: 1.0007, top1_acc: 0.6586, top5_acc: 0.8305, loss_cls: 1.4675, loss: 2.4682, grad_norm: 4.6705 2020-09-25 06:40:57,862 - mmaction - INFO - Epoch [103][700/940] lr: 4.000e-03, eta: 18:02:15, time: 1.466, data_time: 0.002, memory: 6929, loss_aux: 1.0234, top1_acc: 0.6373, top5_acc: 0.8320, loss_cls: 1.5147, loss: 2.5381, grad_norm: 4.8201 2020-09-25 06:41:27,793 - mmaction - INFO - Epoch [103][720/940] lr: 4.000e-03, eta: 18:01:46, time: 1.495, data_time: 0.001, memory: 6929, loss_aux: 0.9824, top1_acc: 0.6590, top5_acc: 0.8357, loss_cls: 1.4545, loss: 2.4369, grad_norm: 4.7192 2020-09-25 06:41:56,812 - mmaction - INFO - Epoch [103][740/940] lr: 4.000e-03, eta: 18:01:17, time: 1.452, data_time: 0.003, memory: 6929, loss_aux: 0.9868, top1_acc: 0.6635, top5_acc: 0.8424, loss_cls: 1.4358, loss: 2.4227, grad_norm: 4.7334 2020-09-25 06:42:25,656 - mmaction - INFO - Epoch [103][760/940] lr: 4.000e-03, eta: 18:00:47, time: 1.441, data_time: 0.002, memory: 6929, loss_aux: 1.0111, top1_acc: 0.6488, top5_acc: 0.8291, loss_cls: 1.5144, loss: 2.5256, grad_norm: 4.8023 2020-09-25 06:42:55,436 - mmaction - INFO - Epoch [103][780/940] lr: 4.000e-03, eta: 18:00:18, time: 1.489, data_time: 0.003, memory: 6929, loss_aux: 1.0232, top1_acc: 0.6377, top5_acc: 0.8379, loss_cls: 1.4918, loss: 2.5150, grad_norm: 4.8092 2020-09-25 06:43:25,744 - mmaction - INFO - Epoch [103][800/940] lr: 4.000e-03, eta: 17:59:50, time: 1.515, data_time: 0.002, memory: 6929, loss_aux: 1.0173, top1_acc: 0.6414, top5_acc: 0.8332, loss_cls: 1.5121, loss: 2.5294, grad_norm: 4.8645 2020-09-25 06:43:54,558 - mmaction - INFO - Epoch [103][820/940] lr: 4.000e-03, eta: 17:59:20, time: 1.441, data_time: 0.003, memory: 6929, loss_aux: 1.0074, top1_acc: 0.6525, top5_acc: 0.8410, loss_cls: 1.4666, loss: 2.4740, grad_norm: 4.8069 2020-09-25 06:44:22,993 - mmaction - INFO - Epoch [103][840/940] lr: 4.000e-03, eta: 17:58:51, time: 1.422, data_time: 0.002, memory: 6929, loss_aux: 1.0004, top1_acc: 0.6645, top5_acc: 0.8406, loss_cls: 1.4423, loss: 2.4427, grad_norm: 4.6742 2020-09-25 06:44:51,913 - mmaction - INFO - Epoch [103][860/940] lr: 4.000e-03, eta: 17:58:21, time: 1.446, data_time: 0.002, memory: 6929, loss_aux: 0.9855, top1_acc: 0.6551, top5_acc: 0.8387, loss_cls: 1.4350, loss: 2.4205, grad_norm: 4.7307 2020-09-25 06:45:21,218 - mmaction - INFO - Epoch [103][880/940] lr: 4.000e-03, eta: 17:57:52, time: 1.466, data_time: 0.009, memory: 6929, loss_aux: 0.9906, top1_acc: 0.6541, top5_acc: 0.8395, loss_cls: 1.4500, loss: 2.4405, grad_norm: 4.7279 2020-09-25 06:45:50,086 - mmaction - INFO - Epoch [103][900/940] lr: 4.000e-03, eta: 17:57:23, time: 1.442, data_time: 0.002, memory: 6929, loss_aux: 1.0255, top1_acc: 0.6439, top5_acc: 0.8375, loss_cls: 1.4866, loss: 2.5121, grad_norm: 4.8727 2020-09-25 06:46:18,691 - mmaction - INFO - Epoch [103][920/940] lr: 4.000e-03, eta: 17:56:53, time: 1.431, data_time: 0.002, memory: 6929, loss_aux: 0.9951, top1_acc: 0.6557, top5_acc: 0.8461, loss_cls: 1.4369, loss: 2.4320, grad_norm: 4.7431 2020-09-25 06:46:47,537 - mmaction - INFO - Epoch [103][940/940] lr: 4.000e-03, eta: 17:56:24, time: 1.439, data_time: 0.002, memory: 6929, loss_aux: 1.0150, top1_acc: 0.6451, top5_acc: 0.8336, loss_cls: 1.5046, loss: 2.5197, grad_norm: 4.8261 2020-09-25 06:46:47,936 - mmaction - INFO - Saving checkpoint at 103 epochs 2020-09-25 06:47:22,233 - mmaction - INFO - Epoch [104][20/940] lr: 4.000e-03, eta: 17:55:56, time: 1.574, data_time: 0.264, memory: 6929, loss_aux: 1.0300, top1_acc: 0.6391, top5_acc: 0.8346, loss_cls: 1.5168, loss: 2.5468, grad_norm: 4.8423 2020-09-25 06:47:50,652 - mmaction - INFO - Epoch [104][40/940] lr: 4.000e-03, eta: 17:55:26, time: 1.420, data_time: 0.001, memory: 6929, loss_aux: 1.0008, top1_acc: 0.6541, top5_acc: 0.8471, loss_cls: 1.4425, loss: 2.4433, grad_norm: 4.7480 2020-09-25 06:48:19,372 - mmaction - INFO - Epoch [104][60/940] lr: 4.000e-03, eta: 17:54:56, time: 1.437, data_time: 0.002, memory: 6929, loss_aux: 0.9963, top1_acc: 0.6432, top5_acc: 0.8314, loss_cls: 1.5003, loss: 2.4967, grad_norm: 4.8431 2020-09-25 06:48:48,649 - mmaction - INFO - Epoch [104][80/940] lr: 4.000e-03, eta: 17:54:27, time: 1.463, data_time: 0.001, memory: 6929, loss_aux: 0.9893, top1_acc: 0.6600, top5_acc: 0.8467, loss_cls: 1.4282, loss: 2.4175, grad_norm: 4.7911 2020-09-25 06:49:17,092 - mmaction - INFO - Epoch [104][100/940] lr: 4.000e-03, eta: 17:53:58, time: 1.423, data_time: 0.003, memory: 6929, loss_aux: 0.9848, top1_acc: 0.6631, top5_acc: 0.8486, loss_cls: 1.4160, loss: 2.4008, grad_norm: 4.7829 2020-09-25 06:49:46,907 - mmaction - INFO - Epoch [104][120/940] lr: 4.000e-03, eta: 17:53:29, time: 1.490, data_time: 0.001, memory: 6929, loss_aux: 0.9944, top1_acc: 0.6584, top5_acc: 0.8412, loss_cls: 1.4485, loss: 2.4429, grad_norm: 4.7967 2020-09-25 06:50:15,474 - mmaction - INFO - Epoch [104][140/940] lr: 4.000e-03, eta: 17:52:59, time: 1.426, data_time: 0.002, memory: 6929, loss_aux: 0.9905, top1_acc: 0.6551, top5_acc: 0.8393, loss_cls: 1.4541, loss: 2.4447, grad_norm: 4.7951 2020-09-25 06:50:44,010 - mmaction - INFO - Epoch [104][160/940] lr: 4.000e-03, eta: 17:52:30, time: 1.429, data_time: 0.004, memory: 6929, loss_aux: 1.0318, top1_acc: 0.6475, top5_acc: 0.8291, loss_cls: 1.5100, loss: 2.5418, grad_norm: 4.8618 2020-09-25 06:51:13,257 - mmaction - INFO - Epoch [104][180/940] lr: 4.000e-03, eta: 17:52:00, time: 1.463, data_time: 0.003, memory: 6929, loss_aux: 0.9850, top1_acc: 0.6514, top5_acc: 0.8369, loss_cls: 1.4575, loss: 2.4425, grad_norm: 4.8069 2020-09-25 06:51:42,466 - mmaction - INFO - Epoch [104][200/940] lr: 4.000e-03, eta: 17:51:31, time: 1.461, data_time: 0.002, memory: 6929, loss_aux: 1.0049, top1_acc: 0.6488, top5_acc: 0.8340, loss_cls: 1.4816, loss: 2.4865, grad_norm: 4.7830 2020-09-25 06:52:11,426 - mmaction - INFO - Epoch [104][220/940] lr: 4.000e-03, eta: 17:51:02, time: 1.447, data_time: 0.001, memory: 6929, loss_aux: 1.0197, top1_acc: 0.6422, top5_acc: 0.8400, loss_cls: 1.4970, loss: 2.5167, grad_norm: 4.9004 2020-09-25 06:52:40,995 - mmaction - INFO - Epoch [104][240/940] lr: 4.000e-03, eta: 17:50:33, time: 1.478, data_time: 0.002, memory: 6929, loss_aux: 1.0089, top1_acc: 0.6467, top5_acc: 0.8389, loss_cls: 1.4696, loss: 2.4785, grad_norm: 4.7283 2020-09-25 06:53:10,030 - mmaction - INFO - Epoch [104][260/940] lr: 4.000e-03, eta: 17:50:03, time: 1.452, data_time: 0.003, memory: 6929, loss_aux: 1.0285, top1_acc: 0.6400, top5_acc: 0.8313, loss_cls: 1.5134, loss: 2.5419, grad_norm: 4.8681 2020-09-25 06:53:38,864 - mmaction - INFO - Epoch [104][280/940] lr: 4.000e-03, eta: 17:49:34, time: 1.443, data_time: 0.003, memory: 6929, loss_aux: 1.0194, top1_acc: 0.6418, top5_acc: 0.8328, loss_cls: 1.5086, loss: 2.5280, grad_norm: 4.8173 2020-09-25 06:54:08,613 - mmaction - INFO - Epoch [104][300/940] lr: 4.000e-03, eta: 17:49:05, time: 1.486, data_time: 0.001, memory: 6929, loss_aux: 0.9887, top1_acc: 0.6498, top5_acc: 0.8395, loss_cls: 1.4322, loss: 2.4210, grad_norm: 4.7777 2020-09-25 06:54:37,059 - mmaction - INFO - Epoch [104][320/940] lr: 4.000e-03, eta: 17:48:35, time: 1.423, data_time: 0.003, memory: 6929, loss_aux: 1.0254, top1_acc: 0.6432, top5_acc: 0.8377, loss_cls: 1.4914, loss: 2.5168, grad_norm: 4.7673 2020-09-25 06:55:06,741 - mmaction - INFO - Epoch [104][340/940] lr: 4.000e-03, eta: 17:48:06, time: 1.483, data_time: 0.001, memory: 6929, loss_aux: 0.9778, top1_acc: 0.6658, top5_acc: 0.8471, loss_cls: 1.4251, loss: 2.4029, grad_norm: 4.7043 2020-09-25 06:55:35,644 - mmaction - INFO - Epoch [104][360/940] lr: 4.000e-03, eta: 17:47:37, time: 1.446, data_time: 0.003, memory: 6929, loss_aux: 0.9964, top1_acc: 0.6520, top5_acc: 0.8371, loss_cls: 1.4706, loss: 2.4670, grad_norm: 4.7689 2020-09-25 06:56:05,033 - mmaction - INFO - Epoch [104][380/940] lr: 4.000e-03, eta: 17:47:08, time: 1.468, data_time: 0.001, memory: 6929, loss_aux: 0.9877, top1_acc: 0.6566, top5_acc: 0.8387, loss_cls: 1.4808, loss: 2.4685, grad_norm: 4.7319 2020-09-25 06:56:35,074 - mmaction - INFO - Epoch [104][400/940] lr: 4.000e-03, eta: 17:46:39, time: 1.502, data_time: 0.002, memory: 6929, loss_aux: 0.9919, top1_acc: 0.6520, top5_acc: 0.8428, loss_cls: 1.4474, loss: 2.4393, grad_norm: 4.8069 2020-09-25 06:57:03,448 - mmaction - INFO - Epoch [104][420/940] lr: 4.000e-03, eta: 17:46:09, time: 1.419, data_time: 0.002, memory: 6929, loss_aux: 1.0137, top1_acc: 0.6457, top5_acc: 0.8297, loss_cls: 1.5077, loss: 2.5214, grad_norm: 4.7986 2020-09-25 06:57:33,911 - mmaction - INFO - Epoch [104][440/940] lr: 4.000e-03, eta: 17:45:40, time: 1.524, data_time: 0.002, memory: 6929, loss_aux: 0.9869, top1_acc: 0.6641, top5_acc: 0.8357, loss_cls: 1.4464, loss: 2.4333, grad_norm: 4.7329 2020-09-25 06:58:02,457 - mmaction - INFO - Epoch [104][460/940] lr: 4.000e-03, eta: 17:45:11, time: 1.427, data_time: 0.001, memory: 6929, loss_aux: 0.9852, top1_acc: 0.6568, top5_acc: 0.8385, loss_cls: 1.4491, loss: 2.4343, grad_norm: 4.6555 2020-09-25 06:58:32,375 - mmaction - INFO - Epoch [104][480/940] lr: 4.000e-03, eta: 17:44:42, time: 1.495, data_time: 0.001, memory: 6929, loss_aux: 1.0258, top1_acc: 0.6494, top5_acc: 0.8334, loss_cls: 1.4908, loss: 2.5166, grad_norm: 4.8427 2020-09-25 06:59:01,324 - mmaction - INFO - Epoch [104][500/940] lr: 4.000e-03, eta: 17:44:13, time: 1.448, data_time: 0.002, memory: 6929, loss_aux: 0.9766, top1_acc: 0.6588, top5_acc: 0.8414, loss_cls: 1.4338, loss: 2.4105, grad_norm: 4.7974 2020-09-25 06:59:30,115 - mmaction - INFO - Epoch [104][520/940] lr: 4.000e-03, eta: 17:43:43, time: 1.438, data_time: 0.001, memory: 6929, loss_aux: 0.9837, top1_acc: 0.6555, top5_acc: 0.8445, loss_cls: 1.4459, loss: 2.4296, grad_norm: 4.7613 2020-09-25 06:59:59,275 - mmaction - INFO - Epoch [104][540/940] lr: 4.000e-03, eta: 17:43:14, time: 1.459, data_time: 0.003, memory: 6929, loss_aux: 1.0162, top1_acc: 0.6508, top5_acc: 0.8340, loss_cls: 1.4951, loss: 2.5113, grad_norm: 4.7074 2020-09-25 07:00:33,573 - mmaction - INFO - Epoch [104][560/940] lr: 4.000e-03, eta: 17:42:47, time: 1.711, data_time: 0.002, memory: 6929, loss_aux: 1.0186, top1_acc: 0.6449, top5_acc: 0.8332, loss_cls: 1.4979, loss: 2.5165, grad_norm: 4.7442 2020-09-25 07:01:03,052 - mmaction - INFO - Epoch [104][580/940] lr: 4.000e-03, eta: 17:42:18, time: 1.478, data_time: 0.017, memory: 6929, loss_aux: 0.9890, top1_acc: 0.6559, top5_acc: 0.8463, loss_cls: 1.4431, loss: 2.4320, grad_norm: 4.7403 2020-09-25 07:01:32,552 - mmaction - INFO - Epoch [104][600/940] lr: 4.000e-03, eta: 17:41:49, time: 1.476, data_time: 0.003, memory: 6929, loss_aux: 0.9920, top1_acc: 0.6539, top5_acc: 0.8420, loss_cls: 1.4648, loss: 2.4568, grad_norm: 4.7476 2020-09-25 07:02:01,653 - mmaction - INFO - Epoch [104][620/940] lr: 4.000e-03, eta: 17:41:19, time: 1.455, data_time: 0.001, memory: 6929, loss_aux: 0.9730, top1_acc: 0.6576, top5_acc: 0.8393, loss_cls: 1.4398, loss: 2.4128, grad_norm: 4.6704 2020-09-25 07:02:30,707 - mmaction - INFO - Epoch [104][640/940] lr: 4.000e-03, eta: 17:40:50, time: 1.452, data_time: 0.001, memory: 6929, loss_aux: 1.0172, top1_acc: 0.6465, top5_acc: 0.8316, loss_cls: 1.5213, loss: 2.5385, grad_norm: 4.8635 2020-09-25 07:02:59,962 - mmaction - INFO - Epoch [104][660/940] lr: 4.000e-03, eta: 17:40:21, time: 1.463, data_time: 0.002, memory: 6929, loss_aux: 1.0039, top1_acc: 0.6484, top5_acc: 0.8361, loss_cls: 1.4747, loss: 2.4786, grad_norm: 4.7701 2020-09-25 07:03:29,942 - mmaction - INFO - Epoch [104][680/940] lr: 4.000e-03, eta: 17:39:52, time: 1.498, data_time: 0.001, memory: 6929, loss_aux: 1.0026, top1_acc: 0.6521, top5_acc: 0.8314, loss_cls: 1.4916, loss: 2.4941, grad_norm: 4.7553 2020-09-25 07:03:59,879 - mmaction - INFO - Epoch [104][700/940] lr: 4.000e-03, eta: 17:39:23, time: 1.497, data_time: 0.002, memory: 6929, loss_aux: 1.0015, top1_acc: 0.6551, top5_acc: 0.8324, loss_cls: 1.4736, loss: 2.4751, grad_norm: 4.7058 2020-09-25 07:04:29,136 - mmaction - INFO - Epoch [104][720/940] lr: 4.000e-03, eta: 17:38:54, time: 1.463, data_time: 0.003, memory: 6929, loss_aux: 1.0196, top1_acc: 0.6480, top5_acc: 0.8352, loss_cls: 1.4787, loss: 2.4982, grad_norm: 4.8012 2020-09-25 07:04:58,365 - mmaction - INFO - Epoch [104][740/940] lr: 4.000e-03, eta: 17:38:25, time: 1.462, data_time: 0.002, memory: 6929, loss_aux: 1.0134, top1_acc: 0.6352, top5_acc: 0.8336, loss_cls: 1.5001, loss: 2.5135, grad_norm: 4.8540 2020-09-25 07:05:27,786 - mmaction - INFO - Epoch [104][760/940] lr: 4.000e-03, eta: 17:37:55, time: 1.472, data_time: 0.002, memory: 6929, loss_aux: 0.9963, top1_acc: 0.6539, top5_acc: 0.8377, loss_cls: 1.4619, loss: 2.4582, grad_norm: 4.7738 2020-09-25 07:05:57,523 - mmaction - INFO - Epoch [104][780/940] lr: 4.000e-03, eta: 17:37:26, time: 1.486, data_time: 0.002, memory: 6929, loss_aux: 0.9868, top1_acc: 0.6541, top5_acc: 0.8422, loss_cls: 1.4448, loss: 2.4316, grad_norm: 4.6651 2020-09-25 07:06:27,152 - mmaction - INFO - Epoch [104][800/940] lr: 4.000e-03, eta: 17:36:57, time: 1.482, data_time: 0.002, memory: 6929, loss_aux: 0.9815, top1_acc: 0.6662, top5_acc: 0.8402, loss_cls: 1.4318, loss: 2.4133, grad_norm: 4.6347 2020-09-25 07:06:56,608 - mmaction - INFO - Epoch [104][820/940] lr: 4.000e-03, eta: 17:36:28, time: 1.473, data_time: 0.002, memory: 6929, loss_aux: 1.0010, top1_acc: 0.6443, top5_acc: 0.8291, loss_cls: 1.4852, loss: 2.4862, grad_norm: 4.7946 2020-09-25 07:07:26,291 - mmaction - INFO - Epoch [104][840/940] lr: 4.000e-03, eta: 17:35:59, time: 1.483, data_time: 0.002, memory: 6929, loss_aux: 1.0095, top1_acc: 0.6461, top5_acc: 0.8385, loss_cls: 1.4816, loss: 2.4910, grad_norm: 4.8427 2020-09-25 07:07:55,499 - mmaction - INFO - Epoch [104][860/940] lr: 4.000e-03, eta: 17:35:30, time: 1.462, data_time: 0.003, memory: 6929, loss_aux: 1.0183, top1_acc: 0.6385, top5_acc: 0.8377, loss_cls: 1.4861, loss: 2.5044, grad_norm: 4.8516 2020-09-25 07:08:25,060 - mmaction - INFO - Epoch [104][880/940] lr: 4.000e-03, eta: 17:35:01, time: 1.477, data_time: 0.001, memory: 6929, loss_aux: 1.0041, top1_acc: 0.6488, top5_acc: 0.8365, loss_cls: 1.4638, loss: 2.4679, grad_norm: 4.7121 2020-09-25 07:08:54,371 - mmaction - INFO - Epoch [104][900/940] lr: 4.000e-03, eta: 17:34:32, time: 1.465, data_time: 0.003, memory: 6929, loss_aux: 0.9953, top1_acc: 0.6592, top5_acc: 0.8371, loss_cls: 1.4515, loss: 2.4468, grad_norm: 4.7841 2020-09-25 07:09:23,865 - mmaction - INFO - Epoch [104][920/940] lr: 4.000e-03, eta: 17:34:02, time: 1.476, data_time: 0.003, memory: 6929, loss_aux: 1.0096, top1_acc: 0.6484, top5_acc: 0.8389, loss_cls: 1.4881, loss: 2.4977, grad_norm: 4.9267 2020-09-25 07:09:52,152 - mmaction - INFO - Epoch [104][940/940] lr: 4.000e-03, eta: 17:33:33, time: 1.414, data_time: 0.002, memory: 6929, loss_aux: 0.9989, top1_acc: 0.6455, top5_acc: 0.8427, loss_cls: 1.4788, loss: 2.4778, grad_norm: 4.8710 2020-09-25 07:09:52,655 - mmaction - INFO - Saving checkpoint at 104 epochs 2020-09-25 07:10:27,814 - mmaction - INFO - Epoch [105][20/940] lr: 4.000e-03, eta: 17:33:04, time: 1.526, data_time: 0.262, memory: 6929, loss_aux: 1.0156, top1_acc: 0.6492, top5_acc: 0.8314, loss_cls: 1.4897, loss: 2.5053, grad_norm: 4.8155 2020-09-25 07:10:57,013 - mmaction - INFO - Epoch [105][40/940] lr: 4.000e-03, eta: 17:32:35, time: 1.461, data_time: 0.003, memory: 6929, loss_aux: 1.0052, top1_acc: 0.6471, top5_acc: 0.8389, loss_cls: 1.4869, loss: 2.4921, grad_norm: 4.8980 2020-09-25 07:11:26,504 - mmaction - INFO - Epoch [105][60/940] lr: 4.000e-03, eta: 17:32:06, time: 1.473, data_time: 0.001, memory: 6929, loss_aux: 0.9890, top1_acc: 0.6531, top5_acc: 0.8445, loss_cls: 1.4445, loss: 2.4335, grad_norm: 4.8021 2020-09-25 07:11:55,548 - mmaction - INFO - Epoch [105][80/940] lr: 4.000e-03, eta: 17:31:36, time: 1.452, data_time: 0.003, memory: 6929, loss_aux: 1.0079, top1_acc: 0.6426, top5_acc: 0.8385, loss_cls: 1.5017, loss: 2.5096, grad_norm: 4.8387 2020-09-25 07:12:24,532 - mmaction - INFO - Epoch [105][100/940] lr: 4.000e-03, eta: 17:31:07, time: 1.449, data_time: 0.002, memory: 6929, loss_aux: 0.9959, top1_acc: 0.6564, top5_acc: 0.8404, loss_cls: 1.4454, loss: 2.4414, grad_norm: 4.7717 2020-09-25 07:12:55,424 - mmaction - INFO - Epoch [105][120/940] lr: 4.000e-03, eta: 17:30:39, time: 1.545, data_time: 0.003, memory: 6929, loss_aux: 1.0163, top1_acc: 0.6482, top5_acc: 0.8375, loss_cls: 1.4799, loss: 2.4962, grad_norm: 4.7719 2020-09-25 07:13:24,090 - mmaction - INFO - Epoch [105][140/940] lr: 4.000e-03, eta: 17:30:09, time: 1.433, data_time: 0.002, memory: 6929, loss_aux: 0.9843, top1_acc: 0.6578, top5_acc: 0.8434, loss_cls: 1.4373, loss: 2.4216, grad_norm: 4.7911 2020-09-25 07:13:53,318 - mmaction - INFO - Epoch [105][160/940] lr: 4.000e-03, eta: 17:29:40, time: 1.461, data_time: 0.003, memory: 6929, loss_aux: 1.0118, top1_acc: 0.6406, top5_acc: 0.8334, loss_cls: 1.4897, loss: 2.5016, grad_norm: 4.8250 2020-09-25 07:14:22,760 - mmaction - INFO - Epoch [105][180/940] lr: 4.000e-03, eta: 17:29:11, time: 1.472, data_time: 0.002, memory: 6929, loss_aux: 1.0245, top1_acc: 0.6324, top5_acc: 0.8289, loss_cls: 1.5082, loss: 2.5328, grad_norm: 4.8397 2020-09-25 07:14:51,835 - mmaction - INFO - Epoch [105][200/940] lr: 4.000e-03, eta: 17:28:41, time: 1.454, data_time: 0.003, memory: 6929, loss_aux: 1.0196, top1_acc: 0.6480, top5_acc: 0.8277, loss_cls: 1.5005, loss: 2.5201, grad_norm: 4.7584 2020-09-25 07:15:21,543 - mmaction - INFO - Epoch [105][220/940] lr: 4.000e-03, eta: 17:28:12, time: 1.486, data_time: 0.002, memory: 6929, loss_aux: 1.0043, top1_acc: 0.6531, top5_acc: 0.8459, loss_cls: 1.4499, loss: 2.4542, grad_norm: 4.7932 2020-09-25 07:15:50,399 - mmaction - INFO - Epoch [105][240/940] lr: 4.000e-03, eta: 17:27:43, time: 1.442, data_time: 0.001, memory: 6929, loss_aux: 0.9827, top1_acc: 0.6564, top5_acc: 0.8416, loss_cls: 1.4348, loss: 2.4176, grad_norm: 4.7743 2020-09-25 07:16:20,180 - mmaction - INFO - Epoch [105][260/940] lr: 4.000e-03, eta: 17:27:14, time: 1.490, data_time: 0.003, memory: 6929, loss_aux: 1.0001, top1_acc: 0.6553, top5_acc: 0.8367, loss_cls: 1.4560, loss: 2.4561, grad_norm: 4.8017 2020-09-25 07:16:49,669 - mmaction - INFO - Epoch [105][280/940] lr: 4.000e-03, eta: 17:26:45, time: 1.473, data_time: 0.001, memory: 6929, loss_aux: 1.0044, top1_acc: 0.6467, top5_acc: 0.8412, loss_cls: 1.4748, loss: 2.4792, grad_norm: 4.8528 2020-09-25 07:17:19,416 - mmaction - INFO - Epoch [105][300/940] lr: 4.000e-03, eta: 17:26:16, time: 1.489, data_time: 0.003, memory: 6929, loss_aux: 0.9853, top1_acc: 0.6570, top5_acc: 0.8447, loss_cls: 1.4199, loss: 2.4052, grad_norm: 4.7760 2020-09-25 07:17:48,542 - mmaction - INFO - Epoch [105][320/940] lr: 4.000e-03, eta: 17:25:46, time: 1.455, data_time: 0.001, memory: 6929, loss_aux: 0.9945, top1_acc: 0.6494, top5_acc: 0.8414, loss_cls: 1.4711, loss: 2.4656, grad_norm: 4.9036 2020-09-25 07:18:17,819 - mmaction - INFO - Epoch [105][340/940] lr: 4.000e-03, eta: 17:25:17, time: 1.464, data_time: 0.003, memory: 6929, loss_aux: 1.0215, top1_acc: 0.6371, top5_acc: 0.8324, loss_cls: 1.5120, loss: 2.5335, grad_norm: 4.8978 2020-09-25 07:18:47,096 - mmaction - INFO - Epoch [105][360/940] lr: 4.000e-03, eta: 17:24:48, time: 1.464, data_time: 0.003, memory: 6929, loss_aux: 0.9965, top1_acc: 0.6521, top5_acc: 0.8344, loss_cls: 1.4619, loss: 2.4585, grad_norm: 4.8256 2020-09-25 07:19:16,121 - mmaction - INFO - Epoch [105][380/940] lr: 4.000e-03, eta: 17:24:19, time: 1.452, data_time: 0.002, memory: 6929, loss_aux: 0.9935, top1_acc: 0.6537, top5_acc: 0.8438, loss_cls: 1.4538, loss: 2.4473, grad_norm: 4.8522 2020-09-25 07:19:45,521 - mmaction - INFO - Epoch [105][400/940] lr: 4.000e-03, eta: 17:23:50, time: 1.469, data_time: 0.001, memory: 6929, loss_aux: 1.0181, top1_acc: 0.6469, top5_acc: 0.8344, loss_cls: 1.5157, loss: 2.5338, grad_norm: 4.8798 2020-09-25 07:20:15,375 - mmaction - INFO - Epoch [105][420/940] lr: 4.000e-03, eta: 17:23:21, time: 1.492, data_time: 0.003, memory: 6929, loss_aux: 1.0079, top1_acc: 0.6484, top5_acc: 0.8387, loss_cls: 1.4756, loss: 2.4835, grad_norm: 4.8731 2020-09-25 07:20:44,618 - mmaction - INFO - Epoch [105][440/940] lr: 4.000e-03, eta: 17:22:51, time: 1.463, data_time: 0.003, memory: 6929, loss_aux: 0.9875, top1_acc: 0.6467, top5_acc: 0.8400, loss_cls: 1.4614, loss: 2.4489, grad_norm: 4.7664 2020-09-25 07:21:14,019 - mmaction - INFO - Epoch [105][460/940] lr: 4.000e-03, eta: 17:22:22, time: 1.471, data_time: 0.003, memory: 6929, loss_aux: 0.9698, top1_acc: 0.6650, top5_acc: 0.8492, loss_cls: 1.3926, loss: 2.3624, grad_norm: 4.7663 2020-09-25 07:21:43,050 - mmaction - INFO - Epoch [105][480/940] lr: 4.000e-03, eta: 17:21:53, time: 1.451, data_time: 0.002, memory: 6929, loss_aux: 0.9653, top1_acc: 0.6637, top5_acc: 0.8508, loss_cls: 1.3854, loss: 2.3507, grad_norm: 4.7275 2020-09-25 07:22:12,076 - mmaction - INFO - Epoch [105][500/940] lr: 4.000e-03, eta: 17:21:24, time: 1.451, data_time: 0.003, memory: 6929, loss_aux: 0.9929, top1_acc: 0.6566, top5_acc: 0.8336, loss_cls: 1.4624, loss: 2.4553, grad_norm: 4.8609 2020-09-25 07:22:41,320 - mmaction - INFO - Epoch [105][520/940] lr: 4.000e-03, eta: 17:20:54, time: 1.463, data_time: 0.003, memory: 6929, loss_aux: 0.9860, top1_acc: 0.6531, top5_acc: 0.8430, loss_cls: 1.4487, loss: 2.4347, grad_norm: 4.7452 2020-09-25 07:23:11,297 - mmaction - INFO - Epoch [105][540/940] lr: 4.000e-03, eta: 17:20:25, time: 1.498, data_time: 0.001, memory: 6929, loss_aux: 0.9857, top1_acc: 0.6529, top5_acc: 0.8396, loss_cls: 1.4579, loss: 2.4436, grad_norm: 4.8191 2020-09-25 07:23:40,350 - mmaction - INFO - Epoch [105][560/940] lr: 4.000e-03, eta: 17:19:56, time: 1.454, data_time: 0.003, memory: 6929, loss_aux: 1.0125, top1_acc: 0.6541, top5_acc: 0.8371, loss_cls: 1.4788, loss: 2.4913, grad_norm: 4.8506 2020-09-25 07:24:09,908 - mmaction - INFO - Epoch [105][580/940] lr: 4.000e-03, eta: 17:19:27, time: 1.477, data_time: 0.001, memory: 6929, loss_aux: 1.0172, top1_acc: 0.6414, top5_acc: 0.8283, loss_cls: 1.5050, loss: 2.5222, grad_norm: 4.9082 2020-09-25 07:24:38,532 - mmaction - INFO - Epoch [105][600/940] lr: 4.000e-03, eta: 17:18:57, time: 1.432, data_time: 0.002, memory: 6929, loss_aux: 1.0147, top1_acc: 0.6367, top5_acc: 0.8350, loss_cls: 1.5066, loss: 2.5213, grad_norm: 4.8924 2020-09-25 07:25:07,886 - mmaction - INFO - Epoch [105][620/940] lr: 4.000e-03, eta: 17:18:28, time: 1.467, data_time: 0.001, memory: 6929, loss_aux: 1.0060, top1_acc: 0.6510, top5_acc: 0.8283, loss_cls: 1.4859, loss: 2.4919, grad_norm: 4.8120 2020-09-25 07:25:38,090 - mmaction - INFO - Epoch [105][640/940] lr: 4.000e-03, eta: 17:17:59, time: 1.511, data_time: 0.003, memory: 6929, loss_aux: 1.0141, top1_acc: 0.6418, top5_acc: 0.8320, loss_cls: 1.5061, loss: 2.5202, grad_norm: 4.8401 2020-09-25 07:26:07,481 - mmaction - INFO - Epoch [105][660/940] lr: 4.000e-03, eta: 17:17:30, time: 1.469, data_time: 0.001, memory: 6929, loss_aux: 0.9891, top1_acc: 0.6635, top5_acc: 0.8434, loss_cls: 1.4272, loss: 2.4163, grad_norm: 4.7433 2020-09-25 07:26:36,761 - mmaction - INFO - Epoch [105][680/940] lr: 4.000e-03, eta: 17:17:01, time: 1.464, data_time: 0.002, memory: 6929, loss_aux: 0.9685, top1_acc: 0.6633, top5_acc: 0.8418, loss_cls: 1.4253, loss: 2.3937, grad_norm: 4.7369 2020-09-25 07:27:06,193 - mmaction - INFO - Epoch [105][700/940] lr: 4.000e-03, eta: 17:16:32, time: 1.471, data_time: 0.002, memory: 6929, loss_aux: 0.9960, top1_acc: 0.6508, top5_acc: 0.8350, loss_cls: 1.4633, loss: 2.4592, grad_norm: 4.7949 2020-09-25 07:27:36,008 - mmaction - INFO - Epoch [105][720/940] lr: 4.000e-03, eta: 17:16:03, time: 1.492, data_time: 0.003, memory: 6929, loss_aux: 0.9836, top1_acc: 0.6512, top5_acc: 0.8414, loss_cls: 1.4556, loss: 2.4391, grad_norm: 4.7668 2020-09-25 07:28:05,218 - mmaction - INFO - Epoch [105][740/940] lr: 4.000e-03, eta: 17:15:34, time: 1.459, data_time: 0.001, memory: 6929, loss_aux: 0.9955, top1_acc: 0.6555, top5_acc: 0.8365, loss_cls: 1.4577, loss: 2.4532, grad_norm: 4.8111 2020-09-25 07:28:34,215 - mmaction - INFO - Epoch [105][760/940] lr: 4.000e-03, eta: 17:15:04, time: 1.451, data_time: 0.003, memory: 6929, loss_aux: 0.9930, top1_acc: 0.6592, top5_acc: 0.8313, loss_cls: 1.4500, loss: 2.4430, grad_norm: 4.7387 2020-09-25 07:29:03,610 - mmaction - INFO - Epoch [105][780/940] lr: 4.000e-03, eta: 17:14:35, time: 1.468, data_time: 0.001, memory: 6929, loss_aux: 1.0034, top1_acc: 0.6482, top5_acc: 0.8320, loss_cls: 1.4854, loss: 2.4888, grad_norm: 4.9082 2020-09-25 07:29:32,515 - mmaction - INFO - Epoch [105][800/940] lr: 4.000e-03, eta: 17:14:06, time: 1.446, data_time: 0.003, memory: 6929, loss_aux: 0.9940, top1_acc: 0.6510, top5_acc: 0.8455, loss_cls: 1.4616, loss: 2.4556, grad_norm: 4.8836 2020-09-25 07:30:01,940 - mmaction - INFO - Epoch [105][820/940] lr: 4.000e-03, eta: 17:13:37, time: 1.472, data_time: 0.002, memory: 6929, loss_aux: 1.0110, top1_acc: 0.6531, top5_acc: 0.8383, loss_cls: 1.4689, loss: 2.4799, grad_norm: 4.8212 2020-09-25 07:30:30,100 - mmaction - INFO - Epoch [105][840/940] lr: 4.000e-03, eta: 17:13:07, time: 1.407, data_time: 0.001, memory: 6929, loss_aux: 1.0208, top1_acc: 0.6488, top5_acc: 0.8371, loss_cls: 1.4921, loss: 2.5129, grad_norm: 4.8487 2020-09-25 07:30:59,266 - mmaction - INFO - Epoch [105][860/940] lr: 4.000e-03, eta: 17:12:38, time: 1.460, data_time: 0.003, memory: 6929, loss_aux: 1.0046, top1_acc: 0.6455, top5_acc: 0.8416, loss_cls: 1.4748, loss: 2.4794, grad_norm: 4.8509 2020-09-25 07:31:28,379 - mmaction - INFO - Epoch [105][880/940] lr: 4.000e-03, eta: 17:12:08, time: 1.454, data_time: 0.001, memory: 6929, loss_aux: 1.0185, top1_acc: 0.6365, top5_acc: 0.8367, loss_cls: 1.4866, loss: 2.5051, grad_norm: 4.8494 2020-09-25 07:31:57,156 - mmaction - INFO - Epoch [105][900/940] lr: 4.000e-03, eta: 17:11:39, time: 1.439, data_time: 0.003, memory: 6929, loss_aux: 0.9839, top1_acc: 0.6557, top5_acc: 0.8414, loss_cls: 1.4398, loss: 2.4238, grad_norm: 4.7928 2020-09-25 07:32:26,478 - mmaction - INFO - Epoch [105][920/940] lr: 4.000e-03, eta: 17:11:10, time: 1.465, data_time: 0.002, memory: 6929, loss_aux: 1.0100, top1_acc: 0.6469, top5_acc: 0.8359, loss_cls: 1.4899, loss: 2.4999, grad_norm: 4.8017 2020-09-25 07:32:54,038 - mmaction - INFO - Epoch [105][940/940] lr: 4.000e-03, eta: 17:10:40, time: 1.380, data_time: 0.004, memory: 6929, loss_aux: 0.9893, top1_acc: 0.6605, top5_acc: 0.8405, loss_cls: 1.4557, loss: 2.4450, grad_norm: 4.8029 2020-09-25 07:32:54,464 - mmaction - INFO - Saving checkpoint at 105 epochs 2020-09-25 07:33:28,425 - mmaction - INFO - Epoch [106][20/940] lr: 4.000e-03, eta: 17:10:10, time: 1.457, data_time: 0.208, memory: 6929, loss_aux: 1.0182, top1_acc: 0.6426, top5_acc: 0.8270, loss_cls: 1.5143, loss: 2.5325, grad_norm: 4.8837 2020-09-25 07:33:56,712 - mmaction - INFO - Epoch [106][40/940] lr: 4.000e-03, eta: 17:09:41, time: 1.414, data_time: 0.001, memory: 6929, loss_aux: 1.0121, top1_acc: 0.6434, top5_acc: 0.8350, loss_cls: 1.4971, loss: 2.5092, grad_norm: 4.8306 2020-09-25 07:34:25,047 - mmaction - INFO - Epoch [106][60/940] lr: 4.000e-03, eta: 17:09:11, time: 1.414, data_time: 0.001, memory: 6929, loss_aux: 0.9967, top1_acc: 0.6576, top5_acc: 0.8402, loss_cls: 1.4454, loss: 2.4420, grad_norm: 4.8360 2020-09-25 07:34:53,937 - mmaction - INFO - Epoch [106][80/940] lr: 4.000e-03, eta: 17:08:42, time: 1.447, data_time: 0.004, memory: 6929, loss_aux: 1.0130, top1_acc: 0.6473, top5_acc: 0.8334, loss_cls: 1.4899, loss: 2.5029, grad_norm: 4.8164 2020-09-25 07:35:22,016 - mmaction - INFO - Epoch [106][100/940] lr: 4.000e-03, eta: 17:08:12, time: 1.404, data_time: 0.001, memory: 6929, loss_aux: 0.9912, top1_acc: 0.6555, top5_acc: 0.8355, loss_cls: 1.4273, loss: 2.4186, grad_norm: 4.7666 2020-09-25 07:35:50,984 - mmaction - INFO - Epoch [106][120/940] lr: 4.000e-03, eta: 17:07:43, time: 1.447, data_time: 0.001, memory: 6929, loss_aux: 0.9932, top1_acc: 0.6477, top5_acc: 0.8379, loss_cls: 1.4519, loss: 2.4451, grad_norm: 4.8382 2020-09-25 07:36:19,768 - mmaction - INFO - Epoch [106][140/940] lr: 4.000e-03, eta: 17:07:13, time: 1.440, data_time: 0.003, memory: 6929, loss_aux: 0.9821, top1_acc: 0.6646, top5_acc: 0.8408, loss_cls: 1.4341, loss: 2.4161, grad_norm: 4.8175 2020-09-25 07:36:47,870 - mmaction - INFO - Epoch [106][160/940] lr: 4.000e-03, eta: 17:06:44, time: 1.404, data_time: 0.001, memory: 6929, loss_aux: 1.0048, top1_acc: 0.6500, top5_acc: 0.8486, loss_cls: 1.4412, loss: 2.4461, grad_norm: 4.8858 2020-09-25 07:37:16,228 - mmaction - INFO - Epoch [106][180/940] lr: 4.000e-03, eta: 17:06:14, time: 1.419, data_time: 0.002, memory: 6929, loss_aux: 0.9840, top1_acc: 0.6535, top5_acc: 0.8402, loss_cls: 1.4620, loss: 2.4460, grad_norm: 4.8536 2020-09-25 07:37:44,752 - mmaction - INFO - Epoch [106][200/940] lr: 4.000e-03, eta: 17:05:44, time: 1.425, data_time: 0.001, memory: 6929, loss_aux: 0.9953, top1_acc: 0.6465, top5_acc: 0.8408, loss_cls: 1.4589, loss: 2.4541, grad_norm: 4.7953 2020-09-25 07:38:13,202 - mmaction - INFO - Epoch [106][220/940] lr: 4.000e-03, eta: 17:05:15, time: 1.423, data_time: 0.003, memory: 6929, loss_aux: 0.9980, top1_acc: 0.6477, top5_acc: 0.8396, loss_cls: 1.4605, loss: 2.4584, grad_norm: 4.8296 2020-09-25 07:38:40,942 - mmaction - INFO - Epoch [106][240/940] lr: 4.000e-03, eta: 17:04:45, time: 1.387, data_time: 0.002, memory: 6929, loss_aux: 0.9852, top1_acc: 0.6574, top5_acc: 0.8422, loss_cls: 1.4254, loss: 2.4106, grad_norm: 4.8274 2020-09-25 07:39:09,992 - mmaction - INFO - Epoch [106][260/940] lr: 4.000e-03, eta: 17:04:16, time: 1.452, data_time: 0.001, memory: 6929, loss_aux: 0.9838, top1_acc: 0.6494, top5_acc: 0.8459, loss_cls: 1.4436, loss: 2.4274, grad_norm: 4.8033 2020-09-25 07:39:38,362 - mmaction - INFO - Epoch [106][280/940] lr: 4.000e-03, eta: 17:03:46, time: 1.418, data_time: 0.002, memory: 6929, loss_aux: 1.0004, top1_acc: 0.6555, top5_acc: 0.8385, loss_cls: 1.4658, loss: 2.4662, grad_norm: 4.7981 2020-09-25 07:40:08,230 - mmaction - INFO - Epoch [106][300/940] lr: 4.000e-03, eta: 17:03:17, time: 1.493, data_time: 0.002, memory: 6929, loss_aux: 0.9986, top1_acc: 0.6531, top5_acc: 0.8395, loss_cls: 1.4677, loss: 2.4663, grad_norm: 4.8717 2020-09-25 07:40:36,065 - mmaction - INFO - Epoch [106][320/940] lr: 4.000e-03, eta: 17:02:47, time: 1.392, data_time: 0.002, memory: 6929, loss_aux: 1.0091, top1_acc: 0.6525, top5_acc: 0.8340, loss_cls: 1.4806, loss: 2.4898, grad_norm: 4.7887 2020-09-25 07:41:04,023 - mmaction - INFO - Epoch [106][340/940] lr: 4.000e-03, eta: 17:02:17, time: 1.397, data_time: 0.003, memory: 6929, loss_aux: 1.0023, top1_acc: 0.6479, top5_acc: 0.8406, loss_cls: 1.4859, loss: 2.4883, grad_norm: 4.8723 2020-09-25 07:41:33,157 - mmaction - INFO - Epoch [106][360/940] lr: 4.000e-03, eta: 17:01:48, time: 1.459, data_time: 0.003, memory: 6929, loss_aux: 0.9746, top1_acc: 0.6564, top5_acc: 0.8436, loss_cls: 1.4301, loss: 2.4047, grad_norm: 4.7779 2020-09-25 07:42:00,657 - mmaction - INFO - Epoch [106][380/940] lr: 4.000e-03, eta: 17:01:18, time: 1.375, data_time: 0.001, memory: 6929, loss_aux: 1.0217, top1_acc: 0.6439, top5_acc: 0.8313, loss_cls: 1.5001, loss: 2.5218, grad_norm: 4.8895 2020-09-25 07:42:28,818 - mmaction - INFO - Epoch [106][400/940] lr: 4.000e-03, eta: 17:00:48, time: 1.407, data_time: 0.001, memory: 6929, loss_aux: 0.9975, top1_acc: 0.6561, top5_acc: 0.8418, loss_cls: 1.4540, loss: 2.4515, grad_norm: 4.8564 2020-09-25 07:42:57,449 - mmaction - INFO - Epoch [106][420/940] lr: 4.000e-03, eta: 17:00:19, time: 1.432, data_time: 0.003, memory: 6929, loss_aux: 0.9759, top1_acc: 0.6625, top5_acc: 0.8492, loss_cls: 1.4183, loss: 2.3942, grad_norm: 4.7632 2020-09-25 07:43:25,910 - mmaction - INFO - Epoch [106][440/940] lr: 4.000e-03, eta: 16:59:49, time: 1.422, data_time: 0.002, memory: 6929, loss_aux: 1.0081, top1_acc: 0.6441, top5_acc: 0.8332, loss_cls: 1.4931, loss: 2.5012, grad_norm: 4.8758 2020-09-25 07:43:54,560 - mmaction - INFO - Epoch [106][460/940] lr: 4.000e-03, eta: 16:59:20, time: 1.433, data_time: 0.003, memory: 6929, loss_aux: 1.0063, top1_acc: 0.6475, top5_acc: 0.8367, loss_cls: 1.4909, loss: 2.4972, grad_norm: 4.8719 2020-09-25 07:44:22,864 - mmaction - INFO - Epoch [106][480/940] lr: 4.000e-03, eta: 16:58:50, time: 1.416, data_time: 0.002, memory: 6929, loss_aux: 0.9913, top1_acc: 0.6555, top5_acc: 0.8434, loss_cls: 1.4321, loss: 2.4234, grad_norm: 4.7348 2020-09-25 07:44:50,992 - mmaction - INFO - Epoch [106][500/940] lr: 4.000e-03, eta: 16:58:21, time: 1.405, data_time: 0.002, memory: 6929, loss_aux: 1.0076, top1_acc: 0.6459, top5_acc: 0.8350, loss_cls: 1.4779, loss: 2.4855, grad_norm: 4.8931 2020-09-25 07:45:19,277 - mmaction - INFO - Epoch [106][520/940] lr: 4.000e-03, eta: 16:57:51, time: 1.415, data_time: 0.003, memory: 6929, loss_aux: 1.0130, top1_acc: 0.6496, top5_acc: 0.8381, loss_cls: 1.4770, loss: 2.4900, grad_norm: 4.9010 2020-09-25 07:45:47,552 - mmaction - INFO - Epoch [106][540/940] lr: 4.000e-03, eta: 16:57:21, time: 1.413, data_time: 0.001, memory: 6929, loss_aux: 0.9870, top1_acc: 0.6555, top5_acc: 0.8424, loss_cls: 1.4307, loss: 2.4177, grad_norm: 4.7545 2020-09-25 07:46:15,788 - mmaction - INFO - Epoch [106][560/940] lr: 4.000e-03, eta: 16:56:52, time: 1.411, data_time: 0.003, memory: 6929, loss_aux: 1.0232, top1_acc: 0.6463, top5_acc: 0.8338, loss_cls: 1.5181, loss: 2.5413, grad_norm: 4.8406 2020-09-25 07:46:44,392 - mmaction - INFO - Epoch [106][580/940] lr: 4.000e-03, eta: 16:56:22, time: 1.432, data_time: 0.003, memory: 6929, loss_aux: 0.9900, top1_acc: 0.6600, top5_acc: 0.8402, loss_cls: 1.4478, loss: 2.4377, grad_norm: 4.7938 2020-09-25 07:47:12,384 - mmaction - INFO - Epoch [106][600/940] lr: 4.000e-03, eta: 16:55:52, time: 1.399, data_time: 0.003, memory: 6929, loss_aux: 1.0026, top1_acc: 0.6590, top5_acc: 0.8357, loss_cls: 1.4578, loss: 2.4604, grad_norm: 4.7645 2020-09-25 07:47:41,599 - mmaction - INFO - Epoch [106][620/940] lr: 4.000e-03, eta: 16:55:23, time: 1.462, data_time: 0.003, memory: 6929, loss_aux: 0.9976, top1_acc: 0.6508, top5_acc: 0.8406, loss_cls: 1.4717, loss: 2.4692, grad_norm: 4.8552 2020-09-25 07:48:09,671 - mmaction - INFO - Epoch [106][640/940] lr: 4.000e-03, eta: 16:54:53, time: 1.403, data_time: 0.001, memory: 6929, loss_aux: 0.9912, top1_acc: 0.6525, top5_acc: 0.8447, loss_cls: 1.4436, loss: 2.4348, grad_norm: 4.8398 2020-09-25 07:48:37,610 - mmaction - INFO - Epoch [106][660/940] lr: 4.000e-03, eta: 16:54:24, time: 1.398, data_time: 0.003, memory: 6929, loss_aux: 1.0178, top1_acc: 0.6402, top5_acc: 0.8354, loss_cls: 1.5134, loss: 2.5313, grad_norm: 4.8959 2020-09-25 07:49:05,458 - mmaction - INFO - Epoch [106][680/940] lr: 4.000e-03, eta: 16:53:54, time: 1.390, data_time: 0.001, memory: 6929, loss_aux: 0.9836, top1_acc: 0.6547, top5_acc: 0.8334, loss_cls: 1.4551, loss: 2.4387, grad_norm: 4.8086 2020-09-25 07:49:33,570 - mmaction - INFO - Epoch [106][700/940] lr: 4.000e-03, eta: 16:53:24, time: 1.409, data_time: 0.005, memory: 6929, loss_aux: 0.9928, top1_acc: 0.6609, top5_acc: 0.8424, loss_cls: 1.4552, loss: 2.4481, grad_norm: 4.8716 2020-09-25 07:50:01,390 - mmaction - INFO - Epoch [106][720/940] lr: 4.000e-03, eta: 16:52:54, time: 1.390, data_time: 0.001, memory: 6929, loss_aux: 0.9945, top1_acc: 0.6516, top5_acc: 0.8473, loss_cls: 1.4571, loss: 2.4516, grad_norm: 4.8882 2020-09-25 07:50:29,681 - mmaction - INFO - Epoch [106][740/940] lr: 4.000e-03, eta: 16:52:25, time: 1.415, data_time: 0.002, memory: 6929, loss_aux: 1.0207, top1_acc: 0.6459, top5_acc: 0.8346, loss_cls: 1.4954, loss: 2.5162, grad_norm: 4.9237 2020-09-25 07:50:57,789 - mmaction - INFO - Epoch [106][760/940] lr: 4.000e-03, eta: 16:51:55, time: 1.406, data_time: 0.003, memory: 6929, loss_aux: 1.0043, top1_acc: 0.6506, top5_acc: 0.8359, loss_cls: 1.4762, loss: 2.4805, grad_norm: 4.9328 2020-09-25 07:51:26,027 - mmaction - INFO - Epoch [106][780/940] lr: 4.000e-03, eta: 16:51:25, time: 1.411, data_time: 0.002, memory: 6929, loss_aux: 1.0032, top1_acc: 0.6502, top5_acc: 0.8395, loss_cls: 1.4799, loss: 2.4830, grad_norm: 4.8527 2020-09-25 07:51:54,325 - mmaction - INFO - Epoch [106][800/940] lr: 4.000e-03, eta: 16:50:56, time: 1.417, data_time: 0.003, memory: 6929, loss_aux: 1.0084, top1_acc: 0.6553, top5_acc: 0.8344, loss_cls: 1.4815, loss: 2.4899, grad_norm: 4.8105 2020-09-25 07:52:22,295 - mmaction - INFO - Epoch [106][820/940] lr: 4.000e-03, eta: 16:50:26, time: 1.398, data_time: 0.001, memory: 6929, loss_aux: 1.0081, top1_acc: 0.6459, top5_acc: 0.8367, loss_cls: 1.4704, loss: 2.4786, grad_norm: 4.8857 2020-09-25 07:52:50,184 - mmaction - INFO - Epoch [106][840/940] lr: 4.000e-03, eta: 16:49:56, time: 1.394, data_time: 0.001, memory: 6929, loss_aux: 0.9914, top1_acc: 0.6529, top5_acc: 0.8391, loss_cls: 1.4539, loss: 2.4453, grad_norm: 4.8473 2020-09-25 07:53:18,277 - mmaction - INFO - Epoch [106][860/940] lr: 4.000e-03, eta: 16:49:26, time: 1.405, data_time: 0.002, memory: 6929, loss_aux: 1.0129, top1_acc: 0.6484, top5_acc: 0.8389, loss_cls: 1.4780, loss: 2.4909, grad_norm: 4.8620 2020-09-25 07:53:46,974 - mmaction - INFO - Epoch [106][880/940] lr: 4.000e-03, eta: 16:48:57, time: 1.434, data_time: 0.002, memory: 6929, loss_aux: 0.9879, top1_acc: 0.6504, top5_acc: 0.8367, loss_cls: 1.4606, loss: 2.4485, grad_norm: 4.8283 2020-09-25 07:54:14,975 - mmaction - INFO - Epoch [106][900/940] lr: 4.000e-03, eta: 16:48:27, time: 1.401, data_time: 0.003, memory: 6929, loss_aux: 1.0005, top1_acc: 0.6510, top5_acc: 0.8387, loss_cls: 1.4624, loss: 2.4629, grad_norm: 4.9389 2020-09-25 07:54:42,499 - mmaction - INFO - Epoch [106][920/940] lr: 4.000e-03, eta: 16:47:57, time: 1.376, data_time: 0.001, memory: 6929, loss_aux: 0.9831, top1_acc: 0.6613, top5_acc: 0.8428, loss_cls: 1.4356, loss: 2.4187, grad_norm: 4.8458 2020-09-25 07:55:10,296 - mmaction - INFO - Epoch [106][940/940] lr: 4.000e-03, eta: 16:47:28, time: 1.390, data_time: 0.002, memory: 6929, loss_aux: 1.0113, top1_acc: 0.6481, top5_acc: 0.8356, loss_cls: 1.4917, loss: 2.5030, grad_norm: 4.9502 2020-09-25 07:55:10,878 - mmaction - INFO - Saving checkpoint at 106 epochs 2020-09-25 07:55:45,896 - mmaction - INFO - Epoch [107][20/940] lr: 4.000e-03, eta: 16:46:59, time: 1.513, data_time: 0.219, memory: 6929, loss_aux: 1.0039, top1_acc: 0.6539, top5_acc: 0.8408, loss_cls: 1.4667, loss: 2.4706, grad_norm: 4.9569 2020-09-25 07:56:13,858 - mmaction - INFO - Epoch [107][40/940] lr: 4.000e-03, eta: 16:46:29, time: 1.398, data_time: 0.001, memory: 6929, loss_aux: 0.9741, top1_acc: 0.6652, top5_acc: 0.8459, loss_cls: 1.4070, loss: 2.3811, grad_norm: 4.8094 2020-09-25 07:56:41,858 - mmaction - INFO - Epoch [107][60/940] lr: 4.000e-03, eta: 16:45:59, time: 1.400, data_time: 0.001, memory: 6929, loss_aux: 1.0203, top1_acc: 0.6410, top5_acc: 0.8389, loss_cls: 1.5031, loss: 2.5235, grad_norm: 4.9316 2020-09-25 07:57:09,900 - mmaction - INFO - Epoch [107][80/940] lr: 4.000e-03, eta: 16:45:30, time: 1.401, data_time: 0.001, memory: 6929, loss_aux: 0.9965, top1_acc: 0.6541, top5_acc: 0.8359, loss_cls: 1.4473, loss: 2.4439, grad_norm: 4.8308 2020-09-25 07:57:37,590 - mmaction - INFO - Epoch [107][100/940] lr: 4.000e-03, eta: 16:45:00, time: 1.385, data_time: 0.003, memory: 6929, loss_aux: 0.9741, top1_acc: 0.6658, top5_acc: 0.8443, loss_cls: 1.4001, loss: 2.3742, grad_norm: 4.7855 2020-09-25 07:58:06,327 - mmaction - INFO - Epoch [107][120/940] lr: 4.000e-03, eta: 16:44:30, time: 1.435, data_time: 0.001, memory: 6929, loss_aux: 1.0082, top1_acc: 0.6537, top5_acc: 0.8346, loss_cls: 1.4846, loss: 2.4928, grad_norm: 4.8588 2020-09-25 07:58:34,114 - mmaction - INFO - Epoch [107][140/940] lr: 4.000e-03, eta: 16:44:00, time: 1.391, data_time: 0.003, memory: 6929, loss_aux: 0.9952, top1_acc: 0.6570, top5_acc: 0.8416, loss_cls: 1.4509, loss: 2.4460, grad_norm: 4.8745 2020-09-25 07:59:02,107 - mmaction - INFO - Epoch [107][160/940] lr: 4.000e-03, eta: 16:43:31, time: 1.399, data_time: 0.001, memory: 6929, loss_aux: 0.9742, top1_acc: 0.6594, top5_acc: 0.8416, loss_cls: 1.4285, loss: 2.4027, grad_norm: 4.8329 2020-09-25 07:59:30,619 - mmaction - INFO - Epoch [107][180/940] lr: 4.000e-03, eta: 16:43:01, time: 1.425, data_time: 0.002, memory: 6929, loss_aux: 1.0011, top1_acc: 0.6531, top5_acc: 0.8430, loss_cls: 1.4523, loss: 2.4534, grad_norm: 4.8664 2020-09-25 07:59:59,669 - mmaction - INFO - Epoch [107][200/940] lr: 4.000e-03, eta: 16:42:32, time: 1.454, data_time: 0.002, memory: 6929, loss_aux: 1.0088, top1_acc: 0.6584, top5_acc: 0.8430, loss_cls: 1.4655, loss: 2.4743, grad_norm: 4.9497 2020-09-25 08:00:30,485 - mmaction - INFO - Epoch [107][220/940] lr: 4.000e-03, eta: 16:42:03, time: 1.535, data_time: 0.001, memory: 6929, loss_aux: 1.0017, top1_acc: 0.6535, top5_acc: 0.8355, loss_cls: 1.4737, loss: 2.4753, grad_norm: 4.9029 2020-09-25 08:00:58,104 - mmaction - INFO - Epoch [107][240/940] lr: 4.000e-03, eta: 16:41:33, time: 1.386, data_time: 0.015, memory: 6929, loss_aux: 0.9850, top1_acc: 0.6602, top5_acc: 0.8385, loss_cls: 1.4339, loss: 2.4188, grad_norm: 4.8293 2020-09-25 08:01:26,278 - mmaction - INFO - Epoch [107][260/940] lr: 4.000e-03, eta: 16:41:04, time: 1.408, data_time: 0.002, memory: 6929, loss_aux: 1.0091, top1_acc: 0.6545, top5_acc: 0.8291, loss_cls: 1.5009, loss: 2.5100, grad_norm: 4.8466 2020-09-25 08:01:54,654 - mmaction - INFO - Epoch [107][280/940] lr: 4.000e-03, eta: 16:40:34, time: 1.419, data_time: 0.002, memory: 6929, loss_aux: 1.0135, top1_acc: 0.6455, top5_acc: 0.8436, loss_cls: 1.4774, loss: 2.4909, grad_norm: 4.9824 2020-09-25 08:02:23,780 - mmaction - INFO - Epoch [107][300/940] lr: 4.000e-03, eta: 16:40:05, time: 1.455, data_time: 0.001, memory: 6929, loss_aux: 0.9793, top1_acc: 0.6662, top5_acc: 0.8443, loss_cls: 1.4117, loss: 2.3910, grad_norm: 4.8335 2020-09-25 08:02:52,334 - mmaction - INFO - Epoch [107][320/940] lr: 4.000e-03, eta: 16:39:35, time: 1.428, data_time: 0.003, memory: 6929, loss_aux: 1.0105, top1_acc: 0.6561, top5_acc: 0.8334, loss_cls: 1.4638, loss: 2.4743, grad_norm: 4.8705 2020-09-25 08:03:20,782 - mmaction - INFO - Epoch [107][340/940] lr: 4.000e-03, eta: 16:39:06, time: 1.423, data_time: 0.002, memory: 6929, loss_aux: 0.9684, top1_acc: 0.6652, top5_acc: 0.8486, loss_cls: 1.3877, loss: 2.3561, grad_norm: 4.7570 2020-09-25 08:03:49,863 - mmaction - INFO - Epoch [107][360/940] lr: 4.000e-03, eta: 16:38:36, time: 1.454, data_time: 0.001, memory: 6929, loss_aux: 0.9876, top1_acc: 0.6568, top5_acc: 0.8393, loss_cls: 1.4391, loss: 2.4267, grad_norm: 4.8610 2020-09-25 08:04:19,517 - mmaction - INFO - Epoch [107][380/940] lr: 4.000e-03, eta: 16:38:07, time: 1.483, data_time: 0.002, memory: 6929, loss_aux: 0.9881, top1_acc: 0.6629, top5_acc: 0.8480, loss_cls: 1.4194, loss: 2.4075, grad_norm: 4.8748 2020-09-25 08:04:47,533 - mmaction - INFO - Epoch [107][400/940] lr: 4.000e-03, eta: 16:37:38, time: 1.399, data_time: 0.001, memory: 6929, loss_aux: 0.9739, top1_acc: 0.6604, top5_acc: 0.8453, loss_cls: 1.4186, loss: 2.3925, grad_norm: 4.8625 2020-09-25 08:05:15,990 - mmaction - INFO - Epoch [107][420/940] lr: 4.000e-03, eta: 16:37:08, time: 1.423, data_time: 0.003, memory: 6929, loss_aux: 0.9946, top1_acc: 0.6535, top5_acc: 0.8391, loss_cls: 1.4750, loss: 2.4696, grad_norm: 4.9476 2020-09-25 08:05:44,546 - mmaction - INFO - Epoch [107][440/940] lr: 4.000e-03, eta: 16:36:39, time: 1.427, data_time: 0.002, memory: 6929, loss_aux: 0.9965, top1_acc: 0.6496, top5_acc: 0.8402, loss_cls: 1.4732, loss: 2.4697, grad_norm: 4.9804 2020-09-25 08:06:13,274 - mmaction - INFO - Epoch [107][460/940] lr: 4.000e-03, eta: 16:36:09, time: 1.438, data_time: 0.002, memory: 6929, loss_aux: 1.0208, top1_acc: 0.6518, top5_acc: 0.8377, loss_cls: 1.4806, loss: 2.5014, grad_norm: 4.9102 2020-09-25 08:06:42,201 - mmaction - INFO - Epoch [107][480/940] lr: 4.000e-03, eta: 16:35:40, time: 1.446, data_time: 0.001, memory: 6929, loss_aux: 1.0042, top1_acc: 0.6584, top5_acc: 0.8355, loss_cls: 1.4630, loss: 2.4672, grad_norm: 4.8460 2020-09-25 08:07:10,612 - mmaction - INFO - Epoch [107][500/940] lr: 4.000e-03, eta: 16:35:10, time: 1.420, data_time: 0.002, memory: 6929, loss_aux: 1.0087, top1_acc: 0.6596, top5_acc: 0.8410, loss_cls: 1.4586, loss: 2.4673, grad_norm: 4.8968 2020-09-25 08:07:40,405 - mmaction - INFO - Epoch [107][520/940] lr: 4.000e-03, eta: 16:34:41, time: 1.491, data_time: 0.002, memory: 6929, loss_aux: 0.9996, top1_acc: 0.6541, top5_acc: 0.8396, loss_cls: 1.4502, loss: 2.4498, grad_norm: 4.9015 2020-09-25 08:08:08,521 - mmaction - INFO - Epoch [107][540/940] lr: 4.000e-03, eta: 16:34:12, time: 1.405, data_time: 0.001, memory: 6929, loss_aux: 1.0044, top1_acc: 0.6445, top5_acc: 0.8350, loss_cls: 1.4767, loss: 2.4811, grad_norm: 4.9107 2020-09-25 08:08:38,571 - mmaction - INFO - Epoch [107][560/940] lr: 4.000e-03, eta: 16:33:43, time: 1.503, data_time: 0.002, memory: 6929, loss_aux: 1.0048, top1_acc: 0.6549, top5_acc: 0.8461, loss_cls: 1.4440, loss: 2.4488, grad_norm: 4.9044 2020-09-25 08:09:07,643 - mmaction - INFO - Epoch [107][580/940] lr: 4.000e-03, eta: 16:33:13, time: 1.453, data_time: 0.002, memory: 6929, loss_aux: 1.0055, top1_acc: 0.6502, top5_acc: 0.8410, loss_cls: 1.4494, loss: 2.4549, grad_norm: 4.9261 2020-09-25 08:09:36,340 - mmaction - INFO - Epoch [107][600/940] lr: 4.000e-03, eta: 16:32:44, time: 1.436, data_time: 0.003, memory: 6929, loss_aux: 1.0024, top1_acc: 0.6545, top5_acc: 0.8338, loss_cls: 1.4762, loss: 2.4787, grad_norm: 4.9088 2020-09-25 08:10:05,597 - mmaction - INFO - Epoch [107][620/940] lr: 4.000e-03, eta: 16:32:15, time: 1.462, data_time: 0.002, memory: 6929, loss_aux: 1.0021, top1_acc: 0.6459, top5_acc: 0.8381, loss_cls: 1.4773, loss: 2.4794, grad_norm: 4.8992 2020-09-25 08:10:33,831 - mmaction - INFO - Epoch [107][640/940] lr: 4.000e-03, eta: 16:31:45, time: 1.413, data_time: 0.002, memory: 6929, loss_aux: 1.0009, top1_acc: 0.6445, top5_acc: 0.8365, loss_cls: 1.4777, loss: 2.4786, grad_norm: 5.0154 2020-09-25 08:11:02,536 - mmaction - INFO - Epoch [107][660/940] lr: 4.000e-03, eta: 16:31:16, time: 1.434, data_time: 0.001, memory: 6929, loss_aux: 0.9932, top1_acc: 0.6566, top5_acc: 0.8395, loss_cls: 1.4491, loss: 2.4423, grad_norm: 4.8493 2020-09-25 08:11:31,835 - mmaction - INFO - Epoch [107][680/940] lr: 4.000e-03, eta: 16:30:47, time: 1.465, data_time: 0.002, memory: 6929, loss_aux: 0.9974, top1_acc: 0.6482, top5_acc: 0.8420, loss_cls: 1.4558, loss: 2.4532, grad_norm: 5.0061 2020-09-25 08:12:01,029 - mmaction - INFO - Epoch [107][700/940] lr: 4.000e-03, eta: 16:30:17, time: 1.461, data_time: 0.003, memory: 6929, loss_aux: 1.0078, top1_acc: 0.6561, top5_acc: 0.8375, loss_cls: 1.4687, loss: 2.4765, grad_norm: 4.9334 2020-09-25 08:12:30,132 - mmaction - INFO - Epoch [107][720/940] lr: 4.000e-03, eta: 16:29:48, time: 1.454, data_time: 0.001, memory: 6929, loss_aux: 1.0037, top1_acc: 0.6480, top5_acc: 0.8371, loss_cls: 1.4806, loss: 2.4843, grad_norm: 4.9013 2020-09-25 08:12:58,325 - mmaction - INFO - Epoch [107][740/940] lr: 4.000e-03, eta: 16:29:18, time: 1.410, data_time: 0.002, memory: 6929, loss_aux: 1.0196, top1_acc: 0.6510, top5_acc: 0.8367, loss_cls: 1.4895, loss: 2.5091, grad_norm: 5.0362 2020-09-25 08:13:27,529 - mmaction - INFO - Epoch [107][760/940] lr: 4.000e-03, eta: 16:28:49, time: 1.459, data_time: 0.001, memory: 6929, loss_aux: 1.0079, top1_acc: 0.6529, top5_acc: 0.8414, loss_cls: 1.4667, loss: 2.4746, grad_norm: 4.8754 2020-09-25 08:13:56,508 - mmaction - INFO - Epoch [107][780/940] lr: 4.000e-03, eta: 16:28:20, time: 1.450, data_time: 0.003, memory: 6929, loss_aux: 1.0014, top1_acc: 0.6588, top5_acc: 0.8412, loss_cls: 1.4488, loss: 2.4502, grad_norm: 4.8978 2020-09-25 08:14:25,654 - mmaction - INFO - Epoch [107][800/940] lr: 4.000e-03, eta: 16:27:51, time: 1.456, data_time: 0.001, memory: 6929, loss_aux: 1.0084, top1_acc: 0.6504, top5_acc: 0.8365, loss_cls: 1.4898, loss: 2.4982, grad_norm: 4.9614 2020-09-25 08:14:54,339 - mmaction - INFO - Epoch [107][820/940] lr: 4.000e-03, eta: 16:27:21, time: 1.435, data_time: 0.003, memory: 6929, loss_aux: 1.0115, top1_acc: 0.6414, top5_acc: 0.8352, loss_cls: 1.4906, loss: 2.5021, grad_norm: 4.9344 2020-09-25 08:15:24,134 - mmaction - INFO - Epoch [107][840/940] lr: 4.000e-03, eta: 16:26:52, time: 1.488, data_time: 0.001, memory: 6929, loss_aux: 0.9912, top1_acc: 0.6502, top5_acc: 0.8414, loss_cls: 1.4411, loss: 2.4322, grad_norm: 4.8246 2020-09-25 08:15:52,984 - mmaction - INFO - Epoch [107][860/940] lr: 4.000e-03, eta: 16:26:23, time: 1.444, data_time: 0.003, memory: 6929, loss_aux: 0.9901, top1_acc: 0.6510, top5_acc: 0.8332, loss_cls: 1.4649, loss: 2.4549, grad_norm: 4.9119 2020-09-25 08:16:22,238 - mmaction - INFO - Epoch [107][880/940] lr: 4.000e-03, eta: 16:25:54, time: 1.462, data_time: 0.001, memory: 6929, loss_aux: 1.0174, top1_acc: 0.6506, top5_acc: 0.8314, loss_cls: 1.5077, loss: 2.5252, grad_norm: 4.9365 2020-09-25 08:16:51,405 - mmaction - INFO - Epoch [107][900/940] lr: 4.000e-03, eta: 16:25:24, time: 1.457, data_time: 0.001, memory: 6929, loss_aux: 1.0227, top1_acc: 0.6471, top5_acc: 0.8355, loss_cls: 1.4981, loss: 2.5207, grad_norm: 4.9340 2020-09-25 08:17:20,212 - mmaction - INFO - Epoch [107][920/940] lr: 4.000e-03, eta: 16:24:55, time: 1.441, data_time: 0.003, memory: 6929, loss_aux: 1.0020, top1_acc: 0.6537, top5_acc: 0.8436, loss_cls: 1.4733, loss: 2.4754, grad_norm: 4.9129 2020-09-25 08:17:48,450 - mmaction - INFO - Epoch [107][940/940] lr: 4.000e-03, eta: 16:24:25, time: 1.411, data_time: 0.002, memory: 6929, loss_aux: 1.0006, top1_acc: 0.6481, top5_acc: 0.8425, loss_cls: 1.4530, loss: 2.4536, grad_norm: 4.8617 2020-09-25 08:17:49,073 - mmaction - INFO - Saving checkpoint at 107 epochs 2020-09-25 08:18:24,802 - mmaction - INFO - Epoch [108][20/940] lr: 4.000e-03, eta: 16:23:57, time: 1.589, data_time: 0.274, memory: 6929, loss_aux: 1.0285, top1_acc: 0.6455, top5_acc: 0.8254, loss_cls: 1.5383, loss: 2.5669, grad_norm: 5.0440 2020-09-25 08:18:52,667 - mmaction - INFO - Epoch [108][40/940] lr: 4.000e-03, eta: 16:23:27, time: 1.393, data_time: 0.002, memory: 6929, loss_aux: 0.9973, top1_acc: 0.6545, top5_acc: 0.8426, loss_cls: 1.4544, loss: 2.4517, grad_norm: 4.8907 2020-09-25 08:19:21,718 - mmaction - INFO - Epoch [108][60/940] lr: 4.000e-03, eta: 16:22:58, time: 1.453, data_time: 0.002, memory: 6929, loss_aux: 0.9850, top1_acc: 0.6588, top5_acc: 0.8402, loss_cls: 1.4423, loss: 2.4272, grad_norm: 4.8395 2020-09-25 08:19:51,182 - mmaction - INFO - Epoch [108][80/940] lr: 4.000e-03, eta: 16:22:29, time: 1.473, data_time: 0.002, memory: 6929, loss_aux: 1.0016, top1_acc: 0.6561, top5_acc: 0.8494, loss_cls: 1.4267, loss: 2.4283, grad_norm: 4.9031 2020-09-25 08:20:20,280 - mmaction - INFO - Epoch [108][100/940] lr: 4.000e-03, eta: 16:22:00, time: 1.455, data_time: 0.002, memory: 6929, loss_aux: 0.9858, top1_acc: 0.6602, top5_acc: 0.8451, loss_cls: 1.4264, loss: 2.4122, grad_norm: 4.9417 2020-09-25 08:20:48,878 - mmaction - INFO - Epoch [108][120/940] lr: 4.000e-03, eta: 16:21:30, time: 1.429, data_time: 0.002, memory: 6929, loss_aux: 1.0086, top1_acc: 0.6496, top5_acc: 0.8332, loss_cls: 1.4864, loss: 2.4950, grad_norm: 4.9847 2020-09-25 08:21:18,585 - mmaction - INFO - Epoch [108][140/940] lr: 4.000e-03, eta: 16:21:01, time: 1.486, data_time: 0.003, memory: 6929, loss_aux: 1.0036, top1_acc: 0.6486, top5_acc: 0.8406, loss_cls: 1.4515, loss: 2.4551, grad_norm: 4.9013 2020-09-25 08:21:46,993 - mmaction - INFO - Epoch [108][160/940] lr: 4.000e-03, eta: 16:20:32, time: 1.419, data_time: 0.001, memory: 6929, loss_aux: 0.9854, top1_acc: 0.6602, top5_acc: 0.8387, loss_cls: 1.4450, loss: 2.4305, grad_norm: 4.8852 2020-09-25 08:22:15,879 - mmaction - INFO - Epoch [108][180/940] lr: 4.000e-03, eta: 16:20:02, time: 1.445, data_time: 0.003, memory: 6929, loss_aux: 0.9965, top1_acc: 0.6555, top5_acc: 0.8357, loss_cls: 1.4501, loss: 2.4466, grad_norm: 4.8757 2020-09-25 08:22:45,260 - mmaction - INFO - Epoch [108][200/940] lr: 4.000e-03, eta: 16:19:33, time: 1.469, data_time: 0.002, memory: 6929, loss_aux: 0.9975, top1_acc: 0.6521, top5_acc: 0.8367, loss_cls: 1.4548, loss: 2.4522, grad_norm: 4.9166 2020-09-25 08:23:14,203 - mmaction - INFO - Epoch [108][220/940] lr: 4.000e-03, eta: 16:19:04, time: 1.448, data_time: 0.002, memory: 6929, loss_aux: 0.9960, top1_acc: 0.6521, top5_acc: 0.8350, loss_cls: 1.4571, loss: 2.4531, grad_norm: 4.9123 2020-09-25 08:23:44,044 - mmaction - INFO - Epoch [108][240/940] lr: 4.000e-03, eta: 16:18:35, time: 1.491, data_time: 0.001, memory: 6929, loss_aux: 0.9791, top1_acc: 0.6617, top5_acc: 0.8457, loss_cls: 1.4071, loss: 2.3862, grad_norm: 4.9408 2020-09-25 08:24:12,564 - mmaction - INFO - Epoch [108][260/940] lr: 4.000e-03, eta: 16:18:05, time: 1.427, data_time: 0.002, memory: 6929, loss_aux: 0.9903, top1_acc: 0.6559, top5_acc: 0.8418, loss_cls: 1.4398, loss: 2.4301, grad_norm: 4.9171 2020-09-25 08:24:41,541 - mmaction - INFO - Epoch [108][280/940] lr: 4.000e-03, eta: 16:17:36, time: 1.449, data_time: 0.001, memory: 6929, loss_aux: 0.9995, top1_acc: 0.6523, top5_acc: 0.8385, loss_cls: 1.4677, loss: 2.4673, grad_norm: 4.9529 2020-09-25 08:25:10,646 - mmaction - INFO - Epoch [108][300/940] lr: 4.000e-03, eta: 16:17:07, time: 1.454, data_time: 0.001, memory: 6929, loss_aux: 0.9985, top1_acc: 0.6580, top5_acc: 0.8387, loss_cls: 1.4593, loss: 2.4579, grad_norm: 4.8918 2020-09-25 08:25:40,104 - mmaction - INFO - Epoch [108][320/940] lr: 4.000e-03, eta: 16:16:37, time: 1.474, data_time: 0.003, memory: 6929, loss_aux: 1.0089, top1_acc: 0.6574, top5_acc: 0.8379, loss_cls: 1.4617, loss: 2.4706, grad_norm: 4.8567 2020-09-25 08:26:09,540 - mmaction - INFO - Epoch [108][340/940] lr: 4.000e-03, eta: 16:16:08, time: 1.471, data_time: 0.002, memory: 6929, loss_aux: 0.9693, top1_acc: 0.6600, top5_acc: 0.8473, loss_cls: 1.4199, loss: 2.3893, grad_norm: 4.8788 2020-09-25 08:26:39,030 - mmaction - INFO - Epoch [108][360/940] lr: 4.000e-03, eta: 16:15:39, time: 1.475, data_time: 0.002, memory: 6929, loss_aux: 0.9966, top1_acc: 0.6449, top5_acc: 0.8418, loss_cls: 1.4415, loss: 2.4381, grad_norm: 5.0311 2020-09-25 08:27:07,800 - mmaction - INFO - Epoch [108][380/940] lr: 4.000e-03, eta: 16:15:10, time: 1.438, data_time: 0.002, memory: 6929, loss_aux: 0.9877, top1_acc: 0.6604, top5_acc: 0.8418, loss_cls: 1.4358, loss: 2.4235, grad_norm: 4.8457 2020-09-25 08:27:37,019 - mmaction - INFO - Epoch [108][400/940] lr: 4.000e-03, eta: 16:14:41, time: 1.461, data_time: 0.002, memory: 6929, loss_aux: 0.9926, top1_acc: 0.6523, top5_acc: 0.8410, loss_cls: 1.4503, loss: 2.4429, grad_norm: 4.9024 2020-09-25 08:28:05,747 - mmaction - INFO - Epoch [108][420/940] lr: 4.000e-03, eta: 16:14:11, time: 1.435, data_time: 0.001, memory: 6929, loss_aux: 0.9957, top1_acc: 0.6508, top5_acc: 0.8393, loss_cls: 1.4540, loss: 2.4498, grad_norm: 4.8897 2020-09-25 08:28:34,888 - mmaction - INFO - Epoch [108][440/940] lr: 4.000e-03, eta: 16:13:42, time: 1.458, data_time: 0.003, memory: 6929, loss_aux: 1.0021, top1_acc: 0.6512, top5_acc: 0.8383, loss_cls: 1.4623, loss: 2.4644, grad_norm: 4.9225 2020-09-25 08:29:04,108 - mmaction - INFO - Epoch [108][460/940] lr: 4.000e-03, eta: 16:13:13, time: 1.460, data_time: 0.001, memory: 6929, loss_aux: 1.0055, top1_acc: 0.6576, top5_acc: 0.8434, loss_cls: 1.4383, loss: 2.4438, grad_norm: 5.0023 2020-09-25 08:29:33,839 - mmaction - INFO - Epoch [108][480/940] lr: 4.000e-03, eta: 16:12:44, time: 1.488, data_time: 0.003, memory: 6929, loss_aux: 0.9995, top1_acc: 0.6553, top5_acc: 0.8389, loss_cls: 1.4535, loss: 2.4530, grad_norm: 4.9177 2020-09-25 08:30:04,335 - mmaction - INFO - Epoch [108][500/940] lr: 4.000e-03, eta: 16:12:15, time: 1.524, data_time: 0.001, memory: 6929, loss_aux: 1.0037, top1_acc: 0.6506, top5_acc: 0.8357, loss_cls: 1.4672, loss: 2.4710, grad_norm: 4.9415 2020-09-25 08:30:33,448 - mmaction - INFO - Epoch [108][520/940] lr: 4.000e-03, eta: 16:11:46, time: 1.453, data_time: 0.003, memory: 6929, loss_aux: 1.0014, top1_acc: 0.6521, top5_acc: 0.8377, loss_cls: 1.4608, loss: 2.4622, grad_norm: 5.0009 2020-09-25 08:31:02,295 - mmaction - INFO - Epoch [108][540/940] lr: 4.000e-03, eta: 16:11:16, time: 1.445, data_time: 0.004, memory: 6929, loss_aux: 0.9812, top1_acc: 0.6609, top5_acc: 0.8467, loss_cls: 1.4320, loss: 2.4132, grad_norm: 4.9904 2020-09-25 08:31:31,345 - mmaction - INFO - Epoch [108][560/940] lr: 4.000e-03, eta: 16:10:47, time: 1.452, data_time: 0.001, memory: 6929, loss_aux: 0.9984, top1_acc: 0.6627, top5_acc: 0.8371, loss_cls: 1.4456, loss: 2.4440, grad_norm: 4.8402 2020-09-25 08:32:00,805 - mmaction - INFO - Epoch [108][580/940] lr: 4.000e-03, eta: 16:10:18, time: 1.474, data_time: 0.002, memory: 6929, loss_aux: 0.9723, top1_acc: 0.6709, top5_acc: 0.8428, loss_cls: 1.4040, loss: 2.3763, grad_norm: 4.8626 2020-09-25 08:32:31,053 - mmaction - INFO - Epoch [108][600/940] lr: 4.000e-03, eta: 16:09:49, time: 1.512, data_time: 0.001, memory: 6929, loss_aux: 0.9857, top1_acc: 0.6527, top5_acc: 0.8416, loss_cls: 1.4556, loss: 2.4413, grad_norm: 4.9152 2020-09-25 08:33:00,064 - mmaction - INFO - Epoch [108][620/940] lr: 4.000e-03, eta: 16:09:20, time: 1.451, data_time: 0.002, memory: 6929, loss_aux: 0.9853, top1_acc: 0.6486, top5_acc: 0.8402, loss_cls: 1.4541, loss: 2.4395, grad_norm: 4.9451 2020-09-25 08:33:30,109 - mmaction - INFO - Epoch [108][640/940] lr: 4.000e-03, eta: 16:08:51, time: 1.502, data_time: 0.001, memory: 6929, loss_aux: 0.9853, top1_acc: 0.6568, top5_acc: 0.8398, loss_cls: 1.4429, loss: 2.4283, grad_norm: 4.8611 2020-09-25 08:33:59,309 - mmaction - INFO - Epoch [108][660/940] lr: 4.000e-03, eta: 16:08:22, time: 1.460, data_time: 0.002, memory: 6929, loss_aux: 0.9976, top1_acc: 0.6461, top5_acc: 0.8426, loss_cls: 1.4647, loss: 2.4623, grad_norm: 4.9749 2020-09-25 08:34:29,270 - mmaction - INFO - Epoch [108][680/940] lr: 4.000e-03, eta: 16:07:53, time: 1.498, data_time: 0.003, memory: 6929, loss_aux: 0.9922, top1_acc: 0.6500, top5_acc: 0.8307, loss_cls: 1.4767, loss: 2.4689, grad_norm: 4.9202 2020-09-25 08:34:58,213 - mmaction - INFO - Epoch [108][700/940] lr: 4.000e-03, eta: 16:07:23, time: 1.448, data_time: 0.003, memory: 6929, loss_aux: 1.0149, top1_acc: 0.6473, top5_acc: 0.8301, loss_cls: 1.4981, loss: 2.5129, grad_norm: 4.9488 2020-09-25 08:35:27,349 - mmaction - INFO - Epoch [108][720/940] lr: 4.000e-03, eta: 16:06:54, time: 1.456, data_time: 0.001, memory: 6929, loss_aux: 0.9926, top1_acc: 0.6553, top5_acc: 0.8434, loss_cls: 1.4412, loss: 2.4338, grad_norm: 4.8569 2020-09-25 08:35:56,530 - mmaction - INFO - Epoch [108][740/940] lr: 4.000e-03, eta: 16:06:25, time: 1.460, data_time: 0.002, memory: 6929, loss_aux: 0.9949, top1_acc: 0.6473, top5_acc: 0.8334, loss_cls: 1.4794, loss: 2.4743, grad_norm: 4.8425 2020-09-25 08:36:27,340 - mmaction - INFO - Epoch [108][760/940] lr: 4.000e-03, eta: 16:05:56, time: 1.539, data_time: 0.001, memory: 6929, loss_aux: 0.9828, top1_acc: 0.6570, top5_acc: 0.8422, loss_cls: 1.4313, loss: 2.4141, grad_norm: 4.8209 2020-09-25 08:36:56,390 - mmaction - INFO - Epoch [108][780/940] lr: 4.000e-03, eta: 16:05:27, time: 1.454, data_time: 0.003, memory: 6929, loss_aux: 0.9859, top1_acc: 0.6574, top5_acc: 0.8434, loss_cls: 1.4232, loss: 2.4092, grad_norm: 4.9658 2020-09-25 08:37:25,171 - mmaction - INFO - Epoch [108][800/940] lr: 4.000e-03, eta: 16:04:57, time: 1.438, data_time: 0.001, memory: 6929, loss_aux: 1.0100, top1_acc: 0.6488, top5_acc: 0.8373, loss_cls: 1.4769, loss: 2.4869, grad_norm: 4.9565 2020-09-25 08:37:55,115 - mmaction - INFO - Epoch [108][820/940] lr: 4.000e-03, eta: 16:04:28, time: 1.498, data_time: 0.002, memory: 6929, loss_aux: 0.9989, top1_acc: 0.6541, top5_acc: 0.8396, loss_cls: 1.4542, loss: 2.4532, grad_norm: 4.9959 2020-09-25 08:38:24,389 - mmaction - INFO - Epoch [108][840/940] lr: 4.000e-03, eta: 16:03:59, time: 1.463, data_time: 0.002, memory: 6929, loss_aux: 0.9980, top1_acc: 0.6523, top5_acc: 0.8422, loss_cls: 1.4589, loss: 2.4570, grad_norm: 4.9866 2020-09-25 08:38:54,314 - mmaction - INFO - Epoch [108][860/940] lr: 4.000e-03, eta: 16:03:30, time: 1.497, data_time: 0.003, memory: 6929, loss_aux: 0.9824, top1_acc: 0.6645, top5_acc: 0.8379, loss_cls: 1.4400, loss: 2.4224, grad_norm: 4.7842 2020-09-25 08:39:23,979 - mmaction - INFO - Epoch [108][880/940] lr: 4.000e-03, eta: 16:03:01, time: 1.482, data_time: 0.001, memory: 6929, loss_aux: 0.9743, top1_acc: 0.6582, top5_acc: 0.8426, loss_cls: 1.4385, loss: 2.4128, grad_norm: 4.9315 2020-09-25 08:39:53,253 - mmaction - INFO - Epoch [108][900/940] lr: 4.000e-03, eta: 16:02:32, time: 1.465, data_time: 0.003, memory: 6929, loss_aux: 0.9954, top1_acc: 0.6520, top5_acc: 0.8391, loss_cls: 1.4658, loss: 2.4612, grad_norm: 4.9808 2020-09-25 08:40:23,084 - mmaction - INFO - Epoch [108][920/940] lr: 4.000e-03, eta: 16:02:03, time: 1.490, data_time: 0.001, memory: 6929, loss_aux: 1.0035, top1_acc: 0.6596, top5_acc: 0.8438, loss_cls: 1.4368, loss: 2.4403, grad_norm: 4.9041 2020-09-25 08:40:51,475 - mmaction - INFO - Epoch [108][940/940] lr: 4.000e-03, eta: 16:01:34, time: 1.420, data_time: 0.002, memory: 6929, loss_aux: 1.0123, top1_acc: 0.6504, top5_acc: 0.8371, loss_cls: 1.4690, loss: 2.4813, grad_norm: 4.9990 2020-09-25 08:40:51,965 - mmaction - INFO - Saving checkpoint at 108 epochs 2020-09-25 08:41:25,802 - mmaction - INFO - Epoch [109][20/940] lr: 4.000e-03, eta: 16:01:05, time: 1.594, data_time: 0.257, memory: 6929, loss_aux: 0.9983, top1_acc: 0.6600, top5_acc: 0.8441, loss_cls: 1.4095, loss: 2.4078, grad_norm: 4.9203 2020-09-25 08:41:55,239 - mmaction - INFO - Epoch [109][40/940] lr: 4.000e-03, eta: 16:00:36, time: 1.473, data_time: 0.003, memory: 6929, loss_aux: 0.9689, top1_acc: 0.6750, top5_acc: 0.8506, loss_cls: 1.3942, loss: 2.3631, grad_norm: 4.9379 2020-09-25 08:42:25,585 - mmaction - INFO - Epoch [109][60/940] lr: 4.000e-03, eta: 16:00:07, time: 1.516, data_time: 0.001, memory: 6929, loss_aux: 0.9754, top1_acc: 0.6576, top5_acc: 0.8508, loss_cls: 1.4187, loss: 2.3941, grad_norm: 4.9284 2020-09-25 08:42:54,396 - mmaction - INFO - Epoch [109][80/940] lr: 4.000e-03, eta: 15:59:38, time: 1.442, data_time: 0.003, memory: 6929, loss_aux: 0.9975, top1_acc: 0.6516, top5_acc: 0.8400, loss_cls: 1.4585, loss: 2.4560, grad_norm: 4.9844 2020-09-25 08:43:25,056 - mmaction - INFO - Epoch [109][100/940] lr: 4.000e-03, eta: 15:59:09, time: 1.532, data_time: 0.001, memory: 6929, loss_aux: 0.9857, top1_acc: 0.6574, top5_acc: 0.8414, loss_cls: 1.4372, loss: 2.4229, grad_norm: 4.9365 2020-09-25 08:43:55,379 - mmaction - INFO - Epoch [109][120/940] lr: 4.000e-03, eta: 15:58:41, time: 1.517, data_time: 0.002, memory: 6929, loss_aux: 0.9795, top1_acc: 0.6621, top5_acc: 0.8463, loss_cls: 1.4128, loss: 2.3923, grad_norm: 4.9003 2020-09-25 08:44:24,529 - mmaction - INFO - Epoch [109][140/940] lr: 4.000e-03, eta: 15:58:11, time: 1.457, data_time: 0.001, memory: 6929, loss_aux: 0.9812, top1_acc: 0.6529, top5_acc: 0.8389, loss_cls: 1.4559, loss: 2.4371, grad_norm: 4.9984 2020-09-25 08:44:53,934 - mmaction - INFO - Epoch [109][160/940] lr: 4.000e-03, eta: 15:57:42, time: 1.471, data_time: 0.004, memory: 6929, loss_aux: 1.0084, top1_acc: 0.6459, top5_acc: 0.8332, loss_cls: 1.4753, loss: 2.4836, grad_norm: 4.9500 2020-09-25 08:45:23,934 - mmaction - INFO - Epoch [109][180/940] lr: 4.000e-03, eta: 15:57:13, time: 1.499, data_time: 0.002, memory: 6929, loss_aux: 0.9949, top1_acc: 0.6549, top5_acc: 0.8361, loss_cls: 1.4484, loss: 2.4433, grad_norm: 4.9105 2020-09-25 08:45:53,344 - mmaction - INFO - Epoch [109][200/940] lr: 4.000e-03, eta: 15:56:44, time: 1.472, data_time: 0.003, memory: 6929, loss_aux: 0.9958, top1_acc: 0.6533, top5_acc: 0.8459, loss_cls: 1.4376, loss: 2.4335, grad_norm: 4.9504 2020-09-25 08:46:22,329 - mmaction - INFO - Epoch [109][220/940] lr: 4.000e-03, eta: 15:56:15, time: 1.449, data_time: 0.002, memory: 6929, loss_aux: 0.9873, top1_acc: 0.6580, top5_acc: 0.8404, loss_cls: 1.4490, loss: 2.4363, grad_norm: 4.9302 2020-09-25 08:46:51,748 - mmaction - INFO - Epoch [109][240/940] lr: 4.000e-03, eta: 15:55:46, time: 1.470, data_time: 0.001, memory: 6929, loss_aux: 0.9775, top1_acc: 0.6629, top5_acc: 0.8504, loss_cls: 1.4034, loss: 2.3809, grad_norm: 4.8765 2020-09-25 08:47:21,661 - mmaction - INFO - Epoch [109][260/940] lr: 4.000e-03, eta: 15:55:17, time: 1.496, data_time: 0.002, memory: 6929, loss_aux: 0.9872, top1_acc: 0.6537, top5_acc: 0.8365, loss_cls: 1.4529, loss: 2.4400, grad_norm: 4.9758 2020-09-25 08:47:50,581 - mmaction - INFO - Epoch [109][280/940] lr: 4.000e-03, eta: 15:54:47, time: 1.445, data_time: 0.001, memory: 6929, loss_aux: 0.9959, top1_acc: 0.6637, top5_acc: 0.8387, loss_cls: 1.4269, loss: 2.4228, grad_norm: 4.9728 2020-09-25 08:48:20,674 - mmaction - INFO - Epoch [109][300/940] lr: 4.000e-03, eta: 15:54:18, time: 1.505, data_time: 0.002, memory: 6929, loss_aux: 0.9916, top1_acc: 0.6578, top5_acc: 0.8439, loss_cls: 1.4422, loss: 2.4338, grad_norm: 4.9136 2020-09-25 08:48:49,618 - mmaction - INFO - Epoch [109][320/940] lr: 4.000e-03, eta: 15:53:49, time: 1.446, data_time: 0.002, memory: 6929, loss_aux: 0.9635, top1_acc: 0.6617, top5_acc: 0.8521, loss_cls: 1.3948, loss: 2.3584, grad_norm: 4.8603 2020-09-25 08:49:19,423 - mmaction - INFO - Epoch [109][340/940] lr: 4.000e-03, eta: 15:53:20, time: 1.492, data_time: 0.003, memory: 6929, loss_aux: 1.0065, top1_acc: 0.6596, top5_acc: 0.8424, loss_cls: 1.4428, loss: 2.4492, grad_norm: 4.9793 2020-09-25 08:49:48,567 - mmaction - INFO - Epoch [109][360/940] lr: 4.000e-03, eta: 15:52:51, time: 1.456, data_time: 0.001, memory: 6929, loss_aux: 0.9855, top1_acc: 0.6541, top5_acc: 0.8426, loss_cls: 1.4273, loss: 2.4128, grad_norm: 4.9318 2020-09-25 08:50:18,159 - mmaction - INFO - Epoch [109][380/940] lr: 4.000e-03, eta: 15:52:22, time: 1.480, data_time: 0.002, memory: 6929, loss_aux: 1.0019, top1_acc: 0.6535, top5_acc: 0.8445, loss_cls: 1.4628, loss: 2.4646, grad_norm: 4.9255 2020-09-25 08:50:47,923 - mmaction - INFO - Epoch [109][400/940] lr: 4.000e-03, eta: 15:51:53, time: 1.487, data_time: 0.001, memory: 6929, loss_aux: 1.0148, top1_acc: 0.6535, top5_acc: 0.8416, loss_cls: 1.4619, loss: 2.4766, grad_norm: 5.0022 2020-09-25 08:51:18,699 - mmaction - INFO - Epoch [109][420/940] lr: 4.000e-03, eta: 15:51:24, time: 1.540, data_time: 0.003, memory: 6929, loss_aux: 1.0124, top1_acc: 0.6529, top5_acc: 0.8350, loss_cls: 1.4743, loss: 2.4866, grad_norm: 5.0150 2020-09-25 08:51:47,405 - mmaction - INFO - Epoch [109][440/940] lr: 4.000e-03, eta: 15:50:55, time: 1.435, data_time: 0.002, memory: 6929, loss_aux: 1.0078, top1_acc: 0.6402, top5_acc: 0.8406, loss_cls: 1.4720, loss: 2.4798, grad_norm: 5.0207 2020-09-25 08:52:17,462 - mmaction - INFO - Epoch [109][460/940] lr: 4.000e-03, eta: 15:50:26, time: 1.504, data_time: 0.002, memory: 6929, loss_aux: 0.9882, top1_acc: 0.6586, top5_acc: 0.8482, loss_cls: 1.4313, loss: 2.4195, grad_norm: 4.9512 2020-09-25 08:52:46,179 - mmaction - INFO - Epoch [109][480/940] lr: 4.000e-03, eta: 15:49:56, time: 1.435, data_time: 0.001, memory: 6929, loss_aux: 0.9924, top1_acc: 0.6639, top5_acc: 0.8424, loss_cls: 1.4136, loss: 2.4060, grad_norm: 4.8690 2020-09-25 08:53:15,855 - mmaction - INFO - Epoch [109][500/940] lr: 4.000e-03, eta: 15:49:27, time: 1.485, data_time: 0.003, memory: 6929, loss_aux: 1.0064, top1_acc: 0.6543, top5_acc: 0.8363, loss_cls: 1.4588, loss: 2.4652, grad_norm: 4.9353 2020-09-25 08:53:44,504 - mmaction - INFO - Epoch [109][520/940] lr: 4.000e-03, eta: 15:48:58, time: 1.430, data_time: 0.001, memory: 6929, loss_aux: 1.0164, top1_acc: 0.6516, top5_acc: 0.8379, loss_cls: 1.4856, loss: 2.5019, grad_norm: 5.0649 2020-09-25 08:54:13,394 - mmaction - INFO - Epoch [109][540/940] lr: 4.000e-03, eta: 15:48:28, time: 1.446, data_time: 0.004, memory: 6929, loss_aux: 1.0077, top1_acc: 0.6492, top5_acc: 0.8357, loss_cls: 1.4765, loss: 2.4842, grad_norm: 5.0543 2020-09-25 08:54:42,806 - mmaction - INFO - Epoch [109][560/940] lr: 4.000e-03, eta: 15:47:59, time: 1.470, data_time: 0.002, memory: 6929, loss_aux: 1.0048, top1_acc: 0.6516, top5_acc: 0.8357, loss_cls: 1.4737, loss: 2.4785, grad_norm: 4.9736 2020-09-25 08:55:11,211 - mmaction - INFO - Epoch [109][580/940] lr: 4.000e-03, eta: 15:47:30, time: 1.420, data_time: 0.002, memory: 6929, loss_aux: 0.9924, top1_acc: 0.6553, top5_acc: 0.8381, loss_cls: 1.4494, loss: 2.4418, grad_norm: 4.9726 2020-09-25 08:55:40,037 - mmaction - INFO - Epoch [109][600/940] lr: 4.000e-03, eta: 15:47:00, time: 1.442, data_time: 0.002, memory: 6929, loss_aux: 0.9748, top1_acc: 0.6514, top5_acc: 0.8414, loss_cls: 1.4331, loss: 2.4079, grad_norm: 4.9062 2020-09-25 08:56:09,085 - mmaction - INFO - Epoch [109][620/940] lr: 4.000e-03, eta: 15:46:31, time: 1.451, data_time: 0.001, memory: 6929, loss_aux: 0.9935, top1_acc: 0.6572, top5_acc: 0.8426, loss_cls: 1.4529, loss: 2.4464, grad_norm: 5.0069 2020-09-25 08:56:38,444 - mmaction - INFO - Epoch [109][640/940] lr: 4.000e-03, eta: 15:46:02, time: 1.469, data_time: 0.003, memory: 6929, loss_aux: 0.9977, top1_acc: 0.6559, top5_acc: 0.8377, loss_cls: 1.4556, loss: 2.4533, grad_norm: 4.9977 2020-09-25 08:57:06,520 - mmaction - INFO - Epoch [109][660/940] lr: 4.000e-03, eta: 15:45:32, time: 1.403, data_time: 0.001, memory: 6929, loss_aux: 0.9802, top1_acc: 0.6533, top5_acc: 0.8381, loss_cls: 1.4507, loss: 2.4309, grad_norm: 4.9074 2020-09-25 08:57:34,912 - mmaction - INFO - Epoch [109][680/940] lr: 4.000e-03, eta: 15:45:03, time: 1.421, data_time: 0.003, memory: 6929, loss_aux: 0.9922, top1_acc: 0.6605, top5_acc: 0.8395, loss_cls: 1.4377, loss: 2.4299, grad_norm: 4.9224 2020-09-25 08:58:04,069 - mmaction - INFO - Epoch [109][700/940] lr: 4.000e-03, eta: 15:44:33, time: 1.457, data_time: 0.001, memory: 6929, loss_aux: 1.0234, top1_acc: 0.6533, top5_acc: 0.8348, loss_cls: 1.4932, loss: 2.5166, grad_norm: 5.0934 2020-09-25 08:58:32,441 - mmaction - INFO - Epoch [109][720/940] lr: 4.000e-03, eta: 15:44:04, time: 1.419, data_time: 0.003, memory: 6929, loss_aux: 0.9967, top1_acc: 0.6508, top5_acc: 0.8398, loss_cls: 1.4494, loss: 2.4460, grad_norm: 4.9685 2020-09-25 08:59:02,186 - mmaction - INFO - Epoch [109][740/940] lr: 4.000e-03, eta: 15:43:35, time: 1.488, data_time: 0.003, memory: 6929, loss_aux: 1.0147, top1_acc: 0.6457, top5_acc: 0.8289, loss_cls: 1.5058, loss: 2.5205, grad_norm: 5.0109 2020-09-25 08:59:30,193 - mmaction - INFO - Epoch [109][760/940] lr: 4.000e-03, eta: 15:43:05, time: 1.399, data_time: 0.001, memory: 6929, loss_aux: 0.9940, top1_acc: 0.6459, top5_acc: 0.8383, loss_cls: 1.4705, loss: 2.4645, grad_norm: 4.9713 2020-09-25 08:59:58,576 - mmaction - INFO - Epoch [109][780/940] lr: 4.000e-03, eta: 15:42:35, time: 1.420, data_time: 0.002, memory: 6929, loss_aux: 0.9857, top1_acc: 0.6625, top5_acc: 0.8400, loss_cls: 1.4319, loss: 2.4176, grad_norm: 4.9518 2020-09-25 09:00:30,034 - mmaction - INFO - Epoch [109][800/940] lr: 4.000e-03, eta: 15:42:07, time: 1.569, data_time: 0.001, memory: 6929, loss_aux: 0.9889, top1_acc: 0.6578, top5_acc: 0.8430, loss_cls: 1.4481, loss: 2.4370, grad_norm: 5.0312 2020-09-25 09:00:58,340 - mmaction - INFO - Epoch [109][820/940] lr: 4.000e-03, eta: 15:41:38, time: 1.420, data_time: 0.014, memory: 6929, loss_aux: 0.9898, top1_acc: 0.6564, top5_acc: 0.8371, loss_cls: 1.4476, loss: 2.4375, grad_norm: 4.8687 2020-09-25 09:01:28,421 - mmaction - INFO - Epoch [109][840/940] lr: 4.000e-03, eta: 15:41:09, time: 1.503, data_time: 0.001, memory: 6929, loss_aux: 0.9875, top1_acc: 0.6523, top5_acc: 0.8473, loss_cls: 1.4483, loss: 2.4358, grad_norm: 4.9708 2020-09-25 09:01:56,821 - mmaction - INFO - Epoch [109][860/940] lr: 4.000e-03, eta: 15:40:39, time: 1.421, data_time: 0.006, memory: 6929, loss_aux: 0.9696, top1_acc: 0.6643, top5_acc: 0.8471, loss_cls: 1.4078, loss: 2.3774, grad_norm: 4.8334 2020-09-25 09:02:24,602 - mmaction - INFO - Epoch [109][880/940] lr: 4.000e-03, eta: 15:40:09, time: 1.388, data_time: 0.001, memory: 6929, loss_aux: 1.0002, top1_acc: 0.6566, top5_acc: 0.8377, loss_cls: 1.4701, loss: 2.4703, grad_norm: 4.9357 2020-09-25 09:02:53,867 - mmaction - INFO - Epoch [109][900/940] lr: 4.000e-03, eta: 15:39:40, time: 1.465, data_time: 0.003, memory: 6929, loss_aux: 1.0091, top1_acc: 0.6406, top5_acc: 0.8326, loss_cls: 1.5025, loss: 2.5116, grad_norm: 5.0633 2020-09-25 09:03:23,179 - mmaction - INFO - Epoch [109][920/940] lr: 4.000e-03, eta: 15:39:11, time: 1.465, data_time: 0.001, memory: 6929, loss_aux: 0.9935, top1_acc: 0.6521, top5_acc: 0.8365, loss_cls: 1.4552, loss: 2.4487, grad_norm: 4.9604 2020-09-25 09:03:51,131 - mmaction - INFO - Epoch [109][940/940] lr: 4.000e-03, eta: 15:38:41, time: 1.398, data_time: 0.002, memory: 6929, loss_aux: 1.0141, top1_acc: 0.6477, top5_acc: 0.8393, loss_cls: 1.4693, loss: 2.4834, grad_norm: 5.0079 2020-09-25 09:03:51,643 - mmaction - INFO - Saving checkpoint at 109 epochs 2020-09-25 09:04:27,015 - mmaction - INFO - Epoch [110][20/940] lr: 4.000e-03, eta: 15:38:13, time: 1.540, data_time: 0.273, memory: 6929, loss_aux: 1.0055, top1_acc: 0.6508, top5_acc: 0.8359, loss_cls: 1.4746, loss: 2.4801, grad_norm: 5.0739 2020-09-25 09:04:53,993 - mmaction - INFO - Epoch [110][40/940] lr: 4.000e-03, eta: 15:37:42, time: 1.350, data_time: 0.003, memory: 6929, loss_aux: 1.0276, top1_acc: 0.6430, top5_acc: 0.8303, loss_cls: 1.5116, loss: 2.5392, grad_norm: 5.0928 2020-09-25 09:05:23,789 - mmaction - INFO - Epoch [110][60/940] lr: 4.000e-03, eta: 15:37:13, time: 1.489, data_time: 0.001, memory: 6929, loss_aux: 0.9787, top1_acc: 0.6652, top5_acc: 0.8439, loss_cls: 1.4207, loss: 2.3994, grad_norm: 4.8721 2020-09-25 09:05:51,144 - mmaction - INFO - Epoch [110][80/940] lr: 4.000e-03, eta: 15:36:44, time: 1.368, data_time: 0.003, memory: 6929, loss_aux: 0.9718, top1_acc: 0.6574, top5_acc: 0.8504, loss_cls: 1.4087, loss: 2.3805, grad_norm: 4.9433 2020-09-25 09:06:19,792 - mmaction - INFO - Epoch [110][100/940] lr: 4.000e-03, eta: 15:36:14, time: 1.434, data_time: 0.003, memory: 6929, loss_aux: 0.9938, top1_acc: 0.6613, top5_acc: 0.8426, loss_cls: 1.4313, loss: 2.4251, grad_norm: 5.0052 2020-09-25 09:06:48,926 - mmaction - INFO - Epoch [110][120/940] lr: 4.000e-03, eta: 15:35:45, time: 1.456, data_time: 0.001, memory: 6929, loss_aux: 0.9793, top1_acc: 0.6547, top5_acc: 0.8449, loss_cls: 1.4249, loss: 2.4041, grad_norm: 4.9240 2020-09-25 09:07:19,044 - mmaction - INFO - Epoch [110][140/940] lr: 4.000e-03, eta: 15:35:16, time: 1.507, data_time: 0.002, memory: 6929, loss_aux: 1.0071, top1_acc: 0.6572, top5_acc: 0.8445, loss_cls: 1.4454, loss: 2.4525, grad_norm: 4.9349 2020-09-25 09:07:47,557 - mmaction - INFO - Epoch [110][160/940] lr: 4.000e-03, eta: 15:34:46, time: 1.425, data_time: 0.001, memory: 6929, loss_aux: 0.9832, top1_acc: 0.6617, top5_acc: 0.8445, loss_cls: 1.4231, loss: 2.4063, grad_norm: 4.9549 2020-09-25 09:08:16,279 - mmaction - INFO - Epoch [110][180/940] lr: 4.000e-03, eta: 15:34:17, time: 1.437, data_time: 0.002, memory: 6929, loss_aux: 1.0070, top1_acc: 0.6426, top5_acc: 0.8363, loss_cls: 1.4886, loss: 2.4956, grad_norm: 5.0124 2020-09-25 09:08:45,210 - mmaction - INFO - Epoch [110][200/940] lr: 4.000e-03, eta: 15:33:48, time: 1.445, data_time: 0.001, memory: 6929, loss_aux: 1.0089, top1_acc: 0.6518, top5_acc: 0.8361, loss_cls: 1.4672, loss: 2.4761, grad_norm: 5.0036 2020-09-25 09:09:13,231 - mmaction - INFO - Epoch [110][220/940] lr: 4.000e-03, eta: 15:33:18, time: 1.402, data_time: 0.003, memory: 6929, loss_aux: 0.9891, top1_acc: 0.6531, top5_acc: 0.8432, loss_cls: 1.4276, loss: 2.4167, grad_norm: 4.8988 2020-09-25 09:09:42,001 - mmaction - INFO - Epoch [110][240/940] lr: 4.000e-03, eta: 15:32:49, time: 1.438, data_time: 0.001, memory: 6929, loss_aux: 0.9901, top1_acc: 0.6641, top5_acc: 0.8525, loss_cls: 1.4007, loss: 2.3907, grad_norm: 4.9280 2020-09-25 09:10:10,184 - mmaction - INFO - Epoch [110][260/940] lr: 4.000e-03, eta: 15:32:19, time: 1.409, data_time: 0.002, memory: 6929, loss_aux: 0.9869, top1_acc: 0.6605, top5_acc: 0.8439, loss_cls: 1.4261, loss: 2.4130, grad_norm: 4.9801 2020-09-25 09:10:39,824 - mmaction - INFO - Epoch [110][280/940] lr: 4.000e-03, eta: 15:31:50, time: 1.482, data_time: 0.002, memory: 6929, loss_aux: 1.0115, top1_acc: 0.6561, top5_acc: 0.8398, loss_cls: 1.4588, loss: 2.4703, grad_norm: 4.9298 2020-09-25 09:11:07,560 - mmaction - INFO - Epoch [110][300/940] lr: 4.000e-03, eta: 15:31:20, time: 1.386, data_time: 0.002, memory: 6929, loss_aux: 0.9970, top1_acc: 0.6533, top5_acc: 0.8383, loss_cls: 1.4532, loss: 2.4502, grad_norm: 5.0133 2020-09-25 09:11:37,616 - mmaction - INFO - Epoch [110][320/940] lr: 4.000e-03, eta: 15:30:51, time: 1.504, data_time: 0.003, memory: 6929, loss_aux: 0.9972, top1_acc: 0.6541, top5_acc: 0.8455, loss_cls: 1.4456, loss: 2.4428, grad_norm: 5.0136 2020-09-25 09:12:05,363 - mmaction - INFO - Epoch [110][340/940] lr: 4.000e-03, eta: 15:30:21, time: 1.386, data_time: 0.001, memory: 6929, loss_aux: 0.9999, top1_acc: 0.6535, top5_acc: 0.8432, loss_cls: 1.4414, loss: 2.4413, grad_norm: 5.0184 2020-09-25 09:12:33,375 - mmaction - INFO - Epoch [110][360/940] lr: 4.000e-03, eta: 15:29:52, time: 1.401, data_time: 0.002, memory: 6929, loss_aux: 1.0081, top1_acc: 0.6480, top5_acc: 0.8416, loss_cls: 1.4788, loss: 2.4869, grad_norm: 5.0638 2020-09-25 09:13:01,639 - mmaction - INFO - Epoch [110][380/940] lr: 4.000e-03, eta: 15:29:22, time: 1.413, data_time: 0.001, memory: 6929, loss_aux: 0.9868, top1_acc: 0.6582, top5_acc: 0.8541, loss_cls: 1.4219, loss: 2.4087, grad_norm: 5.0814 2020-09-25 09:13:30,052 - mmaction - INFO - Epoch [110][400/940] lr: 4.000e-03, eta: 15:28:53, time: 1.420, data_time: 0.001, memory: 6929, loss_aux: 0.9859, top1_acc: 0.6580, top5_acc: 0.8469, loss_cls: 1.4232, loss: 2.4091, grad_norm: 5.0381 2020-09-25 09:13:57,989 - mmaction - INFO - Epoch [110][420/940] lr: 4.000e-03, eta: 15:28:23, time: 1.397, data_time: 0.002, memory: 6929, loss_aux: 0.9843, top1_acc: 0.6572, top5_acc: 0.8379, loss_cls: 1.4449, loss: 2.4293, grad_norm: 5.0193 2020-09-25 09:14:25,934 - mmaction - INFO - Epoch [110][440/940] lr: 4.000e-03, eta: 15:27:53, time: 1.398, data_time: 0.003, memory: 6929, loss_aux: 0.9925, top1_acc: 0.6580, top5_acc: 0.8461, loss_cls: 1.4351, loss: 2.4275, grad_norm: 4.9347 2020-09-25 09:14:53,807 - mmaction - INFO - Epoch [110][460/940] lr: 4.000e-03, eta: 15:27:24, time: 1.394, data_time: 0.002, memory: 6929, loss_aux: 0.9959, top1_acc: 0.6619, top5_acc: 0.8438, loss_cls: 1.4359, loss: 2.4319, grad_norm: 4.9629 2020-09-25 09:15:22,128 - mmaction - INFO - Epoch [110][480/940] lr: 4.000e-03, eta: 15:26:54, time: 1.416, data_time: 0.001, memory: 6929, loss_aux: 0.9887, top1_acc: 0.6662, top5_acc: 0.8412, loss_cls: 1.4253, loss: 2.4141, grad_norm: 4.9284 2020-09-25 09:15:51,470 - mmaction - INFO - Epoch [110][500/940] lr: 4.000e-03, eta: 15:26:25, time: 1.466, data_time: 0.001, memory: 6929, loss_aux: 1.0181, top1_acc: 0.6416, top5_acc: 0.8326, loss_cls: 1.4968, loss: 2.5149, grad_norm: 5.0337 2020-09-25 09:16:20,067 - mmaction - INFO - Epoch [110][520/940] lr: 4.000e-03, eta: 15:25:55, time: 1.430, data_time: 0.002, memory: 6929, loss_aux: 0.9724, top1_acc: 0.6617, top5_acc: 0.8418, loss_cls: 1.4031, loss: 2.3755, grad_norm: 4.9360 2020-09-25 09:16:48,015 - mmaction - INFO - Epoch [110][540/940] lr: 4.000e-03, eta: 15:25:26, time: 1.397, data_time: 0.001, memory: 6929, loss_aux: 0.9919, top1_acc: 0.6506, top5_acc: 0.8410, loss_cls: 1.4723, loss: 2.4643, grad_norm: 5.0811 2020-09-25 09:17:17,384 - mmaction - INFO - Epoch [110][560/940] lr: 4.000e-03, eta: 15:24:56, time: 1.468, data_time: 0.003, memory: 6929, loss_aux: 1.0303, top1_acc: 0.6471, top5_acc: 0.8273, loss_cls: 1.5068, loss: 2.5371, grad_norm: 5.0958 2020-09-25 09:17:44,466 - mmaction - INFO - Epoch [110][580/940] lr: 4.000e-03, eta: 15:24:26, time: 1.354, data_time: 0.002, memory: 6929, loss_aux: 0.9708, top1_acc: 0.6646, top5_acc: 0.8486, loss_cls: 1.4054, loss: 2.3762, grad_norm: 4.9524 2020-09-25 09:18:12,614 - mmaction - INFO - Epoch [110][600/940] lr: 4.000e-03, eta: 15:23:57, time: 1.409, data_time: 0.005, memory: 6929, loss_aux: 1.0191, top1_acc: 0.6518, top5_acc: 0.8309, loss_cls: 1.4926, loss: 2.5117, grad_norm: 5.0507 2020-09-25 09:18:40,697 - mmaction - INFO - Epoch [110][620/940] lr: 4.000e-03, eta: 15:23:27, time: 1.404, data_time: 0.001, memory: 6929, loss_aux: 0.9762, top1_acc: 0.6658, top5_acc: 0.8434, loss_cls: 1.4183, loss: 2.3945, grad_norm: 4.9301 2020-09-25 09:19:09,126 - mmaction - INFO - Epoch [110][640/940] lr: 4.000e-03, eta: 15:22:58, time: 1.420, data_time: 0.001, memory: 6929, loss_aux: 0.9697, top1_acc: 0.6686, top5_acc: 0.8498, loss_cls: 1.3908, loss: 2.3605, grad_norm: 4.9430 2020-09-25 09:19:37,768 - mmaction - INFO - Epoch [110][660/940] lr: 4.000e-03, eta: 15:22:28, time: 1.434, data_time: 0.003, memory: 6929, loss_aux: 0.9863, top1_acc: 0.6633, top5_acc: 0.8438, loss_cls: 1.4252, loss: 2.4115, grad_norm: 4.9403 2020-09-25 09:20:06,280 - mmaction - INFO - Epoch [110][680/940] lr: 4.000e-03, eta: 15:21:59, time: 1.424, data_time: 0.001, memory: 6929, loss_aux: 0.9618, top1_acc: 0.6695, top5_acc: 0.8533, loss_cls: 1.3772, loss: 2.3390, grad_norm: 4.8953 2020-09-25 09:20:33,800 - mmaction - INFO - Epoch [110][700/940] lr: 4.000e-03, eta: 15:21:29, time: 1.378, data_time: 0.003, memory: 6929, loss_aux: 1.0063, top1_acc: 0.6594, top5_acc: 0.8381, loss_cls: 1.4603, loss: 2.4666, grad_norm: 4.9828 2020-09-25 09:21:01,978 - mmaction - INFO - Epoch [110][720/940] lr: 4.000e-03, eta: 15:20:59, time: 1.408, data_time: 0.001, memory: 6929, loss_aux: 0.9868, top1_acc: 0.6605, top5_acc: 0.8438, loss_cls: 1.4389, loss: 2.4258, grad_norm: 5.0444 2020-09-25 09:21:29,880 - mmaction - INFO - Epoch [110][740/940] lr: 4.000e-03, eta: 15:20:30, time: 1.395, data_time: 0.003, memory: 6929, loss_aux: 1.0070, top1_acc: 0.6480, top5_acc: 0.8377, loss_cls: 1.4677, loss: 2.4746, grad_norm: 5.0499 2020-09-25 09:21:58,237 - mmaction - INFO - Epoch [110][760/940] lr: 4.000e-03, eta: 15:20:00, time: 1.419, data_time: 0.003, memory: 6929, loss_aux: 0.9825, top1_acc: 0.6607, top5_acc: 0.8432, loss_cls: 1.4125, loss: 2.3950, grad_norm: 4.9768 2020-09-25 09:22:26,263 - mmaction - INFO - Epoch [110][780/940] lr: 4.000e-03, eta: 15:19:30, time: 1.400, data_time: 0.001, memory: 6929, loss_aux: 0.9602, top1_acc: 0.6623, top5_acc: 0.8535, loss_cls: 1.3885, loss: 2.3487, grad_norm: 4.9440 2020-09-25 09:22:54,137 - mmaction - INFO - Epoch [110][800/940] lr: 4.000e-03, eta: 15:19:01, time: 1.395, data_time: 0.003, memory: 6929, loss_aux: 0.9713, top1_acc: 0.6697, top5_acc: 0.8490, loss_cls: 1.4128, loss: 2.3841, grad_norm: 5.0735 2020-09-25 09:23:23,335 - mmaction - INFO - Epoch [110][820/940] lr: 4.000e-03, eta: 15:18:31, time: 1.459, data_time: 0.001, memory: 6929, loss_aux: 0.9950, top1_acc: 0.6521, top5_acc: 0.8398, loss_cls: 1.4490, loss: 2.4440, grad_norm: 4.9580 2020-09-25 09:23:52,213 - mmaction - INFO - Epoch [110][840/940] lr: 4.000e-03, eta: 15:18:02, time: 1.445, data_time: 0.002, memory: 6929, loss_aux: 0.9804, top1_acc: 0.6588, top5_acc: 0.8418, loss_cls: 1.4266, loss: 2.4071, grad_norm: 4.9549 2020-09-25 09:24:20,223 - mmaction - INFO - Epoch [110][860/940] lr: 4.000e-03, eta: 15:17:32, time: 1.398, data_time: 0.001, memory: 6929, loss_aux: 0.9793, top1_acc: 0.6592, top5_acc: 0.8398, loss_cls: 1.4390, loss: 2.4183, grad_norm: 4.8943 2020-09-25 09:24:47,547 - mmaction - INFO - Epoch [110][880/940] lr: 4.000e-03, eta: 15:17:03, time: 1.367, data_time: 0.004, memory: 6929, loss_aux: 0.9897, top1_acc: 0.6539, top5_acc: 0.8396, loss_cls: 1.4328, loss: 2.4225, grad_norm: 4.9537 2020-09-25 09:25:15,247 - mmaction - INFO - Epoch [110][900/940] lr: 4.000e-03, eta: 15:16:33, time: 1.384, data_time: 0.003, memory: 6929, loss_aux: 1.0167, top1_acc: 0.6471, top5_acc: 0.8359, loss_cls: 1.4772, loss: 2.4939, grad_norm: 5.0365 2020-09-25 09:25:43,239 - mmaction - INFO - Epoch [110][920/940] lr: 4.000e-03, eta: 15:16:03, time: 1.400, data_time: 0.003, memory: 6929, loss_aux: 0.9840, top1_acc: 0.6555, top5_acc: 0.8381, loss_cls: 1.4287, loss: 2.4127, grad_norm: 4.9664 2020-09-25 09:26:11,181 - mmaction - INFO - Epoch [110][940/940] lr: 4.000e-03, eta: 15:15:33, time: 1.398, data_time: 0.003, memory: 6929, loss_aux: 0.9912, top1_acc: 0.6615, top5_acc: 0.8431, loss_cls: 1.4444, loss: 2.4355, grad_norm: 4.9820 2020-09-25 09:26:11,646 - mmaction - INFO - Saving checkpoint at 110 epochs 2020-09-25 09:26:44,774 - mmaction - INFO - Epoch [111][20/940] lr: 4.000e-03, eta: 15:15:05, time: 1.525, data_time: 0.262, memory: 6929, loss_aux: 1.0177, top1_acc: 0.6529, top5_acc: 0.8281, loss_cls: 1.5030, loss: 2.5208, grad_norm: 5.1070 2020-09-25 09:27:12,048 - mmaction - INFO - Epoch [111][40/940] lr: 4.000e-03, eta: 15:14:35, time: 1.365, data_time: 0.004, memory: 6929, loss_aux: 1.0238, top1_acc: 0.6383, top5_acc: 0.8381, loss_cls: 1.4955, loss: 2.5193, grad_norm: 5.1728 2020-09-25 09:27:39,852 - mmaction - INFO - Epoch [111][60/940] lr: 4.000e-03, eta: 15:14:05, time: 1.391, data_time: 0.002, memory: 6929, loss_aux: 0.9995, top1_acc: 0.6502, top5_acc: 0.8373, loss_cls: 1.4622, loss: 2.4617, grad_norm: 5.0857 2020-09-25 09:28:08,357 - mmaction - INFO - Epoch [111][80/940] lr: 4.000e-03, eta: 15:13:36, time: 1.424, data_time: 0.001, memory: 6929, loss_aux: 0.9940, top1_acc: 0.6617, top5_acc: 0.8436, loss_cls: 1.4442, loss: 2.4383, grad_norm: 4.9973 2020-09-25 09:28:35,665 - mmaction - INFO - Epoch [111][100/940] lr: 4.000e-03, eta: 15:13:06, time: 1.366, data_time: 0.003, memory: 6929, loss_aux: 1.0002, top1_acc: 0.6498, top5_acc: 0.8393, loss_cls: 1.4505, loss: 2.4507, grad_norm: 4.9987 2020-09-25 09:29:04,176 - mmaction - INFO - Epoch [111][120/940] lr: 4.000e-03, eta: 15:12:36, time: 1.424, data_time: 0.002, memory: 6929, loss_aux: 0.9812, top1_acc: 0.6668, top5_acc: 0.8520, loss_cls: 1.3885, loss: 2.3697, grad_norm: 4.9976 2020-09-25 09:29:32,002 - mmaction - INFO - Epoch [111][140/940] lr: 4.000e-03, eta: 15:12:06, time: 1.392, data_time: 0.003, memory: 6929, loss_aux: 0.9945, top1_acc: 0.6596, top5_acc: 0.8443, loss_cls: 1.4496, loss: 2.4441, grad_norm: 5.2047 2020-09-25 09:29:59,894 - mmaction - INFO - Epoch [111][160/940] lr: 4.000e-03, eta: 15:11:37, time: 1.395, data_time: 0.003, memory: 6929, loss_aux: 0.9811, top1_acc: 0.6617, top5_acc: 0.8422, loss_cls: 1.4155, loss: 2.3966, grad_norm: 5.0176 2020-09-25 09:30:27,627 - mmaction - INFO - Epoch [111][180/940] lr: 4.000e-03, eta: 15:11:07, time: 1.386, data_time: 0.001, memory: 6929, loss_aux: 0.9857, top1_acc: 0.6639, top5_acc: 0.8451, loss_cls: 1.4326, loss: 2.4182, grad_norm: 5.0246 2020-09-25 09:30:55,566 - mmaction - INFO - Epoch [111][200/940] lr: 4.000e-03, eta: 15:10:37, time: 1.398, data_time: 0.002, memory: 6929, loss_aux: 0.9906, top1_acc: 0.6594, top5_acc: 0.8453, loss_cls: 1.4225, loss: 2.4131, grad_norm: 5.0105 2020-09-25 09:31:23,277 - mmaction - INFO - Epoch [111][220/940] lr: 4.000e-03, eta: 15:10:08, time: 1.386, data_time: 0.001, memory: 6929, loss_aux: 0.9707, top1_acc: 0.6643, top5_acc: 0.8455, loss_cls: 1.4100, loss: 2.3807, grad_norm: 5.0063 2020-09-25 09:31:51,080 - mmaction - INFO - Epoch [111][240/940] lr: 4.000e-03, eta: 15:09:38, time: 1.389, data_time: 0.001, memory: 6929, loss_aux: 1.0136, top1_acc: 0.6529, top5_acc: 0.8396, loss_cls: 1.4719, loss: 2.4854, grad_norm: 5.1094 2020-09-25 09:32:19,114 - mmaction - INFO - Epoch [111][260/940] lr: 4.000e-03, eta: 15:09:08, time: 1.402, data_time: 0.002, memory: 6929, loss_aux: 1.0186, top1_acc: 0.6498, top5_acc: 0.8383, loss_cls: 1.4808, loss: 2.4994, grad_norm: 5.0694 2020-09-25 09:32:46,853 - mmaction - INFO - Epoch [111][280/940] lr: 4.000e-03, eta: 15:08:38, time: 1.386, data_time: 0.002, memory: 6929, loss_aux: 0.9898, top1_acc: 0.6566, top5_acc: 0.8406, loss_cls: 1.4266, loss: 2.4164, grad_norm: 5.0783 2020-09-25 09:33:14,334 - mmaction - INFO - Epoch [111][300/940] lr: 4.000e-03, eta: 15:08:09, time: 1.375, data_time: 0.002, memory: 6929, loss_aux: 1.0119, top1_acc: 0.6609, top5_acc: 0.8402, loss_cls: 1.4499, loss: 2.4618, grad_norm: 5.0550 2020-09-25 09:33:42,648 - mmaction - INFO - Epoch [111][320/940] lr: 4.000e-03, eta: 15:07:39, time: 1.415, data_time: 0.001, memory: 6929, loss_aux: 1.0088, top1_acc: 0.6523, top5_acc: 0.8371, loss_cls: 1.4689, loss: 2.4777, grad_norm: 5.1504 2020-09-25 09:34:10,352 - mmaction - INFO - Epoch [111][340/940] lr: 4.000e-03, eta: 15:07:09, time: 1.385, data_time: 0.002, memory: 6929, loss_aux: 0.9689, top1_acc: 0.6762, top5_acc: 0.8486, loss_cls: 1.3887, loss: 2.3576, grad_norm: 4.9274 2020-09-25 09:34:38,579 - mmaction - INFO - Epoch [111][360/940] lr: 4.000e-03, eta: 15:06:40, time: 1.412, data_time: 0.002, memory: 6929, loss_aux: 0.9889, top1_acc: 0.6527, top5_acc: 0.8473, loss_cls: 1.4185, loss: 2.4074, grad_norm: 4.9765 2020-09-25 09:35:06,286 - mmaction - INFO - Epoch [111][380/940] lr: 4.000e-03, eta: 15:06:10, time: 1.383, data_time: 0.001, memory: 6929, loss_aux: 0.9876, top1_acc: 0.6547, top5_acc: 0.8436, loss_cls: 1.4360, loss: 2.4236, grad_norm: 5.0124 2020-09-25 09:35:34,964 - mmaction - INFO - Epoch [111][400/940] lr: 4.000e-03, eta: 15:05:41, time: 1.436, data_time: 0.004, memory: 6929, loss_aux: 1.0110, top1_acc: 0.6465, top5_acc: 0.8375, loss_cls: 1.4907, loss: 2.5017, grad_norm: 5.0477 2020-09-25 09:36:03,106 - mmaction - INFO - Epoch [111][420/940] lr: 4.000e-03, eta: 15:05:11, time: 1.406, data_time: 0.001, memory: 6929, loss_aux: 1.0069, top1_acc: 0.6455, top5_acc: 0.8375, loss_cls: 1.4777, loss: 2.4846, grad_norm: 5.1157 2020-09-25 09:36:30,465 - mmaction - INFO - Epoch [111][440/940] lr: 4.000e-03, eta: 15:04:41, time: 1.368, data_time: 0.002, memory: 6929, loss_aux: 1.0035, top1_acc: 0.6518, top5_acc: 0.8328, loss_cls: 1.4744, loss: 2.4779, grad_norm: 5.0080 2020-09-25 09:36:58,729 - mmaction - INFO - Epoch [111][460/940] lr: 4.000e-03, eta: 15:04:11, time: 1.414, data_time: 0.003, memory: 6929, loss_aux: 0.9830, top1_acc: 0.6594, top5_acc: 0.8449, loss_cls: 1.4315, loss: 2.4145, grad_norm: 5.0728 2020-09-25 09:37:26,359 - mmaction - INFO - Epoch [111][480/940] lr: 4.000e-03, eta: 15:03:42, time: 1.380, data_time: 0.001, memory: 6929, loss_aux: 0.9768, top1_acc: 0.6615, top5_acc: 0.8469, loss_cls: 1.4290, loss: 2.4058, grad_norm: 5.0240 2020-09-25 09:37:54,421 - mmaction - INFO - Epoch [111][500/940] lr: 4.000e-03, eta: 15:03:12, time: 1.405, data_time: 0.005, memory: 6929, loss_aux: 0.9738, top1_acc: 0.6594, top5_acc: 0.8424, loss_cls: 1.4299, loss: 2.4037, grad_norm: 5.0410 2020-09-25 09:38:23,176 - mmaction - INFO - Epoch [111][520/940] lr: 4.000e-03, eta: 15:02:43, time: 1.437, data_time: 0.001, memory: 6929, loss_aux: 0.9913, top1_acc: 0.6469, top5_acc: 0.8387, loss_cls: 1.4661, loss: 2.4574, grad_norm: 5.0741 2020-09-25 09:38:50,162 - mmaction - INFO - Epoch [111][540/940] lr: 4.000e-03, eta: 15:02:13, time: 1.349, data_time: 0.002, memory: 6929, loss_aux: 0.9920, top1_acc: 0.6584, top5_acc: 0.8375, loss_cls: 1.4459, loss: 2.4380, grad_norm: 5.0462 2020-09-25 09:39:18,068 - mmaction - INFO - Epoch [111][560/940] lr: 4.000e-03, eta: 15:01:43, time: 1.396, data_time: 0.003, memory: 6929, loss_aux: 1.0108, top1_acc: 0.6391, top5_acc: 0.8367, loss_cls: 1.4888, loss: 2.4996, grad_norm: 5.1539 2020-09-25 09:39:45,712 - mmaction - INFO - Epoch [111][580/940] lr: 4.000e-03, eta: 15:01:13, time: 1.381, data_time: 0.001, memory: 6929, loss_aux: 0.9573, top1_acc: 0.6773, top5_acc: 0.8504, loss_cls: 1.3677, loss: 2.3249, grad_norm: 4.9390 2020-09-25 09:40:13,497 - mmaction - INFO - Epoch [111][600/940] lr: 4.000e-03, eta: 15:00:44, time: 1.391, data_time: 0.003, memory: 6929, loss_aux: 0.9853, top1_acc: 0.6555, top5_acc: 0.8480, loss_cls: 1.4259, loss: 2.4112, grad_norm: 5.0957 2020-09-25 09:40:41,406 - mmaction - INFO - Epoch [111][620/940] lr: 4.000e-03, eta: 15:00:14, time: 1.396, data_time: 0.002, memory: 6929, loss_aux: 0.9957, top1_acc: 0.6557, top5_acc: 0.8359, loss_cls: 1.4643, loss: 2.4600, grad_norm: 5.0501 2020-09-25 09:41:08,969 - mmaction - INFO - Epoch [111][640/940] lr: 4.000e-03, eta: 14:59:44, time: 1.377, data_time: 0.001, memory: 6929, loss_aux: 0.9892, top1_acc: 0.6613, top5_acc: 0.8398, loss_cls: 1.4500, loss: 2.4392, grad_norm: 5.0791 2020-09-25 09:41:37,281 - mmaction - INFO - Epoch [111][660/940] lr: 4.000e-03, eta: 14:59:15, time: 1.416, data_time: 0.002, memory: 6929, loss_aux: 0.9688, top1_acc: 0.6645, top5_acc: 0.8469, loss_cls: 1.4038, loss: 2.3727, grad_norm: 4.9416 2020-09-25 09:42:05,505 - mmaction - INFO - Epoch [111][680/940] lr: 4.000e-03, eta: 14:58:45, time: 1.410, data_time: 0.001, memory: 6929, loss_aux: 0.9927, top1_acc: 0.6607, top5_acc: 0.8363, loss_cls: 1.4598, loss: 2.4525, grad_norm: 5.0138 2020-09-25 09:42:34,747 - mmaction - INFO - Epoch [111][700/940] lr: 4.000e-03, eta: 14:58:16, time: 1.463, data_time: 0.003, memory: 6929, loss_aux: 0.9749, top1_acc: 0.6656, top5_acc: 0.8418, loss_cls: 1.4273, loss: 2.4022, grad_norm: 4.9741 2020-09-25 09:43:03,078 - mmaction - INFO - Epoch [111][720/940] lr: 4.000e-03, eta: 14:57:46, time: 1.416, data_time: 0.002, memory: 6929, loss_aux: 0.9917, top1_acc: 0.6555, top5_acc: 0.8439, loss_cls: 1.4384, loss: 2.4301, grad_norm: 5.0772 2020-09-25 09:43:31,854 - mmaction - INFO - Epoch [111][740/940] lr: 4.000e-03, eta: 14:57:17, time: 1.438, data_time: 0.002, memory: 6929, loss_aux: 0.9986, top1_acc: 0.6484, top5_acc: 0.8439, loss_cls: 1.4426, loss: 2.4413, grad_norm: 5.1861 2020-09-25 09:43:59,395 - mmaction - INFO - Epoch [111][760/940] lr: 4.000e-03, eta: 14:56:47, time: 1.377, data_time: 0.003, memory: 6929, loss_aux: 1.0072, top1_acc: 0.6500, top5_acc: 0.8334, loss_cls: 1.4915, loss: 2.4987, grad_norm: 5.1655 2020-09-25 09:44:27,650 - mmaction - INFO - Epoch [111][780/940] lr: 4.000e-03, eta: 14:56:17, time: 1.413, data_time: 0.002, memory: 6929, loss_aux: 0.9730, top1_acc: 0.6545, top5_acc: 0.8506, loss_cls: 1.4322, loss: 2.4052, grad_norm: 5.1098 2020-09-25 09:44:55,706 - mmaction - INFO - Epoch [111][800/940] lr: 4.000e-03, eta: 14:55:48, time: 1.404, data_time: 0.003, memory: 6929, loss_aux: 1.0022, top1_acc: 0.6600, top5_acc: 0.8371, loss_cls: 1.4620, loss: 2.4642, grad_norm: 5.0390 2020-09-25 09:45:24,045 - mmaction - INFO - Epoch [111][820/940] lr: 4.000e-03, eta: 14:55:18, time: 1.416, data_time: 0.001, memory: 6929, loss_aux: 1.0025, top1_acc: 0.6580, top5_acc: 0.8416, loss_cls: 1.4445, loss: 2.4469, grad_norm: 5.0269 2020-09-25 09:45:51,736 - mmaction - INFO - Epoch [111][840/940] lr: 4.000e-03, eta: 14:54:49, time: 1.385, data_time: 0.004, memory: 6929, loss_aux: 1.0194, top1_acc: 0.6506, top5_acc: 0.8346, loss_cls: 1.4816, loss: 2.5009, grad_norm: 5.1287 2020-09-25 09:46:19,643 - mmaction - INFO - Epoch [111][860/940] lr: 4.000e-03, eta: 14:54:19, time: 1.396, data_time: 0.003, memory: 6929, loss_aux: 0.9924, top1_acc: 0.6568, top5_acc: 0.8455, loss_cls: 1.4358, loss: 2.4282, grad_norm: 5.1243 2020-09-25 09:46:47,931 - mmaction - INFO - Epoch [111][880/940] lr: 4.000e-03, eta: 14:53:49, time: 1.414, data_time: 0.001, memory: 6929, loss_aux: 0.9773, top1_acc: 0.6598, top5_acc: 0.8504, loss_cls: 1.4049, loss: 2.3822, grad_norm: 5.0456 2020-09-25 09:47:15,741 - mmaction - INFO - Epoch [111][900/940] lr: 4.000e-03, eta: 14:53:20, time: 1.391, data_time: 0.003, memory: 6929, loss_aux: 1.0014, top1_acc: 0.6521, top5_acc: 0.8355, loss_cls: 1.4664, loss: 2.4678, grad_norm: 5.1018 2020-09-25 09:47:43,917 - mmaction - INFO - Epoch [111][920/940] lr: 4.000e-03, eta: 14:52:50, time: 1.408, data_time: 0.001, memory: 6929, loss_aux: 0.9713, top1_acc: 0.6629, top5_acc: 0.8445, loss_cls: 1.4007, loss: 2.3720, grad_norm: 5.0387 2020-09-25 09:48:10,821 - mmaction - INFO - Epoch [111][940/940] lr: 4.000e-03, eta: 14:52:20, time: 1.343, data_time: 0.002, memory: 6929, loss_aux: 1.0106, top1_acc: 0.6502, top5_acc: 0.8401, loss_cls: 1.4836, loss: 2.4941, grad_norm: 5.1716 2020-09-25 09:48:11,210 - mmaction - INFO - Saving checkpoint at 111 epochs 2020-09-25 09:48:44,837 - mmaction - INFO - Epoch [112][20/940] lr: 4.000e-03, eta: 14:51:51, time: 1.537, data_time: 0.253, memory: 6929, loss_aux: 0.9720, top1_acc: 0.6746, top5_acc: 0.8479, loss_cls: 1.3779, loss: 2.3499, grad_norm: 4.9871 2020-09-25 09:49:12,181 - mmaction - INFO - Epoch [112][40/940] lr: 4.000e-03, eta: 14:51:22, time: 1.367, data_time: 0.003, memory: 6929, loss_aux: 0.9848, top1_acc: 0.6639, top5_acc: 0.8404, loss_cls: 1.4334, loss: 2.4183, grad_norm: 5.0153 2020-09-25 09:49:40,797 - mmaction - INFO - Epoch [112][60/940] lr: 4.000e-03, eta: 14:50:52, time: 1.432, data_time: 0.003, memory: 6929, loss_aux: 1.0200, top1_acc: 0.6555, top5_acc: 0.8367, loss_cls: 1.4615, loss: 2.4816, grad_norm: 5.0910 2020-09-25 09:50:08,364 - mmaction - INFO - Epoch [112][80/940] lr: 4.000e-03, eta: 14:50:22, time: 1.377, data_time: 0.002, memory: 6929, loss_aux: 0.9852, top1_acc: 0.6516, top5_acc: 0.8486, loss_cls: 1.4400, loss: 2.4252, grad_norm: 5.1525 2020-09-25 09:50:36,612 - mmaction - INFO - Epoch [112][100/940] lr: 4.000e-03, eta: 14:49:53, time: 1.414, data_time: 0.003, memory: 6929, loss_aux: 0.9846, top1_acc: 0.6604, top5_acc: 0.8428, loss_cls: 1.4211, loss: 2.4058, grad_norm: 5.0857 2020-09-25 09:51:05,121 - mmaction - INFO - Epoch [112][120/940] lr: 4.000e-03, eta: 14:49:23, time: 1.424, data_time: 0.001, memory: 6929, loss_aux: 0.9831, top1_acc: 0.6543, top5_acc: 0.8436, loss_cls: 1.4343, loss: 2.4174, grad_norm: 5.1476 2020-09-25 09:51:33,129 - mmaction - INFO - Epoch [112][140/940] lr: 4.000e-03, eta: 14:48:54, time: 1.401, data_time: 0.002, memory: 6929, loss_aux: 0.9884, top1_acc: 0.6662, top5_acc: 0.8459, loss_cls: 1.4237, loss: 2.4121, grad_norm: 4.9378 2020-09-25 09:52:00,957 - mmaction - INFO - Epoch [112][160/940] lr: 4.000e-03, eta: 14:48:24, time: 1.391, data_time: 0.001, memory: 6929, loss_aux: 0.9850, top1_acc: 0.6598, top5_acc: 0.8441, loss_cls: 1.4356, loss: 2.4206, grad_norm: 5.0890 2020-09-25 09:52:29,055 - mmaction - INFO - Epoch [112][180/940] lr: 4.000e-03, eta: 14:47:54, time: 1.404, data_time: 0.001, memory: 6929, loss_aux: 1.0067, top1_acc: 0.6500, top5_acc: 0.8436, loss_cls: 1.4566, loss: 2.4633, grad_norm: 5.1981 2020-09-25 09:52:57,057 - mmaction - INFO - Epoch [112][200/940] lr: 4.000e-03, eta: 14:47:25, time: 1.402, data_time: 0.003, memory: 6929, loss_aux: 0.9817, top1_acc: 0.6582, top5_acc: 0.8438, loss_cls: 1.4143, loss: 2.3960, grad_norm: 5.0416 2020-09-25 09:53:25,442 - mmaction - INFO - Epoch [112][220/940] lr: 4.000e-03, eta: 14:46:55, time: 1.418, data_time: 0.001, memory: 6929, loss_aux: 0.9842, top1_acc: 0.6672, top5_acc: 0.8426, loss_cls: 1.4184, loss: 2.4026, grad_norm: 5.0080 2020-09-25 09:53:53,854 - mmaction - INFO - Epoch [112][240/940] lr: 4.000e-03, eta: 14:46:26, time: 1.422, data_time: 0.003, memory: 6929, loss_aux: 0.9714, top1_acc: 0.6678, top5_acc: 0.8490, loss_cls: 1.3980, loss: 2.3694, grad_norm: 5.0080 2020-09-25 09:54:22,279 - mmaction - INFO - Epoch [112][260/940] lr: 4.000e-03, eta: 14:45:56, time: 1.421, data_time: 0.001, memory: 6929, loss_aux: 0.9921, top1_acc: 0.6572, top5_acc: 0.8445, loss_cls: 1.4369, loss: 2.4290, grad_norm: 5.0731 2020-09-25 09:54:50,661 - mmaction - INFO - Epoch [112][280/940] lr: 4.000e-03, eta: 14:45:27, time: 1.418, data_time: 0.001, memory: 6929, loss_aux: 0.9768, top1_acc: 0.6627, top5_acc: 0.8414, loss_cls: 1.4359, loss: 2.4127, grad_norm: 5.0320 2020-09-25 09:55:20,120 - mmaction - INFO - Epoch [112][300/940] lr: 4.000e-03, eta: 14:44:58, time: 1.474, data_time: 0.002, memory: 6929, loss_aux: 0.9973, top1_acc: 0.6602, top5_acc: 0.8346, loss_cls: 1.4485, loss: 2.4458, grad_norm: 4.9633 2020-09-25 09:55:48,396 - mmaction - INFO - Epoch [112][320/940] lr: 4.000e-03, eta: 14:44:28, time: 1.412, data_time: 0.001, memory: 6929, loss_aux: 0.9868, top1_acc: 0.6555, top5_acc: 0.8471, loss_cls: 1.4399, loss: 2.4266, grad_norm: 5.0580 2020-09-25 09:56:17,322 - mmaction - INFO - Epoch [112][340/940] lr: 4.000e-03, eta: 14:43:59, time: 1.447, data_time: 0.003, memory: 6929, loss_aux: 1.0098, top1_acc: 0.6537, top5_acc: 0.8426, loss_cls: 1.4446, loss: 2.4544, grad_norm: 5.0911 2020-09-25 09:56:46,570 - mmaction - INFO - Epoch [112][360/940] lr: 4.000e-03, eta: 14:43:30, time: 1.461, data_time: 0.001, memory: 6929, loss_aux: 0.9773, top1_acc: 0.6652, top5_acc: 0.8479, loss_cls: 1.3919, loss: 2.3692, grad_norm: 5.0144 2020-09-25 09:57:14,878 - mmaction - INFO - Epoch [112][380/940] lr: 4.000e-03, eta: 14:43:00, time: 1.416, data_time: 0.003, memory: 6929, loss_aux: 0.9905, top1_acc: 0.6664, top5_acc: 0.8416, loss_cls: 1.4292, loss: 2.4197, grad_norm: 5.0066 2020-09-25 09:57:43,335 - mmaction - INFO - Epoch [112][400/940] lr: 4.000e-03, eta: 14:42:31, time: 1.422, data_time: 0.002, memory: 6929, loss_aux: 0.9955, top1_acc: 0.6559, top5_acc: 0.8404, loss_cls: 1.4594, loss: 2.4549, grad_norm: 5.1300 2020-09-25 09:58:12,816 - mmaction - INFO - Epoch [112][420/940] lr: 4.000e-03, eta: 14:42:02, time: 1.476, data_time: 0.003, memory: 6929, loss_aux: 0.9898, top1_acc: 0.6580, top5_acc: 0.8434, loss_cls: 1.4290, loss: 2.4188, grad_norm: 5.1005 2020-09-25 09:58:42,516 - mmaction - INFO - Epoch [112][440/940] lr: 4.000e-03, eta: 14:41:33, time: 1.485, data_time: 0.001, memory: 6929, loss_aux: 0.9944, top1_acc: 0.6670, top5_acc: 0.8414, loss_cls: 1.4302, loss: 2.4246, grad_norm: 5.0161 2020-09-25 09:59:11,480 - mmaction - INFO - Epoch [112][460/940] lr: 4.000e-03, eta: 14:41:03, time: 1.448, data_time: 0.002, memory: 6929, loss_aux: 0.9812, top1_acc: 0.6639, top5_acc: 0.8436, loss_cls: 1.4364, loss: 2.4176, grad_norm: 5.0243 2020-09-25 09:59:41,915 - mmaction - INFO - Epoch [112][480/940] lr: 4.000e-03, eta: 14:40:35, time: 1.522, data_time: 0.002, memory: 6929, loss_aux: 0.9994, top1_acc: 0.6549, top5_acc: 0.8438, loss_cls: 1.4527, loss: 2.4521, grad_norm: 5.0907 2020-09-25 10:00:14,901 - mmaction - INFO - Epoch [112][500/940] lr: 4.000e-03, eta: 14:40:07, time: 1.642, data_time: 0.001, memory: 6929, loss_aux: 0.9902, top1_acc: 0.6582, top5_acc: 0.8473, loss_cls: 1.4258, loss: 2.4160, grad_norm: 5.0966 2020-09-25 10:00:43,456 - mmaction - INFO - Epoch [112][520/940] lr: 4.000e-03, eta: 14:39:37, time: 1.435, data_time: 0.016, memory: 6929, loss_aux: 1.0089, top1_acc: 0.6521, top5_acc: 0.8371, loss_cls: 1.4599, loss: 2.4689, grad_norm: 5.0953 2020-09-25 10:01:12,333 - mmaction - INFO - Epoch [112][540/940] lr: 4.000e-03, eta: 14:39:08, time: 1.444, data_time: 0.002, memory: 6929, loss_aux: 0.9800, top1_acc: 0.6666, top5_acc: 0.8467, loss_cls: 1.4180, loss: 2.3980, grad_norm: 5.0250 2020-09-25 10:01:41,355 - mmaction - INFO - Epoch [112][560/940] lr: 4.000e-03, eta: 14:38:39, time: 1.452, data_time: 0.002, memory: 6929, loss_aux: 0.9801, top1_acc: 0.6605, top5_acc: 0.8416, loss_cls: 1.4372, loss: 2.4173, grad_norm: 5.0909 2020-09-25 10:02:10,970 - mmaction - INFO - Epoch [112][580/940] lr: 4.000e-03, eta: 14:38:10, time: 1.480, data_time: 0.001, memory: 6929, loss_aux: 1.0052, top1_acc: 0.6428, top5_acc: 0.8369, loss_cls: 1.4782, loss: 2.4834, grad_norm: 5.1662 2020-09-25 10:02:40,128 - mmaction - INFO - Epoch [112][600/940] lr: 4.000e-03, eta: 14:37:40, time: 1.459, data_time: 0.003, memory: 6929, loss_aux: 0.9772, top1_acc: 0.6561, top5_acc: 0.8506, loss_cls: 1.4323, loss: 2.4095, grad_norm: 5.0418 2020-09-25 10:03:09,414 - mmaction - INFO - Epoch [112][620/940] lr: 4.000e-03, eta: 14:37:11, time: 1.463, data_time: 0.001, memory: 6929, loss_aux: 1.0338, top1_acc: 0.6416, top5_acc: 0.8318, loss_cls: 1.5082, loss: 2.5419, grad_norm: 5.1852 2020-09-25 10:03:39,345 - mmaction - INFO - Epoch [112][640/940] lr: 4.000e-03, eta: 14:36:42, time: 1.497, data_time: 0.003, memory: 6929, loss_aux: 1.0136, top1_acc: 0.6453, top5_acc: 0.8354, loss_cls: 1.4818, loss: 2.4954, grad_norm: 5.1069 2020-09-25 10:04:07,736 - mmaction - INFO - Epoch [112][660/940] lr: 4.000e-03, eta: 14:36:13, time: 1.419, data_time: 0.001, memory: 6929, loss_aux: 0.9788, top1_acc: 0.6682, top5_acc: 0.8424, loss_cls: 1.4099, loss: 2.3888, grad_norm: 5.0621 2020-09-25 10:04:37,459 - mmaction - INFO - Epoch [112][680/940] lr: 4.000e-03, eta: 14:35:44, time: 1.487, data_time: 0.003, memory: 6929, loss_aux: 1.0086, top1_acc: 0.6475, top5_acc: 0.8402, loss_cls: 1.4695, loss: 2.4781, grad_norm: 5.1685 2020-09-25 10:05:06,736 - mmaction - INFO - Epoch [112][700/940] lr: 4.000e-03, eta: 14:35:14, time: 1.458, data_time: 0.004, memory: 6929, loss_aux: 0.9999, top1_acc: 0.6518, top5_acc: 0.8387, loss_cls: 1.4697, loss: 2.4696, grad_norm: 5.1877 2020-09-25 10:05:36,691 - mmaction - INFO - Epoch [112][720/940] lr: 4.000e-03, eta: 14:34:45, time: 1.502, data_time: 0.007, memory: 6929, loss_aux: 1.0027, top1_acc: 0.6586, top5_acc: 0.8412, loss_cls: 1.4534, loss: 2.4562, grad_norm: 5.0744 2020-09-25 10:06:05,492 - mmaction - INFO - Epoch [112][740/940] lr: 4.000e-03, eta: 14:34:16, time: 1.441, data_time: 0.003, memory: 6929, loss_aux: 0.9786, top1_acc: 0.6637, top5_acc: 0.8426, loss_cls: 1.4283, loss: 2.4069, grad_norm: 5.0560 2020-09-25 10:06:34,501 - mmaction - INFO - Epoch [112][760/940] lr: 4.000e-03, eta: 14:33:47, time: 1.451, data_time: 0.002, memory: 6929, loss_aux: 0.9996, top1_acc: 0.6582, top5_acc: 0.8441, loss_cls: 1.4493, loss: 2.4489, grad_norm: 5.1163 2020-09-25 10:07:03,377 - mmaction - INFO - Epoch [112][780/940] lr: 4.000e-03, eta: 14:33:18, time: 1.442, data_time: 0.001, memory: 6929, loss_aux: 0.9858, top1_acc: 0.6670, top5_acc: 0.8469, loss_cls: 1.4262, loss: 2.4119, grad_norm: 5.0863 2020-09-25 10:07:32,774 - mmaction - INFO - Epoch [112][800/940] lr: 4.000e-03, eta: 14:32:48, time: 1.472, data_time: 0.004, memory: 6929, loss_aux: 0.9378, top1_acc: 0.6709, top5_acc: 0.8535, loss_cls: 1.3597, loss: 2.2976, grad_norm: 4.9414 2020-09-25 10:08:01,753 - mmaction - INFO - Epoch [112][820/940] lr: 4.000e-03, eta: 14:32:19, time: 1.449, data_time: 0.001, memory: 6929, loss_aux: 0.9631, top1_acc: 0.6562, top5_acc: 0.8438, loss_cls: 1.4068, loss: 2.3700, grad_norm: 4.9282 2020-09-25 10:08:30,826 - mmaction - INFO - Epoch [112][840/940] lr: 4.000e-03, eta: 14:31:50, time: 1.453, data_time: 0.001, memory: 6929, loss_aux: 0.9972, top1_acc: 0.6496, top5_acc: 0.8385, loss_cls: 1.4589, loss: 2.4561, grad_norm: 5.0828 2020-09-25 10:09:00,312 - mmaction - INFO - Epoch [112][860/940] lr: 4.000e-03, eta: 14:31:21, time: 1.475, data_time: 0.002, memory: 6929, loss_aux: 1.0235, top1_acc: 0.6395, top5_acc: 0.8314, loss_cls: 1.4957, loss: 2.5192, grad_norm: 5.1817 2020-09-25 10:09:29,461 - mmaction - INFO - Epoch [112][880/940] lr: 4.000e-03, eta: 14:30:52, time: 1.456, data_time: 0.001, memory: 6929, loss_aux: 1.0031, top1_acc: 0.6518, top5_acc: 0.8344, loss_cls: 1.4616, loss: 2.4648, grad_norm: 5.0573 2020-09-25 10:09:58,451 - mmaction - INFO - Epoch [112][900/940] lr: 4.000e-03, eta: 14:30:22, time: 1.451, data_time: 0.003, memory: 6929, loss_aux: 1.0062, top1_acc: 0.6572, top5_acc: 0.8391, loss_cls: 1.4700, loss: 2.4761, grad_norm: 5.1111 2020-09-25 10:10:27,609 - mmaction - INFO - Epoch [112][920/940] lr: 4.000e-03, eta: 14:29:53, time: 1.456, data_time: 0.001, memory: 6929, loss_aux: 1.0127, top1_acc: 0.6471, top5_acc: 0.8396, loss_cls: 1.4852, loss: 2.4979, grad_norm: 5.1370 2020-09-25 10:10:55,509 - mmaction - INFO - Epoch [112][940/940] lr: 4.000e-03, eta: 14:29:23, time: 1.397, data_time: 0.004, memory: 6929, loss_aux: 0.9900, top1_acc: 0.6664, top5_acc: 0.8442, loss_cls: 1.4320, loss: 2.4219, grad_norm: 5.0187 2020-09-25 10:10:56,005 - mmaction - INFO - Saving checkpoint at 112 epochs 2020-09-25 10:11:31,342 - mmaction - INFO - Epoch [113][20/940] lr: 4.000e-03, eta: 14:28:55, time: 1.518, data_time: 0.261, memory: 6929, loss_aux: 1.0020, top1_acc: 0.6547, top5_acc: 0.8430, loss_cls: 1.4662, loss: 2.4681, grad_norm: 5.0999 2020-09-25 10:11:59,836 - mmaction - INFO - Epoch [113][40/940] lr: 4.000e-03, eta: 14:28:25, time: 1.425, data_time: 0.001, memory: 6929, loss_aux: 0.9648, top1_acc: 0.6682, top5_acc: 0.8492, loss_cls: 1.3854, loss: 2.3503, grad_norm: 4.9921 2020-09-25 10:12:30,055 - mmaction - INFO - Epoch [113][60/940] lr: 4.000e-03, eta: 14:27:56, time: 1.510, data_time: 0.001, memory: 6929, loss_aux: 0.9837, top1_acc: 0.6635, top5_acc: 0.8479, loss_cls: 1.4150, loss: 2.3987, grad_norm: 5.0857 2020-09-25 10:12:59,317 - mmaction - INFO - Epoch [113][80/940] lr: 4.000e-03, eta: 14:27:27, time: 1.464, data_time: 0.002, memory: 6929, loss_aux: 0.9811, top1_acc: 0.6652, top5_acc: 0.8445, loss_cls: 1.4252, loss: 2.4064, grad_norm: 5.0957 2020-09-25 10:13:28,501 - mmaction - INFO - Epoch [113][100/940] lr: 4.000e-03, eta: 14:26:58, time: 1.459, data_time: 0.001, memory: 6929, loss_aux: 0.9637, top1_acc: 0.6631, top5_acc: 0.8500, loss_cls: 1.3860, loss: 2.3497, grad_norm: 5.0572 2020-09-25 10:13:57,695 - mmaction - INFO - Epoch [113][120/940] lr: 4.000e-03, eta: 14:26:29, time: 1.460, data_time: 0.002, memory: 6929, loss_aux: 1.0227, top1_acc: 0.6523, top5_acc: 0.8326, loss_cls: 1.5003, loss: 2.5229, grad_norm: 5.1707 2020-09-25 10:14:27,553 - mmaction - INFO - Epoch [113][140/940] lr: 4.000e-03, eta: 14:26:00, time: 1.492, data_time: 0.002, memory: 6929, loss_aux: 0.9705, top1_acc: 0.6727, top5_acc: 0.8447, loss_cls: 1.3940, loss: 2.3645, grad_norm: 5.0298 2020-09-25 10:14:56,629 - mmaction - INFO - Epoch [113][160/940] lr: 4.000e-03, eta: 14:25:30, time: 1.456, data_time: 0.003, memory: 6929, loss_aux: 0.9984, top1_acc: 0.6543, top5_acc: 0.8406, loss_cls: 1.4418, loss: 2.4402, grad_norm: 5.1108 2020-09-25 10:15:25,736 - mmaction - INFO - Epoch [113][180/940] lr: 4.000e-03, eta: 14:25:01, time: 1.454, data_time: 0.001, memory: 6929, loss_aux: 0.9910, top1_acc: 0.6689, top5_acc: 0.8500, loss_cls: 1.4118, loss: 2.4028, grad_norm: 5.1185 2020-09-25 10:15:54,503 - mmaction - INFO - Epoch [113][200/940] lr: 4.000e-03, eta: 14:24:32, time: 1.439, data_time: 0.003, memory: 6929, loss_aux: 0.9683, top1_acc: 0.6570, top5_acc: 0.8479, loss_cls: 1.4183, loss: 2.3866, grad_norm: 5.1220 2020-09-25 10:16:23,723 - mmaction - INFO - Epoch [113][220/940] lr: 4.000e-03, eta: 14:24:03, time: 1.460, data_time: 0.002, memory: 6929, loss_aux: 0.9867, top1_acc: 0.6674, top5_acc: 0.8354, loss_cls: 1.4526, loss: 2.4393, grad_norm: 5.0632 2020-09-25 10:16:53,968 - mmaction - INFO - Epoch [113][240/940] lr: 4.000e-03, eta: 14:23:34, time: 1.514, data_time: 0.003, memory: 6929, loss_aux: 0.9748, top1_acc: 0.6674, top5_acc: 0.8469, loss_cls: 1.3909, loss: 2.3657, grad_norm: 5.0423 2020-09-25 10:17:22,428 - mmaction - INFO - Epoch [113][260/940] lr: 4.000e-03, eta: 14:23:04, time: 1.423, data_time: 0.001, memory: 6929, loss_aux: 0.9744, top1_acc: 0.6670, top5_acc: 0.8547, loss_cls: 1.3959, loss: 2.3703, grad_norm: 5.1515 2020-09-25 10:17:52,107 - mmaction - INFO - Epoch [113][280/940] lr: 4.000e-03, eta: 14:22:35, time: 1.483, data_time: 0.001, memory: 6929, loss_aux: 1.0169, top1_acc: 0.6516, top5_acc: 0.8324, loss_cls: 1.4704, loss: 2.4873, grad_norm: 5.1949 2020-09-25 10:18:21,977 - mmaction - INFO - Epoch [113][300/940] lr: 4.000e-03, eta: 14:22:06, time: 1.495, data_time: 0.002, memory: 6929, loss_aux: 0.9821, top1_acc: 0.6643, top5_acc: 0.8438, loss_cls: 1.4113, loss: 2.3933, grad_norm: 5.0145 2020-09-25 10:18:51,959 - mmaction - INFO - Epoch [113][320/940] lr: 4.000e-03, eta: 14:21:37, time: 1.498, data_time: 0.001, memory: 6929, loss_aux: 0.9745, top1_acc: 0.6629, top5_acc: 0.8434, loss_cls: 1.4072, loss: 2.3817, grad_norm: 4.9965 2020-09-25 10:19:20,814 - mmaction - INFO - Epoch [113][340/940] lr: 4.000e-03, eta: 14:21:08, time: 1.444, data_time: 0.002, memory: 6929, loss_aux: 1.0033, top1_acc: 0.6559, top5_acc: 0.8400, loss_cls: 1.4502, loss: 2.4535, grad_norm: 5.1066 2020-09-25 10:19:50,630 - mmaction - INFO - Epoch [113][360/940] lr: 4.000e-03, eta: 14:20:39, time: 1.490, data_time: 0.001, memory: 6929, loss_aux: 0.9996, top1_acc: 0.6533, top5_acc: 0.8449, loss_cls: 1.4325, loss: 2.4321, grad_norm: 5.0675 2020-09-25 10:20:19,402 - mmaction - INFO - Epoch [113][380/940] lr: 4.000e-03, eta: 14:20:10, time: 1.439, data_time: 0.002, memory: 6929, loss_aux: 0.9950, top1_acc: 0.6557, top5_acc: 0.8340, loss_cls: 1.4582, loss: 2.4532, grad_norm: 5.1129 2020-09-25 10:20:47,840 - mmaction - INFO - Epoch [113][400/940] lr: 4.000e-03, eta: 14:19:40, time: 1.421, data_time: 0.001, memory: 6929, loss_aux: 0.9909, top1_acc: 0.6576, top5_acc: 0.8420, loss_cls: 1.4404, loss: 2.4313, grad_norm: 5.0663 2020-09-25 10:21:17,107 - mmaction - INFO - Epoch [113][420/940] lr: 4.000e-03, eta: 14:19:11, time: 1.464, data_time: 0.003, memory: 6929, loss_aux: 0.9981, top1_acc: 0.6504, top5_acc: 0.8336, loss_cls: 1.4724, loss: 2.4705, grad_norm: 5.1555 2020-09-25 10:21:45,562 - mmaction - INFO - Epoch [113][440/940] lr: 4.000e-03, eta: 14:18:42, time: 1.423, data_time: 0.001, memory: 6929, loss_aux: 0.9800, top1_acc: 0.6611, top5_acc: 0.8416, loss_cls: 1.4378, loss: 2.4178, grad_norm: 5.1531 2020-09-25 10:22:14,335 - mmaction - INFO - Epoch [113][460/940] lr: 4.000e-03, eta: 14:18:12, time: 1.439, data_time: 0.002, memory: 6929, loss_aux: 0.9978, top1_acc: 0.6473, top5_acc: 0.8357, loss_cls: 1.4844, loss: 2.4823, grad_norm: 5.1420 2020-09-25 10:22:43,750 - mmaction - INFO - Epoch [113][480/940] lr: 4.000e-03, eta: 14:17:43, time: 1.470, data_time: 0.001, memory: 6929, loss_aux: 0.9755, top1_acc: 0.6598, top5_acc: 0.8465, loss_cls: 1.4226, loss: 2.3981, grad_norm: 4.9666 2020-09-25 10:23:12,491 - mmaction - INFO - Epoch [113][500/940] lr: 4.000e-03, eta: 14:17:14, time: 1.436, data_time: 0.002, memory: 6929, loss_aux: 0.9699, top1_acc: 0.6662, top5_acc: 0.8477, loss_cls: 1.4213, loss: 2.3912, grad_norm: 5.1837 2020-09-25 10:23:40,776 - mmaction - INFO - Epoch [113][520/940] lr: 4.000e-03, eta: 14:16:44, time: 1.416, data_time: 0.004, memory: 6929, loss_aux: 1.0177, top1_acc: 0.6396, top5_acc: 0.8354, loss_cls: 1.4849, loss: 2.5026, grad_norm: 5.1988 2020-09-25 10:24:09,519 - mmaction - INFO - Epoch [113][540/940] lr: 4.000e-03, eta: 14:16:15, time: 1.436, data_time: 0.001, memory: 6929, loss_aux: 0.9860, top1_acc: 0.6662, top5_acc: 0.8438, loss_cls: 1.4258, loss: 2.4118, grad_norm: 5.0843 2020-09-25 10:24:37,922 - mmaction - INFO - Epoch [113][560/940] lr: 4.000e-03, eta: 14:15:45, time: 1.421, data_time: 0.003, memory: 6929, loss_aux: 0.9700, top1_acc: 0.6605, top5_acc: 0.8453, loss_cls: 1.4053, loss: 2.3752, grad_norm: 5.1389 2020-09-25 10:25:07,523 - mmaction - INFO - Epoch [113][580/940] lr: 4.000e-03, eta: 14:15:16, time: 1.479, data_time: 0.001, memory: 6929, loss_aux: 1.0066, top1_acc: 0.6586, top5_acc: 0.8379, loss_cls: 1.4594, loss: 2.4661, grad_norm: 5.1463 2020-09-25 10:25:36,285 - mmaction - INFO - Epoch [113][600/940] lr: 4.000e-03, eta: 14:14:47, time: 1.439, data_time: 0.002, memory: 6929, loss_aux: 0.9889, top1_acc: 0.6447, top5_acc: 0.8465, loss_cls: 1.4524, loss: 2.4414, grad_norm: 5.1774 2020-09-25 10:26:05,862 - mmaction - INFO - Epoch [113][620/940] lr: 4.000e-03, eta: 14:14:18, time: 1.478, data_time: 0.001, memory: 6929, loss_aux: 1.0104, top1_acc: 0.6473, top5_acc: 0.8361, loss_cls: 1.4810, loss: 2.4914, grad_norm: 5.1694 2020-09-25 10:26:35,938 - mmaction - INFO - Epoch [113][640/940] lr: 4.000e-03, eta: 14:13:49, time: 1.505, data_time: 0.003, memory: 6929, loss_aux: 0.9914, top1_acc: 0.6664, top5_acc: 0.8432, loss_cls: 1.4262, loss: 2.4176, grad_norm: 5.1498 2020-09-25 10:27:04,241 - mmaction - INFO - Epoch [113][660/940] lr: 4.000e-03, eta: 14:13:19, time: 1.414, data_time: 0.001, memory: 6929, loss_aux: 0.9933, top1_acc: 0.6521, top5_acc: 0.8377, loss_cls: 1.4547, loss: 2.4480, grad_norm: 5.1195 2020-09-25 10:27:33,508 - mmaction - INFO - Epoch [113][680/940] lr: 4.000e-03, eta: 14:12:50, time: 1.464, data_time: 0.003, memory: 6929, loss_aux: 0.9983, top1_acc: 0.6588, top5_acc: 0.8430, loss_cls: 1.4395, loss: 2.4378, grad_norm: 5.1984 2020-09-25 10:28:01,976 - mmaction - INFO - Epoch [113][700/940] lr: 4.000e-03, eta: 14:12:21, time: 1.424, data_time: 0.002, memory: 6929, loss_aux: 0.9977, top1_acc: 0.6557, top5_acc: 0.8396, loss_cls: 1.4442, loss: 2.4419, grad_norm: 5.1200 2020-09-25 10:28:31,093 - mmaction - INFO - Epoch [113][720/940] lr: 4.000e-03, eta: 14:11:51, time: 1.455, data_time: 0.001, memory: 6929, loss_aux: 0.9947, top1_acc: 0.6535, top5_acc: 0.8402, loss_cls: 1.4557, loss: 2.4504, grad_norm: 5.0973 2020-09-25 10:28:59,610 - mmaction - INFO - Epoch [113][740/940] lr: 4.000e-03, eta: 14:11:22, time: 1.427, data_time: 0.002, memory: 6929, loss_aux: 0.9887, top1_acc: 0.6562, top5_acc: 0.8410, loss_cls: 1.4425, loss: 2.4312, grad_norm: 5.1473 2020-09-25 10:29:28,802 - mmaction - INFO - Epoch [113][760/940] lr: 4.000e-03, eta: 14:10:53, time: 1.459, data_time: 0.001, memory: 6929, loss_aux: 0.9831, top1_acc: 0.6582, top5_acc: 0.8414, loss_cls: 1.4270, loss: 2.4101, grad_norm: 5.1483 2020-09-25 10:29:57,026 - mmaction - INFO - Epoch [113][780/940] lr: 4.000e-03, eta: 14:10:23, time: 1.412, data_time: 0.003, memory: 6929, loss_aux: 0.9727, top1_acc: 0.6652, top5_acc: 0.8480, loss_cls: 1.4043, loss: 2.3770, grad_norm: 5.0288 2020-09-25 10:30:26,574 - mmaction - INFO - Epoch [113][800/940] lr: 4.000e-03, eta: 14:09:54, time: 1.478, data_time: 0.001, memory: 6929, loss_aux: 1.0044, top1_acc: 0.6404, top5_acc: 0.8318, loss_cls: 1.4818, loss: 2.4862, grad_norm: 5.1600 2020-09-25 10:30:54,886 - mmaction - INFO - Epoch [113][820/940] lr: 4.000e-03, eta: 14:09:25, time: 1.415, data_time: 0.001, memory: 6929, loss_aux: 0.9994, top1_acc: 0.6490, top5_acc: 0.8451, loss_cls: 1.4708, loss: 2.4702, grad_norm: 5.1461 2020-09-25 10:31:23,832 - mmaction - INFO - Epoch [113][840/940] lr: 4.000e-03, eta: 14:08:55, time: 1.442, data_time: 0.001, memory: 6929, loss_aux: 0.9784, top1_acc: 0.6662, top5_acc: 0.8441, loss_cls: 1.4196, loss: 2.3980, grad_norm: 5.1009 2020-09-25 10:31:51,847 - mmaction - INFO - Epoch [113][860/940] lr: 4.000e-03, eta: 14:08:26, time: 1.405, data_time: 0.007, memory: 6929, loss_aux: 0.9696, top1_acc: 0.6604, top5_acc: 0.8488, loss_cls: 1.4086, loss: 2.3782, grad_norm: 5.0437 2020-09-25 10:32:21,310 - mmaction - INFO - Epoch [113][880/940] lr: 4.000e-03, eta: 14:07:57, time: 1.474, data_time: 0.003, memory: 6929, loss_aux: 1.0010, top1_acc: 0.6576, top5_acc: 0.8387, loss_cls: 1.4575, loss: 2.4585, grad_norm: 5.1784 2020-09-25 10:32:49,397 - mmaction - INFO - Epoch [113][900/940] lr: 4.000e-03, eta: 14:07:27, time: 1.403, data_time: 0.001, memory: 6929, loss_aux: 0.9930, top1_acc: 0.6523, top5_acc: 0.8330, loss_cls: 1.4581, loss: 2.4510, grad_norm: 5.0869 2020-09-25 10:33:17,845 - mmaction - INFO - Epoch [113][920/940] lr: 4.000e-03, eta: 14:06:58, time: 1.423, data_time: 0.002, memory: 6929, loss_aux: 0.9910, top1_acc: 0.6559, top5_acc: 0.8438, loss_cls: 1.4388, loss: 2.4298, grad_norm: 5.1675 2020-09-25 10:33:45,524 - mmaction - INFO - Epoch [113][940/940] lr: 4.000e-03, eta: 14:06:28, time: 1.383, data_time: 0.001, memory: 6929, loss_aux: 0.9742, top1_acc: 0.6605, top5_acc: 0.8423, loss_cls: 1.4345, loss: 2.4086, grad_norm: 5.0730 2020-09-25 10:33:45,976 - mmaction - INFO - Saving checkpoint at 113 epochs 2020-09-25 10:34:21,219 - mmaction - INFO - Epoch [114][20/940] lr: 4.000e-03, eta: 14:05:59, time: 1.539, data_time: 0.229, memory: 6929, loss_aux: 1.0154, top1_acc: 0.6498, top5_acc: 0.8373, loss_cls: 1.4813, loss: 2.4967, grad_norm: 5.1324 2020-09-25 10:34:48,397 - mmaction - INFO - Epoch [114][40/940] lr: 4.000e-03, eta: 14:05:29, time: 1.358, data_time: 0.001, memory: 6929, loss_aux: 0.9816, top1_acc: 0.6602, top5_acc: 0.8438, loss_cls: 1.4160, loss: 2.3976, grad_norm: 5.0430 2020-09-25 10:35:16,349 - mmaction - INFO - Epoch [114][60/940] lr: 4.000e-03, eta: 14:05:00, time: 1.394, data_time: 0.002, memory: 6929, loss_aux: 0.9716, top1_acc: 0.6645, top5_acc: 0.8502, loss_cls: 1.3972, loss: 2.3688, grad_norm: 5.1762 2020-09-25 10:35:44,092 - mmaction - INFO - Epoch [114][80/940] lr: 4.000e-03, eta: 14:04:30, time: 1.390, data_time: 0.005, memory: 6929, loss_aux: 0.9929, top1_acc: 0.6627, top5_acc: 0.8404, loss_cls: 1.4486, loss: 2.4415, grad_norm: 5.0958 2020-09-25 10:36:12,789 - mmaction - INFO - Epoch [114][100/940] lr: 4.000e-03, eta: 14:04:01, time: 1.436, data_time: 0.003, memory: 6929, loss_aux: 0.9981, top1_acc: 0.6549, top5_acc: 0.8377, loss_cls: 1.4514, loss: 2.4495, grad_norm: 5.1702 2020-09-25 10:36:41,530 - mmaction - INFO - Epoch [114][120/940] lr: 4.000e-03, eta: 14:03:31, time: 1.437, data_time: 0.001, memory: 6929, loss_aux: 0.9892, top1_acc: 0.6586, top5_acc: 0.8422, loss_cls: 1.4286, loss: 2.4178, grad_norm: 5.1489 2020-09-25 10:37:09,771 - mmaction - INFO - Epoch [114][140/940] lr: 4.000e-03, eta: 14:03:02, time: 1.411, data_time: 0.001, memory: 6929, loss_aux: 0.9764, top1_acc: 0.6641, top5_acc: 0.8492, loss_cls: 1.4087, loss: 2.3851, grad_norm: 5.1162 2020-09-25 10:37:38,320 - mmaction - INFO - Epoch [114][160/940] lr: 4.000e-03, eta: 14:02:32, time: 1.428, data_time: 0.003, memory: 6929, loss_aux: 0.9917, top1_acc: 0.6523, top5_acc: 0.8410, loss_cls: 1.4434, loss: 2.4351, grad_norm: 5.2360 2020-09-25 10:38:06,629 - mmaction - INFO - Epoch [114][180/940] lr: 4.000e-03, eta: 14:02:03, time: 1.415, data_time: 0.001, memory: 6929, loss_aux: 0.9968, top1_acc: 0.6648, top5_acc: 0.8473, loss_cls: 1.4240, loss: 2.4209, grad_norm: 5.1846 2020-09-25 10:38:35,224 - mmaction - INFO - Epoch [114][200/940] lr: 4.000e-03, eta: 14:01:34, time: 1.430, data_time: 0.002, memory: 6929, loss_aux: 0.9884, top1_acc: 0.6715, top5_acc: 0.8480, loss_cls: 1.3918, loss: 2.3803, grad_norm: 5.0372 2020-09-25 10:39:03,615 - mmaction - INFO - Epoch [114][220/940] lr: 4.000e-03, eta: 14:01:04, time: 1.419, data_time: 0.002, memory: 6929, loss_aux: 0.9783, top1_acc: 0.6662, top5_acc: 0.8531, loss_cls: 1.4045, loss: 2.3829, grad_norm: 5.1046 2020-09-25 10:39:33,560 - mmaction - INFO - Epoch [114][240/940] lr: 4.000e-03, eta: 14:00:35, time: 1.498, data_time: 0.003, memory: 6929, loss_aux: 0.9910, top1_acc: 0.6619, top5_acc: 0.8455, loss_cls: 1.4151, loss: 2.4061, grad_norm: 5.2104 2020-09-25 10:40:01,872 - mmaction - INFO - Epoch [114][260/940] lr: 4.000e-03, eta: 14:00:06, time: 1.406, data_time: 0.001, memory: 6929, loss_aux: 0.9778, top1_acc: 0.6691, top5_acc: 0.8465, loss_cls: 1.4049, loss: 2.3827, grad_norm: 5.1327 2020-09-25 10:40:30,769 - mmaction - INFO - Epoch [114][280/940] lr: 4.000e-03, eta: 13:59:36, time: 1.453, data_time: 0.011, memory: 6929, loss_aux: 0.9862, top1_acc: 0.6619, top5_acc: 0.8385, loss_cls: 1.4190, loss: 2.4053, grad_norm: 5.0650 2020-09-25 10:40:59,879 - mmaction - INFO - Epoch [114][300/940] lr: 4.000e-03, eta: 13:59:07, time: 1.456, data_time: 0.003, memory: 6929, loss_aux: 0.9763, top1_acc: 0.6686, top5_acc: 0.8418, loss_cls: 1.4162, loss: 2.3925, grad_norm: 5.0599 2020-09-25 10:41:27,357 - mmaction - INFO - Epoch [114][320/940] lr: 4.000e-03, eta: 13:58:37, time: 1.373, data_time: 0.002, memory: 6929, loss_aux: 0.9951, top1_acc: 0.6566, top5_acc: 0.8350, loss_cls: 1.4570, loss: 2.4521, grad_norm: 5.1054 2020-09-25 10:41:55,562 - mmaction - INFO - Epoch [114][340/940] lr: 4.000e-03, eta: 13:58:08, time: 1.412, data_time: 0.003, memory: 6929, loss_aux: 0.9996, top1_acc: 0.6525, top5_acc: 0.8400, loss_cls: 1.4447, loss: 2.4443, grad_norm: 5.0903 2020-09-25 10:42:23,998 - mmaction - INFO - Epoch [114][360/940] lr: 4.000e-03, eta: 13:57:38, time: 1.422, data_time: 0.001, memory: 6929, loss_aux: 0.9868, top1_acc: 0.6633, top5_acc: 0.8426, loss_cls: 1.4402, loss: 2.4270, grad_norm: 5.0681 2020-09-25 10:42:52,331 - mmaction - INFO - Epoch [114][380/940] lr: 4.000e-03, eta: 13:57:09, time: 1.415, data_time: 0.001, memory: 6929, loss_aux: 0.9970, top1_acc: 0.6539, top5_acc: 0.8400, loss_cls: 1.4452, loss: 2.4422, grad_norm: 5.1960 2020-09-25 10:43:21,691 - mmaction - INFO - Epoch [114][400/940] lr: 4.000e-03, eta: 13:56:40, time: 1.469, data_time: 0.004, memory: 6929, loss_aux: 0.9836, top1_acc: 0.6629, top5_acc: 0.8506, loss_cls: 1.3983, loss: 2.3820, grad_norm: 5.1777 2020-09-25 10:43:49,277 - mmaction - INFO - Epoch [114][420/940] lr: 4.000e-03, eta: 13:56:10, time: 1.379, data_time: 0.001, memory: 6929, loss_aux: 0.9879, top1_acc: 0.6600, top5_acc: 0.8410, loss_cls: 1.4308, loss: 2.4187, grad_norm: 5.1458 2020-09-25 10:44:17,740 - mmaction - INFO - Epoch [114][440/940] lr: 4.000e-03, eta: 13:55:41, time: 1.423, data_time: 0.002, memory: 6929, loss_aux: 0.9965, top1_acc: 0.6586, top5_acc: 0.8404, loss_cls: 1.4469, loss: 2.4434, grad_norm: 5.0762 2020-09-25 10:44:45,547 - mmaction - INFO - Epoch [114][460/940] lr: 4.000e-03, eta: 13:55:11, time: 1.390, data_time: 0.002, memory: 6929, loss_aux: 0.9868, top1_acc: 0.6648, top5_acc: 0.8404, loss_cls: 1.4413, loss: 2.4282, grad_norm: 5.1499 2020-09-25 10:45:14,692 - mmaction - INFO - Epoch [114][480/940] lr: 4.000e-03, eta: 13:54:42, time: 1.457, data_time: 0.002, memory: 6929, loss_aux: 0.9917, top1_acc: 0.6523, top5_acc: 0.8508, loss_cls: 1.4305, loss: 2.4223, grad_norm: 5.2137 2020-09-25 10:45:43,130 - mmaction - INFO - Epoch [114][500/940] lr: 4.000e-03, eta: 13:54:12, time: 1.423, data_time: 0.003, memory: 6929, loss_aux: 0.9766, top1_acc: 0.6625, top5_acc: 0.8438, loss_cls: 1.4120, loss: 2.3886, grad_norm: 5.1287 2020-09-25 10:46:11,430 - mmaction - INFO - Epoch [114][520/940] lr: 4.000e-03, eta: 13:53:43, time: 1.415, data_time: 0.002, memory: 6929, loss_aux: 1.0105, top1_acc: 0.6438, top5_acc: 0.8377, loss_cls: 1.4790, loss: 2.4895, grad_norm: 5.2301 2020-09-25 10:46:38,968 - mmaction - INFO - Epoch [114][540/940] lr: 4.000e-03, eta: 13:53:13, time: 1.377, data_time: 0.002, memory: 6929, loss_aux: 0.9883, top1_acc: 0.6541, top5_acc: 0.8404, loss_cls: 1.4344, loss: 2.4227, grad_norm: 5.0739 2020-09-25 10:47:07,707 - mmaction - INFO - Epoch [114][560/940] lr: 4.000e-03, eta: 13:52:44, time: 1.436, data_time: 0.001, memory: 6929, loss_aux: 1.0021, top1_acc: 0.6557, top5_acc: 0.8387, loss_cls: 1.4644, loss: 2.4665, grad_norm: 5.1073 2020-09-25 10:47:35,478 - mmaction - INFO - Epoch [114][580/940] lr: 4.000e-03, eta: 13:52:14, time: 1.389, data_time: 0.003, memory: 6929, loss_aux: 1.0150, top1_acc: 0.6408, top5_acc: 0.8371, loss_cls: 1.4785, loss: 2.4936, grad_norm: 5.1523 2020-09-25 10:48:03,898 - mmaction - INFO - Epoch [114][600/940] lr: 4.000e-03, eta: 13:51:45, time: 1.420, data_time: 0.001, memory: 6929, loss_aux: 0.9824, top1_acc: 0.6645, top5_acc: 0.8447, loss_cls: 1.4343, loss: 2.4167, grad_norm: 5.1337 2020-09-25 10:48:31,374 - mmaction - INFO - Epoch [114][620/940] lr: 4.000e-03, eta: 13:51:15, time: 1.375, data_time: 0.003, memory: 6929, loss_aux: 0.9941, top1_acc: 0.6572, top5_acc: 0.8410, loss_cls: 1.4466, loss: 2.4407, grad_norm: 5.0768 2020-09-25 10:48:59,358 - mmaction - INFO - Epoch [114][640/940] lr: 4.000e-03, eta: 13:50:45, time: 1.400, data_time: 0.002, memory: 6929, loss_aux: 0.9911, top1_acc: 0.6551, top5_acc: 0.8488, loss_cls: 1.4457, loss: 2.4368, grad_norm: 5.2337 2020-09-25 10:49:28,072 - mmaction - INFO - Epoch [114][660/940] lr: 4.000e-03, eta: 13:50:16, time: 1.435, data_time: 0.001, memory: 6929, loss_aux: 0.9919, top1_acc: 0.6605, top5_acc: 0.8406, loss_cls: 1.4342, loss: 2.4261, grad_norm: 5.1320 2020-09-25 10:49:55,427 - mmaction - INFO - Epoch [114][680/940] lr: 4.000e-03, eta: 13:49:46, time: 1.369, data_time: 0.003, memory: 6929, loss_aux: 0.9982, top1_acc: 0.6598, top5_acc: 0.8441, loss_cls: 1.4317, loss: 2.4299, grad_norm: 5.1131 2020-09-25 10:50:23,638 - mmaction - INFO - Epoch [114][700/940] lr: 4.000e-03, eta: 13:49:17, time: 1.409, data_time: 0.001, memory: 6929, loss_aux: 0.9860, top1_acc: 0.6631, top5_acc: 0.8473, loss_cls: 1.4336, loss: 2.4195, grad_norm: 5.0825 2020-09-25 10:50:51,477 - mmaction - INFO - Epoch [114][720/940] lr: 4.000e-03, eta: 13:48:47, time: 1.392, data_time: 0.003, memory: 6929, loss_aux: 1.0024, top1_acc: 0.6529, top5_acc: 0.8430, loss_cls: 1.4534, loss: 2.4558, grad_norm: 5.1894 2020-09-25 10:51:20,016 - mmaction - INFO - Epoch [114][740/940] lr: 4.000e-03, eta: 13:48:17, time: 1.427, data_time: 0.002, memory: 6929, loss_aux: 0.9969, top1_acc: 0.6545, top5_acc: 0.8373, loss_cls: 1.4404, loss: 2.4373, grad_norm: 5.1232 2020-09-25 10:51:48,505 - mmaction - INFO - Epoch [114][760/940] lr: 4.000e-03, eta: 13:47:48, time: 1.424, data_time: 0.001, memory: 6929, loss_aux: 0.9975, top1_acc: 0.6621, top5_acc: 0.8426, loss_cls: 1.4252, loss: 2.4227, grad_norm: 5.1071 2020-09-25 10:52:16,738 - mmaction - INFO - Epoch [114][780/940] lr: 4.000e-03, eta: 13:47:19, time: 1.412, data_time: 0.002, memory: 6929, loss_aux: 1.0066, top1_acc: 0.6459, top5_acc: 0.8375, loss_cls: 1.4672, loss: 2.4738, grad_norm: 5.1666 2020-09-25 10:52:44,717 - mmaction - INFO - Epoch [114][800/940] lr: 4.000e-03, eta: 13:46:49, time: 1.398, data_time: 0.001, memory: 6929, loss_aux: 1.0208, top1_acc: 0.6441, top5_acc: 0.8430, loss_cls: 1.4755, loss: 2.4963, grad_norm: 5.2073 2020-09-25 10:53:12,784 - mmaction - INFO - Epoch [114][820/940] lr: 4.000e-03, eta: 13:46:19, time: 1.404, data_time: 0.002, memory: 6929, loss_aux: 0.9968, top1_acc: 0.6486, top5_acc: 0.8357, loss_cls: 1.4622, loss: 2.4590, grad_norm: 5.2422 2020-09-25 10:53:40,536 - mmaction - INFO - Epoch [114][840/940] lr: 4.000e-03, eta: 13:45:50, time: 1.387, data_time: 0.001, memory: 6929, loss_aux: 0.9787, top1_acc: 0.6535, top5_acc: 0.8480, loss_cls: 1.4287, loss: 2.4073, grad_norm: 5.1396 2020-09-25 10:54:09,148 - mmaction - INFO - Epoch [114][860/940] lr: 4.000e-03, eta: 13:45:20, time: 1.429, data_time: 0.001, memory: 6929, loss_aux: 0.9937, top1_acc: 0.6570, top5_acc: 0.8404, loss_cls: 1.4589, loss: 2.4526, grad_norm: 5.1655 2020-09-25 10:54:37,225 - mmaction - INFO - Epoch [114][880/940] lr: 4.000e-03, eta: 13:44:51, time: 1.405, data_time: 0.003, memory: 6929, loss_aux: 0.9797, top1_acc: 0.6672, top5_acc: 0.8494, loss_cls: 1.4023, loss: 2.3820, grad_norm: 5.0881 2020-09-25 10:55:05,047 - mmaction - INFO - Epoch [114][900/940] lr: 4.000e-03, eta: 13:44:21, time: 1.390, data_time: 0.001, memory: 6929, loss_aux: 0.9910, top1_acc: 0.6561, top5_acc: 0.8389, loss_cls: 1.4304, loss: 2.4213, grad_norm: 5.1127 2020-09-25 10:55:33,099 - mmaction - INFO - Epoch [114][920/940] lr: 4.000e-03, eta: 13:43:52, time: 1.404, data_time: 0.003, memory: 6929, loss_aux: 0.9656, top1_acc: 0.6625, top5_acc: 0.8467, loss_cls: 1.3999, loss: 2.3655, grad_norm: 5.1250 2020-09-25 10:56:00,969 - mmaction - INFO - Epoch [114][940/940] lr: 4.000e-03, eta: 13:43:22, time: 1.393, data_time: 0.001, memory: 6929, loss_aux: 0.9774, top1_acc: 0.6603, top5_acc: 0.8484, loss_cls: 1.4144, loss: 2.3917, grad_norm: 5.1510 2020-09-25 10:56:01,404 - mmaction - INFO - Saving checkpoint at 114 epochs 2020-09-25 10:56:34,729 - mmaction - INFO - Epoch [115][20/940] lr: 4.000e-03, eta: 13:42:53, time: 1.513, data_time: 0.264, memory: 6929, loss_aux: 1.0005, top1_acc: 0.6592, top5_acc: 0.8428, loss_cls: 1.4342, loss: 2.4347, grad_norm: 5.2085 2020-09-25 10:57:03,834 - mmaction - INFO - Epoch [115][40/940] lr: 4.000e-03, eta: 13:42:24, time: 1.455, data_time: 0.002, memory: 6929, loss_aux: 0.9966, top1_acc: 0.6645, top5_acc: 0.8410, loss_cls: 1.4178, loss: 2.4144, grad_norm: 5.0993 2020-09-25 10:57:33,021 - mmaction - INFO - Epoch [115][60/940] lr: 4.000e-03, eta: 13:41:55, time: 1.460, data_time: 0.002, memory: 6929, loss_aux: 0.9998, top1_acc: 0.6537, top5_acc: 0.8410, loss_cls: 1.4492, loss: 2.4490, grad_norm: 5.1198 2020-09-25 10:58:00,110 - mmaction - INFO - Epoch [115][80/940] lr: 4.000e-03, eta: 13:41:25, time: 1.354, data_time: 0.002, memory: 6929, loss_aux: 0.9999, top1_acc: 0.6539, top5_acc: 0.8459, loss_cls: 1.4221, loss: 2.4221, grad_norm: 5.1736 2020-09-25 10:58:28,685 - mmaction - INFO - Epoch [115][100/940] lr: 4.000e-03, eta: 13:40:55, time: 1.427, data_time: 0.001, memory: 6929, loss_aux: 0.9683, top1_acc: 0.6609, top5_acc: 0.8488, loss_cls: 1.4128, loss: 2.3812, grad_norm: 5.1333 2020-09-25 10:58:56,886 - mmaction - INFO - Epoch [115][120/940] lr: 4.000e-03, eta: 13:40:26, time: 1.411, data_time: 0.003, memory: 6929, loss_aux: 0.9855, top1_acc: 0.6682, top5_acc: 0.8461, loss_cls: 1.4115, loss: 2.3971, grad_norm: 5.1607 2020-09-25 10:59:25,109 - mmaction - INFO - Epoch [115][140/940] lr: 4.000e-03, eta: 13:39:56, time: 1.410, data_time: 0.001, memory: 6929, loss_aux: 0.9869, top1_acc: 0.6600, top5_acc: 0.8463, loss_cls: 1.4203, loss: 2.4072, grad_norm: 5.1350 2020-09-25 10:59:53,440 - mmaction - INFO - Epoch [115][160/940] lr: 4.000e-03, eta: 13:39:27, time: 1.417, data_time: 0.003, memory: 6929, loss_aux: 0.9852, top1_acc: 0.6539, top5_acc: 0.8453, loss_cls: 1.4268, loss: 2.4119, grad_norm: 5.2041 2020-09-25 11:00:24,838 - mmaction - INFO - Epoch [115][180/940] lr: 4.000e-03, eta: 13:38:58, time: 1.564, data_time: 0.002, memory: 6929, loss_aux: 0.9867, top1_acc: 0.6645, top5_acc: 0.8416, loss_cls: 1.4126, loss: 2.3994, grad_norm: 5.1595 2020-09-25 11:00:52,292 - mmaction - INFO - Epoch [115][200/940] lr: 4.000e-03, eta: 13:38:29, time: 1.378, data_time: 0.015, memory: 6929, loss_aux: 0.9902, top1_acc: 0.6576, top5_acc: 0.8395, loss_cls: 1.4474, loss: 2.4376, grad_norm: 5.1562 2020-09-25 11:01:20,904 - mmaction - INFO - Epoch [115][220/940] lr: 4.000e-03, eta: 13:37:59, time: 1.432, data_time: 0.003, memory: 6929, loss_aux: 0.9938, top1_acc: 0.6537, top5_acc: 0.8408, loss_cls: 1.4436, loss: 2.4374, grad_norm: 5.2025 2020-09-25 11:01:48,315 - mmaction - INFO - Epoch [115][240/940] lr: 4.000e-03, eta: 13:37:30, time: 1.370, data_time: 0.001, memory: 6929, loss_aux: 0.9634, top1_acc: 0.6781, top5_acc: 0.8475, loss_cls: 1.3719, loss: 2.3353, grad_norm: 5.1182 2020-09-25 11:02:16,523 - mmaction - INFO - Epoch [115][260/940] lr: 4.000e-03, eta: 13:37:00, time: 1.411, data_time: 0.002, memory: 6929, loss_aux: 0.9854, top1_acc: 0.6549, top5_acc: 0.8418, loss_cls: 1.4468, loss: 2.4321, grad_norm: 5.1347 2020-09-25 11:02:44,915 - mmaction - INFO - Epoch [115][280/940] lr: 4.000e-03, eta: 13:36:31, time: 1.419, data_time: 0.001, memory: 6929, loss_aux: 0.9806, top1_acc: 0.6639, top5_acc: 0.8428, loss_cls: 1.4157, loss: 2.3962, grad_norm: 5.0988 2020-09-25 11:03:12,608 - mmaction - INFO - Epoch [115][300/940] lr: 4.000e-03, eta: 13:36:01, time: 1.385, data_time: 0.002, memory: 6929, loss_aux: 0.9618, top1_acc: 0.6750, top5_acc: 0.8549, loss_cls: 1.3563, loss: 2.3181, grad_norm: 5.0575 2020-09-25 11:03:40,651 - mmaction - INFO - Epoch [115][320/940] lr: 4.000e-03, eta: 13:35:31, time: 1.402, data_time: 0.001, memory: 6929, loss_aux: 0.9940, top1_acc: 0.6625, top5_acc: 0.8443, loss_cls: 1.4278, loss: 2.4218, grad_norm: 5.1967 2020-09-25 11:04:08,353 - mmaction - INFO - Epoch [115][340/940] lr: 4.000e-03, eta: 13:35:02, time: 1.384, data_time: 0.001, memory: 6929, loss_aux: 1.0063, top1_acc: 0.6510, top5_acc: 0.8398, loss_cls: 1.4798, loss: 2.4861, grad_norm: 5.2048 2020-09-25 11:04:36,493 - mmaction - INFO - Epoch [115][360/940] lr: 4.000e-03, eta: 13:34:32, time: 1.408, data_time: 0.004, memory: 6929, loss_aux: 0.9879, top1_acc: 0.6639, top5_acc: 0.8459, loss_cls: 1.4156, loss: 2.4035, grad_norm: 5.1665 2020-09-25 11:05:04,052 - mmaction - INFO - Epoch [115][380/940] lr: 4.000e-03, eta: 13:34:03, time: 1.377, data_time: 0.001, memory: 6929, loss_aux: 0.9875, top1_acc: 0.6631, top5_acc: 0.8475, loss_cls: 1.4201, loss: 2.4076, grad_norm: 5.1037 2020-09-25 11:05:32,378 - mmaction - INFO - Epoch [115][400/940] lr: 4.000e-03, eta: 13:33:33, time: 1.416, data_time: 0.002, memory: 6929, loss_aux: 0.9882, top1_acc: 0.6604, top5_acc: 0.8428, loss_cls: 1.4202, loss: 2.4084, grad_norm: 5.1493 2020-09-25 11:06:01,856 - mmaction - INFO - Epoch [115][420/940] lr: 4.000e-03, eta: 13:33:04, time: 1.475, data_time: 0.003, memory: 6929, loss_aux: 0.9825, top1_acc: 0.6662, top5_acc: 0.8422, loss_cls: 1.4078, loss: 2.3903, grad_norm: 5.0538 2020-09-25 11:06:30,732 - mmaction - INFO - Epoch [115][440/940] lr: 4.000e-03, eta: 13:32:35, time: 1.443, data_time: 0.001, memory: 6929, loss_aux: 0.9824, top1_acc: 0.6666, top5_acc: 0.8439, loss_cls: 1.4102, loss: 2.3926, grad_norm: 5.1366 2020-09-25 11:06:58,183 - mmaction - INFO - Epoch [115][460/940] lr: 4.000e-03, eta: 13:32:05, time: 1.373, data_time: 0.002, memory: 6929, loss_aux: 0.9834, top1_acc: 0.6666, top5_acc: 0.8480, loss_cls: 1.4015, loss: 2.3849, grad_norm: 5.1457 2020-09-25 11:07:26,533 - mmaction - INFO - Epoch [115][480/940] lr: 4.000e-03, eta: 13:31:35, time: 1.417, data_time: 0.001, memory: 6929, loss_aux: 0.9936, top1_acc: 0.6586, top5_acc: 0.8430, loss_cls: 1.4227, loss: 2.4163, grad_norm: 5.2304 2020-09-25 11:07:54,189 - mmaction - INFO - Epoch [115][500/940] lr: 4.000e-03, eta: 13:31:06, time: 1.384, data_time: 0.002, memory: 6929, loss_aux: 0.9904, top1_acc: 0.6596, top5_acc: 0.8457, loss_cls: 1.4259, loss: 2.4164, grad_norm: 5.1662 2020-09-25 11:08:22,444 - mmaction - INFO - Epoch [115][520/940] lr: 4.000e-03, eta: 13:30:36, time: 1.413, data_time: 0.001, memory: 6929, loss_aux: 0.9785, top1_acc: 0.6568, top5_acc: 0.8438, loss_cls: 1.4300, loss: 2.4085, grad_norm: 5.1268 2020-09-25 11:08:51,200 - mmaction - INFO - Epoch [115][540/940] lr: 4.000e-03, eta: 13:30:07, time: 1.437, data_time: 0.001, memory: 6929, loss_aux: 1.0229, top1_acc: 0.6535, top5_acc: 0.8416, loss_cls: 1.4823, loss: 2.5051, grad_norm: 5.2361 2020-09-25 11:09:18,900 - mmaction - INFO - Epoch [115][560/940] lr: 4.000e-03, eta: 13:29:37, time: 1.386, data_time: 0.002, memory: 6929, loss_aux: 1.0043, top1_acc: 0.6570, top5_acc: 0.8449, loss_cls: 1.4483, loss: 2.4526, grad_norm: 5.2065 2020-09-25 11:09:47,500 - mmaction - INFO - Epoch [115][580/940] lr: 4.000e-03, eta: 13:29:08, time: 1.429, data_time: 0.001, memory: 6929, loss_aux: 0.9925, top1_acc: 0.6605, top5_acc: 0.8424, loss_cls: 1.4270, loss: 2.4195, grad_norm: 5.1959 2020-09-25 11:10:17,156 - mmaction - INFO - Epoch [115][600/940] lr: 4.000e-03, eta: 13:28:39, time: 1.483, data_time: 0.003, memory: 6929, loss_aux: 0.9967, top1_acc: 0.6529, top5_acc: 0.8424, loss_cls: 1.4453, loss: 2.4421, grad_norm: 5.2599 2020-09-25 11:10:46,175 - mmaction - INFO - Epoch [115][620/940] lr: 4.000e-03, eta: 13:28:10, time: 1.450, data_time: 0.002, memory: 6929, loss_aux: 0.9744, top1_acc: 0.6611, top5_acc: 0.8500, loss_cls: 1.4022, loss: 2.3766, grad_norm: 5.1468 2020-09-25 11:11:14,633 - mmaction - INFO - Epoch [115][640/940] lr: 4.000e-03, eta: 13:27:40, time: 1.425, data_time: 0.004, memory: 6929, loss_aux: 0.9573, top1_acc: 0.6705, top5_acc: 0.8486, loss_cls: 1.3753, loss: 2.3326, grad_norm: 5.1367 2020-09-25 11:11:43,076 - mmaction - INFO - Epoch [115][660/940] lr: 4.000e-03, eta: 13:27:11, time: 1.422, data_time: 0.001, memory: 6929, loss_aux: 0.9774, top1_acc: 0.6600, top5_acc: 0.8451, loss_cls: 1.4097, loss: 2.3870, grad_norm: 5.1986 2020-09-25 11:12:10,218 - mmaction - INFO - Epoch [115][680/940] lr: 4.000e-03, eta: 13:26:41, time: 1.357, data_time: 0.002, memory: 6929, loss_aux: 0.9971, top1_acc: 0.6395, top5_acc: 0.8414, loss_cls: 1.4656, loss: 2.4627, grad_norm: 5.2106 2020-09-25 11:12:38,546 - mmaction - INFO - Epoch [115][700/940] lr: 4.000e-03, eta: 13:26:12, time: 1.417, data_time: 0.003, memory: 6929, loss_aux: 0.9979, top1_acc: 0.6625, top5_acc: 0.8336, loss_cls: 1.4454, loss: 2.4433, grad_norm: 5.1849 2020-09-25 11:13:07,796 - mmaction - INFO - Epoch [115][720/940] lr: 4.000e-03, eta: 13:25:42, time: 1.462, data_time: 0.001, memory: 6929, loss_aux: 0.9798, top1_acc: 0.6598, top5_acc: 0.8455, loss_cls: 1.4261, loss: 2.4059, grad_norm: 5.1937 2020-09-25 11:13:34,811 - mmaction - INFO - Epoch [115][740/940] lr: 4.000e-03, eta: 13:25:12, time: 1.352, data_time: 0.002, memory: 6929, loss_aux: 1.0146, top1_acc: 0.6486, top5_acc: 0.8381, loss_cls: 1.4849, loss: 2.4995, grad_norm: 5.2719 2020-09-25 11:14:02,873 - mmaction - INFO - Epoch [115][760/940] lr: 4.000e-03, eta: 13:24:43, time: 1.402, data_time: 0.001, memory: 6929, loss_aux: 0.9737, top1_acc: 0.6648, top5_acc: 0.8379, loss_cls: 1.4265, loss: 2.4002, grad_norm: 5.0500 2020-09-25 11:14:32,724 - mmaction - INFO - Epoch [115][780/940] lr: 4.000e-03, eta: 13:24:14, time: 1.493, data_time: 0.002, memory: 6929, loss_aux: 0.9740, top1_acc: 0.6635, top5_acc: 0.8482, loss_cls: 1.4007, loss: 2.3747, grad_norm: 5.1027 2020-09-25 11:14:59,852 - mmaction - INFO - Epoch [115][800/940] lr: 4.000e-03, eta: 13:23:44, time: 1.356, data_time: 0.002, memory: 6929, loss_aux: 0.9630, top1_acc: 0.6627, top5_acc: 0.8461, loss_cls: 1.4001, loss: 2.3631, grad_norm: 5.2006 2020-09-25 11:15:28,298 - mmaction - INFO - Epoch [115][820/940] lr: 4.000e-03, eta: 13:23:15, time: 1.422, data_time: 0.002, memory: 6929, loss_aux: 0.9835, top1_acc: 0.6592, top5_acc: 0.8404, loss_cls: 1.4362, loss: 2.4197, grad_norm: 5.1360 2020-09-25 11:15:55,898 - mmaction - INFO - Epoch [115][840/940] lr: 4.000e-03, eta: 13:22:45, time: 1.381, data_time: 0.003, memory: 6929, loss_aux: 0.9814, top1_acc: 0.6570, top5_acc: 0.8500, loss_cls: 1.4171, loss: 2.3985, grad_norm: 5.1609 2020-09-25 11:16:25,166 - mmaction - INFO - Epoch [115][860/940] lr: 4.000e-03, eta: 13:22:16, time: 1.462, data_time: 0.001, memory: 6929, loss_aux: 0.9794, top1_acc: 0.6592, top5_acc: 0.8418, loss_cls: 1.4299, loss: 2.4093, grad_norm: 5.1479 2020-09-25 11:16:55,585 - mmaction - INFO - Epoch [115][880/940] lr: 4.000e-03, eta: 13:21:47, time: 1.522, data_time: 0.002, memory: 6929, loss_aux: 1.0024, top1_acc: 0.6518, top5_acc: 0.8363, loss_cls: 1.4726, loss: 2.4750, grad_norm: 5.2485 2020-09-25 11:17:22,931 - mmaction - INFO - Epoch [115][900/940] lr: 4.000e-03, eta: 13:21:17, time: 1.367, data_time: 0.001, memory: 6929, loss_aux: 1.0110, top1_acc: 0.6508, top5_acc: 0.8406, loss_cls: 1.4549, loss: 2.4660, grad_norm: 5.1452 2020-09-25 11:17:51,616 - mmaction - INFO - Epoch [115][920/940] lr: 4.000e-03, eta: 13:20:48, time: 1.434, data_time: 0.002, memory: 6929, loss_aux: 0.9902, top1_acc: 0.6588, top5_acc: 0.8494, loss_cls: 1.4160, loss: 2.4062, grad_norm: 5.2313 2020-09-25 11:18:18,935 - mmaction - INFO - Epoch [115][940/940] lr: 4.000e-03, eta: 13:20:18, time: 1.367, data_time: 0.002, memory: 6929, loss_aux: 1.0000, top1_acc: 0.6634, top5_acc: 0.8395, loss_cls: 1.4374, loss: 2.4374, grad_norm: 5.2380 2020-09-25 11:18:19,528 - mmaction - INFO - Saving checkpoint at 115 epochs 2020-09-25 11:18:53,662 - mmaction - INFO - Epoch [116][20/940] lr: 4.000e-03, eta: 13:19:49, time: 1.535, data_time: 0.256, memory: 6929, loss_aux: 0.9996, top1_acc: 0.6633, top5_acc: 0.8457, loss_cls: 1.4311, loss: 2.4307, grad_norm: 5.2445 2020-09-25 11:19:21,893 - mmaction - INFO - Epoch [116][40/940] lr: 4.000e-03, eta: 13:19:20, time: 1.412, data_time: 0.001, memory: 6929, loss_aux: 0.9831, top1_acc: 0.6617, top5_acc: 0.8471, loss_cls: 1.4022, loss: 2.3853, grad_norm: 5.1903 2020-09-25 11:19:49,520 - mmaction - INFO - Epoch [116][60/940] lr: 4.000e-03, eta: 13:18:50, time: 1.380, data_time: 0.001, memory: 6929, loss_aux: 0.9661, top1_acc: 0.6650, top5_acc: 0.8535, loss_cls: 1.3824, loss: 2.3485, grad_norm: 5.2032 2020-09-25 11:20:17,661 - mmaction - INFO - Epoch [116][80/940] lr: 4.000e-03, eta: 13:18:21, time: 1.408, data_time: 0.003, memory: 6929, loss_aux: 1.0083, top1_acc: 0.6639, top5_acc: 0.8379, loss_cls: 1.4560, loss: 2.4643, grad_norm: 5.2340 2020-09-25 11:20:45,490 - mmaction - INFO - Epoch [116][100/940] lr: 4.000e-03, eta: 13:17:51, time: 1.391, data_time: 0.002, memory: 6929, loss_aux: 0.9673, top1_acc: 0.6580, top5_acc: 0.8465, loss_cls: 1.3968, loss: 2.3641, grad_norm: 5.1574 2020-09-25 11:21:13,716 - mmaction - INFO - Epoch [116][120/940] lr: 4.000e-03, eta: 13:17:22, time: 1.413, data_time: 0.003, memory: 6929, loss_aux: 0.9891, top1_acc: 0.6615, top5_acc: 0.8430, loss_cls: 1.4289, loss: 2.4180, grad_norm: 5.1861 2020-09-25 11:21:41,943 - mmaction - INFO - Epoch [116][140/940] lr: 4.000e-03, eta: 13:16:52, time: 1.411, data_time: 0.003, memory: 6929, loss_aux: 0.9728, top1_acc: 0.6715, top5_acc: 0.8529, loss_cls: 1.3911, loss: 2.3639, grad_norm: 5.1197 2020-09-25 11:22:10,041 - mmaction - INFO - Epoch [116][160/940] lr: 4.000e-03, eta: 13:16:23, time: 1.404, data_time: 0.001, memory: 6929, loss_aux: 0.9802, top1_acc: 0.6717, top5_acc: 0.8443, loss_cls: 1.4047, loss: 2.3849, grad_norm: 5.1788 2020-09-25 11:22:37,617 - mmaction - INFO - Epoch [116][180/940] lr: 4.000e-03, eta: 13:15:53, time: 1.380, data_time: 0.003, memory: 6929, loss_aux: 0.9767, top1_acc: 0.6672, top5_acc: 0.8469, loss_cls: 1.3899, loss: 2.3666, grad_norm: 5.1340 2020-09-25 11:23:05,438 - mmaction - INFO - Epoch [116][200/940] lr: 4.000e-03, eta: 13:15:23, time: 1.390, data_time: 0.002, memory: 6929, loss_aux: 0.9941, top1_acc: 0.6559, top5_acc: 0.8463, loss_cls: 1.4331, loss: 2.4273, grad_norm: 5.2555 2020-09-25 11:23:34,462 - mmaction - INFO - Epoch [116][220/940] lr: 4.000e-03, eta: 13:14:54, time: 1.453, data_time: 0.003, memory: 6929, loss_aux: 0.9893, top1_acc: 0.6545, top5_acc: 0.8422, loss_cls: 1.4366, loss: 2.4260, grad_norm: 5.2324 2020-09-25 11:24:03,546 - mmaction - INFO - Epoch [116][240/940] lr: 4.000e-03, eta: 13:14:25, time: 1.453, data_time: 0.001, memory: 6929, loss_aux: 0.9883, top1_acc: 0.6496, top5_acc: 0.8367, loss_cls: 1.4481, loss: 2.4363, grad_norm: 5.2739 2020-09-25 11:24:31,772 - mmaction - INFO - Epoch [116][260/940] lr: 4.000e-03, eta: 13:13:56, time: 1.411, data_time: 0.003, memory: 6929, loss_aux: 0.9734, top1_acc: 0.6561, top5_acc: 0.8434, loss_cls: 1.4166, loss: 2.3900, grad_norm: 5.1745 2020-09-25 11:24:59,045 - mmaction - INFO - Epoch [116][280/940] lr: 4.000e-03, eta: 13:13:26, time: 1.364, data_time: 0.002, memory: 6929, loss_aux: 0.9686, top1_acc: 0.6625, top5_acc: 0.8514, loss_cls: 1.4058, loss: 2.3744, grad_norm: 5.1679 2020-09-25 11:25:27,804 - mmaction - INFO - Epoch [116][300/940] lr: 4.000e-03, eta: 13:12:56, time: 1.437, data_time: 0.002, memory: 6929, loss_aux: 0.9650, top1_acc: 0.6742, top5_acc: 0.8494, loss_cls: 1.3846, loss: 2.3496, grad_norm: 5.1739 2020-09-25 11:25:56,755 - mmaction - INFO - Epoch [116][320/940] lr: 4.000e-03, eta: 13:12:27, time: 1.449, data_time: 0.003, memory: 6929, loss_aux: 0.9730, top1_acc: 0.6646, top5_acc: 0.8469, loss_cls: 1.4049, loss: 2.3779, grad_norm: 5.1035 2020-09-25 11:26:24,510 - mmaction - INFO - Epoch [116][340/940] lr: 4.000e-03, eta: 13:11:58, time: 1.387, data_time: 0.001, memory: 6929, loss_aux: 0.9706, top1_acc: 0.6684, top5_acc: 0.8510, loss_cls: 1.3972, loss: 2.3678, grad_norm: 5.2229 2020-09-25 11:26:52,104 - mmaction - INFO - Epoch [116][360/940] lr: 4.000e-03, eta: 13:11:28, time: 1.379, data_time: 0.002, memory: 6929, loss_aux: 0.9893, top1_acc: 0.6584, top5_acc: 0.8408, loss_cls: 1.4412, loss: 2.4305, grad_norm: 5.1406 2020-09-25 11:27:19,773 - mmaction - INFO - Epoch [116][380/940] lr: 4.000e-03, eta: 13:10:58, time: 1.384, data_time: 0.003, memory: 6929, loss_aux: 0.9900, top1_acc: 0.6627, top5_acc: 0.8396, loss_cls: 1.4319, loss: 2.4219, grad_norm: 5.1655 2020-09-25 11:27:47,831 - mmaction - INFO - Epoch [116][400/940] lr: 4.000e-03, eta: 13:10:29, time: 1.401, data_time: 0.001, memory: 6929, loss_aux: 0.9813, top1_acc: 0.6607, top5_acc: 0.8477, loss_cls: 1.4229, loss: 2.4042, grad_norm: 5.1866 2020-09-25 11:28:15,740 - mmaction - INFO - Epoch [116][420/940] lr: 4.000e-03, eta: 13:09:59, time: 1.397, data_time: 0.003, memory: 6929, loss_aux: 1.0054, top1_acc: 0.6578, top5_acc: 0.8396, loss_cls: 1.4517, loss: 2.4571, grad_norm: 5.2763 2020-09-25 11:28:43,971 - mmaction - INFO - Epoch [116][440/940] lr: 4.000e-03, eta: 13:09:30, time: 1.411, data_time: 0.001, memory: 6929, loss_aux: 0.9717, top1_acc: 0.6725, top5_acc: 0.8488, loss_cls: 1.3949, loss: 2.3666, grad_norm: 5.1861 2020-09-25 11:29:12,538 - mmaction - INFO - Epoch [116][460/940] lr: 4.000e-03, eta: 13:09:00, time: 1.429, data_time: 0.003, memory: 6929, loss_aux: 0.9848, top1_acc: 0.6561, top5_acc: 0.8393, loss_cls: 1.4427, loss: 2.4275, grad_norm: 5.2989 2020-09-25 11:29:40,373 - mmaction - INFO - Epoch [116][480/940] lr: 4.000e-03, eta: 13:08:31, time: 1.392, data_time: 0.002, memory: 6929, loss_aux: 0.9693, top1_acc: 0.6678, top5_acc: 0.8508, loss_cls: 1.4051, loss: 2.3743, grad_norm: 5.0221 2020-09-25 11:30:10,384 - mmaction - INFO - Epoch [116][500/940] lr: 4.000e-03, eta: 13:08:02, time: 1.500, data_time: 0.002, memory: 6929, loss_aux: 0.9833, top1_acc: 0.6598, top5_acc: 0.8447, loss_cls: 1.4194, loss: 2.4028, grad_norm: 5.1895 2020-09-25 11:30:38,449 - mmaction - INFO - Epoch [116][520/940] lr: 4.000e-03, eta: 13:07:32, time: 1.404, data_time: 0.003, memory: 6929, loss_aux: 0.9813, top1_acc: 0.6670, top5_acc: 0.8416, loss_cls: 1.4249, loss: 2.4062, grad_norm: 5.2724 2020-09-25 11:31:06,649 - mmaction - INFO - Epoch [116][540/940] lr: 4.000e-03, eta: 13:07:03, time: 1.408, data_time: 0.001, memory: 6929, loss_aux: 0.9766, top1_acc: 0.6715, top5_acc: 0.8455, loss_cls: 1.4018, loss: 2.3784, grad_norm: 5.1945 2020-09-25 11:31:35,326 - mmaction - INFO - Epoch [116][560/940] lr: 4.000e-03, eta: 13:06:33, time: 1.435, data_time: 0.004, memory: 6929, loss_aux: 0.9840, top1_acc: 0.6619, top5_acc: 0.8486, loss_cls: 1.4061, loss: 2.3902, grad_norm: 5.1735 2020-09-25 11:32:03,177 - mmaction - INFO - Epoch [116][580/940] lr: 4.000e-03, eta: 13:06:04, time: 1.393, data_time: 0.002, memory: 6929, loss_aux: 0.9797, top1_acc: 0.6668, top5_acc: 0.8465, loss_cls: 1.4243, loss: 2.4040, grad_norm: 5.2308 2020-09-25 11:32:31,507 - mmaction - INFO - Epoch [116][600/940] lr: 4.000e-03, eta: 13:05:34, time: 1.416, data_time: 0.002, memory: 6929, loss_aux: 1.0128, top1_acc: 0.6465, top5_acc: 0.8346, loss_cls: 1.4801, loss: 2.4929, grad_norm: 5.2196 2020-09-25 11:32:59,785 - mmaction - INFO - Epoch [116][620/940] lr: 4.000e-03, eta: 13:05:05, time: 1.415, data_time: 0.002, memory: 6929, loss_aux: 1.0008, top1_acc: 0.6605, top5_acc: 0.8404, loss_cls: 1.4485, loss: 2.4493, grad_norm: 5.2021 2020-09-25 11:33:27,589 - mmaction - INFO - Epoch [116][640/940] lr: 4.000e-03, eta: 13:04:35, time: 1.389, data_time: 0.001, memory: 6929, loss_aux: 0.9909, top1_acc: 0.6553, top5_acc: 0.8377, loss_cls: 1.4381, loss: 2.4290, grad_norm: 5.2564 2020-09-25 11:33:56,553 - mmaction - INFO - Epoch [116][660/940] lr: 4.000e-03, eta: 13:04:06, time: 1.449, data_time: 0.003, memory: 6929, loss_aux: 0.9844, top1_acc: 0.6545, top5_acc: 0.8436, loss_cls: 1.4477, loss: 2.4321, grad_norm: 5.2161 2020-09-25 11:34:24,551 - mmaction - INFO - Epoch [116][680/940] lr: 4.000e-03, eta: 13:03:37, time: 1.399, data_time: 0.001, memory: 6929, loss_aux: 0.9967, top1_acc: 0.6625, top5_acc: 0.8432, loss_cls: 1.4421, loss: 2.4388, grad_norm: 5.2360 2020-09-25 11:34:52,967 - mmaction - INFO - Epoch [116][700/940] lr: 4.000e-03, eta: 13:03:07, time: 1.422, data_time: 0.005, memory: 6929, loss_aux: 0.9778, top1_acc: 0.6619, top5_acc: 0.8475, loss_cls: 1.4176, loss: 2.3954, grad_norm: 5.1171 2020-09-25 11:35:22,287 - mmaction - INFO - Epoch [116][720/940] lr: 4.000e-03, eta: 13:02:38, time: 1.466, data_time: 0.010, memory: 6929, loss_aux: 0.9773, top1_acc: 0.6619, top5_acc: 0.8469, loss_cls: 1.4076, loss: 2.3849, grad_norm: 5.2654 2020-09-25 11:35:50,883 - mmaction - INFO - Epoch [116][740/940] lr: 4.000e-03, eta: 13:02:09, time: 1.430, data_time: 0.002, memory: 6929, loss_aux: 0.9833, top1_acc: 0.6596, top5_acc: 0.8408, loss_cls: 1.4233, loss: 2.4067, grad_norm: 5.2865 2020-09-25 11:36:19,491 - mmaction - INFO - Epoch [116][760/940] lr: 4.000e-03, eta: 13:01:39, time: 1.430, data_time: 0.002, memory: 6929, loss_aux: 0.9872, top1_acc: 0.6514, top5_acc: 0.8396, loss_cls: 1.4515, loss: 2.4387, grad_norm: 5.2724 2020-09-25 11:36:47,425 - mmaction - INFO - Epoch [116][780/940] lr: 4.000e-03, eta: 13:01:10, time: 1.397, data_time: 0.002, memory: 6929, loss_aux: 0.9639, top1_acc: 0.6680, top5_acc: 0.8496, loss_cls: 1.3933, loss: 2.3572, grad_norm: 5.2282 2020-09-25 11:37:16,292 - mmaction - INFO - Epoch [116][800/940] lr: 4.000e-03, eta: 13:00:40, time: 1.443, data_time: 0.002, memory: 6929, loss_aux: 0.9887, top1_acc: 0.6660, top5_acc: 0.8521, loss_cls: 1.4099, loss: 2.3986, grad_norm: 5.3191 2020-09-25 11:37:44,565 - mmaction - INFO - Epoch [116][820/940] lr: 4.000e-03, eta: 13:00:11, time: 1.413, data_time: 0.002, memory: 6929, loss_aux: 0.9953, top1_acc: 0.6555, top5_acc: 0.8402, loss_cls: 1.4407, loss: 2.4360, grad_norm: 5.2457 2020-09-25 11:38:12,307 - mmaction - INFO - Epoch [116][840/940] lr: 4.000e-03, eta: 12:59:41, time: 1.387, data_time: 0.003, memory: 6929, loss_aux: 0.9948, top1_acc: 0.6527, top5_acc: 0.8377, loss_cls: 1.4515, loss: 2.4463, grad_norm: 5.2527 2020-09-25 11:38:40,361 - mmaction - INFO - Epoch [116][860/940] lr: 4.000e-03, eta: 12:59:12, time: 1.403, data_time: 0.002, memory: 6929, loss_aux: 0.9823, top1_acc: 0.6684, top5_acc: 0.8447, loss_cls: 1.4015, loss: 2.3838, grad_norm: 5.0872 2020-09-25 11:39:08,033 - mmaction - INFO - Epoch [116][880/940] lr: 4.000e-03, eta: 12:58:42, time: 1.382, data_time: 0.001, memory: 6929, loss_aux: 0.9744, top1_acc: 0.6637, top5_acc: 0.8521, loss_cls: 1.4084, loss: 2.3828, grad_norm: 5.2272 2020-09-25 11:39:36,183 - mmaction - INFO - Epoch [116][900/940] lr: 4.000e-03, eta: 12:58:13, time: 1.408, data_time: 0.003, memory: 6929, loss_aux: 1.0075, top1_acc: 0.6609, top5_acc: 0.8383, loss_cls: 1.4389, loss: 2.4463, grad_norm: 5.2288 2020-09-25 11:40:04,630 - mmaction - INFO - Epoch [116][920/940] lr: 4.000e-03, eta: 12:57:43, time: 1.422, data_time: 0.002, memory: 6929, loss_aux: 0.9949, top1_acc: 0.6555, top5_acc: 0.8406, loss_cls: 1.4524, loss: 2.4473, grad_norm: 5.2372 2020-09-25 11:40:31,772 - mmaction - INFO - Epoch [116][940/940] lr: 4.000e-03, eta: 12:57:14, time: 1.358, data_time: 0.003, memory: 6929, loss_aux: 1.0143, top1_acc: 0.6530, top5_acc: 0.8379, loss_cls: 1.4680, loss: 2.4823, grad_norm: 5.2584 2020-09-25 11:40:32,227 - mmaction - INFO - Saving checkpoint at 116 epochs 2020-09-25 11:41:05,104 - mmaction - INFO - Epoch [117][20/940] lr: 4.000e-03, eta: 12:56:45, time: 1.573, data_time: 0.265, memory: 6929, loss_aux: 0.9921, top1_acc: 0.6570, top5_acc: 0.8363, loss_cls: 1.4517, loss: 2.4438, grad_norm: 5.2136 2020-09-25 11:41:33,129 - mmaction - INFO - Epoch [117][40/940] lr: 4.000e-03, eta: 12:56:16, time: 1.402, data_time: 0.002, memory: 6929, loss_aux: 0.9930, top1_acc: 0.6594, top5_acc: 0.8461, loss_cls: 1.4182, loss: 2.4112, grad_norm: 5.2705 2020-09-25 11:42:00,946 - mmaction - INFO - Epoch [117][60/940] lr: 4.000e-03, eta: 12:55:46, time: 1.390, data_time: 0.004, memory: 6929, loss_aux: 0.9766, top1_acc: 0.6693, top5_acc: 0.8541, loss_cls: 1.3903, loss: 2.3669, grad_norm: 5.1958 2020-09-25 11:42:29,438 - mmaction - INFO - Epoch [117][80/940] lr: 4.000e-03, eta: 12:55:17, time: 1.425, data_time: 0.003, memory: 6929, loss_aux: 0.9976, top1_acc: 0.6615, top5_acc: 0.8379, loss_cls: 1.4426, loss: 2.4402, grad_norm: 5.2722 2020-09-25 11:42:56,712 - mmaction - INFO - Epoch [117][100/940] lr: 4.000e-03, eta: 12:54:47, time: 1.364, data_time: 0.002, memory: 6929, loss_aux: 1.0031, top1_acc: 0.6672, top5_acc: 0.8467, loss_cls: 1.4176, loss: 2.4207, grad_norm: 5.1798 2020-09-25 11:43:25,409 - mmaction - INFO - Epoch [117][120/940] lr: 4.000e-03, eta: 12:54:18, time: 1.435, data_time: 0.002, memory: 6929, loss_aux: 0.9711, top1_acc: 0.6678, top5_acc: 0.8512, loss_cls: 1.3936, loss: 2.3647, grad_norm: 5.2397 2020-09-25 11:43:53,952 - mmaction - INFO - Epoch [117][140/940] lr: 4.000e-03, eta: 12:53:48, time: 1.428, data_time: 0.003, memory: 6929, loss_aux: 0.9746, top1_acc: 0.6551, top5_acc: 0.8471, loss_cls: 1.4213, loss: 2.3959, grad_norm: 5.2941 2020-09-25 11:44:22,869 - mmaction - INFO - Epoch [117][160/940] lr: 4.000e-03, eta: 12:53:19, time: 1.445, data_time: 0.001, memory: 6929, loss_aux: 1.0045, top1_acc: 0.6498, top5_acc: 0.8367, loss_cls: 1.4567, loss: 2.4611, grad_norm: 5.2946 2020-09-25 11:44:51,133 - mmaction - INFO - Epoch [117][180/940] lr: 4.000e-03, eta: 12:52:49, time: 1.413, data_time: 0.002, memory: 6929, loss_aux: 0.9896, top1_acc: 0.6668, top5_acc: 0.8465, loss_cls: 1.4127, loss: 2.4023, grad_norm: 5.2162 2020-09-25 11:45:18,370 - mmaction - INFO - Epoch [117][200/940] lr: 4.000e-03, eta: 12:52:20, time: 1.362, data_time: 0.002, memory: 6929, loss_aux: 0.9784, top1_acc: 0.6633, top5_acc: 0.8416, loss_cls: 1.4099, loss: 2.3883, grad_norm: 5.1525 2020-09-25 11:45:46,191 - mmaction - INFO - Epoch [117][220/940] lr: 4.000e-03, eta: 12:51:50, time: 1.391, data_time: 0.002, memory: 6929, loss_aux: 0.9863, top1_acc: 0.6654, top5_acc: 0.8357, loss_cls: 1.4265, loss: 2.4128, grad_norm: 5.1371 2020-09-25 11:46:14,946 - mmaction - INFO - Epoch [117][240/940] lr: 4.000e-03, eta: 12:51:21, time: 1.439, data_time: 0.002, memory: 6929, loss_aux: 0.9989, top1_acc: 0.6594, top5_acc: 0.8406, loss_cls: 1.4452, loss: 2.4441, grad_norm: 5.2404 2020-09-25 11:46:42,865 - mmaction - INFO - Epoch [117][260/940] lr: 4.000e-03, eta: 12:50:51, time: 1.396, data_time: 0.001, memory: 6929, loss_aux: 0.9698, top1_acc: 0.6717, top5_acc: 0.8488, loss_cls: 1.3822, loss: 2.3520, grad_norm: 5.1709 2020-09-25 11:47:10,951 - mmaction - INFO - Epoch [117][280/940] lr: 4.000e-03, eta: 12:50:22, time: 1.404, data_time: 0.002, memory: 6929, loss_aux: 0.9967, top1_acc: 0.6580, top5_acc: 0.8512, loss_cls: 1.4284, loss: 2.4251, grad_norm: 5.2845 2020-09-25 11:47:38,494 - mmaction - INFO - Epoch [117][300/940] lr: 4.000e-03, eta: 12:49:52, time: 1.378, data_time: 0.003, memory: 6929, loss_aux: 0.9561, top1_acc: 0.6699, top5_acc: 0.8600, loss_cls: 1.3627, loss: 2.3188, grad_norm: 5.1375 2020-09-25 11:48:06,872 - mmaction - INFO - Epoch [117][320/940] lr: 4.000e-03, eta: 12:49:23, time: 1.418, data_time: 0.001, memory: 6929, loss_aux: 0.9905, top1_acc: 0.6658, top5_acc: 0.8422, loss_cls: 1.4354, loss: 2.4259, grad_norm: 5.2348 2020-09-25 11:48:35,475 - mmaction - INFO - Epoch [117][340/940] lr: 4.000e-03, eta: 12:48:53, time: 1.431, data_time: 0.003, memory: 6929, loss_aux: 0.9663, top1_acc: 0.6695, top5_acc: 0.8529, loss_cls: 1.3768, loss: 2.3431, grad_norm: 5.1649 2020-09-25 11:49:03,317 - mmaction - INFO - Epoch [117][360/940] lr: 4.000e-03, eta: 12:48:24, time: 1.392, data_time: 0.001, memory: 6929, loss_aux: 0.9676, top1_acc: 0.6568, top5_acc: 0.8475, loss_cls: 1.4073, loss: 2.3749, grad_norm: 5.1696 2020-09-25 11:49:30,644 - mmaction - INFO - Epoch [117][380/940] lr: 4.000e-03, eta: 12:47:54, time: 1.367, data_time: 0.002, memory: 6929, loss_aux: 0.9900, top1_acc: 0.6674, top5_acc: 0.8449, loss_cls: 1.4191, loss: 2.4091, grad_norm: 5.1990 2020-09-25 11:49:58,940 - mmaction - INFO - Epoch [117][400/940] lr: 4.000e-03, eta: 12:47:25, time: 1.415, data_time: 0.002, memory: 6929, loss_aux: 0.9782, top1_acc: 0.6713, top5_acc: 0.8496, loss_cls: 1.4009, loss: 2.3791, grad_norm: 5.1421 2020-09-25 11:50:27,020 - mmaction - INFO - Epoch [117][420/940] lr: 4.000e-03, eta: 12:46:55, time: 1.403, data_time: 0.001, memory: 6929, loss_aux: 0.9855, top1_acc: 0.6678, top5_acc: 0.8391, loss_cls: 1.4112, loss: 2.3967, grad_norm: 5.1761 2020-09-25 11:50:55,319 - mmaction - INFO - Epoch [117][440/940] lr: 4.000e-03, eta: 12:46:26, time: 1.416, data_time: 0.003, memory: 6929, loss_aux: 0.9832, top1_acc: 0.6641, top5_acc: 0.8410, loss_cls: 1.4178, loss: 2.4010, grad_norm: 5.1672 2020-09-25 11:51:23,225 - mmaction - INFO - Epoch [117][460/940] lr: 4.000e-03, eta: 12:45:56, time: 1.394, data_time: 0.002, memory: 6929, loss_aux: 0.9584, top1_acc: 0.6697, top5_acc: 0.8557, loss_cls: 1.3830, loss: 2.3415, grad_norm: 5.2582 2020-09-25 11:51:52,445 - mmaction - INFO - Epoch [117][480/940] lr: 4.000e-03, eta: 12:45:27, time: 1.461, data_time: 0.003, memory: 6929, loss_aux: 1.0004, top1_acc: 0.6576, top5_acc: 0.8400, loss_cls: 1.4512, loss: 2.4516, grad_norm: 5.4099 2020-09-25 11:52:20,153 - mmaction - INFO - Epoch [117][500/940] lr: 4.000e-03, eta: 12:44:57, time: 1.386, data_time: 0.003, memory: 6929, loss_aux: 0.9990, top1_acc: 0.6514, top5_acc: 0.8363, loss_cls: 1.4542, loss: 2.4532, grad_norm: 5.1908 2020-09-25 11:52:48,367 - mmaction - INFO - Epoch [117][520/940] lr: 4.000e-03, eta: 12:44:28, time: 1.410, data_time: 0.002, memory: 6929, loss_aux: 0.9821, top1_acc: 0.6594, top5_acc: 0.8453, loss_cls: 1.4449, loss: 2.4270, grad_norm: 5.2426 2020-09-25 11:53:15,717 - mmaction - INFO - Epoch [117][540/940] lr: 4.000e-03, eta: 12:43:58, time: 1.368, data_time: 0.002, memory: 6929, loss_aux: 0.9999, top1_acc: 0.6533, top5_acc: 0.8373, loss_cls: 1.4528, loss: 2.4527, grad_norm: 5.2761 2020-09-25 11:53:43,615 - mmaction - INFO - Epoch [117][560/940] lr: 4.000e-03, eta: 12:43:29, time: 1.393, data_time: 0.001, memory: 6929, loss_aux: 0.9664, top1_acc: 0.6738, top5_acc: 0.8514, loss_cls: 1.3675, loss: 2.3339, grad_norm: 5.2223 2020-09-25 11:54:11,987 - mmaction - INFO - Epoch [117][580/940] lr: 4.000e-03, eta: 12:42:59, time: 1.420, data_time: 0.004, memory: 6929, loss_aux: 0.9657, top1_acc: 0.6746, top5_acc: 0.8578, loss_cls: 1.3671, loss: 2.3328, grad_norm: 5.2158 2020-09-25 11:54:41,024 - mmaction - INFO - Epoch [117][600/940] lr: 4.000e-03, eta: 12:42:30, time: 1.453, data_time: 0.004, memory: 6929, loss_aux: 0.9835, top1_acc: 0.6605, top5_acc: 0.8404, loss_cls: 1.4365, loss: 2.4200, grad_norm: 5.3291 2020-09-25 11:55:08,802 - mmaction - INFO - Epoch [117][620/940] lr: 4.000e-03, eta: 12:42:00, time: 1.388, data_time: 0.001, memory: 6929, loss_aux: 0.9669, top1_acc: 0.6602, top5_acc: 0.8479, loss_cls: 1.4018, loss: 2.3687, grad_norm: 5.2563 2020-09-25 11:55:37,921 - mmaction - INFO - Epoch [117][640/940] lr: 4.000e-03, eta: 12:41:31, time: 1.456, data_time: 0.002, memory: 6929, loss_aux: 0.9919, top1_acc: 0.6531, top5_acc: 0.8420, loss_cls: 1.4479, loss: 2.4398, grad_norm: 5.3099 2020-09-25 11:56:05,947 - mmaction - INFO - Epoch [117][660/940] lr: 4.000e-03, eta: 12:41:02, time: 1.397, data_time: 0.002, memory: 6929, loss_aux: 0.9701, top1_acc: 0.6639, top5_acc: 0.8498, loss_cls: 1.3857, loss: 2.3558, grad_norm: 5.2174 2020-09-25 11:56:33,681 - mmaction - INFO - Epoch [117][680/940] lr: 4.000e-03, eta: 12:40:32, time: 1.391, data_time: 0.006, memory: 6929, loss_aux: 0.9854, top1_acc: 0.6564, top5_acc: 0.8422, loss_cls: 1.4289, loss: 2.4143, grad_norm: 5.2506 2020-09-25 11:57:01,177 - mmaction - INFO - Epoch [117][700/940] lr: 4.000e-03, eta: 12:40:03, time: 1.375, data_time: 0.002, memory: 6929, loss_aux: 1.0148, top1_acc: 0.6588, top5_acc: 0.8406, loss_cls: 1.4392, loss: 2.4540, grad_norm: 5.2359 2020-09-25 11:57:29,404 - mmaction - INFO - Epoch [117][720/940] lr: 4.000e-03, eta: 12:39:33, time: 1.410, data_time: 0.001, memory: 6929, loss_aux: 1.0005, top1_acc: 0.6551, top5_acc: 0.8389, loss_cls: 1.4360, loss: 2.4366, grad_norm: 5.3372 2020-09-25 11:57:57,165 - mmaction - INFO - Epoch [117][740/940] lr: 4.000e-03, eta: 12:39:04, time: 1.389, data_time: 0.003, memory: 6929, loss_aux: 0.9771, top1_acc: 0.6666, top5_acc: 0.8457, loss_cls: 1.4198, loss: 2.3968, grad_norm: 5.2513 2020-09-25 11:58:25,567 - mmaction - INFO - Epoch [117][760/940] lr: 4.000e-03, eta: 12:38:34, time: 1.418, data_time: 0.001, memory: 6929, loss_aux: 0.9664, top1_acc: 0.6658, top5_acc: 0.8480, loss_cls: 1.3879, loss: 2.3543, grad_norm: 5.1435 2020-09-25 11:58:53,204 - mmaction - INFO - Epoch [117][780/940] lr: 4.000e-03, eta: 12:38:05, time: 1.384, data_time: 0.004, memory: 6929, loss_aux: 0.9732, top1_acc: 0.6633, top5_acc: 0.8477, loss_cls: 1.3890, loss: 2.3622, grad_norm: 5.2578 2020-09-25 11:59:20,927 - mmaction - INFO - Epoch [117][800/940] lr: 4.000e-03, eta: 12:37:35, time: 1.386, data_time: 0.002, memory: 6929, loss_aux: 0.9962, top1_acc: 0.6531, top5_acc: 0.8420, loss_cls: 1.4417, loss: 2.4380, grad_norm: 5.2369 2020-09-25 11:59:50,123 - mmaction - INFO - Epoch [117][820/940] lr: 4.000e-03, eta: 12:37:06, time: 1.459, data_time: 0.001, memory: 6929, loss_aux: 0.9789, top1_acc: 0.6635, top5_acc: 0.8426, loss_cls: 1.4097, loss: 2.3886, grad_norm: 5.2616 2020-09-25 12:00:26,765 - mmaction - INFO - Epoch [117][840/940] lr: 4.000e-03, eta: 12:36:39, time: 1.824, data_time: 0.003, memory: 6929, loss_aux: 0.9691, top1_acc: 0.6615, top5_acc: 0.8463, loss_cls: 1.4019, loss: 2.3710, grad_norm: 5.1886 2020-09-25 12:00:52,878 - mmaction - INFO - Epoch [117][860/940] lr: 4.000e-03, eta: 12:36:09, time: 1.315, data_time: 0.024, memory: 6929, loss_aux: 0.9855, top1_acc: 0.6611, top5_acc: 0.8416, loss_cls: 1.4107, loss: 2.3962, grad_norm: 5.2028 2020-09-25 12:01:20,818 - mmaction - INFO - Epoch [117][880/940] lr: 4.000e-03, eta: 12:35:39, time: 1.397, data_time: 0.001, memory: 6929, loss_aux: 1.0084, top1_acc: 0.6498, top5_acc: 0.8342, loss_cls: 1.4909, loss: 2.4993, grad_norm: 5.4072 2020-09-25 12:01:49,620 - mmaction - INFO - Epoch [117][900/940] lr: 4.000e-03, eta: 12:35:10, time: 1.439, data_time: 0.001, memory: 6929, loss_aux: 0.9869, top1_acc: 0.6686, top5_acc: 0.8428, loss_cls: 1.4274, loss: 2.4142, grad_norm: 5.2020 2020-09-25 12:02:17,067 - mmaction - INFO - Epoch [117][920/940] lr: 4.000e-03, eta: 12:34:40, time: 1.373, data_time: 0.003, memory: 6929, loss_aux: 0.9750, top1_acc: 0.6662, top5_acc: 0.8445, loss_cls: 1.4072, loss: 2.3822, grad_norm: 5.1381 2020-09-25 12:02:43,934 - mmaction - INFO - Epoch [117][940/940] lr: 4.000e-03, eta: 12:34:10, time: 1.341, data_time: 0.002, memory: 6929, loss_aux: 0.9919, top1_acc: 0.6593, top5_acc: 0.8444, loss_cls: 1.4488, loss: 2.4407, grad_norm: 5.3721 2020-09-25 12:02:44,465 - mmaction - INFO - Saving checkpoint at 117 epochs 2020-09-25 12:03:20,633 - mmaction - INFO - Epoch [118][20/940] lr: 4.000e-03, eta: 12:33:41, time: 1.494, data_time: 0.250, memory: 6929, loss_aux: 0.9882, top1_acc: 0.6652, top5_acc: 0.8422, loss_cls: 1.4219, loss: 2.4101, grad_norm: 5.3450 2020-09-25 12:03:47,421 - mmaction - INFO - Epoch [118][40/940] lr: 4.000e-03, eta: 12:33:12, time: 1.339, data_time: 0.002, memory: 6929, loss_aux: 0.9735, top1_acc: 0.6639, top5_acc: 0.8502, loss_cls: 1.3873, loss: 2.3608, grad_norm: 5.3217 2020-09-25 12:04:14,993 - mmaction - INFO - Epoch [118][60/940] lr: 4.000e-03, eta: 12:32:42, time: 1.378, data_time: 0.002, memory: 6929, loss_aux: 0.9934, top1_acc: 0.6564, top5_acc: 0.8412, loss_cls: 1.4507, loss: 2.4441, grad_norm: 5.3404 2020-09-25 12:04:42,693 - mmaction - INFO - Epoch [118][80/940] lr: 4.000e-03, eta: 12:32:12, time: 1.385, data_time: 0.002, memory: 6929, loss_aux: 0.9737, top1_acc: 0.6643, top5_acc: 0.8434, loss_cls: 1.4056, loss: 2.3792, grad_norm: 5.2943 2020-09-25 12:05:10,713 - mmaction - INFO - Epoch [118][100/940] lr: 4.000e-03, eta: 12:31:43, time: 1.392, data_time: 0.003, memory: 6929, loss_aux: 0.9585, top1_acc: 0.6650, top5_acc: 0.8449, loss_cls: 1.3882, loss: 2.3467, grad_norm: 5.1155 2020-09-25 12:05:38,220 - mmaction - INFO - Epoch [118][120/940] lr: 4.000e-03, eta: 12:31:13, time: 1.385, data_time: 0.011, memory: 6929, loss_aux: 0.9837, top1_acc: 0.6625, top5_acc: 0.8459, loss_cls: 1.4131, loss: 2.3968, grad_norm: 5.2793 2020-09-25 12:06:07,199 - mmaction - INFO - Epoch [118][140/940] lr: 4.000e-03, eta: 12:30:44, time: 1.448, data_time: 0.001, memory: 6929, loss_aux: 0.9886, top1_acc: 0.6656, top5_acc: 0.8455, loss_cls: 1.4152, loss: 2.4038, grad_norm: 5.2506 2020-09-25 12:06:36,634 - mmaction - INFO - Epoch [118][160/940] lr: 4.000e-03, eta: 12:30:15, time: 1.472, data_time: 0.003, memory: 6929, loss_aux: 1.0057, top1_acc: 0.6635, top5_acc: 0.8355, loss_cls: 1.4653, loss: 2.4710, grad_norm: 5.3510 2020-09-25 12:07:03,986 - mmaction - INFO - Epoch [118][180/940] lr: 4.000e-03, eta: 12:29:45, time: 1.367, data_time: 0.002, memory: 6929, loss_aux: 0.9574, top1_acc: 0.6670, top5_acc: 0.8490, loss_cls: 1.3740, loss: 2.3314, grad_norm: 5.2328 2020-09-25 12:07:32,397 - mmaction - INFO - Epoch [118][200/940] lr: 4.000e-03, eta: 12:29:16, time: 1.421, data_time: 0.003, memory: 6929, loss_aux: 0.9887, top1_acc: 0.6584, top5_acc: 0.8418, loss_cls: 1.4254, loss: 2.4141, grad_norm: 5.3634 2020-09-25 12:08:00,111 - mmaction - INFO - Epoch [118][220/940] lr: 4.000e-03, eta: 12:28:46, time: 1.387, data_time: 0.002, memory: 6929, loss_aux: 0.9788, top1_acc: 0.6641, top5_acc: 0.8432, loss_cls: 1.4265, loss: 2.4054, grad_norm: 5.1175 2020-09-25 12:08:29,748 - mmaction - INFO - Epoch [118][240/940] lr: 4.000e-03, eta: 12:28:17, time: 1.481, data_time: 0.001, memory: 6929, loss_aux: 0.9645, top1_acc: 0.6664, top5_acc: 0.8557, loss_cls: 1.3635, loss: 2.3280, grad_norm: 5.2015 2020-09-25 12:08:57,308 - mmaction - INFO - Epoch [118][260/940] lr: 4.000e-03, eta: 12:27:48, time: 1.378, data_time: 0.002, memory: 6929, loss_aux: 0.9693, top1_acc: 0.6666, top5_acc: 0.8486, loss_cls: 1.3925, loss: 2.3618, grad_norm: 5.2336 2020-09-25 12:09:26,883 - mmaction - INFO - Epoch [118][280/940] lr: 4.000e-03, eta: 12:27:18, time: 1.478, data_time: 0.002, memory: 6929, loss_aux: 0.9854, top1_acc: 0.6613, top5_acc: 0.8461, loss_cls: 1.4345, loss: 2.4198, grad_norm: 5.3439 2020-09-25 12:09:54,534 - mmaction - INFO - Epoch [118][300/940] lr: 4.000e-03, eta: 12:26:49, time: 1.383, data_time: 0.002, memory: 6929, loss_aux: 0.9436, top1_acc: 0.6730, top5_acc: 0.8543, loss_cls: 1.3534, loss: 2.2970, grad_norm: 5.1335 2020-09-25 12:10:22,560 - mmaction - INFO - Epoch [118][320/940] lr: 4.000e-03, eta: 12:26:19, time: 1.401, data_time: 0.002, memory: 6929, loss_aux: 1.0047, top1_acc: 0.6654, top5_acc: 0.8453, loss_cls: 1.4248, loss: 2.4295, grad_norm: 5.3143 2020-09-25 12:10:50,618 - mmaction - INFO - Epoch [118][340/940] lr: 4.000e-03, eta: 12:25:50, time: 1.403, data_time: 0.002, memory: 6929, loss_aux: 1.0188, top1_acc: 0.6506, top5_acc: 0.8371, loss_cls: 1.4790, loss: 2.4978, grad_norm: 5.4066 2020-09-25 12:11:18,710 - mmaction - INFO - Epoch [118][360/940] lr: 4.000e-03, eta: 12:25:20, time: 1.406, data_time: 0.003, memory: 6929, loss_aux: 0.9950, top1_acc: 0.6508, top5_acc: 0.8467, loss_cls: 1.4463, loss: 2.4414, grad_norm: 5.3095 2020-09-25 12:11:47,245 - mmaction - INFO - Epoch [118][380/940] lr: 4.000e-03, eta: 12:24:51, time: 1.426, data_time: 0.001, memory: 6929, loss_aux: 0.9755, top1_acc: 0.6691, top5_acc: 0.8494, loss_cls: 1.4043, loss: 2.3797, grad_norm: 5.2629 2020-09-25 12:12:15,193 - mmaction - INFO - Epoch [118][400/940] lr: 4.000e-03, eta: 12:24:22, time: 1.398, data_time: 0.003, memory: 6929, loss_aux: 0.9922, top1_acc: 0.6633, top5_acc: 0.8449, loss_cls: 1.4291, loss: 2.4214, grad_norm: 5.3473 2020-09-25 12:12:43,395 - mmaction - INFO - Epoch [118][420/940] lr: 4.000e-03, eta: 12:23:52, time: 1.409, data_time: 0.002, memory: 6929, loss_aux: 0.9667, top1_acc: 0.6617, top5_acc: 0.8465, loss_cls: 1.3996, loss: 2.3663, grad_norm: 5.2757 2020-09-25 12:13:12,080 - mmaction - INFO - Epoch [118][440/940] lr: 4.000e-03, eta: 12:23:23, time: 1.433, data_time: 0.003, memory: 6929, loss_aux: 0.9730, top1_acc: 0.6748, top5_acc: 0.8465, loss_cls: 1.3770, loss: 2.3500, grad_norm: 5.1685 2020-09-25 12:13:40,240 - mmaction - INFO - Epoch [118][460/940] lr: 4.000e-03, eta: 12:22:53, time: 1.410, data_time: 0.004, memory: 6929, loss_aux: 0.9785, top1_acc: 0.6727, top5_acc: 0.8475, loss_cls: 1.4028, loss: 2.3813, grad_norm: 5.2732 2020-09-25 12:14:07,858 - mmaction - INFO - Epoch [118][480/940] lr: 4.000e-03, eta: 12:22:24, time: 1.380, data_time: 0.001, memory: 6929, loss_aux: 0.9776, top1_acc: 0.6646, top5_acc: 0.8457, loss_cls: 1.4030, loss: 2.3805, grad_norm: 5.2526 2020-09-25 12:14:35,635 - mmaction - INFO - Epoch [118][500/940] lr: 4.000e-03, eta: 12:21:54, time: 1.390, data_time: 0.003, memory: 6929, loss_aux: 0.9777, top1_acc: 0.6594, top5_acc: 0.8500, loss_cls: 1.4155, loss: 2.3931, grad_norm: 5.3194 2020-09-25 12:15:04,597 - mmaction - INFO - Epoch [118][520/940] lr: 4.000e-03, eta: 12:21:25, time: 1.447, data_time: 0.001, memory: 6929, loss_aux: 0.9799, top1_acc: 0.6662, top5_acc: 0.8459, loss_cls: 1.4112, loss: 2.3911, grad_norm: 5.2519 2020-09-25 12:15:32,650 - mmaction - INFO - Epoch [118][540/940] lr: 4.000e-03, eta: 12:20:55, time: 1.404, data_time: 0.003, memory: 6929, loss_aux: 0.9908, top1_acc: 0.6586, top5_acc: 0.8375, loss_cls: 1.4268, loss: 2.4176, grad_norm: 5.2529 2020-09-25 12:16:00,745 - mmaction - INFO - Epoch [118][560/940] lr: 4.000e-03, eta: 12:20:26, time: 1.405, data_time: 0.001, memory: 6929, loss_aux: 0.9956, top1_acc: 0.6559, top5_acc: 0.8479, loss_cls: 1.4342, loss: 2.4298, grad_norm: 5.2586 2020-09-25 12:16:29,794 - mmaction - INFO - Epoch [118][580/940] lr: 4.000e-03, eta: 12:19:57, time: 1.451, data_time: 0.001, memory: 6929, loss_aux: 1.0068, top1_acc: 0.6549, top5_acc: 0.8389, loss_cls: 1.4466, loss: 2.4534, grad_norm: 5.3257 2020-09-25 12:16:58,052 - mmaction - INFO - Epoch [118][600/940] lr: 4.000e-03, eta: 12:19:27, time: 1.414, data_time: 0.003, memory: 6929, loss_aux: 0.9492, top1_acc: 0.6789, top5_acc: 0.8508, loss_cls: 1.3665, loss: 2.3157, grad_norm: 5.2027 2020-09-25 12:17:25,757 - mmaction - INFO - Epoch [118][620/940] lr: 4.000e-03, eta: 12:18:58, time: 1.384, data_time: 0.001, memory: 6929, loss_aux: 0.9822, top1_acc: 0.6580, top5_acc: 0.8457, loss_cls: 1.4267, loss: 2.4089, grad_norm: 5.2836 2020-09-25 12:17:54,662 - mmaction - INFO - Epoch [118][640/940] lr: 4.000e-03, eta: 12:18:29, time: 1.446, data_time: 0.003, memory: 6929, loss_aux: 1.0286, top1_acc: 0.6459, top5_acc: 0.8385, loss_cls: 1.4972, loss: 2.5257, grad_norm: 5.3698 2020-09-25 12:18:23,031 - mmaction - INFO - Epoch [118][660/940] lr: 4.000e-03, eta: 12:17:59, time: 1.418, data_time: 0.002, memory: 6929, loss_aux: 0.9900, top1_acc: 0.6652, top5_acc: 0.8521, loss_cls: 1.4283, loss: 2.4183, grad_norm: 5.3596 2020-09-25 12:18:51,392 - mmaction - INFO - Epoch [118][680/940] lr: 4.000e-03, eta: 12:17:30, time: 1.418, data_time: 0.002, memory: 6929, loss_aux: 0.9790, top1_acc: 0.6672, top5_acc: 0.8420, loss_cls: 1.4228, loss: 2.4018, grad_norm: 5.2442 2020-09-25 12:19:19,889 - mmaction - INFO - Epoch [118][700/940] lr: 4.000e-03, eta: 12:17:00, time: 1.426, data_time: 0.002, memory: 6929, loss_aux: 0.9978, top1_acc: 0.6592, top5_acc: 0.8355, loss_cls: 1.4406, loss: 2.4384, grad_norm: 5.2477 2020-09-25 12:19:48,211 - mmaction - INFO - Epoch [118][720/940] lr: 4.000e-03, eta: 12:16:31, time: 1.415, data_time: 0.001, memory: 6929, loss_aux: 0.9664, top1_acc: 0.6643, top5_acc: 0.8568, loss_cls: 1.3834, loss: 2.3498, grad_norm: 5.2053 2020-09-25 12:20:18,551 - mmaction - INFO - Epoch [118][740/940] lr: 4.000e-03, eta: 12:16:02, time: 1.518, data_time: 0.003, memory: 6929, loss_aux: 0.9890, top1_acc: 0.6641, top5_acc: 0.8447, loss_cls: 1.4113, loss: 2.4003, grad_norm: 5.1800 2020-09-25 12:20:47,809 - mmaction - INFO - Epoch [118][760/940] lr: 4.000e-03, eta: 12:15:33, time: 1.462, data_time: 0.002, memory: 6929, loss_aux: 1.0095, top1_acc: 0.6584, top5_acc: 0.8373, loss_cls: 1.4739, loss: 2.4834, grad_norm: 5.3261 2020-09-25 12:21:16,041 - mmaction - INFO - Epoch [118][780/940] lr: 4.000e-03, eta: 12:15:04, time: 1.413, data_time: 0.003, memory: 6929, loss_aux: 0.9987, top1_acc: 0.6650, top5_acc: 0.8426, loss_cls: 1.4241, loss: 2.4227, grad_norm: 5.2877 2020-09-25 12:21:45,115 - mmaction - INFO - Epoch [118][800/940] lr: 4.000e-03, eta: 12:14:34, time: 1.453, data_time: 0.001, memory: 6929, loss_aux: 0.9952, top1_acc: 0.6643, top5_acc: 0.8418, loss_cls: 1.4110, loss: 2.4062, grad_norm: 5.2331 2020-09-25 12:22:14,043 - mmaction - INFO - Epoch [118][820/940] lr: 4.000e-03, eta: 12:14:05, time: 1.447, data_time: 0.003, memory: 6929, loss_aux: 0.9813, top1_acc: 0.6582, top5_acc: 0.8426, loss_cls: 1.4076, loss: 2.3889, grad_norm: 5.2527 2020-09-25 12:22:42,109 - mmaction - INFO - Epoch [118][840/940] lr: 4.000e-03, eta: 12:13:36, time: 1.403, data_time: 0.001, memory: 6929, loss_aux: 0.9739, top1_acc: 0.6729, top5_acc: 0.8541, loss_cls: 1.3892, loss: 2.3631, grad_norm: 5.3088 2020-09-25 12:23:11,561 - mmaction - INFO - Epoch [118][860/940] lr: 4.000e-03, eta: 12:13:07, time: 1.472, data_time: 0.001, memory: 6929, loss_aux: 0.9913, top1_acc: 0.6447, top5_acc: 0.8393, loss_cls: 1.4569, loss: 2.4482, grad_norm: 5.3142 2020-09-25 12:23:39,157 - mmaction - INFO - Epoch [118][880/940] lr: 4.000e-03, eta: 12:12:37, time: 1.380, data_time: 0.002, memory: 6929, loss_aux: 0.9748, top1_acc: 0.6643, top5_acc: 0.8459, loss_cls: 1.3996, loss: 2.3744, grad_norm: 5.1638 2020-09-25 12:24:08,727 - mmaction - INFO - Epoch [118][900/940] lr: 4.000e-03, eta: 12:12:08, time: 1.478, data_time: 0.001, memory: 6929, loss_aux: 0.9679, top1_acc: 0.6666, top5_acc: 0.8510, loss_cls: 1.3865, loss: 2.3545, grad_norm: 5.2473 2020-09-25 12:24:38,109 - mmaction - INFO - Epoch [118][920/940] lr: 4.000e-03, eta: 12:11:39, time: 1.470, data_time: 0.003, memory: 6929, loss_aux: 0.9856, top1_acc: 0.6658, top5_acc: 0.8455, loss_cls: 1.4004, loss: 2.3859, grad_norm: 5.3461 2020-09-25 12:25:05,638 - mmaction - INFO - Epoch [118][940/940] lr: 4.000e-03, eta: 12:11:09, time: 1.376, data_time: 0.001, memory: 6929, loss_aux: 0.9985, top1_acc: 0.6583, top5_acc: 0.8446, loss_cls: 1.4383, loss: 2.4368, grad_norm: 5.3352 2020-09-25 12:25:06,109 - mmaction - INFO - Saving checkpoint at 118 epochs 2020-09-25 12:25:39,517 - mmaction - INFO - Epoch [119][20/940] lr: 4.000e-03, eta: 12:10:40, time: 1.514, data_time: 0.261, memory: 6929, loss_aux: 1.0021, top1_acc: 0.6686, top5_acc: 0.8395, loss_cls: 1.4364, loss: 2.4385, grad_norm: 5.2536 2020-09-25 12:26:08,090 - mmaction - INFO - Epoch [119][40/940] lr: 4.000e-03, eta: 12:10:11, time: 1.428, data_time: 0.001, memory: 6929, loss_aux: 0.9861, top1_acc: 0.6680, top5_acc: 0.8381, loss_cls: 1.4301, loss: 2.4161, grad_norm: 5.2899 2020-09-25 12:26:36,941 - mmaction - INFO - Epoch [119][60/940] lr: 4.000e-03, eta: 12:09:42, time: 1.443, data_time: 0.002, memory: 6929, loss_aux: 0.9678, top1_acc: 0.6764, top5_acc: 0.8559, loss_cls: 1.3878, loss: 2.3556, grad_norm: 5.2384 2020-09-25 12:27:06,540 - mmaction - INFO - Epoch [119][80/940] lr: 4.000e-03, eta: 12:09:13, time: 1.478, data_time: 0.001, memory: 6929, loss_aux: 0.9815, top1_acc: 0.6668, top5_acc: 0.8445, loss_cls: 1.4049, loss: 2.3864, grad_norm: 5.2408 2020-09-25 12:27:35,432 - mmaction - INFO - Epoch [119][100/940] lr: 4.000e-03, eta: 12:08:43, time: 1.446, data_time: 0.003, memory: 6929, loss_aux: 0.9818, top1_acc: 0.6643, top5_acc: 0.8416, loss_cls: 1.4283, loss: 2.4101, grad_norm: 5.3743 2020-09-25 12:28:04,078 - mmaction - INFO - Epoch [119][120/940] lr: 4.000e-03, eta: 12:08:14, time: 1.432, data_time: 0.001, memory: 6929, loss_aux: 0.9846, top1_acc: 0.6596, top5_acc: 0.8438, loss_cls: 1.4196, loss: 2.4042, grad_norm: 5.3344 2020-09-25 12:28:32,719 - mmaction - INFO - Epoch [119][140/940] lr: 4.000e-03, eta: 12:07:45, time: 1.433, data_time: 0.002, memory: 6929, loss_aux: 0.9769, top1_acc: 0.6676, top5_acc: 0.8465, loss_cls: 1.4018, loss: 2.3787, grad_norm: 5.3158 2020-09-25 12:29:02,378 - mmaction - INFO - Epoch [119][160/940] lr: 4.000e-03, eta: 12:07:16, time: 1.483, data_time: 0.001, memory: 6929, loss_aux: 0.9664, top1_acc: 0.6648, top5_acc: 0.8480, loss_cls: 1.3963, loss: 2.3627, grad_norm: 5.2347 2020-09-25 12:29:31,412 - mmaction - INFO - Epoch [119][180/940] lr: 4.000e-03, eta: 12:06:47, time: 1.451, data_time: 0.001, memory: 6929, loss_aux: 1.0019, top1_acc: 0.6604, top5_acc: 0.8408, loss_cls: 1.4450, loss: 2.4469, grad_norm: 5.3119 2020-09-25 12:30:00,185 - mmaction - INFO - Epoch [119][200/940] lr: 4.000e-03, eta: 12:06:17, time: 1.440, data_time: 0.003, memory: 6929, loss_aux: 0.9831, top1_acc: 0.6705, top5_acc: 0.8445, loss_cls: 1.4276, loss: 2.4106, grad_norm: 5.2433 2020-09-25 12:30:29,289 - mmaction - INFO - Epoch [119][220/940] lr: 4.000e-03, eta: 12:05:48, time: 1.454, data_time: 0.002, memory: 6929, loss_aux: 0.9881, top1_acc: 0.6625, top5_acc: 0.8490, loss_cls: 1.4054, loss: 2.3935, grad_norm: 5.2873 2020-09-25 12:30:58,639 - mmaction - INFO - Epoch [119][240/940] lr: 4.000e-03, eta: 12:05:19, time: 1.469, data_time: 0.003, memory: 6929, loss_aux: 0.9855, top1_acc: 0.6576, top5_acc: 0.8508, loss_cls: 1.4086, loss: 2.3940, grad_norm: 5.3055 2020-09-25 12:31:27,327 - mmaction - INFO - Epoch [119][260/940] lr: 4.000e-03, eta: 12:04:50, time: 1.433, data_time: 0.001, memory: 6929, loss_aux: 0.9859, top1_acc: 0.6617, top5_acc: 0.8445, loss_cls: 1.4194, loss: 2.4052, grad_norm: 5.3855 2020-09-25 12:31:57,353 - mmaction - INFO - Epoch [119][280/940] lr: 4.000e-03, eta: 12:04:21, time: 1.502, data_time: 0.003, memory: 6929, loss_aux: 0.9757, top1_acc: 0.6639, top5_acc: 0.8482, loss_cls: 1.4089, loss: 2.3845, grad_norm: 5.3518 2020-09-25 12:32:25,497 - mmaction - INFO - Epoch [119][300/940] lr: 4.000e-03, eta: 12:03:51, time: 1.407, data_time: 0.002, memory: 6929, loss_aux: 0.9722, top1_acc: 0.6719, top5_acc: 0.8459, loss_cls: 1.3801, loss: 2.3522, grad_norm: 5.1749 2020-09-25 12:32:55,019 - mmaction - INFO - Epoch [119][320/940] lr: 4.000e-03, eta: 12:03:22, time: 1.477, data_time: 0.003, memory: 6929, loss_aux: 0.9791, top1_acc: 0.6658, top5_acc: 0.8434, loss_cls: 1.4124, loss: 2.3915, grad_norm: 5.3134 2020-09-25 12:33:24,226 - mmaction - INFO - Epoch [119][340/940] lr: 4.000e-03, eta: 12:02:53, time: 1.459, data_time: 0.001, memory: 6929, loss_aux: 0.9904, top1_acc: 0.6615, top5_acc: 0.8453, loss_cls: 1.4145, loss: 2.4050, grad_norm: 5.3117 2020-09-25 12:33:54,200 - mmaction - INFO - Epoch [119][360/940] lr: 4.000e-03, eta: 12:02:24, time: 1.499, data_time: 0.003, memory: 6929, loss_aux: 0.9865, top1_acc: 0.6605, top5_acc: 0.8449, loss_cls: 1.4194, loss: 2.4059, grad_norm: 5.3293 2020-09-25 12:34:23,228 - mmaction - INFO - Epoch [119][380/940] lr: 4.000e-03, eta: 12:01:55, time: 1.451, data_time: 0.001, memory: 6929, loss_aux: 0.9779, top1_acc: 0.6672, top5_acc: 0.8465, loss_cls: 1.4104, loss: 2.3883, grad_norm: 5.2451 2020-09-25 12:34:52,593 - mmaction - INFO - Epoch [119][400/940] lr: 4.000e-03, eta: 12:01:26, time: 1.468, data_time: 0.002, memory: 6929, loss_aux: 0.9778, top1_acc: 0.6613, top5_acc: 0.8414, loss_cls: 1.4106, loss: 2.3884, grad_norm: 5.2877 2020-09-25 12:35:21,602 - mmaction - INFO - Epoch [119][420/940] lr: 4.000e-03, eta: 12:00:57, time: 1.451, data_time: 0.002, memory: 6929, loss_aux: 0.9522, top1_acc: 0.6795, top5_acc: 0.8615, loss_cls: 1.3328, loss: 2.2850, grad_norm: 5.1466 2020-09-25 12:35:50,830 - mmaction - INFO - Epoch [119][440/940] lr: 4.000e-03, eta: 12:00:27, time: 1.460, data_time: 0.001, memory: 6929, loss_aux: 0.9878, top1_acc: 0.6551, top5_acc: 0.8404, loss_cls: 1.4344, loss: 2.4221, grad_norm: 5.3590 2020-09-25 12:36:20,725 - mmaction - INFO - Epoch [119][460/940] lr: 4.000e-03, eta: 11:59:59, time: 1.496, data_time: 0.002, memory: 6929, loss_aux: 0.9704, top1_acc: 0.6682, top5_acc: 0.8506, loss_cls: 1.3861, loss: 2.3566, grad_norm: 5.2640 2020-09-25 12:36:49,519 - mmaction - INFO - Epoch [119][480/940] lr: 4.000e-03, eta: 11:59:29, time: 1.439, data_time: 0.001, memory: 6929, loss_aux: 0.9924, top1_acc: 0.6639, top5_acc: 0.8473, loss_cls: 1.4238, loss: 2.4162, grad_norm: 5.3645 2020-09-25 12:37:19,387 - mmaction - INFO - Epoch [119][500/940] lr: 4.000e-03, eta: 11:59:00, time: 1.494, data_time: 0.002, memory: 6929, loss_aux: 0.9968, top1_acc: 0.6637, top5_acc: 0.8367, loss_cls: 1.4515, loss: 2.4483, grad_norm: 5.2970 2020-09-25 12:37:48,562 - mmaction - INFO - Epoch [119][520/940] lr: 4.000e-03, eta: 11:58:31, time: 1.458, data_time: 0.002, memory: 6929, loss_aux: 0.9789, top1_acc: 0.6605, top5_acc: 0.8471, loss_cls: 1.4110, loss: 2.3899, grad_norm: 5.3090 2020-09-25 12:38:18,434 - mmaction - INFO - Epoch [119][540/940] lr: 4.000e-03, eta: 11:58:02, time: 1.494, data_time: 0.003, memory: 6929, loss_aux: 0.9787, top1_acc: 0.6609, top5_acc: 0.8457, loss_cls: 1.4120, loss: 2.3907, grad_norm: 5.2981 2020-09-25 12:38:47,344 - mmaction - INFO - Epoch [119][560/940] lr: 4.000e-03, eta: 11:57:33, time: 1.445, data_time: 0.001, memory: 6929, loss_aux: 0.9421, top1_acc: 0.6791, top5_acc: 0.8609, loss_cls: 1.3412, loss: 2.2833, grad_norm: 5.1827 2020-09-25 12:39:16,445 - mmaction - INFO - Epoch [119][580/940] lr: 4.000e-03, eta: 11:57:04, time: 1.455, data_time: 0.002, memory: 6929, loss_aux: 0.9638, top1_acc: 0.6670, top5_acc: 0.8453, loss_cls: 1.3961, loss: 2.3599, grad_norm: 5.3168 2020-09-25 12:39:46,428 - mmaction - INFO - Epoch [119][600/940] lr: 4.000e-03, eta: 11:56:35, time: 1.499, data_time: 0.002, memory: 6929, loss_aux: 0.9625, top1_acc: 0.6736, top5_acc: 0.8484, loss_cls: 1.3931, loss: 2.3555, grad_norm: 5.1986 2020-09-25 12:40:15,439 - mmaction - INFO - Epoch [119][620/940] lr: 4.000e-03, eta: 11:56:06, time: 1.451, data_time: 0.003, memory: 6929, loss_aux: 1.0032, top1_acc: 0.6527, top5_acc: 0.8369, loss_cls: 1.4637, loss: 2.4669, grad_norm: 5.3833 2020-09-25 12:40:44,635 - mmaction - INFO - Epoch [119][640/940] lr: 4.000e-03, eta: 11:55:36, time: 1.458, data_time: 0.002, memory: 6929, loss_aux: 0.9836, top1_acc: 0.6666, top5_acc: 0.8418, loss_cls: 1.4351, loss: 2.4187, grad_norm: 5.3087 2020-09-25 12:41:13,651 - mmaction - INFO - Epoch [119][660/940] lr: 4.000e-03, eta: 11:55:07, time: 1.453, data_time: 0.004, memory: 6929, loss_aux: 0.9828, top1_acc: 0.6623, top5_acc: 0.8465, loss_cls: 1.4160, loss: 2.3988, grad_norm: 5.3512 2020-09-25 12:41:43,032 - mmaction - INFO - Epoch [119][680/940] lr: 4.000e-03, eta: 11:54:38, time: 1.469, data_time: 0.002, memory: 6929, loss_aux: 0.9991, top1_acc: 0.6494, top5_acc: 0.8359, loss_cls: 1.4580, loss: 2.4572, grad_norm: 5.3831 2020-09-25 12:42:13,159 - mmaction - INFO - Epoch [119][700/940] lr: 4.000e-03, eta: 11:54:09, time: 1.507, data_time: 0.002, memory: 6929, loss_aux: 1.0090, top1_acc: 0.6559, top5_acc: 0.8410, loss_cls: 1.4516, loss: 2.4606, grad_norm: 5.3722 2020-09-25 12:42:41,643 - mmaction - INFO - Epoch [119][720/940] lr: 4.000e-03, eta: 11:53:40, time: 1.424, data_time: 0.001, memory: 6929, loss_aux: 0.9978, top1_acc: 0.6537, top5_acc: 0.8438, loss_cls: 1.4467, loss: 2.4444, grad_norm: 5.4256 2020-09-25 12:43:10,937 - mmaction - INFO - Epoch [119][740/940] lr: 4.000e-03, eta: 11:53:11, time: 1.464, data_time: 0.001, memory: 6929, loss_aux: 0.9954, top1_acc: 0.6676, top5_acc: 0.8393, loss_cls: 1.4286, loss: 2.4240, grad_norm: 5.2982 2020-09-25 12:43:39,959 - mmaction - INFO - Epoch [119][760/940] lr: 4.000e-03, eta: 11:52:41, time: 1.453, data_time: 0.003, memory: 6929, loss_aux: 0.9814, top1_acc: 0.6598, top5_acc: 0.8479, loss_cls: 1.4269, loss: 2.4083, grad_norm: 5.2692 2020-09-25 12:44:08,535 - mmaction - INFO - Epoch [119][780/940] lr: 4.000e-03, eta: 11:52:12, time: 1.427, data_time: 0.001, memory: 6929, loss_aux: 0.9862, top1_acc: 0.6656, top5_acc: 0.8455, loss_cls: 1.4106, loss: 2.3968, grad_norm: 5.2699 2020-09-25 12:44:37,685 - mmaction - INFO - Epoch [119][800/940] lr: 4.000e-03, eta: 11:51:43, time: 1.458, data_time: 0.003, memory: 6929, loss_aux: 0.9782, top1_acc: 0.6633, top5_acc: 0.8488, loss_cls: 1.4104, loss: 2.3886, grad_norm: 5.2834 2020-09-25 12:45:06,791 - mmaction - INFO - Epoch [119][820/940] lr: 4.000e-03, eta: 11:51:14, time: 1.454, data_time: 0.001, memory: 6929, loss_aux: 0.9958, top1_acc: 0.6629, top5_acc: 0.8412, loss_cls: 1.4402, loss: 2.4361, grad_norm: 5.3059 2020-09-25 12:45:35,441 - mmaction - INFO - Epoch [119][840/940] lr: 4.000e-03, eta: 11:50:44, time: 1.434, data_time: 0.003, memory: 6929, loss_aux: 0.9824, top1_acc: 0.6574, top5_acc: 0.8500, loss_cls: 1.4294, loss: 2.4118, grad_norm: 5.3895 2020-09-25 12:46:05,050 - mmaction - INFO - Epoch [119][860/940] lr: 4.000e-03, eta: 11:50:15, time: 1.480, data_time: 0.001, memory: 6929, loss_aux: 0.9891, top1_acc: 0.6686, top5_acc: 0.8457, loss_cls: 1.3998, loss: 2.3889, grad_norm: 5.3059 2020-09-25 12:46:33,254 - mmaction - INFO - Epoch [119][880/940] lr: 4.000e-03, eta: 11:49:46, time: 1.411, data_time: 0.002, memory: 6929, loss_aux: 0.9653, top1_acc: 0.6664, top5_acc: 0.8477, loss_cls: 1.3841, loss: 2.3494, grad_norm: 5.3141 2020-09-25 12:47:02,462 - mmaction - INFO - Epoch [119][900/940] lr: 4.000e-03, eta: 11:49:17, time: 1.460, data_time: 0.001, memory: 6929, loss_aux: 0.9854, top1_acc: 0.6613, top5_acc: 0.8387, loss_cls: 1.4403, loss: 2.4257, grad_norm: 5.2357 2020-09-25 12:47:31,379 - mmaction - INFO - Epoch [119][920/940] lr: 4.000e-03, eta: 11:48:48, time: 1.445, data_time: 0.001, memory: 6929, loss_aux: 1.0059, top1_acc: 0.6600, top5_acc: 0.8350, loss_cls: 1.4661, loss: 2.4720, grad_norm: 5.3150 2020-09-25 12:47:59,016 - mmaction - INFO - Epoch [119][940/940] lr: 4.000e-03, eta: 11:48:18, time: 1.383, data_time: 0.003, memory: 6929, loss_aux: 0.9850, top1_acc: 0.6640, top5_acc: 0.8413, loss_cls: 1.4259, loss: 2.4109, grad_norm: 5.3357 2020-09-25 12:47:59,459 - mmaction - INFO - Saving checkpoint at 119 epochs 2020-09-25 12:48:32,776 - mmaction - INFO - Epoch [120][20/940] lr: 4.000e-03, eta: 11:47:49, time: 1.513, data_time: 0.258, memory: 6929, loss_aux: 0.9887, top1_acc: 0.6615, top5_acc: 0.8445, loss_cls: 1.4123, loss: 2.4009, grad_norm: 5.3611 2020-09-25 12:49:01,962 - mmaction - INFO - Epoch [120][40/940] lr: 4.000e-03, eta: 11:47:20, time: 1.459, data_time: 0.001, memory: 6929, loss_aux: 0.9954, top1_acc: 0.6506, top5_acc: 0.8465, loss_cls: 1.4363, loss: 2.4317, grad_norm: 5.3352 2020-09-25 12:49:30,288 - mmaction - INFO - Epoch [120][60/940] lr: 4.000e-03, eta: 11:46:51, time: 1.416, data_time: 0.002, memory: 6929, loss_aux: 0.9625, top1_acc: 0.6682, top5_acc: 0.8516, loss_cls: 1.3753, loss: 2.3377, grad_norm: 5.3317 2020-09-25 12:49:59,459 - mmaction - INFO - Epoch [120][80/940] lr: 4.000e-03, eta: 11:46:21, time: 1.460, data_time: 0.003, memory: 6929, loss_aux: 0.9767, top1_acc: 0.6662, top5_acc: 0.8408, loss_cls: 1.4153, loss: 2.3920, grad_norm: 5.3158 2020-09-25 12:50:27,619 - mmaction - INFO - Epoch [120][100/940] lr: 4.000e-03, eta: 11:45:52, time: 1.406, data_time: 0.001, memory: 6929, loss_aux: 0.9648, top1_acc: 0.6570, top5_acc: 0.8432, loss_cls: 1.4072, loss: 2.3720, grad_norm: 5.3369 2020-09-25 12:50:56,157 - mmaction - INFO - Epoch [120][120/940] lr: 4.000e-03, eta: 11:45:23, time: 1.428, data_time: 0.003, memory: 6929, loss_aux: 0.9780, top1_acc: 0.6674, top5_acc: 0.8479, loss_cls: 1.3935, loss: 2.3715, grad_norm: 5.2975 2020-09-25 12:51:24,387 - mmaction - INFO - Epoch [120][140/940] lr: 4.000e-03, eta: 11:44:53, time: 1.410, data_time: 0.001, memory: 6929, loss_aux: 0.9839, top1_acc: 0.6691, top5_acc: 0.8551, loss_cls: 1.3852, loss: 2.3692, grad_norm: 5.3521 2020-09-25 12:51:53,682 - mmaction - INFO - Epoch [120][160/940] lr: 4.000e-03, eta: 11:44:24, time: 1.467, data_time: 0.003, memory: 6929, loss_aux: 1.0062, top1_acc: 0.6543, top5_acc: 0.8359, loss_cls: 1.4628, loss: 2.4691, grad_norm: 5.4176 2020-09-25 12:52:22,485 - mmaction - INFO - Epoch [120][180/940] lr: 4.000e-03, eta: 11:43:55, time: 1.440, data_time: 0.001, memory: 6929, loss_aux: 0.9726, top1_acc: 0.6672, top5_acc: 0.8482, loss_cls: 1.4059, loss: 2.3785, grad_norm: 5.3367 2020-09-25 12:52:51,912 - mmaction - INFO - Epoch [120][200/940] lr: 4.000e-03, eta: 11:43:26, time: 1.471, data_time: 0.002, memory: 6929, loss_aux: 0.9777, top1_acc: 0.6701, top5_acc: 0.8426, loss_cls: 1.4018, loss: 2.3795, grad_norm: 5.2840 2020-09-25 12:53:21,501 - mmaction - INFO - Epoch [120][220/940] lr: 4.000e-03, eta: 11:42:57, time: 1.480, data_time: 0.002, memory: 6929, loss_aux: 0.9988, top1_acc: 0.6693, top5_acc: 0.8414, loss_cls: 1.4238, loss: 2.4227, grad_norm: 5.3394 2020-09-25 12:53:49,793 - mmaction - INFO - Epoch [120][240/940] lr: 4.000e-03, eta: 11:42:27, time: 1.415, data_time: 0.001, memory: 6929, loss_aux: 0.9661, top1_acc: 0.6742, top5_acc: 0.8518, loss_cls: 1.3827, loss: 2.3488, grad_norm: 5.2835 2020-09-25 12:54:17,462 - mmaction - INFO - Epoch [120][260/940] lr: 4.000e-03, eta: 11:41:58, time: 1.383, data_time: 0.001, memory: 6929, loss_aux: 0.9875, top1_acc: 0.6594, top5_acc: 0.8461, loss_cls: 1.4238, loss: 2.4113, grad_norm: 5.3416 2020-09-25 12:54:46,643 - mmaction - INFO - Epoch [120][280/940] lr: 4.000e-03, eta: 11:41:29, time: 1.458, data_time: 0.002, memory: 6929, loss_aux: 0.9651, top1_acc: 0.6738, top5_acc: 0.8498, loss_cls: 1.3840, loss: 2.3492, grad_norm: 5.2546 2020-09-25 12:55:15,915 - mmaction - INFO - Epoch [120][300/940] lr: 4.000e-03, eta: 11:40:59, time: 1.465, data_time: 0.003, memory: 6929, loss_aux: 0.9768, top1_acc: 0.6693, top5_acc: 0.8428, loss_cls: 1.4061, loss: 2.3830, grad_norm: 5.2635 2020-09-25 12:55:44,043 - mmaction - INFO - Epoch [120][320/940] lr: 4.000e-03, eta: 11:40:30, time: 1.405, data_time: 0.001, memory: 6929, loss_aux: 0.9873, top1_acc: 0.6645, top5_acc: 0.8498, loss_cls: 1.4040, loss: 2.3913, grad_norm: 5.3183 2020-09-25 12:56:12,787 - mmaction - INFO - Epoch [120][340/940] lr: 4.000e-03, eta: 11:40:01, time: 1.438, data_time: 0.002, memory: 6929, loss_aux: 0.9874, top1_acc: 0.6627, top5_acc: 0.8469, loss_cls: 1.4231, loss: 2.4105, grad_norm: 5.3220 2020-09-25 12:56:41,844 - mmaction - INFO - Epoch [120][360/940] lr: 4.000e-03, eta: 11:39:32, time: 1.452, data_time: 0.001, memory: 6929, loss_aux: 0.9933, top1_acc: 0.6664, top5_acc: 0.8445, loss_cls: 1.4114, loss: 2.4047, grad_norm: 5.3258 2020-09-25 12:57:09,919 - mmaction - INFO - Epoch [120][380/940] lr: 4.000e-03, eta: 11:39:02, time: 1.403, data_time: 0.001, memory: 6929, loss_aux: 0.9970, top1_acc: 0.6535, top5_acc: 0.8445, loss_cls: 1.4267, loss: 2.4238, grad_norm: 5.3907 2020-09-25 12:57:38,941 - mmaction - INFO - Epoch [120][400/940] lr: 4.000e-03, eta: 11:38:33, time: 1.452, data_time: 0.002, memory: 6929, loss_aux: 0.9708, top1_acc: 0.6668, top5_acc: 0.8488, loss_cls: 1.3949, loss: 2.3657, grad_norm: 5.2829 2020-09-25 12:58:07,477 - mmaction - INFO - Epoch [120][420/940] lr: 4.000e-03, eta: 11:38:04, time: 1.425, data_time: 0.001, memory: 6929, loss_aux: 0.9975, top1_acc: 0.6574, top5_acc: 0.8436, loss_cls: 1.4194, loss: 2.4169, grad_norm: 5.3887 2020-09-25 12:58:35,388 - mmaction - INFO - Epoch [120][440/940] lr: 4.000e-03, eta: 11:37:34, time: 1.397, data_time: 0.003, memory: 6929, loss_aux: 0.9860, top1_acc: 0.6627, top5_acc: 0.8477, loss_cls: 1.4038, loss: 2.3897, grad_norm: 5.3198 2020-09-25 12:59:03,949 - mmaction - INFO - Epoch [120][460/940] lr: 4.000e-03, eta: 11:37:05, time: 1.428, data_time: 0.002, memory: 6929, loss_aux: 0.9516, top1_acc: 0.6791, top5_acc: 0.8527, loss_cls: 1.3637, loss: 2.3152, grad_norm: 5.2332 2020-09-25 12:59:32,338 - mmaction - INFO - Epoch [120][480/940] lr: 4.000e-03, eta: 11:36:35, time: 1.419, data_time: 0.003, memory: 6929, loss_aux: 0.9680, top1_acc: 0.6764, top5_acc: 0.8553, loss_cls: 1.3595, loss: 2.3275, grad_norm: 5.1887 2020-09-25 13:00:00,891 - mmaction - INFO - Epoch [120][500/940] lr: 4.000e-03, eta: 11:36:06, time: 1.429, data_time: 0.003, memory: 6929, loss_aux: 0.9912, top1_acc: 0.6588, top5_acc: 0.8475, loss_cls: 1.4266, loss: 2.4178, grad_norm: 5.3862 2020-09-25 13:00:36,004 - mmaction - INFO - Epoch [120][520/940] lr: 4.000e-03, eta: 11:35:38, time: 1.752, data_time: 0.001, memory: 6929, loss_aux: 0.9706, top1_acc: 0.6576, top5_acc: 0.8490, loss_cls: 1.4131, loss: 2.3836, grad_norm: 5.3890 2020-09-25 13:01:04,364 - mmaction - INFO - Epoch [120][540/940] lr: 4.000e-03, eta: 11:35:09, time: 1.422, data_time: 0.011, memory: 6929, loss_aux: 0.9345, top1_acc: 0.6703, top5_acc: 0.8600, loss_cls: 1.3450, loss: 2.2795, grad_norm: 5.2682 2020-09-25 13:01:32,871 - mmaction - INFO - Epoch [120][560/940] lr: 4.000e-03, eta: 11:34:40, time: 1.426, data_time: 0.002, memory: 6929, loss_aux: 0.9952, top1_acc: 0.6641, top5_acc: 0.8467, loss_cls: 1.4257, loss: 2.4209, grad_norm: 5.4159 2020-09-25 13:02:00,900 - mmaction - INFO - Epoch [120][580/940] lr: 4.000e-03, eta: 11:34:10, time: 1.401, data_time: 0.001, memory: 6929, loss_aux: 0.9889, top1_acc: 0.6705, top5_acc: 0.8514, loss_cls: 1.4035, loss: 2.3924, grad_norm: 5.3939 2020-09-25 13:02:29,328 - mmaction - INFO - Epoch [120][600/940] lr: 4.000e-03, eta: 11:33:41, time: 1.420, data_time: 0.001, memory: 6929, loss_aux: 0.9736, top1_acc: 0.6611, top5_acc: 0.8547, loss_cls: 1.3865, loss: 2.3602, grad_norm: 5.2842 2020-09-25 13:02:57,935 - mmaction - INFO - Epoch [120][620/940] lr: 4.000e-03, eta: 11:33:12, time: 1.431, data_time: 0.003, memory: 6929, loss_aux: 0.9964, top1_acc: 0.6566, top5_acc: 0.8424, loss_cls: 1.4600, loss: 2.4564, grad_norm: 5.4651 2020-09-25 13:03:25,809 - mmaction - INFO - Epoch [120][640/940] lr: 4.000e-03, eta: 11:32:42, time: 1.393, data_time: 0.002, memory: 6929, loss_aux: 0.9947, top1_acc: 0.6625, top5_acc: 0.8422, loss_cls: 1.4265, loss: 2.4212, grad_norm: 5.2557 2020-09-25 13:03:54,036 - mmaction - INFO - Epoch [120][660/940] lr: 4.000e-03, eta: 11:32:13, time: 1.412, data_time: 0.003, memory: 6929, loss_aux: 1.0137, top1_acc: 0.6473, top5_acc: 0.8365, loss_cls: 1.4638, loss: 2.4775, grad_norm: 5.4669 2020-09-25 13:04:21,720 - mmaction - INFO - Epoch [120][680/940] lr: 4.000e-03, eta: 11:31:43, time: 1.384, data_time: 0.002, memory: 6929, loss_aux: 0.9942, top1_acc: 0.6619, top5_acc: 0.8406, loss_cls: 1.4389, loss: 2.4330, grad_norm: 5.3496 2020-09-25 13:04:51,024 - mmaction - INFO - Epoch [120][700/940] lr: 4.000e-03, eta: 11:31:14, time: 1.464, data_time: 0.001, memory: 6929, loss_aux: 1.0075, top1_acc: 0.6590, top5_acc: 0.8432, loss_cls: 1.4402, loss: 2.4476, grad_norm: 5.3586 2020-09-25 13:05:19,424 - mmaction - INFO - Epoch [120][720/940] lr: 4.000e-03, eta: 11:30:45, time: 1.421, data_time: 0.003, memory: 6929, loss_aux: 0.9676, top1_acc: 0.6732, top5_acc: 0.8498, loss_cls: 1.3826, loss: 2.3503, grad_norm: 5.2853 2020-09-25 13:05:47,723 - mmaction - INFO - Epoch [120][740/940] lr: 4.000e-03, eta: 11:30:15, time: 1.414, data_time: 0.001, memory: 6929, loss_aux: 0.9909, top1_acc: 0.6562, top5_acc: 0.8447, loss_cls: 1.4308, loss: 2.4218, grad_norm: 5.3645 2020-09-25 13:06:16,760 - mmaction - INFO - Epoch [120][760/940] lr: 4.000e-03, eta: 11:29:46, time: 1.453, data_time: 0.002, memory: 6929, loss_aux: 0.9700, top1_acc: 0.6641, top5_acc: 0.8486, loss_cls: 1.4080, loss: 2.3780, grad_norm: 5.3081 2020-09-25 13:06:44,464 - mmaction - INFO - Epoch [120][780/940] lr: 4.000e-03, eta: 11:29:16, time: 1.383, data_time: 0.001, memory: 6929, loss_aux: 0.9714, top1_acc: 0.6670, top5_acc: 0.8506, loss_cls: 1.3992, loss: 2.3706, grad_norm: 5.3246 2020-09-25 13:07:13,359 - mmaction - INFO - Epoch [120][800/940] lr: 4.000e-03, eta: 11:28:47, time: 1.447, data_time: 0.004, memory: 6929, loss_aux: 0.9690, top1_acc: 0.6689, top5_acc: 0.8461, loss_cls: 1.3971, loss: 2.3661, grad_norm: 5.2438 2020-09-25 13:07:41,127 - mmaction - INFO - Epoch [120][820/940] lr: 4.000e-03, eta: 11:28:18, time: 1.388, data_time: 0.001, memory: 6929, loss_aux: 0.9759, top1_acc: 0.6572, top5_acc: 0.8480, loss_cls: 1.4170, loss: 2.3929, grad_norm: 5.2718 2020-09-25 13:08:09,291 - mmaction - INFO - Epoch [120][840/940] lr: 4.000e-03, eta: 11:27:48, time: 1.407, data_time: 0.001, memory: 6929, loss_aux: 1.0019, top1_acc: 0.6670, top5_acc: 0.8383, loss_cls: 1.4369, loss: 2.4389, grad_norm: 5.3440 2020-09-25 13:08:37,558 - mmaction - INFO - Epoch [120][860/940] lr: 4.000e-03, eta: 11:27:19, time: 1.415, data_time: 0.003, memory: 6929, loss_aux: 0.9911, top1_acc: 0.6785, top5_acc: 0.8512, loss_cls: 1.3905, loss: 2.3816, grad_norm: 5.3021 2020-09-25 13:09:05,459 - mmaction - INFO - Epoch [120][880/940] lr: 4.000e-03, eta: 11:26:49, time: 1.394, data_time: 0.001, memory: 6929, loss_aux: 0.9744, top1_acc: 0.6637, top5_acc: 0.8445, loss_cls: 1.4275, loss: 2.4018, grad_norm: 5.3576 2020-09-25 13:09:34,504 - mmaction - INFO - Epoch [120][900/940] lr: 4.000e-03, eta: 11:26:20, time: 1.453, data_time: 0.002, memory: 6929, loss_aux: 1.0029, top1_acc: 0.6518, top5_acc: 0.8453, loss_cls: 1.4445, loss: 2.4474, grad_norm: 5.3560 2020-09-25 13:10:03,093 - mmaction - INFO - Epoch [120][920/940] lr: 4.000e-03, eta: 11:25:51, time: 1.428, data_time: 0.001, memory: 6929, loss_aux: 0.9758, top1_acc: 0.6660, top5_acc: 0.8445, loss_cls: 1.4147, loss: 2.3904, grad_norm: 5.3013 2020-09-25 13:10:31,018 - mmaction - INFO - Epoch [120][940/940] lr: 4.000e-03, eta: 11:25:21, time: 1.397, data_time: 0.006, memory: 6929, loss_aux: 1.0052, top1_acc: 0.6461, top5_acc: 0.8431, loss_cls: 1.4728, loss: 2.4780, grad_norm: 5.4139 2020-09-25 13:10:31,520 - mmaction - INFO - Saving checkpoint at 120 epochs 2020-09-25 13:11:08,343 - mmaction - INFO - Epoch [121][20/940] lr: 4.000e-03, eta: 11:24:53, time: 1.649, data_time: 0.315, memory: 6929, loss_aux: 0.9844, top1_acc: 0.6629, top5_acc: 0.8518, loss_cls: 1.3915, loss: 2.3760, grad_norm: 5.2955 2020-09-25 13:11:35,052 - mmaction - INFO - Epoch [121][40/940] lr: 4.000e-03, eta: 11:24:23, time: 1.336, data_time: 0.002, memory: 6929, loss_aux: 0.9864, top1_acc: 0.6639, top5_acc: 0.8473, loss_cls: 1.4041, loss: 2.3905, grad_norm: 5.3936 2020-09-25 13:12:03,056 - mmaction - INFO - Epoch [121][60/940] lr: 4.000e-03, eta: 11:23:54, time: 1.400, data_time: 0.001, memory: 6929, loss_aux: 0.9878, top1_acc: 0.6578, top5_acc: 0.8414, loss_cls: 1.4278, loss: 2.4155, grad_norm: 5.3227 2020-09-25 13:12:31,573 - mmaction - INFO - Epoch [121][80/940] lr: 4.000e-03, eta: 11:23:25, time: 1.426, data_time: 0.002, memory: 6929, loss_aux: 0.9780, top1_acc: 0.6709, top5_acc: 0.8551, loss_cls: 1.3800, loss: 2.3579, grad_norm: 5.2769 2020-09-25 13:12:59,823 - mmaction - INFO - Epoch [121][100/940] lr: 4.000e-03, eta: 11:22:55, time: 1.413, data_time: 0.002, memory: 6929, loss_aux: 0.9468, top1_acc: 0.6760, top5_acc: 0.8545, loss_cls: 1.3543, loss: 2.3011, grad_norm: 5.2518 2020-09-25 13:13:28,047 - mmaction - INFO - Epoch [121][120/940] lr: 4.000e-03, eta: 11:22:26, time: 1.410, data_time: 0.001, memory: 6929, loss_aux: 0.9725, top1_acc: 0.6650, top5_acc: 0.8500, loss_cls: 1.3914, loss: 2.3639, grad_norm: 5.3330 2020-09-25 13:13:56,462 - mmaction - INFO - Epoch [121][140/940] lr: 4.000e-03, eta: 11:21:57, time: 1.421, data_time: 0.002, memory: 6929, loss_aux: 0.9742, top1_acc: 0.6674, top5_acc: 0.8539, loss_cls: 1.3782, loss: 2.3524, grad_norm: 5.3173 2020-09-25 13:14:24,458 - mmaction - INFO - Epoch [121][160/940] lr: 4.000e-03, eta: 11:21:27, time: 1.400, data_time: 0.002, memory: 6929, loss_aux: 1.0072, top1_acc: 0.6561, top5_acc: 0.8383, loss_cls: 1.4550, loss: 2.4622, grad_norm: 5.4313 2020-09-25 13:14:52,292 - mmaction - INFO - Epoch [121][180/940] lr: 4.000e-03, eta: 11:20:58, time: 1.392, data_time: 0.003, memory: 6929, loss_aux: 0.9844, top1_acc: 0.6619, top5_acc: 0.8441, loss_cls: 1.4120, loss: 2.3963, grad_norm: 5.4234 2020-09-25 13:15:21,921 - mmaction - INFO - Epoch [121][200/940] lr: 4.000e-03, eta: 11:20:29, time: 1.482, data_time: 0.002, memory: 6929, loss_aux: 0.9923, top1_acc: 0.6600, top5_acc: 0.8410, loss_cls: 1.4177, loss: 2.4100, grad_norm: 5.4013 2020-09-25 13:15:49,300 - mmaction - INFO - Epoch [121][220/940] lr: 4.000e-03, eta: 11:19:59, time: 1.368, data_time: 0.002, memory: 6929, loss_aux: 0.9889, top1_acc: 0.6643, top5_acc: 0.8439, loss_cls: 1.4214, loss: 2.4102, grad_norm: 5.3022 2020-09-25 13:16:18,066 - mmaction - INFO - Epoch [121][240/940] lr: 4.000e-03, eta: 11:19:30, time: 1.439, data_time: 0.002, memory: 6929, loss_aux: 0.9654, top1_acc: 0.6680, top5_acc: 0.8523, loss_cls: 1.3797, loss: 2.3451, grad_norm: 5.3088 2020-09-25 13:16:46,448 - mmaction - INFO - Epoch [121][260/940] lr: 4.000e-03, eta: 11:19:00, time: 1.418, data_time: 0.001, memory: 6929, loss_aux: 0.9739, top1_acc: 0.6730, top5_acc: 0.8498, loss_cls: 1.3920, loss: 2.3659, grad_norm: 5.2925 2020-09-25 13:17:14,553 - mmaction - INFO - Epoch [121][280/940] lr: 4.000e-03, eta: 11:18:31, time: 1.407, data_time: 0.003, memory: 6929, loss_aux: 0.9786, top1_acc: 0.6658, top5_acc: 0.8482, loss_cls: 1.3916, loss: 2.3703, grad_norm: 5.2897 2020-09-25 13:17:43,584 - mmaction - INFO - Epoch [121][300/940] lr: 4.000e-03, eta: 11:18:02, time: 1.451, data_time: 0.001, memory: 6929, loss_aux: 0.9704, top1_acc: 0.6707, top5_acc: 0.8475, loss_cls: 1.3931, loss: 2.3634, grad_norm: 5.2726 2020-09-25 13:18:12,175 - mmaction - INFO - Epoch [121][320/940] lr: 4.000e-03, eta: 11:17:32, time: 1.430, data_time: 0.003, memory: 6929, loss_aux: 1.0037, top1_acc: 0.6549, top5_acc: 0.8354, loss_cls: 1.4551, loss: 2.4588, grad_norm: 5.4876 2020-09-25 13:18:40,743 - mmaction - INFO - Epoch [121][340/940] lr: 4.000e-03, eta: 11:17:03, time: 1.429, data_time: 0.003, memory: 6929, loss_aux: 0.9754, top1_acc: 0.6639, top5_acc: 0.8479, loss_cls: 1.3935, loss: 2.3689, grad_norm: 5.3323 2020-09-25 13:19:09,137 - mmaction - INFO - Epoch [121][360/940] lr: 4.000e-03, eta: 11:16:34, time: 1.418, data_time: 0.001, memory: 6929, loss_aux: 1.0001, top1_acc: 0.6549, top5_acc: 0.8426, loss_cls: 1.4504, loss: 2.4504, grad_norm: 5.3771 2020-09-25 13:19:37,940 - mmaction - INFO - Epoch [121][380/940] lr: 4.000e-03, eta: 11:16:05, time: 1.441, data_time: 0.003, memory: 6929, loss_aux: 0.9763, top1_acc: 0.6643, top5_acc: 0.8516, loss_cls: 1.3892, loss: 2.3655, grad_norm: 5.3789 2020-09-25 13:20:06,022 - mmaction - INFO - Epoch [121][400/940] lr: 4.000e-03, eta: 11:15:35, time: 1.405, data_time: 0.002, memory: 6929, loss_aux: 0.9799, top1_acc: 0.6684, top5_acc: 0.8406, loss_cls: 1.4221, loss: 2.4021, grad_norm: 5.3733 2020-09-25 13:20:33,706 - mmaction - INFO - Epoch [121][420/940] lr: 4.000e-03, eta: 11:15:06, time: 1.384, data_time: 0.001, memory: 6929, loss_aux: 0.9886, top1_acc: 0.6717, top5_acc: 0.8584, loss_cls: 1.3815, loss: 2.3702, grad_norm: 5.3061 2020-09-25 13:21:02,331 - mmaction - INFO - Epoch [121][440/940] lr: 4.000e-03, eta: 11:14:36, time: 1.432, data_time: 0.001, memory: 6929, loss_aux: 0.9823, top1_acc: 0.6738, top5_acc: 0.8455, loss_cls: 1.3949, loss: 2.3772, grad_norm: 5.3912 2020-09-25 13:21:30,494 - mmaction - INFO - Epoch [121][460/940] lr: 4.000e-03, eta: 11:14:07, time: 1.407, data_time: 0.001, memory: 6929, loss_aux: 0.9904, top1_acc: 0.6598, top5_acc: 0.8451, loss_cls: 1.4235, loss: 2.4138, grad_norm: 5.3526 2020-09-25 13:21:58,711 - mmaction - INFO - Epoch [121][480/940] lr: 4.000e-03, eta: 11:13:37, time: 1.411, data_time: 0.002, memory: 6929, loss_aux: 0.9700, top1_acc: 0.6654, top5_acc: 0.8506, loss_cls: 1.3899, loss: 2.3599, grad_norm: 5.2793 2020-09-25 13:22:27,026 - mmaction - INFO - Epoch [121][500/940] lr: 4.000e-03, eta: 11:13:08, time: 1.415, data_time: 0.002, memory: 6929, loss_aux: 0.9627, top1_acc: 0.6721, top5_acc: 0.8537, loss_cls: 1.3806, loss: 2.3433, grad_norm: 5.2995 2020-09-25 13:22:55,072 - mmaction - INFO - Epoch [121][520/940] lr: 4.000e-03, eta: 11:12:39, time: 1.403, data_time: 0.003, memory: 6929, loss_aux: 1.0156, top1_acc: 0.6609, top5_acc: 0.8387, loss_cls: 1.4653, loss: 2.4809, grad_norm: 5.4147 2020-09-25 13:23:22,932 - mmaction - INFO - Epoch [121][540/940] lr: 4.000e-03, eta: 11:12:09, time: 1.393, data_time: 0.002, memory: 6929, loss_aux: 0.9984, top1_acc: 0.6611, top5_acc: 0.8414, loss_cls: 1.4288, loss: 2.4272, grad_norm: 5.4619 2020-09-25 13:23:51,216 - mmaction - INFO - Epoch [121][560/940] lr: 4.000e-03, eta: 11:11:40, time: 1.415, data_time: 0.002, memory: 6929, loss_aux: 0.9757, top1_acc: 0.6641, top5_acc: 0.8445, loss_cls: 1.3951, loss: 2.3708, grad_norm: 5.4423 2020-09-25 13:24:20,093 - mmaction - INFO - Epoch [121][580/940] lr: 4.000e-03, eta: 11:11:11, time: 1.444, data_time: 0.001, memory: 6929, loss_aux: 0.9980, top1_acc: 0.6514, top5_acc: 0.8420, loss_cls: 1.4308, loss: 2.4289, grad_norm: 5.3984 2020-09-25 13:24:49,242 - mmaction - INFO - Epoch [121][600/940] lr: 4.000e-03, eta: 11:10:41, time: 1.456, data_time: 0.001, memory: 6929, loss_aux: 0.9888, top1_acc: 0.6574, top5_acc: 0.8441, loss_cls: 1.4215, loss: 2.4102, grad_norm: 5.4249 2020-09-25 13:25:16,613 - mmaction - INFO - Epoch [121][620/940] lr: 4.000e-03, eta: 11:10:12, time: 1.370, data_time: 0.003, memory: 6929, loss_aux: 1.0029, top1_acc: 0.6598, top5_acc: 0.8320, loss_cls: 1.4627, loss: 2.4656, grad_norm: 5.4023 2020-09-25 13:25:44,820 - mmaction - INFO - Epoch [121][640/940] lr: 4.000e-03, eta: 11:09:42, time: 1.409, data_time: 0.001, memory: 6929, loss_aux: 0.9642, top1_acc: 0.6689, top5_acc: 0.8533, loss_cls: 1.3782, loss: 2.3425, grad_norm: 5.3063 2020-09-25 13:26:13,203 - mmaction - INFO - Epoch [121][660/940] lr: 4.000e-03, eta: 11:09:13, time: 1.421, data_time: 0.003, memory: 6929, loss_aux: 0.9886, top1_acc: 0.6607, top5_acc: 0.8521, loss_cls: 1.4175, loss: 2.4062, grad_norm: 5.3545 2020-09-25 13:26:42,200 - mmaction - INFO - Epoch [121][680/940] lr: 4.000e-03, eta: 11:08:44, time: 1.450, data_time: 0.001, memory: 6929, loss_aux: 0.9651, top1_acc: 0.6645, top5_acc: 0.8490, loss_cls: 1.3937, loss: 2.3588, grad_norm: 5.2759 2020-09-25 13:27:09,656 - mmaction - INFO - Epoch [121][700/940] lr: 4.000e-03, eta: 11:08:14, time: 1.371, data_time: 0.001, memory: 6929, loss_aux: 0.9743, top1_acc: 0.6662, top5_acc: 0.8502, loss_cls: 1.3900, loss: 2.3643, grad_norm: 5.3246 2020-09-25 13:27:37,692 - mmaction - INFO - Epoch [121][720/940] lr: 4.000e-03, eta: 11:07:45, time: 1.403, data_time: 0.003, memory: 6929, loss_aux: 0.9571, top1_acc: 0.6707, top5_acc: 0.8490, loss_cls: 1.3758, loss: 2.3329, grad_norm: 5.2545 2020-09-25 13:28:05,656 - mmaction - INFO - Epoch [121][740/940] lr: 4.000e-03, eta: 11:07:15, time: 1.397, data_time: 0.001, memory: 6929, loss_aux: 1.0002, top1_acc: 0.6592, top5_acc: 0.8490, loss_cls: 1.4254, loss: 2.4256, grad_norm: 5.4122 2020-09-25 13:28:33,801 - mmaction - INFO - Epoch [121][760/940] lr: 4.000e-03, eta: 11:06:46, time: 1.408, data_time: 0.003, memory: 6929, loss_aux: 0.9640, top1_acc: 0.6637, top5_acc: 0.8518, loss_cls: 1.3996, loss: 2.3637, grad_norm: 5.3311 2020-09-25 13:29:02,417 - mmaction - INFO - Epoch [121][780/940] lr: 4.000e-03, eta: 11:06:17, time: 1.431, data_time: 0.001, memory: 6929, loss_aux: 0.9910, top1_acc: 0.6600, top5_acc: 0.8404, loss_cls: 1.4378, loss: 2.4288, grad_norm: 5.2668 2020-09-25 13:29:30,691 - mmaction - INFO - Epoch [121][800/940] lr: 4.000e-03, eta: 11:05:47, time: 1.413, data_time: 0.001, memory: 6929, loss_aux: 0.9867, top1_acc: 0.6613, top5_acc: 0.8531, loss_cls: 1.3968, loss: 2.3835, grad_norm: 5.3566 2020-09-25 13:29:58,494 - mmaction - INFO - Epoch [121][820/940] lr: 4.000e-03, eta: 11:05:18, time: 1.390, data_time: 0.002, memory: 6929, loss_aux: 0.9818, top1_acc: 0.6662, top5_acc: 0.8424, loss_cls: 1.3978, loss: 2.3796, grad_norm: 5.3216 2020-09-25 13:30:26,476 - mmaction - INFO - Epoch [121][840/940] lr: 4.000e-03, eta: 11:04:48, time: 1.399, data_time: 0.002, memory: 6929, loss_aux: 0.9772, top1_acc: 0.6771, top5_acc: 0.8467, loss_cls: 1.4064, loss: 2.3836, grad_norm: 5.2935 2020-09-25 13:30:54,356 - mmaction - INFO - Epoch [121][860/940] lr: 4.000e-03, eta: 11:04:19, time: 1.391, data_time: 0.002, memory: 6929, loss_aux: 0.9872, top1_acc: 0.6600, top5_acc: 0.8354, loss_cls: 1.4317, loss: 2.4189, grad_norm: 5.3847 2020-09-25 13:31:22,561 - mmaction - INFO - Epoch [121][880/940] lr: 4.000e-03, eta: 11:03:50, time: 1.413, data_time: 0.005, memory: 6929, loss_aux: 0.9674, top1_acc: 0.6631, top5_acc: 0.8492, loss_cls: 1.4237, loss: 2.3912, grad_norm: 5.4766 2020-09-25 13:31:50,987 - mmaction - INFO - Epoch [121][900/940] lr: 4.000e-03, eta: 11:03:20, time: 1.421, data_time: 0.002, memory: 6929, loss_aux: 0.9701, top1_acc: 0.6711, top5_acc: 0.8430, loss_cls: 1.4003, loss: 2.3704, grad_norm: 5.2913 2020-09-25 13:32:18,660 - mmaction - INFO - Epoch [121][920/940] lr: 4.000e-03, eta: 11:02:51, time: 1.384, data_time: 0.002, memory: 6929, loss_aux: 0.9896, top1_acc: 0.6633, top5_acc: 0.8428, loss_cls: 1.4204, loss: 2.4100, grad_norm: 5.3472 2020-09-25 13:32:47,069 - mmaction - INFO - Epoch [121][940/940] lr: 4.000e-03, eta: 11:02:21, time: 1.420, data_time: 0.002, memory: 6929, loss_aux: 0.9897, top1_acc: 0.6674, top5_acc: 0.8496, loss_cls: 1.4075, loss: 2.3973, grad_norm: 5.5198 2020-09-25 13:32:47,536 - mmaction - INFO - Saving checkpoint at 121 epochs 2020-09-25 13:33:20,730 - mmaction - INFO - Epoch [122][20/940] lr: 4.000e-03, eta: 11:01:52, time: 1.502, data_time: 0.257, memory: 6929, loss_aux: 0.9845, top1_acc: 0.6584, top5_acc: 0.8463, loss_cls: 1.4249, loss: 2.4094, grad_norm: 5.4366 2020-09-25 13:33:48,397 - mmaction - INFO - Epoch [122][40/940] lr: 4.000e-03, eta: 11:01:23, time: 1.384, data_time: 0.002, memory: 6929, loss_aux: 0.9875, top1_acc: 0.6604, top5_acc: 0.8410, loss_cls: 1.4324, loss: 2.4199, grad_norm: 5.4253 2020-09-25 13:34:16,843 - mmaction - INFO - Epoch [122][60/940] lr: 4.000e-03, eta: 11:00:54, time: 1.422, data_time: 0.001, memory: 6929, loss_aux: 1.0108, top1_acc: 0.6598, top5_acc: 0.8363, loss_cls: 1.4530, loss: 2.4638, grad_norm: 5.4491 2020-09-25 13:34:44,669 - mmaction - INFO - Epoch [122][80/940] lr: 4.000e-03, eta: 11:00:24, time: 1.390, data_time: 0.001, memory: 6929, loss_aux: 0.9921, top1_acc: 0.6682, top5_acc: 0.8455, loss_cls: 1.3900, loss: 2.3821, grad_norm: 5.3562 2020-09-25 13:35:13,507 - mmaction - INFO - Epoch [122][100/940] lr: 4.000e-03, eta: 10:59:55, time: 1.441, data_time: 0.003, memory: 6929, loss_aux: 0.9677, top1_acc: 0.6541, top5_acc: 0.8521, loss_cls: 1.4169, loss: 2.3846, grad_norm: 5.3798 2020-09-25 13:35:41,921 - mmaction - INFO - Epoch [122][120/940] lr: 4.000e-03, eta: 10:59:26, time: 1.422, data_time: 0.003, memory: 6929, loss_aux: 0.9946, top1_acc: 0.6656, top5_acc: 0.8436, loss_cls: 1.4114, loss: 2.4060, grad_norm: 5.3929 2020-09-25 13:36:09,607 - mmaction - INFO - Epoch [122][140/940] lr: 4.000e-03, eta: 10:58:56, time: 1.383, data_time: 0.001, memory: 6929, loss_aux: 0.9989, top1_acc: 0.6594, top5_acc: 0.8424, loss_cls: 1.4280, loss: 2.4268, grad_norm: 5.3955 2020-09-25 13:36:38,099 - mmaction - INFO - Epoch [122][160/940] lr: 4.000e-03, eta: 10:58:27, time: 1.425, data_time: 0.002, memory: 6929, loss_aux: 0.9732, top1_acc: 0.6689, top5_acc: 0.8518, loss_cls: 1.3790, loss: 2.3522, grad_norm: 5.3385 2020-09-25 13:37:07,792 - mmaction - INFO - Epoch [122][180/940] lr: 4.000e-03, eta: 10:57:58, time: 1.484, data_time: 0.002, memory: 6929, loss_aux: 0.9864, top1_acc: 0.6662, top5_acc: 0.8467, loss_cls: 1.3975, loss: 2.3839, grad_norm: 5.3686 2020-09-25 13:37:36,043 - mmaction - INFO - Epoch [122][200/940] lr: 4.000e-03, eta: 10:57:28, time: 1.414, data_time: 0.003, memory: 6929, loss_aux: 0.9800, top1_acc: 0.6635, top5_acc: 0.8395, loss_cls: 1.4089, loss: 2.3889, grad_norm: 5.2949 2020-09-25 13:38:04,445 - mmaction - INFO - Epoch [122][220/940] lr: 4.000e-03, eta: 10:56:59, time: 1.419, data_time: 0.001, memory: 6929, loss_aux: 0.9588, top1_acc: 0.6697, top5_acc: 0.8535, loss_cls: 1.3790, loss: 2.3378, grad_norm: 5.2900 2020-09-25 13:38:32,425 - mmaction - INFO - Epoch [122][240/940] lr: 4.000e-03, eta: 10:56:30, time: 1.399, data_time: 0.004, memory: 6929, loss_aux: 0.9598, top1_acc: 0.6824, top5_acc: 0.8604, loss_cls: 1.3396, loss: 2.2994, grad_norm: 5.2934 2020-09-25 13:39:01,239 - mmaction - INFO - Epoch [122][260/940] lr: 4.000e-03, eta: 10:56:00, time: 1.442, data_time: 0.002, memory: 6929, loss_aux: 0.9733, top1_acc: 0.6713, top5_acc: 0.8408, loss_cls: 1.3934, loss: 2.3667, grad_norm: 5.3533 2020-09-25 13:39:30,542 - mmaction - INFO - Epoch [122][280/940] lr: 4.000e-03, eta: 10:55:31, time: 1.461, data_time: 0.001, memory: 6929, loss_aux: 0.9771, top1_acc: 0.6707, top5_acc: 0.8551, loss_cls: 1.3771, loss: 2.3542, grad_norm: 5.4835 2020-09-25 13:39:58,654 - mmaction - INFO - Epoch [122][300/940] lr: 4.000e-03, eta: 10:55:02, time: 1.409, data_time: 0.005, memory: 6929, loss_aux: 0.9681, top1_acc: 0.6656, top5_acc: 0.8480, loss_cls: 1.3858, loss: 2.3539, grad_norm: 5.3582 2020-09-25 13:40:26,919 - mmaction - INFO - Epoch [122][320/940] lr: 4.000e-03, eta: 10:54:32, time: 1.412, data_time: 0.001, memory: 6929, loss_aux: 0.9711, top1_acc: 0.6660, top5_acc: 0.8457, loss_cls: 1.4013, loss: 2.3724, grad_norm: 5.3517 2020-09-25 13:40:56,519 - mmaction - INFO - Epoch [122][340/940] lr: 4.000e-03, eta: 10:54:03, time: 1.481, data_time: 0.004, memory: 6929, loss_aux: 0.9913, top1_acc: 0.6707, top5_acc: 0.8465, loss_cls: 1.4058, loss: 2.3970, grad_norm: 5.3963 2020-09-25 13:41:24,350 - mmaction - INFO - Epoch [122][360/940] lr: 4.000e-03, eta: 10:53:34, time: 1.390, data_time: 0.001, memory: 6929, loss_aux: 0.9891, top1_acc: 0.6605, top5_acc: 0.8439, loss_cls: 1.4153, loss: 2.4044, grad_norm: 5.5184 2020-09-25 13:41:53,019 - mmaction - INFO - Epoch [122][380/940] lr: 4.000e-03, eta: 10:53:05, time: 1.435, data_time: 0.003, memory: 6929, loss_aux: 0.9698, top1_acc: 0.6725, top5_acc: 0.8473, loss_cls: 1.3784, loss: 2.3482, grad_norm: 5.3795 2020-09-25 13:42:21,293 - mmaction - INFO - Epoch [122][400/940] lr: 4.000e-03, eta: 10:52:35, time: 1.414, data_time: 0.001, memory: 6929, loss_aux: 0.9668, top1_acc: 0.6729, top5_acc: 0.8473, loss_cls: 1.3732, loss: 2.3401, grad_norm: 5.3560 2020-09-25 13:42:49,733 - mmaction - INFO - Epoch [122][420/940] lr: 4.000e-03, eta: 10:52:06, time: 1.421, data_time: 0.001, memory: 6929, loss_aux: 1.0009, top1_acc: 0.6652, top5_acc: 0.8404, loss_cls: 1.4139, loss: 2.4147, grad_norm: 5.4465 2020-09-25 13:43:18,140 - mmaction - INFO - Epoch [122][440/940] lr: 4.000e-03, eta: 10:51:37, time: 1.421, data_time: 0.003, memory: 6929, loss_aux: 1.0007, top1_acc: 0.6604, top5_acc: 0.8395, loss_cls: 1.4491, loss: 2.4499, grad_norm: 5.5093 2020-09-25 13:43:45,893 - mmaction - INFO - Epoch [122][460/940] lr: 4.000e-03, eta: 10:51:07, time: 1.387, data_time: 0.001, memory: 6929, loss_aux: 0.9825, top1_acc: 0.6586, top5_acc: 0.8520, loss_cls: 1.4201, loss: 2.4026, grad_norm: 5.5518 2020-09-25 13:44:14,576 - mmaction - INFO - Epoch [122][480/940] lr: 4.000e-03, eta: 10:50:38, time: 1.435, data_time: 0.002, memory: 6929, loss_aux: 0.9824, top1_acc: 0.6684, top5_acc: 0.8434, loss_cls: 1.4037, loss: 2.3861, grad_norm: 5.3511 2020-09-25 13:44:43,065 - mmaction - INFO - Epoch [122][500/940] lr: 4.000e-03, eta: 10:50:09, time: 1.424, data_time: 0.001, memory: 6929, loss_aux: 0.9804, top1_acc: 0.6654, top5_acc: 0.8490, loss_cls: 1.3957, loss: 2.3761, grad_norm: 5.3744 2020-09-25 13:45:10,795 - mmaction - INFO - Epoch [122][520/940] lr: 4.000e-03, eta: 10:49:39, time: 1.386, data_time: 0.002, memory: 6929, loss_aux: 0.9775, top1_acc: 0.6604, top5_acc: 0.8418, loss_cls: 1.4121, loss: 2.3896, grad_norm: 5.3914 2020-09-25 13:45:39,572 - mmaction - INFO - Epoch [122][540/940] lr: 4.000e-03, eta: 10:49:10, time: 1.440, data_time: 0.002, memory: 6929, loss_aux: 0.9952, top1_acc: 0.6615, top5_acc: 0.8422, loss_cls: 1.4381, loss: 2.4333, grad_norm: 5.4386 2020-09-25 13:46:07,122 - mmaction - INFO - Epoch [122][560/940] lr: 4.000e-03, eta: 10:48:40, time: 1.376, data_time: 0.001, memory: 6929, loss_aux: 0.9885, top1_acc: 0.6590, top5_acc: 0.8455, loss_cls: 1.4220, loss: 2.4106, grad_norm: 5.5050 2020-09-25 13:46:35,044 - mmaction - INFO - Epoch [122][580/940] lr: 4.000e-03, eta: 10:48:11, time: 1.397, data_time: 0.003, memory: 6929, loss_aux: 1.0054, top1_acc: 0.6604, top5_acc: 0.8389, loss_cls: 1.4376, loss: 2.4430, grad_norm: 5.4124 2020-09-25 13:47:03,958 - mmaction - INFO - Epoch [122][600/940] lr: 4.000e-03, eta: 10:47:42, time: 1.446, data_time: 0.002, memory: 6929, loss_aux: 0.9874, top1_acc: 0.6586, top5_acc: 0.8418, loss_cls: 1.4517, loss: 2.4390, grad_norm: 5.4792 2020-09-25 13:47:31,835 - mmaction - INFO - Epoch [122][620/940] lr: 4.000e-03, eta: 10:47:12, time: 1.393, data_time: 0.003, memory: 6929, loss_aux: 0.9545, top1_acc: 0.6674, top5_acc: 0.8604, loss_cls: 1.3529, loss: 2.3074, grad_norm: 5.3346 2020-09-25 13:48:00,048 - mmaction - INFO - Epoch [122][640/940] lr: 4.000e-03, eta: 10:46:43, time: 1.411, data_time: 0.003, memory: 6929, loss_aux: 0.9656, top1_acc: 0.6650, top5_acc: 0.8516, loss_cls: 1.3906, loss: 2.3562, grad_norm: 5.4179 2020-09-25 13:48:28,567 - mmaction - INFO - Epoch [122][660/940] lr: 4.000e-03, eta: 10:46:14, time: 1.425, data_time: 0.002, memory: 6929, loss_aux: 0.9742, top1_acc: 0.6711, top5_acc: 0.8449, loss_cls: 1.3965, loss: 2.3708, grad_norm: 5.3854 2020-09-25 13:48:56,217 - mmaction - INFO - Epoch [122][680/940] lr: 4.000e-03, eta: 10:45:44, time: 1.383, data_time: 0.003, memory: 6929, loss_aux: 1.0067, top1_acc: 0.6535, top5_acc: 0.8375, loss_cls: 1.4696, loss: 2.4763, grad_norm: 5.4893 2020-09-25 13:49:25,116 - mmaction - INFO - Epoch [122][700/940] lr: 4.000e-03, eta: 10:45:15, time: 1.444, data_time: 0.001, memory: 6929, loss_aux: 0.9915, top1_acc: 0.6586, top5_acc: 0.8465, loss_cls: 1.4362, loss: 2.4277, grad_norm: 5.3870 2020-09-25 13:49:53,157 - mmaction - INFO - Epoch [122][720/940] lr: 4.000e-03, eta: 10:44:45, time: 1.403, data_time: 0.003, memory: 6929, loss_aux: 0.9866, top1_acc: 0.6523, top5_acc: 0.8408, loss_cls: 1.4259, loss: 2.4125, grad_norm: 5.4058 2020-09-25 13:50:21,561 - mmaction - INFO - Epoch [122][740/940] lr: 4.000e-03, eta: 10:44:16, time: 1.420, data_time: 0.001, memory: 6929, loss_aux: 0.9911, top1_acc: 0.6666, top5_acc: 0.8459, loss_cls: 1.4113, loss: 2.4024, grad_norm: 5.3876 2020-09-25 13:50:49,567 - mmaction - INFO - Epoch [122][760/940] lr: 4.000e-03, eta: 10:43:47, time: 1.399, data_time: 0.001, memory: 6929, loss_aux: 0.9917, top1_acc: 0.6617, top5_acc: 0.8426, loss_cls: 1.4245, loss: 2.4162, grad_norm: 5.4598 2020-09-25 13:51:17,455 - mmaction - INFO - Epoch [122][780/940] lr: 4.000e-03, eta: 10:43:17, time: 1.395, data_time: 0.003, memory: 6929, loss_aux: 0.9830, top1_acc: 0.6662, top5_acc: 0.8475, loss_cls: 1.3747, loss: 2.3576, grad_norm: 5.3472 2020-09-25 13:51:45,540 - mmaction - INFO - Epoch [122][800/940] lr: 4.000e-03, eta: 10:42:48, time: 1.404, data_time: 0.003, memory: 6929, loss_aux: 0.9935, top1_acc: 0.6678, top5_acc: 0.8441, loss_cls: 1.4025, loss: 2.3960, grad_norm: 5.4394 2020-09-25 13:52:14,456 - mmaction - INFO - Epoch [122][820/940] lr: 4.000e-03, eta: 10:42:19, time: 1.447, data_time: 0.002, memory: 6929, loss_aux: 0.9682, top1_acc: 0.6668, top5_acc: 0.8506, loss_cls: 1.3924, loss: 2.3607, grad_norm: 5.4109 2020-09-25 13:52:43,196 - mmaction - INFO - Epoch [122][840/940] lr: 4.000e-03, eta: 10:41:49, time: 1.435, data_time: 0.001, memory: 6929, loss_aux: 0.9642, top1_acc: 0.6592, top5_acc: 0.8410, loss_cls: 1.4192, loss: 2.3834, grad_norm: 5.3946 2020-09-25 13:53:11,239 - mmaction - INFO - Epoch [122][860/940] lr: 4.000e-03, eta: 10:41:20, time: 1.402, data_time: 0.003, memory: 6929, loss_aux: 0.9707, top1_acc: 0.6697, top5_acc: 0.8457, loss_cls: 1.4069, loss: 2.3777, grad_norm: 5.4565 2020-09-25 13:53:40,101 - mmaction - INFO - Epoch [122][880/940] lr: 4.000e-03, eta: 10:40:51, time: 1.444, data_time: 0.003, memory: 6929, loss_aux: 0.9482, top1_acc: 0.6740, top5_acc: 0.8510, loss_cls: 1.3622, loss: 2.3104, grad_norm: 5.3731 2020-09-25 13:54:08,209 - mmaction - INFO - Epoch [122][900/940] lr: 4.000e-03, eta: 10:40:21, time: 1.404, data_time: 0.001, memory: 6929, loss_aux: 1.0041, top1_acc: 0.6641, top5_acc: 0.8449, loss_cls: 1.4226, loss: 2.4267, grad_norm: 5.4782 2020-09-25 13:54:36,430 - mmaction - INFO - Epoch [122][920/940] lr: 4.000e-03, eta: 10:39:52, time: 1.412, data_time: 0.003, memory: 6929, loss_aux: 0.9656, top1_acc: 0.6662, top5_acc: 0.8486, loss_cls: 1.3939, loss: 2.3595, grad_norm: 5.3724 2020-09-25 13:55:03,855 - mmaction - INFO - Epoch [122][940/940] lr: 4.000e-03, eta: 10:39:22, time: 1.371, data_time: 0.002, memory: 6929, loss_aux: 0.9661, top1_acc: 0.6638, top5_acc: 0.8448, loss_cls: 1.3957, loss: 2.3619, grad_norm: 5.4330 2020-09-25 13:55:04,327 - mmaction - INFO - Saving checkpoint at 122 epochs 2020-09-25 13:55:38,024 - mmaction - INFO - Epoch [123][20/940] lr: 4.000e-03, eta: 10:38:54, time: 1.528, data_time: 0.272, memory: 6929, loss_aux: 0.9714, top1_acc: 0.6707, top5_acc: 0.8580, loss_cls: 1.3752, loss: 2.3466, grad_norm: 5.5040 2020-09-25 13:56:05,466 - mmaction - INFO - Epoch [123][40/940] lr: 4.000e-03, eta: 10:38:24, time: 1.371, data_time: 0.001, memory: 6929, loss_aux: 0.9917, top1_acc: 0.6639, top5_acc: 0.8416, loss_cls: 1.4056, loss: 2.3973, grad_norm: 5.3832 2020-09-25 13:56:33,887 - mmaction - INFO - Epoch [123][60/940] lr: 4.000e-03, eta: 10:37:55, time: 1.423, data_time: 0.003, memory: 6929, loss_aux: 0.9695, top1_acc: 0.6740, top5_acc: 0.8486, loss_cls: 1.3819, loss: 2.3514, grad_norm: 5.4377 2020-09-25 13:57:01,987 - mmaction - INFO - Epoch [123][80/940] lr: 4.000e-03, eta: 10:37:25, time: 1.405, data_time: 0.001, memory: 6929, loss_aux: 0.9799, top1_acc: 0.6672, top5_acc: 0.8467, loss_cls: 1.4200, loss: 2.3999, grad_norm: 5.3934 2020-09-25 13:57:30,681 - mmaction - INFO - Epoch [123][100/940] lr: 4.000e-03, eta: 10:36:56, time: 1.434, data_time: 0.001, memory: 6929, loss_aux: 1.0016, top1_acc: 0.6537, top5_acc: 0.8406, loss_cls: 1.4425, loss: 2.4441, grad_norm: 5.5260 2020-09-25 13:57:58,973 - mmaction - INFO - Epoch [123][120/940] lr: 4.000e-03, eta: 10:36:27, time: 1.416, data_time: 0.003, memory: 6929, loss_aux: 0.9902, top1_acc: 0.6590, top5_acc: 0.8428, loss_cls: 1.4383, loss: 2.4285, grad_norm: 5.4754 2020-09-25 13:58:26,237 - mmaction - INFO - Epoch [123][140/940] lr: 4.000e-03, eta: 10:35:57, time: 1.362, data_time: 0.001, memory: 6929, loss_aux: 0.9530, top1_acc: 0.6793, top5_acc: 0.8568, loss_cls: 1.3360, loss: 2.2890, grad_norm: 5.2795 2020-09-25 13:58:55,502 - mmaction - INFO - Epoch [123][160/940] lr: 4.000e-03, eta: 10:35:28, time: 1.464, data_time: 0.002, memory: 6929, loss_aux: 0.9727, top1_acc: 0.6771, top5_acc: 0.8555, loss_cls: 1.3605, loss: 2.3332, grad_norm: 5.3082 2020-09-25 13:59:24,310 - mmaction - INFO - Epoch [123][180/940] lr: 4.000e-03, eta: 10:34:59, time: 1.440, data_time: 0.001, memory: 6929, loss_aux: 0.9682, top1_acc: 0.6730, top5_acc: 0.8572, loss_cls: 1.3667, loss: 2.3350, grad_norm: 5.4291 2020-09-25 13:59:52,430 - mmaction - INFO - Epoch [123][200/940] lr: 4.000e-03, eta: 10:34:29, time: 1.405, data_time: 0.002, memory: 6929, loss_aux: 0.9903, top1_acc: 0.6687, top5_acc: 0.8455, loss_cls: 1.4174, loss: 2.4078, grad_norm: 5.3908 2020-09-25 14:00:27,051 - mmaction - INFO - Epoch [123][220/940] lr: 4.000e-03, eta: 10:34:01, time: 1.721, data_time: 0.004, memory: 6929, loss_aux: 1.0003, top1_acc: 0.6680, top5_acc: 0.8436, loss_cls: 1.4194, loss: 2.4197, grad_norm: 5.4219 2020-09-25 14:00:55,126 - mmaction - INFO - Epoch [123][240/940] lr: 4.000e-03, eta: 10:33:32, time: 1.414, data_time: 0.027, memory: 6929, loss_aux: 0.9927, top1_acc: 0.6715, top5_acc: 0.8465, loss_cls: 1.3899, loss: 2.3825, grad_norm: 5.4083 2020-09-25 14:01:24,755 - mmaction - INFO - Epoch [123][260/940] lr: 4.000e-03, eta: 10:33:03, time: 1.481, data_time: 0.002, memory: 6929, loss_aux: 0.9849, top1_acc: 0.6695, top5_acc: 0.8416, loss_cls: 1.4058, loss: 2.3908, grad_norm: 5.4887 2020-09-25 14:01:53,491 - mmaction - INFO - Epoch [123][280/940] lr: 4.000e-03, eta: 10:32:34, time: 1.437, data_time: 0.003, memory: 6929, loss_aux: 0.9921, top1_acc: 0.6658, top5_acc: 0.8461, loss_cls: 1.4029, loss: 2.3951, grad_norm: 5.4925 2020-09-25 14:02:21,334 - mmaction - INFO - Epoch [123][300/940] lr: 4.000e-03, eta: 10:32:04, time: 1.393, data_time: 0.003, memory: 6929, loss_aux: 1.0145, top1_acc: 0.6512, top5_acc: 0.8352, loss_cls: 1.4639, loss: 2.4784, grad_norm: 5.5182 2020-09-25 14:02:49,281 - mmaction - INFO - Epoch [123][320/940] lr: 4.000e-03, eta: 10:31:35, time: 1.396, data_time: 0.001, memory: 6929, loss_aux: 0.9750, top1_acc: 0.6717, top5_acc: 0.8482, loss_cls: 1.3873, loss: 2.3622, grad_norm: 5.4286 2020-09-25 14:03:17,219 - mmaction - INFO - Epoch [123][340/940] lr: 4.000e-03, eta: 10:31:06, time: 1.398, data_time: 0.003, memory: 6929, loss_aux: 0.9993, top1_acc: 0.6561, top5_acc: 0.8430, loss_cls: 1.4433, loss: 2.4426, grad_norm: 5.5481 2020-09-25 14:03:45,153 - mmaction - INFO - Epoch [123][360/940] lr: 4.000e-03, eta: 10:30:36, time: 1.396, data_time: 0.001, memory: 6929, loss_aux: 0.9844, top1_acc: 0.6645, top5_acc: 0.8463, loss_cls: 1.3976, loss: 2.3819, grad_norm: 5.4393 2020-09-25 14:04:13,200 - mmaction - INFO - Epoch [123][380/940] lr: 4.000e-03, eta: 10:30:07, time: 1.402, data_time: 0.003, memory: 6929, loss_aux: 0.9564, top1_acc: 0.6805, top5_acc: 0.8523, loss_cls: 1.3338, loss: 2.2902, grad_norm: 5.3083 2020-09-25 14:04:42,038 - mmaction - INFO - Epoch [123][400/940] lr: 4.000e-03, eta: 10:29:38, time: 1.444, data_time: 0.003, memory: 6929, loss_aux: 0.9756, top1_acc: 0.6682, top5_acc: 0.8512, loss_cls: 1.4039, loss: 2.3795, grad_norm: 5.4989 2020-09-25 14:05:10,486 - mmaction - INFO - Epoch [123][420/940] lr: 4.000e-03, eta: 10:29:08, time: 1.421, data_time: 0.001, memory: 6929, loss_aux: 0.9818, top1_acc: 0.6664, top5_acc: 0.8475, loss_cls: 1.4034, loss: 2.3852, grad_norm: 5.4469 2020-09-25 14:05:39,479 - mmaction - INFO - Epoch [123][440/940] lr: 4.000e-03, eta: 10:28:39, time: 1.450, data_time: 0.002, memory: 6929, loss_aux: 0.9614, top1_acc: 0.6793, top5_acc: 0.8498, loss_cls: 1.3558, loss: 2.3172, grad_norm: 5.3632 2020-09-25 14:06:06,942 - mmaction - INFO - Epoch [123][460/940] lr: 4.000e-03, eta: 10:28:09, time: 1.372, data_time: 0.001, memory: 6929, loss_aux: 0.9794, top1_acc: 0.6687, top5_acc: 0.8494, loss_cls: 1.4129, loss: 2.3923, grad_norm: 5.4210 2020-09-25 14:06:35,534 - mmaction - INFO - Epoch [123][480/940] lr: 4.000e-03, eta: 10:27:40, time: 1.431, data_time: 0.003, memory: 6929, loss_aux: 0.9675, top1_acc: 0.6793, top5_acc: 0.8547, loss_cls: 1.3553, loss: 2.3228, grad_norm: 5.3028 2020-09-25 14:07:04,402 - mmaction - INFO - Epoch [123][500/940] lr: 4.000e-03, eta: 10:27:11, time: 1.442, data_time: 0.001, memory: 6929, loss_aux: 0.9815, top1_acc: 0.6682, top5_acc: 0.8516, loss_cls: 1.3932, loss: 2.3747, grad_norm: 5.3798 2020-09-25 14:07:32,301 - mmaction - INFO - Epoch [123][520/940] lr: 4.000e-03, eta: 10:26:42, time: 1.395, data_time: 0.003, memory: 6929, loss_aux: 0.9931, top1_acc: 0.6602, top5_acc: 0.8420, loss_cls: 1.4154, loss: 2.4085, grad_norm: 5.4007 2020-09-25 14:07:59,880 - mmaction - INFO - Epoch [123][540/940] lr: 4.000e-03, eta: 10:26:12, time: 1.380, data_time: 0.002, memory: 6929, loss_aux: 0.9812, top1_acc: 0.6541, top5_acc: 0.8475, loss_cls: 1.4189, loss: 2.4001, grad_norm: 5.4188 2020-09-25 14:08:28,480 - mmaction - INFO - Epoch [123][560/940] lr: 4.000e-03, eta: 10:25:43, time: 1.429, data_time: 0.001, memory: 6929, loss_aux: 1.0048, top1_acc: 0.6525, top5_acc: 0.8381, loss_cls: 1.4591, loss: 2.4639, grad_norm: 5.5344 2020-09-25 14:08:57,093 - mmaction - INFO - Epoch [123][580/940] lr: 4.000e-03, eta: 10:25:14, time: 1.431, data_time: 0.002, memory: 6929, loss_aux: 0.9859, top1_acc: 0.6592, top5_acc: 0.8406, loss_cls: 1.4284, loss: 2.4144, grad_norm: 5.4670 2020-09-25 14:09:25,508 - mmaction - INFO - Epoch [123][600/940] lr: 4.000e-03, eta: 10:24:44, time: 1.420, data_time: 0.001, memory: 6929, loss_aux: 0.9684, top1_acc: 0.6652, top5_acc: 0.8443, loss_cls: 1.3978, loss: 2.3663, grad_norm: 5.3675 2020-09-25 14:09:54,542 - mmaction - INFO - Epoch [123][620/940] lr: 4.000e-03, eta: 10:24:15, time: 1.453, data_time: 0.003, memory: 6929, loss_aux: 1.0089, top1_acc: 0.6531, top5_acc: 0.8402, loss_cls: 1.4633, loss: 2.4722, grad_norm: 5.5414 2020-09-25 14:10:24,038 - mmaction - INFO - Epoch [123][640/940] lr: 4.000e-03, eta: 10:23:46, time: 1.474, data_time: 0.001, memory: 6929, loss_aux: 0.9756, top1_acc: 0.6676, top5_acc: 0.8504, loss_cls: 1.3866, loss: 2.3622, grad_norm: 5.6324 2020-09-25 14:10:51,169 - mmaction - INFO - Epoch [123][660/940] lr: 4.000e-03, eta: 10:23:16, time: 1.357, data_time: 0.002, memory: 6929, loss_aux: 0.9867, top1_acc: 0.6621, top5_acc: 0.8506, loss_cls: 1.4135, loss: 2.4002, grad_norm: 5.4079 2020-09-25 14:11:20,098 - mmaction - INFO - Epoch [123][680/940] lr: 4.000e-03, eta: 10:22:47, time: 1.447, data_time: 0.002, memory: 6929, loss_aux: 0.9862, top1_acc: 0.6676, top5_acc: 0.8441, loss_cls: 1.4129, loss: 2.3991, grad_norm: 5.4248 2020-09-25 14:11:47,763 - mmaction - INFO - Epoch [123][700/940] lr: 4.000e-03, eta: 10:22:18, time: 1.381, data_time: 0.001, memory: 6929, loss_aux: 0.9642, top1_acc: 0.6682, top5_acc: 0.8514, loss_cls: 1.3806, loss: 2.3448, grad_norm: 5.3197 2020-09-25 14:12:15,854 - mmaction - INFO - Epoch [123][720/940] lr: 4.000e-03, eta: 10:21:48, time: 1.407, data_time: 0.005, memory: 6929, loss_aux: 0.9997, top1_acc: 0.6576, top5_acc: 0.8352, loss_cls: 1.4536, loss: 2.4533, grad_norm: 5.5028 2020-09-25 14:12:44,038 - mmaction - INFO - Epoch [123][740/940] lr: 4.000e-03, eta: 10:21:19, time: 1.407, data_time: 0.002, memory: 6929, loss_aux: 0.9797, top1_acc: 0.6672, top5_acc: 0.8395, loss_cls: 1.4209, loss: 2.4006, grad_norm: 5.4165 2020-09-25 14:13:12,006 - mmaction - INFO - Epoch [123][760/940] lr: 4.000e-03, eta: 10:20:50, time: 1.399, data_time: 0.003, memory: 6929, loss_aux: 0.9882, top1_acc: 0.6547, top5_acc: 0.8441, loss_cls: 1.4496, loss: 2.4378, grad_norm: 5.5638 2020-09-25 14:13:40,451 - mmaction - INFO - Epoch [123][780/940] lr: 4.000e-03, eta: 10:20:20, time: 1.423, data_time: 0.002, memory: 6929, loss_aux: 0.9847, top1_acc: 0.6674, top5_acc: 0.8410, loss_cls: 1.4087, loss: 2.3934, grad_norm: 5.4911 2020-09-25 14:14:08,916 - mmaction - INFO - Epoch [123][800/940] lr: 4.000e-03, eta: 10:19:51, time: 1.422, data_time: 0.001, memory: 6929, loss_aux: 0.9709, top1_acc: 0.6730, top5_acc: 0.8494, loss_cls: 1.3677, loss: 2.3386, grad_norm: 5.3767 2020-09-25 14:14:37,641 - mmaction - INFO - Epoch [123][820/940] lr: 4.000e-03, eta: 10:19:22, time: 1.437, data_time: 0.002, memory: 6929, loss_aux: 0.9851, top1_acc: 0.6605, top5_acc: 0.8457, loss_cls: 1.4128, loss: 2.3980, grad_norm: 5.4194 2020-09-25 14:15:06,020 - mmaction - INFO - Epoch [123][840/940] lr: 4.000e-03, eta: 10:18:52, time: 1.418, data_time: 0.001, memory: 6929, loss_aux: 0.9796, top1_acc: 0.6596, top5_acc: 0.8438, loss_cls: 1.4260, loss: 2.4056, grad_norm: 5.4400 2020-09-25 14:15:33,612 - mmaction - INFO - Epoch [123][860/940] lr: 4.000e-03, eta: 10:18:23, time: 1.381, data_time: 0.002, memory: 6929, loss_aux: 0.9897, top1_acc: 0.6559, top5_acc: 0.8465, loss_cls: 1.4195, loss: 2.4092, grad_norm: 5.3842 2020-09-25 14:16:01,999 - mmaction - INFO - Epoch [123][880/940] lr: 4.000e-03, eta: 10:17:54, time: 1.419, data_time: 0.001, memory: 6929, loss_aux: 0.9647, top1_acc: 0.6699, top5_acc: 0.8605, loss_cls: 1.3690, loss: 2.3337, grad_norm: 5.4356 2020-09-25 14:16:30,306 - mmaction - INFO - Epoch [123][900/940] lr: 4.000e-03, eta: 10:17:24, time: 1.414, data_time: 0.001, memory: 6929, loss_aux: 0.9746, top1_acc: 0.6697, top5_acc: 0.8490, loss_cls: 1.3813, loss: 2.3559, grad_norm: 5.4036 2020-09-25 14:16:58,621 - mmaction - INFO - Epoch [123][920/940] lr: 4.000e-03, eta: 10:16:55, time: 1.417, data_time: 0.003, memory: 6929, loss_aux: 0.9643, top1_acc: 0.6668, top5_acc: 0.8482, loss_cls: 1.3925, loss: 2.3568, grad_norm: 5.4167 2020-09-25 14:17:28,066 - mmaction - INFO - Epoch [123][940/940] lr: 4.000e-03, eta: 10:16:26, time: 1.472, data_time: 0.001, memory: 6929, loss_aux: 0.9790, top1_acc: 0.6636, top5_acc: 0.8474, loss_cls: 1.4092, loss: 2.3882, grad_norm: 5.4575 2020-09-25 14:17:28,650 - mmaction - INFO - Saving checkpoint at 123 epochs 2020-09-25 14:18:03,315 - mmaction - INFO - Epoch [124][20/940] lr: 4.000e-03, eta: 10:15:57, time: 1.527, data_time: 0.268, memory: 6929, loss_aux: 0.9791, top1_acc: 0.6611, top5_acc: 0.8346, loss_cls: 1.4422, loss: 2.4213, grad_norm: 5.3139 2020-09-25 14:18:31,990 - mmaction - INFO - Epoch [124][40/940] lr: 4.000e-03, eta: 10:15:28, time: 1.433, data_time: 0.003, memory: 6929, loss_aux: 0.9989, top1_acc: 0.6578, top5_acc: 0.8461, loss_cls: 1.4288, loss: 2.4277, grad_norm: 5.5041 2020-09-25 14:18:59,376 - mmaction - INFO - Epoch [124][60/940] lr: 4.000e-03, eta: 10:14:58, time: 1.371, data_time: 0.004, memory: 6929, loss_aux: 0.9937, top1_acc: 0.6668, top5_acc: 0.8465, loss_cls: 1.4042, loss: 2.3980, grad_norm: 5.4268 2020-09-25 14:19:28,720 - mmaction - INFO - Epoch [124][80/940] lr: 4.000e-03, eta: 10:14:29, time: 1.466, data_time: 0.001, memory: 6929, loss_aux: 0.9906, top1_acc: 0.6654, top5_acc: 0.8484, loss_cls: 1.4025, loss: 2.3931, grad_norm: 5.4749 2020-09-25 14:19:57,261 - mmaction - INFO - Epoch [124][100/940] lr: 4.000e-03, eta: 10:14:00, time: 1.428, data_time: 0.004, memory: 6929, loss_aux: 0.9888, top1_acc: 0.6627, top5_acc: 0.8549, loss_cls: 1.3798, loss: 2.3686, grad_norm: 5.4532 2020-09-25 14:20:24,797 - mmaction - INFO - Epoch [124][120/940] lr: 4.000e-03, eta: 10:13:30, time: 1.376, data_time: 0.002, memory: 6929, loss_aux: 0.9864, top1_acc: 0.6668, top5_acc: 0.8445, loss_cls: 1.4101, loss: 2.3965, grad_norm: 5.4013 2020-09-25 14:20:53,052 - mmaction - INFO - Epoch [124][140/940] lr: 4.000e-03, eta: 10:13:01, time: 1.414, data_time: 0.003, memory: 6929, loss_aux: 0.9797, top1_acc: 0.6695, top5_acc: 0.8492, loss_cls: 1.3852, loss: 2.3649, grad_norm: 5.4209 2020-09-25 14:21:21,757 - mmaction - INFO - Epoch [124][160/940] lr: 4.000e-03, eta: 10:12:32, time: 1.435, data_time: 0.001, memory: 6929, loss_aux: 0.9720, top1_acc: 0.6707, top5_acc: 0.8482, loss_cls: 1.3860, loss: 2.3580, grad_norm: 5.4295 2020-09-25 14:21:50,215 - mmaction - INFO - Epoch [124][180/940] lr: 4.000e-03, eta: 10:12:02, time: 1.423, data_time: 0.002, memory: 6929, loss_aux: 0.9913, top1_acc: 0.6643, top5_acc: 0.8430, loss_cls: 1.4183, loss: 2.4096, grad_norm: 5.4357 2020-09-25 14:22:19,357 - mmaction - INFO - Epoch [124][200/940] lr: 4.000e-03, eta: 10:11:33, time: 1.457, data_time: 0.002, memory: 6929, loss_aux: 0.9744, top1_acc: 0.6670, top5_acc: 0.8488, loss_cls: 1.3807, loss: 2.3551, grad_norm: 5.3897 2020-09-25 14:22:49,001 - mmaction - INFO - Epoch [124][220/940] lr: 4.000e-03, eta: 10:11:04, time: 1.482, data_time: 0.002, memory: 6929, loss_aux: 0.9714, top1_acc: 0.6672, top5_acc: 0.8441, loss_cls: 1.4008, loss: 2.3722, grad_norm: 5.3628 2020-09-25 14:23:17,824 - mmaction - INFO - Epoch [124][240/940] lr: 4.000e-03, eta: 10:10:35, time: 1.441, data_time: 0.002, memory: 6929, loss_aux: 0.9716, top1_acc: 0.6691, top5_acc: 0.8496, loss_cls: 1.3911, loss: 2.3627, grad_norm: 5.3732 2020-09-25 14:23:45,684 - mmaction - INFO - Epoch [124][260/940] lr: 4.000e-03, eta: 10:10:06, time: 1.393, data_time: 0.002, memory: 6929, loss_aux: 0.9521, top1_acc: 0.6793, top5_acc: 0.8518, loss_cls: 1.3623, loss: 2.3144, grad_norm: 5.4406 2020-09-25 14:24:13,970 - mmaction - INFO - Epoch [124][280/940] lr: 4.000e-03, eta: 10:09:36, time: 1.415, data_time: 0.002, memory: 6929, loss_aux: 0.9627, top1_acc: 0.6701, top5_acc: 0.8486, loss_cls: 1.3793, loss: 2.3421, grad_norm: 5.2972 2020-09-25 14:24:43,252 - mmaction - INFO - Epoch [124][300/940] lr: 4.000e-03, eta: 10:09:07, time: 1.464, data_time: 0.001, memory: 6929, loss_aux: 0.9692, top1_acc: 0.6695, top5_acc: 0.8521, loss_cls: 1.3826, loss: 2.3518, grad_norm: 5.4094 2020-09-25 14:25:11,294 - mmaction - INFO - Epoch [124][320/940] lr: 4.000e-03, eta: 10:08:38, time: 1.402, data_time: 0.002, memory: 6929, loss_aux: 0.9595, top1_acc: 0.6687, top5_acc: 0.8512, loss_cls: 1.3809, loss: 2.3404, grad_norm: 5.3639 2020-09-25 14:25:39,160 - mmaction - INFO - Epoch [124][340/940] lr: 4.000e-03, eta: 10:08:08, time: 1.394, data_time: 0.002, memory: 6929, loss_aux: 0.9768, top1_acc: 0.6701, top5_acc: 0.8506, loss_cls: 1.3958, loss: 2.3726, grad_norm: 5.3389 2020-09-25 14:26:07,719 - mmaction - INFO - Epoch [124][360/940] lr: 4.000e-03, eta: 10:07:39, time: 1.427, data_time: 0.001, memory: 6929, loss_aux: 0.9852, top1_acc: 0.6746, top5_acc: 0.8449, loss_cls: 1.3819, loss: 2.3671, grad_norm: 5.3640 2020-09-25 14:26:35,759 - mmaction - INFO - Epoch [124][380/940] lr: 4.000e-03, eta: 10:07:10, time: 1.403, data_time: 0.003, memory: 6929, loss_aux: 0.9764, top1_acc: 0.6666, top5_acc: 0.8475, loss_cls: 1.3941, loss: 2.3706, grad_norm: 5.3446 2020-09-25 14:27:04,308 - mmaction - INFO - Epoch [124][400/940] lr: 4.000e-03, eta: 10:06:40, time: 1.427, data_time: 0.001, memory: 6929, loss_aux: 1.0032, top1_acc: 0.6678, top5_acc: 0.8420, loss_cls: 1.4231, loss: 2.4263, grad_norm: 5.4337 2020-09-25 14:27:33,176 - mmaction - INFO - Epoch [124][420/940] lr: 4.000e-03, eta: 10:06:11, time: 1.444, data_time: 0.002, memory: 6929, loss_aux: 0.9745, top1_acc: 0.6625, top5_acc: 0.8457, loss_cls: 1.4021, loss: 2.3766, grad_norm: 5.4978 2020-09-25 14:28:01,557 - mmaction - INFO - Epoch [124][440/940] lr: 4.000e-03, eta: 10:05:42, time: 1.419, data_time: 0.002, memory: 6929, loss_aux: 0.9821, top1_acc: 0.6658, top5_acc: 0.8477, loss_cls: 1.3948, loss: 2.3769, grad_norm: 5.4364 2020-09-25 14:28:29,631 - mmaction - INFO - Epoch [124][460/940] lr: 4.000e-03, eta: 10:05:13, time: 1.403, data_time: 0.001, memory: 6929, loss_aux: 0.9564, top1_acc: 0.6723, top5_acc: 0.8572, loss_cls: 1.3496, loss: 2.3060, grad_norm: 5.4744 2020-09-25 14:28:58,249 - mmaction - INFO - Epoch [124][480/940] lr: 4.000e-03, eta: 10:04:43, time: 1.431, data_time: 0.002, memory: 6929, loss_aux: 0.9826, top1_acc: 0.6584, top5_acc: 0.8441, loss_cls: 1.4114, loss: 2.3940, grad_norm: 5.5092 2020-09-25 14:29:26,052 - mmaction - INFO - Epoch [124][500/940] lr: 4.000e-03, eta: 10:04:14, time: 1.385, data_time: 0.002, memory: 6929, loss_aux: 0.9592, top1_acc: 0.6701, top5_acc: 0.8516, loss_cls: 1.3627, loss: 2.3219, grad_norm: 5.4506 2020-09-25 14:29:55,666 - mmaction - INFO - Epoch [124][520/940] lr: 4.000e-03, eta: 10:03:45, time: 1.487, data_time: 0.007, memory: 6929, loss_aux: 0.9736, top1_acc: 0.6570, top5_acc: 0.8492, loss_cls: 1.4090, loss: 2.3826, grad_norm: 5.5375 2020-09-25 14:30:23,939 - mmaction - INFO - Epoch [124][540/940] lr: 4.000e-03, eta: 10:03:16, time: 1.412, data_time: 0.001, memory: 6929, loss_aux: 0.9874, top1_acc: 0.6654, top5_acc: 0.8465, loss_cls: 1.4050, loss: 2.3924, grad_norm: 5.4820 2020-09-25 14:30:52,355 - mmaction - INFO - Epoch [124][560/940] lr: 4.000e-03, eta: 10:02:46, time: 1.421, data_time: 0.003, memory: 6929, loss_aux: 0.9850, top1_acc: 0.6705, top5_acc: 0.8527, loss_cls: 1.3896, loss: 2.3746, grad_norm: 5.5101 2020-09-25 14:31:20,429 - mmaction - INFO - Epoch [124][580/940] lr: 4.000e-03, eta: 10:02:17, time: 1.404, data_time: 0.002, memory: 6929, loss_aux: 1.0022, top1_acc: 0.6506, top5_acc: 0.8434, loss_cls: 1.4607, loss: 2.4629, grad_norm: 5.7206 2020-09-25 14:31:48,708 - mmaction - INFO - Epoch [124][600/940] lr: 4.000e-03, eta: 10:01:48, time: 1.413, data_time: 0.002, memory: 6929, loss_aux: 1.0006, top1_acc: 0.6621, top5_acc: 0.8387, loss_cls: 1.4406, loss: 2.4412, grad_norm: 5.4880 2020-09-25 14:32:17,742 - mmaction - INFO - Epoch [124][620/940] lr: 4.000e-03, eta: 10:01:18, time: 1.453, data_time: 0.003, memory: 6929, loss_aux: 1.0054, top1_acc: 0.6527, top5_acc: 0.8439, loss_cls: 1.4596, loss: 2.4650, grad_norm: 5.5050 2020-09-25 14:32:45,767 - mmaction - INFO - Epoch [124][640/940] lr: 4.000e-03, eta: 10:00:49, time: 1.401, data_time: 0.001, memory: 6929, loss_aux: 0.9652, top1_acc: 0.6725, top5_acc: 0.8521, loss_cls: 1.3736, loss: 2.3387, grad_norm: 5.4293 2020-09-25 14:33:14,931 - mmaction - INFO - Epoch [124][660/940] lr: 4.000e-03, eta: 10:00:20, time: 1.459, data_time: 0.002, memory: 6929, loss_aux: 0.9939, top1_acc: 0.6695, top5_acc: 0.8428, loss_cls: 1.4075, loss: 2.4014, grad_norm: 5.3599 2020-09-25 14:33:43,400 - mmaction - INFO - Epoch [124][680/940] lr: 4.000e-03, eta: 9:59:51, time: 1.422, data_time: 0.001, memory: 6929, loss_aux: 0.9638, top1_acc: 0.6801, top5_acc: 0.8510, loss_cls: 1.3652, loss: 2.3290, grad_norm: 5.4815 2020-09-25 14:34:11,930 - mmaction - INFO - Epoch [124][700/940] lr: 4.000e-03, eta: 9:59:21, time: 1.427, data_time: 0.003, memory: 6929, loss_aux: 0.9720, top1_acc: 0.6713, top5_acc: 0.8525, loss_cls: 1.3620, loss: 2.3340, grad_norm: 5.4785 2020-09-25 14:34:40,229 - mmaction - INFO - Epoch [124][720/940] lr: 4.000e-03, eta: 9:58:52, time: 1.416, data_time: 0.002, memory: 6929, loss_aux: 0.9859, top1_acc: 0.6617, top5_acc: 0.8490, loss_cls: 1.4141, loss: 2.4000, grad_norm: 5.4569 2020-09-25 14:35:08,326 - mmaction - INFO - Epoch [124][740/940] lr: 4.000e-03, eta: 9:58:23, time: 1.404, data_time: 0.001, memory: 6929, loss_aux: 1.0071, top1_acc: 0.6578, top5_acc: 0.8375, loss_cls: 1.4608, loss: 2.4679, grad_norm: 5.5128 2020-09-25 14:35:36,625 - mmaction - INFO - Epoch [124][760/940] lr: 4.000e-03, eta: 9:57:53, time: 1.416, data_time: 0.003, memory: 6929, loss_aux: 0.9688, top1_acc: 0.6693, top5_acc: 0.8496, loss_cls: 1.3828, loss: 2.3516, grad_norm: 5.4364 2020-09-25 14:36:05,068 - mmaction - INFO - Epoch [124][780/940] lr: 4.000e-03, eta: 9:57:24, time: 1.422, data_time: 0.002, memory: 6929, loss_aux: 0.9736, top1_acc: 0.6641, top5_acc: 0.8504, loss_cls: 1.3896, loss: 2.3631, grad_norm: 5.4294 2020-09-25 14:36:34,115 - mmaction - INFO - Epoch [124][800/940] lr: 4.000e-03, eta: 9:56:55, time: 1.453, data_time: 0.003, memory: 6929, loss_aux: 0.9858, top1_acc: 0.6648, top5_acc: 0.8498, loss_cls: 1.4088, loss: 2.3947, grad_norm: 5.4079 2020-09-25 14:37:02,859 - mmaction - INFO - Epoch [124][820/940] lr: 4.000e-03, eta: 9:56:26, time: 1.437, data_time: 0.002, memory: 6929, loss_aux: 0.9757, top1_acc: 0.6666, top5_acc: 0.8482, loss_cls: 1.3867, loss: 2.3624, grad_norm: 5.4834 2020-09-25 14:37:31,701 - mmaction - INFO - Epoch [124][840/940] lr: 4.000e-03, eta: 9:55:56, time: 1.442, data_time: 0.002, memory: 6929, loss_aux: 0.9626, top1_acc: 0.6732, top5_acc: 0.8521, loss_cls: 1.3839, loss: 2.3465, grad_norm: 5.4519 2020-09-25 14:38:01,363 - mmaction - INFO - Epoch [124][860/940] lr: 4.000e-03, eta: 9:55:27, time: 1.484, data_time: 0.002, memory: 6929, loss_aux: 0.9653, top1_acc: 0.6633, top5_acc: 0.8506, loss_cls: 1.3788, loss: 2.3441, grad_norm: 5.4939 2020-09-25 14:38:29,089 - mmaction - INFO - Epoch [124][880/940] lr: 4.000e-03, eta: 9:54:58, time: 1.386, data_time: 0.002, memory: 6929, loss_aux: 0.9994, top1_acc: 0.6547, top5_acc: 0.8379, loss_cls: 1.4432, loss: 2.4426, grad_norm: 5.5292 2020-09-25 14:38:57,398 - mmaction - INFO - Epoch [124][900/940] lr: 4.000e-03, eta: 9:54:29, time: 1.416, data_time: 0.002, memory: 6929, loss_aux: 0.9598, top1_acc: 0.6781, top5_acc: 0.8549, loss_cls: 1.3680, loss: 2.3278, grad_norm: 5.4627 2020-09-25 14:39:26,014 - mmaction - INFO - Epoch [124][920/940] lr: 4.000e-03, eta: 9:53:59, time: 1.430, data_time: 0.001, memory: 6929, loss_aux: 0.9846, top1_acc: 0.6631, top5_acc: 0.8469, loss_cls: 1.4186, loss: 2.4031, grad_norm: 5.4983 2020-09-25 14:39:52,974 - mmaction - INFO - Epoch [124][940/940] lr: 4.000e-03, eta: 9:53:30, time: 1.349, data_time: 0.003, memory: 6929, loss_aux: 0.9531, top1_acc: 0.6788, top5_acc: 0.8498, loss_cls: 1.3468, loss: 2.2999, grad_norm: 5.4081 2020-09-25 14:39:53,446 - mmaction - INFO - Saving checkpoint at 124 epochs 2020-09-25 14:40:26,866 - mmaction - INFO - Epoch [125][20/940] lr: 4.000e-03, eta: 9:53:01, time: 1.521, data_time: 0.258, memory: 6929, loss_aux: 0.9645, top1_acc: 0.6658, top5_acc: 0.8514, loss_cls: 1.3821, loss: 2.3465, grad_norm: 5.5353 2020-09-25 14:40:55,622 - mmaction - INFO - Epoch [125][40/940] lr: 4.000e-03, eta: 9:52:32, time: 1.438, data_time: 0.001, memory: 6929, loss_aux: 0.9917, top1_acc: 0.6684, top5_acc: 0.8453, loss_cls: 1.4030, loss: 2.3947, grad_norm: 5.4959 2020-09-25 14:41:24,835 - mmaction - INFO - Epoch [125][60/940] lr: 4.000e-03, eta: 9:52:03, time: 1.459, data_time: 0.001, memory: 6929, loss_aux: 0.9817, top1_acc: 0.6602, top5_acc: 0.8457, loss_cls: 1.4210, loss: 2.4028, grad_norm: 5.4555 2020-09-25 14:41:54,012 - mmaction - INFO - Epoch [125][80/940] lr: 4.000e-03, eta: 9:51:33, time: 1.460, data_time: 0.003, memory: 6929, loss_aux: 0.9775, top1_acc: 0.6646, top5_acc: 0.8461, loss_cls: 1.4084, loss: 2.3859, grad_norm: 5.4577 2020-09-25 14:42:22,089 - mmaction - INFO - Epoch [125][100/940] lr: 4.000e-03, eta: 9:51:04, time: 1.404, data_time: 0.001, memory: 6929, loss_aux: 0.9673, top1_acc: 0.6691, top5_acc: 0.8488, loss_cls: 1.3869, loss: 2.3542, grad_norm: 5.4716 2020-09-25 14:42:51,078 - mmaction - INFO - Epoch [125][120/940] lr: 4.000e-03, eta: 9:50:35, time: 1.444, data_time: 0.001, memory: 6929, loss_aux: 0.9654, top1_acc: 0.6807, top5_acc: 0.8545, loss_cls: 1.3533, loss: 2.3187, grad_norm: 5.4442 2020-09-25 14:43:20,087 - mmaction - INFO - Epoch [125][140/940] lr: 4.000e-03, eta: 9:50:06, time: 1.456, data_time: 0.006, memory: 6929, loss_aux: 0.9769, top1_acc: 0.6617, top5_acc: 0.8434, loss_cls: 1.4147, loss: 2.3916, grad_norm: 5.5593 2020-09-25 14:43:48,251 - mmaction - INFO - Epoch [125][160/940] lr: 4.000e-03, eta: 9:49:36, time: 1.408, data_time: 0.001, memory: 6929, loss_aux: 0.9931, top1_acc: 0.6645, top5_acc: 0.8371, loss_cls: 1.4306, loss: 2.4237, grad_norm: 5.4956 2020-09-25 14:44:17,182 - mmaction - INFO - Epoch [125][180/940] lr: 4.000e-03, eta: 9:49:07, time: 1.446, data_time: 0.001, memory: 6929, loss_aux: 0.9970, top1_acc: 0.6695, top5_acc: 0.8436, loss_cls: 1.4041, loss: 2.4011, grad_norm: 5.3644 2020-09-25 14:44:45,517 - mmaction - INFO - Epoch [125][200/940] lr: 4.000e-03, eta: 9:48:38, time: 1.416, data_time: 0.001, memory: 6929, loss_aux: 0.9959, top1_acc: 0.6541, top5_acc: 0.8449, loss_cls: 1.4318, loss: 2.4277, grad_norm: 5.5109 2020-09-25 14:45:13,504 - mmaction - INFO - Epoch [125][220/940] lr: 4.000e-03, eta: 9:48:08, time: 1.395, data_time: 0.002, memory: 6929, loss_aux: 0.9700, top1_acc: 0.6771, top5_acc: 0.8473, loss_cls: 1.3482, loss: 2.3183, grad_norm: 5.2892 2020-09-25 14:45:42,567 - mmaction - INFO - Epoch [125][240/940] lr: 4.000e-03, eta: 9:47:39, time: 1.458, data_time: 0.006, memory: 6929, loss_aux: 0.9565, top1_acc: 0.6855, top5_acc: 0.8555, loss_cls: 1.3559, loss: 2.3124, grad_norm: 5.4426 2020-09-25 14:46:10,448 - mmaction - INFO - Epoch [125][260/940] lr: 4.000e-03, eta: 9:47:10, time: 1.393, data_time: 0.003, memory: 6929, loss_aux: 0.9780, top1_acc: 0.6705, top5_acc: 0.8525, loss_cls: 1.3869, loss: 2.3649, grad_norm: 5.4561 2020-09-25 14:46:39,517 - mmaction - INFO - Epoch [125][280/940] lr: 4.000e-03, eta: 9:46:41, time: 1.454, data_time: 0.002, memory: 6929, loss_aux: 0.9918, top1_acc: 0.6645, top5_acc: 0.8400, loss_cls: 1.4190, loss: 2.4108, grad_norm: 5.4480 2020-09-25 14:47:08,167 - mmaction - INFO - Epoch [125][300/940] lr: 4.000e-03, eta: 9:46:12, time: 1.432, data_time: 0.002, memory: 6929, loss_aux: 0.9683, top1_acc: 0.6637, top5_acc: 0.8455, loss_cls: 1.3940, loss: 2.3623, grad_norm: 5.4338 2020-09-25 14:47:36,786 - mmaction - INFO - Epoch [125][320/940] lr: 4.000e-03, eta: 9:45:42, time: 1.432, data_time: 0.002, memory: 6929, loss_aux: 0.9877, top1_acc: 0.6619, top5_acc: 0.8465, loss_cls: 1.4278, loss: 2.4155, grad_norm: 5.5436 2020-09-25 14:48:06,073 - mmaction - INFO - Epoch [125][340/940] lr: 4.000e-03, eta: 9:45:13, time: 1.464, data_time: 0.001, memory: 6929, loss_aux: 0.9665, top1_acc: 0.6715, top5_acc: 0.8490, loss_cls: 1.3797, loss: 2.3461, grad_norm: 5.3798 2020-09-25 14:48:33,763 - mmaction - INFO - Epoch [125][360/940] lr: 4.000e-03, eta: 9:44:44, time: 1.385, data_time: 0.002, memory: 6929, loss_aux: 0.9864, top1_acc: 0.6736, top5_acc: 0.8529, loss_cls: 1.3774, loss: 2.3638, grad_norm: 5.5242 2020-09-25 14:49:02,081 - mmaction - INFO - Epoch [125][380/940] lr: 4.000e-03, eta: 9:44:14, time: 1.416, data_time: 0.001, memory: 6929, loss_aux: 0.9964, top1_acc: 0.6545, top5_acc: 0.8377, loss_cls: 1.4621, loss: 2.4585, grad_norm: 5.5712 2020-09-25 14:49:30,842 - mmaction - INFO - Epoch [125][400/940] lr: 4.000e-03, eta: 9:43:45, time: 1.437, data_time: 0.001, memory: 6929, loss_aux: 0.9612, top1_acc: 0.6674, top5_acc: 0.8465, loss_cls: 1.3858, loss: 2.3469, grad_norm: 5.4488 2020-09-25 14:49:59,441 - mmaction - INFO - Epoch [125][420/940] lr: 4.000e-03, eta: 9:43:16, time: 1.431, data_time: 0.002, memory: 6929, loss_aux: 0.9943, top1_acc: 0.6678, top5_acc: 0.8439, loss_cls: 1.4054, loss: 2.3997, grad_norm: 5.4693 2020-09-25 14:50:27,614 - mmaction - INFO - Epoch [125][440/940] lr: 4.000e-03, eta: 9:42:47, time: 1.408, data_time: 0.001, memory: 6929, loss_aux: 0.9688, top1_acc: 0.6750, top5_acc: 0.8521, loss_cls: 1.3777, loss: 2.3465, grad_norm: 5.5110 2020-09-25 14:50:56,460 - mmaction - INFO - Epoch [125][460/940] lr: 4.000e-03, eta: 9:42:17, time: 1.442, data_time: 0.002, memory: 6929, loss_aux: 0.9751, top1_acc: 0.6719, top5_acc: 0.8525, loss_cls: 1.3810, loss: 2.3562, grad_norm: 5.5460 2020-09-25 14:51:25,139 - mmaction - INFO - Epoch [125][480/940] lr: 4.000e-03, eta: 9:41:48, time: 1.434, data_time: 0.002, memory: 6929, loss_aux: 0.9740, top1_acc: 0.6744, top5_acc: 0.8473, loss_cls: 1.4046, loss: 2.3786, grad_norm: 5.6194 2020-09-25 14:51:52,880 - mmaction - INFO - Epoch [125][500/940] lr: 4.000e-03, eta: 9:41:19, time: 1.389, data_time: 0.003, memory: 6929, loss_aux: 0.9765, top1_acc: 0.6674, top5_acc: 0.8498, loss_cls: 1.3891, loss: 2.3656, grad_norm: 5.5366 2020-09-25 14:52:21,156 - mmaction - INFO - Epoch [125][520/940] lr: 4.000e-03, eta: 9:40:49, time: 1.413, data_time: 0.001, memory: 6929, loss_aux: 0.9945, top1_acc: 0.6559, top5_acc: 0.8410, loss_cls: 1.4256, loss: 2.4201, grad_norm: 5.5270 2020-09-25 14:52:51,857 - mmaction - INFO - Epoch [125][540/940] lr: 4.000e-03, eta: 9:40:21, time: 1.534, data_time: 0.001, memory: 6929, loss_aux: 0.9989, top1_acc: 0.6600, top5_acc: 0.8490, loss_cls: 1.4169, loss: 2.4158, grad_norm: 5.5724 2020-09-25 14:53:19,839 - mmaction - INFO - Epoch [125][560/940] lr: 4.000e-03, eta: 9:39:51, time: 1.400, data_time: 0.003, memory: 6929, loss_aux: 0.9962, top1_acc: 0.6568, top5_acc: 0.8406, loss_cls: 1.4366, loss: 2.4328, grad_norm: 5.5070 2020-09-25 14:53:49,303 - mmaction - INFO - Epoch [125][580/940] lr: 4.000e-03, eta: 9:39:22, time: 1.473, data_time: 0.001, memory: 6929, loss_aux: 0.9865, top1_acc: 0.6672, top5_acc: 0.8463, loss_cls: 1.4108, loss: 2.3972, grad_norm: 5.4406 2020-09-25 14:54:17,570 - mmaction - INFO - Epoch [125][600/940] lr: 4.000e-03, eta: 9:38:53, time: 1.413, data_time: 0.001, memory: 6929, loss_aux: 0.9885, top1_acc: 0.6648, top5_acc: 0.8506, loss_cls: 1.3954, loss: 2.3838, grad_norm: 5.4468 2020-09-25 14:54:46,069 - mmaction - INFO - Epoch [125][620/940] lr: 4.000e-03, eta: 9:38:24, time: 1.424, data_time: 0.002, memory: 6929, loss_aux: 0.9907, top1_acc: 0.6684, top5_acc: 0.8457, loss_cls: 1.3893, loss: 2.3800, grad_norm: 5.4934 2020-09-25 14:55:14,563 - mmaction - INFO - Epoch [125][640/940] lr: 4.000e-03, eta: 9:37:54, time: 1.425, data_time: 0.003, memory: 6929, loss_aux: 0.9903, top1_acc: 0.6588, top5_acc: 0.8428, loss_cls: 1.4289, loss: 2.4192, grad_norm: 5.6774 2020-09-25 14:55:43,628 - mmaction - INFO - Epoch [125][660/940] lr: 4.000e-03, eta: 9:37:25, time: 1.453, data_time: 0.002, memory: 6929, loss_aux: 0.9792, top1_acc: 0.6668, top5_acc: 0.8479, loss_cls: 1.4007, loss: 2.3798, grad_norm: 5.5245 2020-09-25 14:56:12,308 - mmaction - INFO - Epoch [125][680/940] lr: 4.000e-03, eta: 9:36:56, time: 1.434, data_time: 0.003, memory: 6929, loss_aux: 0.9845, top1_acc: 0.6635, top5_acc: 0.8451, loss_cls: 1.4325, loss: 2.4170, grad_norm: 5.5505 2020-09-25 14:56:41,272 - mmaction - INFO - Epoch [125][700/940] lr: 4.000e-03, eta: 9:36:27, time: 1.449, data_time: 0.003, memory: 6929, loss_aux: 0.9562, top1_acc: 0.6746, top5_acc: 0.8570, loss_cls: 1.3504, loss: 2.3066, grad_norm: 5.4451 2020-09-25 14:57:09,460 - mmaction - INFO - Epoch [125][720/940] lr: 4.000e-03, eta: 9:35:57, time: 1.408, data_time: 0.001, memory: 6929, loss_aux: 0.9799, top1_acc: 0.6687, top5_acc: 0.8521, loss_cls: 1.3812, loss: 2.3612, grad_norm: 5.5527 2020-09-25 14:57:38,094 - mmaction - INFO - Epoch [125][740/940] lr: 4.000e-03, eta: 9:35:28, time: 1.433, data_time: 0.002, memory: 6929, loss_aux: 0.9829, top1_acc: 0.6748, top5_acc: 0.8486, loss_cls: 1.3877, loss: 2.3706, grad_norm: 5.5407 2020-09-25 14:58:06,666 - mmaction - INFO - Epoch [125][760/940] lr: 4.000e-03, eta: 9:34:59, time: 1.427, data_time: 0.001, memory: 6929, loss_aux: 0.9886, top1_acc: 0.6697, top5_acc: 0.8410, loss_cls: 1.3973, loss: 2.3858, grad_norm: 5.5115 2020-09-25 14:58:34,799 - mmaction - INFO - Epoch [125][780/940] lr: 4.000e-03, eta: 9:34:30, time: 1.408, data_time: 0.003, memory: 6929, loss_aux: 1.0046, top1_acc: 0.6527, top5_acc: 0.8404, loss_cls: 1.4563, loss: 2.4609, grad_norm: 5.6776 2020-09-25 14:59:03,767 - mmaction - INFO - Epoch [125][800/940] lr: 4.000e-03, eta: 9:34:00, time: 1.447, data_time: 0.001, memory: 6929, loss_aux: 0.9795, top1_acc: 0.6615, top5_acc: 0.8500, loss_cls: 1.4105, loss: 2.3900, grad_norm: 5.4787 2020-09-25 14:59:32,656 - mmaction - INFO - Epoch [125][820/940] lr: 4.000e-03, eta: 9:33:31, time: 1.446, data_time: 0.003, memory: 6929, loss_aux: 0.9751, top1_acc: 0.6686, top5_acc: 0.8514, loss_cls: 1.3912, loss: 2.3663, grad_norm: 5.5026 2020-09-25 15:00:01,138 - mmaction - INFO - Epoch [125][840/940] lr: 4.000e-03, eta: 9:33:02, time: 1.424, data_time: 0.001, memory: 6929, loss_aux: 0.9610, top1_acc: 0.6760, top5_acc: 0.8541, loss_cls: 1.3669, loss: 2.3279, grad_norm: 5.4387 2020-09-25 15:00:34,001 - mmaction - INFO - Epoch [125][860/940] lr: 4.000e-03, eta: 9:32:34, time: 1.636, data_time: 0.001, memory: 6929, loss_aux: 0.9892, top1_acc: 0.6633, top5_acc: 0.8482, loss_cls: 1.4093, loss: 2.3985, grad_norm: 5.5643 2020-09-25 15:01:02,031 - mmaction - INFO - Epoch [125][880/940] lr: 4.000e-03, eta: 9:32:04, time: 1.409, data_time: 0.023, memory: 6929, loss_aux: 0.9668, top1_acc: 0.6660, top5_acc: 0.8492, loss_cls: 1.3966, loss: 2.3634, grad_norm: 5.4853 2020-09-25 15:01:31,422 - mmaction - INFO - Epoch [125][900/940] lr: 4.000e-03, eta: 9:31:35, time: 1.469, data_time: 0.001, memory: 6929, loss_aux: 0.9688, top1_acc: 0.6785, top5_acc: 0.8521, loss_cls: 1.3872, loss: 2.3560, grad_norm: 5.4471 2020-09-25 15:02:01,115 - mmaction - INFO - Epoch [125][920/940] lr: 4.000e-03, eta: 9:31:06, time: 1.485, data_time: 0.002, memory: 6929, loss_aux: 0.9838, top1_acc: 0.6615, top5_acc: 0.8402, loss_cls: 1.4140, loss: 2.3978, grad_norm: 5.5603 2020-09-25 15:02:29,198 - mmaction - INFO - Epoch [125][940/940] lr: 4.000e-03, eta: 9:30:37, time: 1.404, data_time: 0.002, memory: 6929, loss_aux: 0.9700, top1_acc: 0.6660, top5_acc: 0.8448, loss_cls: 1.4063, loss: 2.3763, grad_norm: 5.5117 2020-09-25 15:02:29,698 - mmaction - INFO - Saving checkpoint at 125 epochs 2020-09-25 15:03:04,275 - mmaction - INFO - Epoch [126][20/940] lr: 4.000e-04, eta: 9:30:08, time: 1.579, data_time: 0.299, memory: 6929, loss_aux: 0.9888, top1_acc: 0.6713, top5_acc: 0.8480, loss_cls: 1.3910, loss: 2.3797, grad_norm: 5.5275 2020-09-25 15:03:32,564 - mmaction - INFO - Epoch [126][40/940] lr: 4.000e-04, eta: 9:29:39, time: 1.415, data_time: 0.003, memory: 6929, loss_aux: 0.9752, top1_acc: 0.6746, top5_acc: 0.8445, loss_cls: 1.3691, loss: 2.3444, grad_norm: 5.4198 2020-09-25 15:04:00,762 - mmaction - INFO - Epoch [126][60/940] lr: 4.000e-04, eta: 9:29:09, time: 1.410, data_time: 0.003, memory: 6929, loss_aux: 0.9797, top1_acc: 0.6656, top5_acc: 0.8508, loss_cls: 1.3819, loss: 2.3616, grad_norm: 5.5488 2020-09-25 15:04:29,295 - mmaction - INFO - Epoch [126][80/940] lr: 4.000e-04, eta: 9:28:40, time: 1.427, data_time: 0.003, memory: 6929, loss_aux: 0.9713, top1_acc: 0.6750, top5_acc: 0.8510, loss_cls: 1.3608, loss: 2.3321, grad_norm: 5.4237 2020-09-25 15:04:58,333 - mmaction - INFO - Epoch [126][100/940] lr: 4.000e-04, eta: 9:28:11, time: 1.453, data_time: 0.003, memory: 6929, loss_aux: 0.9843, top1_acc: 0.6627, top5_acc: 0.8445, loss_cls: 1.4027, loss: 2.3870, grad_norm: 5.4829 2020-09-25 15:05:26,235 - mmaction - INFO - Epoch [126][120/940] lr: 4.000e-04, eta: 9:27:42, time: 1.394, data_time: 0.001, memory: 6929, loss_aux: 0.9692, top1_acc: 0.6822, top5_acc: 0.8480, loss_cls: 1.3395, loss: 2.3088, grad_norm: 5.4005 2020-09-25 15:05:55,177 - mmaction - INFO - Epoch [126][140/940] lr: 4.000e-04, eta: 9:27:13, time: 1.448, data_time: 0.003, memory: 6929, loss_aux: 0.9606, top1_acc: 0.6787, top5_acc: 0.8596, loss_cls: 1.3358, loss: 2.2964, grad_norm: 5.3955 2020-09-25 15:06:25,479 - mmaction - INFO - Epoch [126][160/940] lr: 4.000e-04, eta: 9:26:44, time: 1.514, data_time: 0.002, memory: 6929, loss_aux: 0.9561, top1_acc: 0.6896, top5_acc: 0.8609, loss_cls: 1.3156, loss: 2.2718, grad_norm: 5.4024 2020-09-25 15:06:52,896 - mmaction - INFO - Epoch [126][180/940] lr: 4.000e-04, eta: 9:26:14, time: 1.372, data_time: 0.003, memory: 6929, loss_aux: 0.9805, top1_acc: 0.6766, top5_acc: 0.8467, loss_cls: 1.3684, loss: 2.3489, grad_norm: 5.4332 2020-09-25 15:07:21,746 - mmaction - INFO - Epoch [126][200/940] lr: 4.000e-04, eta: 9:25:45, time: 1.442, data_time: 0.002, memory: 6929, loss_aux: 0.9769, top1_acc: 0.6787, top5_acc: 0.8561, loss_cls: 1.3587, loss: 2.3356, grad_norm: 5.4207 2020-09-25 15:07:49,862 - mmaction - INFO - Epoch [126][220/940] lr: 4.000e-04, eta: 9:25:16, time: 1.405, data_time: 0.001, memory: 6929, loss_aux: 0.9849, top1_acc: 0.6725, top5_acc: 0.8518, loss_cls: 1.3843, loss: 2.3692, grad_norm: 5.5287 2020-09-25 15:08:19,607 - mmaction - INFO - Epoch [126][240/940] lr: 4.000e-04, eta: 9:24:47, time: 1.488, data_time: 0.003, memory: 6929, loss_aux: 0.9435, top1_acc: 0.6848, top5_acc: 0.8592, loss_cls: 1.3120, loss: 2.2555, grad_norm: 5.3643 2020-09-25 15:08:48,332 - mmaction - INFO - Epoch [126][260/940] lr: 4.000e-04, eta: 9:24:17, time: 1.435, data_time: 0.002, memory: 6929, loss_aux: 0.9729, top1_acc: 0.6854, top5_acc: 0.8570, loss_cls: 1.3372, loss: 2.3101, grad_norm: 5.3544 2020-09-25 15:09:17,415 - mmaction - INFO - Epoch [126][280/940] lr: 4.000e-04, eta: 9:23:48, time: 1.456, data_time: 0.003, memory: 6929, loss_aux: 0.9657, top1_acc: 0.6873, top5_acc: 0.8494, loss_cls: 1.3445, loss: 2.3102, grad_norm: 5.4027 2020-09-25 15:09:46,370 - mmaction - INFO - Epoch [126][300/940] lr: 4.000e-04, eta: 9:23:19, time: 1.447, data_time: 0.001, memory: 6929, loss_aux: 0.9370, top1_acc: 0.6893, top5_acc: 0.8646, loss_cls: 1.3029, loss: 2.2399, grad_norm: 5.3828 2020-09-25 15:10:15,099 - mmaction - INFO - Epoch [126][320/940] lr: 4.000e-04, eta: 9:22:50, time: 1.437, data_time: 0.003, memory: 6929, loss_aux: 0.9689, top1_acc: 0.6771, top5_acc: 0.8520, loss_cls: 1.3702, loss: 2.3391, grad_norm: 5.4355 2020-09-25 15:10:43,861 - mmaction - INFO - Epoch [126][340/940] lr: 4.000e-04, eta: 9:22:21, time: 1.438, data_time: 0.002, memory: 6929, loss_aux: 0.9648, top1_acc: 0.6813, top5_acc: 0.8555, loss_cls: 1.3473, loss: 2.3120, grad_norm: 5.4309 2020-09-25 15:11:12,020 - mmaction - INFO - Epoch [126][360/940] lr: 4.000e-04, eta: 9:21:51, time: 1.408, data_time: 0.002, memory: 6929, loss_aux: 0.9340, top1_acc: 0.6959, top5_acc: 0.8611, loss_cls: 1.2701, loss: 2.2041, grad_norm: 5.3097 2020-09-25 15:11:41,610 - mmaction - INFO - Epoch [126][380/940] lr: 4.000e-04, eta: 9:21:22, time: 1.480, data_time: 0.003, memory: 6929, loss_aux: 0.9535, top1_acc: 0.6842, top5_acc: 0.8518, loss_cls: 1.3336, loss: 2.2871, grad_norm: 5.4419 2020-09-25 15:12:10,974 - mmaction - INFO - Epoch [126][400/940] lr: 4.000e-04, eta: 9:20:53, time: 1.467, data_time: 0.001, memory: 6929, loss_aux: 0.9473, top1_acc: 0.6898, top5_acc: 0.8568, loss_cls: 1.3094, loss: 2.2568, grad_norm: 5.3607 2020-09-25 15:12:40,056 - mmaction - INFO - Epoch [126][420/940] lr: 4.000e-04, eta: 9:20:24, time: 1.455, data_time: 0.002, memory: 6929, loss_aux: 0.9654, top1_acc: 0.6844, top5_acc: 0.8492, loss_cls: 1.3480, loss: 2.3134, grad_norm: 5.4422 2020-09-25 15:13:08,476 - mmaction - INFO - Epoch [126][440/940] lr: 4.000e-04, eta: 9:19:55, time: 1.420, data_time: 0.002, memory: 6929, loss_aux: 0.9574, top1_acc: 0.6734, top5_acc: 0.8615, loss_cls: 1.3278, loss: 2.2853, grad_norm: 5.4891 2020-09-25 15:13:37,030 - mmaction - INFO - Epoch [126][460/940] lr: 4.000e-04, eta: 9:19:25, time: 1.429, data_time: 0.003, memory: 6929, loss_aux: 0.9342, top1_acc: 0.6932, top5_acc: 0.8539, loss_cls: 1.2951, loss: 2.2293, grad_norm: 5.3055 2020-09-25 15:14:06,271 - mmaction - INFO - Epoch [126][480/940] lr: 4.000e-04, eta: 9:18:56, time: 1.461, data_time: 0.001, memory: 6929, loss_aux: 0.9307, top1_acc: 0.6912, top5_acc: 0.8631, loss_cls: 1.2982, loss: 2.2289, grad_norm: 5.4436 2020-09-25 15:14:34,967 - mmaction - INFO - Epoch [126][500/940] lr: 4.000e-04, eta: 9:18:27, time: 1.436, data_time: 0.003, memory: 6929, loss_aux: 0.9729, top1_acc: 0.6746, top5_acc: 0.8512, loss_cls: 1.3446, loss: 2.3175, grad_norm: 5.4927 2020-09-25 15:15:06,026 - mmaction - INFO - Epoch [126][520/940] lr: 4.000e-04, eta: 9:17:58, time: 1.552, data_time: 0.001, memory: 6929, loss_aux: 0.9606, top1_acc: 0.6725, top5_acc: 0.8564, loss_cls: 1.3414, loss: 2.3020, grad_norm: 5.4816 2020-09-25 15:15:34,725 - mmaction - INFO - Epoch [126][540/940] lr: 4.000e-04, eta: 9:17:29, time: 1.436, data_time: 0.003, memory: 6929, loss_aux: 0.9539, top1_acc: 0.6848, top5_acc: 0.8625, loss_cls: 1.2999, loss: 2.2538, grad_norm: 5.3041 2020-09-25 15:16:02,929 - mmaction - INFO - Epoch [126][560/940] lr: 4.000e-04, eta: 9:17:00, time: 1.410, data_time: 0.001, memory: 6929, loss_aux: 0.9614, top1_acc: 0.6744, top5_acc: 0.8551, loss_cls: 1.3571, loss: 2.3185, grad_norm: 5.5033 2020-09-25 15:16:31,312 - mmaction - INFO - Epoch [126][580/940] lr: 4.000e-04, eta: 9:16:31, time: 1.419, data_time: 0.002, memory: 6929, loss_aux: 0.9508, top1_acc: 0.6859, top5_acc: 0.8645, loss_cls: 1.3127, loss: 2.2636, grad_norm: 5.4609 2020-09-25 15:17:00,101 - mmaction - INFO - Epoch [126][600/940] lr: 4.000e-04, eta: 9:16:01, time: 1.441, data_time: 0.002, memory: 6929, loss_aux: 0.9526, top1_acc: 0.6850, top5_acc: 0.8561, loss_cls: 1.3198, loss: 2.2724, grad_norm: 5.4202 2020-09-25 15:17:28,725 - mmaction - INFO - Epoch [126][620/940] lr: 4.000e-04, eta: 9:15:32, time: 1.428, data_time: 0.001, memory: 6929, loss_aux: 0.9530, top1_acc: 0.6855, top5_acc: 0.8539, loss_cls: 1.3389, loss: 2.2919, grad_norm: 5.4494 2020-09-25 15:17:57,218 - mmaction - INFO - Epoch [126][640/940] lr: 4.000e-04, eta: 9:15:03, time: 1.428, data_time: 0.004, memory: 6929, loss_aux: 0.9500, top1_acc: 0.6883, top5_acc: 0.8635, loss_cls: 1.3173, loss: 2.2673, grad_norm: 5.3929 2020-09-25 15:18:25,438 - mmaction - INFO - Epoch [126][660/940] lr: 4.000e-04, eta: 9:14:33, time: 1.410, data_time: 0.001, memory: 6929, loss_aux: 0.9705, top1_acc: 0.6783, top5_acc: 0.8551, loss_cls: 1.3355, loss: 2.3060, grad_norm: 5.5129 2020-09-25 15:18:55,475 - mmaction - INFO - Epoch [126][680/940] lr: 4.000e-04, eta: 9:14:05, time: 1.503, data_time: 0.003, memory: 6929, loss_aux: 0.9574, top1_acc: 0.6801, top5_acc: 0.8492, loss_cls: 1.3496, loss: 2.3070, grad_norm: 5.4554 2020-09-25 15:19:23,567 - mmaction - INFO - Epoch [126][700/940] lr: 4.000e-04, eta: 9:13:35, time: 1.404, data_time: 0.001, memory: 6929, loss_aux: 0.9493, top1_acc: 0.6883, top5_acc: 0.8584, loss_cls: 1.2957, loss: 2.2450, grad_norm: 5.3736 2020-09-25 15:19:52,392 - mmaction - INFO - Epoch [126][720/940] lr: 4.000e-04, eta: 9:13:06, time: 1.441, data_time: 0.002, memory: 6929, loss_aux: 0.9796, top1_acc: 0.6678, top5_acc: 0.8531, loss_cls: 1.3600, loss: 2.3395, grad_norm: 5.5476 2020-09-25 15:20:21,174 - mmaction - INFO - Epoch [126][740/940] lr: 4.000e-04, eta: 9:12:37, time: 1.440, data_time: 0.003, memory: 6929, loss_aux: 0.9514, top1_acc: 0.6863, top5_acc: 0.8590, loss_cls: 1.3040, loss: 2.2554, grad_norm: 5.4817 2020-09-25 15:20:49,488 - mmaction - INFO - Epoch [126][760/940] lr: 4.000e-04, eta: 9:12:08, time: 1.416, data_time: 0.002, memory: 6929, loss_aux: 0.9566, top1_acc: 0.6844, top5_acc: 0.8559, loss_cls: 1.3247, loss: 2.2813, grad_norm: 5.4855 2020-09-25 15:21:18,142 - mmaction - INFO - Epoch [126][780/940] lr: 4.000e-04, eta: 9:11:38, time: 1.433, data_time: 0.002, memory: 6929, loss_aux: 0.9605, top1_acc: 0.6805, top5_acc: 0.8547, loss_cls: 1.3309, loss: 2.2915, grad_norm: 5.4642 2020-09-25 15:21:46,530 - mmaction - INFO - Epoch [126][800/940] lr: 4.000e-04, eta: 9:11:09, time: 1.419, data_time: 0.001, memory: 6929, loss_aux: 0.9421, top1_acc: 0.6893, top5_acc: 0.8598, loss_cls: 1.2828, loss: 2.2249, grad_norm: 5.3413 2020-09-25 15:22:15,588 - mmaction - INFO - Epoch [126][820/940] lr: 4.000e-04, eta: 9:10:40, time: 1.453, data_time: 0.002, memory: 6929, loss_aux: 0.9409, top1_acc: 0.6877, top5_acc: 0.8580, loss_cls: 1.3018, loss: 2.2427, grad_norm: 5.3728 2020-09-25 15:22:43,667 - mmaction - INFO - Epoch [126][840/940] lr: 4.000e-04, eta: 9:10:11, time: 1.403, data_time: 0.001, memory: 6929, loss_aux: 0.9589, top1_acc: 0.6889, top5_acc: 0.8564, loss_cls: 1.3266, loss: 2.2855, grad_norm: 5.3618 2020-09-25 15:23:12,075 - mmaction - INFO - Epoch [126][860/940] lr: 4.000e-04, eta: 9:09:41, time: 1.421, data_time: 0.003, memory: 6929, loss_aux: 0.9655, top1_acc: 0.6836, top5_acc: 0.8537, loss_cls: 1.3299, loss: 2.2954, grad_norm: 5.3787 2020-09-25 15:23:41,008 - mmaction - INFO - Epoch [126][880/940] lr: 4.000e-04, eta: 9:09:12, time: 1.447, data_time: 0.002, memory: 6929, loss_aux: 0.9793, top1_acc: 0.6771, top5_acc: 0.8496, loss_cls: 1.3735, loss: 2.3529, grad_norm: 5.5129 2020-09-25 15:24:09,232 - mmaction - INFO - Epoch [126][900/940] lr: 4.000e-04, eta: 9:08:43, time: 1.411, data_time: 0.002, memory: 6929, loss_aux: 0.9783, top1_acc: 0.6750, top5_acc: 0.8455, loss_cls: 1.3658, loss: 2.3441, grad_norm: 5.5508 2020-09-25 15:24:38,020 - mmaction - INFO - Epoch [126][920/940] lr: 4.000e-04, eta: 9:08:14, time: 1.440, data_time: 0.002, memory: 6929, loss_aux: 0.9617, top1_acc: 0.6777, top5_acc: 0.8635, loss_cls: 1.3126, loss: 2.2743, grad_norm: 5.4028 2020-09-25 15:25:06,468 - mmaction - INFO - Epoch [126][940/940] lr: 4.000e-04, eta: 9:07:44, time: 1.421, data_time: 0.001, memory: 6929, loss_aux: 0.9388, top1_acc: 0.6845, top5_acc: 0.8618, loss_cls: 1.3089, loss: 2.2477, grad_norm: 5.4703 2020-09-25 15:25:06,883 - mmaction - INFO - Saving checkpoint at 126 epochs 2020-09-25 15:25:40,564 - mmaction - INFO - Epoch [127][20/940] lr: 4.000e-04, eta: 9:07:15, time: 1.486, data_time: 0.254, memory: 6929, loss_aux: 0.9615, top1_acc: 0.6748, top5_acc: 0.8607, loss_cls: 1.3412, loss: 2.3027, grad_norm: 5.5168 2020-09-25 15:26:08,961 - mmaction - INFO - Epoch [127][40/940] lr: 4.000e-04, eta: 9:06:46, time: 1.420, data_time: 0.006, memory: 6929, loss_aux: 0.9512, top1_acc: 0.6863, top5_acc: 0.8615, loss_cls: 1.2976, loss: 2.2489, grad_norm: 5.3735 2020-09-25 15:26:38,398 - mmaction - INFO - Epoch [127][60/940] lr: 4.000e-04, eta: 9:06:17, time: 1.473, data_time: 0.003, memory: 6929, loss_aux: 0.9491, top1_acc: 0.6900, top5_acc: 0.8559, loss_cls: 1.3243, loss: 2.2734, grad_norm: 5.4680 2020-09-25 15:27:07,328 - mmaction - INFO - Epoch [127][80/940] lr: 4.000e-04, eta: 9:05:48, time: 1.446, data_time: 0.001, memory: 6929, loss_aux: 0.9586, top1_acc: 0.6863, top5_acc: 0.8576, loss_cls: 1.3302, loss: 2.2888, grad_norm: 5.4206 2020-09-25 15:27:35,913 - mmaction - INFO - Epoch [127][100/940] lr: 4.000e-04, eta: 9:05:18, time: 1.430, data_time: 0.003, memory: 6929, loss_aux: 0.9347, top1_acc: 0.6896, top5_acc: 0.8652, loss_cls: 1.2911, loss: 2.2258, grad_norm: 5.4046 2020-09-25 15:28:05,871 - mmaction - INFO - Epoch [127][120/940] lr: 4.000e-04, eta: 9:04:50, time: 1.497, data_time: 0.001, memory: 6929, loss_aux: 0.9556, top1_acc: 0.6865, top5_acc: 0.8553, loss_cls: 1.3216, loss: 2.2772, grad_norm: 5.3634 2020-09-25 15:28:33,978 - mmaction - INFO - Epoch [127][140/940] lr: 4.000e-04, eta: 9:04:20, time: 1.406, data_time: 0.003, memory: 6929, loss_aux: 0.9330, top1_acc: 0.6906, top5_acc: 0.8635, loss_cls: 1.2913, loss: 2.2243, grad_norm: 5.3622 2020-09-25 15:29:02,808 - mmaction - INFO - Epoch [127][160/940] lr: 4.000e-04, eta: 9:03:51, time: 1.441, data_time: 0.001, memory: 6929, loss_aux: 0.9723, top1_acc: 0.6838, top5_acc: 0.8553, loss_cls: 1.3384, loss: 2.3106, grad_norm: 5.5349 2020-09-25 15:29:31,165 - mmaction - INFO - Epoch [127][180/940] lr: 4.000e-04, eta: 9:03:22, time: 1.417, data_time: 0.002, memory: 6929, loss_aux: 0.9726, top1_acc: 0.6789, top5_acc: 0.8494, loss_cls: 1.3614, loss: 2.3340, grad_norm: 5.4690 2020-09-25 15:30:00,419 - mmaction - INFO - Epoch [127][200/940] lr: 4.000e-04, eta: 9:02:53, time: 1.464, data_time: 0.003, memory: 6929, loss_aux: 0.9480, top1_acc: 0.6836, top5_acc: 0.8582, loss_cls: 1.3161, loss: 2.2641, grad_norm: 5.4451 2020-09-25 15:30:28,941 - mmaction - INFO - Epoch [127][220/940] lr: 4.000e-04, eta: 9:02:23, time: 1.425, data_time: 0.001, memory: 6929, loss_aux: 0.9851, top1_acc: 0.6824, top5_acc: 0.8553, loss_cls: 1.3487, loss: 2.3338, grad_norm: 5.5631 2020-09-25 15:30:57,629 - mmaction - INFO - Epoch [127][240/940] lr: 4.000e-04, eta: 9:01:54, time: 1.435, data_time: 0.003, memory: 6929, loss_aux: 0.9461, top1_acc: 0.6916, top5_acc: 0.8592, loss_cls: 1.3237, loss: 2.2698, grad_norm: 5.4251 2020-09-25 15:31:26,475 - mmaction - INFO - Epoch [127][260/940] lr: 4.000e-04, eta: 9:01:25, time: 1.442, data_time: 0.002, memory: 6929, loss_aux: 0.9490, top1_acc: 0.6889, top5_acc: 0.8574, loss_cls: 1.3131, loss: 2.2622, grad_norm: 5.5263 2020-09-25 15:31:55,431 - mmaction - INFO - Epoch [127][280/940] lr: 4.000e-04, eta: 9:00:56, time: 1.449, data_time: 0.003, memory: 6929, loss_aux: 0.9509, top1_acc: 0.6863, top5_acc: 0.8617, loss_cls: 1.3201, loss: 2.2709, grad_norm: 5.4219 2020-09-25 15:32:24,633 - mmaction - INFO - Epoch [127][300/940] lr: 4.000e-04, eta: 9:00:27, time: 1.459, data_time: 0.004, memory: 6929, loss_aux: 0.9454, top1_acc: 0.6965, top5_acc: 0.8600, loss_cls: 1.2878, loss: 2.2332, grad_norm: 5.3758 2020-09-25 15:32:52,899 - mmaction - INFO - Epoch [127][320/940] lr: 4.000e-04, eta: 8:59:57, time: 1.415, data_time: 0.003, memory: 6929, loss_aux: 0.9505, top1_acc: 0.6875, top5_acc: 0.8602, loss_cls: 1.3064, loss: 2.2569, grad_norm: 5.4369 2020-09-25 15:33:22,042 - mmaction - INFO - Epoch [127][340/940] lr: 4.000e-04, eta: 8:59:28, time: 1.457, data_time: 0.001, memory: 6929, loss_aux: 0.9674, top1_acc: 0.6807, top5_acc: 0.8596, loss_cls: 1.3315, loss: 2.2989, grad_norm: 5.4788 2020-09-25 15:33:51,228 - mmaction - INFO - Epoch [127][360/940] lr: 4.000e-04, eta: 8:58:59, time: 1.459, data_time: 0.001, memory: 6929, loss_aux: 0.9585, top1_acc: 0.6805, top5_acc: 0.8609, loss_cls: 1.3164, loss: 2.2750, grad_norm: 5.5440 2020-09-25 15:34:20,273 - mmaction - INFO - Epoch [127][380/940] lr: 4.000e-04, eta: 8:58:30, time: 1.452, data_time: 0.001, memory: 6929, loss_aux: 0.9437, top1_acc: 0.6855, top5_acc: 0.8580, loss_cls: 1.2957, loss: 2.2395, grad_norm: 5.4754 2020-09-25 15:34:50,322 - mmaction - INFO - Epoch [127][400/940] lr: 4.000e-04, eta: 8:58:01, time: 1.502, data_time: 0.001, memory: 6929, loss_aux: 0.9729, top1_acc: 0.6793, top5_acc: 0.8520, loss_cls: 1.3539, loss: 2.3267, grad_norm: 5.4538 2020-09-25 15:35:18,973 - mmaction - INFO - Epoch [127][420/940] lr: 4.000e-04, eta: 8:57:32, time: 1.433, data_time: 0.002, memory: 6929, loss_aux: 0.9697, top1_acc: 0.6807, top5_acc: 0.8547, loss_cls: 1.3445, loss: 2.3142, grad_norm: 5.5200 2020-09-25 15:35:47,025 - mmaction - INFO - Epoch [127][440/940] lr: 4.000e-04, eta: 8:57:02, time: 1.401, data_time: 0.001, memory: 6929, loss_aux: 0.9440, top1_acc: 0.6973, top5_acc: 0.8609, loss_cls: 1.2814, loss: 2.2253, grad_norm: 5.4413 2020-09-25 15:36:16,142 - mmaction - INFO - Epoch [127][460/940] lr: 4.000e-04, eta: 8:56:33, time: 1.457, data_time: 0.003, memory: 6929, loss_aux: 0.9545, top1_acc: 0.6869, top5_acc: 0.8621, loss_cls: 1.2932, loss: 2.2477, grad_norm: 5.4362 2020-09-25 15:36:44,813 - mmaction - INFO - Epoch [127][480/940] lr: 4.000e-04, eta: 8:56:04, time: 1.433, data_time: 0.001, memory: 6929, loss_aux: 0.9680, top1_acc: 0.6834, top5_acc: 0.8604, loss_cls: 1.3290, loss: 2.2970, grad_norm: 5.4337 2020-09-25 15:37:13,506 - mmaction - INFO - Epoch [127][500/940] lr: 4.000e-04, eta: 8:55:35, time: 1.436, data_time: 0.002, memory: 6929, loss_aux: 0.9261, top1_acc: 0.6953, top5_acc: 0.8633, loss_cls: 1.2852, loss: 2.2113, grad_norm: 5.4184 2020-09-25 15:37:42,938 - mmaction - INFO - Epoch [127][520/940] lr: 4.000e-04, eta: 8:55:06, time: 1.472, data_time: 0.001, memory: 6929, loss_aux: 0.9494, top1_acc: 0.6900, top5_acc: 0.8617, loss_cls: 1.2998, loss: 2.2493, grad_norm: 5.4524 2020-09-25 15:38:12,543 - mmaction - INFO - Epoch [127][540/940] lr: 4.000e-04, eta: 8:54:37, time: 1.479, data_time: 0.001, memory: 6929, loss_aux: 0.9571, top1_acc: 0.6760, top5_acc: 0.8592, loss_cls: 1.3211, loss: 2.2782, grad_norm: 5.4204 2020-09-25 15:38:40,932 - mmaction - INFO - Epoch [127][560/940] lr: 4.000e-04, eta: 8:54:07, time: 1.421, data_time: 0.003, memory: 6929, loss_aux: 0.9413, top1_acc: 0.6920, top5_acc: 0.8633, loss_cls: 1.2930, loss: 2.2343, grad_norm: 5.3934 2020-09-25 15:39:10,411 - mmaction - INFO - Epoch [127][580/940] lr: 4.000e-04, eta: 8:53:38, time: 1.473, data_time: 0.001, memory: 6929, loss_aux: 0.9560, top1_acc: 0.6918, top5_acc: 0.8629, loss_cls: 1.3032, loss: 2.2592, grad_norm: 5.4846 2020-09-25 15:39:38,567 - mmaction - INFO - Epoch [127][600/940] lr: 4.000e-04, eta: 8:53:09, time: 1.405, data_time: 0.003, memory: 6929, loss_aux: 0.9397, top1_acc: 0.6879, top5_acc: 0.8613, loss_cls: 1.3009, loss: 2.2406, grad_norm: 5.4772 2020-09-25 15:40:07,584 - mmaction - INFO - Epoch [127][620/940] lr: 4.000e-04, eta: 8:52:40, time: 1.453, data_time: 0.005, memory: 6929, loss_aux: 0.9602, top1_acc: 0.6809, top5_acc: 0.8488, loss_cls: 1.3472, loss: 2.3074, grad_norm: 5.5569 2020-09-25 15:40:35,753 - mmaction - INFO - Epoch [127][640/940] lr: 4.000e-04, eta: 8:52:11, time: 1.410, data_time: 0.004, memory: 6929, loss_aux: 0.9619, top1_acc: 0.6813, top5_acc: 0.8531, loss_cls: 1.3410, loss: 2.3029, grad_norm: 5.4823 2020-09-25 15:41:04,507 - mmaction - INFO - Epoch [127][660/940] lr: 4.000e-04, eta: 8:51:41, time: 1.437, data_time: 0.002, memory: 6929, loss_aux: 0.9339, top1_acc: 0.6926, top5_acc: 0.8564, loss_cls: 1.3044, loss: 2.2383, grad_norm: 5.4262 2020-09-25 15:41:33,236 - mmaction - INFO - Epoch [127][680/940] lr: 4.000e-04, eta: 8:51:12, time: 1.438, data_time: 0.003, memory: 6929, loss_aux: 0.9489, top1_acc: 0.6930, top5_acc: 0.8588, loss_cls: 1.2990, loss: 2.2479, grad_norm: 5.4261 2020-09-25 15:42:01,855 - mmaction - INFO - Epoch [127][700/940] lr: 4.000e-04, eta: 8:50:43, time: 1.431, data_time: 0.001, memory: 6929, loss_aux: 0.9453, top1_acc: 0.6898, top5_acc: 0.8605, loss_cls: 1.2910, loss: 2.2363, grad_norm: 5.5428 2020-09-25 15:42:30,759 - mmaction - INFO - Epoch [127][720/940] lr: 4.000e-04, eta: 8:50:14, time: 1.444, data_time: 0.001, memory: 6929, loss_aux: 0.9509, top1_acc: 0.6869, top5_acc: 0.8596, loss_cls: 1.3071, loss: 2.2580, grad_norm: 5.4384 2020-09-25 15:43:00,523 - mmaction - INFO - Epoch [127][740/940] lr: 4.000e-04, eta: 8:49:45, time: 1.489, data_time: 0.002, memory: 6929, loss_aux: 0.9540, top1_acc: 0.6869, top5_acc: 0.8607, loss_cls: 1.3114, loss: 2.2654, grad_norm: 5.4148 2020-09-25 15:43:29,204 - mmaction - INFO - Epoch [127][760/940] lr: 4.000e-04, eta: 8:49:16, time: 1.433, data_time: 0.001, memory: 6929, loss_aux: 0.9725, top1_acc: 0.6828, top5_acc: 0.8570, loss_cls: 1.3390, loss: 2.3115, grad_norm: 5.5310 2020-09-25 15:43:58,486 - mmaction - INFO - Epoch [127][780/940] lr: 4.000e-04, eta: 8:48:46, time: 1.464, data_time: 0.002, memory: 6929, loss_aux: 0.9371, top1_acc: 0.6889, top5_acc: 0.8600, loss_cls: 1.2859, loss: 2.2230, grad_norm: 5.4672 2020-09-25 15:44:27,772 - mmaction - INFO - Epoch [127][800/940] lr: 4.000e-04, eta: 8:48:17, time: 1.465, data_time: 0.003, memory: 6929, loss_aux: 0.9600, top1_acc: 0.6889, top5_acc: 0.8574, loss_cls: 1.3101, loss: 2.2700, grad_norm: 5.4336 2020-09-25 15:44:57,031 - mmaction - INFO - Epoch [127][820/940] lr: 4.000e-04, eta: 8:47:48, time: 1.463, data_time: 0.002, memory: 6929, loss_aux: 0.9192, top1_acc: 0.6996, top5_acc: 0.8645, loss_cls: 1.2692, loss: 2.1884, grad_norm: 5.3817 2020-09-25 15:45:25,909 - mmaction - INFO - Epoch [127][840/940] lr: 4.000e-04, eta: 8:47:19, time: 1.443, data_time: 0.002, memory: 6929, loss_aux: 0.9360, top1_acc: 0.6904, top5_acc: 0.8658, loss_cls: 1.2759, loss: 2.2118, grad_norm: 5.4819 2020-09-25 15:45:54,778 - mmaction - INFO - Epoch [127][860/940] lr: 4.000e-04, eta: 8:46:50, time: 1.445, data_time: 0.003, memory: 6929, loss_aux: 0.9471, top1_acc: 0.6842, top5_acc: 0.8656, loss_cls: 1.3060, loss: 2.2531, grad_norm: 5.4589 2020-09-25 15:46:24,979 - mmaction - INFO - Epoch [127][880/940] lr: 4.000e-04, eta: 8:46:21, time: 1.509, data_time: 0.001, memory: 6929, loss_aux: 0.9769, top1_acc: 0.6852, top5_acc: 0.8484, loss_cls: 1.3533, loss: 2.3301, grad_norm: 5.5168 2020-09-25 15:46:53,575 - mmaction - INFO - Epoch [127][900/940] lr: 4.000e-04, eta: 8:45:52, time: 1.430, data_time: 0.002, memory: 6929, loss_aux: 0.9482, top1_acc: 0.6908, top5_acc: 0.8594, loss_cls: 1.2919, loss: 2.2401, grad_norm: 5.4866 2020-09-25 15:47:22,361 - mmaction - INFO - Epoch [127][920/940] lr: 4.000e-04, eta: 8:45:22, time: 1.440, data_time: 0.002, memory: 6929, loss_aux: 0.9391, top1_acc: 0.6910, top5_acc: 0.8617, loss_cls: 1.2922, loss: 2.2313, grad_norm: 5.4690 2020-09-25 15:47:50,342 - mmaction - INFO - Epoch [127][940/940] lr: 4.000e-04, eta: 8:44:53, time: 1.399, data_time: 0.001, memory: 6929, loss_aux: 0.9362, top1_acc: 0.6950, top5_acc: 0.8612, loss_cls: 1.2756, loss: 2.2118, grad_norm: 5.4411 2020-09-25 15:47:50,833 - mmaction - INFO - Saving checkpoint at 127 epochs 2020-09-25 15:48:28,256 - mmaction - INFO - Epoch [128][20/940] lr: 4.000e-04, eta: 8:44:24, time: 1.493, data_time: 0.179, memory: 6929, loss_aux: 0.9711, top1_acc: 0.6754, top5_acc: 0.8527, loss_cls: 1.3575, loss: 2.3285, grad_norm: 5.5941 2020-09-25 15:48:56,588 - mmaction - INFO - Epoch [128][40/940] lr: 4.000e-04, eta: 8:43:55, time: 1.418, data_time: 0.003, memory: 6929, loss_aux: 0.9468, top1_acc: 0.6885, top5_acc: 0.8652, loss_cls: 1.2860, loss: 2.2327, grad_norm: 5.4341 2020-09-25 15:49:26,299 - mmaction - INFO - Epoch [128][60/940] lr: 4.000e-04, eta: 8:43:26, time: 1.485, data_time: 0.002, memory: 6929, loss_aux: 0.9440, top1_acc: 0.6879, top5_acc: 0.8641, loss_cls: 1.2814, loss: 2.2253, grad_norm: 5.4349 2020-09-25 15:49:54,333 - mmaction - INFO - Epoch [128][80/940] lr: 4.000e-04, eta: 8:42:56, time: 1.402, data_time: 0.002, memory: 6929, loss_aux: 0.9684, top1_acc: 0.6898, top5_acc: 0.8549, loss_cls: 1.3238, loss: 2.2922, grad_norm: 5.5092 2020-09-25 15:50:23,489 - mmaction - INFO - Epoch [128][100/940] lr: 4.000e-04, eta: 8:42:27, time: 1.456, data_time: 0.001, memory: 6929, loss_aux: 0.9726, top1_acc: 0.6900, top5_acc: 0.8582, loss_cls: 1.3279, loss: 2.3005, grad_norm: 5.5573 2020-09-25 15:50:52,247 - mmaction - INFO - Epoch [128][120/940] lr: 4.000e-04, eta: 8:41:58, time: 1.438, data_time: 0.003, memory: 6929, loss_aux: 0.9573, top1_acc: 0.6844, top5_acc: 0.8615, loss_cls: 1.3040, loss: 2.2613, grad_norm: 5.5676 2020-09-25 15:51:20,815 - mmaction - INFO - Epoch [128][140/940] lr: 4.000e-04, eta: 8:41:29, time: 1.429, data_time: 0.003, memory: 6929, loss_aux: 0.9462, top1_acc: 0.6922, top5_acc: 0.8607, loss_cls: 1.3060, loss: 2.2522, grad_norm: 5.4805 2020-09-25 15:51:49,706 - mmaction - INFO - Epoch [128][160/940] lr: 4.000e-04, eta: 8:41:00, time: 1.444, data_time: 0.003, memory: 6929, loss_aux: 0.9772, top1_acc: 0.6766, top5_acc: 0.8551, loss_cls: 1.3494, loss: 2.3265, grad_norm: 5.5457 2020-09-25 15:52:18,800 - mmaction - INFO - Epoch [128][180/940] lr: 4.000e-04, eta: 8:40:31, time: 1.456, data_time: 0.003, memory: 6929, loss_aux: 0.9300, top1_acc: 0.6906, top5_acc: 0.8598, loss_cls: 1.2759, loss: 2.2059, grad_norm: 5.5060 2020-09-25 15:52:47,685 - mmaction - INFO - Epoch [128][200/940] lr: 4.000e-04, eta: 8:40:01, time: 1.443, data_time: 0.002, memory: 6929, loss_aux: 0.9360, top1_acc: 0.6967, top5_acc: 0.8664, loss_cls: 1.2634, loss: 2.1994, grad_norm: 5.3625 2020-09-25 15:53:16,379 - mmaction - INFO - Epoch [128][220/940] lr: 4.000e-04, eta: 8:39:32, time: 1.435, data_time: 0.003, memory: 6929, loss_aux: 0.9502, top1_acc: 0.6900, top5_acc: 0.8643, loss_cls: 1.2875, loss: 2.2377, grad_norm: 5.5326 2020-09-25 15:53:45,734 - mmaction - INFO - Epoch [128][240/940] lr: 4.000e-04, eta: 8:39:03, time: 1.468, data_time: 0.002, memory: 6929, loss_aux: 0.9332, top1_acc: 0.6988, top5_acc: 0.8662, loss_cls: 1.2611, loss: 2.1942, grad_norm: 5.4499 2020-09-25 15:54:14,212 - mmaction - INFO - Epoch [128][260/940] lr: 4.000e-04, eta: 8:38:34, time: 1.425, data_time: 0.002, memory: 6929, loss_aux: 0.9241, top1_acc: 0.7010, top5_acc: 0.8643, loss_cls: 1.2729, loss: 2.1970, grad_norm: 5.3670 2020-09-25 15:54:44,561 - mmaction - INFO - Epoch [128][280/940] lr: 4.000e-04, eta: 8:38:05, time: 1.517, data_time: 0.001, memory: 6929, loss_aux: 0.9222, top1_acc: 0.7006, top5_acc: 0.8645, loss_cls: 1.2519, loss: 2.1741, grad_norm: 5.3363 2020-09-25 15:55:13,198 - mmaction - INFO - Epoch [128][300/940] lr: 4.000e-04, eta: 8:37:36, time: 1.432, data_time: 0.002, memory: 6929, loss_aux: 0.9392, top1_acc: 0.6926, top5_acc: 0.8623, loss_cls: 1.2680, loss: 2.2072, grad_norm: 5.5135 2020-09-25 15:55:41,842 - mmaction - INFO - Epoch [128][320/940] lr: 4.000e-04, eta: 8:37:07, time: 1.432, data_time: 0.001, memory: 6929, loss_aux: 0.9560, top1_acc: 0.6873, top5_acc: 0.8516, loss_cls: 1.3414, loss: 2.2974, grad_norm: 5.5163 2020-09-25 15:56:11,664 - mmaction - INFO - Epoch [128][340/940] lr: 4.000e-04, eta: 8:36:37, time: 1.490, data_time: 0.001, memory: 6929, loss_aux: 0.9459, top1_acc: 0.6896, top5_acc: 0.8559, loss_cls: 1.2958, loss: 2.2417, grad_norm: 5.4050 2020-09-25 15:56:40,185 - mmaction - INFO - Epoch [128][360/940] lr: 4.000e-04, eta: 8:36:08, time: 1.427, data_time: 0.002, memory: 6929, loss_aux: 0.9510, top1_acc: 0.6895, top5_acc: 0.8547, loss_cls: 1.3076, loss: 2.2586, grad_norm: 5.5088 2020-09-25 15:57:09,298 - mmaction - INFO - Epoch [128][380/940] lr: 4.000e-04, eta: 8:35:39, time: 1.455, data_time: 0.001, memory: 6929, loss_aux: 0.9501, top1_acc: 0.6902, top5_acc: 0.8646, loss_cls: 1.2885, loss: 2.2386, grad_norm: 5.4256 2020-09-25 15:57:38,309 - mmaction - INFO - Epoch [128][400/940] lr: 4.000e-04, eta: 8:35:10, time: 1.451, data_time: 0.003, memory: 6929, loss_aux: 0.9359, top1_acc: 0.6916, top5_acc: 0.8660, loss_cls: 1.2848, loss: 2.2207, grad_norm: 5.4876 2020-09-25 15:58:07,829 - mmaction - INFO - Epoch [128][420/940] lr: 4.000e-04, eta: 8:34:41, time: 1.475, data_time: 0.002, memory: 6929, loss_aux: 0.9501, top1_acc: 0.6910, top5_acc: 0.8656, loss_cls: 1.2957, loss: 2.2458, grad_norm: 5.5162 2020-09-25 15:58:36,479 - mmaction - INFO - Epoch [128][440/940] lr: 4.000e-04, eta: 8:34:12, time: 1.434, data_time: 0.003, memory: 6929, loss_aux: 0.9279, top1_acc: 0.6941, top5_acc: 0.8646, loss_cls: 1.2637, loss: 2.1916, grad_norm: 5.4761 2020-09-25 15:59:05,151 - mmaction - INFO - Epoch [128][460/940] lr: 4.000e-04, eta: 8:33:42, time: 1.433, data_time: 0.001, memory: 6929, loss_aux: 0.9366, top1_acc: 0.6863, top5_acc: 0.8605, loss_cls: 1.2977, loss: 2.2343, grad_norm: 5.5650 2020-09-25 15:59:34,026 - mmaction - INFO - Epoch [128][480/940] lr: 4.000e-04, eta: 8:33:13, time: 1.445, data_time: 0.003, memory: 6929, loss_aux: 0.9586, top1_acc: 0.6957, top5_acc: 0.8559, loss_cls: 1.3198, loss: 2.2783, grad_norm: 5.5359 2020-09-25 16:00:10,812 - mmaction - INFO - Epoch [128][500/940] lr: 4.000e-04, eta: 8:32:45, time: 1.825, data_time: 0.001, memory: 6929, loss_aux: 0.9533, top1_acc: 0.6922, top5_acc: 0.8518, loss_cls: 1.3107, loss: 2.2640, grad_norm: 5.4790 2020-09-25 16:00:40,199 - mmaction - INFO - Epoch [128][520/940] lr: 4.000e-04, eta: 8:32:16, time: 1.484, data_time: 0.020, memory: 6929, loss_aux: 0.9713, top1_acc: 0.6857, top5_acc: 0.8533, loss_cls: 1.3362, loss: 2.3075, grad_norm: 5.5179 2020-09-25 16:01:08,242 - mmaction - INFO - Epoch [128][540/940] lr: 4.000e-04, eta: 8:31:47, time: 1.401, data_time: 0.001, memory: 6929, loss_aux: 0.9380, top1_acc: 0.6961, top5_acc: 0.8691, loss_cls: 1.2695, loss: 2.2075, grad_norm: 5.4957 2020-09-25 16:01:37,084 - mmaction - INFO - Epoch [128][560/940] lr: 4.000e-04, eta: 8:31:18, time: 1.443, data_time: 0.003, memory: 6929, loss_aux: 0.9501, top1_acc: 0.6879, top5_acc: 0.8615, loss_cls: 1.2874, loss: 2.2375, grad_norm: 5.5424 2020-09-25 16:02:06,310 - mmaction - INFO - Epoch [128][580/940] lr: 4.000e-04, eta: 8:30:49, time: 1.459, data_time: 0.001, memory: 6929, loss_aux: 0.9281, top1_acc: 0.6992, top5_acc: 0.8693, loss_cls: 1.2554, loss: 2.1835, grad_norm: 5.4659 2020-09-25 16:02:35,855 - mmaction - INFO - Epoch [128][600/940] lr: 4.000e-04, eta: 8:30:20, time: 1.480, data_time: 0.004, memory: 6929, loss_aux: 0.9555, top1_acc: 0.6893, top5_acc: 0.8594, loss_cls: 1.3063, loss: 2.2618, grad_norm: 5.5429 2020-09-25 16:03:04,756 - mmaction - INFO - Epoch [128][620/940] lr: 4.000e-04, eta: 8:29:51, time: 1.444, data_time: 0.001, memory: 6929, loss_aux: 0.9600, top1_acc: 0.6816, top5_acc: 0.8623, loss_cls: 1.3030, loss: 2.2629, grad_norm: 5.5514 2020-09-25 16:03:34,393 - mmaction - INFO - Epoch [128][640/940] lr: 4.000e-04, eta: 8:29:21, time: 1.482, data_time: 0.003, memory: 6929, loss_aux: 0.9576, top1_acc: 0.6828, top5_acc: 0.8574, loss_cls: 1.3127, loss: 2.2702, grad_norm: 5.5646 2020-09-25 16:04:03,223 - mmaction - INFO - Epoch [128][660/940] lr: 4.000e-04, eta: 8:28:52, time: 1.441, data_time: 0.002, memory: 6929, loss_aux: 0.9615, top1_acc: 0.6887, top5_acc: 0.8570, loss_cls: 1.3077, loss: 2.2693, grad_norm: 5.5330 2020-09-25 16:04:32,034 - mmaction - INFO - Epoch [128][680/940] lr: 4.000e-04, eta: 8:28:23, time: 1.440, data_time: 0.002, memory: 6929, loss_aux: 0.9274, top1_acc: 0.6893, top5_acc: 0.8680, loss_cls: 1.2510, loss: 2.1785, grad_norm: 5.5846 2020-09-25 16:05:00,816 - mmaction - INFO - Epoch [128][700/940] lr: 4.000e-04, eta: 8:27:54, time: 1.440, data_time: 0.003, memory: 6929, loss_aux: 0.9381, top1_acc: 0.6896, top5_acc: 0.8637, loss_cls: 1.2924, loss: 2.2305, grad_norm: 5.5266 2020-09-25 16:05:29,983 - mmaction - INFO - Epoch [128][720/940] lr: 4.000e-04, eta: 8:27:25, time: 1.457, data_time: 0.001, memory: 6929, loss_aux: 0.9496, top1_acc: 0.6803, top5_acc: 0.8549, loss_cls: 1.3184, loss: 2.2679, grad_norm: 5.6076 2020-09-25 16:05:58,646 - mmaction - INFO - Epoch [128][740/940] lr: 4.000e-04, eta: 8:26:56, time: 1.433, data_time: 0.003, memory: 6929, loss_aux: 0.9418, top1_acc: 0.6795, top5_acc: 0.8662, loss_cls: 1.2913, loss: 2.2331, grad_norm: 5.6208 2020-09-25 16:06:27,692 - mmaction - INFO - Epoch [128][760/940] lr: 4.000e-04, eta: 8:26:26, time: 1.452, data_time: 0.002, memory: 6929, loss_aux: 0.9590, top1_acc: 0.6820, top5_acc: 0.8604, loss_cls: 1.3288, loss: 2.2878, grad_norm: 5.5789 2020-09-25 16:06:57,155 - mmaction - INFO - Epoch [128][780/940] lr: 4.000e-04, eta: 8:25:57, time: 1.474, data_time: 0.003, memory: 6929, loss_aux: 0.9432, top1_acc: 0.6893, top5_acc: 0.8609, loss_cls: 1.2981, loss: 2.2414, grad_norm: 5.6180 2020-09-25 16:07:25,687 - mmaction - INFO - Epoch [128][800/940] lr: 4.000e-04, eta: 8:25:28, time: 1.426, data_time: 0.002, memory: 6929, loss_aux: 0.9359, top1_acc: 0.6848, top5_acc: 0.8594, loss_cls: 1.3019, loss: 2.2378, grad_norm: 5.4996 2020-09-25 16:07:54,954 - mmaction - INFO - Epoch [128][820/940] lr: 4.000e-04, eta: 8:24:59, time: 1.464, data_time: 0.003, memory: 6929, loss_aux: 0.9713, top1_acc: 0.6842, top5_acc: 0.8582, loss_cls: 1.3206, loss: 2.2918, grad_norm: 5.5683 2020-09-25 16:08:24,081 - mmaction - INFO - Epoch [128][840/940] lr: 4.000e-04, eta: 8:24:30, time: 1.455, data_time: 0.001, memory: 6929, loss_aux: 0.9392, top1_acc: 0.6818, top5_acc: 0.8615, loss_cls: 1.2927, loss: 2.2319, grad_norm: 5.4517 2020-09-25 16:08:53,019 - mmaction - INFO - Epoch [128][860/940] lr: 4.000e-04, eta: 8:24:01, time: 1.449, data_time: 0.003, memory: 6929, loss_aux: 0.9417, top1_acc: 0.6834, top5_acc: 0.8588, loss_cls: 1.2889, loss: 2.2306, grad_norm: 5.5292 2020-09-25 16:09:22,683 - mmaction - INFO - Epoch [128][880/940] lr: 4.000e-04, eta: 8:23:32, time: 1.483, data_time: 0.001, memory: 6929, loss_aux: 0.9586, top1_acc: 0.6879, top5_acc: 0.8533, loss_cls: 1.3217, loss: 2.2802, grad_norm: 5.5683 2020-09-25 16:09:51,808 - mmaction - INFO - Epoch [128][900/940] lr: 4.000e-04, eta: 8:23:03, time: 1.456, data_time: 0.002, memory: 6929, loss_aux: 0.9699, top1_acc: 0.6822, top5_acc: 0.8545, loss_cls: 1.3316, loss: 2.3015, grad_norm: 5.5632 2020-09-25 16:10:20,446 - mmaction - INFO - Epoch [128][920/940] lr: 4.000e-04, eta: 8:22:33, time: 1.433, data_time: 0.003, memory: 6929, loss_aux: 0.9528, top1_acc: 0.6793, top5_acc: 0.8602, loss_cls: 1.3112, loss: 2.2640, grad_norm: 5.5503 2020-09-25 16:10:48,123 - mmaction - INFO - Epoch [128][940/940] lr: 4.000e-04, eta: 8:22:04, time: 1.383, data_time: 0.001, memory: 6929, loss_aux: 0.9863, top1_acc: 0.6796, top5_acc: 0.8523, loss_cls: 1.3554, loss: 2.3417, grad_norm: 5.6281 2020-09-25 16:10:48,693 - mmaction - INFO - Saving checkpoint at 128 epochs 2020-09-25 16:11:25,984 - mmaction - INFO - Epoch [129][20/940] lr: 4.000e-04, eta: 8:21:36, time: 1.756, data_time: 0.546, memory: 6929, loss_aux: 0.9296, top1_acc: 0.6922, top5_acc: 0.8656, loss_cls: 1.2672, loss: 2.1967, grad_norm: 5.5604 2020-09-25 16:11:53,453 - mmaction - INFO - Epoch [129][40/940] lr: 4.000e-04, eta: 8:21:06, time: 1.374, data_time: 0.002, memory: 6929, loss_aux: 0.9415, top1_acc: 0.6922, top5_acc: 0.8621, loss_cls: 1.3013, loss: 2.2428, grad_norm: 5.5281 2020-09-25 16:12:21,758 - mmaction - INFO - Epoch [129][60/940] lr: 4.000e-04, eta: 8:20:37, time: 1.415, data_time: 0.001, memory: 6929, loss_aux: 0.9644, top1_acc: 0.6811, top5_acc: 0.8578, loss_cls: 1.3229, loss: 2.2873, grad_norm: 5.5699 2020-09-25 16:12:51,212 - mmaction - INFO - Epoch [129][80/940] lr: 4.000e-04, eta: 8:20:08, time: 1.472, data_time: 0.002, memory: 6929, loss_aux: 0.9386, top1_acc: 0.6932, top5_acc: 0.8607, loss_cls: 1.2890, loss: 2.2277, grad_norm: 5.5541 2020-09-25 16:13:20,630 - mmaction - INFO - Epoch [129][100/940] lr: 4.000e-04, eta: 8:19:39, time: 1.472, data_time: 0.003, memory: 6929, loss_aux: 0.9548, top1_acc: 0.6813, top5_acc: 0.8596, loss_cls: 1.3183, loss: 2.2731, grad_norm: 5.6064 2020-09-25 16:13:49,072 - mmaction - INFO - Epoch [129][120/940] lr: 4.000e-04, eta: 8:19:10, time: 1.423, data_time: 0.002, memory: 6929, loss_aux: 0.9566, top1_acc: 0.6910, top5_acc: 0.8654, loss_cls: 1.3060, loss: 2.2626, grad_norm: 5.5841 2020-09-25 16:14:18,505 - mmaction - INFO - Epoch [129][140/940] lr: 4.000e-04, eta: 8:18:41, time: 1.471, data_time: 0.001, memory: 6929, loss_aux: 0.9411, top1_acc: 0.6896, top5_acc: 0.8645, loss_cls: 1.2674, loss: 2.2084, grad_norm: 5.4408 2020-09-25 16:14:46,982 - mmaction - INFO - Epoch [129][160/940] lr: 4.000e-04, eta: 8:18:11, time: 1.423, data_time: 0.001, memory: 6929, loss_aux: 0.9381, top1_acc: 0.6963, top5_acc: 0.8629, loss_cls: 1.2824, loss: 2.2205, grad_norm: 5.4698 2020-09-25 16:15:18,027 - mmaction - INFO - Epoch [129][180/940] lr: 4.000e-04, eta: 8:17:43, time: 1.553, data_time: 0.003, memory: 6929, loss_aux: 0.9614, top1_acc: 0.6826, top5_acc: 0.8553, loss_cls: 1.3154, loss: 2.2768, grad_norm: 5.5617 2020-09-25 16:15:45,728 - mmaction - INFO - Epoch [129][200/940] lr: 4.000e-04, eta: 8:17:13, time: 1.384, data_time: 0.001, memory: 6929, loss_aux: 0.9491, top1_acc: 0.6896, top5_acc: 0.8604, loss_cls: 1.2956, loss: 2.2447, grad_norm: 5.5210 2020-09-25 16:16:15,338 - mmaction - INFO - Epoch [129][220/940] lr: 4.000e-04, eta: 8:16:44, time: 1.481, data_time: 0.003, memory: 6929, loss_aux: 0.9550, top1_acc: 0.6848, top5_acc: 0.8584, loss_cls: 1.3172, loss: 2.2723, grad_norm: 5.5309 2020-09-25 16:16:43,166 - mmaction - INFO - Epoch [129][240/940] lr: 4.000e-04, eta: 8:16:15, time: 1.391, data_time: 0.002, memory: 6929, loss_aux: 0.9434, top1_acc: 0.6885, top5_acc: 0.8621, loss_cls: 1.2952, loss: 2.2386, grad_norm: 5.5537 2020-09-25 16:17:11,420 - mmaction - INFO - Epoch [129][260/940] lr: 4.000e-04, eta: 8:15:45, time: 1.412, data_time: 0.002, memory: 6929, loss_aux: 0.9436, top1_acc: 0.6936, top5_acc: 0.8639, loss_cls: 1.2907, loss: 2.2343, grad_norm: 5.6000 2020-09-25 16:17:40,459 - mmaction - INFO - Epoch [129][280/940] lr: 4.000e-04, eta: 8:15:16, time: 1.452, data_time: 0.002, memory: 6929, loss_aux: 0.9325, top1_acc: 0.6930, top5_acc: 0.8600, loss_cls: 1.2783, loss: 2.2108, grad_norm: 5.5221 2020-09-25 16:18:08,858 - mmaction - INFO - Epoch [129][300/940] lr: 4.000e-04, eta: 8:14:47, time: 1.419, data_time: 0.002, memory: 6929, loss_aux: 0.9605, top1_acc: 0.6879, top5_acc: 0.8641, loss_cls: 1.2999, loss: 2.2604, grad_norm: 5.5042 2020-09-25 16:18:37,422 - mmaction - INFO - Epoch [129][320/940] lr: 4.000e-04, eta: 8:14:18, time: 1.429, data_time: 0.003, memory: 6929, loss_aux: 0.9497, top1_acc: 0.6885, top5_acc: 0.8625, loss_cls: 1.3028, loss: 2.2525, grad_norm: 5.4873 2020-09-25 16:19:05,287 - mmaction - INFO - Epoch [129][340/940] lr: 4.000e-04, eta: 8:13:48, time: 1.392, data_time: 0.001, memory: 6929, loss_aux: 0.9614, top1_acc: 0.6811, top5_acc: 0.8559, loss_cls: 1.3435, loss: 2.3049, grad_norm: 5.6090 2020-09-25 16:19:33,631 - mmaction - INFO - Epoch [129][360/940] lr: 4.000e-04, eta: 8:13:19, time: 1.418, data_time: 0.003, memory: 6929, loss_aux: 0.9450, top1_acc: 0.6902, top5_acc: 0.8605, loss_cls: 1.2868, loss: 2.2318, grad_norm: 5.5100 2020-09-25 16:20:02,380 - mmaction - INFO - Epoch [129][380/940] lr: 4.000e-04, eta: 8:12:50, time: 1.437, data_time: 0.001, memory: 6929, loss_aux: 0.9467, top1_acc: 0.6822, top5_acc: 0.8547, loss_cls: 1.3254, loss: 2.2721, grad_norm: 5.5264 2020-09-25 16:20:31,481 - mmaction - INFO - Epoch [129][400/940] lr: 4.000e-04, eta: 8:12:21, time: 1.454, data_time: 0.002, memory: 6929, loss_aux: 0.9287, top1_acc: 0.7021, top5_acc: 0.8682, loss_cls: 1.2448, loss: 2.1736, grad_norm: 5.4649 2020-09-25 16:20:59,785 - mmaction - INFO - Epoch [129][420/940] lr: 4.000e-04, eta: 8:11:52, time: 1.416, data_time: 0.002, memory: 6929, loss_aux: 0.9491, top1_acc: 0.7018, top5_acc: 0.8697, loss_cls: 1.2584, loss: 2.2075, grad_norm: 5.4371 2020-09-25 16:21:27,641 - mmaction - INFO - Epoch [129][440/940] lr: 4.000e-04, eta: 8:11:22, time: 1.392, data_time: 0.001, memory: 6929, loss_aux: 0.9367, top1_acc: 0.7000, top5_acc: 0.8660, loss_cls: 1.2528, loss: 2.1895, grad_norm: 5.4791 2020-09-25 16:21:55,924 - mmaction - INFO - Epoch [129][460/940] lr: 4.000e-04, eta: 8:10:53, time: 1.414, data_time: 0.002, memory: 6929, loss_aux: 0.9378, top1_acc: 0.6977, top5_acc: 0.8623, loss_cls: 1.2780, loss: 2.2158, grad_norm: 5.4372 2020-09-25 16:22:24,095 - mmaction - INFO - Epoch [129][480/940] lr: 4.000e-04, eta: 8:10:24, time: 1.409, data_time: 0.002, memory: 6929, loss_aux: 0.9399, top1_acc: 0.6873, top5_acc: 0.8600, loss_cls: 1.2876, loss: 2.2276, grad_norm: 5.5657 2020-09-25 16:22:53,024 - mmaction - INFO - Epoch [129][500/940] lr: 4.000e-04, eta: 8:09:55, time: 1.447, data_time: 0.002, memory: 6929, loss_aux: 0.9466, top1_acc: 0.6863, top5_acc: 0.8596, loss_cls: 1.3053, loss: 2.2519, grad_norm: 5.5916 2020-09-25 16:23:22,171 - mmaction - INFO - Epoch [129][520/940] lr: 4.000e-04, eta: 8:09:25, time: 1.457, data_time: 0.001, memory: 6929, loss_aux: 0.9714, top1_acc: 0.6746, top5_acc: 0.8494, loss_cls: 1.3576, loss: 2.3290, grad_norm: 5.6118 2020-09-25 16:23:50,611 - mmaction - INFO - Epoch [129][540/940] lr: 4.000e-04, eta: 8:08:56, time: 1.421, data_time: 0.001, memory: 6929, loss_aux: 0.9428, top1_acc: 0.6990, top5_acc: 0.8535, loss_cls: 1.2875, loss: 2.2303, grad_norm: 5.4943 2020-09-25 16:24:18,851 - mmaction - INFO - Epoch [129][560/940] lr: 4.000e-04, eta: 8:08:27, time: 1.413, data_time: 0.002, memory: 6929, loss_aux: 0.9584, top1_acc: 0.6875, top5_acc: 0.8572, loss_cls: 1.3262, loss: 2.2846, grad_norm: 5.5178 2020-09-25 16:24:47,236 - mmaction - INFO - Epoch [129][580/940] lr: 4.000e-04, eta: 8:07:58, time: 1.418, data_time: 0.001, memory: 6929, loss_aux: 0.9606, top1_acc: 0.6918, top5_acc: 0.8584, loss_cls: 1.3023, loss: 2.2629, grad_norm: 5.5364 2020-09-25 16:25:15,641 - mmaction - INFO - Epoch [129][600/940] lr: 4.000e-04, eta: 8:07:28, time: 1.421, data_time: 0.003, memory: 6929, loss_aux: 0.9585, top1_acc: 0.6889, top5_acc: 0.8557, loss_cls: 1.3241, loss: 2.2826, grad_norm: 5.5809 2020-09-25 16:25:44,980 - mmaction - INFO - Epoch [129][620/940] lr: 4.000e-04, eta: 8:06:59, time: 1.465, data_time: 0.002, memory: 6929, loss_aux: 0.9383, top1_acc: 0.6979, top5_acc: 0.8625, loss_cls: 1.2562, loss: 2.1944, grad_norm: 5.4650 2020-09-25 16:26:13,315 - mmaction - INFO - Epoch [129][640/940] lr: 4.000e-04, eta: 8:06:30, time: 1.419, data_time: 0.004, memory: 6929, loss_aux: 0.9483, top1_acc: 0.6900, top5_acc: 0.8611, loss_cls: 1.2971, loss: 2.2454, grad_norm: 5.5500 2020-09-25 16:26:42,226 - mmaction - INFO - Epoch [129][660/940] lr: 4.000e-04, eta: 8:06:01, time: 1.445, data_time: 0.001, memory: 6929, loss_aux: 0.9847, top1_acc: 0.6855, top5_acc: 0.8502, loss_cls: 1.3534, loss: 2.3382, grad_norm: 5.6014 2020-09-25 16:27:11,356 - mmaction - INFO - Epoch [129][680/940] lr: 4.000e-04, eta: 8:05:32, time: 1.456, data_time: 0.001, memory: 6929, loss_aux: 0.9572, top1_acc: 0.6875, top5_acc: 0.8664, loss_cls: 1.3010, loss: 2.2583, grad_norm: 5.6284 2020-09-25 16:27:40,140 - mmaction - INFO - Epoch [129][700/940] lr: 4.000e-04, eta: 8:05:03, time: 1.440, data_time: 0.002, memory: 6929, loss_aux: 0.9799, top1_acc: 0.6713, top5_acc: 0.8521, loss_cls: 1.3651, loss: 2.3450, grad_norm: 5.7050 2020-09-25 16:28:08,911 - mmaction - INFO - Epoch [129][720/940] lr: 4.000e-04, eta: 8:04:33, time: 1.437, data_time: 0.001, memory: 6929, loss_aux: 0.9481, top1_acc: 0.6859, top5_acc: 0.8555, loss_cls: 1.3190, loss: 2.2671, grad_norm: 5.5753 2020-09-25 16:28:37,440 - mmaction - INFO - Epoch [129][740/940] lr: 4.000e-04, eta: 8:04:04, time: 1.427, data_time: 0.003, memory: 6929, loss_aux: 0.9336, top1_acc: 0.7025, top5_acc: 0.8643, loss_cls: 1.2557, loss: 2.1893, grad_norm: 5.4122 2020-09-25 16:29:06,095 - mmaction - INFO - Epoch [129][760/940] lr: 4.000e-04, eta: 8:03:35, time: 1.433, data_time: 0.002, memory: 6929, loss_aux: 0.9434, top1_acc: 0.6838, top5_acc: 0.8598, loss_cls: 1.2971, loss: 2.2405, grad_norm: 5.5662 2020-09-25 16:29:34,729 - mmaction - INFO - Epoch [129][780/940] lr: 4.000e-04, eta: 8:03:06, time: 1.433, data_time: 0.002, memory: 6929, loss_aux: 0.9657, top1_acc: 0.6912, top5_acc: 0.8600, loss_cls: 1.3120, loss: 2.2777, grad_norm: 5.6123 2020-09-25 16:30:03,604 - mmaction - INFO - Epoch [129][800/940] lr: 4.000e-04, eta: 8:02:36, time: 1.444, data_time: 0.001, memory: 6929, loss_aux: 0.9271, top1_acc: 0.7002, top5_acc: 0.8660, loss_cls: 1.2596, loss: 2.1867, grad_norm: 5.5178 2020-09-25 16:30:32,376 - mmaction - INFO - Epoch [129][820/940] lr: 4.000e-04, eta: 8:02:07, time: 1.438, data_time: 0.001, memory: 6929, loss_aux: 0.9714, top1_acc: 0.6834, top5_acc: 0.8516, loss_cls: 1.3346, loss: 2.3061, grad_norm: 5.5756 2020-09-25 16:31:01,270 - mmaction - INFO - Epoch [129][840/940] lr: 4.000e-04, eta: 8:01:38, time: 1.445, data_time: 0.002, memory: 6929, loss_aux: 0.9398, top1_acc: 0.6891, top5_acc: 0.8623, loss_cls: 1.2887, loss: 2.2284, grad_norm: 5.4321 2020-09-25 16:31:29,958 - mmaction - INFO - Epoch [129][860/940] lr: 4.000e-04, eta: 8:01:09, time: 1.433, data_time: 0.001, memory: 6929, loss_aux: 0.9502, top1_acc: 0.6932, top5_acc: 0.8645, loss_cls: 1.2765, loss: 2.2267, grad_norm: 5.5459 2020-09-25 16:31:59,563 - mmaction - INFO - Epoch [129][880/940] lr: 4.000e-04, eta: 8:00:40, time: 1.481, data_time: 0.003, memory: 6929, loss_aux: 0.9478, top1_acc: 0.6953, top5_acc: 0.8637, loss_cls: 1.2811, loss: 2.2289, grad_norm: 5.5386 2020-09-25 16:32:28,966 - mmaction - INFO - Epoch [129][900/940] lr: 4.000e-04, eta: 8:00:11, time: 1.469, data_time: 0.001, memory: 6929, loss_aux: 0.9582, top1_acc: 0.6875, top5_acc: 0.8543, loss_cls: 1.3222, loss: 2.2804, grad_norm: 5.5522 2020-09-25 16:32:57,836 - mmaction - INFO - Epoch [129][920/940] lr: 4.000e-04, eta: 7:59:42, time: 1.444, data_time: 0.002, memory: 6929, loss_aux: 0.9310, top1_acc: 0.6965, top5_acc: 0.8639, loss_cls: 1.2566, loss: 2.1876, grad_norm: 5.4376 2020-09-25 16:33:24,949 - mmaction - INFO - Epoch [129][940/940] lr: 4.000e-04, eta: 7:59:12, time: 1.353, data_time: 0.002, memory: 6929, loss_aux: 0.9621, top1_acc: 0.6956, top5_acc: 0.8567, loss_cls: 1.3062, loss: 2.2683, grad_norm: 5.5724 2020-09-25 16:33:25,427 - mmaction - INFO - Saving checkpoint at 129 epochs 2020-09-25 16:33:58,034 - mmaction - INFO - Epoch [130][20/940] lr: 4.000e-04, eta: 7:58:43, time: 1.563, data_time: 0.265, memory: 6929, loss_aux: 0.9409, top1_acc: 0.6916, top5_acc: 0.8641, loss_cls: 1.2810, loss: 2.2219, grad_norm: 5.5205 2020-09-25 16:34:26,478 - mmaction - INFO - Epoch [130][40/940] lr: 4.000e-04, eta: 7:58:14, time: 1.423, data_time: 0.003, memory: 6929, loss_aux: 0.9400, top1_acc: 0.6975, top5_acc: 0.8629, loss_cls: 1.2817, loss: 2.2217, grad_norm: 5.4930 2020-09-25 16:34:55,473 - mmaction - INFO - Epoch [130][60/940] lr: 4.000e-04, eta: 7:57:45, time: 1.451, data_time: 0.002, memory: 6929, loss_aux: 0.9655, top1_acc: 0.6844, top5_acc: 0.8600, loss_cls: 1.3221, loss: 2.2876, grad_norm: 5.6519 2020-09-25 16:35:24,457 - mmaction - INFO - Epoch [130][80/940] lr: 4.000e-04, eta: 7:57:16, time: 1.447, data_time: 0.001, memory: 6929, loss_aux: 0.9273, top1_acc: 0.6994, top5_acc: 0.8717, loss_cls: 1.2635, loss: 2.1908, grad_norm: 5.4549 2020-09-25 16:35:52,794 - mmaction - INFO - Epoch [130][100/940] lr: 4.000e-04, eta: 7:56:47, time: 1.418, data_time: 0.003, memory: 6929, loss_aux: 0.9335, top1_acc: 0.6904, top5_acc: 0.8635, loss_cls: 1.2803, loss: 2.2138, grad_norm: 5.6155 2020-09-25 16:36:22,040 - mmaction - INFO - Epoch [130][120/940] lr: 4.000e-04, eta: 7:56:17, time: 1.462, data_time: 0.001, memory: 6929, loss_aux: 0.9404, top1_acc: 0.7008, top5_acc: 0.8590, loss_cls: 1.2785, loss: 2.2188, grad_norm: 5.5339 2020-09-25 16:36:51,336 - mmaction - INFO - Epoch [130][140/940] lr: 4.000e-04, eta: 7:55:48, time: 1.464, data_time: 0.001, memory: 6929, loss_aux: 0.9235, top1_acc: 0.7012, top5_acc: 0.8664, loss_cls: 1.2571, loss: 2.1806, grad_norm: 5.5451 2020-09-25 16:37:19,621 - mmaction - INFO - Epoch [130][160/940] lr: 4.000e-04, eta: 7:55:19, time: 1.415, data_time: 0.002, memory: 6929, loss_aux: 0.9515, top1_acc: 0.6922, top5_acc: 0.8656, loss_cls: 1.2963, loss: 2.2478, grad_norm: 5.5820 2020-09-25 16:37:48,085 - mmaction - INFO - Epoch [130][180/940] lr: 4.000e-04, eta: 7:54:50, time: 1.422, data_time: 0.001, memory: 6929, loss_aux: 0.9678, top1_acc: 0.6840, top5_acc: 0.8559, loss_cls: 1.3388, loss: 2.3067, grad_norm: 5.7015 2020-09-25 16:38:17,159 - mmaction - INFO - Epoch [130][200/940] lr: 4.000e-04, eta: 7:54:21, time: 1.454, data_time: 0.002, memory: 6929, loss_aux: 0.9505, top1_acc: 0.6939, top5_acc: 0.8611, loss_cls: 1.2839, loss: 2.2344, grad_norm: 5.5304 2020-09-25 16:38:46,222 - mmaction - INFO - Epoch [130][220/940] lr: 4.000e-04, eta: 7:53:52, time: 1.453, data_time: 0.002, memory: 6929, loss_aux: 0.9345, top1_acc: 0.6955, top5_acc: 0.8693, loss_cls: 1.2586, loss: 2.1931, grad_norm: 5.5726 2020-09-25 16:39:14,980 - mmaction - INFO - Epoch [130][240/940] lr: 4.000e-04, eta: 7:53:22, time: 1.439, data_time: 0.002, memory: 6929, loss_aux: 0.9443, top1_acc: 0.6934, top5_acc: 0.8639, loss_cls: 1.2849, loss: 2.2292, grad_norm: 5.5693 2020-09-25 16:39:43,723 - mmaction - INFO - Epoch [130][260/940] lr: 4.000e-04, eta: 7:52:53, time: 1.436, data_time: 0.001, memory: 6929, loss_aux: 0.9223, top1_acc: 0.6980, top5_acc: 0.8697, loss_cls: 1.2549, loss: 2.1773, grad_norm: 5.4813 2020-09-25 16:40:12,479 - mmaction - INFO - Epoch [130][280/940] lr: 4.000e-04, eta: 7:52:24, time: 1.439, data_time: 0.003, memory: 6929, loss_aux: 0.9428, top1_acc: 0.6914, top5_acc: 0.8648, loss_cls: 1.2877, loss: 2.2305, grad_norm: 5.5810 2020-09-25 16:40:41,323 - mmaction - INFO - Epoch [130][300/940] lr: 4.000e-04, eta: 7:51:55, time: 1.442, data_time: 0.003, memory: 6929, loss_aux: 0.9421, top1_acc: 0.7012, top5_acc: 0.8631, loss_cls: 1.2666, loss: 2.2087, grad_norm: 5.5484 2020-09-25 16:41:09,984 - mmaction - INFO - Epoch [130][320/940] lr: 4.000e-04, eta: 7:51:26, time: 1.432, data_time: 0.001, memory: 6929, loss_aux: 0.9473, top1_acc: 0.6898, top5_acc: 0.8607, loss_cls: 1.3001, loss: 2.2474, grad_norm: 5.5495 2020-09-25 16:41:39,356 - mmaction - INFO - Epoch [130][340/940] lr: 4.000e-04, eta: 7:50:56, time: 1.470, data_time: 0.004, memory: 6929, loss_aux: 0.9717, top1_acc: 0.6816, top5_acc: 0.8523, loss_cls: 1.3389, loss: 2.3106, grad_norm: 5.6398 2020-09-25 16:42:08,639 - mmaction - INFO - Epoch [130][360/940] lr: 4.000e-04, eta: 7:50:27, time: 1.463, data_time: 0.001, memory: 6929, loss_aux: 0.9311, top1_acc: 0.6910, top5_acc: 0.8615, loss_cls: 1.2682, loss: 2.1992, grad_norm: 5.5626 2020-09-25 16:42:37,839 - mmaction - INFO - Epoch [130][380/940] lr: 4.000e-04, eta: 7:49:58, time: 1.461, data_time: 0.003, memory: 6929, loss_aux: 0.9274, top1_acc: 0.7086, top5_acc: 0.8627, loss_cls: 1.2629, loss: 2.1903, grad_norm: 5.5202 2020-09-25 16:43:06,872 - mmaction - INFO - Epoch [130][400/940] lr: 4.000e-04, eta: 7:49:29, time: 1.450, data_time: 0.001, memory: 6929, loss_aux: 0.9426, top1_acc: 0.6902, top5_acc: 0.8611, loss_cls: 1.2937, loss: 2.2363, grad_norm: 5.6048 2020-09-25 16:43:36,233 - mmaction - INFO - Epoch [130][420/940] lr: 4.000e-04, eta: 7:49:00, time: 1.470, data_time: 0.003, memory: 6929, loss_aux: 0.9453, top1_acc: 0.6967, top5_acc: 0.8656, loss_cls: 1.2717, loss: 2.2170, grad_norm: 5.4451 2020-09-25 16:44:05,246 - mmaction - INFO - Epoch [130][440/940] lr: 4.000e-04, eta: 7:48:31, time: 1.450, data_time: 0.001, memory: 6929, loss_aux: 0.9514, top1_acc: 0.6947, top5_acc: 0.8635, loss_cls: 1.2888, loss: 2.2402, grad_norm: 5.5289 2020-09-25 16:44:33,592 - mmaction - INFO - Epoch [130][460/940] lr: 4.000e-04, eta: 7:48:02, time: 1.418, data_time: 0.002, memory: 6929, loss_aux: 0.9286, top1_acc: 0.6984, top5_acc: 0.8643, loss_cls: 1.2568, loss: 2.1853, grad_norm: 5.4756 2020-09-25 16:45:02,485 - mmaction - INFO - Epoch [130][480/940] lr: 4.000e-04, eta: 7:47:32, time: 1.445, data_time: 0.001, memory: 6929, loss_aux: 0.9637, top1_acc: 0.6930, top5_acc: 0.8645, loss_cls: 1.2881, loss: 2.2519, grad_norm: 5.5642 2020-09-25 16:45:32,515 - mmaction - INFO - Epoch [130][500/940] lr: 4.000e-04, eta: 7:47:03, time: 1.502, data_time: 0.002, memory: 6929, loss_aux: 0.9346, top1_acc: 0.6926, top5_acc: 0.8627, loss_cls: 1.2758, loss: 2.2105, grad_norm: 5.5919 2020-09-25 16:46:00,897 - mmaction - INFO - Epoch [130][520/940] lr: 4.000e-04, eta: 7:46:34, time: 1.419, data_time: 0.001, memory: 6929, loss_aux: 0.9459, top1_acc: 0.6918, top5_acc: 0.8645, loss_cls: 1.2746, loss: 2.2205, grad_norm: 5.5472 2020-09-25 16:46:29,866 - mmaction - INFO - Epoch [130][540/940] lr: 4.000e-04, eta: 7:46:05, time: 1.448, data_time: 0.002, memory: 6929, loss_aux: 0.9628, top1_acc: 0.6910, top5_acc: 0.8602, loss_cls: 1.2969, loss: 2.2597, grad_norm: 5.6008 2020-09-25 16:46:58,468 - mmaction - INFO - Epoch [130][560/940] lr: 4.000e-04, eta: 7:45:36, time: 1.431, data_time: 0.003, memory: 6929, loss_aux: 0.9540, top1_acc: 0.6914, top5_acc: 0.8574, loss_cls: 1.3104, loss: 2.2644, grad_norm: 5.5214 2020-09-25 16:47:27,619 - mmaction - INFO - Epoch [130][580/940] lr: 4.000e-04, eta: 7:45:07, time: 1.456, data_time: 0.001, memory: 6929, loss_aux: 0.9513, top1_acc: 0.6930, top5_acc: 0.8629, loss_cls: 1.2812, loss: 2.2325, grad_norm: 5.5888 2020-09-25 16:47:57,621 - mmaction - INFO - Epoch [130][600/940] lr: 4.000e-04, eta: 7:44:38, time: 1.501, data_time: 0.003, memory: 6929, loss_aux: 0.9369, top1_acc: 0.6914, top5_acc: 0.8633, loss_cls: 1.2693, loss: 2.2063, grad_norm: 5.5170 2020-09-25 16:48:26,061 - mmaction - INFO - Epoch [130][620/940] lr: 4.000e-04, eta: 7:44:08, time: 1.421, data_time: 0.001, memory: 6929, loss_aux: 0.9426, top1_acc: 0.6908, top5_acc: 0.8572, loss_cls: 1.2940, loss: 2.2366, grad_norm: 5.5616 2020-09-25 16:48:56,675 - mmaction - INFO - Epoch [130][640/940] lr: 4.000e-04, eta: 7:43:40, time: 1.532, data_time: 0.003, memory: 6929, loss_aux: 0.9475, top1_acc: 0.6869, top5_acc: 0.8611, loss_cls: 1.2967, loss: 2.2443, grad_norm: 5.5271 2020-09-25 16:49:24,954 - mmaction - INFO - Epoch [130][660/940] lr: 4.000e-04, eta: 7:43:10, time: 1.413, data_time: 0.001, memory: 6929, loss_aux: 0.9214, top1_acc: 0.7006, top5_acc: 0.8623, loss_cls: 1.2551, loss: 2.1765, grad_norm: 5.4517 2020-09-25 16:49:54,791 - mmaction - INFO - Epoch [130][680/940] lr: 4.000e-04, eta: 7:42:41, time: 1.493, data_time: 0.003, memory: 6929, loss_aux: 0.9480, top1_acc: 0.6879, top5_acc: 0.8596, loss_cls: 1.3034, loss: 2.2514, grad_norm: 5.5590 2020-09-25 16:50:24,058 - mmaction - INFO - Epoch [130][700/940] lr: 4.000e-04, eta: 7:42:12, time: 1.462, data_time: 0.001, memory: 6929, loss_aux: 0.9512, top1_acc: 0.6928, top5_acc: 0.8596, loss_cls: 1.3017, loss: 2.2528, grad_norm: 5.5261 2020-09-25 16:50:53,743 - mmaction - INFO - Epoch [130][720/940] lr: 4.000e-04, eta: 7:41:43, time: 1.484, data_time: 0.003, memory: 6929, loss_aux: 0.9229, top1_acc: 0.7006, top5_acc: 0.8686, loss_cls: 1.2370, loss: 2.1600, grad_norm: 5.5369 2020-09-25 16:51:22,335 - mmaction - INFO - Epoch [130][740/940] lr: 4.000e-04, eta: 7:41:14, time: 1.431, data_time: 0.003, memory: 6929, loss_aux: 0.9850, top1_acc: 0.6816, top5_acc: 0.8500, loss_cls: 1.3457, loss: 2.3307, grad_norm: 5.5941 2020-09-25 16:51:52,161 - mmaction - INFO - Epoch [130][760/940] lr: 4.000e-04, eta: 7:40:45, time: 1.491, data_time: 0.001, memory: 6929, loss_aux: 0.9565, top1_acc: 0.6842, top5_acc: 0.8600, loss_cls: 1.3205, loss: 2.2770, grad_norm: 5.6774 2020-09-25 16:52:20,826 - mmaction - INFO - Epoch [130][780/940] lr: 4.000e-04, eta: 7:40:16, time: 1.434, data_time: 0.002, memory: 6929, loss_aux: 0.9437, top1_acc: 0.6922, top5_acc: 0.8607, loss_cls: 1.2856, loss: 2.2293, grad_norm: 5.4995 2020-09-25 16:52:50,547 - mmaction - INFO - Epoch [130][800/940] lr: 4.000e-04, eta: 7:39:47, time: 1.485, data_time: 0.001, memory: 6929, loss_aux: 0.9196, top1_acc: 0.7027, top5_acc: 0.8680, loss_cls: 1.2443, loss: 2.1639, grad_norm: 5.5439 2020-09-25 16:53:21,052 - mmaction - INFO - Epoch [130][820/940] lr: 4.000e-04, eta: 7:39:18, time: 1.526, data_time: 0.002, memory: 6929, loss_aux: 0.9413, top1_acc: 0.6896, top5_acc: 0.8598, loss_cls: 1.3025, loss: 2.2438, grad_norm: 5.6340 2020-09-25 16:53:49,934 - mmaction - INFO - Epoch [130][840/940] lr: 4.000e-04, eta: 7:38:49, time: 1.444, data_time: 0.001, memory: 6929, loss_aux: 0.9787, top1_acc: 0.6865, top5_acc: 0.8533, loss_cls: 1.3321, loss: 2.3108, grad_norm: 5.6111 2020-09-25 16:54:19,263 - mmaction - INFO - Epoch [130][860/940] lr: 4.000e-04, eta: 7:38:19, time: 1.467, data_time: 0.002, memory: 6929, loss_aux: 0.9467, top1_acc: 0.6959, top5_acc: 0.8641, loss_cls: 1.2785, loss: 2.2252, grad_norm: 5.6023 2020-09-25 16:54:48,598 - mmaction - INFO - Epoch [130][880/940] lr: 4.000e-04, eta: 7:37:50, time: 1.454, data_time: 0.001, memory: 6929, loss_aux: 0.9650, top1_acc: 0.6846, top5_acc: 0.8561, loss_cls: 1.3209, loss: 2.2859, grad_norm: 5.5916 2020-09-25 16:55:18,695 - mmaction - INFO - Epoch [130][900/940] lr: 4.000e-04, eta: 7:37:21, time: 1.517, data_time: 0.014, memory: 6929, loss_aux: 0.9395, top1_acc: 0.6887, top5_acc: 0.8635, loss_cls: 1.2920, loss: 2.2315, grad_norm: 5.5689 2020-09-25 16:55:47,188 - mmaction - INFO - Epoch [130][920/940] lr: 4.000e-04, eta: 7:36:52, time: 1.424, data_time: 0.001, memory: 6929, loss_aux: 0.9485, top1_acc: 0.6893, top5_acc: 0.8639, loss_cls: 1.2774, loss: 2.2259, grad_norm: 5.5927 2020-09-25 16:56:15,739 - mmaction - INFO - Epoch [130][940/940] lr: 4.000e-04, eta: 7:36:23, time: 1.428, data_time: 0.002, memory: 6929, loss_aux: 0.9497, top1_acc: 0.6920, top5_acc: 0.8592, loss_cls: 1.3060, loss: 2.2557, grad_norm: 5.5520 2020-09-25 16:56:16,128 - mmaction - INFO - Saving checkpoint at 130 epochs 2020-09-25 16:56:51,459 - mmaction - INFO - Epoch [131][20/940] lr: 4.000e-04, eta: 7:35:54, time: 1.549, data_time: 0.227, memory: 6929, loss_aux: 0.9514, top1_acc: 0.6924, top5_acc: 0.8580, loss_cls: 1.2997, loss: 2.2511, grad_norm: 5.4463 2020-09-25 16:57:20,362 - mmaction - INFO - Epoch [131][40/940] lr: 4.000e-04, eta: 7:35:25, time: 1.446, data_time: 0.002, memory: 6929, loss_aux: 0.9525, top1_acc: 0.7016, top5_acc: 0.8631, loss_cls: 1.2790, loss: 2.2315, grad_norm: 5.4948 2020-09-25 16:57:49,773 - mmaction - INFO - Epoch [131][60/940] lr: 4.000e-04, eta: 7:34:56, time: 1.470, data_time: 0.001, memory: 6929, loss_aux: 0.9498, top1_acc: 0.6873, top5_acc: 0.8613, loss_cls: 1.3143, loss: 2.2641, grad_norm: 5.6409 2020-09-25 16:58:18,923 - mmaction - INFO - Epoch [131][80/940] lr: 4.000e-04, eta: 7:34:27, time: 1.459, data_time: 0.003, memory: 6929, loss_aux: 0.9364, top1_acc: 0.6973, top5_acc: 0.8658, loss_cls: 1.2761, loss: 2.2125, grad_norm: 5.4999 2020-09-25 16:58:48,194 - mmaction - INFO - Epoch [131][100/940] lr: 4.000e-04, eta: 7:33:58, time: 1.462, data_time: 0.001, memory: 6929, loss_aux: 0.9364, top1_acc: 0.6930, top5_acc: 0.8668, loss_cls: 1.2823, loss: 2.2187, grad_norm: 5.6412 2020-09-25 16:59:17,902 - mmaction - INFO - Epoch [131][120/940] lr: 4.000e-04, eta: 7:33:29, time: 1.486, data_time: 0.003, memory: 6929, loss_aux: 0.9743, top1_acc: 0.6844, top5_acc: 0.8539, loss_cls: 1.3473, loss: 2.3216, grad_norm: 5.7273 2020-09-25 16:59:47,218 - mmaction - INFO - Epoch [131][140/940] lr: 4.000e-04, eta: 7:32:59, time: 1.465, data_time: 0.001, memory: 6929, loss_aux: 0.9725, top1_acc: 0.6885, top5_acc: 0.8578, loss_cls: 1.3259, loss: 2.2985, grad_norm: 5.6388 2020-09-25 17:00:19,182 - mmaction - INFO - Epoch [131][160/940] lr: 4.000e-04, eta: 7:32:31, time: 1.584, data_time: 0.003, memory: 6929, loss_aux: 0.9448, top1_acc: 0.6941, top5_acc: 0.8645, loss_cls: 1.2786, loss: 2.2234, grad_norm: 5.6085 2020-09-25 17:00:47,020 - mmaction - INFO - Epoch [131][180/940] lr: 4.000e-04, eta: 7:32:01, time: 1.406, data_time: 0.037, memory: 6929, loss_aux: 0.9696, top1_acc: 0.6861, top5_acc: 0.8580, loss_cls: 1.3196, loss: 2.2892, grad_norm: 5.6270 2020-09-25 17:01:15,980 - mmaction - INFO - Epoch [131][200/940] lr: 4.000e-04, eta: 7:31:32, time: 1.449, data_time: 0.003, memory: 6929, loss_aux: 0.9264, top1_acc: 0.7098, top5_acc: 0.8721, loss_cls: 1.2362, loss: 2.1626, grad_norm: 5.5154 2020-09-25 17:01:46,257 - mmaction - INFO - Epoch [131][220/940] lr: 4.000e-04, eta: 7:31:03, time: 1.512, data_time: 0.002, memory: 6929, loss_aux: 0.9340, top1_acc: 0.7043, top5_acc: 0.8656, loss_cls: 1.2637, loss: 2.1977, grad_norm: 5.6066 2020-09-25 17:02:15,861 - mmaction - INFO - Epoch [131][240/940] lr: 4.000e-04, eta: 7:30:34, time: 1.482, data_time: 0.004, memory: 6929, loss_aux: 0.9549, top1_acc: 0.6896, top5_acc: 0.8635, loss_cls: 1.2889, loss: 2.2438, grad_norm: 5.6467 2020-09-25 17:02:44,783 - mmaction - INFO - Epoch [131][260/940] lr: 4.000e-04, eta: 7:30:05, time: 1.446, data_time: 0.001, memory: 6929, loss_aux: 0.9524, top1_acc: 0.6926, top5_acc: 0.8588, loss_cls: 1.3068, loss: 2.2592, grad_norm: 5.6385 2020-09-25 17:03:13,693 - mmaction - INFO - Epoch [131][280/940] lr: 4.000e-04, eta: 7:29:36, time: 1.446, data_time: 0.001, memory: 6929, loss_aux: 0.9415, top1_acc: 0.7033, top5_acc: 0.8629, loss_cls: 1.2569, loss: 2.1985, grad_norm: 5.5736 2020-09-25 17:03:42,776 - mmaction - INFO - Epoch [131][300/940] lr: 4.000e-04, eta: 7:29:07, time: 1.453, data_time: 0.001, memory: 6929, loss_aux: 0.9412, top1_acc: 0.6914, top5_acc: 0.8609, loss_cls: 1.3006, loss: 2.2418, grad_norm: 5.6439 2020-09-25 17:04:11,814 - mmaction - INFO - Epoch [131][320/940] lr: 4.000e-04, eta: 7:28:38, time: 1.450, data_time: 0.002, memory: 6929, loss_aux: 0.9342, top1_acc: 0.6984, top5_acc: 0.8629, loss_cls: 1.2705, loss: 2.2046, grad_norm: 5.4894 2020-09-25 17:04:41,292 - mmaction - INFO - Epoch [131][340/940] lr: 4.000e-04, eta: 7:28:09, time: 1.477, data_time: 0.004, memory: 6929, loss_aux: 0.9388, top1_acc: 0.6881, top5_acc: 0.8615, loss_cls: 1.2878, loss: 2.2266, grad_norm: 5.5717 2020-09-25 17:05:10,237 - mmaction - INFO - Epoch [131][360/940] lr: 4.000e-04, eta: 7:27:39, time: 1.433, data_time: 0.001, memory: 6929, loss_aux: 0.9403, top1_acc: 0.6957, top5_acc: 0.8600, loss_cls: 1.2724, loss: 2.2127, grad_norm: 5.5880 2020-09-25 17:05:39,434 - mmaction - INFO - Epoch [131][380/940] lr: 4.000e-04, eta: 7:27:10, time: 1.473, data_time: 0.015, memory: 6929, loss_aux: 0.9595, top1_acc: 0.6936, top5_acc: 0.8539, loss_cls: 1.3190, loss: 2.2785, grad_norm: 5.6048 2020-09-25 17:06:08,461 - mmaction - INFO - Epoch [131][400/940] lr: 4.000e-04, eta: 7:26:41, time: 1.451, data_time: 0.002, memory: 6929, loss_aux: 0.9415, top1_acc: 0.6928, top5_acc: 0.8656, loss_cls: 1.2964, loss: 2.2379, grad_norm: 5.5938 2020-09-25 17:06:37,237 - mmaction - INFO - Epoch [131][420/940] lr: 4.000e-04, eta: 7:26:12, time: 1.440, data_time: 0.003, memory: 6929, loss_aux: 0.9704, top1_acc: 0.6865, top5_acc: 0.8531, loss_cls: 1.3350, loss: 2.3054, grad_norm: 5.6412 2020-09-25 17:07:06,396 - mmaction - INFO - Epoch [131][440/940] lr: 4.000e-04, eta: 7:25:43, time: 1.456, data_time: 0.001, memory: 6929, loss_aux: 0.9477, top1_acc: 0.7025, top5_acc: 0.8576, loss_cls: 1.2806, loss: 2.2283, grad_norm: 5.5543 2020-09-25 17:07:35,492 - mmaction - INFO - Epoch [131][460/940] lr: 4.000e-04, eta: 7:25:14, time: 1.456, data_time: 0.003, memory: 6929, loss_aux: 0.9680, top1_acc: 0.6805, top5_acc: 0.8539, loss_cls: 1.3279, loss: 2.2959, grad_norm: 5.6594 2020-09-25 17:08:04,149 - mmaction - INFO - Epoch [131][480/940] lr: 4.000e-04, eta: 7:24:44, time: 1.432, data_time: 0.001, memory: 6929, loss_aux: 0.9540, top1_acc: 0.6918, top5_acc: 0.8639, loss_cls: 1.2895, loss: 2.2435, grad_norm: 5.6750 2020-09-25 17:08:33,273 - mmaction - INFO - Epoch [131][500/940] lr: 4.000e-04, eta: 7:24:15, time: 1.457, data_time: 0.003, memory: 6929, loss_aux: 0.9376, top1_acc: 0.6836, top5_acc: 0.8576, loss_cls: 1.3031, loss: 2.2408, grad_norm: 5.5795 2020-09-25 17:09:02,063 - mmaction - INFO - Epoch [131][520/940] lr: 4.000e-04, eta: 7:23:46, time: 1.439, data_time: 0.001, memory: 6929, loss_aux: 0.9545, top1_acc: 0.6916, top5_acc: 0.8621, loss_cls: 1.2999, loss: 2.2544, grad_norm: 5.5568 2020-09-25 17:09:31,093 - mmaction - INFO - Epoch [131][540/940] lr: 4.000e-04, eta: 7:23:17, time: 1.451, data_time: 0.001, memory: 6929, loss_aux: 0.9287, top1_acc: 0.6977, top5_acc: 0.8619, loss_cls: 1.2810, loss: 2.2097, grad_norm: 5.6277 2020-09-25 17:10:00,385 - mmaction - INFO - Epoch [131][560/940] lr: 4.000e-04, eta: 7:22:48, time: 1.465, data_time: 0.002, memory: 6929, loss_aux: 0.9292, top1_acc: 0.6979, top5_acc: 0.8660, loss_cls: 1.2577, loss: 2.1869, grad_norm: 5.6254 2020-09-25 17:10:29,470 - mmaction - INFO - Epoch [131][580/940] lr: 4.000e-04, eta: 7:22:19, time: 1.444, data_time: 0.001, memory: 6929, loss_aux: 0.9543, top1_acc: 0.6850, top5_acc: 0.8557, loss_cls: 1.3118, loss: 2.2661, grad_norm: 5.6466 2020-09-25 17:10:58,722 - mmaction - INFO - Epoch [131][600/940] lr: 4.000e-04, eta: 7:21:50, time: 1.472, data_time: 0.011, memory: 6929, loss_aux: 0.9501, top1_acc: 0.6959, top5_acc: 0.8609, loss_cls: 1.2851, loss: 2.2352, grad_norm: 5.5968 2020-09-25 17:11:27,398 - mmaction - INFO - Epoch [131][620/940] lr: 4.000e-04, eta: 7:21:20, time: 1.434, data_time: 0.001, memory: 6929, loss_aux: 0.9361, top1_acc: 0.6945, top5_acc: 0.8668, loss_cls: 1.2618, loss: 2.1979, grad_norm: 5.5602 2020-09-25 17:11:57,156 - mmaction - INFO - Epoch [131][640/940] lr: 4.000e-04, eta: 7:20:51, time: 1.486, data_time: 0.001, memory: 6929, loss_aux: 0.9143, top1_acc: 0.7074, top5_acc: 0.8684, loss_cls: 1.2287, loss: 2.1430, grad_norm: 5.5637 2020-09-25 17:12:26,125 - mmaction - INFO - Epoch [131][660/940] lr: 4.000e-04, eta: 7:20:22, time: 1.450, data_time: 0.003, memory: 6929, loss_aux: 0.9514, top1_acc: 0.6881, top5_acc: 0.8615, loss_cls: 1.3165, loss: 2.2679, grad_norm: 5.6854 2020-09-25 17:12:55,038 - mmaction - INFO - Epoch [131][680/940] lr: 4.000e-04, eta: 7:19:53, time: 1.446, data_time: 0.002, memory: 6929, loss_aux: 0.9433, top1_acc: 0.6945, top5_acc: 0.8615, loss_cls: 1.2774, loss: 2.2206, grad_norm: 5.5539 2020-09-25 17:13:24,570 - mmaction - INFO - Epoch [131][700/940] lr: 4.000e-04, eta: 7:19:24, time: 1.475, data_time: 0.001, memory: 6929, loss_aux: 0.9596, top1_acc: 0.6850, top5_acc: 0.8580, loss_cls: 1.3205, loss: 2.2802, grad_norm: 5.6307 2020-09-25 17:13:53,552 - mmaction - INFO - Epoch [131][720/940] lr: 4.000e-04, eta: 7:18:55, time: 1.450, data_time: 0.003, memory: 6929, loss_aux: 0.9596, top1_acc: 0.6826, top5_acc: 0.8572, loss_cls: 1.3166, loss: 2.2762, grad_norm: 5.6516 2020-09-25 17:14:22,580 - mmaction - INFO - Epoch [131][740/940] lr: 4.000e-04, eta: 7:18:26, time: 1.452, data_time: 0.002, memory: 6929, loss_aux: 0.9682, top1_acc: 0.6930, top5_acc: 0.8578, loss_cls: 1.2960, loss: 2.2642, grad_norm: 5.6077 2020-09-25 17:14:51,231 - mmaction - INFO - Epoch [131][760/940] lr: 4.000e-04, eta: 7:17:56, time: 1.433, data_time: 0.002, memory: 6929, loss_aux: 0.9375, top1_acc: 0.6959, top5_acc: 0.8594, loss_cls: 1.2858, loss: 2.2232, grad_norm: 5.5686 2020-09-25 17:15:21,043 - mmaction - INFO - Epoch [131][780/940] lr: 4.000e-04, eta: 7:17:27, time: 1.488, data_time: 0.002, memory: 6929, loss_aux: 0.9466, top1_acc: 0.6875, top5_acc: 0.8609, loss_cls: 1.2689, loss: 2.2156, grad_norm: 5.6297 2020-09-25 17:15:49,613 - mmaction - INFO - Epoch [131][800/940] lr: 4.000e-04, eta: 7:16:58, time: 1.431, data_time: 0.004, memory: 6929, loss_aux: 0.9252, top1_acc: 0.6959, top5_acc: 0.8635, loss_cls: 1.2725, loss: 2.1977, grad_norm: 5.5741 2020-09-25 17:16:18,918 - mmaction - INFO - Epoch [131][820/940] lr: 4.000e-04, eta: 7:16:29, time: 1.466, data_time: 0.002, memory: 6929, loss_aux: 0.9390, top1_acc: 0.6879, top5_acc: 0.8592, loss_cls: 1.2949, loss: 2.2339, grad_norm: 5.6051 2020-09-25 17:16:47,375 - mmaction - INFO - Epoch [131][840/940] lr: 4.000e-04, eta: 7:16:00, time: 1.422, data_time: 0.001, memory: 6929, loss_aux: 0.9393, top1_acc: 0.7070, top5_acc: 0.8668, loss_cls: 1.2496, loss: 2.1889, grad_norm: 5.5094 2020-09-25 17:17:16,113 - mmaction - INFO - Epoch [131][860/940] lr: 4.000e-04, eta: 7:15:31, time: 1.437, data_time: 0.002, memory: 6929, loss_aux: 0.9461, top1_acc: 0.6963, top5_acc: 0.8678, loss_cls: 1.2867, loss: 2.2328, grad_norm: 5.6267 2020-09-25 17:17:45,351 - mmaction - INFO - Epoch [131][880/940] lr: 4.000e-04, eta: 7:15:02, time: 1.462, data_time: 0.002, memory: 6929, loss_aux: 0.9491, top1_acc: 0.6943, top5_acc: 0.8615, loss_cls: 1.2981, loss: 2.2471, grad_norm: 5.6481 2020-09-25 17:18:14,349 - mmaction - INFO - Epoch [131][900/940] lr: 4.000e-04, eta: 7:14:32, time: 1.450, data_time: 0.003, memory: 6929, loss_aux: 0.9297, top1_acc: 0.7016, top5_acc: 0.8643, loss_cls: 1.2661, loss: 2.1958, grad_norm: 5.6012 2020-09-25 17:18:43,414 - mmaction - INFO - Epoch [131][920/940] lr: 4.000e-04, eta: 7:14:03, time: 1.452, data_time: 0.001, memory: 6929, loss_aux: 0.9452, top1_acc: 0.6934, top5_acc: 0.8662, loss_cls: 1.2825, loss: 2.2277, grad_norm: 5.6285 2020-09-25 17:19:10,588 - mmaction - INFO - Epoch [131][940/940] lr: 4.000e-04, eta: 7:13:34, time: 1.360, data_time: 0.004, memory: 6929, loss_aux: 0.9404, top1_acc: 0.6978, top5_acc: 0.8600, loss_cls: 1.2825, loss: 2.2229, grad_norm: 5.6008 2020-09-25 17:19:11,250 - mmaction - INFO - Saving checkpoint at 131 epochs 2020-09-25 17:19:49,502 - mmaction - INFO - Epoch [132][20/940] lr: 4.000e-04, eta: 7:13:05, time: 1.692, data_time: 0.372, memory: 6929, loss_aux: 0.9581, top1_acc: 0.6881, top5_acc: 0.8564, loss_cls: 1.3141, loss: 2.2723, grad_norm: 5.6473 2020-09-25 17:20:17,590 - mmaction - INFO - Epoch [132][40/940] lr: 4.000e-04, eta: 7:12:36, time: 1.405, data_time: 0.003, memory: 6929, loss_aux: 0.9485, top1_acc: 0.7031, top5_acc: 0.8590, loss_cls: 1.2747, loss: 2.2233, grad_norm: 5.6868 2020-09-25 17:20:45,618 - mmaction - INFO - Epoch [132][60/940] lr: 4.000e-04, eta: 7:12:07, time: 1.397, data_time: 0.001, memory: 6929, loss_aux: 0.9322, top1_acc: 0.6977, top5_acc: 0.8662, loss_cls: 1.2612, loss: 2.1934, grad_norm: 5.5420 2020-09-25 17:21:14,350 - mmaction - INFO - Epoch [132][80/940] lr: 4.000e-04, eta: 7:11:38, time: 1.440, data_time: 0.005, memory: 6929, loss_aux: 0.9420, top1_acc: 0.6977, top5_acc: 0.8617, loss_cls: 1.2730, loss: 2.2150, grad_norm: 5.5546 2020-09-25 17:21:43,293 - mmaction - INFO - Epoch [132][100/940] lr: 4.000e-04, eta: 7:11:09, time: 1.447, data_time: 0.002, memory: 6929, loss_aux: 0.9480, top1_acc: 0.6928, top5_acc: 0.8570, loss_cls: 1.2853, loss: 2.2334, grad_norm: 5.4905 2020-09-25 17:22:12,229 - mmaction - INFO - Epoch [132][120/940] lr: 4.000e-04, eta: 7:10:39, time: 1.448, data_time: 0.002, memory: 6929, loss_aux: 0.9656, top1_acc: 0.6891, top5_acc: 0.8584, loss_cls: 1.3145, loss: 2.2801, grad_norm: 5.7000 2020-09-25 17:22:40,719 - mmaction - INFO - Epoch [132][140/940] lr: 4.000e-04, eta: 7:10:10, time: 1.424, data_time: 0.001, memory: 6929, loss_aux: 0.9249, top1_acc: 0.7002, top5_acc: 0.8697, loss_cls: 1.2518, loss: 2.1767, grad_norm: 5.5254 2020-09-25 17:23:09,639 - mmaction - INFO - Epoch [132][160/940] lr: 4.000e-04, eta: 7:09:41, time: 1.445, data_time: 0.002, memory: 6929, loss_aux: 0.9446, top1_acc: 0.6963, top5_acc: 0.8637, loss_cls: 1.2786, loss: 2.2232, grad_norm: 5.6094 2020-09-25 17:23:39,980 - mmaction - INFO - Epoch [132][180/940] lr: 4.000e-04, eta: 7:09:12, time: 1.518, data_time: 0.003, memory: 6929, loss_aux: 0.9536, top1_acc: 0.6824, top5_acc: 0.8562, loss_cls: 1.3202, loss: 2.2738, grad_norm: 5.7319 2020-09-25 17:24:10,160 - mmaction - INFO - Epoch [132][200/940] lr: 4.000e-04, eta: 7:08:43, time: 1.509, data_time: 0.002, memory: 6929, loss_aux: 0.9446, top1_acc: 0.6910, top5_acc: 0.8594, loss_cls: 1.2885, loss: 2.2331, grad_norm: 5.6013 2020-09-25 17:24:38,546 - mmaction - INFO - Epoch [132][220/940] lr: 4.000e-04, eta: 7:08:14, time: 1.421, data_time: 0.002, memory: 6929, loss_aux: 0.9444, top1_acc: 0.6926, top5_acc: 0.8586, loss_cls: 1.2836, loss: 2.2280, grad_norm: 5.5418 2020-09-25 17:25:08,219 - mmaction - INFO - Epoch [132][240/940] lr: 4.000e-04, eta: 7:07:45, time: 1.481, data_time: 0.001, memory: 6929, loss_aux: 0.9268, top1_acc: 0.6996, top5_acc: 0.8641, loss_cls: 1.2453, loss: 2.1721, grad_norm: 5.5720 2020-09-25 17:25:36,733 - mmaction - INFO - Epoch [132][260/940] lr: 4.000e-04, eta: 7:07:16, time: 1.427, data_time: 0.004, memory: 6929, loss_aux: 0.9507, top1_acc: 0.6865, top5_acc: 0.8604, loss_cls: 1.3055, loss: 2.2562, grad_norm: 5.6513 2020-09-25 17:26:05,102 - mmaction - INFO - Epoch [132][280/940] lr: 4.000e-04, eta: 7:06:46, time: 1.417, data_time: 0.002, memory: 6929, loss_aux: 0.9615, top1_acc: 0.6855, top5_acc: 0.8590, loss_cls: 1.3027, loss: 2.2642, grad_norm: 5.5869 2020-09-25 17:26:34,347 - mmaction - INFO - Epoch [132][300/940] lr: 4.000e-04, eta: 7:06:17, time: 1.464, data_time: 0.004, memory: 6929, loss_aux: 0.9475, top1_acc: 0.6877, top5_acc: 0.8652, loss_cls: 1.2831, loss: 2.2307, grad_norm: 5.5585 2020-09-25 17:27:03,324 - mmaction - INFO - Epoch [132][320/940] lr: 4.000e-04, eta: 7:05:48, time: 1.448, data_time: 0.001, memory: 6929, loss_aux: 0.9743, top1_acc: 0.6861, top5_acc: 0.8568, loss_cls: 1.3240, loss: 2.2983, grad_norm: 5.6583 2020-09-25 17:27:32,317 - mmaction - INFO - Epoch [132][340/940] lr: 4.000e-04, eta: 7:05:19, time: 1.449, data_time: 0.002, memory: 6929, loss_aux: 0.9502, top1_acc: 0.6984, top5_acc: 0.8670, loss_cls: 1.2896, loss: 2.2397, grad_norm: 5.5964 2020-09-25 17:28:01,099 - mmaction - INFO - Epoch [132][360/940] lr: 4.000e-04, eta: 7:04:50, time: 1.440, data_time: 0.003, memory: 6929, loss_aux: 0.9212, top1_acc: 0.7000, top5_acc: 0.8707, loss_cls: 1.2376, loss: 2.1588, grad_norm: 5.5066 2020-09-25 17:28:30,310 - mmaction - INFO - Epoch [132][380/940] lr: 4.000e-04, eta: 7:04:21, time: 1.461, data_time: 0.002, memory: 6929, loss_aux: 0.9312, top1_acc: 0.7033, top5_acc: 0.8672, loss_cls: 1.2631, loss: 2.1944, grad_norm: 5.5527 2020-09-25 17:28:59,309 - mmaction - INFO - Epoch [132][400/940] lr: 4.000e-04, eta: 7:03:51, time: 1.450, data_time: 0.002, memory: 6929, loss_aux: 0.9615, top1_acc: 0.6936, top5_acc: 0.8613, loss_cls: 1.2977, loss: 2.2592, grad_norm: 5.6606 2020-09-25 17:29:28,252 - mmaction - INFO - Epoch [132][420/940] lr: 4.000e-04, eta: 7:03:22, time: 1.446, data_time: 0.001, memory: 6929, loss_aux: 0.9374, top1_acc: 0.6947, top5_acc: 0.8627, loss_cls: 1.2746, loss: 2.2120, grad_norm: 5.5973 2020-09-25 17:29:57,518 - mmaction - INFO - Epoch [132][440/940] lr: 4.000e-04, eta: 7:02:53, time: 1.464, data_time: 0.002, memory: 6929, loss_aux: 0.9597, top1_acc: 0.6885, top5_acc: 0.8643, loss_cls: 1.2921, loss: 2.2517, grad_norm: 5.6585 2020-09-25 17:30:26,822 - mmaction - INFO - Epoch [132][460/940] lr: 4.000e-04, eta: 7:02:24, time: 1.465, data_time: 0.004, memory: 6929, loss_aux: 0.9305, top1_acc: 0.6959, top5_acc: 0.8607, loss_cls: 1.2688, loss: 2.1992, grad_norm: 5.6387 2020-09-25 17:30:55,888 - mmaction - INFO - Epoch [132][480/940] lr: 4.000e-04, eta: 7:01:55, time: 1.454, data_time: 0.002, memory: 6929, loss_aux: 0.9479, top1_acc: 0.6967, top5_acc: 0.8682, loss_cls: 1.2729, loss: 2.2208, grad_norm: 5.6643 2020-09-25 17:31:25,246 - mmaction - INFO - Epoch [132][500/940] lr: 4.000e-04, eta: 7:01:26, time: 1.466, data_time: 0.001, memory: 6929, loss_aux: 0.9310, top1_acc: 0.6961, top5_acc: 0.8652, loss_cls: 1.2591, loss: 2.1901, grad_norm: 5.5756 2020-09-25 17:31:54,396 - mmaction - INFO - Epoch [132][520/940] lr: 4.000e-04, eta: 7:00:57, time: 1.460, data_time: 0.004, memory: 6929, loss_aux: 0.9398, top1_acc: 0.6875, top5_acc: 0.8609, loss_cls: 1.2936, loss: 2.2335, grad_norm: 5.6688 2020-09-25 17:32:23,356 - mmaction - INFO - Epoch [132][540/940] lr: 4.000e-04, eta: 7:00:28, time: 1.447, data_time: 0.001, memory: 6929, loss_aux: 0.9257, top1_acc: 0.6984, top5_acc: 0.8709, loss_cls: 1.2385, loss: 2.1641, grad_norm: 5.5210 2020-09-25 17:32:52,651 - mmaction - INFO - Epoch [132][560/940] lr: 4.000e-04, eta: 6:59:58, time: 1.465, data_time: 0.003, memory: 6929, loss_aux: 0.9389, top1_acc: 0.7006, top5_acc: 0.8660, loss_cls: 1.2649, loss: 2.2038, grad_norm: 5.5744 2020-09-25 17:33:22,087 - mmaction - INFO - Epoch [132][580/940] lr: 4.000e-04, eta: 6:59:29, time: 1.472, data_time: 0.002, memory: 6929, loss_aux: 0.9561, top1_acc: 0.6906, top5_acc: 0.8621, loss_cls: 1.3055, loss: 2.2616, grad_norm: 5.6153 2020-09-25 17:33:51,499 - mmaction - INFO - Epoch [132][600/940] lr: 4.000e-04, eta: 6:59:00, time: 1.471, data_time: 0.002, memory: 6929, loss_aux: 0.9464, top1_acc: 0.6965, top5_acc: 0.8613, loss_cls: 1.2784, loss: 2.2248, grad_norm: 5.6118 2020-09-25 17:34:20,754 - mmaction - INFO - Epoch [132][620/940] lr: 4.000e-04, eta: 6:58:31, time: 1.463, data_time: 0.002, memory: 6929, loss_aux: 0.9905, top1_acc: 0.6811, top5_acc: 0.8516, loss_cls: 1.3519, loss: 2.3424, grad_norm: 5.8146 2020-09-25 17:34:50,055 - mmaction - INFO - Epoch [132][640/940] lr: 4.000e-04, eta: 6:58:02, time: 1.464, data_time: 0.001, memory: 6929, loss_aux: 0.9774, top1_acc: 0.6814, top5_acc: 0.8504, loss_cls: 1.3520, loss: 2.3293, grad_norm: 5.6922 2020-09-25 17:35:19,053 - mmaction - INFO - Epoch [132][660/940] lr: 4.000e-04, eta: 6:57:33, time: 1.451, data_time: 0.004, memory: 6929, loss_aux: 0.9356, top1_acc: 0.6996, top5_acc: 0.8672, loss_cls: 1.2601, loss: 2.1957, grad_norm: 5.5427 2020-09-25 17:35:48,064 - mmaction - INFO - Epoch [132][680/940] lr: 4.000e-04, eta: 6:57:04, time: 1.450, data_time: 0.001, memory: 6929, loss_aux: 0.9584, top1_acc: 0.6877, top5_acc: 0.8604, loss_cls: 1.3002, loss: 2.2586, grad_norm: 5.6619 2020-09-25 17:36:17,884 - mmaction - INFO - Epoch [132][700/940] lr: 4.000e-04, eta: 6:56:35, time: 1.491, data_time: 0.002, memory: 6929, loss_aux: 0.9617, top1_acc: 0.6818, top5_acc: 0.8533, loss_cls: 1.3178, loss: 2.2795, grad_norm: 5.6779 2020-09-25 17:36:47,314 - mmaction - INFO - Epoch [132][720/940] lr: 4.000e-04, eta: 6:56:06, time: 1.471, data_time: 0.002, memory: 6929, loss_aux: 0.9351, top1_acc: 0.7000, top5_acc: 0.8627, loss_cls: 1.2806, loss: 2.2157, grad_norm: 5.6534 2020-09-25 17:37:16,370 - mmaction - INFO - Epoch [132][740/940] lr: 4.000e-04, eta: 6:55:36, time: 1.454, data_time: 0.002, memory: 6929, loss_aux: 0.9584, top1_acc: 0.6965, top5_acc: 0.8613, loss_cls: 1.2944, loss: 2.2528, grad_norm: 5.6428 2020-09-25 17:37:45,441 - mmaction - INFO - Epoch [132][760/940] lr: 4.000e-04, eta: 6:55:07, time: 1.452, data_time: 0.001, memory: 6929, loss_aux: 0.9422, top1_acc: 0.6937, top5_acc: 0.8652, loss_cls: 1.2636, loss: 2.2058, grad_norm: 5.6263 2020-09-25 17:38:14,887 - mmaction - INFO - Epoch [132][780/940] lr: 4.000e-04, eta: 6:54:38, time: 1.474, data_time: 0.003, memory: 6929, loss_aux: 0.9412, top1_acc: 0.6937, top5_acc: 0.8594, loss_cls: 1.2840, loss: 2.2252, grad_norm: 5.6054 2020-09-25 17:38:43,978 - mmaction - INFO - Epoch [132][800/940] lr: 4.000e-04, eta: 6:54:09, time: 1.454, data_time: 0.001, memory: 6929, loss_aux: 0.9390, top1_acc: 0.6914, top5_acc: 0.8633, loss_cls: 1.3062, loss: 2.2452, grad_norm: 5.6061 2020-09-25 17:39:13,456 - mmaction - INFO - Epoch [132][820/940] lr: 4.000e-04, eta: 6:53:40, time: 1.474, data_time: 0.002, memory: 6929, loss_aux: 0.9433, top1_acc: 0.6943, top5_acc: 0.8533, loss_cls: 1.2867, loss: 2.2301, grad_norm: 5.6006 2020-09-25 17:39:42,712 - mmaction - INFO - Epoch [132][840/940] lr: 4.000e-04, eta: 6:53:11, time: 1.462, data_time: 0.002, memory: 6929, loss_aux: 0.9274, top1_acc: 0.7020, top5_acc: 0.8701, loss_cls: 1.2372, loss: 2.1646, grad_norm: 5.5477 2020-09-25 17:40:12,449 - mmaction - INFO - Epoch [132][860/940] lr: 4.000e-04, eta: 6:52:42, time: 1.487, data_time: 0.004, memory: 6929, loss_aux: 0.9681, top1_acc: 0.6889, top5_acc: 0.8586, loss_cls: 1.3223, loss: 2.2904, grad_norm: 5.7277 2020-09-25 17:40:42,472 - mmaction - INFO - Epoch [132][880/940] lr: 4.000e-04, eta: 6:52:13, time: 1.503, data_time: 0.003, memory: 6929, loss_aux: 0.9363, top1_acc: 0.6986, top5_acc: 0.8629, loss_cls: 1.2779, loss: 2.2142, grad_norm: 5.6047 2020-09-25 17:41:12,545 - mmaction - INFO - Epoch [132][900/940] lr: 4.000e-04, eta: 6:51:44, time: 1.503, data_time: 0.001, memory: 6929, loss_aux: 0.9582, top1_acc: 0.6834, top5_acc: 0.8619, loss_cls: 1.3044, loss: 2.2626, grad_norm: 5.7056 2020-09-25 17:41:43,426 - mmaction - INFO - Epoch [132][920/940] lr: 4.000e-04, eta: 6:51:15, time: 1.544, data_time: 0.002, memory: 6929, loss_aux: 0.9292, top1_acc: 0.6996, top5_acc: 0.8596, loss_cls: 1.2698, loss: 2.1990, grad_norm: 5.5458 2020-09-25 17:42:11,638 - mmaction - INFO - Epoch [132][940/940] lr: 4.000e-04, eta: 6:50:46, time: 1.411, data_time: 0.003, memory: 6929, loss_aux: 0.9500, top1_acc: 0.6909, top5_acc: 0.8695, loss_cls: 1.2815, loss: 2.2315, grad_norm: 5.7535 2020-09-25 17:42:12,126 - mmaction - INFO - Saving checkpoint at 132 epochs 2020-09-25 17:42:47,019 - mmaction - INFO - Epoch [133][20/940] lr: 4.000e-04, eta: 6:50:17, time: 1.553, data_time: 0.249, memory: 6929, loss_aux: 0.9355, top1_acc: 0.6943, top5_acc: 0.8604, loss_cls: 1.2823, loss: 2.2178, grad_norm: 5.6996 2020-09-25 17:43:15,888 - mmaction - INFO - Epoch [133][40/940] lr: 4.000e-04, eta: 6:49:48, time: 1.445, data_time: 0.003, memory: 6929, loss_aux: 0.9404, top1_acc: 0.6885, top5_acc: 0.8584, loss_cls: 1.2893, loss: 2.2297, grad_norm: 5.6516 2020-09-25 17:43:45,147 - mmaction - INFO - Epoch [133][60/940] lr: 4.000e-04, eta: 6:49:18, time: 1.462, data_time: 0.001, memory: 6929, loss_aux: 0.9515, top1_acc: 0.6893, top5_acc: 0.8578, loss_cls: 1.3038, loss: 2.2554, grad_norm: 5.6213 2020-09-25 17:44:14,783 - mmaction - INFO - Epoch [133][80/940] lr: 4.000e-04, eta: 6:48:49, time: 1.482, data_time: 0.002, memory: 6929, loss_aux: 0.9331, top1_acc: 0.6926, top5_acc: 0.8648, loss_cls: 1.2665, loss: 2.1996, grad_norm: 5.6417 2020-09-25 17:44:44,241 - mmaction - INFO - Epoch [133][100/940] lr: 4.000e-04, eta: 6:48:20, time: 1.472, data_time: 0.001, memory: 6929, loss_aux: 0.9209, top1_acc: 0.6898, top5_acc: 0.8668, loss_cls: 1.2560, loss: 2.1769, grad_norm: 5.6372 2020-09-25 17:45:13,859 - mmaction - INFO - Epoch [133][120/940] lr: 4.000e-04, eta: 6:47:51, time: 1.479, data_time: 0.002, memory: 6929, loss_aux: 0.9647, top1_acc: 0.6979, top5_acc: 0.8627, loss_cls: 1.2845, loss: 2.2491, grad_norm: 5.7252 2020-09-25 17:45:43,805 - mmaction - INFO - Epoch [133][140/940] lr: 4.000e-04, eta: 6:47:22, time: 1.498, data_time: 0.004, memory: 6929, loss_aux: 0.9360, top1_acc: 0.7002, top5_acc: 0.8703, loss_cls: 1.2601, loss: 2.1961, grad_norm: 5.5778 2020-09-25 17:46:13,569 - mmaction - INFO - Epoch [133][160/940] lr: 4.000e-04, eta: 6:46:53, time: 1.489, data_time: 0.005, memory: 6929, loss_aux: 0.9298, top1_acc: 0.6939, top5_acc: 0.8623, loss_cls: 1.2755, loss: 2.2053, grad_norm: 5.6457 2020-09-25 17:46:43,976 - mmaction - INFO - Epoch [133][180/940] lr: 4.000e-04, eta: 6:46:24, time: 1.519, data_time: 0.001, memory: 6929, loss_aux: 0.9572, top1_acc: 0.6908, top5_acc: 0.8637, loss_cls: 1.2849, loss: 2.2421, grad_norm: 5.6579 2020-09-25 17:47:13,214 - mmaction - INFO - Epoch [133][200/940] lr: 4.000e-04, eta: 6:45:55, time: 1.463, data_time: 0.002, memory: 6929, loss_aux: 0.9509, top1_acc: 0.6908, top5_acc: 0.8652, loss_cls: 1.2813, loss: 2.2322, grad_norm: 5.5667 2020-09-25 17:47:42,686 - mmaction - INFO - Epoch [133][220/940] lr: 4.000e-04, eta: 6:45:26, time: 1.473, data_time: 0.001, memory: 6929, loss_aux: 0.9465, top1_acc: 0.6932, top5_acc: 0.8598, loss_cls: 1.2856, loss: 2.2321, grad_norm: 5.6412 2020-09-25 17:48:12,498 - mmaction - INFO - Epoch [133][240/940] lr: 4.000e-04, eta: 6:44:57, time: 1.490, data_time: 0.003, memory: 6929, loss_aux: 0.9634, top1_acc: 0.6834, top5_acc: 0.8545, loss_cls: 1.3275, loss: 2.2908, grad_norm: 5.6828 2020-09-25 17:48:42,197 - mmaction - INFO - Epoch [133][260/940] lr: 4.000e-04, eta: 6:44:28, time: 1.485, data_time: 0.003, memory: 6929, loss_aux: 0.9516, top1_acc: 0.6924, top5_acc: 0.8637, loss_cls: 1.2877, loss: 2.2394, grad_norm: 5.6077 2020-09-25 17:49:11,508 - mmaction - INFO - Epoch [133][280/940] lr: 4.000e-04, eta: 6:43:59, time: 1.464, data_time: 0.002, memory: 6929, loss_aux: 0.9603, top1_acc: 0.6820, top5_acc: 0.8570, loss_cls: 1.3346, loss: 2.2948, grad_norm: 5.6984 2020-09-25 17:49:41,366 - mmaction - INFO - Epoch [133][300/940] lr: 4.000e-04, eta: 6:43:30, time: 1.494, data_time: 0.004, memory: 6929, loss_aux: 0.9285, top1_acc: 0.7020, top5_acc: 0.8678, loss_cls: 1.2435, loss: 2.1720, grad_norm: 5.5368 2020-09-25 17:50:10,702 - mmaction - INFO - Epoch [133][320/940] lr: 4.000e-04, eta: 6:43:01, time: 1.467, data_time: 0.002, memory: 6929, loss_aux: 0.9684, top1_acc: 0.6873, top5_acc: 0.8582, loss_cls: 1.3105, loss: 2.2789, grad_norm: 5.7147 2020-09-25 17:50:40,509 - mmaction - INFO - Epoch [133][340/940] lr: 4.000e-04, eta: 6:42:32, time: 1.490, data_time: 0.002, memory: 6929, loss_aux: 0.9382, top1_acc: 0.7012, top5_acc: 0.8668, loss_cls: 1.2553, loss: 2.1936, grad_norm: 5.4985 2020-09-25 17:51:09,524 - mmaction - INFO - Epoch [133][360/940] lr: 4.000e-04, eta: 6:42:02, time: 1.449, data_time: 0.002, memory: 6929, loss_aux: 0.9649, top1_acc: 0.6959, top5_acc: 0.8623, loss_cls: 1.2972, loss: 2.2620, grad_norm: 5.6647 2020-09-25 17:51:38,769 - mmaction - INFO - Epoch [133][380/940] lr: 4.000e-04, eta: 6:41:33, time: 1.464, data_time: 0.004, memory: 6929, loss_aux: 0.9491, top1_acc: 0.6881, top5_acc: 0.8602, loss_cls: 1.2945, loss: 2.2436, grad_norm: 5.5522 2020-09-25 17:52:08,112 - mmaction - INFO - Epoch [133][400/940] lr: 4.000e-04, eta: 6:41:04, time: 1.467, data_time: 0.001, memory: 6929, loss_aux: 0.9562, top1_acc: 0.6846, top5_acc: 0.8570, loss_cls: 1.3170, loss: 2.2732, grad_norm: 5.6872 2020-09-25 17:52:37,917 - mmaction - INFO - Epoch [133][420/940] lr: 4.000e-04, eta: 6:40:35, time: 1.491, data_time: 0.002, memory: 6929, loss_aux: 0.9522, top1_acc: 0.6857, top5_acc: 0.8650, loss_cls: 1.2965, loss: 2.2487, grad_norm: 5.6359 2020-09-25 17:53:08,961 - mmaction - INFO - Epoch [133][440/940] lr: 4.000e-04, eta: 6:40:06, time: 1.551, data_time: 0.002, memory: 6929, loss_aux: 0.9311, top1_acc: 0.7020, top5_acc: 0.8705, loss_cls: 1.2405, loss: 2.1716, grad_norm: 5.6461 2020-09-25 17:53:37,917 - mmaction - INFO - Epoch [133][460/940] lr: 4.000e-04, eta: 6:39:37, time: 1.449, data_time: 0.003, memory: 6929, loss_aux: 0.9440, top1_acc: 0.6982, top5_acc: 0.8646, loss_cls: 1.2698, loss: 2.2138, grad_norm: 5.5988 2020-09-25 17:54:06,659 - mmaction - INFO - Epoch [133][480/940] lr: 4.000e-04, eta: 6:39:08, time: 1.436, data_time: 0.001, memory: 6929, loss_aux: 0.9560, top1_acc: 0.6980, top5_acc: 0.8596, loss_cls: 1.2932, loss: 2.2492, grad_norm: 5.5977 2020-09-25 17:54:36,596 - mmaction - INFO - Epoch [133][500/940] lr: 4.000e-04, eta: 6:38:39, time: 1.497, data_time: 0.002, memory: 6929, loss_aux: 0.9371, top1_acc: 0.6973, top5_acc: 0.8707, loss_cls: 1.2709, loss: 2.2080, grad_norm: 5.6165 2020-09-25 17:55:05,982 - mmaction - INFO - Epoch [133][520/940] lr: 4.000e-04, eta: 6:38:10, time: 1.469, data_time: 0.002, memory: 6929, loss_aux: 0.9537, top1_acc: 0.6920, top5_acc: 0.8611, loss_cls: 1.2807, loss: 2.2344, grad_norm: 5.6497 2020-09-25 17:55:35,689 - mmaction - INFO - Epoch [133][540/940] lr: 4.000e-04, eta: 6:37:41, time: 1.485, data_time: 0.003, memory: 6929, loss_aux: 0.9492, top1_acc: 0.6867, top5_acc: 0.8572, loss_cls: 1.3127, loss: 2.2619, grad_norm: 5.7208 2020-09-25 17:56:05,148 - mmaction - INFO - Epoch [133][560/940] lr: 4.000e-04, eta: 6:37:12, time: 1.473, data_time: 0.002, memory: 6929, loss_aux: 0.9403, top1_acc: 0.6994, top5_acc: 0.8654, loss_cls: 1.2575, loss: 2.1977, grad_norm: 5.6161 2020-09-25 17:56:34,169 - mmaction - INFO - Epoch [133][580/940] lr: 4.000e-04, eta: 6:36:43, time: 1.452, data_time: 0.003, memory: 6929, loss_aux: 0.9204, top1_acc: 0.7078, top5_acc: 0.8689, loss_cls: 1.2301, loss: 2.1505, grad_norm: 5.5191 2020-09-25 17:57:03,177 - mmaction - INFO - Epoch [133][600/940] lr: 4.000e-04, eta: 6:36:13, time: 1.450, data_time: 0.001, memory: 6929, loss_aux: 0.9388, top1_acc: 0.6850, top5_acc: 0.8604, loss_cls: 1.2898, loss: 2.2286, grad_norm: 5.6191 2020-09-25 17:57:32,442 - mmaction - INFO - Epoch [133][620/940] lr: 4.000e-04, eta: 6:35:44, time: 1.463, data_time: 0.002, memory: 6929, loss_aux: 0.9435, top1_acc: 0.6965, top5_acc: 0.8658, loss_cls: 1.2939, loss: 2.2374, grad_norm: 5.6695 2020-09-25 17:58:01,535 - mmaction - INFO - Epoch [133][640/940] lr: 4.000e-04, eta: 6:35:15, time: 1.455, data_time: 0.002, memory: 6929, loss_aux: 0.9623, top1_acc: 0.6854, top5_acc: 0.8635, loss_cls: 1.2982, loss: 2.2605, grad_norm: 5.6958 2020-09-25 17:58:30,724 - mmaction - INFO - Epoch [133][660/940] lr: 4.000e-04, eta: 6:34:46, time: 1.459, data_time: 0.001, memory: 6929, loss_aux: 0.9363, top1_acc: 0.6914, top5_acc: 0.8643, loss_cls: 1.2795, loss: 2.2158, grad_norm: 5.6330 2020-09-25 17:58:59,844 - mmaction - INFO - Epoch [133][680/940] lr: 4.000e-04, eta: 6:34:17, time: 1.456, data_time: 0.002, memory: 6929, loss_aux: 0.9369, top1_acc: 0.6869, top5_acc: 0.8615, loss_cls: 1.2748, loss: 2.2116, grad_norm: 5.7184 2020-09-25 17:59:29,543 - mmaction - INFO - Epoch [133][700/940] lr: 4.000e-04, eta: 6:33:48, time: 1.485, data_time: 0.002, memory: 6929, loss_aux: 0.9299, top1_acc: 0.6928, top5_acc: 0.8621, loss_cls: 1.2535, loss: 2.1834, grad_norm: 5.5558 2020-09-25 17:59:58,597 - mmaction - INFO - Epoch [133][720/940] lr: 4.000e-04, eta: 6:33:19, time: 1.453, data_time: 0.011, memory: 6929, loss_aux: 0.9306, top1_acc: 0.6848, top5_acc: 0.8689, loss_cls: 1.2839, loss: 2.2145, grad_norm: 5.7129 2020-09-25 18:00:28,604 - mmaction - INFO - Epoch [133][740/940] lr: 4.000e-04, eta: 6:32:50, time: 1.497, data_time: 0.002, memory: 6929, loss_aux: 0.9522, top1_acc: 0.7031, top5_acc: 0.8627, loss_cls: 1.2662, loss: 2.2185, grad_norm: 5.5279 2020-09-25 18:00:57,979 - mmaction - INFO - Epoch [133][760/940] lr: 4.000e-04, eta: 6:32:21, time: 1.473, data_time: 0.018, memory: 6929, loss_aux: 0.9351, top1_acc: 0.6932, top5_acc: 0.8652, loss_cls: 1.2555, loss: 2.1906, grad_norm: 5.5988 2020-09-25 18:01:26,920 - mmaction - INFO - Epoch [133][780/940] lr: 4.000e-04, eta: 6:31:51, time: 1.446, data_time: 0.001, memory: 6929, loss_aux: 0.9542, top1_acc: 0.6936, top5_acc: 0.8615, loss_cls: 1.2898, loss: 2.2440, grad_norm: 5.7248 2020-09-25 18:01:55,874 - mmaction - INFO - Epoch [133][800/940] lr: 4.000e-04, eta: 6:31:22, time: 1.449, data_time: 0.003, memory: 6929, loss_aux: 0.9289, top1_acc: 0.6994, top5_acc: 0.8637, loss_cls: 1.2646, loss: 2.1935, grad_norm: 5.5598 2020-09-25 18:02:24,584 - mmaction - INFO - Epoch [133][820/940] lr: 4.000e-04, eta: 6:30:53, time: 1.434, data_time: 0.001, memory: 6929, loss_aux: 0.9595, top1_acc: 0.6877, top5_acc: 0.8648, loss_cls: 1.3077, loss: 2.2671, grad_norm: 5.6882 2020-09-25 18:02:54,102 - mmaction - INFO - Epoch [133][840/940] lr: 4.000e-04, eta: 6:30:24, time: 1.477, data_time: 0.003, memory: 6929, loss_aux: 0.9395, top1_acc: 0.6949, top5_acc: 0.8684, loss_cls: 1.2633, loss: 2.2027, grad_norm: 5.6671 2020-09-25 18:03:24,653 - mmaction - INFO - Epoch [133][860/940] lr: 4.000e-04, eta: 6:29:55, time: 1.526, data_time: 0.002, memory: 6929, loss_aux: 0.9251, top1_acc: 0.6988, top5_acc: 0.8662, loss_cls: 1.2600, loss: 2.1851, grad_norm: 5.6332 2020-09-25 18:03:52,791 - mmaction - INFO - Epoch [133][880/940] lr: 4.000e-04, eta: 6:29:26, time: 1.409, data_time: 0.004, memory: 6929, loss_aux: 0.9417, top1_acc: 0.6869, top5_acc: 0.8635, loss_cls: 1.2941, loss: 2.2358, grad_norm: 5.6999 2020-09-25 18:04:22,192 - mmaction - INFO - Epoch [133][900/940] lr: 4.000e-04, eta: 6:28:57, time: 1.470, data_time: 0.001, memory: 6929, loss_aux: 0.9325, top1_acc: 0.6932, top5_acc: 0.8635, loss_cls: 1.2747, loss: 2.2071, grad_norm: 5.6559 2020-09-25 18:04:51,297 - mmaction - INFO - Epoch [133][920/940] lr: 4.000e-04, eta: 6:28:27, time: 1.453, data_time: 0.001, memory: 6929, loss_aux: 0.9420, top1_acc: 0.6961, top5_acc: 0.8631, loss_cls: 1.2904, loss: 2.2324, grad_norm: 5.7011 2020-09-25 18:05:19,549 - mmaction - INFO - Epoch [133][940/940] lr: 4.000e-04, eta: 6:27:58, time: 1.414, data_time: 0.003, memory: 6929, loss_aux: 0.9549, top1_acc: 0.6926, top5_acc: 0.8555, loss_cls: 1.3197, loss: 2.2746, grad_norm: 5.6958 2020-09-25 18:05:20,071 - mmaction - INFO - Saving checkpoint at 133 epochs 2020-09-25 18:05:56,807 - mmaction - INFO - Epoch [134][20/940] lr: 4.000e-04, eta: 6:27:30, time: 1.627, data_time: 0.321, memory: 6929, loss_aux: 0.9616, top1_acc: 0.6922, top5_acc: 0.8574, loss_cls: 1.3062, loss: 2.2678, grad_norm: 5.6654 2020-09-25 18:06:24,832 - mmaction - INFO - Epoch [134][40/940] lr: 4.000e-04, eta: 6:27:00, time: 1.403, data_time: 0.003, memory: 6929, loss_aux: 0.9350, top1_acc: 0.6982, top5_acc: 0.8643, loss_cls: 1.2489, loss: 2.1839, grad_norm: 5.6399 2020-09-25 18:06:54,053 - mmaction - INFO - Epoch [134][60/940] lr: 4.000e-04, eta: 6:26:31, time: 1.461, data_time: 0.001, memory: 6929, loss_aux: 0.9433, top1_acc: 0.6990, top5_acc: 0.8607, loss_cls: 1.2694, loss: 2.2127, grad_norm: 5.5738 2020-09-25 18:07:22,601 - mmaction - INFO - Epoch [134][80/940] lr: 4.000e-04, eta: 6:26:02, time: 1.427, data_time: 0.001, memory: 6929, loss_aux: 0.9636, top1_acc: 0.6887, top5_acc: 0.8586, loss_cls: 1.3097, loss: 2.2733, grad_norm: 5.7623 2020-09-25 18:07:52,490 - mmaction - INFO - Epoch [134][100/940] lr: 4.000e-04, eta: 6:25:33, time: 1.493, data_time: 0.002, memory: 6929, loss_aux: 0.9233, top1_acc: 0.7000, top5_acc: 0.8684, loss_cls: 1.2632, loss: 2.1865, grad_norm: 5.6802 2020-09-25 18:08:20,556 - mmaction - INFO - Epoch [134][120/940] lr: 4.000e-04, eta: 6:25:04, time: 1.405, data_time: 0.003, memory: 6929, loss_aux: 0.9461, top1_acc: 0.6914, top5_acc: 0.8611, loss_cls: 1.2835, loss: 2.2296, grad_norm: 5.6733 2020-09-25 18:08:50,109 - mmaction - INFO - Epoch [134][140/940] lr: 4.000e-04, eta: 6:24:35, time: 1.477, data_time: 0.002, memory: 6929, loss_aux: 0.9385, top1_acc: 0.7008, top5_acc: 0.8598, loss_cls: 1.2740, loss: 2.2125, grad_norm: 5.6097 2020-09-25 18:09:18,889 - mmaction - INFO - Epoch [134][160/940] lr: 4.000e-04, eta: 6:24:05, time: 1.440, data_time: 0.003, memory: 6929, loss_aux: 0.9362, top1_acc: 0.6971, top5_acc: 0.8717, loss_cls: 1.2556, loss: 2.1918, grad_norm: 5.6607 2020-09-25 18:09:48,168 - mmaction - INFO - Epoch [134][180/940] lr: 4.000e-04, eta: 6:23:36, time: 1.463, data_time: 0.002, memory: 6929, loss_aux: 0.9422, top1_acc: 0.6875, top5_acc: 0.8625, loss_cls: 1.2744, loss: 2.2166, grad_norm: 5.6901 2020-09-25 18:10:16,728 - mmaction - INFO - Epoch [134][200/940] lr: 4.000e-04, eta: 6:23:07, time: 1.429, data_time: 0.002, memory: 6929, loss_aux: 0.9419, top1_acc: 0.6955, top5_acc: 0.8619, loss_cls: 1.2798, loss: 2.2217, grad_norm: 5.5990 2020-09-25 18:10:46,345 - mmaction - INFO - Epoch [134][220/940] lr: 4.000e-04, eta: 6:22:38, time: 1.478, data_time: 0.001, memory: 6929, loss_aux: 0.9347, top1_acc: 0.6902, top5_acc: 0.8701, loss_cls: 1.2661, loss: 2.2008, grad_norm: 5.6523 2020-09-25 18:11:15,134 - mmaction - INFO - Epoch [134][240/940] lr: 4.000e-04, eta: 6:22:09, time: 1.442, data_time: 0.004, memory: 6929, loss_aux: 0.9663, top1_acc: 0.6873, top5_acc: 0.8578, loss_cls: 1.3118, loss: 2.2782, grad_norm: 5.6401 2020-09-25 18:11:44,129 - mmaction - INFO - Epoch [134][260/940] lr: 4.000e-04, eta: 6:21:40, time: 1.449, data_time: 0.001, memory: 6929, loss_aux: 0.9531, top1_acc: 0.6920, top5_acc: 0.8564, loss_cls: 1.2919, loss: 2.2450, grad_norm: 5.6921 2020-09-25 18:12:13,355 - mmaction - INFO - Epoch [134][280/940] lr: 4.000e-04, eta: 6:21:11, time: 1.462, data_time: 0.002, memory: 6929, loss_aux: 0.9241, top1_acc: 0.7029, top5_acc: 0.8736, loss_cls: 1.2269, loss: 2.1510, grad_norm: 5.5112 2020-09-25 18:12:42,486 - mmaction - INFO - Epoch [134][300/940] lr: 4.000e-04, eta: 6:20:41, time: 1.456, data_time: 0.002, memory: 6929, loss_aux: 0.9521, top1_acc: 0.6896, top5_acc: 0.8623, loss_cls: 1.2977, loss: 2.2499, grad_norm: 5.6810 2020-09-25 18:13:11,770 - mmaction - INFO - Epoch [134][320/940] lr: 4.000e-04, eta: 6:20:12, time: 1.464, data_time: 0.003, memory: 6929, loss_aux: 0.9381, top1_acc: 0.6963, top5_acc: 0.8617, loss_cls: 1.2866, loss: 2.2247, grad_norm: 5.6676 2020-09-25 18:13:40,645 - mmaction - INFO - Epoch [134][340/940] lr: 4.000e-04, eta: 6:19:43, time: 1.443, data_time: 0.001, memory: 6929, loss_aux: 0.9232, top1_acc: 0.6951, top5_acc: 0.8715, loss_cls: 1.2397, loss: 2.1630, grad_norm: 5.5678 2020-09-25 18:14:09,347 - mmaction - INFO - Epoch [134][360/940] lr: 4.000e-04, eta: 6:19:14, time: 1.434, data_time: 0.001, memory: 6929, loss_aux: 0.9332, top1_acc: 0.6941, top5_acc: 0.8656, loss_cls: 1.2660, loss: 2.1992, grad_norm: 5.5971 2020-09-25 18:14:39,225 - mmaction - INFO - Epoch [134][380/940] lr: 4.000e-04, eta: 6:18:45, time: 1.495, data_time: 0.003, memory: 6929, loss_aux: 0.9165, top1_acc: 0.7010, top5_acc: 0.8707, loss_cls: 1.2360, loss: 2.1525, grad_norm: 5.6558 2020-09-25 18:15:07,601 - mmaction - INFO - Epoch [134][400/940] lr: 4.000e-04, eta: 6:18:16, time: 1.418, data_time: 0.001, memory: 6929, loss_aux: 0.9531, top1_acc: 0.6908, top5_acc: 0.8621, loss_cls: 1.2762, loss: 2.2293, grad_norm: 5.6774 2020-09-25 18:15:37,339 - mmaction - INFO - Epoch [134][420/940] lr: 4.000e-04, eta: 6:17:47, time: 1.488, data_time: 0.002, memory: 6929, loss_aux: 0.9410, top1_acc: 0.6914, top5_acc: 0.8562, loss_cls: 1.2990, loss: 2.2400, grad_norm: 5.6923 2020-09-25 18:16:06,149 - mmaction - INFO - Epoch [134][440/940] lr: 4.000e-04, eta: 6:17:17, time: 1.439, data_time: 0.001, memory: 6929, loss_aux: 0.9374, top1_acc: 0.6977, top5_acc: 0.8617, loss_cls: 1.2738, loss: 2.2112, grad_norm: 5.6229 2020-09-25 18:16:36,497 - mmaction - INFO - Epoch [134][460/940] lr: 4.000e-04, eta: 6:16:48, time: 1.518, data_time: 0.003, memory: 6929, loss_aux: 0.9535, top1_acc: 0.6951, top5_acc: 0.8623, loss_cls: 1.2892, loss: 2.2426, grad_norm: 5.6202 2020-09-25 18:17:05,250 - mmaction - INFO - Epoch [134][480/940] lr: 4.000e-04, eta: 6:16:19, time: 1.438, data_time: 0.002, memory: 6929, loss_aux: 0.9493, top1_acc: 0.6967, top5_acc: 0.8572, loss_cls: 1.2941, loss: 2.2434, grad_norm: 5.6369 2020-09-25 18:17:34,471 - mmaction - INFO - Epoch [134][500/940] lr: 4.000e-04, eta: 6:15:50, time: 1.460, data_time: 0.002, memory: 6929, loss_aux: 0.9423, top1_acc: 0.6932, top5_acc: 0.8639, loss_cls: 1.2639, loss: 2.2062, grad_norm: 5.6632 2020-09-25 18:18:05,340 - mmaction - INFO - Epoch [134][520/940] lr: 4.000e-04, eta: 6:15:21, time: 1.544, data_time: 0.002, memory: 6929, loss_aux: 0.9587, top1_acc: 0.6896, top5_acc: 0.8623, loss_cls: 1.2885, loss: 2.2471, grad_norm: 5.7429 2020-09-25 18:18:33,841 - mmaction - INFO - Epoch [134][540/940] lr: 4.000e-04, eta: 6:14:52, time: 1.425, data_time: 0.002, memory: 6929, loss_aux: 0.9381, top1_acc: 0.7037, top5_acc: 0.8646, loss_cls: 1.2532, loss: 2.1913, grad_norm: 5.6886 2020-09-25 18:19:03,283 - mmaction - INFO - Epoch [134][560/940] lr: 4.000e-04, eta: 6:14:23, time: 1.472, data_time: 0.002, memory: 6929, loss_aux: 0.9316, top1_acc: 0.7049, top5_acc: 0.8676, loss_cls: 1.2336, loss: 2.1652, grad_norm: 5.6336 2020-09-25 18:19:32,045 - mmaction - INFO - Epoch [134][580/940] lr: 4.000e-04, eta: 6:13:54, time: 1.438, data_time: 0.003, memory: 6929, loss_aux: 0.9537, top1_acc: 0.6937, top5_acc: 0.8643, loss_cls: 1.2672, loss: 2.2209, grad_norm: 5.7004 2020-09-25 18:20:00,619 - mmaction - INFO - Epoch [134][600/940] lr: 4.000e-04, eta: 6:13:24, time: 1.429, data_time: 0.003, memory: 6929, loss_aux: 0.9254, top1_acc: 0.7002, top5_acc: 0.8740, loss_cls: 1.2448, loss: 2.1702, grad_norm: 5.5915 2020-09-25 18:20:29,455 - mmaction - INFO - Epoch [134][620/940] lr: 4.000e-04, eta: 6:12:55, time: 1.441, data_time: 0.002, memory: 6929, loss_aux: 0.9652, top1_acc: 0.6914, top5_acc: 0.8564, loss_cls: 1.3252, loss: 2.2904, grad_norm: 5.7011 2020-09-25 18:20:58,950 - mmaction - INFO - Epoch [134][640/940] lr: 4.000e-04, eta: 6:12:26, time: 1.475, data_time: 0.002, memory: 6929, loss_aux: 0.9591, top1_acc: 0.6820, top5_acc: 0.8650, loss_cls: 1.2907, loss: 2.2498, grad_norm: 5.6624 2020-09-25 18:21:29,133 - mmaction - INFO - Epoch [134][660/940] lr: 4.000e-04, eta: 6:11:57, time: 1.510, data_time: 0.002, memory: 6929, loss_aux: 0.9352, top1_acc: 0.6947, top5_acc: 0.8594, loss_cls: 1.2689, loss: 2.2042, grad_norm: 5.6996 2020-09-25 18:21:57,984 - mmaction - INFO - Epoch [134][680/940] lr: 4.000e-04, eta: 6:11:28, time: 1.443, data_time: 0.002, memory: 6929, loss_aux: 0.9493, top1_acc: 0.6875, top5_acc: 0.8568, loss_cls: 1.3049, loss: 2.2541, grad_norm: 5.7615 2020-09-25 18:22:27,361 - mmaction - INFO - Epoch [134][700/940] lr: 4.000e-04, eta: 6:10:59, time: 1.468, data_time: 0.002, memory: 6929, loss_aux: 0.9727, top1_acc: 0.6949, top5_acc: 0.8566, loss_cls: 1.3145, loss: 2.2872, grad_norm: 5.7490 2020-09-25 18:22:56,120 - mmaction - INFO - Epoch [134][720/940] lr: 4.000e-04, eta: 6:10:30, time: 1.438, data_time: 0.002, memory: 6929, loss_aux: 0.9295, top1_acc: 0.7045, top5_acc: 0.8631, loss_cls: 1.2544, loss: 2.1839, grad_norm: 5.6579 2020-09-25 18:23:25,602 - mmaction - INFO - Epoch [134][740/940] lr: 4.000e-04, eta: 6:10:01, time: 1.474, data_time: 0.002, memory: 6929, loss_aux: 0.9510, top1_acc: 0.6895, top5_acc: 0.8613, loss_cls: 1.3068, loss: 2.2578, grad_norm: 5.7161 2020-09-25 18:23:54,707 - mmaction - INFO - Epoch [134][760/940] lr: 4.000e-04, eta: 6:09:32, time: 1.455, data_time: 0.002, memory: 6929, loss_aux: 0.9467, top1_acc: 0.6980, top5_acc: 0.8688, loss_cls: 1.2593, loss: 2.2061, grad_norm: 5.6909 2020-09-25 18:24:23,989 - mmaction - INFO - Epoch [134][780/940] lr: 4.000e-04, eta: 6:09:02, time: 1.465, data_time: 0.002, memory: 6929, loss_aux: 0.9630, top1_acc: 0.6930, top5_acc: 0.8572, loss_cls: 1.3145, loss: 2.2775, grad_norm: 5.8372 2020-09-25 18:24:52,967 - mmaction - INFO - Epoch [134][800/940] lr: 4.000e-04, eta: 6:08:33, time: 1.450, data_time: 0.002, memory: 6929, loss_aux: 0.9351, top1_acc: 0.7086, top5_acc: 0.8691, loss_cls: 1.2457, loss: 2.1808, grad_norm: 5.6366 2020-09-25 18:25:22,124 - mmaction - INFO - Epoch [134][820/940] lr: 4.000e-04, eta: 6:08:04, time: 1.457, data_time: 0.001, memory: 6929, loss_aux: 0.9226, top1_acc: 0.6930, top5_acc: 0.8695, loss_cls: 1.2644, loss: 2.1870, grad_norm: 5.6891 2020-09-25 18:25:51,884 - mmaction - INFO - Epoch [134][840/940] lr: 4.000e-04, eta: 6:07:35, time: 1.488, data_time: 0.001, memory: 6929, loss_aux: 0.9238, top1_acc: 0.7045, top5_acc: 0.8734, loss_cls: 1.2394, loss: 2.1632, grad_norm: 5.6244 2020-09-25 18:26:20,673 - mmaction - INFO - Epoch [134][860/940] lr: 4.000e-04, eta: 6:07:06, time: 1.440, data_time: 0.002, memory: 6929, loss_aux: 0.9495, top1_acc: 0.6963, top5_acc: 0.8629, loss_cls: 1.2844, loss: 2.2339, grad_norm: 5.5356 2020-09-25 18:26:50,734 - mmaction - INFO - Epoch [134][880/940] lr: 4.000e-04, eta: 6:06:37, time: 1.502, data_time: 0.001, memory: 6929, loss_aux: 0.9539, top1_acc: 0.6834, top5_acc: 0.8582, loss_cls: 1.3227, loss: 2.2765, grad_norm: 5.6929 2020-09-25 18:27:19,397 - mmaction - INFO - Epoch [134][900/940] lr: 4.000e-04, eta: 6:06:08, time: 1.434, data_time: 0.003, memory: 6929, loss_aux: 0.9365, top1_acc: 0.6955, top5_acc: 0.8607, loss_cls: 1.2698, loss: 2.2063, grad_norm: 5.5994 2020-09-25 18:27:48,280 - mmaction - INFO - Epoch [134][920/940] lr: 4.000e-04, eta: 6:05:39, time: 1.443, data_time: 0.001, memory: 6929, loss_aux: 0.9353, top1_acc: 0.6986, top5_acc: 0.8639, loss_cls: 1.2589, loss: 2.1942, grad_norm: 5.5639 2020-09-25 18:28:16,570 - mmaction - INFO - Epoch [134][940/940] lr: 4.000e-04, eta: 6:05:09, time: 1.416, data_time: 0.003, memory: 6929, loss_aux: 0.9427, top1_acc: 0.6956, top5_acc: 0.8665, loss_cls: 1.2846, loss: 2.2273, grad_norm: 5.7043 2020-09-25 18:28:16,992 - mmaction - INFO - Saving checkpoint at 134 epochs 2020-09-25 18:28:52,155 - mmaction - INFO - Epoch [135][20/940] lr: 4.000e-04, eta: 6:04:40, time: 1.493, data_time: 0.199, memory: 6929, loss_aux: 0.9589, top1_acc: 0.6854, top5_acc: 0.8576, loss_cls: 1.3008, loss: 2.2597, grad_norm: 5.7190 2020-09-25 18:29:19,737 - mmaction - INFO - Epoch [135][40/940] lr: 4.000e-04, eta: 6:04:11, time: 1.379, data_time: 0.002, memory: 6929, loss_aux: 0.9360, top1_acc: 0.7025, top5_acc: 0.8686, loss_cls: 1.2477, loss: 2.1837, grad_norm: 5.5701 2020-09-25 18:29:50,206 - mmaction - INFO - Epoch [135][60/940] lr: 4.000e-04, eta: 6:03:42, time: 1.522, data_time: 0.002, memory: 6929, loss_aux: 0.9492, top1_acc: 0.6902, top5_acc: 0.8664, loss_cls: 1.2788, loss: 2.2279, grad_norm: 5.7412 2020-09-25 18:30:18,898 - mmaction - INFO - Epoch [135][80/940] lr: 4.000e-04, eta: 6:03:13, time: 1.436, data_time: 0.004, memory: 6929, loss_aux: 0.9438, top1_acc: 0.6990, top5_acc: 0.8619, loss_cls: 1.2681, loss: 2.2118, grad_norm: 5.6011 2020-09-25 18:30:48,774 - mmaction - INFO - Epoch [135][100/940] lr: 4.000e-04, eta: 6:02:44, time: 1.492, data_time: 0.002, memory: 6929, loss_aux: 0.9430, top1_acc: 0.6975, top5_acc: 0.8648, loss_cls: 1.2539, loss: 2.1969, grad_norm: 5.5564 2020-09-25 18:31:17,733 - mmaction - INFO - Epoch [135][120/940] lr: 4.000e-04, eta: 6:02:15, time: 1.449, data_time: 0.003, memory: 6929, loss_aux: 0.9503, top1_acc: 0.6920, top5_acc: 0.8611, loss_cls: 1.2788, loss: 2.2291, grad_norm: 5.6339 2020-09-25 18:31:47,719 - mmaction - INFO - Epoch [135][140/940] lr: 4.000e-04, eta: 6:01:45, time: 1.499, data_time: 0.002, memory: 6929, loss_aux: 0.9520, top1_acc: 0.6854, top5_acc: 0.8605, loss_cls: 1.3051, loss: 2.2571, grad_norm: 5.7067 2020-09-25 18:32:16,856 - mmaction - INFO - Epoch [135][160/940] lr: 4.000e-04, eta: 6:01:16, time: 1.456, data_time: 0.002, memory: 6929, loss_aux: 0.9414, top1_acc: 0.7023, top5_acc: 0.8643, loss_cls: 1.2660, loss: 2.2074, grad_norm: 5.6612 2020-09-25 18:32:47,089 - mmaction - INFO - Epoch [135][180/940] lr: 4.000e-04, eta: 6:00:47, time: 1.513, data_time: 0.003, memory: 6929, loss_aux: 0.9254, top1_acc: 0.7010, top5_acc: 0.8660, loss_cls: 1.2607, loss: 2.1861, grad_norm: 5.6688 2020-09-25 18:33:15,831 - mmaction - INFO - Epoch [135][200/940] lr: 4.000e-04, eta: 6:00:18, time: 1.436, data_time: 0.001, memory: 6929, loss_aux: 0.9637, top1_acc: 0.6869, top5_acc: 0.8602, loss_cls: 1.3026, loss: 2.2663, grad_norm: 5.7554 2020-09-25 18:33:45,451 - mmaction - INFO - Epoch [135][220/940] lr: 4.000e-04, eta: 5:59:49, time: 1.483, data_time: 0.003, memory: 6929, loss_aux: 0.9274, top1_acc: 0.6980, top5_acc: 0.8658, loss_cls: 1.2481, loss: 2.1755, grad_norm: 5.6312 2020-09-25 18:34:15,830 - mmaction - INFO - Epoch [135][240/940] lr: 4.000e-04, eta: 5:59:20, time: 1.518, data_time: 0.001, memory: 6929, loss_aux: 0.9116, top1_acc: 0.7055, top5_acc: 0.8689, loss_cls: 1.2206, loss: 2.1322, grad_norm: 5.6270 2020-09-25 18:34:44,496 - mmaction - INFO - Epoch [135][260/940] lr: 4.000e-04, eta: 5:58:51, time: 1.433, data_time: 0.002, memory: 6929, loss_aux: 0.9350, top1_acc: 0.6922, top5_acc: 0.8646, loss_cls: 1.2845, loss: 2.2195, grad_norm: 5.6484 2020-09-25 18:35:14,203 - mmaction - INFO - Epoch [135][280/940] lr: 4.000e-04, eta: 5:58:22, time: 1.484, data_time: 0.002, memory: 6929, loss_aux: 0.9452, top1_acc: 0.6965, top5_acc: 0.8656, loss_cls: 1.2737, loss: 2.2190, grad_norm: 5.6792 2020-09-25 18:35:43,870 - mmaction - INFO - Epoch [135][300/940] lr: 4.000e-04, eta: 5:57:53, time: 1.484, data_time: 0.003, memory: 6929, loss_aux: 0.9265, top1_acc: 0.6955, top5_acc: 0.8719, loss_cls: 1.2551, loss: 2.1816, grad_norm: 5.6662 2020-09-25 18:36:12,697 - mmaction - INFO - Epoch [135][320/940] lr: 4.000e-04, eta: 5:57:24, time: 1.441, data_time: 0.002, memory: 6929, loss_aux: 0.9542, top1_acc: 0.6936, top5_acc: 0.8652, loss_cls: 1.2927, loss: 2.2469, grad_norm: 5.8353 2020-09-25 18:36:41,532 - mmaction - INFO - Epoch [135][340/940] lr: 4.000e-04, eta: 5:56:54, time: 1.442, data_time: 0.002, memory: 6929, loss_aux: 0.9305, top1_acc: 0.6920, top5_acc: 0.8660, loss_cls: 1.2741, loss: 2.2046, grad_norm: 5.6630 2020-09-25 18:37:10,874 - mmaction - INFO - Epoch [135][360/940] lr: 4.000e-04, eta: 5:56:25, time: 1.466, data_time: 0.001, memory: 6929, loss_aux: 0.9522, top1_acc: 0.6826, top5_acc: 0.8508, loss_cls: 1.3184, loss: 2.2706, grad_norm: 5.7569 2020-09-25 18:37:40,222 - mmaction - INFO - Epoch [135][380/940] lr: 4.000e-04, eta: 5:55:56, time: 1.468, data_time: 0.003, memory: 6929, loss_aux: 0.9448, top1_acc: 0.6945, top5_acc: 0.8629, loss_cls: 1.2877, loss: 2.2325, grad_norm: 5.7194 2020-09-25 18:38:09,737 - mmaction - INFO - Epoch [135][400/940] lr: 4.000e-04, eta: 5:55:27, time: 1.475, data_time: 0.002, memory: 6929, loss_aux: 0.9486, top1_acc: 0.6937, top5_acc: 0.8617, loss_cls: 1.2773, loss: 2.2259, grad_norm: 5.6771 2020-09-25 18:38:38,876 - mmaction - INFO - Epoch [135][420/940] lr: 4.000e-04, eta: 5:54:58, time: 1.458, data_time: 0.003, memory: 6929, loss_aux: 0.9277, top1_acc: 0.6949, top5_acc: 0.8623, loss_cls: 1.2670, loss: 2.1947, grad_norm: 5.6572 2020-09-25 18:39:08,518 - mmaction - INFO - Epoch [135][440/940] lr: 4.000e-04, eta: 5:54:29, time: 1.480, data_time: 0.001, memory: 6929, loss_aux: 0.9428, top1_acc: 0.6953, top5_acc: 0.8684, loss_cls: 1.2563, loss: 2.1991, grad_norm: 5.7437 2020-09-25 18:39:37,650 - mmaction - INFO - Epoch [135][460/940] lr: 4.000e-04, eta: 5:54:00, time: 1.457, data_time: 0.004, memory: 6929, loss_aux: 0.9306, top1_acc: 0.6977, top5_acc: 0.8629, loss_cls: 1.2585, loss: 2.1891, grad_norm: 5.6407 2020-09-25 18:40:07,870 - mmaction - INFO - Epoch [135][480/940] lr: 4.000e-04, eta: 5:53:31, time: 1.512, data_time: 0.003, memory: 6929, loss_aux: 0.9297, top1_acc: 0.6957, top5_acc: 0.8691, loss_cls: 1.2422, loss: 2.1720, grad_norm: 5.5997 2020-09-25 18:40:36,995 - mmaction - INFO - Epoch [135][500/940] lr: 4.000e-04, eta: 5:53:02, time: 1.456, data_time: 0.002, memory: 6929, loss_aux: 0.9446, top1_acc: 0.6971, top5_acc: 0.8660, loss_cls: 1.2775, loss: 2.2221, grad_norm: 5.7411 2020-09-25 18:41:06,358 - mmaction - INFO - Epoch [135][520/940] lr: 4.000e-04, eta: 5:52:33, time: 1.469, data_time: 0.002, memory: 6929, loss_aux: 0.9497, top1_acc: 0.6998, top5_acc: 0.8680, loss_cls: 1.2567, loss: 2.2064, grad_norm: 5.6217 2020-09-25 18:41:35,138 - mmaction - INFO - Epoch [135][540/940] lr: 4.000e-04, eta: 5:52:03, time: 1.437, data_time: 0.001, memory: 6929, loss_aux: 0.9246, top1_acc: 0.7043, top5_acc: 0.8633, loss_cls: 1.2373, loss: 2.1620, grad_norm: 5.6349 2020-09-25 18:42:04,320 - mmaction - INFO - Epoch [135][560/940] lr: 4.000e-04, eta: 5:51:34, time: 1.461, data_time: 0.003, memory: 6929, loss_aux: 0.9390, top1_acc: 0.7043, top5_acc: 0.8688, loss_cls: 1.2441, loss: 2.1831, grad_norm: 5.6963 2020-09-25 18:42:32,827 - mmaction - INFO - Epoch [135][580/940] lr: 4.000e-04, eta: 5:51:05, time: 1.425, data_time: 0.002, memory: 6929, loss_aux: 0.9308, top1_acc: 0.7072, top5_acc: 0.8631, loss_cls: 1.2566, loss: 2.1873, grad_norm: 5.6728 2020-09-25 18:43:03,157 - mmaction - INFO - Epoch [135][600/940] lr: 4.000e-04, eta: 5:50:36, time: 1.516, data_time: 0.002, memory: 6929, loss_aux: 0.9632, top1_acc: 0.6930, top5_acc: 0.8633, loss_cls: 1.2745, loss: 2.2377, grad_norm: 5.6679 2020-09-25 18:43:32,521 - mmaction - INFO - Epoch [135][620/940] lr: 4.000e-04, eta: 5:50:07, time: 1.468, data_time: 0.002, memory: 6929, loss_aux: 0.9411, top1_acc: 0.6908, top5_acc: 0.8596, loss_cls: 1.2787, loss: 2.2198, grad_norm: 5.7472 2020-09-25 18:44:01,269 - mmaction - INFO - Epoch [135][640/940] lr: 4.000e-04, eta: 5:49:38, time: 1.438, data_time: 0.003, memory: 6929, loss_aux: 0.9461, top1_acc: 0.6893, top5_acc: 0.8562, loss_cls: 1.3056, loss: 2.2518, grad_norm: 5.7394 2020-09-25 18:44:30,345 - mmaction - INFO - Epoch [135][660/940] lr: 4.000e-04, eta: 5:49:09, time: 1.453, data_time: 0.001, memory: 6929, loss_aux: 0.9544, top1_acc: 0.6906, top5_acc: 0.8643, loss_cls: 1.2948, loss: 2.2493, grad_norm: 5.7733 2020-09-25 18:45:00,166 - mmaction - INFO - Epoch [135][680/940] lr: 4.000e-04, eta: 5:48:39, time: 1.492, data_time: 0.003, memory: 6929, loss_aux: 0.9294, top1_acc: 0.7004, top5_acc: 0.8678, loss_cls: 1.2469, loss: 2.1763, grad_norm: 5.5651 2020-09-25 18:45:28,983 - mmaction - INFO - Epoch [135][700/940] lr: 4.000e-04, eta: 5:48:10, time: 1.441, data_time: 0.002, memory: 6929, loss_aux: 0.9464, top1_acc: 0.6992, top5_acc: 0.8611, loss_cls: 1.2974, loss: 2.2437, grad_norm: 5.7289 2020-09-25 18:45:58,225 - mmaction - INFO - Epoch [135][720/940] lr: 4.000e-04, eta: 5:47:41, time: 1.460, data_time: 0.002, memory: 6929, loss_aux: 0.9259, top1_acc: 0.6945, top5_acc: 0.8691, loss_cls: 1.2541, loss: 2.1800, grad_norm: 5.6323 2020-09-25 18:46:27,721 - mmaction - INFO - Epoch [135][740/940] lr: 4.000e-04, eta: 5:47:12, time: 1.476, data_time: 0.004, memory: 6929, loss_aux: 0.9466, top1_acc: 0.6922, top5_acc: 0.8666, loss_cls: 1.2839, loss: 2.2305, grad_norm: 5.7120 2020-09-25 18:46:56,874 - mmaction - INFO - Epoch [135][760/940] lr: 4.000e-04, eta: 5:46:43, time: 1.458, data_time: 0.002, memory: 6929, loss_aux: 0.9229, top1_acc: 0.7029, top5_acc: 0.8662, loss_cls: 1.2421, loss: 2.1650, grad_norm: 5.6034 2020-09-25 18:47:26,218 - mmaction - INFO - Epoch [135][780/940] lr: 4.000e-04, eta: 5:46:14, time: 1.467, data_time: 0.003, memory: 6929, loss_aux: 0.9507, top1_acc: 0.7000, top5_acc: 0.8670, loss_cls: 1.2399, loss: 2.1906, grad_norm: 5.6350 2020-09-25 18:47:55,294 - mmaction - INFO - Epoch [135][800/940] lr: 4.000e-04, eta: 5:45:45, time: 1.454, data_time: 0.002, memory: 6929, loss_aux: 0.9446, top1_acc: 0.7021, top5_acc: 0.8629, loss_cls: 1.2644, loss: 2.2090, grad_norm: 5.6976 2020-09-25 18:48:24,913 - mmaction - INFO - Epoch [135][820/940] lr: 4.000e-04, eta: 5:45:16, time: 1.481, data_time: 0.002, memory: 6929, loss_aux: 0.9435, top1_acc: 0.6934, top5_acc: 0.8615, loss_cls: 1.2764, loss: 2.2200, grad_norm: 5.6646 2020-09-25 18:48:53,683 - mmaction - INFO - Epoch [135][840/940] lr: 4.000e-04, eta: 5:44:46, time: 1.438, data_time: 0.002, memory: 6929, loss_aux: 0.9509, top1_acc: 0.6916, top5_acc: 0.8600, loss_cls: 1.3014, loss: 2.2523, grad_norm: 5.6669 2020-09-25 18:49:23,434 - mmaction - INFO - Epoch [135][860/940] lr: 4.000e-04, eta: 5:44:17, time: 1.488, data_time: 0.002, memory: 6929, loss_aux: 0.9386, top1_acc: 0.6947, top5_acc: 0.8646, loss_cls: 1.2927, loss: 2.2313, grad_norm: 5.8221 2020-09-25 18:49:52,590 - mmaction - INFO - Epoch [135][880/940] lr: 4.000e-04, eta: 5:43:48, time: 1.457, data_time: 0.001, memory: 6929, loss_aux: 0.9431, top1_acc: 0.6965, top5_acc: 0.8648, loss_cls: 1.2614, loss: 2.2045, grad_norm: 5.6865 2020-09-25 18:50:21,356 - mmaction - INFO - Epoch [135][900/940] lr: 4.000e-04, eta: 5:43:19, time: 1.439, data_time: 0.003, memory: 6929, loss_aux: 0.9232, top1_acc: 0.6996, top5_acc: 0.8650, loss_cls: 1.2555, loss: 2.1786, grad_norm: 5.5898 2020-09-25 18:50:50,659 - mmaction - INFO - Epoch [135][920/940] lr: 4.000e-04, eta: 5:42:50, time: 1.462, data_time: 0.001, memory: 6929, loss_aux: 0.9454, top1_acc: 0.6947, top5_acc: 0.8635, loss_cls: 1.2735, loss: 2.2189, grad_norm: 5.6760 2020-09-25 18:51:18,731 - mmaction - INFO - Epoch [135][940/940] lr: 4.000e-04, eta: 5:42:21, time: 1.407, data_time: 0.005, memory: 6929, loss_aux: 0.9282, top1_acc: 0.7056, top5_acc: 0.8642, loss_cls: 1.2688, loss: 2.1970, grad_norm: 5.7058 2020-09-25 18:51:19,206 - mmaction - INFO - Saving checkpoint at 135 epochs 2020-09-25 18:51:53,471 - mmaction - INFO - Epoch [136][20/940] lr: 4.000e-04, eta: 5:41:52, time: 1.629, data_time: 0.274, memory: 6929, loss_aux: 0.9635, top1_acc: 0.6846, top5_acc: 0.8572, loss_cls: 1.3108, loss: 2.2743, grad_norm: 5.8437 2020-09-25 18:52:22,818 - mmaction - INFO - Epoch [136][40/940] lr: 4.000e-04, eta: 5:41:23, time: 1.468, data_time: 0.002, memory: 6929, loss_aux: 0.9678, top1_acc: 0.6869, top5_acc: 0.8576, loss_cls: 1.3243, loss: 2.2921, grad_norm: 5.7852 2020-09-25 18:52:52,540 - mmaction - INFO - Epoch [136][60/940] lr: 4.000e-04, eta: 5:40:54, time: 1.484, data_time: 0.001, memory: 6929, loss_aux: 0.9317, top1_acc: 0.7049, top5_acc: 0.8658, loss_cls: 1.2467, loss: 2.1784, grad_norm: 5.5776 2020-09-25 18:53:21,547 - mmaction - INFO - Epoch [136][80/940] lr: 4.000e-04, eta: 5:40:25, time: 1.451, data_time: 0.006, memory: 6929, loss_aux: 0.9363, top1_acc: 0.6934, top5_acc: 0.8627, loss_cls: 1.2693, loss: 2.2056, grad_norm: 5.7126 2020-09-25 18:53:50,320 - mmaction - INFO - Epoch [136][100/940] lr: 4.000e-04, eta: 5:39:55, time: 1.438, data_time: 0.002, memory: 6929, loss_aux: 0.9270, top1_acc: 0.6994, top5_acc: 0.8768, loss_cls: 1.2405, loss: 2.1676, grad_norm: 5.7435 2020-09-25 18:54:19,733 - mmaction - INFO - Epoch [136][120/940] lr: 4.000e-04, eta: 5:39:26, time: 1.472, data_time: 0.003, memory: 6929, loss_aux: 0.9307, top1_acc: 0.6982, top5_acc: 0.8607, loss_cls: 1.2683, loss: 2.1990, grad_norm: 5.5499 2020-09-25 18:54:49,111 - mmaction - INFO - Epoch [136][140/940] lr: 4.000e-04, eta: 5:38:57, time: 1.466, data_time: 0.002, memory: 6929, loss_aux: 0.9236, top1_acc: 0.7068, top5_acc: 0.8695, loss_cls: 1.2217, loss: 2.1452, grad_norm: 5.5449 2020-09-25 18:55:17,760 - mmaction - INFO - Epoch [136][160/940] lr: 4.000e-04, eta: 5:38:28, time: 1.430, data_time: 0.004, memory: 6929, loss_aux: 0.9604, top1_acc: 0.6855, top5_acc: 0.8609, loss_cls: 1.3168, loss: 2.2772, grad_norm: 5.7854 2020-09-25 18:55:46,668 - mmaction - INFO - Epoch [136][180/940] lr: 4.000e-04, eta: 5:37:59, time: 1.450, data_time: 0.006, memory: 6929, loss_aux: 0.9484, top1_acc: 0.6881, top5_acc: 0.8668, loss_cls: 1.2893, loss: 2.2377, grad_norm: 5.7978 2020-09-25 18:56:15,583 - mmaction - INFO - Epoch [136][200/940] lr: 4.000e-04, eta: 5:37:30, time: 1.444, data_time: 0.001, memory: 6929, loss_aux: 0.9260, top1_acc: 0.6980, top5_acc: 0.8666, loss_cls: 1.2597, loss: 2.1857, grad_norm: 5.7398 2020-09-25 18:56:44,819 - mmaction - INFO - Epoch [136][220/940] lr: 4.000e-04, eta: 5:37:01, time: 1.463, data_time: 0.003, memory: 6929, loss_aux: 0.9617, top1_acc: 0.6877, top5_acc: 0.8619, loss_cls: 1.3048, loss: 2.2666, grad_norm: 5.7404 2020-09-25 18:57:14,008 - mmaction - INFO - Epoch [136][240/940] lr: 4.000e-04, eta: 5:36:31, time: 1.459, data_time: 0.001, memory: 6929, loss_aux: 0.9381, top1_acc: 0.6953, top5_acc: 0.8619, loss_cls: 1.2696, loss: 2.2077, grad_norm: 5.6401 2020-09-25 18:57:44,031 - mmaction - INFO - Epoch [136][260/940] lr: 4.000e-04, eta: 5:36:02, time: 1.500, data_time: 0.002, memory: 6929, loss_aux: 0.9462, top1_acc: 0.6959, top5_acc: 0.8643, loss_cls: 1.2712, loss: 2.2174, grad_norm: 5.7403 2020-09-25 18:58:12,749 - mmaction - INFO - Epoch [136][280/940] lr: 4.000e-04, eta: 5:35:33, time: 1.436, data_time: 0.002, memory: 6929, loss_aux: 0.9441, top1_acc: 0.6867, top5_acc: 0.8643, loss_cls: 1.2740, loss: 2.2181, grad_norm: 5.6841 2020-09-25 18:58:41,692 - mmaction - INFO - Epoch [136][300/940] lr: 4.000e-04, eta: 5:35:04, time: 1.448, data_time: 0.003, memory: 6929, loss_aux: 0.9483, top1_acc: 0.6945, top5_acc: 0.8621, loss_cls: 1.2613, loss: 2.2096, grad_norm: 5.7532 2020-09-25 18:59:11,030 - mmaction - INFO - Epoch [136][320/940] lr: 4.000e-04, eta: 5:34:35, time: 1.465, data_time: 0.002, memory: 6929, loss_aux: 0.9167, top1_acc: 0.7072, top5_acc: 0.8613, loss_cls: 1.2442, loss: 2.1609, grad_norm: 5.5811 2020-09-25 18:59:39,303 - mmaction - INFO - Epoch [136][340/940] lr: 4.000e-04, eta: 5:34:06, time: 1.415, data_time: 0.003, memory: 6929, loss_aux: 0.9392, top1_acc: 0.7027, top5_acc: 0.8676, loss_cls: 1.2520, loss: 2.1912, grad_norm: 5.6726 2020-09-25 19:00:12,716 - mmaction - INFO - Epoch [136][360/940] lr: 4.000e-04, eta: 5:33:37, time: 1.658, data_time: 0.002, memory: 6929, loss_aux: 0.9260, top1_acc: 0.7008, top5_acc: 0.8727, loss_cls: 1.2199, loss: 2.1459, grad_norm: 5.6532 2020-09-25 19:00:39,921 - mmaction - INFO - Epoch [136][380/940] lr: 4.000e-04, eta: 5:33:08, time: 1.373, data_time: 0.022, memory: 6929, loss_aux: 0.9338, top1_acc: 0.6975, top5_acc: 0.8670, loss_cls: 1.2550, loss: 2.1888, grad_norm: 5.7258 2020-09-25 19:01:09,675 - mmaction - INFO - Epoch [136][400/940] lr: 4.000e-04, eta: 5:32:39, time: 1.486, data_time: 0.001, memory: 6929, loss_aux: 0.9301, top1_acc: 0.6982, top5_acc: 0.8633, loss_cls: 1.2714, loss: 2.2014, grad_norm: 5.5969 2020-09-25 19:01:38,081 - mmaction - INFO - Epoch [136][420/940] lr: 4.000e-04, eta: 5:32:09, time: 1.421, data_time: 0.003, memory: 6929, loss_aux: 0.9505, top1_acc: 0.6850, top5_acc: 0.8658, loss_cls: 1.3020, loss: 2.2525, grad_norm: 5.7822 2020-09-25 19:02:06,673 - mmaction - INFO - Epoch [136][440/940] lr: 4.000e-04, eta: 5:31:40, time: 1.430, data_time: 0.002, memory: 6929, loss_aux: 0.9452, top1_acc: 0.6867, top5_acc: 0.8549, loss_cls: 1.2955, loss: 2.2407, grad_norm: 5.7222 2020-09-25 19:02:36,689 - mmaction - INFO - Epoch [136][460/940] lr: 4.000e-04, eta: 5:31:11, time: 1.500, data_time: 0.005, memory: 6929, loss_aux: 0.9364, top1_acc: 0.6982, top5_acc: 0.8674, loss_cls: 1.2611, loss: 2.1975, grad_norm: 5.6166 2020-09-25 19:03:05,024 - mmaction - INFO - Epoch [136][480/940] lr: 4.000e-04, eta: 5:30:42, time: 1.418, data_time: 0.003, memory: 6929, loss_aux: 0.9350, top1_acc: 0.6939, top5_acc: 0.8592, loss_cls: 1.2870, loss: 2.2220, grad_norm: 5.7492 2020-09-25 19:03:33,802 - mmaction - INFO - Epoch [136][500/940] lr: 4.000e-04, eta: 5:30:13, time: 1.438, data_time: 0.001, memory: 6929, loss_aux: 0.9438, top1_acc: 0.6953, top5_acc: 0.8596, loss_cls: 1.2908, loss: 2.2346, grad_norm: 5.6654 2020-09-25 19:04:02,997 - mmaction - INFO - Epoch [136][520/940] lr: 4.000e-04, eta: 5:29:44, time: 1.460, data_time: 0.003, memory: 6929, loss_aux: 0.9483, top1_acc: 0.6826, top5_acc: 0.8598, loss_cls: 1.3052, loss: 2.2535, grad_norm: 5.7825 2020-09-25 19:04:31,458 - mmaction - INFO - Epoch [136][540/940] lr: 4.000e-04, eta: 5:29:14, time: 1.423, data_time: 0.002, memory: 6929, loss_aux: 0.9544, top1_acc: 0.6992, top5_acc: 0.8586, loss_cls: 1.2866, loss: 2.2410, grad_norm: 5.6884 2020-09-25 19:05:00,351 - mmaction - INFO - Epoch [136][560/940] lr: 4.000e-04, eta: 5:28:45, time: 1.445, data_time: 0.003, memory: 6929, loss_aux: 0.9464, top1_acc: 0.6861, top5_acc: 0.8580, loss_cls: 1.2907, loss: 2.2370, grad_norm: 5.7236 2020-09-25 19:05:30,095 - mmaction - INFO - Epoch [136][580/940] lr: 4.000e-04, eta: 5:28:16, time: 1.487, data_time: 0.002, memory: 6929, loss_aux: 0.9601, top1_acc: 0.6914, top5_acc: 0.8586, loss_cls: 1.3165, loss: 2.2766, grad_norm: 5.7795 2020-09-25 19:05:59,559 - mmaction - INFO - Epoch [136][600/940] lr: 4.000e-04, eta: 5:27:47, time: 1.474, data_time: 0.002, memory: 6929, loss_aux: 0.9187, top1_acc: 0.7082, top5_acc: 0.8764, loss_cls: 1.2173, loss: 2.1360, grad_norm: 5.6104 2020-09-25 19:06:28,711 - mmaction - INFO - Epoch [136][620/940] lr: 4.000e-04, eta: 5:27:18, time: 1.456, data_time: 0.001, memory: 6929, loss_aux: 0.9634, top1_acc: 0.6914, top5_acc: 0.8619, loss_cls: 1.2931, loss: 2.2565, grad_norm: 5.7436 2020-09-25 19:06:57,571 - mmaction - INFO - Epoch [136][640/940] lr: 4.000e-04, eta: 5:26:49, time: 1.443, data_time: 0.003, memory: 6929, loss_aux: 0.9141, top1_acc: 0.7064, top5_acc: 0.8723, loss_cls: 1.2322, loss: 2.1463, grad_norm: 5.5729 2020-09-25 19:07:26,061 - mmaction - INFO - Epoch [136][660/940] lr: 4.000e-04, eta: 5:26:20, time: 1.425, data_time: 0.002, memory: 6929, loss_aux: 0.9511, top1_acc: 0.7021, top5_acc: 0.8646, loss_cls: 1.2765, loss: 2.2276, grad_norm: 5.6680 2020-09-25 19:07:54,759 - mmaction - INFO - Epoch [136][680/940] lr: 4.000e-04, eta: 5:25:50, time: 1.433, data_time: 0.001, memory: 6929, loss_aux: 0.9271, top1_acc: 0.6953, top5_acc: 0.8566, loss_cls: 1.2754, loss: 2.2024, grad_norm: 5.6331 2020-09-25 19:08:23,430 - mmaction - INFO - Epoch [136][700/940] lr: 4.000e-04, eta: 5:25:21, time: 1.436, data_time: 0.004, memory: 6929, loss_aux: 0.9501, top1_acc: 0.6969, top5_acc: 0.8607, loss_cls: 1.2757, loss: 2.2259, grad_norm: 5.6837 2020-09-25 19:08:53,528 - mmaction - INFO - Epoch [136][720/940] lr: 4.000e-04, eta: 5:24:52, time: 1.504, data_time: 0.001, memory: 6929, loss_aux: 0.9314, top1_acc: 0.7014, top5_acc: 0.8717, loss_cls: 1.2439, loss: 2.1752, grad_norm: 5.7056 2020-09-25 19:09:21,687 - mmaction - INFO - Epoch [136][740/940] lr: 4.000e-04, eta: 5:24:23, time: 1.409, data_time: 0.002, memory: 6929, loss_aux: 0.9621, top1_acc: 0.6838, top5_acc: 0.8559, loss_cls: 1.3098, loss: 2.2719, grad_norm: 5.7594 2020-09-25 19:09:49,803 - mmaction - INFO - Epoch [136][760/940] lr: 4.000e-04, eta: 5:23:54, time: 1.405, data_time: 0.001, memory: 6929, loss_aux: 0.9526, top1_acc: 0.6967, top5_acc: 0.8676, loss_cls: 1.2658, loss: 2.2184, grad_norm: 5.7664 2020-09-25 19:10:18,727 - mmaction - INFO - Epoch [136][780/940] lr: 4.000e-04, eta: 5:23:25, time: 1.447, data_time: 0.002, memory: 6929, loss_aux: 0.9282, top1_acc: 0.6947, top5_acc: 0.8637, loss_cls: 1.2714, loss: 2.1996, grad_norm: 5.6280 2020-09-25 19:10:47,568 - mmaction - INFO - Epoch [136][800/940] lr: 4.000e-04, eta: 5:22:55, time: 1.442, data_time: 0.001, memory: 6929, loss_aux: 0.9338, top1_acc: 0.7033, top5_acc: 0.8631, loss_cls: 1.2476, loss: 2.1815, grad_norm: 5.6493 2020-09-25 19:11:17,692 - mmaction - INFO - Epoch [136][820/940] lr: 4.000e-04, eta: 5:22:26, time: 1.506, data_time: 0.002, memory: 6929, loss_aux: 0.9522, top1_acc: 0.6842, top5_acc: 0.8594, loss_cls: 1.3075, loss: 2.2597, grad_norm: 5.7827 2020-09-25 19:11:47,937 - mmaction - INFO - Epoch [136][840/940] lr: 4.000e-04, eta: 5:21:57, time: 1.512, data_time: 0.002, memory: 6929, loss_aux: 0.9315, top1_acc: 0.6947, top5_acc: 0.8670, loss_cls: 1.2636, loss: 2.1950, grad_norm: 5.7241 2020-09-25 19:12:16,013 - mmaction - INFO - Epoch [136][860/940] lr: 4.000e-04, eta: 5:21:28, time: 1.404, data_time: 0.003, memory: 6929, loss_aux: 0.9241, top1_acc: 0.7049, top5_acc: 0.8674, loss_cls: 1.2397, loss: 2.1637, grad_norm: 5.5705 2020-09-25 19:12:44,494 - mmaction - INFO - Epoch [136][880/940] lr: 4.000e-04, eta: 5:20:59, time: 1.425, data_time: 0.003, memory: 6929, loss_aux: 0.9534, top1_acc: 0.6896, top5_acc: 0.8605, loss_cls: 1.2990, loss: 2.2524, grad_norm: 5.6886 2020-09-25 19:13:13,615 - mmaction - INFO - Epoch [136][900/940] lr: 4.000e-04, eta: 5:20:30, time: 1.456, data_time: 0.001, memory: 6929, loss_aux: 0.9804, top1_acc: 0.6830, top5_acc: 0.8529, loss_cls: 1.3430, loss: 2.3234, grad_norm: 5.8427 2020-09-25 19:13:42,047 - mmaction - INFO - Epoch [136][920/940] lr: 4.000e-04, eta: 5:20:01, time: 1.422, data_time: 0.002, memory: 6929, loss_aux: 0.9275, top1_acc: 0.7031, top5_acc: 0.8650, loss_cls: 1.2465, loss: 2.1739, grad_norm: 5.6356 2020-09-25 19:14:11,141 - mmaction - INFO - Epoch [136][940/940] lr: 4.000e-04, eta: 5:19:31, time: 1.453, data_time: 0.002, memory: 6929, loss_aux: 0.9389, top1_acc: 0.6942, top5_acc: 0.8630, loss_cls: 1.2871, loss: 2.2260, grad_norm: 5.7055 2020-09-25 19:14:11,693 - mmaction - INFO - Saving checkpoint at 136 epochs 2020-09-25 19:14:47,964 - mmaction - INFO - Epoch [137][20/940] lr: 4.000e-04, eta: 5:19:03, time: 1.683, data_time: 0.446, memory: 6929, loss_aux: 0.9269, top1_acc: 0.7037, top5_acc: 0.8652, loss_cls: 1.2506, loss: 2.1775, grad_norm: 5.6380 2020-09-25 19:15:16,829 - mmaction - INFO - Epoch [137][40/940] lr: 4.000e-04, eta: 5:18:34, time: 1.441, data_time: 0.004, memory: 6929, loss_aux: 0.9407, top1_acc: 0.6941, top5_acc: 0.8656, loss_cls: 1.2572, loss: 2.1979, grad_norm: 5.6852 2020-09-25 19:15:45,702 - mmaction - INFO - Epoch [137][60/940] lr: 4.000e-04, eta: 5:18:04, time: 1.448, data_time: 0.006, memory: 6929, loss_aux: 0.9336, top1_acc: 0.6967, top5_acc: 0.8662, loss_cls: 1.2458, loss: 2.1794, grad_norm: 5.6878 2020-09-25 19:16:14,017 - mmaction - INFO - Epoch [137][80/940] lr: 4.000e-04, eta: 5:17:35, time: 1.416, data_time: 0.002, memory: 6929, loss_aux: 0.9244, top1_acc: 0.7045, top5_acc: 0.8715, loss_cls: 1.2440, loss: 2.1684, grad_norm: 5.6750 2020-09-25 19:16:42,556 - mmaction - INFO - Epoch [137][100/940] lr: 4.000e-04, eta: 5:17:06, time: 1.427, data_time: 0.002, memory: 6929, loss_aux: 0.9420, top1_acc: 0.6957, top5_acc: 0.8604, loss_cls: 1.2843, loss: 2.2262, grad_norm: 5.7610 2020-09-25 19:17:12,314 - mmaction - INFO - Epoch [137][120/940] lr: 4.000e-04, eta: 5:16:37, time: 1.487, data_time: 0.001, memory: 6929, loss_aux: 0.9544, top1_acc: 0.6881, top5_acc: 0.8605, loss_cls: 1.3162, loss: 2.2707, grad_norm: 5.8894 2020-09-25 19:17:41,280 - mmaction - INFO - Epoch [137][140/940] lr: 4.000e-04, eta: 5:16:08, time: 1.449, data_time: 0.002, memory: 6929, loss_aux: 0.9249, top1_acc: 0.6988, top5_acc: 0.8645, loss_cls: 1.2548, loss: 2.1796, grad_norm: 5.6105 2020-09-25 19:18:09,713 - mmaction - INFO - Epoch [137][160/940] lr: 4.000e-04, eta: 5:15:39, time: 1.421, data_time: 0.001, memory: 6929, loss_aux: 0.9430, top1_acc: 0.6994, top5_acc: 0.8684, loss_cls: 1.2552, loss: 2.1982, grad_norm: 5.6513 2020-09-25 19:18:38,726 - mmaction - INFO - Epoch [137][180/940] lr: 4.000e-04, eta: 5:15:09, time: 1.451, data_time: 0.003, memory: 6929, loss_aux: 0.9400, top1_acc: 0.6937, top5_acc: 0.8703, loss_cls: 1.2597, loss: 2.1997, grad_norm: 5.7641 2020-09-25 19:19:07,765 - mmaction - INFO - Epoch [137][200/940] lr: 4.000e-04, eta: 5:14:40, time: 1.449, data_time: 0.002, memory: 6929, loss_aux: 0.9403, top1_acc: 0.7061, top5_acc: 0.8672, loss_cls: 1.2401, loss: 2.1804, grad_norm: 5.6453 2020-09-25 19:19:36,761 - mmaction - INFO - Epoch [137][220/940] lr: 4.000e-04, eta: 5:14:11, time: 1.452, data_time: 0.004, memory: 6929, loss_aux: 0.9430, top1_acc: 0.7006, top5_acc: 0.8701, loss_cls: 1.2401, loss: 2.1831, grad_norm: 5.6481 2020-09-25 19:20:05,497 - mmaction - INFO - Epoch [137][240/940] lr: 4.000e-04, eta: 5:13:42, time: 1.434, data_time: 0.002, memory: 6929, loss_aux: 0.9583, top1_acc: 0.6861, top5_acc: 0.8551, loss_cls: 1.3157, loss: 2.2741, grad_norm: 5.8254 2020-09-25 19:20:34,425 - mmaction - INFO - Epoch [137][260/940] lr: 4.000e-04, eta: 5:13:13, time: 1.449, data_time: 0.005, memory: 6929, loss_aux: 0.9402, top1_acc: 0.7096, top5_acc: 0.8652, loss_cls: 1.2652, loss: 2.2054, grad_norm: 5.6483 2020-09-25 19:21:03,351 - mmaction - INFO - Epoch [137][280/940] lr: 4.000e-04, eta: 5:12:44, time: 1.447, data_time: 0.003, memory: 6929, loss_aux: 0.9554, top1_acc: 0.6916, top5_acc: 0.8590, loss_cls: 1.2747, loss: 2.2301, grad_norm: 5.7164 2020-09-25 19:21:32,085 - mmaction - INFO - Epoch [137][300/940] lr: 4.000e-04, eta: 5:12:14, time: 1.435, data_time: 0.002, memory: 6929, loss_aux: 0.9189, top1_acc: 0.7023, top5_acc: 0.8740, loss_cls: 1.2426, loss: 2.1615, grad_norm: 5.6802 2020-09-25 19:22:01,206 - mmaction - INFO - Epoch [137][320/940] lr: 4.000e-04, eta: 5:11:45, time: 1.453, data_time: 0.004, memory: 6929, loss_aux: 0.9578, top1_acc: 0.6896, top5_acc: 0.8584, loss_cls: 1.2970, loss: 2.2548, grad_norm: 5.7442 2020-09-25 19:22:31,467 - mmaction - INFO - Epoch [137][340/940] lr: 4.000e-04, eta: 5:11:16, time: 1.516, data_time: 0.006, memory: 6929, loss_aux: 0.9386, top1_acc: 0.7051, top5_acc: 0.8645, loss_cls: 1.2497, loss: 2.1883, grad_norm: 5.6675 2020-09-25 19:23:00,442 - mmaction - INFO - Epoch [137][360/940] lr: 4.000e-04, eta: 5:10:47, time: 1.450, data_time: 0.003, memory: 6929, loss_aux: 0.9445, top1_acc: 0.7031, top5_acc: 0.8568, loss_cls: 1.2752, loss: 2.2197, grad_norm: 5.6506 2020-09-25 19:23:29,048 - mmaction - INFO - Epoch [137][380/940] lr: 4.000e-04, eta: 5:10:18, time: 1.429, data_time: 0.001, memory: 6929, loss_aux: 0.9473, top1_acc: 0.6930, top5_acc: 0.8615, loss_cls: 1.2788, loss: 2.2261, grad_norm: 5.7387 2020-09-25 19:23:57,755 - mmaction - INFO - Epoch [137][400/940] lr: 4.000e-04, eta: 5:09:49, time: 1.436, data_time: 0.003, memory: 6929, loss_aux: 0.9525, top1_acc: 0.6992, top5_acc: 0.8611, loss_cls: 1.2765, loss: 2.2290, grad_norm: 5.7418 2020-09-25 19:24:26,815 - mmaction - INFO - Epoch [137][420/940] lr: 4.000e-04, eta: 5:09:20, time: 1.453, data_time: 0.002, memory: 6929, loss_aux: 0.9415, top1_acc: 0.6988, top5_acc: 0.8629, loss_cls: 1.2641, loss: 2.2057, grad_norm: 5.7064 2020-09-25 19:24:55,983 - mmaction - INFO - Epoch [137][440/940] lr: 4.000e-04, eta: 5:08:50, time: 1.457, data_time: 0.002, memory: 6929, loss_aux: 0.9422, top1_acc: 0.7008, top5_acc: 0.8627, loss_cls: 1.2593, loss: 2.2015, grad_norm: 5.8125 2020-09-25 19:25:25,009 - mmaction - INFO - Epoch [137][460/940] lr: 4.000e-04, eta: 5:08:21, time: 1.453, data_time: 0.003, memory: 6929, loss_aux: 0.9094, top1_acc: 0.7012, top5_acc: 0.8697, loss_cls: 1.2294, loss: 2.1388, grad_norm: 5.6395 2020-09-25 19:25:54,540 - mmaction - INFO - Epoch [137][480/940] lr: 4.000e-04, eta: 5:07:52, time: 1.475, data_time: 0.001, memory: 6929, loss_aux: 0.9132, top1_acc: 0.7014, top5_acc: 0.8684, loss_cls: 1.2344, loss: 2.1476, grad_norm: 5.6513 2020-09-25 19:26:23,829 - mmaction - INFO - Epoch [137][500/940] lr: 4.000e-04, eta: 5:07:23, time: 1.465, data_time: 0.003, memory: 6929, loss_aux: 0.9382, top1_acc: 0.6896, top5_acc: 0.8578, loss_cls: 1.2745, loss: 2.2128, grad_norm: 5.7654 2020-09-25 19:26:53,314 - mmaction - INFO - Epoch [137][520/940] lr: 4.000e-04, eta: 5:06:54, time: 1.473, data_time: 0.003, memory: 6929, loss_aux: 0.9594, top1_acc: 0.6879, top5_acc: 0.8557, loss_cls: 1.3098, loss: 2.2692, grad_norm: 5.7243 2020-09-25 19:27:22,052 - mmaction - INFO - Epoch [137][540/940] lr: 4.000e-04, eta: 5:06:25, time: 1.438, data_time: 0.003, memory: 6929, loss_aux: 0.9430, top1_acc: 0.6930, top5_acc: 0.8623, loss_cls: 1.2928, loss: 2.2358, grad_norm: 5.7295 2020-09-25 19:27:50,679 - mmaction - INFO - Epoch [137][560/940] lr: 4.000e-04, eta: 5:05:56, time: 1.431, data_time: 0.002, memory: 6929, loss_aux: 0.9288, top1_acc: 0.7020, top5_acc: 0.8727, loss_cls: 1.2281, loss: 2.1569, grad_norm: 5.6822 2020-09-25 19:28:20,003 - mmaction - INFO - Epoch [137][580/940] lr: 4.000e-04, eta: 5:05:26, time: 1.467, data_time: 0.003, memory: 6929, loss_aux: 0.9279, top1_acc: 0.6891, top5_acc: 0.8568, loss_cls: 1.2784, loss: 2.2063, grad_norm: 5.6298 2020-09-25 19:28:49,381 - mmaction - INFO - Epoch [137][600/940] lr: 4.000e-04, eta: 5:04:57, time: 1.468, data_time: 0.001, memory: 6929, loss_aux: 0.9482, top1_acc: 0.6932, top5_acc: 0.8598, loss_cls: 1.2946, loss: 2.2428, grad_norm: 5.7685 2020-09-25 19:29:18,315 - mmaction - INFO - Epoch [137][620/940] lr: 4.000e-04, eta: 5:04:28, time: 1.447, data_time: 0.002, memory: 6929, loss_aux: 0.9378, top1_acc: 0.6967, top5_acc: 0.8658, loss_cls: 1.2681, loss: 2.2060, grad_norm: 5.6355 2020-09-25 19:29:47,747 - mmaction - INFO - Epoch [137][640/940] lr: 4.000e-04, eta: 5:03:59, time: 1.470, data_time: 0.001, memory: 6929, loss_aux: 0.9683, top1_acc: 0.6918, top5_acc: 0.8572, loss_cls: 1.3171, loss: 2.2854, grad_norm: 5.8043 2020-09-25 19:30:16,865 - mmaction - INFO - Epoch [137][660/940] lr: 4.000e-04, eta: 5:03:30, time: 1.456, data_time: 0.002, memory: 6929, loss_aux: 0.9159, top1_acc: 0.7061, top5_acc: 0.8688, loss_cls: 1.2419, loss: 2.1578, grad_norm: 5.7245 2020-09-25 19:30:47,212 - mmaction - INFO - Epoch [137][680/940] lr: 4.000e-04, eta: 5:03:01, time: 1.518, data_time: 0.002, memory: 6929, loss_aux: 0.9410, top1_acc: 0.6965, top5_acc: 0.8641, loss_cls: 1.2739, loss: 2.2149, grad_norm: 5.6676 2020-09-25 19:31:16,215 - mmaction - INFO - Epoch [137][700/940] lr: 4.000e-04, eta: 5:02:32, time: 1.449, data_time: 0.001, memory: 6929, loss_aux: 0.9340, top1_acc: 0.7057, top5_acc: 0.8668, loss_cls: 1.2557, loss: 2.1897, grad_norm: 5.7055 2020-09-25 19:31:46,444 - mmaction - INFO - Epoch [137][720/940] lr: 4.000e-04, eta: 5:02:03, time: 1.512, data_time: 0.002, memory: 6929, loss_aux: 0.9543, top1_acc: 0.6906, top5_acc: 0.8631, loss_cls: 1.2881, loss: 2.2425, grad_norm: 5.6483 2020-09-25 19:32:15,314 - mmaction - INFO - Epoch [137][740/940] lr: 4.000e-04, eta: 5:01:34, time: 1.442, data_time: 0.001, memory: 6929, loss_aux: 0.9319, top1_acc: 0.7023, top5_acc: 0.8705, loss_cls: 1.2478, loss: 2.1797, grad_norm: 5.6729 2020-09-25 19:32:45,395 - mmaction - INFO - Epoch [137][760/940] lr: 4.000e-04, eta: 5:01:05, time: 1.505, data_time: 0.003, memory: 6929, loss_aux: 0.9555, top1_acc: 0.6828, top5_acc: 0.8570, loss_cls: 1.3048, loss: 2.2603, grad_norm: 5.8519 2020-09-25 19:33:14,821 - mmaction - INFO - Epoch [137][780/940] lr: 4.000e-04, eta: 5:00:35, time: 1.470, data_time: 0.001, memory: 6929, loss_aux: 0.9455, top1_acc: 0.6949, top5_acc: 0.8682, loss_cls: 1.2593, loss: 2.2048, grad_norm: 5.7262 2020-09-25 19:33:44,368 - mmaction - INFO - Epoch [137][800/940] lr: 4.000e-04, eta: 5:00:06, time: 1.479, data_time: 0.003, memory: 6929, loss_aux: 0.9091, top1_acc: 0.7100, top5_acc: 0.8744, loss_cls: 1.2138, loss: 2.1229, grad_norm: 5.6230 2020-09-25 19:34:13,323 - mmaction - INFO - Epoch [137][820/940] lr: 4.000e-04, eta: 4:59:37, time: 1.448, data_time: 0.001, memory: 6929, loss_aux: 0.9459, top1_acc: 0.6930, top5_acc: 0.8584, loss_cls: 1.3015, loss: 2.2474, grad_norm: 5.7339 2020-09-25 19:34:43,777 - mmaction - INFO - Epoch [137][840/940] lr: 4.000e-04, eta: 4:59:08, time: 1.522, data_time: 0.002, memory: 6929, loss_aux: 0.9566, top1_acc: 0.6879, top5_acc: 0.8639, loss_cls: 1.2799, loss: 2.2365, grad_norm: 5.7884 2020-09-25 19:35:12,284 - mmaction - INFO - Epoch [137][860/940] lr: 4.000e-04, eta: 4:58:39, time: 1.425, data_time: 0.002, memory: 6929, loss_aux: 0.9345, top1_acc: 0.6953, top5_acc: 0.8684, loss_cls: 1.2583, loss: 2.1928, grad_norm: 5.7471 2020-09-25 19:35:41,701 - mmaction - INFO - Epoch [137][880/940] lr: 4.000e-04, eta: 4:58:10, time: 1.472, data_time: 0.003, memory: 6929, loss_aux: 0.9487, top1_acc: 0.7012, top5_acc: 0.8604, loss_cls: 1.2666, loss: 2.2153, grad_norm: 5.6199 2020-09-25 19:36:11,708 - mmaction - INFO - Epoch [137][900/940] lr: 4.000e-04, eta: 4:57:41, time: 1.499, data_time: 0.001, memory: 6929, loss_aux: 0.9313, top1_acc: 0.6945, top5_acc: 0.8691, loss_cls: 1.2636, loss: 2.1949, grad_norm: 5.7363 2020-09-25 19:36:40,348 - mmaction - INFO - Epoch [137][920/940] lr: 4.000e-04, eta: 4:57:12, time: 1.433, data_time: 0.003, memory: 6929, loss_aux: 0.9411, top1_acc: 0.6930, top5_acc: 0.8588, loss_cls: 1.2776, loss: 2.2187, grad_norm: 5.7467 2020-09-25 19:37:09,173 - mmaction - INFO - Epoch [137][940/940] lr: 4.000e-04, eta: 4:56:42, time: 1.438, data_time: 0.001, memory: 6929, loss_aux: 0.9489, top1_acc: 0.6968, top5_acc: 0.8614, loss_cls: 1.2959, loss: 2.2448, grad_norm: 5.7312 2020-09-25 19:37:09,543 - mmaction - INFO - Saving checkpoint at 137 epochs 2020-09-25 19:37:44,320 - mmaction - INFO - Epoch [138][20/940] lr: 4.000e-04, eta: 4:56:14, time: 1.571, data_time: 0.250, memory: 6929, loss_aux: 0.9504, top1_acc: 0.6908, top5_acc: 0.8613, loss_cls: 1.2836, loss: 2.2340, grad_norm: 5.7420 2020-09-25 19:38:13,016 - mmaction - INFO - Epoch [138][40/940] lr: 4.000e-04, eta: 4:55:44, time: 1.435, data_time: 0.002, memory: 6929, loss_aux: 0.9288, top1_acc: 0.7049, top5_acc: 0.8619, loss_cls: 1.2664, loss: 2.1951, grad_norm: 5.6723 2020-09-25 19:38:43,074 - mmaction - INFO - Epoch [138][60/940] lr: 4.000e-04, eta: 4:55:15, time: 1.504, data_time: 0.002, memory: 6929, loss_aux: 0.9282, top1_acc: 0.6939, top5_acc: 0.8619, loss_cls: 1.2688, loss: 2.1970, grad_norm: 5.7064 2020-09-25 19:39:13,214 - mmaction - INFO - Epoch [138][80/940] lr: 4.000e-04, eta: 4:54:46, time: 1.506, data_time: 0.001, memory: 6929, loss_aux: 0.9282, top1_acc: 0.7045, top5_acc: 0.8744, loss_cls: 1.2348, loss: 2.1630, grad_norm: 5.6688 2020-09-25 19:39:42,292 - mmaction - INFO - Epoch [138][100/940] lr: 4.000e-04, eta: 4:54:17, time: 1.455, data_time: 0.003, memory: 6929, loss_aux: 0.9345, top1_acc: 0.7041, top5_acc: 0.8637, loss_cls: 1.2594, loss: 2.1939, grad_norm: 5.7487 2020-09-25 19:40:12,769 - mmaction - INFO - Epoch [138][120/940] lr: 4.000e-04, eta: 4:53:48, time: 1.524, data_time: 0.001, memory: 6929, loss_aux: 0.9414, top1_acc: 0.6902, top5_acc: 0.8621, loss_cls: 1.2990, loss: 2.2404, grad_norm: 5.7863 2020-09-25 19:40:42,909 - mmaction - INFO - Epoch [138][140/940] lr: 4.000e-04, eta: 4:53:19, time: 1.507, data_time: 0.002, memory: 6929, loss_aux: 0.9662, top1_acc: 0.6902, top5_acc: 0.8600, loss_cls: 1.3069, loss: 2.2730, grad_norm: 5.8489 2020-09-25 19:41:12,550 - mmaction - INFO - Epoch [138][160/940] lr: 4.000e-04, eta: 4:52:50, time: 1.482, data_time: 0.002, memory: 6929, loss_aux: 0.9295, top1_acc: 0.6951, top5_acc: 0.8592, loss_cls: 1.2424, loss: 2.1720, grad_norm: 5.6883 2020-09-25 19:41:41,833 - mmaction - INFO - Epoch [138][180/940] lr: 4.000e-04, eta: 4:52:21, time: 1.465, data_time: 0.002, memory: 6929, loss_aux: 0.9412, top1_acc: 0.6967, top5_acc: 0.8566, loss_cls: 1.2628, loss: 2.2040, grad_norm: 5.6595 2020-09-25 19:42:10,618 - mmaction - INFO - Epoch [138][200/940] lr: 4.000e-04, eta: 4:51:52, time: 1.438, data_time: 0.001, memory: 6929, loss_aux: 0.9444, top1_acc: 0.6963, top5_acc: 0.8676, loss_cls: 1.2706, loss: 2.2150, grad_norm: 5.7876 2020-09-25 19:42:39,759 - mmaction - INFO - Epoch [138][220/940] lr: 4.000e-04, eta: 4:51:23, time: 1.458, data_time: 0.002, memory: 6929, loss_aux: 0.9386, top1_acc: 0.6986, top5_acc: 0.8654, loss_cls: 1.2592, loss: 2.1978, grad_norm: 5.7662 2020-09-25 19:43:09,654 - mmaction - INFO - Epoch [138][240/940] lr: 4.000e-04, eta: 4:50:53, time: 1.495, data_time: 0.001, memory: 6929, loss_aux: 0.9280, top1_acc: 0.7021, top5_acc: 0.8738, loss_cls: 1.2285, loss: 2.1565, grad_norm: 5.6122 2020-09-25 19:43:39,255 - mmaction - INFO - Epoch [138][260/940] lr: 4.000e-04, eta: 4:50:24, time: 1.479, data_time: 0.001, memory: 6929, loss_aux: 0.9315, top1_acc: 0.7049, top5_acc: 0.8723, loss_cls: 1.2570, loss: 2.1886, grad_norm: 5.7213 2020-09-25 19:44:08,779 - mmaction - INFO - Epoch [138][280/940] lr: 4.000e-04, eta: 4:49:55, time: 1.476, data_time: 0.002, memory: 6929, loss_aux: 0.9615, top1_acc: 0.6920, top5_acc: 0.8588, loss_cls: 1.2977, loss: 2.2592, grad_norm: 5.8116 2020-09-25 19:44:37,884 - mmaction - INFO - Epoch [138][300/940] lr: 4.000e-04, eta: 4:49:26, time: 1.456, data_time: 0.004, memory: 6929, loss_aux: 0.9313, top1_acc: 0.6965, top5_acc: 0.8654, loss_cls: 1.2683, loss: 2.1996, grad_norm: 5.6971 2020-09-25 19:45:06,810 - mmaction - INFO - Epoch [138][320/940] lr: 4.000e-04, eta: 4:48:57, time: 1.447, data_time: 0.004, memory: 6929, loss_aux: 0.9494, top1_acc: 0.6893, top5_acc: 0.8627, loss_cls: 1.2985, loss: 2.2479, grad_norm: 5.7532 2020-09-25 19:45:35,901 - mmaction - INFO - Epoch [138][340/940] lr: 4.000e-04, eta: 4:48:28, time: 1.454, data_time: 0.002, memory: 6929, loss_aux: 0.9330, top1_acc: 0.6982, top5_acc: 0.8723, loss_cls: 1.2484, loss: 2.1814, grad_norm: 5.7319 2020-09-25 19:46:05,187 - mmaction - INFO - Epoch [138][360/940] lr: 4.000e-04, eta: 4:47:59, time: 1.465, data_time: 0.003, memory: 6929, loss_aux: 0.9352, top1_acc: 0.7002, top5_acc: 0.8650, loss_cls: 1.2457, loss: 2.1809, grad_norm: 5.6338 2020-09-25 19:46:33,806 - mmaction - INFO - Epoch [138][380/940] lr: 4.000e-04, eta: 4:47:30, time: 1.431, data_time: 0.002, memory: 6929, loss_aux: 0.9394, top1_acc: 0.6996, top5_acc: 0.8658, loss_cls: 1.2597, loss: 2.1991, grad_norm: 5.7307 2020-09-25 19:47:02,865 - mmaction - INFO - Epoch [138][400/940] lr: 4.000e-04, eta: 4:47:00, time: 1.453, data_time: 0.002, memory: 6929, loss_aux: 0.9166, top1_acc: 0.6994, top5_acc: 0.8658, loss_cls: 1.2465, loss: 2.1630, grad_norm: 5.7096 2020-09-25 19:47:32,133 - mmaction - INFO - Epoch [138][420/940] lr: 4.000e-04, eta: 4:46:31, time: 1.463, data_time: 0.002, memory: 6929, loss_aux: 0.9408, top1_acc: 0.6936, top5_acc: 0.8654, loss_cls: 1.2708, loss: 2.2116, grad_norm: 5.6609 2020-09-25 19:48:01,720 - mmaction - INFO - Epoch [138][440/940] lr: 4.000e-04, eta: 4:46:02, time: 1.480, data_time: 0.002, memory: 6929, loss_aux: 0.9132, top1_acc: 0.7088, top5_acc: 0.8721, loss_cls: 1.2144, loss: 2.1276, grad_norm: 5.6658 2020-09-25 19:48:30,461 - mmaction - INFO - Epoch [138][460/940] lr: 4.000e-04, eta: 4:45:33, time: 1.436, data_time: 0.001, memory: 6929, loss_aux: 0.9349, top1_acc: 0.6883, top5_acc: 0.8637, loss_cls: 1.2766, loss: 2.2115, grad_norm: 5.7650 2020-09-25 19:49:00,824 - mmaction - INFO - Epoch [138][480/940] lr: 4.000e-04, eta: 4:45:04, time: 1.518, data_time: 0.002, memory: 6929, loss_aux: 0.9465, top1_acc: 0.6900, top5_acc: 0.8648, loss_cls: 1.2818, loss: 2.2283, grad_norm: 5.8376 2020-09-25 19:49:30,527 - mmaction - INFO - Epoch [138][500/940] lr: 4.000e-04, eta: 4:44:35, time: 1.485, data_time: 0.002, memory: 6929, loss_aux: 0.9542, top1_acc: 0.6875, top5_acc: 0.8602, loss_cls: 1.3151, loss: 2.2693, grad_norm: 5.7980 2020-09-25 19:49:58,772 - mmaction - INFO - Epoch [138][520/940] lr: 4.000e-04, eta: 4:44:06, time: 1.413, data_time: 0.003, memory: 6929, loss_aux: 0.9277, top1_acc: 0.6943, top5_acc: 0.8654, loss_cls: 1.2641, loss: 2.1918, grad_norm: 5.7302 2020-09-25 19:50:28,173 - mmaction - INFO - Epoch [138][540/940] lr: 4.000e-04, eta: 4:43:37, time: 1.469, data_time: 0.001, memory: 6929, loss_aux: 0.9305, top1_acc: 0.7084, top5_acc: 0.8703, loss_cls: 1.2232, loss: 2.1537, grad_norm: 5.6695 2020-09-25 19:50:57,492 - mmaction - INFO - Epoch [138][560/940] lr: 4.000e-04, eta: 4:43:07, time: 1.466, data_time: 0.002, memory: 6929, loss_aux: 0.9294, top1_acc: 0.7014, top5_acc: 0.8611, loss_cls: 1.2659, loss: 2.1953, grad_norm: 5.7293 2020-09-25 19:51:26,646 - mmaction - INFO - Epoch [138][580/940] lr: 4.000e-04, eta: 4:42:38, time: 1.458, data_time: 0.002, memory: 6929, loss_aux: 0.9481, top1_acc: 0.6867, top5_acc: 0.8574, loss_cls: 1.3039, loss: 2.2519, grad_norm: 5.7636 2020-09-25 19:51:55,756 - mmaction - INFO - Epoch [138][600/940] lr: 4.000e-04, eta: 4:42:09, time: 1.455, data_time: 0.002, memory: 6929, loss_aux: 0.9295, top1_acc: 0.6914, top5_acc: 0.8617, loss_cls: 1.2698, loss: 2.1993, grad_norm: 5.7503 2020-09-25 19:52:24,749 - mmaction - INFO - Epoch [138][620/940] lr: 4.000e-04, eta: 4:41:40, time: 1.449, data_time: 0.002, memory: 6929, loss_aux: 0.9315, top1_acc: 0.6922, top5_acc: 0.8695, loss_cls: 1.2519, loss: 2.1834, grad_norm: 5.7183 2020-09-25 19:52:54,818 - mmaction - INFO - Epoch [138][640/940] lr: 4.000e-04, eta: 4:41:11, time: 1.503, data_time: 0.002, memory: 6929, loss_aux: 0.9210, top1_acc: 0.7055, top5_acc: 0.8641, loss_cls: 1.2489, loss: 2.1699, grad_norm: 5.6074 2020-09-25 19:53:23,423 - mmaction - INFO - Epoch [138][660/940] lr: 4.000e-04, eta: 4:40:42, time: 1.431, data_time: 0.003, memory: 6929, loss_aux: 0.9627, top1_acc: 0.6838, top5_acc: 0.8604, loss_cls: 1.3117, loss: 2.2744, grad_norm: 5.8422 2020-09-25 19:53:53,257 - mmaction - INFO - Epoch [138][680/940] lr: 4.000e-04, eta: 4:40:13, time: 1.491, data_time: 0.002, memory: 6929, loss_aux: 0.9386, top1_acc: 0.7020, top5_acc: 0.8639, loss_cls: 1.2554, loss: 2.1940, grad_norm: 5.6550 2020-09-25 19:54:21,793 - mmaction - INFO - Epoch [138][700/940] lr: 4.000e-04, eta: 4:39:43, time: 1.428, data_time: 0.003, memory: 6929, loss_aux: 0.9357, top1_acc: 0.6992, top5_acc: 0.8645, loss_cls: 1.2732, loss: 2.2089, grad_norm: 5.7453 2020-09-25 19:54:50,848 - mmaction - INFO - Epoch [138][720/940] lr: 4.000e-04, eta: 4:39:14, time: 1.452, data_time: 0.001, memory: 6929, loss_aux: 0.9465, top1_acc: 0.6973, top5_acc: 0.8641, loss_cls: 1.2731, loss: 2.2196, grad_norm: 5.8431 2020-09-25 19:55:21,302 - mmaction - INFO - Epoch [138][740/940] lr: 4.000e-04, eta: 4:38:45, time: 1.523, data_time: 0.002, memory: 6929, loss_aux: 0.9337, top1_acc: 0.6943, top5_acc: 0.8625, loss_cls: 1.2858, loss: 2.2195, grad_norm: 5.7519 2020-09-25 19:55:49,943 - mmaction - INFO - Epoch [138][760/940] lr: 4.000e-04, eta: 4:38:16, time: 1.432, data_time: 0.002, memory: 6929, loss_aux: 0.9588, top1_acc: 0.6990, top5_acc: 0.8609, loss_cls: 1.2989, loss: 2.2577, grad_norm: 5.7494 2020-09-25 19:56:19,309 - mmaction - INFO - Epoch [138][780/940] lr: 4.000e-04, eta: 4:37:47, time: 1.463, data_time: 0.002, memory: 6929, loss_aux: 0.9192, top1_acc: 0.6947, top5_acc: 0.8689, loss_cls: 1.2422, loss: 2.1615, grad_norm: 5.6666 2020-09-25 19:56:47,536 - mmaction - INFO - Epoch [138][800/940] lr: 4.000e-04, eta: 4:37:18, time: 1.416, data_time: 0.006, memory: 6929, loss_aux: 0.9425, top1_acc: 0.7012, top5_acc: 0.8656, loss_cls: 1.2466, loss: 2.1891, grad_norm: 5.7286 2020-09-25 19:57:17,479 - mmaction - INFO - Epoch [138][820/940] lr: 4.000e-04, eta: 4:36:49, time: 1.496, data_time: 0.001, memory: 6929, loss_aux: 0.9329, top1_acc: 0.6936, top5_acc: 0.8627, loss_cls: 1.2639, loss: 2.1968, grad_norm: 5.6967 2020-09-25 19:57:46,120 - mmaction - INFO - Epoch [138][840/940] lr: 4.000e-04, eta: 4:36:20, time: 1.433, data_time: 0.003, memory: 6929, loss_aux: 0.9438, top1_acc: 0.6885, top5_acc: 0.8648, loss_cls: 1.2814, loss: 2.2253, grad_norm: 5.8096 2020-09-25 19:58:16,559 - mmaction - INFO - Epoch [138][860/940] lr: 4.000e-04, eta: 4:35:50, time: 1.522, data_time: 0.001, memory: 6929, loss_aux: 0.9646, top1_acc: 0.6883, top5_acc: 0.8674, loss_cls: 1.2857, loss: 2.2503, grad_norm: 5.7929 2020-09-25 19:58:44,307 - mmaction - INFO - Epoch [138][880/940] lr: 4.000e-04, eta: 4:35:21, time: 1.388, data_time: 0.002, memory: 6929, loss_aux: 0.9571, top1_acc: 0.6879, top5_acc: 0.8672, loss_cls: 1.2856, loss: 2.2428, grad_norm: 5.7909 2020-09-25 19:59:13,956 - mmaction - INFO - Epoch [138][900/940] lr: 4.000e-04, eta: 4:34:52, time: 1.481, data_time: 0.001, memory: 6929, loss_aux: 0.9452, top1_acc: 0.6937, top5_acc: 0.8650, loss_cls: 1.2762, loss: 2.2214, grad_norm: 5.7629 2020-09-25 19:59:43,082 - mmaction - INFO - Epoch [138][920/940] lr: 4.000e-04, eta: 4:34:23, time: 1.458, data_time: 0.003, memory: 6929, loss_aux: 0.9381, top1_acc: 0.6943, top5_acc: 0.8666, loss_cls: 1.2753, loss: 2.2134, grad_norm: 5.7930 2020-09-25 20:00:19,479 - mmaction - INFO - Epoch [138][940/940] lr: 4.000e-04, eta: 4:33:54, time: 1.806, data_time: 0.004, memory: 6929, loss_aux: 0.9633, top1_acc: 0.6824, top5_acc: 0.8612, loss_cls: 1.3087, loss: 2.2719, grad_norm: 5.9020 2020-09-25 20:00:20,112 - mmaction - INFO - Saving checkpoint at 138 epochs 2020-09-25 20:00:56,460 - mmaction - INFO - Epoch [139][20/940] lr: 4.000e-04, eta: 4:33:26, time: 1.648, data_time: 0.431, memory: 6929, loss_aux: 0.9762, top1_acc: 0.6840, top5_acc: 0.8506, loss_cls: 1.3533, loss: 2.3295, grad_norm: 5.8606 2020-09-25 20:01:23,683 - mmaction - INFO - Epoch [139][40/940] lr: 4.000e-04, eta: 4:32:56, time: 1.361, data_time: 0.002, memory: 6929, loss_aux: 0.9367, top1_acc: 0.7016, top5_acc: 0.8648, loss_cls: 1.2515, loss: 2.1882, grad_norm: 5.7623 2020-09-25 20:01:52,409 - mmaction - INFO - Epoch [139][60/940] lr: 4.000e-04, eta: 4:32:27, time: 1.435, data_time: 0.002, memory: 6929, loss_aux: 0.9321, top1_acc: 0.7006, top5_acc: 0.8580, loss_cls: 1.2724, loss: 2.2045, grad_norm: 5.7080 2020-09-25 20:02:21,546 - mmaction - INFO - Epoch [139][80/940] lr: 4.000e-04, eta: 4:31:58, time: 1.458, data_time: 0.003, memory: 6929, loss_aux: 0.9643, top1_acc: 0.6891, top5_acc: 0.8633, loss_cls: 1.3032, loss: 2.2675, grad_norm: 5.9138 2020-09-25 20:02:52,321 - mmaction - INFO - Epoch [139][100/940] lr: 4.000e-04, eta: 4:31:29, time: 1.538, data_time: 0.001, memory: 6929, loss_aux: 0.9273, top1_acc: 0.7039, top5_acc: 0.8670, loss_cls: 1.2333, loss: 2.1606, grad_norm: 5.6734 2020-09-25 20:03:21,109 - mmaction - INFO - Epoch [139][120/940] lr: 4.000e-04, eta: 4:31:00, time: 1.440, data_time: 0.003, memory: 6929, loss_aux: 0.9607, top1_acc: 0.6916, top5_acc: 0.8594, loss_cls: 1.2989, loss: 2.2596, grad_norm: 5.7743 2020-09-25 20:03:49,274 - mmaction - INFO - Epoch [139][140/940] lr: 4.000e-04, eta: 4:30:31, time: 1.408, data_time: 0.001, memory: 6929, loss_aux: 0.9346, top1_acc: 0.6971, top5_acc: 0.8691, loss_cls: 1.2587, loss: 2.1933, grad_norm: 5.7309 2020-09-25 20:04:19,496 - mmaction - INFO - Epoch [139][160/940] lr: 4.000e-04, eta: 4:30:02, time: 1.512, data_time: 0.005, memory: 6929, loss_aux: 0.9502, top1_acc: 0.6922, top5_acc: 0.8600, loss_cls: 1.2912, loss: 2.2414, grad_norm: 5.8003 2020-09-25 20:04:48,678 - mmaction - INFO - Epoch [139][180/940] lr: 4.000e-04, eta: 4:29:32, time: 1.458, data_time: 0.001, memory: 6929, loss_aux: 0.9465, top1_acc: 0.6895, top5_acc: 0.8656, loss_cls: 1.2807, loss: 2.2271, grad_norm: 5.7747 2020-09-25 20:05:18,113 - mmaction - INFO - Epoch [139][200/940] lr: 4.000e-04, eta: 4:29:03, time: 1.471, data_time: 0.002, memory: 6929, loss_aux: 0.9486, top1_acc: 0.6973, top5_acc: 0.8639, loss_cls: 1.2797, loss: 2.2283, grad_norm: 5.7269 2020-09-25 20:05:46,012 - mmaction - INFO - Epoch [139][220/940] lr: 4.000e-04, eta: 4:28:34, time: 1.397, data_time: 0.003, memory: 6929, loss_aux: 0.9236, top1_acc: 0.6998, top5_acc: 0.8693, loss_cls: 1.2424, loss: 2.1660, grad_norm: 5.7034 2020-09-25 20:06:15,039 - mmaction - INFO - Epoch [139][240/940] lr: 4.000e-04, eta: 4:28:05, time: 1.450, data_time: 0.001, memory: 6929, loss_aux: 0.9280, top1_acc: 0.6932, top5_acc: 0.8629, loss_cls: 1.2584, loss: 2.1863, grad_norm: 5.8433 2020-09-25 20:06:43,493 - mmaction - INFO - Epoch [139][260/940] lr: 4.000e-04, eta: 4:27:36, time: 1.424, data_time: 0.003, memory: 6929, loss_aux: 0.9364, top1_acc: 0.7029, top5_acc: 0.8643, loss_cls: 1.2534, loss: 2.1898, grad_norm: 5.6982 2020-09-25 20:07:12,689 - mmaction - INFO - Epoch [139][280/940] lr: 4.000e-04, eta: 4:27:07, time: 1.458, data_time: 0.001, memory: 6929, loss_aux: 0.9615, top1_acc: 0.6848, top5_acc: 0.8562, loss_cls: 1.3024, loss: 2.2638, grad_norm: 5.7733 2020-09-25 20:07:41,456 - mmaction - INFO - Epoch [139][300/940] lr: 4.000e-04, eta: 4:26:37, time: 1.440, data_time: 0.003, memory: 6929, loss_aux: 0.9236, top1_acc: 0.7021, top5_acc: 0.8689, loss_cls: 1.2183, loss: 2.1419, grad_norm: 5.6894 2020-09-25 20:08:10,475 - mmaction - INFO - Epoch [139][320/940] lr: 4.000e-04, eta: 4:26:08, time: 1.450, data_time: 0.001, memory: 6929, loss_aux: 0.9424, top1_acc: 0.6902, top5_acc: 0.8623, loss_cls: 1.2912, loss: 2.2336, grad_norm: 5.7402 2020-09-25 20:08:40,183 - mmaction - INFO - Epoch [139][340/940] lr: 4.000e-04, eta: 4:25:39, time: 1.486, data_time: 0.002, memory: 6929, loss_aux: 0.9492, top1_acc: 0.6922, top5_acc: 0.8629, loss_cls: 1.2960, loss: 2.2451, grad_norm: 5.7951 2020-09-25 20:09:07,834 - mmaction - INFO - Epoch [139][360/940] lr: 4.000e-04, eta: 4:25:10, time: 1.382, data_time: 0.001, memory: 6929, loss_aux: 0.9209, top1_acc: 0.7143, top5_acc: 0.8750, loss_cls: 1.2087, loss: 2.1296, grad_norm: 5.5414 2020-09-25 20:09:36,568 - mmaction - INFO - Epoch [139][380/940] lr: 4.000e-04, eta: 4:24:41, time: 1.436, data_time: 0.002, memory: 6929, loss_aux: 0.9371, top1_acc: 0.6965, top5_acc: 0.8684, loss_cls: 1.2558, loss: 2.1929, grad_norm: 5.7605 2020-09-25 20:10:06,164 - mmaction - INFO - Epoch [139][400/940] lr: 4.000e-04, eta: 4:24:12, time: 1.480, data_time: 0.002, memory: 6929, loss_aux: 0.9444, top1_acc: 0.6971, top5_acc: 0.8668, loss_cls: 1.2739, loss: 2.2183, grad_norm: 5.7608 2020-09-25 20:10:34,341 - mmaction - INFO - Epoch [139][420/940] lr: 4.000e-04, eta: 4:23:42, time: 1.408, data_time: 0.002, memory: 6929, loss_aux: 0.9546, top1_acc: 0.6967, top5_acc: 0.8582, loss_cls: 1.2935, loss: 2.2481, grad_norm: 5.6860 2020-09-25 20:11:03,271 - mmaction - INFO - Epoch [139][440/940] lr: 4.000e-04, eta: 4:23:13, time: 1.448, data_time: 0.003, memory: 6929, loss_aux: 0.9333, top1_acc: 0.6979, top5_acc: 0.8689, loss_cls: 1.2469, loss: 2.1802, grad_norm: 5.7699 2020-09-25 20:11:32,007 - mmaction - INFO - Epoch [139][460/940] lr: 4.000e-04, eta: 4:22:44, time: 1.436, data_time: 0.001, memory: 6929, loss_aux: 0.9419, top1_acc: 0.6973, top5_acc: 0.8602, loss_cls: 1.2795, loss: 2.2214, grad_norm: 5.7693 2020-09-25 20:12:00,438 - mmaction - INFO - Epoch [139][480/940] lr: 4.000e-04, eta: 4:22:15, time: 1.422, data_time: 0.003, memory: 6929, loss_aux: 0.9578, top1_acc: 0.6961, top5_acc: 0.8584, loss_cls: 1.2912, loss: 2.2491, grad_norm: 5.8101 2020-09-25 20:12:28,890 - mmaction - INFO - Epoch [139][500/940] lr: 4.000e-04, eta: 4:21:46, time: 1.423, data_time: 0.002, memory: 6929, loss_aux: 0.9571, top1_acc: 0.6967, top5_acc: 0.8621, loss_cls: 1.2697, loss: 2.2268, grad_norm: 5.7331 2020-09-25 20:12:58,383 - mmaction - INFO - Epoch [139][520/940] lr: 4.000e-04, eta: 4:21:17, time: 1.475, data_time: 0.001, memory: 6929, loss_aux: 0.9488, top1_acc: 0.6949, top5_acc: 0.8627, loss_cls: 1.2918, loss: 2.2405, grad_norm: 5.7592 2020-09-25 20:13:26,097 - mmaction - INFO - Epoch [139][540/940] lr: 4.000e-04, eta: 4:20:47, time: 1.385, data_time: 0.001, memory: 6929, loss_aux: 0.9174, top1_acc: 0.7100, top5_acc: 0.8709, loss_cls: 1.2287, loss: 2.1461, grad_norm: 5.6951 2020-09-25 20:13:55,439 - mmaction - INFO - Epoch [139][560/940] lr: 4.000e-04, eta: 4:20:18, time: 1.467, data_time: 0.002, memory: 6929, loss_aux: 0.9485, top1_acc: 0.7000, top5_acc: 0.8664, loss_cls: 1.2561, loss: 2.2046, grad_norm: 5.7728 2020-09-25 20:14:23,787 - mmaction - INFO - Epoch [139][580/940] lr: 4.000e-04, eta: 4:19:49, time: 1.418, data_time: 0.003, memory: 6929, loss_aux: 0.8983, top1_acc: 0.7100, top5_acc: 0.8717, loss_cls: 1.1961, loss: 2.0943, grad_norm: 5.5648 2020-09-25 20:14:52,926 - mmaction - INFO - Epoch [139][600/940] lr: 4.000e-04, eta: 4:19:20, time: 1.456, data_time: 0.001, memory: 6929, loss_aux: 0.9545, top1_acc: 0.7004, top5_acc: 0.8637, loss_cls: 1.2802, loss: 2.2347, grad_norm: 5.8862 2020-09-25 20:15:21,479 - mmaction - INFO - Epoch [139][620/940] lr: 4.000e-04, eta: 4:18:51, time: 1.429, data_time: 0.002, memory: 6929, loss_aux: 0.9464, top1_acc: 0.6980, top5_acc: 0.8686, loss_cls: 1.2655, loss: 2.2119, grad_norm: 5.7309 2020-09-25 20:15:50,704 - mmaction - INFO - Epoch [139][640/940] lr: 4.000e-04, eta: 4:18:22, time: 1.461, data_time: 0.001, memory: 6929, loss_aux: 0.9347, top1_acc: 0.6990, top5_acc: 0.8613, loss_cls: 1.2654, loss: 2.2001, grad_norm: 5.7141 2020-09-25 20:16:19,749 - mmaction - INFO - Epoch [139][660/940] lr: 4.000e-04, eta: 4:17:52, time: 1.453, data_time: 0.002, memory: 6929, loss_aux: 0.9385, top1_acc: 0.6967, top5_acc: 0.8641, loss_cls: 1.2710, loss: 2.2095, grad_norm: 5.8367 2020-09-25 20:16:48,555 - mmaction - INFO - Epoch [139][680/940] lr: 4.000e-04, eta: 4:17:23, time: 1.439, data_time: 0.001, memory: 6929, loss_aux: 0.9538, top1_acc: 0.6900, top5_acc: 0.8584, loss_cls: 1.2891, loss: 2.2428, grad_norm: 5.7823 2020-09-25 20:17:17,206 - mmaction - INFO - Epoch [139][700/940] lr: 4.000e-04, eta: 4:16:54, time: 1.434, data_time: 0.003, memory: 6929, loss_aux: 0.9346, top1_acc: 0.6953, top5_acc: 0.8643, loss_cls: 1.2549, loss: 2.1895, grad_norm: 5.7104 2020-09-25 20:17:45,836 - mmaction - INFO - Epoch [139][720/940] lr: 4.000e-04, eta: 4:16:25, time: 1.432, data_time: 0.002, memory: 6929, loss_aux: 0.9424, top1_acc: 0.6992, top5_acc: 0.8570, loss_cls: 1.2801, loss: 2.2225, grad_norm: 5.8063 2020-09-25 20:18:15,399 - mmaction - INFO - Epoch [139][740/940] lr: 4.000e-04, eta: 4:15:56, time: 1.476, data_time: 0.001, memory: 6929, loss_aux: 0.9346, top1_acc: 0.6947, top5_acc: 0.8762, loss_cls: 1.2501, loss: 2.1847, grad_norm: 5.8090 2020-09-25 20:18:43,900 - mmaction - INFO - Epoch [139][760/940] lr: 4.000e-04, eta: 4:15:27, time: 1.428, data_time: 0.003, memory: 6929, loss_aux: 0.9346, top1_acc: 0.6971, top5_acc: 0.8645, loss_cls: 1.2846, loss: 2.2192, grad_norm: 5.8481 2020-09-25 20:19:12,192 - mmaction - INFO - Epoch [139][780/940] lr: 4.000e-04, eta: 4:14:57, time: 1.413, data_time: 0.001, memory: 6929, loss_aux: 0.9568, top1_acc: 0.6883, top5_acc: 0.8641, loss_cls: 1.2870, loss: 2.2438, grad_norm: 5.7899 2020-09-25 20:19:41,182 - mmaction - INFO - Epoch [139][800/940] lr: 4.000e-04, eta: 4:14:28, time: 1.451, data_time: 0.003, memory: 6929, loss_aux: 0.9156, top1_acc: 0.7098, top5_acc: 0.8652, loss_cls: 1.2255, loss: 2.1410, grad_norm: 5.7498 2020-09-25 20:20:10,335 - mmaction - INFO - Epoch [139][820/940] lr: 4.000e-04, eta: 4:13:59, time: 1.456, data_time: 0.001, memory: 6929, loss_aux: 0.9465, top1_acc: 0.6971, top5_acc: 0.8689, loss_cls: 1.2558, loss: 2.2023, grad_norm: 5.7638 2020-09-25 20:20:39,255 - mmaction - INFO - Epoch [139][840/940] lr: 4.000e-04, eta: 4:13:30, time: 1.448, data_time: 0.003, memory: 6929, loss_aux: 0.9362, top1_acc: 0.6994, top5_acc: 0.8627, loss_cls: 1.2553, loss: 2.1915, grad_norm: 5.6688 2020-09-25 20:21:07,847 - mmaction - INFO - Epoch [139][860/940] lr: 4.000e-04, eta: 4:13:01, time: 1.429, data_time: 0.002, memory: 6929, loss_aux: 0.9444, top1_acc: 0.7053, top5_acc: 0.8637, loss_cls: 1.2558, loss: 2.2002, grad_norm: 5.6923 2020-09-25 20:21:36,143 - mmaction - INFO - Epoch [139][880/940] lr: 4.000e-04, eta: 4:12:32, time: 1.414, data_time: 0.002, memory: 6929, loss_aux: 0.9273, top1_acc: 0.7031, top5_acc: 0.8709, loss_cls: 1.2515, loss: 2.1789, grad_norm: 5.7748 2020-09-25 20:22:05,095 - mmaction - INFO - Epoch [139][900/940] lr: 4.000e-04, eta: 4:12:02, time: 1.448, data_time: 0.002, memory: 6929, loss_aux: 0.9663, top1_acc: 0.6924, top5_acc: 0.8590, loss_cls: 1.3108, loss: 2.2771, grad_norm: 5.8911 2020-09-25 20:22:33,788 - mmaction - INFO - Epoch [139][920/940] lr: 4.000e-04, eta: 4:11:33, time: 1.434, data_time: 0.001, memory: 6929, loss_aux: 0.9362, top1_acc: 0.7004, top5_acc: 0.8668, loss_cls: 1.2561, loss: 2.1923, grad_norm: 5.7750 2020-09-25 20:23:01,927 - mmaction - INFO - Epoch [139][940/940] lr: 4.000e-04, eta: 4:11:04, time: 1.407, data_time: 0.003, memory: 6929, loss_aux: 0.9291, top1_acc: 0.7033, top5_acc: 0.8701, loss_cls: 1.2361, loss: 2.1653, grad_norm: 5.7861 2020-09-25 20:23:02,346 - mmaction - INFO - Saving checkpoint at 139 epochs 2020-09-25 20:23:36,288 - mmaction - INFO - Epoch [140][20/940] lr: 4.000e-04, eta: 4:10:35, time: 1.504, data_time: 0.256, memory: 6929, loss_aux: 0.9532, top1_acc: 0.6877, top5_acc: 0.8594, loss_cls: 1.2966, loss: 2.2498, grad_norm: 5.9190 2020-09-25 20:24:04,847 - mmaction - INFO - Epoch [140][40/940] lr: 4.000e-04, eta: 4:10:06, time: 1.428, data_time: 0.002, memory: 6929, loss_aux: 0.9428, top1_acc: 0.6982, top5_acc: 0.8672, loss_cls: 1.2567, loss: 2.1994, grad_norm: 5.8082 2020-09-25 20:24:33,526 - mmaction - INFO - Epoch [140][60/940] lr: 4.000e-04, eta: 4:09:37, time: 1.433, data_time: 0.002, memory: 6929, loss_aux: 0.9470, top1_acc: 0.6984, top5_acc: 0.8668, loss_cls: 1.2518, loss: 2.1988, grad_norm: 5.7635 2020-09-25 20:25:04,759 - mmaction - INFO - Epoch [140][80/940] lr: 4.000e-04, eta: 4:09:08, time: 1.562, data_time: 0.003, memory: 6929, loss_aux: 0.9512, top1_acc: 0.6895, top5_acc: 0.8588, loss_cls: 1.2858, loss: 2.2370, grad_norm: 5.7395 2020-09-25 20:25:33,029 - mmaction - INFO - Epoch [140][100/940] lr: 4.000e-04, eta: 4:08:38, time: 1.414, data_time: 0.003, memory: 6929, loss_aux: 0.9279, top1_acc: 0.6988, top5_acc: 0.8652, loss_cls: 1.2611, loss: 2.1890, grad_norm: 5.7041 2020-09-25 20:26:02,214 - mmaction - INFO - Epoch [140][120/940] lr: 4.000e-04, eta: 4:08:09, time: 1.461, data_time: 0.003, memory: 6929, loss_aux: 0.9571, top1_acc: 0.6951, top5_acc: 0.8635, loss_cls: 1.2828, loss: 2.2399, grad_norm: 5.8280 2020-09-25 20:26:31,740 - mmaction - INFO - Epoch [140][140/940] lr: 4.000e-04, eta: 4:07:40, time: 1.475, data_time: 0.001, memory: 6929, loss_aux: 0.9149, top1_acc: 0.7086, top5_acc: 0.8609, loss_cls: 1.2593, loss: 2.1742, grad_norm: 5.7098 2020-09-25 20:27:01,403 - mmaction - INFO - Epoch [140][160/940] lr: 4.000e-04, eta: 4:07:11, time: 1.464, data_time: 0.003, memory: 6929, loss_aux: 0.9471, top1_acc: 0.6979, top5_acc: 0.8678, loss_cls: 1.2805, loss: 2.2276, grad_norm: 5.7945 2020-09-25 20:27:29,961 - mmaction - INFO - Epoch [140][180/940] lr: 4.000e-04, eta: 4:06:42, time: 1.448, data_time: 0.022, memory: 6929, loss_aux: 0.9235, top1_acc: 0.6988, top5_acc: 0.8670, loss_cls: 1.2402, loss: 2.1638, grad_norm: 5.8484 2020-09-25 20:27:58,752 - mmaction - INFO - Epoch [140][200/940] lr: 4.000e-04, eta: 4:06:13, time: 1.440, data_time: 0.002, memory: 6929, loss_aux: 0.9059, top1_acc: 0.7109, top5_acc: 0.8734, loss_cls: 1.2098, loss: 2.1158, grad_norm: 5.7091 2020-09-25 20:28:27,645 - mmaction - INFO - Epoch [140][220/940] lr: 4.000e-04, eta: 4:05:44, time: 1.444, data_time: 0.001, memory: 6929, loss_aux: 0.9439, top1_acc: 0.6988, top5_acc: 0.8672, loss_cls: 1.2644, loss: 2.2083, grad_norm: 5.8171 2020-09-25 20:28:56,215 - mmaction - INFO - Epoch [140][240/940] lr: 4.000e-04, eta: 4:05:14, time: 1.428, data_time: 0.002, memory: 6929, loss_aux: 0.9273, top1_acc: 0.6998, top5_acc: 0.8680, loss_cls: 1.2304, loss: 2.1577, grad_norm: 5.7496 2020-09-25 20:29:25,682 - mmaction - INFO - Epoch [140][260/940] lr: 4.000e-04, eta: 4:04:45, time: 1.474, data_time: 0.002, memory: 6929, loss_aux: 0.9163, top1_acc: 0.7039, top5_acc: 0.8693, loss_cls: 1.2281, loss: 2.1444, grad_norm: 5.7205 2020-09-25 20:29:54,995 - mmaction - INFO - Epoch [140][280/940] lr: 4.000e-04, eta: 4:04:16, time: 1.464, data_time: 0.001, memory: 6929, loss_aux: 0.9199, top1_acc: 0.7094, top5_acc: 0.8689, loss_cls: 1.2297, loss: 2.1495, grad_norm: 5.7178 2020-09-25 20:30:23,551 - mmaction - INFO - Epoch [140][300/940] lr: 4.000e-04, eta: 4:03:47, time: 1.429, data_time: 0.003, memory: 6929, loss_aux: 0.9221, top1_acc: 0.7047, top5_acc: 0.8641, loss_cls: 1.2481, loss: 2.1703, grad_norm: 5.7426 2020-09-25 20:30:53,925 - mmaction - INFO - Epoch [140][320/940] lr: 4.000e-04, eta: 4:03:18, time: 1.518, data_time: 0.001, memory: 6929, loss_aux: 0.9337, top1_acc: 0.6986, top5_acc: 0.8637, loss_cls: 1.2518, loss: 2.1854, grad_norm: 5.6764 2020-09-25 20:31:23,231 - mmaction - INFO - Epoch [140][340/940] lr: 4.000e-04, eta: 4:02:49, time: 1.466, data_time: 0.002, memory: 6929, loss_aux: 0.9537, top1_acc: 0.6936, top5_acc: 0.8602, loss_cls: 1.2924, loss: 2.2461, grad_norm: 5.7419 2020-09-25 20:31:52,374 - mmaction - INFO - Epoch [140][360/940] lr: 4.000e-04, eta: 4:02:20, time: 1.448, data_time: 0.001, memory: 6929, loss_aux: 0.9489, top1_acc: 0.7021, top5_acc: 0.8672, loss_cls: 1.2756, loss: 2.2245, grad_norm: 5.8283 2020-09-25 20:32:21,468 - mmaction - INFO - Epoch [140][380/940] lr: 4.000e-04, eta: 4:01:51, time: 1.464, data_time: 0.011, memory: 6929, loss_aux: 0.9361, top1_acc: 0.6918, top5_acc: 0.8568, loss_cls: 1.2823, loss: 2.2184, grad_norm: 5.8077 2020-09-25 20:32:50,151 - mmaction - INFO - Epoch [140][400/940] lr: 4.000e-04, eta: 4:01:21, time: 1.433, data_time: 0.002, memory: 6929, loss_aux: 0.9115, top1_acc: 0.7117, top5_acc: 0.8770, loss_cls: 1.2012, loss: 2.1127, grad_norm: 5.7146 2020-09-25 20:33:18,882 - mmaction - INFO - Epoch [140][420/940] lr: 4.000e-04, eta: 4:00:52, time: 1.438, data_time: 0.003, memory: 6929, loss_aux: 0.9465, top1_acc: 0.6990, top5_acc: 0.8635, loss_cls: 1.2666, loss: 2.2131, grad_norm: 5.7968 2020-09-25 20:33:47,725 - mmaction - INFO - Epoch [140][440/940] lr: 4.000e-04, eta: 4:00:23, time: 1.443, data_time: 0.002, memory: 6929, loss_aux: 0.9226, top1_acc: 0.7068, top5_acc: 0.8725, loss_cls: 1.2310, loss: 2.1535, grad_norm: 5.7071 2020-09-25 20:34:17,901 - mmaction - INFO - Epoch [140][460/940] lr: 4.000e-04, eta: 3:59:54, time: 1.506, data_time: 0.001, memory: 6929, loss_aux: 0.9616, top1_acc: 0.6916, top5_acc: 0.8605, loss_cls: 1.2997, loss: 2.2613, grad_norm: 5.8128 2020-09-25 20:34:47,124 - mmaction - INFO - Epoch [140][480/940] lr: 4.000e-04, eta: 3:59:25, time: 1.463, data_time: 0.004, memory: 6929, loss_aux: 0.9314, top1_acc: 0.7039, top5_acc: 0.8688, loss_cls: 1.2647, loss: 2.1961, grad_norm: 5.7592 2020-09-25 20:35:17,703 - mmaction - INFO - Epoch [140][500/940] lr: 4.000e-04, eta: 3:58:56, time: 1.527, data_time: 0.004, memory: 6929, loss_aux: 0.9583, top1_acc: 0.6936, top5_acc: 0.8625, loss_cls: 1.2834, loss: 2.2417, grad_norm: 5.8574 2020-09-25 20:35:46,837 - mmaction - INFO - Epoch [140][520/940] lr: 4.000e-04, eta: 3:58:27, time: 1.459, data_time: 0.004, memory: 6929, loss_aux: 0.9443, top1_acc: 0.6908, top5_acc: 0.8576, loss_cls: 1.3083, loss: 2.2526, grad_norm: 5.8400 2020-09-25 20:36:15,644 - mmaction - INFO - Epoch [140][540/940] lr: 4.000e-04, eta: 3:57:57, time: 1.439, data_time: 0.001, memory: 6929, loss_aux: 0.9207, top1_acc: 0.7041, top5_acc: 0.8699, loss_cls: 1.2289, loss: 2.1497, grad_norm: 5.7308 2020-09-25 20:36:45,203 - mmaction - INFO - Epoch [140][560/940] lr: 4.000e-04, eta: 3:57:28, time: 1.478, data_time: 0.002, memory: 6929, loss_aux: 0.9594, top1_acc: 0.6924, top5_acc: 0.8594, loss_cls: 1.3011, loss: 2.2605, grad_norm: 5.8868 2020-09-25 20:37:14,468 - mmaction - INFO - Epoch [140][580/940] lr: 4.000e-04, eta: 3:56:59, time: 1.464, data_time: 0.003, memory: 6929, loss_aux: 0.9386, top1_acc: 0.6908, top5_acc: 0.8588, loss_cls: 1.2766, loss: 2.2152, grad_norm: 5.7136 2020-09-25 20:37:44,015 - mmaction - INFO - Epoch [140][600/940] lr: 4.000e-04, eta: 3:56:30, time: 1.478, data_time: 0.002, memory: 6929, loss_aux: 0.9074, top1_acc: 0.7092, top5_acc: 0.8678, loss_cls: 1.2301, loss: 2.1374, grad_norm: 5.7429 2020-09-25 20:38:12,452 - mmaction - INFO - Epoch [140][620/940] lr: 4.000e-04, eta: 3:56:01, time: 1.421, data_time: 0.001, memory: 6929, loss_aux: 0.9317, top1_acc: 0.7023, top5_acc: 0.8730, loss_cls: 1.2464, loss: 2.1781, grad_norm: 5.7553 2020-09-25 20:38:42,266 - mmaction - INFO - Epoch [140][640/940] lr: 4.000e-04, eta: 3:55:32, time: 1.492, data_time: 0.003, memory: 6929, loss_aux: 0.9539, top1_acc: 0.6916, top5_acc: 0.8621, loss_cls: 1.2780, loss: 2.2320, grad_norm: 5.7706 2020-09-25 20:39:10,479 - mmaction - INFO - Epoch [140][660/940] lr: 4.000e-04, eta: 3:55:03, time: 1.410, data_time: 0.001, memory: 6929, loss_aux: 0.9225, top1_acc: 0.7018, top5_acc: 0.8699, loss_cls: 1.2473, loss: 2.1698, grad_norm: 5.7510 2020-09-25 20:39:39,388 - mmaction - INFO - Epoch [140][680/940] lr: 4.000e-04, eta: 3:54:33, time: 1.447, data_time: 0.002, memory: 6929, loss_aux: 0.9538, top1_acc: 0.6895, top5_acc: 0.8674, loss_cls: 1.2982, loss: 2.2520, grad_norm: 5.9161 2020-09-25 20:40:08,406 - mmaction - INFO - Epoch [140][700/940] lr: 4.000e-04, eta: 3:54:04, time: 1.449, data_time: 0.001, memory: 6929, loss_aux: 0.9328, top1_acc: 0.6998, top5_acc: 0.8676, loss_cls: 1.2561, loss: 2.1890, grad_norm: 5.7441 2020-09-25 20:40:38,436 - mmaction - INFO - Epoch [140][720/940] lr: 4.000e-04, eta: 3:53:35, time: 1.502, data_time: 0.004, memory: 6929, loss_aux: 0.9335, top1_acc: 0.6955, top5_acc: 0.8699, loss_cls: 1.2393, loss: 2.1728, grad_norm: 5.7170 2020-09-25 20:41:08,185 - mmaction - INFO - Epoch [140][740/940] lr: 4.000e-04, eta: 3:53:06, time: 1.488, data_time: 0.002, memory: 6929, loss_aux: 0.9384, top1_acc: 0.6902, top5_acc: 0.8629, loss_cls: 1.2640, loss: 2.2024, grad_norm: 5.7603 2020-09-25 20:41:37,910 - mmaction - INFO - Epoch [140][760/940] lr: 4.000e-04, eta: 3:52:37, time: 1.486, data_time: 0.001, memory: 6929, loss_aux: 0.9364, top1_acc: 0.6926, top5_acc: 0.8619, loss_cls: 1.2704, loss: 2.2068, grad_norm: 5.7748 2020-09-25 20:42:07,132 - mmaction - INFO - Epoch [140][780/940] lr: 4.000e-04, eta: 3:52:08, time: 1.462, data_time: 0.002, memory: 6929, loss_aux: 0.9443, top1_acc: 0.6953, top5_acc: 0.8627, loss_cls: 1.2787, loss: 2.2231, grad_norm: 5.8288 2020-09-25 20:42:36,718 - mmaction - INFO - Epoch [140][800/940] lr: 4.000e-04, eta: 3:51:39, time: 1.478, data_time: 0.001, memory: 6929, loss_aux: 0.9112, top1_acc: 0.7070, top5_acc: 0.8691, loss_cls: 1.2233, loss: 2.1345, grad_norm: 5.5858 2020-09-25 20:43:06,178 - mmaction - INFO - Epoch [140][820/940] lr: 4.000e-04, eta: 3:51:10, time: 1.473, data_time: 0.003, memory: 6929, loss_aux: 0.9443, top1_acc: 0.6949, top5_acc: 0.8637, loss_cls: 1.2748, loss: 2.2192, grad_norm: 5.8397 2020-09-25 20:43:35,385 - mmaction - INFO - Epoch [140][840/940] lr: 4.000e-04, eta: 3:50:41, time: 1.461, data_time: 0.003, memory: 6929, loss_aux: 0.9536, top1_acc: 0.6857, top5_acc: 0.8594, loss_cls: 1.3048, loss: 2.2584, grad_norm: 5.8334 2020-09-25 20:44:04,702 - mmaction - INFO - Epoch [140][860/940] lr: 4.000e-04, eta: 3:50:11, time: 1.467, data_time: 0.002, memory: 6929, loss_aux: 0.9496, top1_acc: 0.6984, top5_acc: 0.8672, loss_cls: 1.2742, loss: 2.2239, grad_norm: 5.7635 2020-09-25 20:44:34,754 - mmaction - INFO - Epoch [140][880/940] lr: 4.000e-04, eta: 3:49:42, time: 1.501, data_time: 0.001, memory: 6929, loss_aux: 0.9225, top1_acc: 0.6959, top5_acc: 0.8658, loss_cls: 1.2567, loss: 2.1792, grad_norm: 5.8424 2020-09-25 20:45:04,202 - mmaction - INFO - Epoch [140][900/940] lr: 4.000e-04, eta: 3:49:13, time: 1.473, data_time: 0.003, memory: 6929, loss_aux: 0.9239, top1_acc: 0.7029, top5_acc: 0.8697, loss_cls: 1.2455, loss: 2.1693, grad_norm: 5.7620 2020-09-25 20:45:33,098 - mmaction - INFO - Epoch [140][920/940] lr: 4.000e-04, eta: 3:48:44, time: 1.444, data_time: 0.002, memory: 6929, loss_aux: 0.9442, top1_acc: 0.6967, top5_acc: 0.8664, loss_cls: 1.2751, loss: 2.2193, grad_norm: 5.7988 2020-09-25 20:46:01,351 - mmaction - INFO - Epoch [140][940/940] lr: 4.000e-04, eta: 3:48:15, time: 1.414, data_time: 0.003, memory: 6929, loss_aux: 0.9584, top1_acc: 0.6818, top5_acc: 0.8610, loss_cls: 1.3223, loss: 2.2807, grad_norm: 5.9678 2020-09-25 20:46:01,779 - mmaction - INFO - Saving checkpoint at 140 epochs 2020-09-25 20:46:37,164 - mmaction - INFO - Epoch [141][20/940] lr: 4.000e-04, eta: 3:47:46, time: 1.607, data_time: 0.263, memory: 6929, loss_aux: 0.9494, top1_acc: 0.6893, top5_acc: 0.8629, loss_cls: 1.2810, loss: 2.2303, grad_norm: 5.7629 2020-09-25 20:47:05,410 - mmaction - INFO - Epoch [141][40/940] lr: 4.000e-04, eta: 3:47:17, time: 1.413, data_time: 0.002, memory: 6929, loss_aux: 0.9475, top1_acc: 0.6881, top5_acc: 0.8609, loss_cls: 1.2935, loss: 2.2410, grad_norm: 5.7790 2020-09-25 20:47:35,125 - mmaction - INFO - Epoch [141][60/940] lr: 4.000e-04, eta: 3:46:48, time: 1.485, data_time: 0.001, memory: 6929, loss_aux: 0.9461, top1_acc: 0.6959, top5_acc: 0.8668, loss_cls: 1.2784, loss: 2.2245, grad_norm: 5.8023 2020-09-25 20:48:05,970 - mmaction - INFO - Epoch [141][80/940] lr: 4.000e-04, eta: 3:46:19, time: 1.543, data_time: 0.003, memory: 6929, loss_aux: 0.9455, top1_acc: 0.6877, top5_acc: 0.8635, loss_cls: 1.2870, loss: 2.2326, grad_norm: 5.7734 2020-09-25 20:48:34,511 - mmaction - INFO - Epoch [141][100/940] lr: 4.000e-04, eta: 3:45:49, time: 1.425, data_time: 0.001, memory: 6929, loss_aux: 0.9323, top1_acc: 0.6996, top5_acc: 0.8672, loss_cls: 1.2436, loss: 2.1759, grad_norm: 5.7350 2020-09-25 20:49:04,967 - mmaction - INFO - Epoch [141][120/940] lr: 4.000e-04, eta: 3:45:20, time: 1.524, data_time: 0.003, memory: 6929, loss_aux: 0.9603, top1_acc: 0.6934, top5_acc: 0.8613, loss_cls: 1.3018, loss: 2.2621, grad_norm: 5.7840 2020-09-25 20:49:32,922 - mmaction - INFO - Epoch [141][140/940] lr: 4.000e-04, eta: 3:44:51, time: 1.397, data_time: 0.001, memory: 6929, loss_aux: 0.9297, top1_acc: 0.6947, top5_acc: 0.8654, loss_cls: 1.2463, loss: 2.1760, grad_norm: 5.7282 2020-09-25 20:50:02,653 - mmaction - INFO - Epoch [141][160/940] lr: 4.000e-04, eta: 3:44:22, time: 1.487, data_time: 0.002, memory: 6929, loss_aux: 0.9577, top1_acc: 0.6916, top5_acc: 0.8562, loss_cls: 1.3219, loss: 2.2796, grad_norm: 5.8081 2020-09-25 20:50:31,388 - mmaction - INFO - Epoch [141][180/940] lr: 4.000e-04, eta: 3:43:53, time: 1.435, data_time: 0.001, memory: 6929, loss_aux: 0.9470, top1_acc: 0.6955, top5_acc: 0.8648, loss_cls: 1.2668, loss: 2.2138, grad_norm: 5.7846 2020-09-25 20:51:01,086 - mmaction - INFO - Epoch [141][200/940] lr: 4.000e-04, eta: 3:43:24, time: 1.486, data_time: 0.003, memory: 6929, loss_aux: 0.9515, top1_acc: 0.6984, top5_acc: 0.8650, loss_cls: 1.2691, loss: 2.2206, grad_norm: 5.8433 2020-09-25 20:51:30,026 - mmaction - INFO - Epoch [141][220/940] lr: 4.000e-04, eta: 3:42:55, time: 1.446, data_time: 0.001, memory: 6929, loss_aux: 0.9261, top1_acc: 0.6955, top5_acc: 0.8678, loss_cls: 1.2536, loss: 2.1797, grad_norm: 5.7877 2020-09-25 20:52:01,306 - mmaction - INFO - Epoch [141][240/940] lr: 4.000e-04, eta: 3:42:26, time: 1.565, data_time: 0.003, memory: 6929, loss_aux: 0.9342, top1_acc: 0.6986, top5_acc: 0.8684, loss_cls: 1.2556, loss: 2.1898, grad_norm: 5.7399 2020-09-25 20:52:29,458 - mmaction - INFO - Epoch [141][260/940] lr: 4.000e-04, eta: 3:41:56, time: 1.406, data_time: 0.001, memory: 6929, loss_aux: 0.9552, top1_acc: 0.6936, top5_acc: 0.8605, loss_cls: 1.2859, loss: 2.2410, grad_norm: 5.8089 2020-09-25 20:52:59,023 - mmaction - INFO - Epoch [141][280/940] lr: 4.000e-04, eta: 3:41:27, time: 1.479, data_time: 0.003, memory: 6929, loss_aux: 0.9430, top1_acc: 0.7070, top5_acc: 0.8621, loss_cls: 1.2730, loss: 2.2160, grad_norm: 5.8592 2020-09-25 20:53:28,330 - mmaction - INFO - Epoch [141][300/940] lr: 4.000e-04, eta: 3:40:58, time: 1.464, data_time: 0.002, memory: 6929, loss_aux: 0.9580, top1_acc: 0.6953, top5_acc: 0.8668, loss_cls: 1.2765, loss: 2.2345, grad_norm: 5.8317 2020-09-25 20:53:58,848 - mmaction - INFO - Epoch [141][320/940] lr: 4.000e-04, eta: 3:40:29, time: 1.527, data_time: 0.003, memory: 6929, loss_aux: 0.9246, top1_acc: 0.7104, top5_acc: 0.8668, loss_cls: 1.2151, loss: 2.1397, grad_norm: 5.7511 2020-09-25 20:54:27,143 - mmaction - INFO - Epoch [141][340/940] lr: 4.000e-04, eta: 3:40:00, time: 1.414, data_time: 0.004, memory: 6929, loss_aux: 0.9112, top1_acc: 0.6975, top5_acc: 0.8732, loss_cls: 1.2275, loss: 2.1387, grad_norm: 5.7069 2020-09-25 20:54:56,121 - mmaction - INFO - Epoch [141][360/940] lr: 4.000e-04, eta: 3:39:31, time: 1.449, data_time: 0.002, memory: 6929, loss_aux: 0.9464, top1_acc: 0.6902, top5_acc: 0.8625, loss_cls: 1.2786, loss: 2.2251, grad_norm: 5.8390 2020-09-25 20:55:24,885 - mmaction - INFO - Epoch [141][380/940] lr: 4.000e-04, eta: 3:39:02, time: 1.438, data_time: 0.002, memory: 6929, loss_aux: 0.9353, top1_acc: 0.7041, top5_acc: 0.8654, loss_cls: 1.2577, loss: 2.1930, grad_norm: 5.7946 2020-09-25 20:55:53,772 - mmaction - INFO - Epoch [141][400/940] lr: 4.000e-04, eta: 3:38:33, time: 1.444, data_time: 0.002, memory: 6929, loss_aux: 0.9350, top1_acc: 0.6955, top5_acc: 0.8676, loss_cls: 1.2630, loss: 2.1980, grad_norm: 5.7538 2020-09-25 20:56:22,148 - mmaction - INFO - Epoch [141][420/940] lr: 4.000e-04, eta: 3:38:03, time: 1.420, data_time: 0.003, memory: 6929, loss_aux: 0.9159, top1_acc: 0.6982, top5_acc: 0.8719, loss_cls: 1.2359, loss: 2.1518, grad_norm: 5.6947 2020-09-25 20:56:51,426 - mmaction - INFO - Epoch [141][440/940] lr: 4.000e-04, eta: 3:37:34, time: 1.462, data_time: 0.001, memory: 6929, loss_aux: 0.9211, top1_acc: 0.7031, top5_acc: 0.8729, loss_cls: 1.2356, loss: 2.1567, grad_norm: 5.7506 2020-09-25 20:57:20,374 - mmaction - INFO - Epoch [141][460/940] lr: 4.000e-04, eta: 3:37:05, time: 1.449, data_time: 0.003, memory: 6929, loss_aux: 0.9391, top1_acc: 0.6869, top5_acc: 0.8592, loss_cls: 1.2894, loss: 2.2285, grad_norm: 5.8356 2020-09-25 20:57:49,766 - mmaction - INFO - Epoch [141][480/940] lr: 4.000e-04, eta: 3:36:36, time: 1.469, data_time: 0.001, memory: 6929, loss_aux: 0.9384, top1_acc: 0.7002, top5_acc: 0.8648, loss_cls: 1.2617, loss: 2.2001, grad_norm: 5.7471 2020-09-25 20:58:18,715 - mmaction - INFO - Epoch [141][500/940] lr: 4.000e-04, eta: 3:36:07, time: 1.448, data_time: 0.002, memory: 6929, loss_aux: 0.9550, top1_acc: 0.6895, top5_acc: 0.8607, loss_cls: 1.2937, loss: 2.2487, grad_norm: 5.8574 2020-09-25 20:58:47,251 - mmaction - INFO - Epoch [141][520/940] lr: 4.000e-04, eta: 3:35:38, time: 1.426, data_time: 0.001, memory: 6929, loss_aux: 0.9314, top1_acc: 0.7018, top5_acc: 0.8711, loss_cls: 1.2384, loss: 2.1698, grad_norm: 5.7271 2020-09-25 20:59:17,141 - mmaction - INFO - Epoch [141][540/940] lr: 4.000e-04, eta: 3:35:09, time: 1.494, data_time: 0.002, memory: 6929, loss_aux: 0.9290, top1_acc: 0.7057, top5_acc: 0.8650, loss_cls: 1.2502, loss: 2.1792, grad_norm: 5.7523 2020-09-25 20:59:46,514 - mmaction - INFO - Epoch [141][560/940] lr: 4.000e-04, eta: 3:34:39, time: 1.470, data_time: 0.003, memory: 6929, loss_aux: 0.9462, top1_acc: 0.6953, top5_acc: 0.8564, loss_cls: 1.2970, loss: 2.2432, grad_norm: 5.7917 2020-09-25 21:00:21,542 - mmaction - INFO - Epoch [141][580/940] lr: 4.000e-04, eta: 3:34:11, time: 1.745, data_time: 0.003, memory: 6929, loss_aux: 0.9416, top1_acc: 0.6961, top5_acc: 0.8623, loss_cls: 1.2722, loss: 2.2138, grad_norm: 5.8888 2020-09-25 21:00:49,299 - mmaction - INFO - Epoch [141][600/940] lr: 4.000e-04, eta: 3:33:41, time: 1.393, data_time: 0.023, memory: 6929, loss_aux: 0.9455, top1_acc: 0.6979, top5_acc: 0.8689, loss_cls: 1.2595, loss: 2.2049, grad_norm: 5.7907 2020-09-25 21:01:17,647 - mmaction - INFO - Epoch [141][620/940] lr: 4.000e-04, eta: 3:33:12, time: 1.417, data_time: 0.002, memory: 6929, loss_aux: 0.9533, top1_acc: 0.6918, top5_acc: 0.8619, loss_cls: 1.2905, loss: 2.2439, grad_norm: 5.8052 2020-09-25 21:01:46,013 - mmaction - INFO - Epoch [141][640/940] lr: 4.000e-04, eta: 3:32:43, time: 1.419, data_time: 0.002, memory: 6929, loss_aux: 0.9616, top1_acc: 0.6977, top5_acc: 0.8627, loss_cls: 1.2788, loss: 2.2404, grad_norm: 5.7523 2020-09-25 21:02:15,753 - mmaction - INFO - Epoch [141][660/940] lr: 4.000e-04, eta: 3:32:14, time: 1.487, data_time: 0.002, memory: 6929, loss_aux: 0.9409, top1_acc: 0.7029, top5_acc: 0.8650, loss_cls: 1.2396, loss: 2.1805, grad_norm: 5.6855 2020-09-25 21:02:44,609 - mmaction - INFO - Epoch [141][680/940] lr: 4.000e-04, eta: 3:31:45, time: 1.442, data_time: 0.002, memory: 6929, loss_aux: 0.9318, top1_acc: 0.6945, top5_acc: 0.8625, loss_cls: 1.2640, loss: 2.1958, grad_norm: 5.8146 2020-09-25 21:03:12,987 - mmaction - INFO - Epoch [141][700/940] lr: 4.000e-04, eta: 3:31:16, time: 1.420, data_time: 0.002, memory: 6929, loss_aux: 0.9348, top1_acc: 0.7037, top5_acc: 0.8656, loss_cls: 1.2555, loss: 2.1903, grad_norm: 5.7972 2020-09-25 21:03:41,889 - mmaction - INFO - Epoch [141][720/940] lr: 4.000e-04, eta: 3:30:46, time: 1.445, data_time: 0.002, memory: 6929, loss_aux: 0.9708, top1_acc: 0.6912, top5_acc: 0.8656, loss_cls: 1.3017, loss: 2.2725, grad_norm: 5.8439 2020-09-25 21:04:11,302 - mmaction - INFO - Epoch [141][740/940] lr: 4.000e-04, eta: 3:30:17, time: 1.469, data_time: 0.001, memory: 6929, loss_aux: 0.9527, top1_acc: 0.6928, top5_acc: 0.8660, loss_cls: 1.2879, loss: 2.2406, grad_norm: 5.8957 2020-09-25 21:04:40,217 - mmaction - INFO - Epoch [141][760/940] lr: 4.000e-04, eta: 3:29:48, time: 1.447, data_time: 0.003, memory: 6929, loss_aux: 0.9443, top1_acc: 0.6998, top5_acc: 0.8609, loss_cls: 1.2736, loss: 2.2178, grad_norm: 5.7681 2020-09-25 21:05:09,360 - mmaction - INFO - Epoch [141][780/940] lr: 4.000e-04, eta: 3:29:19, time: 1.455, data_time: 0.001, memory: 6929, loss_aux: 0.9347, top1_acc: 0.6902, top5_acc: 0.8637, loss_cls: 1.2856, loss: 2.2203, grad_norm: 5.8568 2020-09-25 21:05:37,339 - mmaction - INFO - Epoch [141][800/940] lr: 4.000e-04, eta: 3:28:50, time: 1.400, data_time: 0.003, memory: 6929, loss_aux: 0.9377, top1_acc: 0.6928, top5_acc: 0.8654, loss_cls: 1.2698, loss: 2.2075, grad_norm: 5.8168 2020-09-25 21:06:06,704 - mmaction - INFO - Epoch [141][820/940] lr: 4.000e-04, eta: 3:28:21, time: 1.469, data_time: 0.002, memory: 6929, loss_aux: 0.9237, top1_acc: 0.6990, top5_acc: 0.8691, loss_cls: 1.2384, loss: 2.1621, grad_norm: 5.7328 2020-09-25 21:06:35,458 - mmaction - INFO - Epoch [141][840/940] lr: 4.000e-04, eta: 3:27:51, time: 1.437, data_time: 0.001, memory: 6929, loss_aux: 0.9140, top1_acc: 0.7063, top5_acc: 0.8672, loss_cls: 1.2314, loss: 2.1453, grad_norm: 5.7493 2020-09-25 21:07:04,714 - mmaction - INFO - Epoch [141][860/940] lr: 4.000e-04, eta: 3:27:22, time: 1.464, data_time: 0.003, memory: 6929, loss_aux: 0.9397, top1_acc: 0.6965, top5_acc: 0.8656, loss_cls: 1.2633, loss: 2.2030, grad_norm: 5.7149 2020-09-25 21:07:33,309 - mmaction - INFO - Epoch [141][880/940] lr: 4.000e-04, eta: 3:26:53, time: 1.429, data_time: 0.001, memory: 6929, loss_aux: 0.9496, top1_acc: 0.6883, top5_acc: 0.8604, loss_cls: 1.2927, loss: 2.2424, grad_norm: 5.8550 2020-09-25 21:08:02,551 - mmaction - INFO - Epoch [141][900/940] lr: 4.000e-04, eta: 3:26:24, time: 1.463, data_time: 0.002, memory: 6929, loss_aux: 0.9593, top1_acc: 0.6918, top5_acc: 0.8658, loss_cls: 1.2714, loss: 2.2308, grad_norm: 5.8343 2020-09-25 21:08:31,108 - mmaction - INFO - Epoch [141][920/940] lr: 4.000e-04, eta: 3:25:55, time: 1.427, data_time: 0.002, memory: 6929, loss_aux: 0.9325, top1_acc: 0.6986, top5_acc: 0.8646, loss_cls: 1.2586, loss: 2.1911, grad_norm: 5.7792 2020-09-25 21:08:58,842 - mmaction - INFO - Epoch [141][940/940] lr: 4.000e-04, eta: 3:25:26, time: 1.388, data_time: 0.003, memory: 6929, loss_aux: 0.9187, top1_acc: 0.7066, top5_acc: 0.8701, loss_cls: 1.2243, loss: 2.1431, grad_norm: 5.7522 2020-09-25 21:08:59,510 - mmaction - INFO - Saving checkpoint at 141 epochs 2020-09-25 21:09:37,536 - mmaction - INFO - Epoch [142][20/940] lr: 4.000e-04, eta: 3:24:57, time: 1.498, data_time: 0.245, memory: 6929, loss_aux: 0.9556, top1_acc: 0.6941, top5_acc: 0.8662, loss_cls: 1.2876, loss: 2.2432, grad_norm: 5.8392 2020-09-25 21:10:05,203 - mmaction - INFO - Epoch [142][40/940] lr: 4.000e-04, eta: 3:24:27, time: 1.384, data_time: 0.002, memory: 6929, loss_aux: 0.9379, top1_acc: 0.7041, top5_acc: 0.8639, loss_cls: 1.2584, loss: 2.1963, grad_norm: 5.8059 2020-09-25 21:10:33,586 - mmaction - INFO - Epoch [142][60/940] lr: 4.000e-04, eta: 3:23:58, time: 1.418, data_time: 0.001, memory: 6929, loss_aux: 0.9412, top1_acc: 0.7006, top5_acc: 0.8629, loss_cls: 1.2612, loss: 2.2024, grad_norm: 5.8091 2020-09-25 21:11:03,399 - mmaction - INFO - Epoch [142][80/940] lr: 4.000e-04, eta: 3:23:29, time: 1.492, data_time: 0.004, memory: 6929, loss_aux: 0.9439, top1_acc: 0.6975, top5_acc: 0.8613, loss_cls: 1.2708, loss: 2.2146, grad_norm: 5.8142 2020-09-25 21:11:32,889 - mmaction - INFO - Epoch [142][100/940] lr: 4.000e-04, eta: 3:23:00, time: 1.473, data_time: 0.001, memory: 6929, loss_aux: 0.9271, top1_acc: 0.7031, top5_acc: 0.8611, loss_cls: 1.2411, loss: 2.1681, grad_norm: 5.7656 2020-09-25 21:12:01,982 - mmaction - INFO - Epoch [142][120/940] lr: 4.000e-04, eta: 3:22:31, time: 1.456, data_time: 0.004, memory: 6929, loss_aux: 0.9534, top1_acc: 0.6893, top5_acc: 0.8613, loss_cls: 1.2855, loss: 2.2389, grad_norm: 5.8207 2020-09-25 21:12:30,903 - mmaction - INFO - Epoch [142][140/940] lr: 4.000e-04, eta: 3:22:02, time: 1.446, data_time: 0.002, memory: 6929, loss_aux: 0.9319, top1_acc: 0.7020, top5_acc: 0.8678, loss_cls: 1.2440, loss: 2.1759, grad_norm: 5.7953 2020-09-25 21:12:59,956 - mmaction - INFO - Epoch [142][160/940] lr: 4.000e-04, eta: 3:21:32, time: 1.453, data_time: 0.002, memory: 6929, loss_aux: 0.9306, top1_acc: 0.6986, top5_acc: 0.8656, loss_cls: 1.2602, loss: 2.1908, grad_norm: 5.8070 2020-09-25 21:13:29,260 - mmaction - INFO - Epoch [142][180/940] lr: 4.000e-04, eta: 3:21:03, time: 1.465, data_time: 0.001, memory: 6929, loss_aux: 0.9458, top1_acc: 0.6947, top5_acc: 0.8650, loss_cls: 1.2653, loss: 2.2111, grad_norm: 5.7847 2020-09-25 21:13:57,795 - mmaction - INFO - Epoch [142][200/940] lr: 4.000e-04, eta: 3:20:34, time: 1.426, data_time: 0.002, memory: 6929, loss_aux: 0.9424, top1_acc: 0.6910, top5_acc: 0.8639, loss_cls: 1.2766, loss: 2.2190, grad_norm: 5.9119 2020-09-25 21:14:26,611 - mmaction - INFO - Epoch [142][220/940] lr: 4.000e-04, eta: 3:20:05, time: 1.441, data_time: 0.002, memory: 6929, loss_aux: 0.9352, top1_acc: 0.6943, top5_acc: 0.8674, loss_cls: 1.2593, loss: 2.1945, grad_norm: 5.7636 2020-09-25 21:14:56,272 - mmaction - INFO - Epoch [142][240/940] lr: 4.000e-04, eta: 3:19:36, time: 1.482, data_time: 0.002, memory: 6929, loss_aux: 0.9357, top1_acc: 0.6947, top5_acc: 0.8633, loss_cls: 1.2639, loss: 2.1996, grad_norm: 5.6635 2020-09-25 21:15:25,119 - mmaction - INFO - Epoch [142][260/940] lr: 4.000e-04, eta: 3:19:07, time: 1.443, data_time: 0.003, memory: 6929, loss_aux: 0.9281, top1_acc: 0.7014, top5_acc: 0.8623, loss_cls: 1.2593, loss: 2.1875, grad_norm: 5.7056 2020-09-25 21:15:53,644 - mmaction - INFO - Epoch [142][280/940] lr: 4.000e-04, eta: 3:18:38, time: 1.425, data_time: 0.001, memory: 6929, loss_aux: 0.9131, top1_acc: 0.6959, top5_acc: 0.8674, loss_cls: 1.2383, loss: 2.1513, grad_norm: 5.7176 2020-09-25 21:16:22,752 - mmaction - INFO - Epoch [142][300/940] lr: 4.000e-04, eta: 3:18:08, time: 1.454, data_time: 0.003, memory: 6929, loss_aux: 0.9456, top1_acc: 0.6943, top5_acc: 0.8605, loss_cls: 1.2979, loss: 2.2434, grad_norm: 5.7742 2020-09-25 21:16:52,657 - mmaction - INFO - Epoch [142][320/940] lr: 4.000e-04, eta: 3:17:39, time: 1.497, data_time: 0.004, memory: 6929, loss_aux: 0.9320, top1_acc: 0.6928, top5_acc: 0.8637, loss_cls: 1.2578, loss: 2.1898, grad_norm: 5.8333 2020-09-25 21:17:21,201 - mmaction - INFO - Epoch [142][340/940] lr: 4.000e-04, eta: 3:17:10, time: 1.428, data_time: 0.003, memory: 6929, loss_aux: 0.9505, top1_acc: 0.6979, top5_acc: 0.8533, loss_cls: 1.2871, loss: 2.2377, grad_norm: 5.8305 2020-09-25 21:17:50,321 - mmaction - INFO - Epoch [142][360/940] lr: 4.000e-04, eta: 3:16:41, time: 1.455, data_time: 0.001, memory: 6929, loss_aux: 0.9199, top1_acc: 0.7063, top5_acc: 0.8668, loss_cls: 1.2375, loss: 2.1574, grad_norm: 5.7307 2020-09-25 21:18:19,055 - mmaction - INFO - Epoch [142][380/940] lr: 4.000e-04, eta: 3:16:12, time: 1.438, data_time: 0.002, memory: 6929, loss_aux: 0.9208, top1_acc: 0.7016, top5_acc: 0.8742, loss_cls: 1.2222, loss: 2.1430, grad_norm: 5.6718 2020-09-25 21:18:47,865 - mmaction - INFO - Epoch [142][400/940] lr: 4.000e-04, eta: 3:15:43, time: 1.440, data_time: 0.001, memory: 6929, loss_aux: 0.9341, top1_acc: 0.7012, top5_acc: 0.8648, loss_cls: 1.2646, loss: 2.1987, grad_norm: 5.8695 2020-09-25 21:19:17,077 - mmaction - INFO - Epoch [142][420/940] lr: 4.000e-04, eta: 3:15:14, time: 1.460, data_time: 0.001, memory: 6929, loss_aux: 0.9376, top1_acc: 0.7018, top5_acc: 0.8660, loss_cls: 1.2605, loss: 2.1981, grad_norm: 5.8504 2020-09-25 21:19:46,289 - mmaction - INFO - Epoch [142][440/940] lr: 4.000e-04, eta: 3:14:44, time: 1.461, data_time: 0.002, memory: 6929, loss_aux: 0.9395, top1_acc: 0.6984, top5_acc: 0.8607, loss_cls: 1.2600, loss: 2.1995, grad_norm: 5.8031 2020-09-25 21:20:15,078 - mmaction - INFO - Epoch [142][460/940] lr: 4.000e-04, eta: 3:14:15, time: 1.437, data_time: 0.001, memory: 6929, loss_aux: 0.9544, top1_acc: 0.6865, top5_acc: 0.8570, loss_cls: 1.2995, loss: 2.2539, grad_norm: 5.8328 2020-09-25 21:20:44,099 - mmaction - INFO - Epoch [142][480/940] lr: 4.000e-04, eta: 3:13:46, time: 1.453, data_time: 0.004, memory: 6929, loss_aux: 0.9375, top1_acc: 0.6971, top5_acc: 0.8666, loss_cls: 1.2605, loss: 2.1979, grad_norm: 5.7976 2020-09-25 21:21:13,226 - mmaction - INFO - Epoch [142][500/940] lr: 4.000e-04, eta: 3:13:17, time: 1.455, data_time: 0.002, memory: 6929, loss_aux: 0.9104, top1_acc: 0.7076, top5_acc: 0.8719, loss_cls: 1.2162, loss: 2.1266, grad_norm: 5.6843 2020-09-25 21:21:41,820 - mmaction - INFO - Epoch [142][520/940] lr: 4.000e-04, eta: 3:12:48, time: 1.431, data_time: 0.003, memory: 6929, loss_aux: 0.9439, top1_acc: 0.6904, top5_acc: 0.8639, loss_cls: 1.2952, loss: 2.2391, grad_norm: 5.8807 2020-09-25 21:22:10,921 - mmaction - INFO - Epoch [142][540/940] lr: 4.000e-04, eta: 3:12:19, time: 1.454, data_time: 0.001, memory: 6929, loss_aux: 0.9274, top1_acc: 0.7018, top5_acc: 0.8682, loss_cls: 1.2402, loss: 2.1677, grad_norm: 5.7859 2020-09-25 21:22:39,591 - mmaction - INFO - Epoch [142][560/940] lr: 4.000e-04, eta: 3:11:49, time: 1.434, data_time: 0.003, memory: 6929, loss_aux: 0.9480, top1_acc: 0.6838, top5_acc: 0.8590, loss_cls: 1.2953, loss: 2.2433, grad_norm: 5.8482 2020-09-25 21:23:08,919 - mmaction - INFO - Epoch [142][580/940] lr: 4.000e-04, eta: 3:11:20, time: 1.467, data_time: 0.002, memory: 6929, loss_aux: 0.9471, top1_acc: 0.6947, top5_acc: 0.8641, loss_cls: 1.2792, loss: 2.2263, grad_norm: 5.8065 2020-09-25 21:23:38,417 - mmaction - INFO - Epoch [142][600/940] lr: 4.000e-04, eta: 3:10:51, time: 1.475, data_time: 0.002, memory: 6929, loss_aux: 0.9403, top1_acc: 0.6977, top5_acc: 0.8664, loss_cls: 1.2664, loss: 2.2068, grad_norm: 5.8006 2020-09-25 21:24:07,452 - mmaction - INFO - Epoch [142][620/940] lr: 4.000e-04, eta: 3:10:22, time: 1.452, data_time: 0.002, memory: 6929, loss_aux: 0.9642, top1_acc: 0.6910, top5_acc: 0.8586, loss_cls: 1.3148, loss: 2.2790, grad_norm: 5.9112 2020-09-25 21:24:36,886 - mmaction - INFO - Epoch [142][640/940] lr: 4.000e-04, eta: 3:09:53, time: 1.471, data_time: 0.002, memory: 6929, loss_aux: 0.9301, top1_acc: 0.6971, top5_acc: 0.8680, loss_cls: 1.2402, loss: 2.1703, grad_norm: 5.7461 2020-09-25 21:25:06,274 - mmaction - INFO - Epoch [142][660/940] lr: 4.000e-04, eta: 3:09:24, time: 1.471, data_time: 0.003, memory: 6929, loss_aux: 0.9133, top1_acc: 0.7146, top5_acc: 0.8648, loss_cls: 1.2134, loss: 2.1267, grad_norm: 5.6144 2020-09-25 21:25:35,134 - mmaction - INFO - Epoch [142][680/940] lr: 4.000e-04, eta: 3:08:55, time: 1.442, data_time: 0.001, memory: 6929, loss_aux: 0.9350, top1_acc: 0.6947, top5_acc: 0.8680, loss_cls: 1.2719, loss: 2.2069, grad_norm: 5.8603 2020-09-25 21:26:03,994 - mmaction - INFO - Epoch [142][700/940] lr: 4.000e-04, eta: 3:08:26, time: 1.445, data_time: 0.003, memory: 6929, loss_aux: 0.9434, top1_acc: 0.6953, top5_acc: 0.8631, loss_cls: 1.2675, loss: 2.2110, grad_norm: 5.7806 2020-09-25 21:26:33,352 - mmaction - INFO - Epoch [142][720/940] lr: 4.000e-04, eta: 3:07:56, time: 1.466, data_time: 0.001, memory: 6929, loss_aux: 0.9327, top1_acc: 0.7021, top5_acc: 0.8686, loss_cls: 1.2548, loss: 2.1875, grad_norm: 5.8273 2020-09-25 21:27:03,296 - mmaction - INFO - Epoch [142][740/940] lr: 4.000e-04, eta: 3:07:27, time: 1.498, data_time: 0.004, memory: 6929, loss_aux: 0.9676, top1_acc: 0.6896, top5_acc: 0.8541, loss_cls: 1.3030, loss: 2.2706, grad_norm: 5.8730 2020-09-25 21:27:32,678 - mmaction - INFO - Epoch [142][760/940] lr: 4.000e-04, eta: 3:06:58, time: 1.468, data_time: 0.002, memory: 6929, loss_aux: 0.9372, top1_acc: 0.7020, top5_acc: 0.8621, loss_cls: 1.2598, loss: 2.1970, grad_norm: 5.7899 2020-09-25 21:28:02,938 - mmaction - INFO - Epoch [142][780/940] lr: 4.000e-04, eta: 3:06:29, time: 1.514, data_time: 0.003, memory: 6929, loss_aux: 0.9215, top1_acc: 0.7020, top5_acc: 0.8691, loss_cls: 1.2294, loss: 2.1509, grad_norm: 5.6748 2020-09-25 21:28:31,185 - mmaction - INFO - Epoch [142][800/940] lr: 4.000e-04, eta: 3:06:00, time: 1.412, data_time: 0.002, memory: 6929, loss_aux: 0.9347, top1_acc: 0.7006, top5_acc: 0.8732, loss_cls: 1.2351, loss: 2.1698, grad_norm: 5.7740 2020-09-25 21:29:00,216 - mmaction - INFO - Epoch [142][820/940] lr: 4.000e-04, eta: 3:05:31, time: 1.452, data_time: 0.002, memory: 6929, loss_aux: 0.9428, top1_acc: 0.7000, top5_acc: 0.8625, loss_cls: 1.2655, loss: 2.2083, grad_norm: 5.7740 2020-09-25 21:29:29,766 - mmaction - INFO - Epoch [142][840/940] lr: 4.000e-04, eta: 3:05:02, time: 1.476, data_time: 0.002, memory: 6929, loss_aux: 0.9375, top1_acc: 0.6916, top5_acc: 0.8635, loss_cls: 1.2610, loss: 2.1985, grad_norm: 5.8637 2020-09-25 21:29:59,493 - mmaction - INFO - Epoch [142][860/940] lr: 4.000e-04, eta: 3:04:33, time: 1.488, data_time: 0.003, memory: 6929, loss_aux: 0.9555, top1_acc: 0.6910, top5_acc: 0.8555, loss_cls: 1.3081, loss: 2.2636, grad_norm: 5.9203 2020-09-25 21:30:28,392 - mmaction - INFO - Epoch [142][880/940] lr: 4.000e-04, eta: 3:04:03, time: 1.443, data_time: 0.001, memory: 6929, loss_aux: 0.9125, top1_acc: 0.7020, top5_acc: 0.8629, loss_cls: 1.2477, loss: 2.1603, grad_norm: 5.8012 2020-09-25 21:30:57,347 - mmaction - INFO - Epoch [142][900/940] lr: 4.000e-04, eta: 3:03:34, time: 1.448, data_time: 0.003, memory: 6929, loss_aux: 0.9592, top1_acc: 0.6967, top5_acc: 0.8633, loss_cls: 1.2812, loss: 2.2404, grad_norm: 5.8623 2020-09-25 21:31:26,677 - mmaction - INFO - Epoch [142][920/940] lr: 4.000e-04, eta: 3:03:05, time: 1.467, data_time: 0.002, memory: 6929, loss_aux: 0.9298, top1_acc: 0.7023, top5_acc: 0.8662, loss_cls: 1.2495, loss: 2.1793, grad_norm: 5.8227 2020-09-25 21:31:55,186 - mmaction - INFO - Epoch [142][940/940] lr: 4.000e-04, eta: 3:02:36, time: 1.425, data_time: 0.001, memory: 6929, loss_aux: 0.9800, top1_acc: 0.6889, top5_acc: 0.8600, loss_cls: 1.3182, loss: 2.2982, grad_norm: 6.0301 2020-09-25 21:31:55,668 - mmaction - INFO - Saving checkpoint at 142 epochs 2020-09-25 21:32:31,241 - mmaction - INFO - Epoch [143][20/940] lr: 4.000e-04, eta: 3:02:07, time: 1.455, data_time: 0.219, memory: 6929, loss_aux: 0.9229, top1_acc: 0.6922, top5_acc: 0.8697, loss_cls: 1.2492, loss: 2.1721, grad_norm: 5.8693 2020-09-25 21:32:59,901 - mmaction - INFO - Epoch [143][40/940] lr: 4.000e-04, eta: 3:01:38, time: 1.434, data_time: 0.003, memory: 6929, loss_aux: 0.9379, top1_acc: 0.6918, top5_acc: 0.8635, loss_cls: 1.2598, loss: 2.1977, grad_norm: 5.8308 2020-09-25 21:33:30,692 - mmaction - INFO - Epoch [143][60/940] lr: 4.000e-04, eta: 3:01:09, time: 1.540, data_time: 0.002, memory: 6929, loss_aux: 0.9240, top1_acc: 0.7004, top5_acc: 0.8736, loss_cls: 1.2205, loss: 2.1445, grad_norm: 5.7519 2020-09-25 21:34:00,307 - mmaction - INFO - Epoch [143][80/940] lr: 4.000e-04, eta: 3:00:39, time: 1.481, data_time: 0.002, memory: 6929, loss_aux: 0.9416, top1_acc: 0.7045, top5_acc: 0.8711, loss_cls: 1.2386, loss: 2.1801, grad_norm: 5.7196 2020-09-25 21:34:30,341 - mmaction - INFO - Epoch [143][100/940] lr: 4.000e-04, eta: 3:00:10, time: 1.498, data_time: 0.001, memory: 6929, loss_aux: 0.9424, top1_acc: 0.7072, top5_acc: 0.8660, loss_cls: 1.2416, loss: 2.1840, grad_norm: 5.7627 2020-09-25 21:35:00,587 - mmaction - INFO - Epoch [143][120/940] lr: 4.000e-04, eta: 2:59:41, time: 1.516, data_time: 0.005, memory: 6929, loss_aux: 0.9399, top1_acc: 0.6939, top5_acc: 0.8646, loss_cls: 1.2940, loss: 2.2338, grad_norm: 5.8981 2020-09-25 21:35:28,819 - mmaction - INFO - Epoch [143][140/940] lr: 4.000e-04, eta: 2:59:12, time: 1.410, data_time: 0.001, memory: 6929, loss_aux: 0.9534, top1_acc: 0.6916, top5_acc: 0.8566, loss_cls: 1.2954, loss: 2.2489, grad_norm: 5.8709 2020-09-25 21:35:57,962 - mmaction - INFO - Epoch [143][160/940] lr: 4.000e-04, eta: 2:58:43, time: 1.458, data_time: 0.003, memory: 6929, loss_aux: 0.9162, top1_acc: 0.7170, top5_acc: 0.8727, loss_cls: 1.2192, loss: 2.1354, grad_norm: 5.8276 2020-09-25 21:36:27,616 - mmaction - INFO - Epoch [143][180/940] lr: 4.000e-04, eta: 2:58:14, time: 1.484, data_time: 0.003, memory: 6929, loss_aux: 0.9398, top1_acc: 0.6934, top5_acc: 0.8707, loss_cls: 1.2701, loss: 2.2099, grad_norm: 5.8552 2020-09-25 21:36:56,808 - mmaction - INFO - Epoch [143][200/940] lr: 4.000e-04, eta: 2:57:45, time: 1.459, data_time: 0.001, memory: 6929, loss_aux: 0.9035, top1_acc: 0.7096, top5_acc: 0.8742, loss_cls: 1.2013, loss: 2.1048, grad_norm: 5.6629 2020-09-25 21:37:26,819 - mmaction - INFO - Epoch [143][220/940] lr: 4.000e-04, eta: 2:57:16, time: 1.501, data_time: 0.002, memory: 6929, loss_aux: 0.9571, top1_acc: 0.6920, top5_acc: 0.8582, loss_cls: 1.2929, loss: 2.2501, grad_norm: 5.8727 2020-09-25 21:37:56,728 - mmaction - INFO - Epoch [143][240/940] lr: 4.000e-04, eta: 2:56:47, time: 1.494, data_time: 0.002, memory: 6929, loss_aux: 0.9254, top1_acc: 0.7104, top5_acc: 0.8736, loss_cls: 1.2229, loss: 2.1482, grad_norm: 5.8016 2020-09-25 21:38:25,672 - mmaction - INFO - Epoch [143][260/940] lr: 4.000e-04, eta: 2:56:17, time: 1.448, data_time: 0.003, memory: 6929, loss_aux: 0.9294, top1_acc: 0.7039, top5_acc: 0.8680, loss_cls: 1.2352, loss: 2.1646, grad_norm: 5.7753 2020-09-25 21:38:55,231 - mmaction - INFO - Epoch [143][280/940] lr: 4.000e-04, eta: 2:55:48, time: 1.476, data_time: 0.001, memory: 6929, loss_aux: 0.9305, top1_acc: 0.6945, top5_acc: 0.8627, loss_cls: 1.2756, loss: 2.2062, grad_norm: 5.9009 2020-09-25 21:39:24,051 - mmaction - INFO - Epoch [143][300/940] lr: 4.000e-04, eta: 2:55:19, time: 1.442, data_time: 0.004, memory: 6929, loss_aux: 0.9262, top1_acc: 0.7037, top5_acc: 0.8734, loss_cls: 1.2300, loss: 2.1562, grad_norm: 5.7631 2020-09-25 21:39:53,930 - mmaction - INFO - Epoch [143][320/940] lr: 4.000e-04, eta: 2:54:50, time: 1.495, data_time: 0.003, memory: 6929, loss_aux: 0.9330, top1_acc: 0.7018, top5_acc: 0.8693, loss_cls: 1.2492, loss: 2.1822, grad_norm: 5.8539 2020-09-25 21:40:22,910 - mmaction - INFO - Epoch [143][340/940] lr: 4.000e-04, eta: 2:54:21, time: 1.449, data_time: 0.002, memory: 6929, loss_aux: 0.9338, top1_acc: 0.6959, top5_acc: 0.8672, loss_cls: 1.2563, loss: 2.1900, grad_norm: 5.8978 2020-09-25 21:40:52,113 - mmaction - INFO - Epoch [143][360/940] lr: 4.000e-04, eta: 2:53:52, time: 1.460, data_time: 0.002, memory: 6929, loss_aux: 0.9209, top1_acc: 0.7010, top5_acc: 0.8719, loss_cls: 1.2407, loss: 2.1616, grad_norm: 5.8524 2020-09-25 21:41:22,604 - mmaction - INFO - Epoch [143][380/940] lr: 4.000e-04, eta: 2:53:23, time: 1.525, data_time: 0.002, memory: 6929, loss_aux: 0.9580, top1_acc: 0.6961, top5_acc: 0.8617, loss_cls: 1.3006, loss: 2.2586, grad_norm: 5.8441 2020-09-25 21:41:53,008 - mmaction - INFO - Epoch [143][400/940] lr: 4.000e-04, eta: 2:52:54, time: 1.520, data_time: 0.002, memory: 6929, loss_aux: 0.9464, top1_acc: 0.6955, top5_acc: 0.8619, loss_cls: 1.2858, loss: 2.2322, grad_norm: 5.8595 2020-09-25 21:42:22,082 - mmaction - INFO - Epoch [143][420/940] lr: 4.000e-04, eta: 2:52:24, time: 1.455, data_time: 0.002, memory: 6929, loss_aux: 0.9175, top1_acc: 0.7014, top5_acc: 0.8674, loss_cls: 1.2379, loss: 2.1554, grad_norm: 5.7691 2020-09-25 21:42:51,163 - mmaction - INFO - Epoch [143][440/940] lr: 4.000e-04, eta: 2:51:55, time: 1.453, data_time: 0.001, memory: 6929, loss_aux: 0.9697, top1_acc: 0.6873, top5_acc: 0.8514, loss_cls: 1.3237, loss: 2.2934, grad_norm: 5.9068 2020-09-25 21:43:20,292 - mmaction - INFO - Epoch [143][460/940] lr: 4.000e-04, eta: 2:51:26, time: 1.457, data_time: 0.003, memory: 6929, loss_aux: 0.9420, top1_acc: 0.6895, top5_acc: 0.8680, loss_cls: 1.2775, loss: 2.2195, grad_norm: 5.8597 2020-09-25 21:43:49,340 - mmaction - INFO - Epoch [143][480/940] lr: 4.000e-04, eta: 2:50:57, time: 1.452, data_time: 0.002, memory: 6929, loss_aux: 0.9312, top1_acc: 0.7041, top5_acc: 0.8678, loss_cls: 1.2336, loss: 2.1648, grad_norm: 5.7228 2020-09-25 21:44:18,239 - mmaction - INFO - Epoch [143][500/940] lr: 4.000e-04, eta: 2:50:28, time: 1.446, data_time: 0.002, memory: 6929, loss_aux: 0.9071, top1_acc: 0.7043, top5_acc: 0.8699, loss_cls: 1.2219, loss: 2.1290, grad_norm: 5.7072 2020-09-25 21:44:48,642 - mmaction - INFO - Epoch [143][520/940] lr: 4.000e-04, eta: 2:49:59, time: 1.518, data_time: 0.001, memory: 6929, loss_aux: 0.9464, top1_acc: 0.6951, top5_acc: 0.8676, loss_cls: 1.2685, loss: 2.2150, grad_norm: 5.7440 2020-09-25 21:45:19,659 - mmaction - INFO - Epoch [143][540/940] lr: 4.000e-04, eta: 2:49:30, time: 1.551, data_time: 0.003, memory: 6929, loss_aux: 0.9364, top1_acc: 0.6943, top5_acc: 0.8703, loss_cls: 1.2544, loss: 2.1908, grad_norm: 5.8492 2020-09-25 21:45:48,093 - mmaction - INFO - Epoch [143][560/940] lr: 4.000e-04, eta: 2:49:01, time: 1.423, data_time: 0.003, memory: 6929, loss_aux: 0.9522, top1_acc: 0.6898, top5_acc: 0.8584, loss_cls: 1.2892, loss: 2.2414, grad_norm: 5.9328 2020-09-25 21:46:17,263 - mmaction - INFO - Epoch [143][580/940] lr: 4.000e-04, eta: 2:48:31, time: 1.459, data_time: 0.002, memory: 6929, loss_aux: 0.9499, top1_acc: 0.6937, top5_acc: 0.8664, loss_cls: 1.2811, loss: 2.2310, grad_norm: 5.8598 2020-09-25 21:46:46,154 - mmaction - INFO - Epoch [143][600/940] lr: 4.000e-04, eta: 2:48:02, time: 1.445, data_time: 0.002, memory: 6929, loss_aux: 0.9501, top1_acc: 0.6994, top5_acc: 0.8676, loss_cls: 1.2603, loss: 2.2103, grad_norm: 5.7891 2020-09-25 21:47:15,835 - mmaction - INFO - Epoch [143][620/940] lr: 4.000e-04, eta: 2:47:33, time: 1.483, data_time: 0.006, memory: 6929, loss_aux: 0.9250, top1_acc: 0.7045, top5_acc: 0.8719, loss_cls: 1.2304, loss: 2.1554, grad_norm: 5.7571 2020-09-25 21:47:45,949 - mmaction - INFO - Epoch [143][640/940] lr: 4.000e-04, eta: 2:47:04, time: 1.508, data_time: 0.003, memory: 6929, loss_aux: 0.9404, top1_acc: 0.6945, top5_acc: 0.8668, loss_cls: 1.2566, loss: 2.1970, grad_norm: 5.9178 2020-09-25 21:48:14,574 - mmaction - INFO - Epoch [143][660/940] lr: 4.000e-04, eta: 2:46:35, time: 1.430, data_time: 0.001, memory: 6929, loss_aux: 0.9408, top1_acc: 0.6943, top5_acc: 0.8662, loss_cls: 1.2717, loss: 2.2125, grad_norm: 5.8920 2020-09-25 21:48:44,079 - mmaction - INFO - Epoch [143][680/940] lr: 4.000e-04, eta: 2:46:06, time: 1.474, data_time: 0.002, memory: 6929, loss_aux: 0.9403, top1_acc: 0.6934, top5_acc: 0.8635, loss_cls: 1.2807, loss: 2.2209, grad_norm: 5.8588 2020-09-25 21:49:13,471 - mmaction - INFO - Epoch [143][700/940] lr: 4.000e-04, eta: 2:45:37, time: 1.469, data_time: 0.003, memory: 6929, loss_aux: 0.9421, top1_acc: 0.7039, top5_acc: 0.8705, loss_cls: 1.2387, loss: 2.1808, grad_norm: 5.8492 2020-09-25 21:49:42,725 - mmaction - INFO - Epoch [143][720/940] lr: 4.000e-04, eta: 2:45:08, time: 1.464, data_time: 0.004, memory: 6929, loss_aux: 0.9460, top1_acc: 0.6910, top5_acc: 0.8627, loss_cls: 1.2694, loss: 2.2154, grad_norm: 5.8659 2020-09-25 21:50:12,018 - mmaction - INFO - Epoch [143][740/940] lr: 4.000e-04, eta: 2:44:38, time: 1.462, data_time: 0.002, memory: 6929, loss_aux: 0.9497, top1_acc: 0.6943, top5_acc: 0.8623, loss_cls: 1.2936, loss: 2.2433, grad_norm: 5.8045 2020-09-25 21:50:41,366 - mmaction - INFO - Epoch [143][760/940] lr: 4.000e-04, eta: 2:44:09, time: 1.470, data_time: 0.005, memory: 6929, loss_aux: 0.9435, top1_acc: 0.6936, top5_acc: 0.8652, loss_cls: 1.2543, loss: 2.1979, grad_norm: 5.7569 2020-09-25 21:51:10,509 - mmaction - INFO - Epoch [143][780/940] lr: 4.000e-04, eta: 2:43:40, time: 1.456, data_time: 0.001, memory: 6929, loss_aux: 0.9204, top1_acc: 0.7049, top5_acc: 0.8719, loss_cls: 1.2237, loss: 2.1441, grad_norm: 5.7340 2020-09-25 21:51:39,230 - mmaction - INFO - Epoch [143][800/940] lr: 4.000e-04, eta: 2:43:11, time: 1.437, data_time: 0.003, memory: 6929, loss_aux: 0.9316, top1_acc: 0.7129, top5_acc: 0.8699, loss_cls: 1.2264, loss: 2.1580, grad_norm: 5.7614 2020-09-25 21:52:07,703 - mmaction - INFO - Epoch [143][820/940] lr: 4.000e-04, eta: 2:42:42, time: 1.423, data_time: 0.002, memory: 6929, loss_aux: 0.9433, top1_acc: 0.7016, top5_acc: 0.8660, loss_cls: 1.2643, loss: 2.2076, grad_norm: 5.8843 2020-09-25 21:52:36,810 - mmaction - INFO - Epoch [143][840/940] lr: 4.000e-04, eta: 2:42:13, time: 1.455, data_time: 0.002, memory: 6929, loss_aux: 0.9312, top1_acc: 0.7049, top5_acc: 0.8697, loss_cls: 1.2426, loss: 2.1738, grad_norm: 5.8046 2020-09-25 21:53:05,769 - mmaction - INFO - Epoch [143][860/940] lr: 4.000e-04, eta: 2:41:43, time: 1.448, data_time: 0.002, memory: 6929, loss_aux: 0.9382, top1_acc: 0.6990, top5_acc: 0.8645, loss_cls: 1.2673, loss: 2.2054, grad_norm: 5.8076 2020-09-25 21:53:35,286 - mmaction - INFO - Epoch [143][880/940] lr: 4.000e-04, eta: 2:41:14, time: 1.475, data_time: 0.002, memory: 6929, loss_aux: 0.9264, top1_acc: 0.7004, top5_acc: 0.8678, loss_cls: 1.2404, loss: 2.1668, grad_norm: 5.7569 2020-09-25 21:54:05,129 - mmaction - INFO - Epoch [143][900/940] lr: 4.000e-04, eta: 2:40:45, time: 1.493, data_time: 0.003, memory: 6929, loss_aux: 0.9350, top1_acc: 0.6947, top5_acc: 0.8670, loss_cls: 1.2594, loss: 2.1945, grad_norm: 5.8948 2020-09-25 21:54:34,164 - mmaction - INFO - Epoch [143][920/940] lr: 4.000e-04, eta: 2:40:16, time: 1.450, data_time: 0.001, memory: 6929, loss_aux: 0.8952, top1_acc: 0.7135, top5_acc: 0.8756, loss_cls: 1.2012, loss: 2.0964, grad_norm: 5.7287 2020-09-25 21:55:03,357 - mmaction - INFO - Epoch [143][940/940] lr: 4.000e-04, eta: 2:39:47, time: 1.460, data_time: 0.003, memory: 6929, loss_aux: 0.9652, top1_acc: 0.6847, top5_acc: 0.8553, loss_cls: 1.3353, loss: 2.3005, grad_norm: 5.9193 2020-09-25 21:55:03,786 - mmaction - INFO - Saving checkpoint at 143 epochs 2020-09-25 21:55:38,490 - mmaction - INFO - Epoch [144][20/940] lr: 4.000e-04, eta: 2:39:18, time: 1.427, data_time: 0.192, memory: 6929, loss_aux: 0.9489, top1_acc: 0.6922, top5_acc: 0.8611, loss_cls: 1.2807, loss: 2.2296, grad_norm: 5.8747 2020-09-25 21:56:07,292 - mmaction - INFO - Epoch [144][40/940] lr: 4.000e-04, eta: 2:38:49, time: 1.440, data_time: 0.001, memory: 6929, loss_aux: 0.9174, top1_acc: 0.7066, top5_acc: 0.8682, loss_cls: 1.2226, loss: 2.1400, grad_norm: 5.7460 2020-09-25 21:56:35,976 - mmaction - INFO - Epoch [144][60/940] lr: 4.000e-04, eta: 2:38:19, time: 1.433, data_time: 0.001, memory: 6929, loss_aux: 0.9357, top1_acc: 0.7000, top5_acc: 0.8617, loss_cls: 1.2570, loss: 2.1927, grad_norm: 5.8013 2020-09-25 21:57:05,645 - mmaction - INFO - Epoch [144][80/940] lr: 4.000e-04, eta: 2:37:50, time: 1.484, data_time: 0.003, memory: 6929, loss_aux: 0.9671, top1_acc: 0.6885, top5_acc: 0.8543, loss_cls: 1.3088, loss: 2.2758, grad_norm: 5.8689 2020-09-25 21:57:34,284 - mmaction - INFO - Epoch [144][100/940] lr: 4.000e-04, eta: 2:37:21, time: 1.431, data_time: 0.001, memory: 6929, loss_aux: 0.9152, top1_acc: 0.7096, top5_acc: 0.8738, loss_cls: 1.2260, loss: 2.1412, grad_norm: 5.7948 2020-09-25 21:58:03,286 - mmaction - INFO - Epoch [144][120/940] lr: 4.000e-04, eta: 2:36:52, time: 1.452, data_time: 0.003, memory: 6929, loss_aux: 0.9371, top1_acc: 0.6961, top5_acc: 0.8691, loss_cls: 1.2661, loss: 2.2032, grad_norm: 5.9003 2020-09-25 21:58:31,569 - mmaction - INFO - Epoch [144][140/940] lr: 4.000e-04, eta: 2:36:23, time: 1.413, data_time: 0.001, memory: 6929, loss_aux: 0.9381, top1_acc: 0.7010, top5_acc: 0.8701, loss_cls: 1.2466, loss: 2.1847, grad_norm: 5.8060 2020-09-25 21:59:00,194 - mmaction - INFO - Epoch [144][160/940] lr: 4.000e-04, eta: 2:35:54, time: 1.432, data_time: 0.003, memory: 6929, loss_aux: 0.9470, top1_acc: 0.6957, top5_acc: 0.8637, loss_cls: 1.2792, loss: 2.2262, grad_norm: 5.8597 2020-09-25 21:59:28,852 - mmaction - INFO - Epoch [144][180/940] lr: 4.000e-04, eta: 2:35:25, time: 1.432, data_time: 0.002, memory: 6929, loss_aux: 0.9201, top1_acc: 0.7051, top5_acc: 0.8705, loss_cls: 1.2305, loss: 2.1505, grad_norm: 5.7590 2020-09-25 21:59:57,938 - mmaction - INFO - Epoch [144][200/940] lr: 4.000e-04, eta: 2:34:55, time: 1.454, data_time: 0.003, memory: 6929, loss_aux: 0.9337, top1_acc: 0.7037, top5_acc: 0.8664, loss_cls: 1.2436, loss: 2.1774, grad_norm: 5.7884 2020-09-25 22:00:33,414 - mmaction - INFO - Epoch [144][220/940] lr: 4.000e-04, eta: 2:34:27, time: 1.766, data_time: 0.003, memory: 6929, loss_aux: 0.9647, top1_acc: 0.6898, top5_acc: 0.8600, loss_cls: 1.2979, loss: 2.2626, grad_norm: 5.8972 2020-09-25 22:01:01,048 - mmaction - INFO - Epoch [144][240/940] lr: 4.000e-04, eta: 2:33:57, time: 1.390, data_time: 0.021, memory: 6929, loss_aux: 0.9454, top1_acc: 0.6963, top5_acc: 0.8611, loss_cls: 1.2851, loss: 2.2304, grad_norm: 5.8800 2020-09-25 22:01:29,803 - mmaction - INFO - Epoch [144][260/940] lr: 4.000e-04, eta: 2:33:28, time: 1.437, data_time: 0.002, memory: 6929, loss_aux: 0.9558, top1_acc: 0.6883, top5_acc: 0.8582, loss_cls: 1.2907, loss: 2.2465, grad_norm: 5.9497 2020-09-25 22:01:59,234 - mmaction - INFO - Epoch [144][280/940] lr: 4.000e-04, eta: 2:32:59, time: 1.473, data_time: 0.004, memory: 6929, loss_aux: 0.9251, top1_acc: 0.6920, top5_acc: 0.8703, loss_cls: 1.2635, loss: 2.1886, grad_norm: 5.8122 2020-09-25 22:02:27,681 - mmaction - INFO - Epoch [144][300/940] lr: 4.000e-04, eta: 2:32:30, time: 1.422, data_time: 0.002, memory: 6929, loss_aux: 0.9154, top1_acc: 0.7109, top5_acc: 0.8727, loss_cls: 1.2120, loss: 2.1274, grad_norm: 5.8152 2020-09-25 22:02:56,262 - mmaction - INFO - Epoch [144][320/940] lr: 4.000e-04, eta: 2:32:01, time: 1.428, data_time: 0.001, memory: 6929, loss_aux: 0.9512, top1_acc: 0.6955, top5_acc: 0.8627, loss_cls: 1.2782, loss: 2.2294, grad_norm: 5.8664 2020-09-25 22:03:25,718 - mmaction - INFO - Epoch [144][340/940] lr: 4.000e-04, eta: 2:31:32, time: 1.474, data_time: 0.003, memory: 6929, loss_aux: 0.9217, top1_acc: 0.7115, top5_acc: 0.8645, loss_cls: 1.2201, loss: 2.1418, grad_norm: 5.7343 2020-09-25 22:03:54,678 - mmaction - INFO - Epoch [144][360/940] lr: 4.000e-04, eta: 2:31:02, time: 1.447, data_time: 0.001, memory: 6929, loss_aux: 0.9410, top1_acc: 0.6992, top5_acc: 0.8625, loss_cls: 1.2780, loss: 2.2190, grad_norm: 5.8693 2020-09-25 22:04:23,475 - mmaction - INFO - Epoch [144][380/940] lr: 4.000e-04, eta: 2:30:33, time: 1.441, data_time: 0.003, memory: 6929, loss_aux: 0.9404, top1_acc: 0.6961, top5_acc: 0.8596, loss_cls: 1.2603, loss: 2.2007, grad_norm: 5.8559 2020-09-25 22:04:51,840 - mmaction - INFO - Epoch [144][400/940] lr: 4.000e-04, eta: 2:30:04, time: 1.417, data_time: 0.001, memory: 6929, loss_aux: 0.9373, top1_acc: 0.7014, top5_acc: 0.8705, loss_cls: 1.2443, loss: 2.1816, grad_norm: 5.8277 2020-09-25 22:05:20,358 - mmaction - INFO - Epoch [144][420/940] lr: 4.000e-04, eta: 2:29:35, time: 1.427, data_time: 0.003, memory: 6929, loss_aux: 0.9269, top1_acc: 0.6949, top5_acc: 0.8703, loss_cls: 1.2400, loss: 2.1669, grad_norm: 5.8219 2020-09-25 22:05:49,461 - mmaction - INFO - Epoch [144][440/940] lr: 4.000e-04, eta: 2:29:06, time: 1.454, data_time: 0.001, memory: 6929, loss_aux: 0.9411, top1_acc: 0.6936, top5_acc: 0.8592, loss_cls: 1.2766, loss: 2.2177, grad_norm: 5.8992 2020-09-25 22:06:18,085 - mmaction - INFO - Epoch [144][460/940] lr: 4.000e-04, eta: 2:28:37, time: 1.432, data_time: 0.003, memory: 6929, loss_aux: 0.9498, top1_acc: 0.6877, top5_acc: 0.8619, loss_cls: 1.2794, loss: 2.2292, grad_norm: 5.8780 2020-09-25 22:06:45,900 - mmaction - INFO - Epoch [144][480/940] lr: 4.000e-04, eta: 2:28:07, time: 1.391, data_time: 0.002, memory: 6929, loss_aux: 0.9472, top1_acc: 0.6889, top5_acc: 0.8625, loss_cls: 1.2930, loss: 2.2402, grad_norm: 5.9041 2020-09-25 22:07:14,727 - mmaction - INFO - Epoch [144][500/940] lr: 4.000e-04, eta: 2:27:38, time: 1.439, data_time: 0.001, memory: 6929, loss_aux: 0.9284, top1_acc: 0.6951, top5_acc: 0.8678, loss_cls: 1.2438, loss: 2.1722, grad_norm: 5.8136 2020-09-25 22:07:43,132 - mmaction - INFO - Epoch [144][520/940] lr: 4.000e-04, eta: 2:27:09, time: 1.423, data_time: 0.004, memory: 6929, loss_aux: 0.9140, top1_acc: 0.7066, top5_acc: 0.8719, loss_cls: 1.2275, loss: 2.1414, grad_norm: 5.7861 2020-09-25 22:08:13,225 - mmaction - INFO - Epoch [144][540/940] lr: 4.000e-04, eta: 2:26:40, time: 1.503, data_time: 0.001, memory: 6929, loss_aux: 0.9142, top1_acc: 0.7027, top5_acc: 0.8686, loss_cls: 1.2331, loss: 2.1473, grad_norm: 5.7474 2020-09-25 22:08:41,572 - mmaction - INFO - Epoch [144][560/940] lr: 4.000e-04, eta: 2:26:11, time: 1.419, data_time: 0.003, memory: 6929, loss_aux: 0.9357, top1_acc: 0.7039, top5_acc: 0.8668, loss_cls: 1.2410, loss: 2.1766, grad_norm: 5.7429 2020-09-25 22:09:11,332 - mmaction - INFO - Epoch [144][580/940] lr: 4.000e-04, eta: 2:25:42, time: 1.487, data_time: 0.002, memory: 6929, loss_aux: 0.9275, top1_acc: 0.7002, top5_acc: 0.8676, loss_cls: 1.2385, loss: 2.1660, grad_norm: 5.7595 2020-09-25 22:09:39,198 - mmaction - INFO - Epoch [144][600/940] lr: 4.000e-04, eta: 2:25:13, time: 1.394, data_time: 0.002, memory: 6929, loss_aux: 0.9161, top1_acc: 0.6973, top5_acc: 0.8723, loss_cls: 1.2357, loss: 2.1517, grad_norm: 5.7907 2020-09-25 22:10:08,089 - mmaction - INFO - Epoch [144][620/940] lr: 4.000e-04, eta: 2:24:43, time: 1.441, data_time: 0.001, memory: 6929, loss_aux: 0.9426, top1_acc: 0.6928, top5_acc: 0.8562, loss_cls: 1.2823, loss: 2.2249, grad_norm: 5.8784 2020-09-25 22:10:36,455 - mmaction - INFO - Epoch [144][640/940] lr: 4.000e-04, eta: 2:24:14, time: 1.421, data_time: 0.005, memory: 6929, loss_aux: 0.9444, top1_acc: 0.6973, top5_acc: 0.8598, loss_cls: 1.2657, loss: 2.2102, grad_norm: 5.8126 2020-09-25 22:11:04,744 - mmaction - INFO - Epoch [144][660/940] lr: 4.000e-04, eta: 2:23:45, time: 1.415, data_time: 0.002, memory: 6929, loss_aux: 0.9176, top1_acc: 0.7068, top5_acc: 0.8656, loss_cls: 1.2269, loss: 2.1445, grad_norm: 5.7407 2020-09-25 22:11:33,611 - mmaction - INFO - Epoch [144][680/940] lr: 4.000e-04, eta: 2:23:16, time: 1.441, data_time: 0.001, memory: 6929, loss_aux: 0.9521, top1_acc: 0.7012, top5_acc: 0.8662, loss_cls: 1.2517, loss: 2.2037, grad_norm: 5.8322 2020-09-25 22:12:02,696 - mmaction - INFO - Epoch [144][700/940] lr: 4.000e-04, eta: 2:22:47, time: 1.456, data_time: 0.003, memory: 6929, loss_aux: 0.9484, top1_acc: 0.6984, top5_acc: 0.8650, loss_cls: 1.2620, loss: 2.2104, grad_norm: 5.9504 2020-09-25 22:12:31,697 - mmaction - INFO - Epoch [144][720/940] lr: 4.000e-04, eta: 2:22:18, time: 1.450, data_time: 0.002, memory: 6929, loss_aux: 0.9309, top1_acc: 0.7063, top5_acc: 0.8652, loss_cls: 1.2335, loss: 2.1644, grad_norm: 5.7602 2020-09-25 22:13:00,925 - mmaction - INFO - Epoch [144][740/940] lr: 4.000e-04, eta: 2:21:48, time: 1.461, data_time: 0.001, memory: 6929, loss_aux: 0.9364, top1_acc: 0.6971, top5_acc: 0.8666, loss_cls: 1.2534, loss: 2.1898, grad_norm: 5.7885 2020-09-25 22:13:29,093 - mmaction - INFO - Epoch [144][760/940] lr: 4.000e-04, eta: 2:21:19, time: 1.408, data_time: 0.002, memory: 6929, loss_aux: 0.9191, top1_acc: 0.7039, top5_acc: 0.8730, loss_cls: 1.2244, loss: 2.1436, grad_norm: 5.8089 2020-09-25 22:13:58,208 - mmaction - INFO - Epoch [144][780/940] lr: 4.000e-04, eta: 2:20:50, time: 1.456, data_time: 0.002, memory: 6929, loss_aux: 0.9201, top1_acc: 0.7037, top5_acc: 0.8734, loss_cls: 1.2208, loss: 2.1409, grad_norm: 5.7349 2020-09-25 22:14:26,812 - mmaction - INFO - Epoch [144][800/940] lr: 4.000e-04, eta: 2:20:21, time: 1.430, data_time: 0.001, memory: 6929, loss_aux: 0.9355, top1_acc: 0.7043, top5_acc: 0.8674, loss_cls: 1.2481, loss: 2.1836, grad_norm: 5.8228 2020-09-25 22:14:55,917 - mmaction - INFO - Epoch [144][820/940] lr: 4.000e-04, eta: 2:19:52, time: 1.454, data_time: 0.001, memory: 6929, loss_aux: 0.9158, top1_acc: 0.7020, top5_acc: 0.8717, loss_cls: 1.2447, loss: 2.1605, grad_norm: 5.8676 2020-09-25 22:15:24,684 - mmaction - INFO - Epoch [144][840/940] lr: 4.000e-04, eta: 2:19:23, time: 1.438, data_time: 0.003, memory: 6929, loss_aux: 0.9315, top1_acc: 0.7051, top5_acc: 0.8674, loss_cls: 1.2559, loss: 2.1874, grad_norm: 5.8260 2020-09-25 22:15:53,574 - mmaction - INFO - Epoch [144][860/940] lr: 4.000e-04, eta: 2:18:53, time: 1.444, data_time: 0.003, memory: 6929, loss_aux: 0.9430, top1_acc: 0.6990, top5_acc: 0.8633, loss_cls: 1.2812, loss: 2.2242, grad_norm: 5.8921 2020-09-25 22:16:22,741 - mmaction - INFO - Epoch [144][880/940] lr: 4.000e-04, eta: 2:18:24, time: 1.460, data_time: 0.004, memory: 6929, loss_aux: 0.9302, top1_acc: 0.6979, top5_acc: 0.8691, loss_cls: 1.2495, loss: 2.1797, grad_norm: 5.8666 2020-09-25 22:16:51,492 - mmaction - INFO - Epoch [144][900/940] lr: 4.000e-04, eta: 2:17:55, time: 1.437, data_time: 0.002, memory: 6929, loss_aux: 0.9368, top1_acc: 0.6928, top5_acc: 0.8605, loss_cls: 1.2886, loss: 2.2254, grad_norm: 5.9118 2020-09-25 22:17:20,694 - mmaction - INFO - Epoch [144][920/940] lr: 4.000e-04, eta: 2:17:26, time: 1.461, data_time: 0.003, memory: 6929, loss_aux: 0.9438, top1_acc: 0.6959, top5_acc: 0.8635, loss_cls: 1.2677, loss: 2.2115, grad_norm: 5.8433 2020-09-25 22:17:48,747 - mmaction - INFO - Epoch [144][940/940] lr: 4.000e-04, eta: 2:16:57, time: 1.402, data_time: 0.001, memory: 6929, loss_aux: 0.9359, top1_acc: 0.7011, top5_acc: 0.8636, loss_cls: 1.2626, loss: 2.1986, grad_norm: 5.8589 2020-09-25 22:17:49,307 - mmaction - INFO - Saving checkpoint at 144 epochs 2020-09-25 22:18:24,378 - mmaction - INFO - Epoch [145][20/940] lr: 4.000e-04, eta: 2:16:28, time: 1.658, data_time: 0.353, memory: 6929, loss_aux: 0.9429, top1_acc: 0.6951, top5_acc: 0.8639, loss_cls: 1.2824, loss: 2.2252, grad_norm: 5.8224 2020-09-25 22:18:52,236 - mmaction - INFO - Epoch [145][40/940] lr: 4.000e-04, eta: 2:15:59, time: 1.393, data_time: 0.003, memory: 6929, loss_aux: 0.9445, top1_acc: 0.7021, top5_acc: 0.8615, loss_cls: 1.2892, loss: 2.2336, grad_norm: 5.7937 2020-09-25 22:19:20,688 - mmaction - INFO - Epoch [145][60/940] lr: 4.000e-04, eta: 2:15:30, time: 1.423, data_time: 0.003, memory: 6929, loss_aux: 0.9624, top1_acc: 0.6908, top5_acc: 0.8623, loss_cls: 1.3042, loss: 2.2665, grad_norm: 5.9093 2020-09-25 22:19:49,550 - mmaction - INFO - Epoch [145][80/940] lr: 4.000e-04, eta: 2:15:00, time: 1.443, data_time: 0.002, memory: 6929, loss_aux: 0.9486, top1_acc: 0.6973, top5_acc: 0.8688, loss_cls: 1.2646, loss: 2.2133, grad_norm: 5.8011 2020-09-25 22:20:19,283 - mmaction - INFO - Epoch [145][100/940] lr: 4.000e-04, eta: 2:14:31, time: 1.486, data_time: 0.002, memory: 6929, loss_aux: 0.9170, top1_acc: 0.6988, top5_acc: 0.8658, loss_cls: 1.2554, loss: 2.1723, grad_norm: 5.7990 2020-09-25 22:20:47,814 - mmaction - INFO - Epoch [145][120/940] lr: 4.000e-04, eta: 2:14:02, time: 1.427, data_time: 0.002, memory: 6929, loss_aux: 0.9318, top1_acc: 0.6994, top5_acc: 0.8707, loss_cls: 1.2342, loss: 2.1660, grad_norm: 5.7925 2020-09-25 22:21:17,210 - mmaction - INFO - Epoch [145][140/940] lr: 4.000e-04, eta: 2:13:33, time: 1.469, data_time: 0.002, memory: 6929, loss_aux: 0.9298, top1_acc: 0.7037, top5_acc: 0.8721, loss_cls: 1.2371, loss: 2.1668, grad_norm: 5.8811 2020-09-25 22:21:45,544 - mmaction - INFO - Epoch [145][160/940] lr: 4.000e-04, eta: 2:13:04, time: 1.418, data_time: 0.003, memory: 6929, loss_aux: 0.9257, top1_acc: 0.6971, top5_acc: 0.8689, loss_cls: 1.2454, loss: 2.1712, grad_norm: 5.8469 2020-09-25 22:22:14,556 - mmaction - INFO - Epoch [145][180/940] lr: 4.000e-04, eta: 2:12:35, time: 1.450, data_time: 0.001, memory: 6929, loss_aux: 0.9268, top1_acc: 0.7066, top5_acc: 0.8723, loss_cls: 1.2282, loss: 2.1550, grad_norm: 5.7243 2020-09-25 22:22:43,678 - mmaction - INFO - Epoch [145][200/940] lr: 4.000e-04, eta: 2:12:06, time: 1.457, data_time: 0.003, memory: 6929, loss_aux: 0.9366, top1_acc: 0.7023, top5_acc: 0.8656, loss_cls: 1.2553, loss: 2.1919, grad_norm: 5.7927 2020-09-25 22:23:12,694 - mmaction - INFO - Epoch [145][220/940] lr: 4.000e-04, eta: 2:11:36, time: 1.450, data_time: 0.001, memory: 6929, loss_aux: 0.9391, top1_acc: 0.7020, top5_acc: 0.8668, loss_cls: 1.2431, loss: 2.1821, grad_norm: 5.9458 2020-09-25 22:23:41,333 - mmaction - INFO - Epoch [145][240/940] lr: 4.000e-04, eta: 2:11:07, time: 1.433, data_time: 0.003, memory: 6929, loss_aux: 0.9558, top1_acc: 0.6904, top5_acc: 0.8633, loss_cls: 1.2991, loss: 2.2549, grad_norm: 5.9511 2020-09-25 22:24:10,867 - mmaction - INFO - Epoch [145][260/940] lr: 4.000e-04, eta: 2:10:38, time: 1.476, data_time: 0.001, memory: 6929, loss_aux: 0.9212, top1_acc: 0.7100, top5_acc: 0.8643, loss_cls: 1.2432, loss: 2.1644, grad_norm: 5.8358 2020-09-25 22:24:39,635 - mmaction - INFO - Epoch [145][280/940] lr: 4.000e-04, eta: 2:10:09, time: 1.440, data_time: 0.003, memory: 6929, loss_aux: 0.9231, top1_acc: 0.7039, top5_acc: 0.8697, loss_cls: 1.2135, loss: 2.1366, grad_norm: 5.8567 2020-09-25 22:25:09,394 - mmaction - INFO - Epoch [145][300/940] lr: 4.000e-04, eta: 2:09:40, time: 1.486, data_time: 0.001, memory: 6929, loss_aux: 0.9057, top1_acc: 0.7109, top5_acc: 0.8703, loss_cls: 1.2122, loss: 2.1180, grad_norm: 5.7528 2020-09-25 22:25:38,408 - mmaction - INFO - Epoch [145][320/940] lr: 4.000e-04, eta: 2:09:11, time: 1.452, data_time: 0.003, memory: 6929, loss_aux: 0.9510, top1_acc: 0.6988, top5_acc: 0.8639, loss_cls: 1.2712, loss: 2.2221, grad_norm: 5.8629 2020-09-25 22:26:07,303 - mmaction - INFO - Epoch [145][340/940] lr: 4.000e-04, eta: 2:08:42, time: 1.444, data_time: 0.001, memory: 6929, loss_aux: 0.9482, top1_acc: 0.6885, top5_acc: 0.8627, loss_cls: 1.3011, loss: 2.2493, grad_norm: 5.8948 2020-09-25 22:26:37,381 - mmaction - INFO - Epoch [145][360/940] lr: 4.000e-04, eta: 2:08:12, time: 1.504, data_time: 0.001, memory: 6929, loss_aux: 0.9329, top1_acc: 0.7051, top5_acc: 0.8605, loss_cls: 1.2634, loss: 2.1963, grad_norm: 5.8344 2020-09-25 22:27:07,195 - mmaction - INFO - Epoch [145][380/940] lr: 4.000e-04, eta: 2:07:43, time: 1.491, data_time: 0.002, memory: 6929, loss_aux: 0.9383, top1_acc: 0.6932, top5_acc: 0.8656, loss_cls: 1.2721, loss: 2.2104, grad_norm: 5.7898 2020-09-25 22:27:35,873 - mmaction - INFO - Epoch [145][400/940] lr: 4.000e-04, eta: 2:07:14, time: 1.432, data_time: 0.001, memory: 6929, loss_aux: 0.9520, top1_acc: 0.6912, top5_acc: 0.8660, loss_cls: 1.2885, loss: 2.2405, grad_norm: 5.8941 2020-09-25 22:28:04,370 - mmaction - INFO - Epoch [145][420/940] lr: 4.000e-04, eta: 2:06:45, time: 1.425, data_time: 0.004, memory: 6929, loss_aux: 0.9344, top1_acc: 0.6918, top5_acc: 0.8732, loss_cls: 1.2602, loss: 2.1946, grad_norm: 5.8445 2020-09-25 22:28:33,435 - mmaction - INFO - Epoch [145][440/940] lr: 4.000e-04, eta: 2:06:16, time: 1.454, data_time: 0.003, memory: 6929, loss_aux: 0.9325, top1_acc: 0.6955, top5_acc: 0.8643, loss_cls: 1.2590, loss: 2.1915, grad_norm: 5.9180 2020-09-25 22:29:03,695 - mmaction - INFO - Epoch [145][460/940] lr: 4.000e-04, eta: 2:05:47, time: 1.514, data_time: 0.002, memory: 6929, loss_aux: 0.9476, top1_acc: 0.6961, top5_acc: 0.8609, loss_cls: 1.2795, loss: 2.2271, grad_norm: 5.8248 2020-09-25 22:29:33,073 - mmaction - INFO - Epoch [145][480/940] lr: 4.000e-04, eta: 2:05:18, time: 1.468, data_time: 0.001, memory: 6929, loss_aux: 0.9467, top1_acc: 0.6850, top5_acc: 0.8586, loss_cls: 1.3058, loss: 2.2525, grad_norm: 6.0088 2020-09-25 22:30:02,432 - mmaction - INFO - Epoch [145][500/940] lr: 4.000e-04, eta: 2:04:48, time: 1.455, data_time: 0.002, memory: 6929, loss_aux: 0.9324, top1_acc: 0.7070, top5_acc: 0.8668, loss_cls: 1.2384, loss: 2.1709, grad_norm: 5.7731 2020-09-25 22:30:31,323 - mmaction - INFO - Epoch [145][520/940] lr: 4.000e-04, eta: 2:04:19, time: 1.457, data_time: 0.016, memory: 6929, loss_aux: 0.9460, top1_acc: 0.6982, top5_acc: 0.8654, loss_cls: 1.2679, loss: 2.2140, grad_norm: 5.9512 2020-09-25 22:31:00,854 - mmaction - INFO - Epoch [145][540/940] lr: 4.000e-04, eta: 2:03:50, time: 1.478, data_time: 0.003, memory: 6929, loss_aux: 0.9951, top1_acc: 0.6779, top5_acc: 0.8484, loss_cls: 1.3683, loss: 2.3634, grad_norm: 6.0251 2020-09-25 22:31:30,499 - mmaction - INFO - Epoch [145][560/940] lr: 4.000e-04, eta: 2:03:21, time: 1.481, data_time: 0.001, memory: 6929, loss_aux: 0.9298, top1_acc: 0.7066, top5_acc: 0.8639, loss_cls: 1.2387, loss: 2.1684, grad_norm: 5.7226 2020-09-25 22:31:59,502 - mmaction - INFO - Epoch [145][580/940] lr: 4.000e-04, eta: 2:02:52, time: 1.451, data_time: 0.005, memory: 6929, loss_aux: 0.9126, top1_acc: 0.7092, top5_acc: 0.8732, loss_cls: 1.2136, loss: 2.1261, grad_norm: 5.6957 2020-09-25 22:32:29,625 - mmaction - INFO - Epoch [145][600/940] lr: 4.000e-04, eta: 2:02:23, time: 1.504, data_time: 0.001, memory: 6929, loss_aux: 0.9243, top1_acc: 0.7043, top5_acc: 0.8676, loss_cls: 1.2454, loss: 2.1697, grad_norm: 5.8254 2020-09-25 22:32:58,765 - mmaction - INFO - Epoch [145][620/940] lr: 4.000e-04, eta: 2:01:54, time: 1.459, data_time: 0.003, memory: 6929, loss_aux: 0.9043, top1_acc: 0.7096, top5_acc: 0.8732, loss_cls: 1.2026, loss: 2.1069, grad_norm: 5.7216 2020-09-25 22:33:27,939 - mmaction - INFO - Epoch [145][640/940] lr: 4.000e-04, eta: 2:01:25, time: 1.459, data_time: 0.001, memory: 6929, loss_aux: 0.9536, top1_acc: 0.6906, top5_acc: 0.8650, loss_cls: 1.2721, loss: 2.2256, grad_norm: 5.8804 2020-09-25 22:33:57,139 - mmaction - INFO - Epoch [145][660/940] lr: 4.000e-04, eta: 2:00:55, time: 1.459, data_time: 0.001, memory: 6929, loss_aux: 0.9352, top1_acc: 0.6979, top5_acc: 0.8621, loss_cls: 1.2619, loss: 2.1970, grad_norm: 5.7730 2020-09-25 22:34:26,281 - mmaction - INFO - Epoch [145][680/940] lr: 4.000e-04, eta: 2:00:26, time: 1.457, data_time: 0.002, memory: 6929, loss_aux: 0.9207, top1_acc: 0.7010, top5_acc: 0.8635, loss_cls: 1.2515, loss: 2.1722, grad_norm: 5.8071 2020-09-25 22:34:55,960 - mmaction - INFO - Epoch [145][700/940] lr: 4.000e-04, eta: 1:59:57, time: 1.483, data_time: 0.002, memory: 6929, loss_aux: 0.9311, top1_acc: 0.7021, top5_acc: 0.8678, loss_cls: 1.2378, loss: 2.1689, grad_norm: 5.8363 2020-09-25 22:35:25,378 - mmaction - INFO - Epoch [145][720/940] lr: 4.000e-04, eta: 1:59:28, time: 1.472, data_time: 0.003, memory: 6929, loss_aux: 0.9615, top1_acc: 0.6879, top5_acc: 0.8619, loss_cls: 1.2997, loss: 2.2612, grad_norm: 5.9547 2020-09-25 22:35:54,761 - mmaction - INFO - Epoch [145][740/940] lr: 4.000e-04, eta: 1:58:59, time: 1.468, data_time: 0.001, memory: 6929, loss_aux: 0.9502, top1_acc: 0.6932, top5_acc: 0.8648, loss_cls: 1.2896, loss: 2.2398, grad_norm: 5.8404 2020-09-25 22:36:24,897 - mmaction - INFO - Epoch [145][760/940] lr: 4.000e-04, eta: 1:58:30, time: 1.507, data_time: 0.002, memory: 6929, loss_aux: 0.9577, top1_acc: 0.6924, top5_acc: 0.8668, loss_cls: 1.2955, loss: 2.2532, grad_norm: 5.9252 2020-09-25 22:36:53,043 - mmaction - INFO - Epoch [145][780/940] lr: 4.000e-04, eta: 1:58:01, time: 1.407, data_time: 0.002, memory: 6929, loss_aux: 0.9738, top1_acc: 0.6861, top5_acc: 0.8529, loss_cls: 1.3349, loss: 2.3087, grad_norm: 6.0584 2020-09-25 22:37:22,121 - mmaction - INFO - Epoch [145][800/940] lr: 4.000e-04, eta: 1:57:31, time: 1.455, data_time: 0.003, memory: 6929, loss_aux: 0.9267, top1_acc: 0.6912, top5_acc: 0.8633, loss_cls: 1.2564, loss: 2.1831, grad_norm: 5.8811 2020-09-25 22:37:50,751 - mmaction - INFO - Epoch [145][820/940] lr: 4.000e-04, eta: 1:57:02, time: 1.430, data_time: 0.001, memory: 6929, loss_aux: 0.9181, top1_acc: 0.7027, top5_acc: 0.8711, loss_cls: 1.2228, loss: 2.1409, grad_norm: 5.7966 2020-09-25 22:38:20,096 - mmaction - INFO - Epoch [145][840/940] lr: 4.000e-04, eta: 1:56:33, time: 1.469, data_time: 0.005, memory: 6929, loss_aux: 0.9292, top1_acc: 0.7043, top5_acc: 0.8658, loss_cls: 1.2309, loss: 2.1600, grad_norm: 5.7672 2020-09-25 22:38:49,962 - mmaction - INFO - Epoch [145][860/940] lr: 4.000e-04, eta: 1:56:04, time: 1.492, data_time: 0.001, memory: 6929, loss_aux: 0.9135, top1_acc: 0.7133, top5_acc: 0.8703, loss_cls: 1.2327, loss: 2.1462, grad_norm: 5.7446 2020-09-25 22:39:18,675 - mmaction - INFO - Epoch [145][880/940] lr: 4.000e-04, eta: 1:55:35, time: 1.436, data_time: 0.002, memory: 6929, loss_aux: 0.9240, top1_acc: 0.7064, top5_acc: 0.8736, loss_cls: 1.2277, loss: 2.1517, grad_norm: 5.8830 2020-09-25 22:39:47,246 - mmaction - INFO - Epoch [145][900/940] lr: 4.000e-04, eta: 1:55:06, time: 1.429, data_time: 0.002, memory: 6929, loss_aux: 0.9251, top1_acc: 0.7006, top5_acc: 0.8641, loss_cls: 1.2690, loss: 2.1942, grad_norm: 5.8463 2020-09-25 22:40:17,721 - mmaction - INFO - Epoch [145][920/940] lr: 4.000e-04, eta: 1:54:37, time: 1.502, data_time: 0.001, memory: 6929, loss_aux: 0.9409, top1_acc: 0.6922, top5_acc: 0.8668, loss_cls: 1.2787, loss: 2.2196, grad_norm: 5.8910 2020-09-25 22:40:46,176 - mmaction - INFO - Epoch [145][940/940] lr: 4.000e-04, eta: 1:54:08, time: 1.445, data_time: 0.024, memory: 6929, loss_aux: 0.9281, top1_acc: 0.7033, top5_acc: 0.8655, loss_cls: 1.2540, loss: 2.1821, grad_norm: 5.7892 2020-09-25 22:40:46,610 - mmaction - INFO - Saving checkpoint at 145 epochs 2020-09-25 22:41:20,802 - mmaction - INFO - Epoch [146][20/940] lr: 4.000e-04, eta: 1:53:38, time: 1.514, data_time: 0.232, memory: 6929, loss_aux: 0.9519, top1_acc: 0.6910, top5_acc: 0.8664, loss_cls: 1.2781, loss: 2.2300, grad_norm: 5.8712 2020-09-25 22:41:49,498 - mmaction - INFO - Epoch [146][40/940] lr: 4.000e-04, eta: 1:53:09, time: 1.434, data_time: 0.001, memory: 6929, loss_aux: 0.9335, top1_acc: 0.6937, top5_acc: 0.8637, loss_cls: 1.2779, loss: 2.2113, grad_norm: 5.8373 2020-09-25 22:42:18,389 - mmaction - INFO - Epoch [146][60/940] lr: 4.000e-04, eta: 1:52:40, time: 1.445, data_time: 0.002, memory: 6929, loss_aux: 0.9273, top1_acc: 0.7061, top5_acc: 0.8689, loss_cls: 1.2295, loss: 2.1568, grad_norm: 5.7487 2020-09-25 22:42:47,470 - mmaction - INFO - Epoch [146][80/940] lr: 4.000e-04, eta: 1:52:11, time: 1.454, data_time: 0.001, memory: 6929, loss_aux: 0.9364, top1_acc: 0.6975, top5_acc: 0.8652, loss_cls: 1.2546, loss: 2.1911, grad_norm: 5.8513 2020-09-25 22:43:16,303 - mmaction - INFO - Epoch [146][100/940] lr: 4.000e-04, eta: 1:51:42, time: 1.440, data_time: 0.001, memory: 6929, loss_aux: 0.9219, top1_acc: 0.7063, top5_acc: 0.8725, loss_cls: 1.2288, loss: 2.1507, grad_norm: 5.8491 2020-09-25 22:43:45,009 - mmaction - INFO - Epoch [146][120/940] lr: 4.000e-04, eta: 1:51:13, time: 1.435, data_time: 0.003, memory: 6929, loss_aux: 0.9367, top1_acc: 0.7014, top5_acc: 0.8689, loss_cls: 1.2454, loss: 2.1821, grad_norm: 5.8115 2020-09-25 22:44:13,886 - mmaction - INFO - Epoch [146][140/940] lr: 4.000e-04, eta: 1:50:43, time: 1.443, data_time: 0.003, memory: 6929, loss_aux: 0.9351, top1_acc: 0.7010, top5_acc: 0.8666, loss_cls: 1.2425, loss: 2.1776, grad_norm: 5.8065 2020-09-25 22:44:43,100 - mmaction - INFO - Epoch [146][160/940] lr: 4.000e-04, eta: 1:50:14, time: 1.462, data_time: 0.004, memory: 6929, loss_aux: 0.9380, top1_acc: 0.7006, top5_acc: 0.8666, loss_cls: 1.2563, loss: 2.1943, grad_norm: 5.8624 2020-09-25 22:45:12,056 - mmaction - INFO - Epoch [146][180/940] lr: 4.000e-04, eta: 1:49:45, time: 1.447, data_time: 0.001, memory: 6929, loss_aux: 0.9262, top1_acc: 0.7057, top5_acc: 0.8717, loss_cls: 1.2386, loss: 2.1648, grad_norm: 5.8817 2020-09-25 22:45:40,732 - mmaction - INFO - Epoch [146][200/940] lr: 4.000e-04, eta: 1:49:16, time: 1.432, data_time: 0.003, memory: 6929, loss_aux: 0.9422, top1_acc: 0.6939, top5_acc: 0.8609, loss_cls: 1.2800, loss: 2.2222, grad_norm: 5.9519 2020-09-25 22:46:10,160 - mmaction - INFO - Epoch [146][220/940] lr: 4.000e-04, eta: 1:48:47, time: 1.474, data_time: 0.005, memory: 6929, loss_aux: 0.9414, top1_acc: 0.7029, top5_acc: 0.8738, loss_cls: 1.2385, loss: 2.1799, grad_norm: 5.8540 2020-09-25 22:46:39,229 - mmaction - INFO - Epoch [146][240/940] lr: 4.000e-04, eta: 1:48:18, time: 1.454, data_time: 0.003, memory: 6929, loss_aux: 0.9338, top1_acc: 0.7012, top5_acc: 0.8666, loss_cls: 1.2402, loss: 2.1740, grad_norm: 5.9000 2020-09-25 22:47:09,213 - mmaction - INFO - Epoch [146][260/940] lr: 4.000e-04, eta: 1:47:49, time: 1.498, data_time: 0.002, memory: 6929, loss_aux: 0.9447, top1_acc: 0.6949, top5_acc: 0.8648, loss_cls: 1.2691, loss: 2.2138, grad_norm: 5.9211 2020-09-25 22:47:37,884 - mmaction - INFO - Epoch [146][280/940] lr: 4.000e-04, eta: 1:47:20, time: 1.435, data_time: 0.003, memory: 6929, loss_aux: 0.9302, top1_acc: 0.7043, top5_acc: 0.8666, loss_cls: 1.2468, loss: 2.1769, grad_norm: 5.9756 2020-09-25 22:48:06,359 - mmaction - INFO - Epoch [146][300/940] lr: 4.000e-04, eta: 1:46:50, time: 1.423, data_time: 0.004, memory: 6929, loss_aux: 0.9032, top1_acc: 0.7166, top5_acc: 0.8770, loss_cls: 1.1746, loss: 2.0778, grad_norm: 5.6940 2020-09-25 22:48:36,640 - mmaction - INFO - Epoch [146][320/940] lr: 4.000e-04, eta: 1:46:21, time: 1.513, data_time: 0.002, memory: 6929, loss_aux: 0.9412, top1_acc: 0.6994, top5_acc: 0.8672, loss_cls: 1.2533, loss: 2.1945, grad_norm: 5.8779 2020-09-25 22:49:06,364 - mmaction - INFO - Epoch [146][340/940] lr: 4.000e-04, eta: 1:45:52, time: 1.487, data_time: 0.003, memory: 6929, loss_aux: 0.9413, top1_acc: 0.6998, top5_acc: 0.8682, loss_cls: 1.2641, loss: 2.2054, grad_norm: 5.9106 2020-09-25 22:49:35,745 - mmaction - INFO - Epoch [146][360/940] lr: 4.000e-04, eta: 1:45:23, time: 1.469, data_time: 0.002, memory: 6929, loss_aux: 0.9336, top1_acc: 0.6982, top5_acc: 0.8633, loss_cls: 1.2580, loss: 2.1916, grad_norm: 5.8549 2020-09-25 22:50:04,334 - mmaction - INFO - Epoch [146][380/940] lr: 4.000e-04, eta: 1:44:54, time: 1.426, data_time: 0.003, memory: 6929, loss_aux: 0.9278, top1_acc: 0.7012, top5_acc: 0.8654, loss_cls: 1.2550, loss: 2.1829, grad_norm: 5.8349 2020-09-25 22:50:34,147 - mmaction - INFO - Epoch [146][400/940] lr: 4.000e-04, eta: 1:44:25, time: 1.495, data_time: 0.006, memory: 6929, loss_aux: 0.9098, top1_acc: 0.7090, top5_acc: 0.8734, loss_cls: 1.2137, loss: 2.1234, grad_norm: 5.7315 2020-09-25 22:51:02,891 - mmaction - INFO - Epoch [146][420/940] lr: 4.000e-04, eta: 1:43:56, time: 1.438, data_time: 0.004, memory: 6929, loss_aux: 0.9304, top1_acc: 0.7006, top5_acc: 0.8629, loss_cls: 1.2526, loss: 2.1830, grad_norm: 5.8730 2020-09-25 22:51:32,168 - mmaction - INFO - Epoch [146][440/940] lr: 4.000e-04, eta: 1:43:26, time: 1.463, data_time: 0.002, memory: 6929, loss_aux: 0.9444, top1_acc: 0.6904, top5_acc: 0.8613, loss_cls: 1.3022, loss: 2.2466, grad_norm: 5.9582 2020-09-25 22:52:00,878 - mmaction - INFO - Epoch [146][460/940] lr: 4.000e-04, eta: 1:42:57, time: 1.436, data_time: 0.003, memory: 6929, loss_aux: 0.9407, top1_acc: 0.6943, top5_acc: 0.8631, loss_cls: 1.2571, loss: 2.1978, grad_norm: 5.8425 2020-09-25 22:52:30,572 - mmaction - INFO - Epoch [146][480/940] lr: 4.000e-04, eta: 1:42:28, time: 1.479, data_time: 0.001, memory: 6929, loss_aux: 0.9105, top1_acc: 0.7145, top5_acc: 0.8754, loss_cls: 1.1898, loss: 2.1003, grad_norm: 5.7591 2020-09-25 22:52:59,553 - mmaction - INFO - Epoch [146][500/940] lr: 4.000e-04, eta: 1:41:59, time: 1.455, data_time: 0.007, memory: 6929, loss_aux: 0.9445, top1_acc: 0.6969, top5_acc: 0.8650, loss_cls: 1.2616, loss: 2.2060, grad_norm: 5.8855 2020-09-25 22:53:28,791 - mmaction - INFO - Epoch [146][520/940] lr: 4.000e-04, eta: 1:41:30, time: 1.461, data_time: 0.001, memory: 6929, loss_aux: 0.9536, top1_acc: 0.7010, top5_acc: 0.8562, loss_cls: 1.2840, loss: 2.2376, grad_norm: 5.8452 2020-09-25 22:53:59,366 - mmaction - INFO - Epoch [146][540/940] lr: 4.000e-04, eta: 1:41:01, time: 1.530, data_time: 0.002, memory: 6929, loss_aux: 0.9386, top1_acc: 0.6957, top5_acc: 0.8635, loss_cls: 1.2748, loss: 2.2135, grad_norm: 5.8614 2020-09-25 22:54:27,582 - mmaction - INFO - Epoch [146][560/940] lr: 4.000e-04, eta: 1:40:32, time: 1.410, data_time: 0.003, memory: 6929, loss_aux: 0.9370, top1_acc: 0.6885, top5_acc: 0.8660, loss_cls: 1.2838, loss: 2.2208, grad_norm: 5.9250 2020-09-25 22:54:56,229 - mmaction - INFO - Epoch [146][580/940] lr: 4.000e-04, eta: 1:40:02, time: 1.431, data_time: 0.001, memory: 6929, loss_aux: 0.9108, top1_acc: 0.7143, top5_acc: 0.8732, loss_cls: 1.1924, loss: 2.1032, grad_norm: 5.8007 2020-09-25 22:55:25,023 - mmaction - INFO - Epoch [146][600/940] lr: 4.000e-04, eta: 1:39:33, time: 1.441, data_time: 0.003, memory: 6929, loss_aux: 0.9455, top1_acc: 0.6906, top5_acc: 0.8590, loss_cls: 1.2818, loss: 2.2273, grad_norm: 5.9172 2020-09-25 22:55:53,448 - mmaction - INFO - Epoch [146][620/940] lr: 4.000e-04, eta: 1:39:04, time: 1.420, data_time: 0.001, memory: 6929, loss_aux: 0.9425, top1_acc: 0.6928, top5_acc: 0.8619, loss_cls: 1.2670, loss: 2.2095, grad_norm: 5.8036 2020-09-25 22:56:22,590 - mmaction - INFO - Epoch [146][640/940] lr: 4.000e-04, eta: 1:38:35, time: 1.458, data_time: 0.002, memory: 6929, loss_aux: 0.9332, top1_acc: 0.7018, top5_acc: 0.8725, loss_cls: 1.2345, loss: 2.1676, grad_norm: 5.9066 2020-09-25 22:56:51,470 - mmaction - INFO - Epoch [146][660/940] lr: 4.000e-04, eta: 1:38:06, time: 1.443, data_time: 0.001, memory: 6929, loss_aux: 0.9341, top1_acc: 0.6953, top5_acc: 0.8621, loss_cls: 1.2697, loss: 2.2037, grad_norm: 5.9350 2020-09-25 22:57:20,170 - mmaction - INFO - Epoch [146][680/940] lr: 4.000e-04, eta: 1:37:37, time: 1.436, data_time: 0.003, memory: 6929, loss_aux: 0.9409, top1_acc: 0.7031, top5_acc: 0.8637, loss_cls: 1.2600, loss: 2.2009, grad_norm: 5.9148 2020-09-25 22:57:49,199 - mmaction - INFO - Epoch [146][700/940] lr: 4.000e-04, eta: 1:37:08, time: 1.451, data_time: 0.002, memory: 6929, loss_aux: 0.9444, top1_acc: 0.6902, top5_acc: 0.8633, loss_cls: 1.2710, loss: 2.2154, grad_norm: 5.8276 2020-09-25 22:58:18,504 - mmaction - INFO - Epoch [146][720/940] lr: 4.000e-04, eta: 1:36:38, time: 1.464, data_time: 0.003, memory: 6929, loss_aux: 0.9472, top1_acc: 0.7021, top5_acc: 0.8695, loss_cls: 1.2446, loss: 2.1917, grad_norm: 5.8618 2020-09-25 22:58:47,377 - mmaction - INFO - Epoch [146][740/940] lr: 4.000e-04, eta: 1:36:09, time: 1.445, data_time: 0.004, memory: 6929, loss_aux: 0.9624, top1_acc: 0.6908, top5_acc: 0.8605, loss_cls: 1.2932, loss: 2.2555, grad_norm: 5.9808 2020-09-25 22:59:15,954 - mmaction - INFO - Epoch [146][760/940] lr: 4.000e-04, eta: 1:35:40, time: 1.429, data_time: 0.002, memory: 6929, loss_aux: 0.9538, top1_acc: 0.6914, top5_acc: 0.8625, loss_cls: 1.2805, loss: 2.2343, grad_norm: 5.9709 2020-09-25 22:59:44,937 - mmaction - INFO - Epoch [146][780/940] lr: 4.000e-04, eta: 1:35:11, time: 1.451, data_time: 0.003, memory: 6929, loss_aux: 0.9320, top1_acc: 0.7012, top5_acc: 0.8680, loss_cls: 1.2641, loss: 2.1960, grad_norm: 5.8958 2020-09-25 23:00:22,815 - mmaction - INFO - Epoch [146][800/940] lr: 4.000e-04, eta: 1:34:42, time: 1.887, data_time: 0.001, memory: 6929, loss_aux: 0.9371, top1_acc: 0.6947, top5_acc: 0.8561, loss_cls: 1.2782, loss: 2.2153, grad_norm: 5.8176 2020-09-25 23:00:49,910 - mmaction - INFO - Epoch [146][820/940] lr: 4.000e-04, eta: 1:34:13, time: 1.359, data_time: 0.025, memory: 6929, loss_aux: 0.9309, top1_acc: 0.6965, top5_acc: 0.8666, loss_cls: 1.2603, loss: 2.1911, grad_norm: 5.8467 2020-09-25 23:01:18,268 - mmaction - INFO - Epoch [146][840/940] lr: 4.000e-04, eta: 1:33:44, time: 1.421, data_time: 0.004, memory: 6929, loss_aux: 0.9447, top1_acc: 0.6963, top5_acc: 0.8639, loss_cls: 1.2745, loss: 2.2192, grad_norm: 5.8681 2020-09-25 23:01:47,772 - mmaction - INFO - Epoch [146][860/940] lr: 4.000e-04, eta: 1:33:15, time: 1.474, data_time: 0.001, memory: 6929, loss_aux: 0.9224, top1_acc: 0.7074, top5_acc: 0.8697, loss_cls: 1.2234, loss: 2.1458, grad_norm: 5.8542 2020-09-25 23:02:15,824 - mmaction - INFO - Epoch [146][880/940] lr: 4.000e-04, eta: 1:32:45, time: 1.402, data_time: 0.002, memory: 6929, loss_aux: 0.9516, top1_acc: 0.6902, top5_acc: 0.8641, loss_cls: 1.2851, loss: 2.2367, grad_norm: 5.9732 2020-09-25 23:02:44,991 - mmaction - INFO - Epoch [146][900/940] lr: 4.000e-04, eta: 1:32:16, time: 1.459, data_time: 0.003, memory: 6929, loss_aux: 0.9550, top1_acc: 0.7000, top5_acc: 0.8633, loss_cls: 1.2815, loss: 2.2365, grad_norm: 5.9062 2020-09-25 23:03:14,016 - mmaction - INFO - Epoch [146][920/940] lr: 4.000e-04, eta: 1:31:47, time: 1.451, data_time: 0.002, memory: 6929, loss_aux: 0.9284, top1_acc: 0.6951, top5_acc: 0.8617, loss_cls: 1.2611, loss: 2.1895, grad_norm: 5.8698 2020-09-25 23:03:42,247 - mmaction - INFO - Epoch [146][940/940] lr: 4.000e-04, eta: 1:31:18, time: 1.413, data_time: 0.003, memory: 6929, loss_aux: 0.9680, top1_acc: 0.7021, top5_acc: 0.8675, loss_cls: 1.2843, loss: 2.2522, grad_norm: 5.9957 2020-09-25 23:03:42,879 - mmaction - INFO - Saving checkpoint at 146 epochs 2020-09-25 23:04:19,638 - mmaction - INFO - Epoch [147][20/940] lr: 4.000e-04, eta: 1:30:49, time: 1.540, data_time: 0.263, memory: 6929, loss_aux: 0.9564, top1_acc: 0.6971, top5_acc: 0.8621, loss_cls: 1.2866, loss: 2.2430, grad_norm: 5.9909 2020-09-25 23:04:48,222 - mmaction - INFO - Epoch [147][40/940] lr: 4.000e-04, eta: 1:30:20, time: 1.430, data_time: 0.001, memory: 6929, loss_aux: 0.9560, top1_acc: 0.6967, top5_acc: 0.8566, loss_cls: 1.2951, loss: 2.2511, grad_norm: 5.8939 2020-09-25 23:05:16,869 - mmaction - INFO - Epoch [147][60/940] lr: 4.000e-04, eta: 1:29:51, time: 1.425, data_time: 0.001, memory: 6929, loss_aux: 0.9226, top1_acc: 0.7029, top5_acc: 0.8729, loss_cls: 1.2328, loss: 2.1554, grad_norm: 5.8363 2020-09-25 23:05:46,367 - mmaction - INFO - Epoch [147][80/940] lr: 4.000e-04, eta: 1:29:21, time: 1.482, data_time: 0.009, memory: 6929, loss_aux: 0.9400, top1_acc: 0.6953, top5_acc: 0.8652, loss_cls: 1.2690, loss: 2.2089, grad_norm: 5.9606 2020-09-25 23:06:15,535 - mmaction - INFO - Epoch [147][100/940] lr: 4.000e-04, eta: 1:28:52, time: 1.458, data_time: 0.001, memory: 6929, loss_aux: 0.9403, top1_acc: 0.6934, top5_acc: 0.8584, loss_cls: 1.2580, loss: 2.1984, grad_norm: 5.9222 2020-09-25 23:06:45,722 - mmaction - INFO - Epoch [147][120/940] lr: 4.000e-04, eta: 1:28:23, time: 1.510, data_time: 0.002, memory: 6929, loss_aux: 0.9261, top1_acc: 0.7031, top5_acc: 0.8666, loss_cls: 1.2356, loss: 2.1616, grad_norm: 5.7222 2020-09-25 23:07:13,535 - mmaction - INFO - Epoch [147][140/940] lr: 4.000e-04, eta: 1:27:54, time: 1.390, data_time: 0.001, memory: 6929, loss_aux: 0.9255, top1_acc: 0.6961, top5_acc: 0.8682, loss_cls: 1.2431, loss: 2.1686, grad_norm: 5.8011 2020-09-25 23:07:42,193 - mmaction - INFO - Epoch [147][160/940] lr: 4.000e-04, eta: 1:27:25, time: 1.433, data_time: 0.003, memory: 6929, loss_aux: 0.9489, top1_acc: 0.7021, top5_acc: 0.8658, loss_cls: 1.2519, loss: 2.2007, grad_norm: 5.8784 2020-09-25 23:08:11,985 - mmaction - INFO - Epoch [147][180/940] lr: 4.000e-04, eta: 1:26:56, time: 1.489, data_time: 0.001, memory: 6929, loss_aux: 0.9428, top1_acc: 0.7002, top5_acc: 0.8619, loss_cls: 1.2595, loss: 2.2023, grad_norm: 5.7922 2020-09-25 23:08:40,673 - mmaction - INFO - Epoch [147][200/940] lr: 4.000e-04, eta: 1:26:27, time: 1.435, data_time: 0.003, memory: 6929, loss_aux: 0.9143, top1_acc: 0.7049, top5_acc: 0.8701, loss_cls: 1.2372, loss: 2.1515, grad_norm: 5.8278 2020-09-25 23:09:10,819 - mmaction - INFO - Epoch [147][220/940] lr: 4.000e-04, eta: 1:25:57, time: 1.506, data_time: 0.001, memory: 6929, loss_aux: 0.9069, top1_acc: 0.7025, top5_acc: 0.8760, loss_cls: 1.2056, loss: 2.1125, grad_norm: 5.8217 2020-09-25 23:09:39,297 - mmaction - INFO - Epoch [147][240/940] lr: 4.000e-04, eta: 1:25:28, time: 1.424, data_time: 0.003, memory: 6929, loss_aux: 0.9126, top1_acc: 0.7143, top5_acc: 0.8654, loss_cls: 1.2083, loss: 2.1209, grad_norm: 5.6522 2020-09-25 23:10:07,940 - mmaction - INFO - Epoch [147][260/940] lr: 4.000e-04, eta: 1:24:59, time: 1.433, data_time: 0.002, memory: 6929, loss_aux: 0.9295, top1_acc: 0.7033, top5_acc: 0.8711, loss_cls: 1.2291, loss: 2.1586, grad_norm: 5.8471 2020-09-25 23:10:36,504 - mmaction - INFO - Epoch [147][280/940] lr: 4.000e-04, eta: 1:24:30, time: 1.427, data_time: 0.001, memory: 6929, loss_aux: 0.9301, top1_acc: 0.7023, top5_acc: 0.8662, loss_cls: 1.2410, loss: 2.1711, grad_norm: 5.8102 2020-09-25 23:11:05,325 - mmaction - INFO - Epoch [147][300/940] lr: 4.000e-04, eta: 1:24:01, time: 1.442, data_time: 0.003, memory: 6929, loss_aux: 0.9222, top1_acc: 0.7100, top5_acc: 0.8686, loss_cls: 1.2184, loss: 2.1406, grad_norm: 5.8478 2020-09-25 23:11:33,720 - mmaction - INFO - Epoch [147][320/940] lr: 4.000e-04, eta: 1:23:32, time: 1.419, data_time: 0.001, memory: 6929, loss_aux: 0.9199, top1_acc: 0.7006, top5_acc: 0.8670, loss_cls: 1.2520, loss: 2.1720, grad_norm: 5.8393 2020-09-25 23:12:02,689 - mmaction - INFO - Epoch [147][340/940] lr: 4.000e-04, eta: 1:23:03, time: 1.450, data_time: 0.003, memory: 6929, loss_aux: 0.9541, top1_acc: 0.6949, top5_acc: 0.8588, loss_cls: 1.2985, loss: 2.2527, grad_norm: 5.9069 2020-09-25 23:12:31,787 - mmaction - INFO - Epoch [147][360/940] lr: 4.000e-04, eta: 1:22:33, time: 1.454, data_time: 0.001, memory: 6929, loss_aux: 0.9409, top1_acc: 0.6979, top5_acc: 0.8629, loss_cls: 1.2779, loss: 2.2187, grad_norm: 5.8163 2020-09-25 23:13:00,260 - mmaction - INFO - Epoch [147][380/940] lr: 4.000e-04, eta: 1:22:04, time: 1.425, data_time: 0.003, memory: 6929, loss_aux: 0.9161, top1_acc: 0.7053, top5_acc: 0.8721, loss_cls: 1.2175, loss: 2.1336, grad_norm: 5.7800 2020-09-25 23:13:29,259 - mmaction - INFO - Epoch [147][400/940] lr: 4.000e-04, eta: 1:21:35, time: 1.449, data_time: 0.001, memory: 6929, loss_aux: 0.9499, top1_acc: 0.6988, top5_acc: 0.8686, loss_cls: 1.2584, loss: 2.2083, grad_norm: 5.9056 2020-09-25 23:13:58,128 - mmaction - INFO - Epoch [147][420/940] lr: 4.000e-04, eta: 1:21:06, time: 1.445, data_time: 0.003, memory: 6929, loss_aux: 0.9440, top1_acc: 0.6916, top5_acc: 0.8615, loss_cls: 1.2748, loss: 2.2188, grad_norm: 5.8945 2020-09-25 23:14:27,509 - mmaction - INFO - Epoch [147][440/940] lr: 4.000e-04, eta: 1:20:37, time: 1.468, data_time: 0.001, memory: 6929, loss_aux: 0.9357, top1_acc: 0.6994, top5_acc: 0.8703, loss_cls: 1.2591, loss: 2.1948, grad_norm: 5.9172 2020-09-25 23:14:55,525 - mmaction - INFO - Epoch [147][460/940] lr: 4.000e-04, eta: 1:20:08, time: 1.400, data_time: 0.002, memory: 6929, loss_aux: 0.9375, top1_acc: 0.6986, top5_acc: 0.8619, loss_cls: 1.2504, loss: 2.1880, grad_norm: 5.9092 2020-09-25 23:15:24,474 - mmaction - INFO - Epoch [147][480/940] lr: 4.000e-04, eta: 1:19:38, time: 1.448, data_time: 0.002, memory: 6929, loss_aux: 0.9453, top1_acc: 0.6971, top5_acc: 0.8637, loss_cls: 1.2734, loss: 2.2187, grad_norm: 5.8077 2020-09-25 23:15:53,447 - mmaction - INFO - Epoch [147][500/940] lr: 4.000e-04, eta: 1:19:09, time: 1.447, data_time: 0.001, memory: 6929, loss_aux: 0.9364, top1_acc: 0.7039, top5_acc: 0.8664, loss_cls: 1.2495, loss: 2.1859, grad_norm: 5.7761 2020-09-25 23:16:22,647 - mmaction - INFO - Epoch [147][520/940] lr: 4.000e-04, eta: 1:18:40, time: 1.462, data_time: 0.003, memory: 6929, loss_aux: 0.9355, top1_acc: 0.6926, top5_acc: 0.8688, loss_cls: 1.2423, loss: 2.1778, grad_norm: 5.9242 2020-09-25 23:16:50,838 - mmaction - INFO - Epoch [147][540/940] lr: 4.000e-04, eta: 1:18:11, time: 1.408, data_time: 0.001, memory: 6929, loss_aux: 0.9255, top1_acc: 0.6994, top5_acc: 0.8689, loss_cls: 1.2460, loss: 2.1716, grad_norm: 5.8294 2020-09-25 23:17:19,916 - mmaction - INFO - Epoch [147][560/940] lr: 4.000e-04, eta: 1:17:42, time: 1.456, data_time: 0.003, memory: 6929, loss_aux: 0.9646, top1_acc: 0.6865, top5_acc: 0.8600, loss_cls: 1.2963, loss: 2.2609, grad_norm: 5.9912 2020-09-25 23:17:49,469 - mmaction - INFO - Epoch [147][580/940] lr: 4.000e-04, eta: 1:17:13, time: 1.477, data_time: 0.001, memory: 6929, loss_aux: 0.9380, top1_acc: 0.6971, top5_acc: 0.8662, loss_cls: 1.2772, loss: 2.2152, grad_norm: 5.8561 2020-09-25 23:18:17,066 - mmaction - INFO - Epoch [147][600/940] lr: 4.000e-04, eta: 1:16:44, time: 1.379, data_time: 0.002, memory: 6929, loss_aux: 0.9354, top1_acc: 0.7002, top5_acc: 0.8666, loss_cls: 1.2506, loss: 2.1860, grad_norm: 5.8792 2020-09-25 23:18:46,107 - mmaction - INFO - Epoch [147][620/940] lr: 4.000e-04, eta: 1:16:14, time: 1.453, data_time: 0.003, memory: 6929, loss_aux: 0.9484, top1_acc: 0.6982, top5_acc: 0.8596, loss_cls: 1.2889, loss: 2.2373, grad_norm: 5.9461 2020-09-25 23:19:14,686 - mmaction - INFO - Epoch [147][640/940] lr: 4.000e-04, eta: 1:15:45, time: 1.428, data_time: 0.001, memory: 6929, loss_aux: 0.9398, top1_acc: 0.7031, top5_acc: 0.8719, loss_cls: 1.2448, loss: 2.1846, grad_norm: 5.9645 2020-09-25 23:19:45,386 - mmaction - INFO - Epoch [147][660/940] lr: 4.000e-04, eta: 1:15:16, time: 1.534, data_time: 0.003, memory: 6929, loss_aux: 0.9372, top1_acc: 0.6937, top5_acc: 0.8658, loss_cls: 1.2600, loss: 2.1972, grad_norm: 5.8366 2020-09-25 23:20:12,844 - mmaction - INFO - Epoch [147][680/940] lr: 4.000e-04, eta: 1:14:47, time: 1.365, data_time: 0.003, memory: 6929, loss_aux: 0.9623, top1_acc: 0.6869, top5_acc: 0.8629, loss_cls: 1.3116, loss: 2.2740, grad_norm: 6.0273 2020-09-25 23:20:42,967 - mmaction - INFO - Epoch [147][700/940] lr: 4.000e-04, eta: 1:14:18, time: 1.516, data_time: 0.011, memory: 6929, loss_aux: 0.9163, top1_acc: 0.7107, top5_acc: 0.8699, loss_cls: 1.2278, loss: 2.1440, grad_norm: 5.7110 2020-09-25 23:21:11,385 - mmaction - INFO - Epoch [147][720/940] lr: 4.000e-04, eta: 1:13:49, time: 1.419, data_time: 0.001, memory: 6929, loss_aux: 0.9414, top1_acc: 0.6945, top5_acc: 0.8648, loss_cls: 1.2636, loss: 2.2050, grad_norm: 5.9202 2020-09-25 23:21:39,728 - mmaction - INFO - Epoch [147][740/940] lr: 4.000e-04, eta: 1:13:20, time: 1.418, data_time: 0.003, memory: 6929, loss_aux: 0.9466, top1_acc: 0.6967, top5_acc: 0.8648, loss_cls: 1.2502, loss: 2.1968, grad_norm: 5.8633 2020-09-25 23:22:08,110 - mmaction - INFO - Epoch [147][760/940] lr: 4.000e-04, eta: 1:12:50, time: 1.418, data_time: 0.001, memory: 6929, loss_aux: 0.9268, top1_acc: 0.7025, top5_acc: 0.8652, loss_cls: 1.2587, loss: 2.1856, grad_norm: 5.8424 2020-09-25 23:22:36,577 - mmaction - INFO - Epoch [147][780/940] lr: 4.000e-04, eta: 1:12:21, time: 1.423, data_time: 0.003, memory: 6929, loss_aux: 0.9240, top1_acc: 0.6934, top5_acc: 0.8688, loss_cls: 1.2648, loss: 2.1888, grad_norm: 5.9085 2020-09-25 23:23:04,998 - mmaction - INFO - Epoch [147][800/940] lr: 4.000e-04, eta: 1:11:52, time: 1.422, data_time: 0.003, memory: 6929, loss_aux: 0.9421, top1_acc: 0.6996, top5_acc: 0.8701, loss_cls: 1.2540, loss: 2.1961, grad_norm: 5.8520 2020-09-25 23:23:34,897 - mmaction - INFO - Epoch [147][820/940] lr: 4.000e-04, eta: 1:11:23, time: 1.494, data_time: 0.001, memory: 6929, loss_aux: 0.9316, top1_acc: 0.6936, top5_acc: 0.8639, loss_cls: 1.2655, loss: 2.1971, grad_norm: 5.9449 2020-09-25 23:24:02,672 - mmaction - INFO - Epoch [147][840/940] lr: 4.000e-04, eta: 1:10:54, time: 1.390, data_time: 0.003, memory: 6929, loss_aux: 0.9450, top1_acc: 0.6998, top5_acc: 0.8641, loss_cls: 1.2592, loss: 2.2042, grad_norm: 5.8766 2020-09-25 23:24:31,633 - mmaction - INFO - Epoch [147][860/940] lr: 4.000e-04, eta: 1:10:25, time: 1.448, data_time: 0.001, memory: 6929, loss_aux: 0.9342, top1_acc: 0.7025, top5_acc: 0.8705, loss_cls: 1.2394, loss: 2.1736, grad_norm: 5.9466 2020-09-25 23:25:00,589 - mmaction - INFO - Epoch [147][880/940] lr: 4.000e-04, eta: 1:09:56, time: 1.447, data_time: 0.002, memory: 6929, loss_aux: 0.9455, top1_acc: 0.6998, top5_acc: 0.8637, loss_cls: 1.2505, loss: 2.1960, grad_norm: 5.8222 2020-09-25 23:25:29,692 - mmaction - INFO - Epoch [147][900/940] lr: 4.000e-04, eta: 1:09:26, time: 1.454, data_time: 0.002, memory: 6929, loss_aux: 0.9333, top1_acc: 0.6963, top5_acc: 0.8703, loss_cls: 1.2607, loss: 2.1940, grad_norm: 5.9498 2020-09-25 23:25:58,642 - mmaction - INFO - Epoch [147][920/940] lr: 4.000e-04, eta: 1:08:57, time: 1.449, data_time: 0.003, memory: 6929, loss_aux: 0.9593, top1_acc: 0.6908, top5_acc: 0.8625, loss_cls: 1.2949, loss: 2.2542, grad_norm: 5.9588 2020-09-25 23:26:26,411 - mmaction - INFO - Epoch [147][940/940] lr: 4.000e-04, eta: 1:08:28, time: 1.388, data_time: 0.001, memory: 6929, loss_aux: 0.9341, top1_acc: 0.7007, top5_acc: 0.8647, loss_cls: 1.2511, loss: 2.1852, grad_norm: 5.8755 2020-09-25 23:26:26,801 - mmaction - INFO - Saving checkpoint at 147 epochs 2020-09-25 23:27:01,781 - mmaction - INFO - Epoch [148][20/940] lr: 4.000e-04, eta: 1:07:59, time: 1.599, data_time: 0.269, memory: 6929, loss_aux: 0.9598, top1_acc: 0.6949, top5_acc: 0.8557, loss_cls: 1.3074, loss: 2.2671, grad_norm: 5.9177 2020-09-25 23:27:30,666 - mmaction - INFO - Epoch [148][40/940] lr: 4.000e-04, eta: 1:07:30, time: 1.444, data_time: 0.003, memory: 6929, loss_aux: 0.9436, top1_acc: 0.6996, top5_acc: 0.8613, loss_cls: 1.2779, loss: 2.2215, grad_norm: 5.8592 2020-09-25 23:27:59,634 - mmaction - INFO - Epoch [148][60/940] lr: 4.000e-04, eta: 1:07:01, time: 1.449, data_time: 0.002, memory: 6929, loss_aux: 0.9359, top1_acc: 0.7063, top5_acc: 0.8654, loss_cls: 1.2533, loss: 2.1892, grad_norm: 5.9206 2020-09-25 23:28:28,607 - mmaction - INFO - Epoch [148][80/940] lr: 4.000e-04, eta: 1:06:32, time: 1.448, data_time: 0.002, memory: 6929, loss_aux: 0.9368, top1_acc: 0.6988, top5_acc: 0.8688, loss_cls: 1.2626, loss: 2.1994, grad_norm: 5.9886 2020-09-25 23:28:56,870 - mmaction - INFO - Epoch [148][100/940] lr: 4.000e-04, eta: 1:06:02, time: 1.413, data_time: 0.003, memory: 6929, loss_aux: 0.9180, top1_acc: 0.7115, top5_acc: 0.8736, loss_cls: 1.2079, loss: 2.1259, grad_norm: 5.7916 2020-09-25 23:29:26,220 - mmaction - INFO - Epoch [148][120/940] lr: 4.000e-04, eta: 1:05:33, time: 1.468, data_time: 0.002, memory: 6929, loss_aux: 0.9450, top1_acc: 0.6889, top5_acc: 0.8619, loss_cls: 1.2738, loss: 2.2188, grad_norm: 5.9275 2020-09-25 23:29:54,647 - mmaction - INFO - Epoch [148][140/940] lr: 4.000e-04, eta: 1:05:04, time: 1.420, data_time: 0.001, memory: 6929, loss_aux: 0.9215, top1_acc: 0.6941, top5_acc: 0.8611, loss_cls: 1.2600, loss: 2.1815, grad_norm: 5.8041 2020-09-25 23:30:24,322 - mmaction - INFO - Epoch [148][160/940] lr: 4.000e-04, eta: 1:04:35, time: 1.485, data_time: 0.002, memory: 6929, loss_aux: 0.9391, top1_acc: 0.7020, top5_acc: 0.8678, loss_cls: 1.2479, loss: 2.1870, grad_norm: 5.8645 2020-09-25 23:30:53,605 - mmaction - INFO - Epoch [148][180/940] lr: 4.000e-04, eta: 1:04:06, time: 1.463, data_time: 0.001, memory: 6929, loss_aux: 0.9409, top1_acc: 0.6963, top5_acc: 0.8672, loss_cls: 1.2735, loss: 2.2143, grad_norm: 5.9272 2020-09-25 23:31:22,808 - mmaction - INFO - Epoch [148][200/940] lr: 4.000e-04, eta: 1:03:37, time: 1.460, data_time: 0.002, memory: 6929, loss_aux: 0.9450, top1_acc: 0.6980, top5_acc: 0.8625, loss_cls: 1.2556, loss: 2.2006, grad_norm: 5.9146 2020-09-25 23:31:51,757 - mmaction - INFO - Epoch [148][220/940] lr: 4.000e-04, eta: 1:03:08, time: 1.447, data_time: 0.002, memory: 6929, loss_aux: 0.9170, top1_acc: 0.6955, top5_acc: 0.8719, loss_cls: 1.2376, loss: 2.1546, grad_norm: 5.8555 2020-09-25 23:32:21,152 - mmaction - INFO - Epoch [148][240/940] lr: 4.000e-04, eta: 1:02:38, time: 1.470, data_time: 0.003, memory: 6929, loss_aux: 0.9501, top1_acc: 0.6941, top5_acc: 0.8652, loss_cls: 1.2840, loss: 2.2341, grad_norm: 5.9173 2020-09-25 23:32:50,201 - mmaction - INFO - Epoch [148][260/940] lr: 4.000e-04, eta: 1:02:09, time: 1.452, data_time: 0.001, memory: 6929, loss_aux: 0.9596, top1_acc: 0.6896, top5_acc: 0.8682, loss_cls: 1.2704, loss: 2.2300, grad_norm: 5.9417 2020-09-25 23:33:18,976 - mmaction - INFO - Epoch [148][280/940] lr: 4.000e-04, eta: 1:01:40, time: 1.440, data_time: 0.003, memory: 6929, loss_aux: 0.9536, top1_acc: 0.6922, top5_acc: 0.8623, loss_cls: 1.2898, loss: 2.2434, grad_norm: 5.9464 2020-09-25 23:33:48,101 - mmaction - INFO - Epoch [148][300/940] lr: 4.000e-04, eta: 1:01:11, time: 1.455, data_time: 0.001, memory: 6929, loss_aux: 0.9305, top1_acc: 0.7068, top5_acc: 0.8732, loss_cls: 1.2076, loss: 2.1381, grad_norm: 5.8096 2020-09-25 23:34:18,438 - mmaction - INFO - Epoch [148][320/940] lr: 4.000e-04, eta: 1:00:42, time: 1.518, data_time: 0.003, memory: 6929, loss_aux: 0.9457, top1_acc: 0.6871, top5_acc: 0.8557, loss_cls: 1.3044, loss: 2.2501, grad_norm: 5.9626 2020-09-25 23:34:48,203 - mmaction - INFO - Epoch [148][340/940] lr: 4.000e-04, eta: 1:00:13, time: 1.487, data_time: 0.002, memory: 6929, loss_aux: 0.9244, top1_acc: 0.7035, top5_acc: 0.8695, loss_cls: 1.2298, loss: 2.1542, grad_norm: 5.8753 2020-09-25 23:35:16,111 - mmaction - INFO - Epoch [148][360/940] lr: 4.000e-04, eta: 0:59:44, time: 1.395, data_time: 0.002, memory: 6929, loss_aux: 0.9466, top1_acc: 0.6980, top5_acc: 0.8639, loss_cls: 1.2599, loss: 2.2065, grad_norm: 5.9407 2020-09-25 23:35:45,504 - mmaction - INFO - Epoch [148][380/940] lr: 4.000e-04, eta: 0:59:14, time: 1.471, data_time: 0.003, memory: 6929, loss_aux: 0.9293, top1_acc: 0.6979, top5_acc: 0.8709, loss_cls: 1.2484, loss: 2.1777, grad_norm: 5.8518 2020-09-25 23:36:14,414 - mmaction - INFO - Epoch [148][400/940] lr: 4.000e-04, eta: 0:58:45, time: 1.445, data_time: 0.001, memory: 6929, loss_aux: 0.9328, top1_acc: 0.6994, top5_acc: 0.8648, loss_cls: 1.2369, loss: 2.1697, grad_norm: 5.7555 2020-09-25 23:36:42,826 - mmaction - INFO - Epoch [148][420/940] lr: 4.000e-04, eta: 0:58:16, time: 1.421, data_time: 0.002, memory: 6929, loss_aux: 0.9299, top1_acc: 0.7029, top5_acc: 0.8693, loss_cls: 1.2487, loss: 2.1786, grad_norm: 5.8930 2020-09-25 23:37:11,847 - mmaction - INFO - Epoch [148][440/940] lr: 4.000e-04, eta: 0:57:47, time: 1.450, data_time: 0.001, memory: 6929, loss_aux: 0.9241, top1_acc: 0.7064, top5_acc: 0.8742, loss_cls: 1.2153, loss: 2.1394, grad_norm: 5.8427 2020-09-25 23:37:40,253 - mmaction - INFO - Epoch [148][460/940] lr: 4.000e-04, eta: 0:57:18, time: 1.421, data_time: 0.002, memory: 6929, loss_aux: 0.9235, top1_acc: 0.7107, top5_acc: 0.8719, loss_cls: 1.2198, loss: 2.1433, grad_norm: 5.7644 2020-09-25 23:38:09,080 - mmaction - INFO - Epoch [148][480/940] lr: 4.000e-04, eta: 0:56:49, time: 1.441, data_time: 0.001, memory: 6929, loss_aux: 0.9213, top1_acc: 0.7107, top5_acc: 0.8762, loss_cls: 1.2039, loss: 2.1251, grad_norm: 5.8087 2020-09-25 23:38:39,599 - mmaction - INFO - Epoch [148][500/940] lr: 4.000e-04, eta: 0:56:20, time: 1.526, data_time: 0.002, memory: 6929, loss_aux: 0.9241, top1_acc: 0.6980, top5_acc: 0.8689, loss_cls: 1.2529, loss: 2.1771, grad_norm: 5.8862 2020-09-25 23:39:07,626 - mmaction - INFO - Epoch [148][520/940] lr: 4.000e-04, eta: 0:55:50, time: 1.402, data_time: 0.002, memory: 6929, loss_aux: 0.9344, top1_acc: 0.6982, top5_acc: 0.8633, loss_cls: 1.2743, loss: 2.2088, grad_norm: 5.9255 2020-09-25 23:39:37,604 - mmaction - INFO - Epoch [148][540/940] lr: 4.000e-04, eta: 0:55:21, time: 1.498, data_time: 0.001, memory: 6929, loss_aux: 0.9041, top1_acc: 0.7117, top5_acc: 0.8762, loss_cls: 1.1888, loss: 2.0929, grad_norm: 5.7859 2020-09-25 23:40:06,914 - mmaction - INFO - Epoch [148][560/940] lr: 4.000e-04, eta: 0:54:52, time: 1.467, data_time: 0.003, memory: 6929, loss_aux: 0.9152, top1_acc: 0.7111, top5_acc: 0.8695, loss_cls: 1.2179, loss: 2.1332, grad_norm: 5.8665 2020-09-25 23:40:35,466 - mmaction - INFO - Epoch [148][580/940] lr: 4.000e-04, eta: 0:54:23, time: 1.427, data_time: 0.001, memory: 6929, loss_aux: 0.9239, top1_acc: 0.7100, top5_acc: 0.8670, loss_cls: 1.2295, loss: 2.1535, grad_norm: 5.8691 2020-09-25 23:41:04,303 - mmaction - INFO - Epoch [148][600/940] lr: 4.000e-04, eta: 0:53:54, time: 1.442, data_time: 0.003, memory: 6929, loss_aux: 0.9434, top1_acc: 0.7047, top5_acc: 0.8684, loss_cls: 1.2405, loss: 2.1839, grad_norm: 5.8515 2020-09-25 23:41:32,742 - mmaction - INFO - Epoch [148][620/940] lr: 4.000e-04, eta: 0:53:25, time: 1.422, data_time: 0.003, memory: 6929, loss_aux: 0.9252, top1_acc: 0.7092, top5_acc: 0.8719, loss_cls: 1.2248, loss: 2.1499, grad_norm: 5.8662 2020-09-25 23:42:02,393 - mmaction - INFO - Epoch [148][640/940] lr: 4.000e-04, eta: 0:52:56, time: 1.483, data_time: 0.003, memory: 6929, loss_aux: 0.9517, top1_acc: 0.6934, top5_acc: 0.8633, loss_cls: 1.2716, loss: 2.2233, grad_norm: 5.9508 2020-09-25 23:42:30,765 - mmaction - INFO - Epoch [148][660/940] lr: 4.000e-04, eta: 0:52:27, time: 1.418, data_time: 0.001, memory: 6929, loss_aux: 0.9451, top1_acc: 0.6965, top5_acc: 0.8662, loss_cls: 1.2651, loss: 2.2102, grad_norm: 6.0409 2020-09-25 23:42:59,286 - mmaction - INFO - Epoch [148][680/940] lr: 4.000e-04, eta: 0:51:57, time: 1.427, data_time: 0.003, memory: 6929, loss_aux: 0.9218, top1_acc: 0.6984, top5_acc: 0.8676, loss_cls: 1.2550, loss: 2.1768, grad_norm: 5.9099 2020-09-25 23:43:27,908 - mmaction - INFO - Epoch [148][700/940] lr: 4.000e-04, eta: 0:51:28, time: 1.431, data_time: 0.001, memory: 6929, loss_aux: 0.9394, top1_acc: 0.6963, top5_acc: 0.8607, loss_cls: 1.2777, loss: 2.2171, grad_norm: 5.9523 2020-09-25 23:43:56,822 - mmaction - INFO - Epoch [148][720/940] lr: 4.000e-04, eta: 0:50:59, time: 1.445, data_time: 0.001, memory: 6929, loss_aux: 0.9439, top1_acc: 0.6971, top5_acc: 0.8604, loss_cls: 1.2696, loss: 2.2135, grad_norm: 6.0267 2020-09-25 23:44:27,896 - mmaction - INFO - Epoch [148][740/940] lr: 4.000e-04, eta: 0:50:30, time: 1.555, data_time: 0.003, memory: 6929, loss_aux: 0.9223, top1_acc: 0.7133, top5_acc: 0.8688, loss_cls: 1.2134, loss: 2.1357, grad_norm: 5.8413 2020-09-25 23:44:56,132 - mmaction - INFO - Epoch [148][760/940] lr: 4.000e-04, eta: 0:50:01, time: 1.411, data_time: 0.006, memory: 6929, loss_aux: 0.9290, top1_acc: 0.6973, top5_acc: 0.8668, loss_cls: 1.2561, loss: 2.1851, grad_norm: 5.8859 2020-09-25 23:45:24,879 - mmaction - INFO - Epoch [148][780/940] lr: 4.000e-04, eta: 0:49:32, time: 1.437, data_time: 0.002, memory: 6929, loss_aux: 0.9106, top1_acc: 0.7053, top5_acc: 0.8680, loss_cls: 1.2194, loss: 2.1299, grad_norm: 5.8132 2020-09-25 23:45:54,994 - mmaction - INFO - Epoch [148][800/940] lr: 4.000e-04, eta: 0:49:03, time: 1.502, data_time: 0.002, memory: 6929, loss_aux: 0.9675, top1_acc: 0.6916, top5_acc: 0.8625, loss_cls: 1.2812, loss: 2.2487, grad_norm: 5.9737 2020-09-25 23:46:23,884 - mmaction - INFO - Epoch [148][820/940] lr: 4.000e-04, eta: 0:48:33, time: 1.448, data_time: 0.006, memory: 6929, loss_aux: 0.9163, top1_acc: 0.7084, top5_acc: 0.8654, loss_cls: 1.2370, loss: 2.1533, grad_norm: 5.8514 2020-09-25 23:46:52,345 - mmaction - INFO - Epoch [148][840/940] lr: 4.000e-04, eta: 0:48:04, time: 1.422, data_time: 0.002, memory: 6929, loss_aux: 0.9252, top1_acc: 0.7008, top5_acc: 0.8682, loss_cls: 1.2320, loss: 2.1573, grad_norm: 5.8329 2020-09-25 23:47:20,999 - mmaction - INFO - Epoch [148][860/940] lr: 4.000e-04, eta: 0:47:35, time: 1.434, data_time: 0.003, memory: 6929, loss_aux: 0.9174, top1_acc: 0.7035, top5_acc: 0.8723, loss_cls: 1.2342, loss: 2.1516, grad_norm: 5.9329 2020-09-25 23:47:50,399 - mmaction - INFO - Epoch [148][880/940] lr: 4.000e-04, eta: 0:47:06, time: 1.469, data_time: 0.001, memory: 6929, loss_aux: 0.9471, top1_acc: 0.6967, top5_acc: 0.8584, loss_cls: 1.2826, loss: 2.2297, grad_norm: 5.9173 2020-09-25 23:48:19,592 - mmaction - INFO - Epoch [148][900/940] lr: 4.000e-04, eta: 0:46:37, time: 1.460, data_time: 0.002, memory: 6929, loss_aux: 0.9264, top1_acc: 0.6998, top5_acc: 0.8627, loss_cls: 1.2567, loss: 2.1831, grad_norm: 5.8748 2020-09-25 23:48:49,520 - mmaction - INFO - Epoch [148][920/940] lr: 4.000e-04, eta: 0:46:08, time: 1.496, data_time: 0.001, memory: 6929, loss_aux: 0.9581, top1_acc: 0.6914, top5_acc: 0.8582, loss_cls: 1.3094, loss: 2.2675, grad_norm: 5.9622 2020-09-25 23:49:16,676 - mmaction - INFO - Epoch [148][940/940] lr: 4.000e-04, eta: 0:45:39, time: 1.357, data_time: 0.002, memory: 6929, loss_aux: 0.9548, top1_acc: 0.6922, top5_acc: 0.8651, loss_cls: 1.2769, loss: 2.2317, grad_norm: 5.9900 2020-09-25 23:49:17,154 - mmaction - INFO - Saving checkpoint at 148 epochs 2020-09-25 23:49:50,988 - mmaction - INFO - Epoch [149][20/940] lr: 4.000e-04, eta: 0:45:09, time: 1.548, data_time: 0.254, memory: 6929, loss_aux: 0.9469, top1_acc: 0.6943, top5_acc: 0.8574, loss_cls: 1.3006, loss: 2.2475, grad_norm: 5.9132 2020-09-25 23:50:19,809 - mmaction - INFO - Epoch [149][40/940] lr: 4.000e-04, eta: 0:44:40, time: 1.441, data_time: 0.003, memory: 6929, loss_aux: 0.9225, top1_acc: 0.7000, top5_acc: 0.8742, loss_cls: 1.2297, loss: 2.1522, grad_norm: 5.8807 2020-09-25 23:50:49,416 - mmaction - INFO - Epoch [149][60/940] lr: 4.000e-04, eta: 0:44:11, time: 1.480, data_time: 0.002, memory: 6929, loss_aux: 0.9660, top1_acc: 0.6945, top5_acc: 0.8635, loss_cls: 1.2833, loss: 2.2493, grad_norm: 5.9968 2020-09-25 23:51:18,354 - mmaction - INFO - Epoch [149][80/940] lr: 4.000e-04, eta: 0:43:42, time: 1.448, data_time: 0.003, memory: 6929, loss_aux: 0.9316, top1_acc: 0.6969, top5_acc: 0.8732, loss_cls: 1.2479, loss: 2.1795, grad_norm: 5.9639 2020-09-25 23:51:46,794 - mmaction - INFO - Epoch [149][100/940] lr: 4.000e-04, eta: 0:43:13, time: 1.421, data_time: 0.001, memory: 6929, loss_aux: 0.9368, top1_acc: 0.6990, top5_acc: 0.8668, loss_cls: 1.2513, loss: 2.1881, grad_norm: 5.9394 2020-09-25 23:52:15,623 - mmaction - INFO - Epoch [149][120/940] lr: 4.000e-04, eta: 0:42:44, time: 1.441, data_time: 0.002, memory: 6929, loss_aux: 0.9493, top1_acc: 0.6975, top5_acc: 0.8654, loss_cls: 1.2759, loss: 2.2253, grad_norm: 5.9475 2020-09-25 23:52:45,761 - mmaction - INFO - Epoch [149][140/940] lr: 4.000e-04, eta: 0:42:15, time: 1.507, data_time: 0.003, memory: 6929, loss_aux: 0.9232, top1_acc: 0.7014, top5_acc: 0.8656, loss_cls: 1.2440, loss: 2.1672, grad_norm: 5.9134 2020-09-25 23:53:15,098 - mmaction - INFO - Epoch [149][160/940] lr: 4.000e-04, eta: 0:41:45, time: 1.467, data_time: 0.002, memory: 6929, loss_aux: 0.9433, top1_acc: 0.6939, top5_acc: 0.8654, loss_cls: 1.2688, loss: 2.2122, grad_norm: 5.9832 2020-09-25 23:53:44,404 - mmaction - INFO - Epoch [149][180/940] lr: 4.000e-04, eta: 0:41:16, time: 1.466, data_time: 0.002, memory: 6929, loss_aux: 0.9358, top1_acc: 0.6965, top5_acc: 0.8637, loss_cls: 1.2594, loss: 2.1953, grad_norm: 5.9227 2020-09-25 23:54:13,022 - mmaction - INFO - Epoch [149][200/940] lr: 4.000e-04, eta: 0:40:47, time: 1.429, data_time: 0.001, memory: 6929, loss_aux: 0.9395, top1_acc: 0.7072, top5_acc: 0.8654, loss_cls: 1.2492, loss: 2.1888, grad_norm: 5.8267 2020-09-25 23:54:43,194 - mmaction - INFO - Epoch [149][220/940] lr: 4.000e-04, eta: 0:40:18, time: 1.506, data_time: 0.003, memory: 6929, loss_aux: 0.9399, top1_acc: 0.6951, top5_acc: 0.8693, loss_cls: 1.2554, loss: 2.1954, grad_norm: 5.9923 2020-09-25 23:55:11,335 - mmaction - INFO - Epoch [149][240/940] lr: 4.000e-04, eta: 0:39:49, time: 1.407, data_time: 0.005, memory: 6929, loss_aux: 0.9055, top1_acc: 0.7125, top5_acc: 0.8756, loss_cls: 1.1927, loss: 2.0983, grad_norm: 5.7455 2020-09-25 23:55:41,291 - mmaction - INFO - Epoch [149][260/940] lr: 4.000e-04, eta: 0:39:20, time: 1.501, data_time: 0.005, memory: 6929, loss_aux: 0.9374, top1_acc: 0.6947, top5_acc: 0.8619, loss_cls: 1.2798, loss: 2.2171, grad_norm: 5.9932 2020-09-25 23:56:09,200 - mmaction - INFO - Epoch [149][280/940] lr: 4.000e-04, eta: 0:38:51, time: 1.394, data_time: 0.001, memory: 6929, loss_aux: 0.9204, top1_acc: 0.7031, top5_acc: 0.8625, loss_cls: 1.2502, loss: 2.1706, grad_norm: 5.8644 2020-09-25 23:56:37,432 - mmaction - INFO - Epoch [149][300/940] lr: 4.000e-04, eta: 0:38:21, time: 1.412, data_time: 0.003, memory: 6929, loss_aux: 0.9303, top1_acc: 0.6820, top5_acc: 0.8670, loss_cls: 1.2740, loss: 2.2043, grad_norm: 5.9203 2020-09-25 23:57:05,966 - mmaction - INFO - Epoch [149][320/940] lr: 4.000e-04, eta: 0:37:52, time: 1.427, data_time: 0.007, memory: 6929, loss_aux: 0.9383, top1_acc: 0.7025, top5_acc: 0.8691, loss_cls: 1.2418, loss: 2.1801, grad_norm: 5.9074 2020-09-25 23:57:36,241 - mmaction - INFO - Epoch [149][340/940] lr: 4.000e-04, eta: 0:37:23, time: 1.513, data_time: 0.002, memory: 6929, loss_aux: 0.9348, top1_acc: 0.7045, top5_acc: 0.8648, loss_cls: 1.2495, loss: 2.1843, grad_norm: 5.9012 2020-09-25 23:58:04,530 - mmaction - INFO - Epoch [149][360/940] lr: 4.000e-04, eta: 0:36:54, time: 1.415, data_time: 0.003, memory: 6929, loss_aux: 0.9111, top1_acc: 0.6994, top5_acc: 0.8693, loss_cls: 1.2497, loss: 2.1608, grad_norm: 6.0048 2020-09-25 23:58:33,257 - mmaction - INFO - Epoch [149][380/940] lr: 4.000e-04, eta: 0:36:25, time: 1.435, data_time: 0.002, memory: 6929, loss_aux: 0.9492, top1_acc: 0.6973, top5_acc: 0.8666, loss_cls: 1.2629, loss: 2.2122, grad_norm: 5.9707 2020-09-25 23:59:02,246 - mmaction - INFO - Epoch [149][400/940] lr: 4.000e-04, eta: 0:35:56, time: 1.451, data_time: 0.003, memory: 6929, loss_aux: 0.9294, top1_acc: 0.7008, top5_acc: 0.8643, loss_cls: 1.2463, loss: 2.1757, grad_norm: 5.8983 2020-09-25 23:59:31,720 - mmaction - INFO - Epoch [149][420/940] lr: 4.000e-04, eta: 0:35:27, time: 1.473, data_time: 0.001, memory: 6929, loss_aux: 0.9522, top1_acc: 0.6930, top5_acc: 0.8637, loss_cls: 1.2828, loss: 2.2349, grad_norm: 5.9234 2020-09-26 00:00:01,549 - mmaction - INFO - Epoch [149][440/940] lr: 4.000e-04, eta: 0:34:57, time: 1.493, data_time: 0.003, memory: 6929, loss_aux: 0.9367, top1_acc: 0.6965, top5_acc: 0.8609, loss_cls: 1.2710, loss: 2.2077, grad_norm: 5.9398 2020-09-26 00:00:35,491 - mmaction - INFO - Epoch [149][460/940] lr: 4.000e-04, eta: 0:34:28, time: 1.688, data_time: 0.002, memory: 6929, loss_aux: 0.9187, top1_acc: 0.7059, top5_acc: 0.8691, loss_cls: 1.2430, loss: 2.1617, grad_norm: 5.8645 2020-09-26 00:01:06,680 - mmaction - INFO - Epoch [149][480/940] lr: 4.000e-04, eta: 0:33:59, time: 1.568, data_time: 0.018, memory: 6929, loss_aux: 0.9302, top1_acc: 0.6986, top5_acc: 0.8646, loss_cls: 1.2594, loss: 2.1896, grad_norm: 5.9167 2020-09-26 00:01:34,875 - mmaction - INFO - Epoch [149][500/940] lr: 4.000e-04, eta: 0:33:30, time: 1.409, data_time: 0.002, memory: 6929, loss_aux: 0.9178, top1_acc: 0.7047, top5_acc: 0.8654, loss_cls: 1.2416, loss: 2.1593, grad_norm: 5.9317 2020-09-26 00:02:02,774 - mmaction - INFO - Epoch [149][520/940] lr: 4.000e-04, eta: 0:33:01, time: 1.396, data_time: 0.003, memory: 6929, loss_aux: 0.9323, top1_acc: 0.6961, top5_acc: 0.8701, loss_cls: 1.2599, loss: 2.1922, grad_norm: 5.9468 2020-09-26 00:02:31,523 - mmaction - INFO - Epoch [149][540/940] lr: 4.000e-04, eta: 0:32:32, time: 1.436, data_time: 0.002, memory: 6929, loss_aux: 0.9551, top1_acc: 0.6939, top5_acc: 0.8613, loss_cls: 1.2808, loss: 2.2359, grad_norm: 5.8965 2020-09-26 00:03:00,344 - mmaction - INFO - Epoch [149][560/940] lr: 4.000e-04, eta: 0:32:03, time: 1.442, data_time: 0.003, memory: 6929, loss_aux: 0.9410, top1_acc: 0.6982, top5_acc: 0.8596, loss_cls: 1.2785, loss: 2.2195, grad_norm: 5.9216 2020-09-26 00:03:29,260 - mmaction - INFO - Epoch [149][580/940] lr: 4.000e-04, eta: 0:31:34, time: 1.445, data_time: 0.001, memory: 6929, loss_aux: 0.9173, top1_acc: 0.6922, top5_acc: 0.8684, loss_cls: 1.2516, loss: 2.1689, grad_norm: 5.9630 2020-09-26 00:03:57,869 - mmaction - INFO - Epoch [149][600/940] lr: 4.000e-04, eta: 0:31:04, time: 1.431, data_time: 0.002, memory: 6929, loss_aux: 0.9496, top1_acc: 0.6965, top5_acc: 0.8635, loss_cls: 1.2864, loss: 2.2360, grad_norm: 6.0060 2020-09-26 00:04:27,260 - mmaction - INFO - Epoch [149][620/940] lr: 4.000e-04, eta: 0:30:35, time: 1.469, data_time: 0.002, memory: 6929, loss_aux: 0.9283, top1_acc: 0.7016, top5_acc: 0.8678, loss_cls: 1.2363, loss: 2.1646, grad_norm: 5.8912 2020-09-26 00:04:55,285 - mmaction - INFO - Epoch [149][640/940] lr: 4.000e-04, eta: 0:30:06, time: 1.401, data_time: 0.002, memory: 6929, loss_aux: 0.9422, top1_acc: 0.6990, top5_acc: 0.8662, loss_cls: 1.2617, loss: 2.2039, grad_norm: 5.8864 2020-09-26 00:05:24,745 - mmaction - INFO - Epoch [149][660/940] lr: 4.000e-04, eta: 0:29:37, time: 1.474, data_time: 0.003, memory: 6929, loss_aux: 0.9340, top1_acc: 0.6984, top5_acc: 0.8678, loss_cls: 1.2423, loss: 2.1763, grad_norm: 5.8660 2020-09-26 00:05:53,470 - mmaction - INFO - Epoch [149][680/940] lr: 4.000e-04, eta: 0:29:08, time: 1.436, data_time: 0.002, memory: 6929, loss_aux: 0.9379, top1_acc: 0.7004, top5_acc: 0.8637, loss_cls: 1.2669, loss: 2.2048, grad_norm: 5.9742 2020-09-26 00:06:21,787 - mmaction - INFO - Epoch [149][700/940] lr: 4.000e-04, eta: 0:28:39, time: 1.416, data_time: 0.002, memory: 6929, loss_aux: 0.9340, top1_acc: 0.7049, top5_acc: 0.8709, loss_cls: 1.2231, loss: 2.1571, grad_norm: 5.8919 2020-09-26 00:06:50,185 - mmaction - INFO - Epoch [149][720/940] lr: 4.000e-04, eta: 0:28:10, time: 1.419, data_time: 0.002, memory: 6929, loss_aux: 0.9396, top1_acc: 0.7002, top5_acc: 0.8676, loss_cls: 1.2627, loss: 2.2024, grad_norm: 6.0288 2020-09-26 00:07:18,705 - mmaction - INFO - Epoch [149][740/940] lr: 4.000e-04, eta: 0:27:40, time: 1.427, data_time: 0.003, memory: 6929, loss_aux: 0.9384, top1_acc: 0.6988, top5_acc: 0.8623, loss_cls: 1.2521, loss: 2.1905, grad_norm: 5.9241 2020-09-26 00:07:46,981 - mmaction - INFO - Epoch [149][760/940] lr: 4.000e-04, eta: 0:27:11, time: 1.414, data_time: 0.001, memory: 6929, loss_aux: 0.9289, top1_acc: 0.7064, top5_acc: 0.8760, loss_cls: 1.2205, loss: 2.1494, grad_norm: 5.8569 2020-09-26 00:08:15,432 - mmaction - INFO - Epoch [149][780/940] lr: 4.000e-04, eta: 0:26:42, time: 1.421, data_time: 0.009, memory: 6929, loss_aux: 0.9374, top1_acc: 0.6979, top5_acc: 0.8611, loss_cls: 1.2463, loss: 2.1837, grad_norm: 5.8629 2020-09-26 00:08:43,854 - mmaction - INFO - Epoch [149][800/940] lr: 4.000e-04, eta: 0:26:13, time: 1.422, data_time: 0.003, memory: 6929, loss_aux: 0.9402, top1_acc: 0.7008, top5_acc: 0.8672, loss_cls: 1.2481, loss: 2.1884, grad_norm: 5.9502 2020-09-26 00:09:11,869 - mmaction - INFO - Epoch [149][820/940] lr: 4.000e-04, eta: 0:25:44, time: 1.399, data_time: 0.002, memory: 6929, loss_aux: 0.9140, top1_acc: 0.7066, top5_acc: 0.8713, loss_cls: 1.2254, loss: 2.1394, grad_norm: 5.9858 2020-09-26 00:09:41,123 - mmaction - INFO - Epoch [149][840/940] lr: 4.000e-04, eta: 0:25:15, time: 1.465, data_time: 0.003, memory: 6929, loss_aux: 0.9416, top1_acc: 0.6967, top5_acc: 0.8717, loss_cls: 1.2567, loss: 2.1983, grad_norm: 5.9520 2020-09-26 00:10:10,091 - mmaction - INFO - Epoch [149][860/940] lr: 4.000e-04, eta: 0:24:46, time: 1.447, data_time: 0.001, memory: 6929, loss_aux: 0.9254, top1_acc: 0.7096, top5_acc: 0.8773, loss_cls: 1.2156, loss: 2.1410, grad_norm: 5.8653 2020-09-26 00:10:38,510 - mmaction - INFO - Epoch [149][880/940] lr: 4.000e-04, eta: 0:24:16, time: 1.422, data_time: 0.002, memory: 6929, loss_aux: 0.9231, top1_acc: 0.7031, top5_acc: 0.8666, loss_cls: 1.2378, loss: 2.1609, grad_norm: 5.8907 2020-09-26 00:11:06,867 - mmaction - INFO - Epoch [149][900/940] lr: 4.000e-04, eta: 0:23:47, time: 1.418, data_time: 0.001, memory: 6929, loss_aux: 0.9621, top1_acc: 0.6883, top5_acc: 0.8535, loss_cls: 1.3215, loss: 2.2836, grad_norm: 6.0842 2020-09-26 00:11:35,844 - mmaction - INFO - Epoch [149][920/940] lr: 4.000e-04, eta: 0:23:18, time: 1.448, data_time: 0.001, memory: 6929, loss_aux: 0.9196, top1_acc: 0.7072, top5_acc: 0.8754, loss_cls: 1.2040, loss: 2.1235, grad_norm: 5.9447 2020-09-26 00:12:03,691 - mmaction - INFO - Epoch [149][940/940] lr: 4.000e-04, eta: 0:22:49, time: 1.393, data_time: 0.002, memory: 6929, loss_aux: 0.9615, top1_acc: 0.6891, top5_acc: 0.8588, loss_cls: 1.3005, loss: 2.2620, grad_norm: 6.0524 2020-09-26 00:12:04,262 - mmaction - INFO - Saving checkpoint at 149 epochs 2020-09-26 00:12:42,406 - mmaction - INFO - Epoch [150][20/940] lr: 4.000e-04, eta: 0:22:20, time: 1.783, data_time: 0.539, memory: 6929, loss_aux: 0.9332, top1_acc: 0.7029, top5_acc: 0.8676, loss_cls: 1.2532, loss: 2.1864, grad_norm: 5.8755 2020-09-26 00:13:09,562 - mmaction - INFO - Epoch [150][40/940] lr: 4.000e-04, eta: 0:21:51, time: 1.358, data_time: 0.003, memory: 6929, loss_aux: 0.9387, top1_acc: 0.7002, top5_acc: 0.8688, loss_cls: 1.2471, loss: 2.1858, grad_norm: 5.9126 2020-09-26 00:13:38,620 - mmaction - INFO - Epoch [150][60/940] lr: 4.000e-04, eta: 0:21:22, time: 1.454, data_time: 0.003, memory: 6929, loss_aux: 0.9330, top1_acc: 0.7037, top5_acc: 0.8674, loss_cls: 1.2594, loss: 2.1924, grad_norm: 5.9898 2020-09-26 00:14:07,251 - mmaction - INFO - Epoch [150][80/940] lr: 4.000e-04, eta: 0:20:52, time: 1.432, data_time: 0.002, memory: 6929, loss_aux: 0.9504, top1_acc: 0.6922, top5_acc: 0.8662, loss_cls: 1.2658, loss: 2.2162, grad_norm: 5.9582 2020-09-26 00:14:36,176 - mmaction - INFO - Epoch [150][100/940] lr: 4.000e-04, eta: 0:20:23, time: 1.445, data_time: 0.001, memory: 6929, loss_aux: 0.9131, top1_acc: 0.7008, top5_acc: 0.8645, loss_cls: 1.2388, loss: 2.1519, grad_norm: 5.8933 2020-09-26 00:15:04,211 - mmaction - INFO - Epoch [150][120/940] lr: 4.000e-04, eta: 0:19:54, time: 1.402, data_time: 0.003, memory: 6929, loss_aux: 0.9503, top1_acc: 0.7014, top5_acc: 0.8664, loss_cls: 1.2584, loss: 2.2087, grad_norm: 5.8973 2020-09-26 00:15:32,859 - mmaction - INFO - Epoch [150][140/940] lr: 4.000e-04, eta: 0:19:25, time: 1.431, data_time: 0.002, memory: 6929, loss_aux: 0.9416, top1_acc: 0.6937, top5_acc: 0.8600, loss_cls: 1.2881, loss: 2.2297, grad_norm: 5.9551 2020-09-26 00:16:01,883 - mmaction - INFO - Epoch [150][160/940] lr: 4.000e-04, eta: 0:18:56, time: 1.453, data_time: 0.004, memory: 6929, loss_aux: 0.9361, top1_acc: 0.6977, top5_acc: 0.8641, loss_cls: 1.2591, loss: 2.1952, grad_norm: 5.9906 2020-09-26 00:16:30,445 - mmaction - INFO - Epoch [150][180/940] lr: 4.000e-04, eta: 0:18:27, time: 1.427, data_time: 0.002, memory: 6929, loss_aux: 0.9266, top1_acc: 0.7033, top5_acc: 0.8689, loss_cls: 1.2269, loss: 2.1535, grad_norm: 5.8531 2020-09-26 00:16:59,000 - mmaction - INFO - Epoch [150][200/940] lr: 4.000e-04, eta: 0:17:58, time: 1.429, data_time: 0.003, memory: 6929, loss_aux: 0.9261, top1_acc: 0.7020, top5_acc: 0.8668, loss_cls: 1.2552, loss: 2.1813, grad_norm: 5.9134 2020-09-26 00:17:28,690 - mmaction - INFO - Epoch [150][220/940] lr: 4.000e-04, eta: 0:17:28, time: 1.482, data_time: 0.001, memory: 6929, loss_aux: 0.9291, top1_acc: 0.6992, top5_acc: 0.8625, loss_cls: 1.2636, loss: 2.1927, grad_norm: 5.9314 2020-09-26 00:17:57,291 - mmaction - INFO - Epoch [150][240/940] lr: 4.000e-04, eta: 0:16:59, time: 1.431, data_time: 0.004, memory: 6929, loss_aux: 0.9208, top1_acc: 0.7051, top5_acc: 0.8709, loss_cls: 1.2305, loss: 2.1513, grad_norm: 5.8673 2020-09-26 00:18:25,361 - mmaction - INFO - Epoch [150][260/940] lr: 4.000e-04, eta: 0:16:30, time: 1.404, data_time: 0.003, memory: 6929, loss_aux: 0.9505, top1_acc: 0.6965, top5_acc: 0.8604, loss_cls: 1.2873, loss: 2.2378, grad_norm: 6.0714 2020-09-26 00:18:54,124 - mmaction - INFO - Epoch [150][280/940] lr: 4.000e-04, eta: 0:16:01, time: 1.438, data_time: 0.002, memory: 6929, loss_aux: 0.9306, top1_acc: 0.6957, top5_acc: 0.8615, loss_cls: 1.2672, loss: 2.1978, grad_norm: 5.9637 2020-09-26 00:19:23,354 - mmaction - INFO - Epoch [150][300/940] lr: 4.000e-04, eta: 0:15:32, time: 1.462, data_time: 0.003, memory: 6929, loss_aux: 0.9460, top1_acc: 0.6963, top5_acc: 0.8684, loss_cls: 1.2545, loss: 2.2005, grad_norm: 5.9071 2020-09-26 00:19:51,885 - mmaction - INFO - Epoch [150][320/940] lr: 4.000e-04, eta: 0:15:03, time: 1.425, data_time: 0.002, memory: 6929, loss_aux: 0.9241, top1_acc: 0.7047, top5_acc: 0.8650, loss_cls: 1.2305, loss: 2.1546, grad_norm: 5.7668 2020-09-26 00:20:20,276 - mmaction - INFO - Epoch [150][340/940] lr: 4.000e-04, eta: 0:14:34, time: 1.421, data_time: 0.003, memory: 6929, loss_aux: 0.9373, top1_acc: 0.6990, top5_acc: 0.8648, loss_cls: 1.2711, loss: 2.2084, grad_norm: 5.9265 2020-09-26 00:20:48,528 - mmaction - INFO - Epoch [150][360/940] lr: 4.000e-04, eta: 0:14:04, time: 1.411, data_time: 0.001, memory: 6929, loss_aux: 0.9395, top1_acc: 0.6965, top5_acc: 0.8621, loss_cls: 1.2849, loss: 2.2244, grad_norm: 5.8608 2020-09-26 00:21:18,605 - mmaction - INFO - Epoch [150][380/940] lr: 4.000e-04, eta: 0:13:35, time: 1.502, data_time: 0.003, memory: 6929, loss_aux: 0.9486, top1_acc: 0.7027, top5_acc: 0.8609, loss_cls: 1.2706, loss: 2.2191, grad_norm: 5.9696 2020-09-26 00:21:47,219 - mmaction - INFO - Epoch [150][400/940] lr: 4.000e-04, eta: 0:13:06, time: 1.433, data_time: 0.004, memory: 6929, loss_aux: 0.9393, top1_acc: 0.6937, top5_acc: 0.8656, loss_cls: 1.2665, loss: 2.2057, grad_norm: 5.9995 2020-09-26 00:22:15,669 - mmaction - INFO - Epoch [150][420/940] lr: 4.000e-04, eta: 0:12:37, time: 1.422, data_time: 0.002, memory: 6929, loss_aux: 0.9193, top1_acc: 0.6967, top5_acc: 0.8684, loss_cls: 1.2440, loss: 2.1633, grad_norm: 5.8562 2020-09-26 00:22:43,968 - mmaction - INFO - Epoch [150][440/940] lr: 4.000e-04, eta: 0:12:08, time: 1.415, data_time: 0.003, memory: 6929, loss_aux: 0.9338, top1_acc: 0.6951, top5_acc: 0.8615, loss_cls: 1.2603, loss: 2.1941, grad_norm: 5.9499 2020-09-26 00:23:13,235 - mmaction - INFO - Epoch [150][460/940] lr: 4.000e-04, eta: 0:11:39, time: 1.463, data_time: 0.002, memory: 6929, loss_aux: 0.9167, top1_acc: 0.7080, top5_acc: 0.8711, loss_cls: 1.2214, loss: 2.1381, grad_norm: 5.8309 2020-09-26 00:23:42,284 - mmaction - INFO - Epoch [150][480/940] lr: 4.000e-04, eta: 0:11:10, time: 1.453, data_time: 0.003, memory: 6929, loss_aux: 0.9252, top1_acc: 0.7061, top5_acc: 0.8697, loss_cls: 1.2441, loss: 2.1693, grad_norm: 5.9524 2020-09-26 00:24:11,251 - mmaction - INFO - Epoch [150][500/940] lr: 4.000e-04, eta: 0:10:41, time: 1.447, data_time: 0.001, memory: 6929, loss_aux: 0.9295, top1_acc: 0.7018, top5_acc: 0.8672, loss_cls: 1.2237, loss: 2.1532, grad_norm: 5.9229 2020-09-26 00:24:40,042 - mmaction - INFO - Epoch [150][520/940] lr: 4.000e-04, eta: 0:10:11, time: 1.441, data_time: 0.004, memory: 6929, loss_aux: 0.9276, top1_acc: 0.7082, top5_acc: 0.8734, loss_cls: 1.2306, loss: 2.1582, grad_norm: 5.8384 2020-09-26 00:25:09,366 - mmaction - INFO - Epoch [150][540/940] lr: 4.000e-04, eta: 0:09:42, time: 1.464, data_time: 0.001, memory: 6929, loss_aux: 0.9135, top1_acc: 0.7033, top5_acc: 0.8752, loss_cls: 1.2221, loss: 2.1356, grad_norm: 5.8685 2020-09-26 00:25:38,704 - mmaction - INFO - Epoch [150][560/940] lr: 4.000e-04, eta: 0:09:13, time: 1.469, data_time: 0.003, memory: 6929, loss_aux: 0.9303, top1_acc: 0.7012, top5_acc: 0.8611, loss_cls: 1.2492, loss: 2.1796, grad_norm: 5.8870 2020-09-26 00:26:07,055 - mmaction - INFO - Epoch [150][580/940] lr: 4.000e-04, eta: 0:08:44, time: 1.417, data_time: 0.001, memory: 6929, loss_aux: 0.9296, top1_acc: 0.6996, top5_acc: 0.8650, loss_cls: 1.2479, loss: 2.1775, grad_norm: 5.9633 2020-09-26 00:26:36,284 - mmaction - INFO - Epoch [150][600/940] lr: 4.000e-04, eta: 0:08:15, time: 1.461, data_time: 0.001, memory: 6929, loss_aux: 0.9426, top1_acc: 0.7006, top5_acc: 0.8613, loss_cls: 1.2552, loss: 2.1978, grad_norm: 5.9002 2020-09-26 00:27:05,163 - mmaction - INFO - Epoch [150][620/940] lr: 4.000e-04, eta: 0:07:46, time: 1.444, data_time: 0.002, memory: 6929, loss_aux: 0.9396, top1_acc: 0.6912, top5_acc: 0.8645, loss_cls: 1.2587, loss: 2.1983, grad_norm: 5.9783 2020-09-26 00:27:34,569 - mmaction - INFO - Epoch [150][640/940] lr: 4.000e-04, eta: 0:07:17, time: 1.469, data_time: 0.001, memory: 6929, loss_aux: 0.9363, top1_acc: 0.7004, top5_acc: 0.8639, loss_cls: 1.2685, loss: 2.2048, grad_norm: 5.9953 2020-09-26 00:28:03,119 - mmaction - INFO - Epoch [150][660/940] lr: 4.000e-04, eta: 0:06:47, time: 1.429, data_time: 0.003, memory: 6929, loss_aux: 0.9089, top1_acc: 0.7070, top5_acc: 0.8719, loss_cls: 1.2257, loss: 2.1347, grad_norm: 5.7950 2020-09-26 00:28:31,957 - mmaction - INFO - Epoch [150][680/940] lr: 4.000e-04, eta: 0:06:18, time: 1.441, data_time: 0.001, memory: 6929, loss_aux: 0.9355, top1_acc: 0.7000, top5_acc: 0.8668, loss_cls: 1.2628, loss: 2.1982, grad_norm: 5.9231 2020-09-26 00:29:01,073 - mmaction - INFO - Epoch [150][700/940] lr: 4.000e-04, eta: 0:05:49, time: 1.456, data_time: 0.002, memory: 6929, loss_aux: 0.9169, top1_acc: 0.7049, top5_acc: 0.8682, loss_cls: 1.2288, loss: 2.1457, grad_norm: 5.9064 2020-09-26 00:29:29,411 - mmaction - INFO - Epoch [150][720/940] lr: 4.000e-04, eta: 0:05:20, time: 1.416, data_time: 0.002, memory: 6929, loss_aux: 0.9583, top1_acc: 0.6877, top5_acc: 0.8588, loss_cls: 1.2776, loss: 2.2359, grad_norm: 5.9076 2020-09-26 00:29:58,132 - mmaction - INFO - Epoch [150][740/940] lr: 4.000e-04, eta: 0:04:51, time: 1.437, data_time: 0.003, memory: 6929, loss_aux: 0.9309, top1_acc: 0.6979, top5_acc: 0.8660, loss_cls: 1.2579, loss: 2.1887, grad_norm: 5.9236 2020-09-26 00:30:27,372 - mmaction - INFO - Epoch [150][760/940] lr: 4.000e-04, eta: 0:04:22, time: 1.462, data_time: 0.002, memory: 6929, loss_aux: 0.9197, top1_acc: 0.7051, top5_acc: 0.8693, loss_cls: 1.2286, loss: 2.1483, grad_norm: 5.8276 2020-09-26 00:30:56,409 - mmaction - INFO - Epoch [150][780/940] lr: 4.000e-04, eta: 0:03:53, time: 1.451, data_time: 0.002, memory: 6929, loss_aux: 0.9307, top1_acc: 0.7088, top5_acc: 0.8711, loss_cls: 1.2288, loss: 2.1595, grad_norm: 5.8619 2020-09-26 00:31:25,590 - mmaction - INFO - Epoch [150][800/940] lr: 4.000e-04, eta: 0:03:23, time: 1.460, data_time: 0.003, memory: 6929, loss_aux: 0.9223, top1_acc: 0.7102, top5_acc: 0.8736, loss_cls: 1.2014, loss: 2.1238, grad_norm: 5.8050 2020-09-26 00:31:54,232 - mmaction - INFO - Epoch [150][820/940] lr: 4.000e-04, eta: 0:02:54, time: 1.431, data_time: 0.001, memory: 6929, loss_aux: 0.9447, top1_acc: 0.6953, top5_acc: 0.8660, loss_cls: 1.2603, loss: 2.2050, grad_norm: 5.9706 2020-09-26 00:32:23,877 - mmaction - INFO - Epoch [150][840/940] lr: 4.000e-04, eta: 0:02:25, time: 1.484, data_time: 0.003, memory: 6929, loss_aux: 0.9345, top1_acc: 0.7021, top5_acc: 0.8617, loss_cls: 1.2500, loss: 2.1845, grad_norm: 5.9240 2020-09-26 00:32:53,003 - mmaction - INFO - Epoch [150][860/940] lr: 4.000e-04, eta: 0:01:56, time: 1.455, data_time: 0.001, memory: 6929, loss_aux: 0.9436, top1_acc: 0.7008, top5_acc: 0.8648, loss_cls: 1.2569, loss: 2.2006, grad_norm: 5.8713 2020-09-26 00:33:22,039 - mmaction - INFO - Epoch [150][880/940] lr: 4.000e-04, eta: 0:01:27, time: 1.451, data_time: 0.003, memory: 6929, loss_aux: 0.9635, top1_acc: 0.6893, top5_acc: 0.8633, loss_cls: 1.2922, loss: 2.2558, grad_norm: 6.0337 2020-09-26 00:33:51,649 - mmaction - INFO - Epoch [150][900/940] lr: 4.000e-04, eta: 0:00:58, time: 1.481, data_time: 0.003, memory: 6929, loss_aux: 0.9348, top1_acc: 0.7107, top5_acc: 0.8615, loss_cls: 1.2429, loss: 2.1777, grad_norm: 5.8208 2020-09-26 00:34:21,240 - mmaction - INFO - Epoch [150][920/940] lr: 4.000e-04, eta: 0:00:29, time: 1.481, data_time: 0.004, memory: 6929, loss_aux: 0.9451, top1_acc: 0.6990, top5_acc: 0.8639, loss_cls: 1.2685, loss: 2.2136, grad_norm: 5.9411 2020-09-26 00:34:49,537 - mmaction - INFO - Epoch [150][940/940] lr: 4.000e-04, eta: 0:00:00, time: 1.414, data_time: 0.002, memory: 6929, loss_aux: 0.9385, top1_acc: 0.7031, top5_acc: 0.8681, loss_cls: 1.2462, loss: 2.1847, grad_norm: 5.9947 2020-09-26 00:34:50,003 - mmaction - INFO - Saving checkpoint at 150 epochs