2020-07-29 03:41:33,825 - mmaction - INFO - Environment info: ------------------------------------------------------------ sys.platform: linux Python: 3.7.7 (default, May 7 2020, 21:25:33) [GCC 7.3.0] CUDA available: True CUDA_HOME: /usr/local/cuda NVCC: Cuda compilation tools, release 8.0, V8.0.61 GPU 0,1,2,3,4,5,6,7: GeForce GTX 1080 Ti GCC: gcc (GCC) 4.8.5 20150623 (Red Hat 4.8.5-4) PyTorch: 1.1.0 PyTorch compiling details: PyTorch built with: - GCC 4.9 - Intel(R) Math Kernel Library Version 2020.0.1 Product Build 20200208 for Intel(R) 64 architecture applications - Intel(R) MKL-DNN v0.18.1 (Git Hash 7de7e5d02bf687f971e7668963649728356e0c20) - OpenMP 201307 (a.k.a. OpenMP 4.0) - NNPACK is enabled - CUDA Runtime 9.0 - NVCC architecture flags: -gencode;arch=compute_35,code=sm_35;-gencode;arch=compute_50,code=sm_50;-gencode;arch=compute_60,code=sm_60;-gencode;arch=compute_70,code=sm_70;-gencode;arch=compute_50,code=compute_50 - CuDNN 7.5.1 - Magma 2.5.0 - Build settings: BLAS=MKL, BUILD_TYPE=Release, CXX_FLAGS= -Wno-deprecated -fvisibility-inlines-hidden -fopenmp -O2 -fPIC -Wno-narrowing -Wall -Wextra -Wno-missing-field-initializers -Wno-type-limits -Wno-array-bounds -Wno-unknown-pragmas -Wno-sign-compare -Wno-unused-parameter -Wno-unused-variable -Wno-unused-function -Wno-unused-result -Wno-strict-overflow -Wno-strict-aliasing -Wno-error=deprecated-declarations -Wno-error=pedantic -Wno-error=redundant-decls -Wno-error=old-style-cast -Wno-unused-but-set-variable -Wno-maybe-uninitialized -fno-math-errno -fno-trapping-math, DISABLE_NUMA=1, PERF_WITH_AVX=1, PERF_WITH_AVX2=1, USE_CUDA=True, USE_EXCEPTION_PTR=1, USE_GFLAGS=OFF, USE_GLOG=OFF, USE_MKL=ON, USE_MKLDNN=ON, USE_MPI=OFF, USE_NCCL=True, USE_NNPACK=True, USE_OPENMP=ON, TorchVision: 0.3.0 OpenCV: 4.2.0 MMCV: 1.0.4 MMAction2: 0.5.0+0ca8903 ------------------------------------------------------------ 2020-07-29 03:41:33,826 - mmaction - INFO - Distributed training: True 2020-07-29 03:41:33,826 - mmaction - INFO - Config: /mnt/lustre/linjintao/try/mmaction2_tin/slurm_configs/recognition/tin/tin_r50_1x1x8_40e_sthv1_rgb_warmup.py # model settings model = dict( type='Recognizer2D', backbone=dict( type='ResNetTIN', pretrained='torchvision://resnet50', depth=50, norm_eval=False, shift_div=4), cls_head=dict( type='TSMHead', num_classes=174, in_channels=2048, spatial_type='avg', consensus=dict(type='AvgConsensus', dim=1), dropout_ratio=0.8, init_std=0.001, is_shift=False)) # model training and testing settings train_cfg = None test_cfg = dict(average_clips=None) # dataset settings dataset_type = 'RawframeDataset' data_root = 'data/sth-v1/rawframes_train/' data_root_val = 'data/sth-v1/rawframes_val/' ann_file_train = 'data/sth-v1/sth-v1_train_list.txt' ann_file_val = 'data/sth-v1/sth-v1_val_list.txt' ann_file_test = 'data/sth-v1/sth-v1_val_list.txt' img_norm_cfg = dict( mean=[123.675, 116.28, 103.53], std=[58.395, 57.12, 57.375], to_bgr=False) mc_cfg = dict( server_list_cfg='/mnt/lustre/share/memcached_client/server_list.conf', client_cfg='/mnt/lustre/share/memcached_client/client.conf', sys_path='/mnt/lustre/share/pymc/py3') train_pipeline = [ dict(type='SampleFrames', clip_len=1, frame_interval=1, num_clips=8), dict(type='FrameSelector', io_backend='memcached', **mc_cfg), dict(type='Resize', scale=(-1, 256)), dict( type='MultiScaleCrop', input_size=224, scales=(1, 0.875, 0.75, 0.66), random_crop=False, max_wh_scale_gap=1), dict(type='Resize', scale=(224, 224), keep_ratio=False), dict(type='Normalize', **img_norm_cfg), dict(type='FormatShape', input_format='NCHW'), dict(type='Collect', keys=['imgs', 'label'], meta_keys=[]), dict(type='ToTensor', keys=['imgs', 'label']) ] val_pipeline = [ dict( type='SampleFrames', clip_len=1, frame_interval=1, num_clips=8, test_mode=True), dict(type='FrameSelector', io_backend='memcached', **mc_cfg), dict(type='Resize', scale=(-1, 256)), dict(type='CenterCrop', crop_size=224), dict(type='Normalize', **img_norm_cfg), dict(type='FormatShape', input_format='NCHW'), dict(type='Collect', keys=['imgs', 'label'], meta_keys=[]), dict(type='ToTensor', keys=['imgs']) ] test_pipeline = [ dict( type='SampleFrames', clip_len=1, frame_interval=1, num_clips=8, test_mode=True), dict(type='FrameSelector', io_backend='memcached', **mc_cfg), dict(type='Resize', scale=(-1, 256)), dict(type='CenterCrop', crop_size=224), dict(type='Normalize', **img_norm_cfg), dict(type='FormatShape', input_format='NCHW'), dict(type='Collect', keys=['imgs', 'label'], meta_keys=[]), dict(type='ToTensor', keys=['imgs']) ] data = dict( videos_per_gpu=6, workers_per_gpu=4, train=dict( type=dataset_type, ann_file=ann_file_train, data_prefix=data_root, filename_tmpl='{:05}.jpg', pipeline=train_pipeline), val=dict( type=dataset_type, ann_file=ann_file_val, data_prefix=data_root_val, filename_tmpl='{:05}.jpg', pipeline=val_pipeline), test=dict( type=dataset_type, ann_file=ann_file_test, data_prefix=data_root_val, filename_tmpl='{:05}.jpg', pipeline=test_pipeline)) # optimizer optimizer = dict( type='SGD', constructor='TSMOptimizerConstructor', paramwise_cfg=dict(fc_lr5=True), lr=0.02 * 4, # this lr is used for 8 gpus momentum=0.9, weight_decay=0.0005) optimizer_config = dict(grad_clip=dict(max_norm=20, norm_type=2)) # learning policy lr_config = dict( policy='CosineAnnealing', by_epoch=False, warmup='linear', warmup_iters=1, warmup_by_epoch=True, min_lr=0) total_epochs = 40 checkpoint_config = dict(interval=1) evaluation = dict( interval=2, metrics=['top_k_accuracy', 'mean_class_accuracy'], topk=(1, 5)) log_config = dict( interval=20, hooks=[ dict(type='TextLoggerHook'), # dict(type='TensorboardLoggerHook'), ]) # runtime settings dist_params = dict(backend='nccl') log_level = 'INFO' work_dir = './work_dirs/tin_r50_1x1x8_40e_sthv1_rgb/' load_from = None resume_from = None workflow = [('train', 1)] 2020-07-29 03:41:50,695 - mmaction - INFO - These parameters in pretrained checkpoint are not loaded: {'fc.bias', 'fc.weight'} 2020-07-29 03:41:51,597 - mmaction - INFO - Start running, host: linjintao@SH-IDC1-10-5-30-66, work_dir: /mnt/lustre/linjintao/try/mmaction2_tin/workdir/tin_r50_1x1x8_40e_sthv1_rgb_warmup_32_new 2020-07-29 03:41:51,597 - mmaction - INFO - workflow: [('train', 1)], max: 40 epochs 2020-07-29 03:47:07,285 - mmaction - INFO - Epoch [1][20/449] lr: 1.105e-02, eta: 3 days, 6:36:26, time: 15.774, data_time: 14.000, memory: 6183, top1_acc: 0.0089, top5_acc: 0.0440, loss_cls: 5.2340, loss: 5.2340, grad_norm: 2.4300 2020-07-29 03:47:18,082 - mmaction - INFO - Epoch [1][40/449] lr: 1.425e-02, eta: 1 day, 16:37:26, time: 0.548, data_time: 0.014, memory: 6183, top1_acc: 0.0161, top5_acc: 0.0641, loss_cls: 5.3199, loss: 5.3199, grad_norm: 2.7395 2020-07-29 03:47:29,051 - mmaction - INFO - Epoch [1][60/449] lr: 1.746e-02, eta: 1 day, 3:57:40, time: 0.548, data_time: 0.006, memory: 6183, top1_acc: 0.0247, top5_acc: 0.0945, loss_cls: 5.1484, loss: 5.1484, grad_norm: 2.7380 2020-07-29 03:47:39,841 - mmaction - INFO - Epoch [1][80/449] lr: 2.067e-02, eta: 21:37:02, time: 0.539, data_time: 0.004, memory: 6183, top1_acc: 0.0279, top5_acc: 0.1044, loss_cls: 5.0493, loss: 5.0493, grad_norm: 2.8113 2020-07-29 03:47:50,521 - mmaction - INFO - Epoch [1][100/449] lr: 2.387e-02, eta: 17:48:15, time: 0.534, data_time: 0.003, memory: 6183, top1_acc: 0.0349, top5_acc: 0.1169, loss_cls: 4.9627, loss: 4.9627, grad_norm: 2.7987 2020-07-29 03:48:01,445 - mmaction - INFO - Epoch [1][120/449] lr: 2.708e-02, eta: 15:16:12, time: 0.545, data_time: 0.006, memory: 6183, top1_acc: 0.0370, top5_acc: 0.1281, loss_cls: 4.8951, loss: 4.8951, grad_norm: 2.6411 2020-07-29 03:48:12,184 - mmaction - INFO - Epoch [1][140/449] lr: 3.029e-02, eta: 13:27:16, time: 0.538, data_time: 0.005, memory: 6183, top1_acc: 0.0388, top5_acc: 0.1357, loss_cls: 4.8516, loss: 4.8516, grad_norm: 2.4431 2020-07-29 03:48:23,299 - mmaction - INFO - Epoch [1][160/449] lr: 3.349e-02, eta: 12:06:12, time: 0.556, data_time: 0.007, memory: 6183, top1_acc: 0.0417, top5_acc: 0.1383, loss_cls: 4.8414, loss: 4.8414, grad_norm: 2.1763 2020-07-29 03:48:34,152 - mmaction - INFO - Epoch [1][180/449] lr: 3.669e-02, eta: 11:02:38, time: 0.542, data_time: 0.003, memory: 6183, top1_acc: 0.0453, top5_acc: 0.1464, loss_cls: 4.7952, loss: 4.7952, grad_norm: 2.0308 2020-07-29 03:48:45,313 - mmaction - INFO - Epoch [1][200/449] lr: 3.990e-02, eta: 10:12:10, time: 0.556, data_time: 0.006, memory: 6183, top1_acc: 0.0526, top5_acc: 0.1523, loss_cls: 4.7407, loss: 4.7407, grad_norm: 2.1354 2020-07-29 03:48:56,915 - mmaction - INFO - Epoch [1][220/449] lr: 4.310e-02, eta: 9:31:31, time: 0.582, data_time: 0.006, memory: 6183, top1_acc: 0.0466, top5_acc: 0.1633, loss_cls: 4.7137, loss: 4.7137, grad_norm: 1.9654 2020-07-29 03:49:09,186 - mmaction - INFO - Epoch [1][240/449] lr: 4.630e-02, eta: 8:58:24, time: 0.613, data_time: 0.007, memory: 6183, top1_acc: 0.0505, top5_acc: 0.1779, loss_cls: 4.6993, loss: 4.6993, grad_norm: 2.1331 2020-07-29 03:49:20,470 - mmaction - INFO - Epoch [1][260/449] lr: 4.951e-02, eta: 8:29:15, time: 0.565, data_time: 0.003, memory: 6183, top1_acc: 0.0570, top5_acc: 0.1846, loss_cls: 4.6689, loss: 4.6689, grad_norm: 2.1080 2020-07-29 03:49:32,404 - mmaction - INFO - Epoch [1][280/449] lr: 5.271e-02, eta: 8:04:51, time: 0.594, data_time: 0.006, memory: 6183, top1_acc: 0.0536, top5_acc: 0.1857, loss_cls: 4.6552, loss: 4.6552, grad_norm: 1.8934 2020-07-29 03:49:46,333 - mmaction - INFO - Epoch [1][300/449] lr: 5.591e-02, eta: 7:45:44, time: 0.699, data_time: 0.005, memory: 6183, top1_acc: 0.0544, top5_acc: 0.1940, loss_cls: 4.6249, loss: 4.6249, grad_norm: 1.9089 2020-07-29 03:49:58,464 - mmaction - INFO - Epoch [1][320/449] lr: 5.911e-02, eta: 7:27:13, time: 0.604, data_time: 0.006, memory: 6183, top1_acc: 0.0625, top5_acc: 0.1932, loss_cls: 4.6124, loss: 4.6124, grad_norm: 1.8305 2020-07-29 03:50:11,569 - mmaction - INFO - Epoch [1][340/449] lr: 6.231e-02, eta: 7:11:47, time: 0.657, data_time: 0.005, memory: 6183, top1_acc: 0.0688, top5_acc: 0.2086, loss_cls: 4.5600, loss: 4.5600, grad_norm: 1.9173 2020-07-29 03:50:26,086 - mmaction - INFO - Epoch [1][360/449] lr: 6.550e-02, eta: 6:59:09, time: 0.725, data_time: 0.007, memory: 6183, top1_acc: 0.0693, top5_acc: 0.2049, loss_cls: 4.5568, loss: 4.5568, grad_norm: 1.8955 2020-07-29 03:50:38,593 - mmaction - INFO - Epoch [1][380/449] lr: 6.870e-02, eta: 6:46:18, time: 0.627, data_time: 0.005, memory: 6183, top1_acc: 0.0755, top5_acc: 0.2273, loss_cls: 4.5021, loss: 4.5021, grad_norm: 1.8826 2020-07-29 03:50:51,984 - mmaction - INFO - Epoch [1][400/449] lr: 7.189e-02, eta: 6:35:21, time: 0.670, data_time: 0.006, memory: 6183, top1_acc: 0.0664, top5_acc: 0.2130, loss_cls: 4.5361, loss: 4.5361, grad_norm: 1.7994 2020-07-29 03:51:05,026 - mmaction - INFO - Epoch [1][420/449] lr: 7.509e-02, eta: 6:25:10, time: 0.652, data_time: 0.002, memory: 6183, top1_acc: 0.0758, top5_acc: 0.2156, loss_cls: 4.5146, loss: 4.5146, grad_norm: 1.7490 2020-07-29 03:51:17,796 - mmaction - INFO - Epoch [1][440/449] lr: 7.828e-02, eta: 6:15:43, time: 0.638, data_time: 0.005, memory: 6183, top1_acc: 0.0708, top5_acc: 0.2143, loss_cls: 4.4933, loss: 4.4933, grad_norm: 1.7682 2020-07-29 03:51:29,147 - mmaction - INFO - Saving checkpoint at 1 epochs 2020-07-29 03:56:22,882 - mmaction - INFO - Epoch [2][20/449] lr: 7.987e-02, eta: 8:53:46, time: 14.630, data_time: 14.002, memory: 6183, top1_acc: 0.0771, top5_acc: 0.2107, loss_cls: 4.5142, loss: 4.5142, grad_norm: 1.8810 2020-07-29 03:56:34,279 - mmaction - INFO - Epoch [2][40/449] lr: 7.985e-02, eta: 8:38:11, time: 0.574, data_time: 0.013, memory: 6183, top1_acc: 0.0841, top5_acc: 0.2328, loss_cls: 4.4892, loss: 4.4892, grad_norm: 1.7858 2020-07-29 03:56:44,939 - mmaction - INFO - Epoch [2][60/449] lr: 7.984e-02, eta: 8:23:22, time: 0.535, data_time: 0.006, memory: 6183, top1_acc: 0.0849, top5_acc: 0.2544, loss_cls: 4.4005, loss: 4.4005, grad_norm: 1.8079 2020-07-29 03:56:55,674 - mmaction - INFO - Epoch [2][80/449] lr: 7.983e-02, eta: 8:09:40, time: 0.535, data_time: 0.006, memory: 6183, top1_acc: 0.0823, top5_acc: 0.2469, loss_cls: 4.3788, loss: 4.3788, grad_norm: 1.8227 2020-07-29 03:57:06,408 - mmaction - INFO - Epoch [2][100/449] lr: 7.982e-02, eta: 7:56:58, time: 0.538, data_time: 0.005, memory: 6183, top1_acc: 0.0992, top5_acc: 0.2737, loss_cls: 4.3391, loss: 4.3391, grad_norm: 1.8265 2020-07-29 03:57:17,261 - mmaction - INFO - Epoch [2][120/449] lr: 7.980e-02, eta: 7:45:13, time: 0.543, data_time: 0.007, memory: 6183, top1_acc: 0.1057, top5_acc: 0.2763, loss_cls: 4.3242, loss: 4.3242, grad_norm: 1.8767 2020-07-29 03:57:28,037 - mmaction - INFO - Epoch [2][140/449] lr: 7.979e-02, eta: 7:34:12, time: 0.539, data_time: 0.004, memory: 6183, top1_acc: 0.1016, top5_acc: 0.2849, loss_cls: 4.2603, loss: 4.2603, grad_norm: 1.9384 2020-07-29 03:57:38,964 - mmaction - INFO - Epoch [2][160/449] lr: 7.977e-02, eta: 7:23:56, time: 0.543, data_time: 0.006, memory: 6183, top1_acc: 0.1005, top5_acc: 0.2786, loss_cls: 4.2745, loss: 4.2745, grad_norm: 1.9243 2020-07-29 03:57:50,336 - mmaction - INFO - Epoch [2][180/449] lr: 7.976e-02, eta: 7:14:34, time: 0.572, data_time: 0.007, memory: 6183, top1_acc: 0.1026, top5_acc: 0.2971, loss_cls: 4.2149, loss: 4.2149, grad_norm: 2.1004 2020-07-29 03:58:01,442 - mmaction - INFO - Epoch [2][200/449] lr: 7.974e-02, eta: 7:05:38, time: 0.555, data_time: 0.006, memory: 6183, top1_acc: 0.0966, top5_acc: 0.2810, loss_cls: 4.2581, loss: 4.2581, grad_norm: 1.9488 2020-07-29 03:58:13,133 - mmaction - INFO - Epoch [2][220/449] lr: 7.973e-02, eta: 6:57:28, time: 0.585, data_time: 0.003, memory: 6183, top1_acc: 0.1135, top5_acc: 0.3078, loss_cls: 4.1766, loss: 4.1766, grad_norm: 1.9782 2020-07-29 03:58:25,283 - mmaction - INFO - Epoch [2][240/449] lr: 7.971e-02, eta: 6:49:55, time: 0.603, data_time: 0.006, memory: 6183, top1_acc: 0.1286, top5_acc: 0.3159, loss_cls: 4.1341, loss: 4.1341, grad_norm: 2.0110 2020-07-29 03:58:37,417 - mmaction - INFO - Epoch [2][260/449] lr: 7.969e-02, eta: 6:42:51, time: 0.610, data_time: 0.007, memory: 6183, top1_acc: 0.1164, top5_acc: 0.3078, loss_cls: 4.1429, loss: 4.1429, grad_norm: 1.9189 2020-07-29 03:58:49,946 - mmaction - INFO - Epoch [2][280/449] lr: 7.968e-02, eta: 6:36:16, time: 0.624, data_time: 0.006, memory: 6183, top1_acc: 0.1211, top5_acc: 0.3240, loss_cls: 4.1021, loss: 4.1021, grad_norm: 1.8557 2020-07-29 03:59:02,238 - mmaction - INFO - Epoch [2][300/449] lr: 7.966e-02, eta: 6:29:57, time: 0.616, data_time: 0.006, memory: 6183, top1_acc: 0.1367, top5_acc: 0.3435, loss_cls: 4.0283, loss: 4.0283, grad_norm: 1.9540 2020-07-29 03:59:16,964 - mmaction - INFO - Epoch [2][320/449] lr: 7.964e-02, eta: 6:24:49, time: 0.732, data_time: 0.006, memory: 6183, top1_acc: 0.1365, top5_acc: 0.3443, loss_cls: 4.0436, loss: 4.0436, grad_norm: 1.9102 2020-07-29 03:59:28,772 - mmaction - INFO - Epoch [2][340/449] lr: 7.962e-02, eta: 6:18:57, time: 0.595, data_time: 0.008, memory: 6183, top1_acc: 0.1516, top5_acc: 0.3596, loss_cls: 3.9612, loss: 3.9612, grad_norm: 1.9988 2020-07-29 03:59:41,306 - mmaction - INFO - Epoch [2][360/449] lr: 7.960e-02, eta: 6:13:34, time: 0.625, data_time: 0.007, memory: 6183, top1_acc: 0.1531, top5_acc: 0.3487, loss_cls: 3.9842, loss: 3.9842, grad_norm: 2.0743 2020-07-29 03:59:54,741 - mmaction - INFO - Epoch [2][380/449] lr: 7.958e-02, eta: 6:08:46, time: 0.674, data_time: 0.006, memory: 6183, top1_acc: 0.1565, top5_acc: 0.3680, loss_cls: 3.9055, loss: 3.9055, grad_norm: 2.0117 2020-07-29 04:00:11,705 - mmaction - INFO - Epoch [2][400/449] lr: 7.956e-02, eta: 6:05:19, time: 0.842, data_time: 0.006, memory: 6183, top1_acc: 0.1482, top5_acc: 0.3599, loss_cls: 3.9880, loss: 3.9880, grad_norm: 1.9389 2020-07-29 04:00:23,648 - mmaction - INFO - Epoch [2][420/449] lr: 7.954e-02, eta: 6:00:27, time: 0.603, data_time: 0.012, memory: 6183, top1_acc: 0.1516, top5_acc: 0.3516, loss_cls: 3.9238, loss: 3.9238, grad_norm: 1.9463 2020-07-29 04:00:36,807 - mmaction - INFO - Epoch [2][440/449] lr: 7.952e-02, eta: 5:56:08, time: 0.658, data_time: 0.007, memory: 6183, top1_acc: 0.1617, top5_acc: 0.3776, loss_cls: 3.8721, loss: 3.8721, grad_norm: 2.0199 2020-07-29 04:00:54,639 - mmaction - INFO - Saving checkpoint at 2 epochs 2020-07-29 04:05:38,301 - mmaction - INFO - Epoch [3][20/449] lr: 7.949e-02, eta: 7:11:32, time: 14.098, data_time: 13.471, memory: 6183, top1_acc: 0.1534, top5_acc: 0.3633, loss_cls: 3.9442, loss: 3.9442, grad_norm: 1.9258 2020-07-29 04:05:49,152 - mmaction - INFO - Epoch [3][40/449] lr: 7.946e-02, eta: 7:05:10, time: 0.551, data_time: 0.020, memory: 6183, top1_acc: 0.1630, top5_acc: 0.3781, loss_cls: 3.8780, loss: 3.8780, grad_norm: 1.9097 2020-07-29 04:05:59,827 - mmaction - INFO - Epoch [3][60/449] lr: 7.944e-02, eta: 6:58:59, time: 0.536, data_time: 0.006, memory: 6183, top1_acc: 0.1745, top5_acc: 0.3911, loss_cls: 3.8226, loss: 3.8226, grad_norm: 2.0077 2020-07-29 04:06:10,702 - mmaction - INFO - Epoch [3][80/449] lr: 7.942e-02, eta: 6:53:04, time: 0.542, data_time: 0.006, memory: 6183, top1_acc: 0.1711, top5_acc: 0.4042, loss_cls: 3.7642, loss: 3.7642, grad_norm: 2.0099 2020-07-29 04:06:21,482 - mmaction - INFO - Epoch [3][100/449] lr: 7.939e-02, eta: 6:47:22, time: 0.540, data_time: 0.006, memory: 6183, top1_acc: 0.1661, top5_acc: 0.3958, loss_cls: 3.7997, loss: 3.7997, grad_norm: 2.0556 2020-07-29 04:06:32,324 - mmaction - INFO - Epoch [3][120/449] lr: 7.937e-02, eta: 6:41:54, time: 0.540, data_time: 0.006, memory: 6183, top1_acc: 0.1732, top5_acc: 0.3922, loss_cls: 3.8057, loss: 3.8057, grad_norm: 2.0273 2020-07-29 04:06:43,088 - mmaction - INFO - Epoch [3][140/449] lr: 7.934e-02, eta: 6:36:37, time: 0.540, data_time: 0.005, memory: 6183, top1_acc: 0.1813, top5_acc: 0.4115, loss_cls: 3.7292, loss: 3.7292, grad_norm: 2.1124 2020-07-29 04:06:54,060 - mmaction - INFO - Epoch [3][160/449] lr: 7.932e-02, eta: 6:31:34, time: 0.546, data_time: 0.006, memory: 6183, top1_acc: 0.1836, top5_acc: 0.4174, loss_cls: 3.7628, loss: 3.7628, grad_norm: 2.0066 2020-07-29 04:07:05,573 - mmaction - INFO - Epoch [3][180/449] lr: 7.929e-02, eta: 6:26:52, time: 0.578, data_time: 0.006, memory: 6183, top1_acc: 0.1854, top5_acc: 0.4021, loss_cls: 3.7463, loss: 3.7463, grad_norm: 2.0628 2020-07-29 04:07:17,177 - mmaction - INFO - Epoch [3][200/449] lr: 7.927e-02, eta: 6:22:20, time: 0.578, data_time: 0.007, memory: 6183, top1_acc: 0.1828, top5_acc: 0.4190, loss_cls: 3.7163, loss: 3.7163, grad_norm: 2.0375 2020-07-29 04:07:28,565 - mmaction - INFO - Epoch [3][220/449] lr: 7.924e-02, eta: 6:17:55, time: 0.572, data_time: 0.007, memory: 6183, top1_acc: 0.1951, top5_acc: 0.4180, loss_cls: 3.6839, loss: 3.6839, grad_norm: 2.1201 2020-07-29 04:07:39,654 - mmaction - INFO - Epoch [3][240/449] lr: 7.921e-02, eta: 6:13:33, time: 0.553, data_time: 0.006, memory: 6183, top1_acc: 0.1958, top5_acc: 0.4206, loss_cls: 3.6831, loss: 3.6831, grad_norm: 2.0527 2020-07-29 04:07:52,807 - mmaction - INFO - Epoch [3][260/449] lr: 7.918e-02, eta: 6:09:51, time: 0.660, data_time: 0.006, memory: 6183, top1_acc: 0.1956, top5_acc: 0.4227, loss_cls: 3.7031, loss: 3.7031, grad_norm: 2.0651 2020-07-29 04:08:06,118 - mmaction - INFO - Epoch [3][280/449] lr: 7.916e-02, eta: 6:06:18, time: 0.665, data_time: 0.006, memory: 6183, top1_acc: 0.2034, top5_acc: 0.4474, loss_cls: 3.5767, loss: 3.5767, grad_norm: 2.0896 2020-07-29 04:08:19,242 - mmaction - INFO - Epoch [3][300/449] lr: 7.913e-02, eta: 6:02:49, time: 0.657, data_time: 0.003, memory: 6183, top1_acc: 0.1995, top5_acc: 0.4245, loss_cls: 3.6658, loss: 3.6658, grad_norm: 2.1436 2020-07-29 04:08:32,857 - mmaction - INFO - Epoch [3][320/449] lr: 7.910e-02, eta: 5:59:33, time: 0.680, data_time: 0.005, memory: 6183, top1_acc: 0.1958, top5_acc: 0.4313, loss_cls: 3.6649, loss: 3.6649, grad_norm: 2.0598 2020-07-29 04:08:46,623 - mmaction - INFO - Epoch [3][340/449] lr: 7.907e-02, eta: 5:56:25, time: 0.688, data_time: 0.003, memory: 6183, top1_acc: 0.2167, top5_acc: 0.4503, loss_cls: 3.5678, loss: 3.5678, grad_norm: 2.1578 2020-07-29 04:08:59,509 - mmaction - INFO - Epoch [3][360/449] lr: 7.904e-02, eta: 5:53:11, time: 0.643, data_time: 0.006, memory: 6183, top1_acc: 0.1904, top5_acc: 0.4339, loss_cls: 3.6674, loss: 3.6674, grad_norm: 2.0988 2020-07-29 04:09:12,424 - mmaction - INFO - Epoch [3][380/449] lr: 7.901e-02, eta: 5:50:03, time: 0.647, data_time: 0.005, memory: 6183, top1_acc: 0.2008, top5_acc: 0.4365, loss_cls: 3.6331, loss: 3.6331, grad_norm: 2.1275 2020-07-29 04:09:25,594 - mmaction - INFO - Epoch [3][400/449] lr: 7.897e-02, eta: 5:47:03, time: 0.657, data_time: 0.005, memory: 6183, top1_acc: 0.2013, top5_acc: 0.4422, loss_cls: 3.6066, loss: 3.6066, grad_norm: 2.0318 2020-07-29 04:09:38,733 - mmaction - INFO - Epoch [3][420/449] lr: 7.894e-02, eta: 5:44:09, time: 0.659, data_time: 0.005, memory: 6183, top1_acc: 0.2146, top5_acc: 0.4549, loss_cls: 3.5762, loss: 3.5762, grad_norm: 2.0603 2020-07-29 04:09:53,439 - mmaction - INFO - Epoch [3][440/449] lr: 7.891e-02, eta: 5:41:38, time: 0.732, data_time: 0.006, memory: 6183, top1_acc: 0.2031, top5_acc: 0.4490, loss_cls: 3.6018, loss: 3.6018, grad_norm: 2.0959 2020-07-29 04:10:04,413 - mmaction - INFO - Saving checkpoint at 3 epochs 2020-07-29 04:14:58,557 - mmaction - INFO - Epoch [4][20/449] lr: 7.886e-02, eta: 6:32:57, time: 14.620, data_time: 14.009, memory: 6183, top1_acc: 0.1898, top5_acc: 0.4237, loss_cls: 3.6996, loss: 3.6996, grad_norm: 2.1699 2020-07-29 04:15:09,528 - mmaction - INFO - Epoch [4][40/449] lr: 7.883e-02, eta: 6:29:01, time: 0.551, data_time: 0.012, memory: 6183, top1_acc: 0.2016, top5_acc: 0.4435, loss_cls: 3.6170, loss: 3.6170, grad_norm: 2.1319 2020-07-29 04:15:20,320 - mmaction - INFO - Epoch [4][60/449] lr: 7.880e-02, eta: 6:25:09, time: 0.542, data_time: 0.005, memory: 6183, top1_acc: 0.2266, top5_acc: 0.4755, loss_cls: 3.4828, loss: 3.4828, grad_norm: 2.1334 2020-07-29 04:15:31,244 - mmaction - INFO - Epoch [4][80/449] lr: 7.876e-02, eta: 6:21:23, time: 0.543, data_time: 0.006, memory: 6183, top1_acc: 0.2214, top5_acc: 0.4685, loss_cls: 3.5335, loss: 3.5335, grad_norm: 2.1566 2020-07-29 04:15:41,962 - mmaction - INFO - Epoch [4][100/449] lr: 7.873e-02, eta: 6:17:43, time: 0.538, data_time: 0.006, memory: 6183, top1_acc: 0.1990, top5_acc: 0.4333, loss_cls: 3.6223, loss: 3.6223, grad_norm: 2.1783 2020-07-29 04:15:52,852 - mmaction - INFO - Epoch [4][120/449] lr: 7.869e-02, eta: 6:14:09, time: 0.542, data_time: 0.006, memory: 6183, top1_acc: 0.2167, top5_acc: 0.4677, loss_cls: 3.5046, loss: 3.5046, grad_norm: 2.1698 2020-07-29 04:16:03,631 - mmaction - INFO - Epoch [4][140/449] lr: 7.866e-02, eta: 6:10:40, time: 0.542, data_time: 0.006, memory: 6183, top1_acc: 0.2143, top5_acc: 0.4656, loss_cls: 3.5108, loss: 3.5108, grad_norm: 2.1542 2020-07-29 04:16:14,540 - mmaction - INFO - Epoch [4][160/449] lr: 7.862e-02, eta: 6:07:17, time: 0.544, data_time: 0.006, memory: 6183, top1_acc: 0.2154, top5_acc: 0.4604, loss_cls: 3.5152, loss: 3.5152, grad_norm: 2.1005 2020-07-29 04:16:25,355 - mmaction - INFO - Epoch [4][180/449] lr: 7.858e-02, eta: 6:03:58, time: 0.542, data_time: 0.005, memory: 6183, top1_acc: 0.2221, top5_acc: 0.4724, loss_cls: 3.4609, loss: 3.4609, grad_norm: 2.2511 2020-07-29 04:16:36,330 - mmaction - INFO - Epoch [4][200/449] lr: 7.855e-02, eta: 6:00:45, time: 0.545, data_time: 0.007, memory: 6183, top1_acc: 0.2354, top5_acc: 0.4784, loss_cls: 3.4548, loss: 3.4548, grad_norm: 2.2400 2020-07-29 04:16:47,597 - mmaction - INFO - Epoch [4][220/449] lr: 7.851e-02, eta: 5:57:42, time: 0.567, data_time: 0.008, memory: 6183, top1_acc: 0.2201, top5_acc: 0.4760, loss_cls: 3.4665, loss: 3.4665, grad_norm: 2.2159 2020-07-29 04:17:00,328 - mmaction - INFO - Epoch [4][240/449] lr: 7.847e-02, eta: 5:54:57, time: 0.636, data_time: 0.007, memory: 6183, top1_acc: 0.2331, top5_acc: 0.4773, loss_cls: 3.4536, loss: 3.4536, grad_norm: 2.2050 2020-07-29 04:17:12,546 - mmaction - INFO - Epoch [4][260/449] lr: 7.843e-02, eta: 5:52:10, time: 0.612, data_time: 0.005, memory: 6183, top1_acc: 0.2289, top5_acc: 0.4799, loss_cls: 3.4470, loss: 3.4470, grad_norm: 2.2959 2020-07-29 04:17:25,015 - mmaction - INFO - Epoch [4][280/449] lr: 7.839e-02, eta: 5:49:30, time: 0.622, data_time: 0.006, memory: 6183, top1_acc: 0.2221, top5_acc: 0.4706, loss_cls: 3.4795, loss: 3.4795, grad_norm: 2.2391 2020-07-29 04:17:38,564 - mmaction - INFO - Epoch [4][300/449] lr: 7.835e-02, eta: 5:47:04, time: 0.679, data_time: 0.005, memory: 6183, top1_acc: 0.2440, top5_acc: 0.4747, loss_cls: 3.4138, loss: 3.4138, grad_norm: 2.2139 2020-07-29 04:17:51,211 - mmaction - INFO - Epoch [4][320/449] lr: 7.831e-02, eta: 5:44:32, time: 0.629, data_time: 0.006, memory: 6183, top1_acc: 0.2216, top5_acc: 0.4630, loss_cls: 3.4993, loss: 3.4993, grad_norm: 2.4492 2020-07-29 04:18:03,715 - mmaction - INFO - Epoch [4][340/449] lr: 7.827e-02, eta: 5:42:03, time: 0.628, data_time: 0.007, memory: 6183, top1_acc: 0.2320, top5_acc: 0.4729, loss_cls: 3.4847, loss: 3.4847, grad_norm: 2.1629 2020-07-29 04:18:15,303 - mmaction - INFO - Epoch [4][360/449] lr: 7.823e-02, eta: 5:39:28, time: 0.576, data_time: 0.007, memory: 6183, top1_acc: 0.2198, top5_acc: 0.4768, loss_cls: 3.4558, loss: 3.4558, grad_norm: 2.2226 2020-07-29 04:18:27,856 - mmaction - INFO - Epoch [4][380/449] lr: 7.819e-02, eta: 5:37:06, time: 0.631, data_time: 0.008, memory: 6183, top1_acc: 0.2409, top5_acc: 0.4857, loss_cls: 3.4198, loss: 3.4198, grad_norm: 2.0594 2020-07-29 04:18:41,064 - mmaction - INFO - Epoch [4][400/449] lr: 7.815e-02, eta: 5:34:52, time: 0.660, data_time: 0.002, memory: 6183, top1_acc: 0.2289, top5_acc: 0.4940, loss_cls: 3.3935, loss: 3.3935, grad_norm: 2.1238 2020-07-29 04:18:53,282 - mmaction - INFO - Epoch [4][420/449] lr: 7.811e-02, eta: 5:32:32, time: 0.609, data_time: 0.005, memory: 6183, top1_acc: 0.2378, top5_acc: 0.4940, loss_cls: 3.4061, loss: 3.4061, grad_norm: 2.2000 2020-07-29 04:19:07,971 - mmaction - INFO - Epoch [4][440/449] lr: 7.806e-02, eta: 5:30:37, time: 0.737, data_time: 0.006, memory: 6183, top1_acc: 0.2443, top5_acc: 0.4904, loss_cls: 3.3777, loss: 3.3777, grad_norm: 2.1551 2020-07-29 04:19:18,680 - mmaction - INFO - Saving checkpoint at 4 epochs 2020-07-29 04:24:34,802 - mmaction - INFO - Epoch [5][20/449] lr: 7.800e-02, eta: 6:11:27, time: 15.754, data_time: 13.656, memory: 6183, top1_acc: 0.2542, top5_acc: 0.5034, loss_cls: 3.3625, loss: 3.3625, grad_norm: 2.1837 2020-07-29 04:24:45,645 - mmaction - INFO - Epoch [5][40/449] lr: 7.796e-02, eta: 6:08:32, time: 0.545, data_time: 0.013, memory: 6183, top1_acc: 0.2555, top5_acc: 0.4987, loss_cls: 3.3245, loss: 3.3245, grad_norm: 2.1764 2020-07-29 04:24:56,260 - mmaction - INFO - Epoch [5][60/449] lr: 7.791e-02, eta: 6:05:39, time: 0.534, data_time: 0.007, memory: 6183, top1_acc: 0.2417, top5_acc: 0.4992, loss_cls: 3.3692, loss: 3.3692, grad_norm: 2.1256 2020-07-29 04:25:07,490 - mmaction - INFO - Epoch [5][80/449] lr: 7.787e-02, eta: 6:02:54, time: 0.559, data_time: 0.007, memory: 6183, top1_acc: 0.2477, top5_acc: 0.5026, loss_cls: 3.3128, loss: 3.3128, grad_norm: 2.2440 2020-07-29 04:25:18,209 - mmaction - INFO - Epoch [5][100/449] lr: 7.782e-02, eta: 6:00:09, time: 0.538, data_time: 0.006, memory: 6183, top1_acc: 0.2583, top5_acc: 0.5086, loss_cls: 3.3125, loss: 3.3125, grad_norm: 2.2456 2020-07-29 04:25:28,994 - mmaction - INFO - Epoch [5][120/449] lr: 7.778e-02, eta: 5:57:27, time: 0.536, data_time: 0.006, memory: 6183, top1_acc: 0.2451, top5_acc: 0.4984, loss_cls: 3.3354, loss: 3.3354, grad_norm: 2.2142 2020-07-29 04:25:39,850 - mmaction - INFO - Epoch [5][140/449] lr: 7.773e-02, eta: 5:54:49, time: 0.546, data_time: 0.008, memory: 6183, top1_acc: 0.2487, top5_acc: 0.4958, loss_cls: 3.3548, loss: 3.3548, grad_norm: 2.2389 2020-07-29 04:25:50,719 - mmaction - INFO - Epoch [5][160/449] lr: 7.768e-02, eta: 5:52:13, time: 0.540, data_time: 0.007, memory: 6183, top1_acc: 0.2380, top5_acc: 0.4940, loss_cls: 3.3726, loss: 3.3726, grad_norm: 2.3261 2020-07-29 04:26:02,460 - mmaction - INFO - Epoch [5][180/449] lr: 7.764e-02, eta: 5:49:49, time: 0.590, data_time: 0.007, memory: 6183, top1_acc: 0.2471, top5_acc: 0.5023, loss_cls: 3.3400, loss: 3.3400, grad_norm: 2.2730 2020-07-29 04:26:14,360 - mmaction - INFO - Epoch [5][200/449] lr: 7.759e-02, eta: 5:47:28, time: 0.594, data_time: 0.008, memory: 6183, top1_acc: 0.2479, top5_acc: 0.5117, loss_cls: 3.3363, loss: 3.3363, grad_norm: 2.3505 2020-07-29 04:26:25,790 - mmaction - INFO - Epoch [5][220/449] lr: 7.754e-02, eta: 5:45:05, time: 0.573, data_time: 0.006, memory: 6183, top1_acc: 0.2422, top5_acc: 0.4997, loss_cls: 3.3509, loss: 3.3509, grad_norm: 2.2408 2020-07-29 04:26:37,662 - mmaction - INFO - Epoch [5][240/449] lr: 7.749e-02, eta: 5:42:49, time: 0.592, data_time: 0.007, memory: 6183, top1_acc: 0.2401, top5_acc: 0.5013, loss_cls: 3.3558, loss: 3.3558, grad_norm: 2.1604 2020-07-29 04:26:50,981 - mmaction - INFO - Epoch [5][260/449] lr: 7.744e-02, eta: 5:40:47, time: 0.668, data_time: 0.006, memory: 6183, top1_acc: 0.2531, top5_acc: 0.5224, loss_cls: 3.2648, loss: 3.2648, grad_norm: 2.3038 2020-07-29 04:27:04,491 - mmaction - INFO - Epoch [5][280/449] lr: 7.739e-02, eta: 5:38:47, time: 0.674, data_time: 0.006, memory: 6183, top1_acc: 0.2596, top5_acc: 0.5185, loss_cls: 3.2784, loss: 3.2784, grad_norm: 2.1809 2020-07-29 04:27:17,045 - mmaction - INFO - Epoch [5][300/449] lr: 7.734e-02, eta: 5:36:43, time: 0.629, data_time: 0.006, memory: 6183, top1_acc: 0.2620, top5_acc: 0.5034, loss_cls: 3.3200, loss: 3.3200, grad_norm: 2.2404 2020-07-29 04:27:30,611 - mmaction - INFO - Epoch [5][320/449] lr: 7.729e-02, eta: 5:34:49, time: 0.679, data_time: 0.007, memory: 6183, top1_acc: 0.2453, top5_acc: 0.4979, loss_cls: 3.3332, loss: 3.3332, grad_norm: 2.2012 2020-07-29 04:27:43,454 - mmaction - INFO - Epoch [5][340/449] lr: 7.724e-02, eta: 5:32:51, time: 0.642, data_time: 0.002, memory: 6183, top1_acc: 0.2685, top5_acc: 0.5089, loss_cls: 3.2810, loss: 3.2810, grad_norm: 2.0979 2020-07-29 04:27:57,297 - mmaction - INFO - Epoch [5][360/449] lr: 7.719e-02, eta: 5:31:01, time: 0.689, data_time: 0.006, memory: 6183, top1_acc: 0.2734, top5_acc: 0.5245, loss_cls: 3.2490, loss: 3.2490, grad_norm: 2.2556 2020-07-29 04:28:12,497 - mmaction - INFO - Epoch [5][380/449] lr: 7.714e-02, eta: 5:29:25, time: 0.763, data_time: 0.007, memory: 6183, top1_acc: 0.2555, top5_acc: 0.5133, loss_cls: 3.3173, loss: 3.3173, grad_norm: 2.1851 2020-07-29 04:28:26,394 - mmaction - INFO - Epoch [5][400/449] lr: 7.709e-02, eta: 5:27:39, time: 0.694, data_time: 0.007, memory: 6183, top1_acc: 0.2680, top5_acc: 0.5224, loss_cls: 3.2250, loss: 3.2250, grad_norm: 2.2427 2020-07-29 04:28:40,000 - mmaction - INFO - Epoch [5][420/449] lr: 7.703e-02, eta: 5:25:54, time: 0.681, data_time: 0.006, memory: 6183, top1_acc: 0.2542, top5_acc: 0.5159, loss_cls: 3.3142, loss: 3.3142, grad_norm: 2.2196 2020-07-29 04:28:54,174 - mmaction - INFO - Epoch [5][440/449] lr: 7.698e-02, eta: 5:24:14, time: 0.707, data_time: 0.006, memory: 6183, top1_acc: 0.2586, top5_acc: 0.5240, loss_cls: 3.2571, loss: 3.2571, grad_norm: 2.2056 2020-07-29 04:29:05,736 - mmaction - INFO - Saving checkpoint at 5 epochs 2020-07-29 04:33:48,567 - mmaction - INFO - Epoch [6][20/449] lr: 7.690e-02, eta: 5:52:00, time: 14.073, data_time: 13.451, memory: 6183, top1_acc: 0.2685, top5_acc: 0.5328, loss_cls: 3.2043, loss: 3.2043, grad_norm: 2.1908 2020-07-29 04:33:59,488 - mmaction - INFO - Epoch [6][40/449] lr: 7.685e-02, eta: 5:49:43, time: 0.549, data_time: 0.013, memory: 6183, top1_acc: 0.2654, top5_acc: 0.5372, loss_cls: 3.1876, loss: 3.1876, grad_norm: 2.2490 2020-07-29 04:34:10,117 - mmaction - INFO - Epoch [6][60/449] lr: 7.680e-02, eta: 5:47:27, time: 0.533, data_time: 0.004, memory: 6183, top1_acc: 0.2737, top5_acc: 0.5344, loss_cls: 3.1962, loss: 3.1962, grad_norm: 2.1656 2020-07-29 04:34:20,838 - mmaction - INFO - Epoch [6][80/449] lr: 7.674e-02, eta: 5:45:13, time: 0.535, data_time: 0.006, memory: 6183, top1_acc: 0.2732, top5_acc: 0.5490, loss_cls: 3.1368, loss: 3.1368, grad_norm: 2.2815 2020-07-29 04:34:31,560 - mmaction - INFO - Epoch [6][100/449] lr: 7.668e-02, eta: 5:43:02, time: 0.537, data_time: 0.006, memory: 6183, top1_acc: 0.2852, top5_acc: 0.5383, loss_cls: 3.1716, loss: 3.1716, grad_norm: 2.2905 2020-07-29 04:34:42,330 - mmaction - INFO - Epoch [6][120/449] lr: 7.663e-02, eta: 5:40:53, time: 0.537, data_time: 0.006, memory: 6183, top1_acc: 0.2857, top5_acc: 0.5534, loss_cls: 3.1448, loss: 3.1448, grad_norm: 2.2577 2020-07-29 04:34:53,092 - mmaction - INFO - Epoch [6][140/449] lr: 7.657e-02, eta: 5:38:46, time: 0.540, data_time: 0.006, memory: 6183, top1_acc: 0.2701, top5_acc: 0.5336, loss_cls: 3.2199, loss: 3.2199, grad_norm: 2.2514 2020-07-29 04:35:04,412 - mmaction - INFO - Epoch [6][160/449] lr: 7.652e-02, eta: 5:36:44, time: 0.564, data_time: 0.006, memory: 6183, top1_acc: 0.2724, top5_acc: 0.5352, loss_cls: 3.1752, loss: 3.1752, grad_norm: 2.2408 2020-07-29 04:35:15,451 - mmaction - INFO - Epoch [6][180/449] lr: 7.646e-02, eta: 5:34:42, time: 0.554, data_time: 0.005, memory: 6183, top1_acc: 0.2617, top5_acc: 0.5188, loss_cls: 3.2397, loss: 3.2397, grad_norm: 2.2971 2020-07-29 04:35:27,382 - mmaction - INFO - Epoch [6][200/449] lr: 7.640e-02, eta: 5:32:48, time: 0.597, data_time: 0.006, memory: 6183, top1_acc: 0.2951, top5_acc: 0.5438, loss_cls: 3.1448, loss: 3.1448, grad_norm: 2.2425 2020-07-29 04:35:38,499 - mmaction - INFO - Epoch [6][220/449] lr: 7.634e-02, eta: 5:30:50, time: 0.556, data_time: 0.004, memory: 6183, top1_acc: 0.2745, top5_acc: 0.5453, loss_cls: 3.1979, loss: 3.1979, grad_norm: 2.2215 2020-07-29 04:35:50,713 - mmaction - INFO - Epoch [6][240/449] lr: 7.628e-02, eta: 5:29:01, time: 0.608, data_time: 0.006, memory: 6183, top1_acc: 0.2727, top5_acc: 0.5326, loss_cls: 3.1781, loss: 3.1781, grad_norm: 2.3085 2020-07-29 04:36:03,426 - mmaction - INFO - Epoch [6][260/449] lr: 7.622e-02, eta: 5:27:17, time: 0.638, data_time: 0.007, memory: 6183, top1_acc: 0.2727, top5_acc: 0.5305, loss_cls: 3.2037, loss: 3.2037, grad_norm: 2.2756 2020-07-29 04:36:16,902 - mmaction - INFO - Epoch [6][280/449] lr: 7.616e-02, eta: 5:25:38, time: 0.672, data_time: 0.006, memory: 6183, top1_acc: 0.2711, top5_acc: 0.5255, loss_cls: 3.1962, loss: 3.1962, grad_norm: 2.2668 2020-07-29 04:36:29,553 - mmaction - INFO - Epoch [6][300/449] lr: 7.610e-02, eta: 5:23:56, time: 0.634, data_time: 0.006, memory: 6183, top1_acc: 0.2810, top5_acc: 0.5370, loss_cls: 3.1599, loss: 3.1599, grad_norm: 2.2489 2020-07-29 04:36:42,008 - mmaction - INFO - Epoch [6][320/449] lr: 7.604e-02, eta: 5:22:14, time: 0.621, data_time: 0.007, memory: 6183, top1_acc: 0.2779, top5_acc: 0.5318, loss_cls: 3.1734, loss: 3.1734, grad_norm: 2.2522 2020-07-29 04:36:55,259 - mmaction - INFO - Epoch [6][340/449] lr: 7.598e-02, eta: 5:20:39, time: 0.665, data_time: 0.006, memory: 6183, top1_acc: 0.2729, top5_acc: 0.5448, loss_cls: 3.1630, loss: 3.1630, grad_norm: 2.2705 2020-07-29 04:37:10,099 - mmaction - INFO - Epoch [6][360/449] lr: 7.592e-02, eta: 5:19:13, time: 0.740, data_time: 0.006, memory: 6183, top1_acc: 0.2880, top5_acc: 0.5404, loss_cls: 3.1421, loss: 3.1421, grad_norm: 2.1868 2020-07-29 04:37:23,561 - mmaction - INFO - Epoch [6][380/449] lr: 7.586e-02, eta: 5:17:42, time: 0.675, data_time: 0.006, memory: 6183, top1_acc: 0.2771, top5_acc: 0.5359, loss_cls: 3.2075, loss: 3.2075, grad_norm: 2.2469 2020-07-29 04:37:36,627 - mmaction - INFO - Epoch [6][400/449] lr: 7.580e-02, eta: 5:16:08, time: 0.650, data_time: 0.006, memory: 6183, top1_acc: 0.2784, top5_acc: 0.5490, loss_cls: 3.1400, loss: 3.1400, grad_norm: 2.2020 2020-07-29 04:37:49,209 - mmaction - INFO - Epoch [6][420/449] lr: 7.574e-02, eta: 5:14:34, time: 0.633, data_time: 0.007, memory: 6183, top1_acc: 0.2820, top5_acc: 0.5490, loss_cls: 3.1519, loss: 3.1519, grad_norm: 2.2583 2020-07-29 04:38:02,108 - mmaction - INFO - Epoch [6][440/449] lr: 7.567e-02, eta: 5:13:02, time: 0.643, data_time: 0.006, memory: 6183, top1_acc: 0.2771, top5_acc: 0.5367, loss_cls: 3.1847, loss: 3.1847, grad_norm: 2.1975 2020-07-29 04:38:13,154 - mmaction - INFO - Saving checkpoint at 6 epochs 2020-07-29 04:42:57,995 - mmaction - INFO - Epoch [7][20/449] lr: 7.558e-02, eta: 5:35:40, time: 14.187, data_time: 13.552, memory: 6183, top1_acc: 0.2956, top5_acc: 0.5490, loss_cls: 3.0894, loss: 3.0894, grad_norm: 2.2484 2020-07-29 04:43:08,846 - mmaction - INFO - Epoch [7][40/449] lr: 7.552e-02, eta: 5:33:47, time: 0.542, data_time: 0.010, memory: 6183, top1_acc: 0.2872, top5_acc: 0.5531, loss_cls: 3.1179, loss: 3.1179, grad_norm: 2.2809 2020-07-29 04:43:19,495 - mmaction - INFO - Epoch [7][60/449] lr: 7.545e-02, eta: 5:31:54, time: 0.536, data_time: 0.008, memory: 6183, top1_acc: 0.2758, top5_acc: 0.5510, loss_cls: 3.1696, loss: 3.1696, grad_norm: 2.2775 2020-07-29 04:43:30,233 - mmaction - INFO - Epoch [7][80/449] lr: 7.539e-02, eta: 5:30:03, time: 0.535, data_time: 0.006, memory: 6183, top1_acc: 0.2859, top5_acc: 0.5573, loss_cls: 3.1013, loss: 3.1013, grad_norm: 2.2453 2020-07-29 04:43:41,037 - mmaction - INFO - Epoch [7][100/449] lr: 7.532e-02, eta: 5:28:14, time: 0.542, data_time: 0.006, memory: 6183, top1_acc: 0.2984, top5_acc: 0.5680, loss_cls: 3.0320, loss: 3.0320, grad_norm: 2.2548 2020-07-29 04:43:52,033 - mmaction - INFO - Epoch [7][120/449] lr: 7.525e-02, eta: 5:26:28, time: 0.548, data_time: 0.007, memory: 6183, top1_acc: 0.2875, top5_acc: 0.5568, loss_cls: 3.0884, loss: 3.0884, grad_norm: 2.2854 2020-07-29 04:44:02,924 - mmaction - INFO - Epoch [7][140/449] lr: 7.519e-02, eta: 5:24:42, time: 0.546, data_time: 0.006, memory: 6183, top1_acc: 0.2852, top5_acc: 0.5654, loss_cls: 3.0946, loss: 3.0946, grad_norm: 2.3203 2020-07-29 04:44:13,774 - mmaction - INFO - Epoch [7][160/449] lr: 7.512e-02, eta: 5:22:57, time: 0.543, data_time: 0.007, memory: 6183, top1_acc: 0.2982, top5_acc: 0.5615, loss_cls: 3.0790, loss: 3.0790, grad_norm: 2.2142 2020-07-29 04:44:24,540 - mmaction - INFO - Epoch [7][180/449] lr: 7.505e-02, eta: 5:21:13, time: 0.538, data_time: 0.003, memory: 6183, top1_acc: 0.2951, top5_acc: 0.5602, loss_cls: 3.0970, loss: 3.0970, grad_norm: 2.2845 2020-07-29 04:44:35,613 - mmaction - INFO - Epoch [7][200/449] lr: 7.499e-02, eta: 5:19:32, time: 0.553, data_time: 0.007, memory: 6183, top1_acc: 0.2977, top5_acc: 0.5617, loss_cls: 3.0698, loss: 3.0698, grad_norm: 2.3511 2020-07-29 04:44:47,096 - mmaction - INFO - Epoch [7][220/449] lr: 7.492e-02, eta: 5:17:55, time: 0.576, data_time: 0.006, memory: 6183, top1_acc: 0.2789, top5_acc: 0.5443, loss_cls: 3.1320, loss: 3.1320, grad_norm: 2.2916 2020-07-29 04:44:59,358 - mmaction - INFO - Epoch [7][240/449] lr: 7.485e-02, eta: 5:16:22, time: 0.610, data_time: 0.006, memory: 6183, top1_acc: 0.2865, top5_acc: 0.5599, loss_cls: 3.1010, loss: 3.1010, grad_norm: 2.4284 2020-07-29 04:45:15,111 - mmaction - INFO - Epoch [7][260/449] lr: 7.478e-02, eta: 5:15:09, time: 0.791, data_time: 0.007, memory: 6183, top1_acc: 0.2953, top5_acc: 0.5654, loss_cls: 3.0455, loss: 3.0455, grad_norm: 2.3167 2020-07-29 04:45:28,100 - mmaction - INFO - Epoch [7][280/449] lr: 7.471e-02, eta: 5:13:42, time: 0.646, data_time: 0.006, memory: 6183, top1_acc: 0.2852, top5_acc: 0.5563, loss_cls: 3.1118, loss: 3.1118, grad_norm: 2.3589 2020-07-29 04:45:40,635 - mmaction - INFO - Epoch [7][300/449] lr: 7.464e-02, eta: 5:12:14, time: 0.631, data_time: 0.008, memory: 6183, top1_acc: 0.2750, top5_acc: 0.5417, loss_cls: 3.1563, loss: 3.1563, grad_norm: 2.2428 2020-07-29 04:45:53,077 - mmaction - INFO - Epoch [7][320/449] lr: 7.457e-02, eta: 5:10:47, time: 0.619, data_time: 0.005, memory: 6183, top1_acc: 0.2919, top5_acc: 0.5581, loss_cls: 3.0735, loss: 3.0735, grad_norm: 2.2983 2020-07-29 04:46:05,157 - mmaction - INFO - Epoch [7][340/449] lr: 7.450e-02, eta: 5:09:19, time: 0.607, data_time: 0.005, memory: 6183, top1_acc: 0.2880, top5_acc: 0.5544, loss_cls: 3.1072, loss: 3.1072, grad_norm: 2.3120 2020-07-29 04:46:20,381 - mmaction - INFO - Epoch [7][360/449] lr: 7.443e-02, eta: 5:08:06, time: 0.758, data_time: 0.006, memory: 6183, top1_acc: 0.3031, top5_acc: 0.5721, loss_cls: 3.0453, loss: 3.0453, grad_norm: 2.2313 2020-07-29 04:46:34,060 - mmaction - INFO - Epoch [7][380/449] lr: 7.436e-02, eta: 5:06:48, time: 0.686, data_time: 0.007, memory: 6183, top1_acc: 0.2953, top5_acc: 0.5674, loss_cls: 3.0605, loss: 3.0605, grad_norm: 2.3395 2020-07-29 04:46:46,946 - mmaction - INFO - Epoch [7][400/449] lr: 7.429e-02, eta: 5:05:26, time: 0.643, data_time: 0.007, memory: 6183, top1_acc: 0.2919, top5_acc: 0.5440, loss_cls: 3.1054, loss: 3.1054, grad_norm: 2.2719 2020-07-29 04:46:59,961 - mmaction - INFO - Epoch [7][420/449] lr: 7.421e-02, eta: 5:04:06, time: 0.652, data_time: 0.006, memory: 6183, top1_acc: 0.3151, top5_acc: 0.5815, loss_cls: 3.0020, loss: 3.0020, grad_norm: 2.2713 2020-07-29 04:47:16,168 - mmaction - INFO - Epoch [7][440/449] lr: 7.414e-02, eta: 5:03:02, time: 0.809, data_time: 0.006, memory: 6183, top1_acc: 0.2922, top5_acc: 0.5497, loss_cls: 3.1205, loss: 3.1205, grad_norm: 2.3507 2020-07-29 04:47:26,944 - mmaction - INFO - Saving checkpoint at 7 epochs 2020-07-29 04:52:11,034 - mmaction - INFO - Epoch [8][20/449] lr: 7.404e-02, eta: 5:21:41, time: 14.124, data_time: 13.522, memory: 6183, top1_acc: 0.3044, top5_acc: 0.5667, loss_cls: 3.0311, loss: 3.0311, grad_norm: 2.2344 2020-07-29 04:52:21,867 - mmaction - INFO - Epoch [8][40/449] lr: 7.396e-02, eta: 5:20:05, time: 0.547, data_time: 0.014, memory: 6183, top1_acc: 0.2977, top5_acc: 0.5570, loss_cls: 3.0326, loss: 3.0326, grad_norm: 2.3058 2020-07-29 04:52:32,622 - mmaction - INFO - Epoch [8][60/449] lr: 7.389e-02, eta: 5:18:29, time: 0.539, data_time: 0.006, memory: 6183, top1_acc: 0.3104, top5_acc: 0.5781, loss_cls: 3.0008, loss: 3.0008, grad_norm: 2.3521 2020-07-29 04:52:43,472 - mmaction - INFO - Epoch [8][80/449] lr: 7.381e-02, eta: 5:16:54, time: 0.540, data_time: 0.007, memory: 6183, top1_acc: 0.3021, top5_acc: 0.5872, loss_cls: 3.0125, loss: 3.0125, grad_norm: 2.3269 2020-07-29 04:52:54,105 - mmaction - INFO - Epoch [8][100/449] lr: 7.374e-02, eta: 5:15:19, time: 0.535, data_time: 0.007, memory: 6183, top1_acc: 0.3034, top5_acc: 0.5641, loss_cls: 3.0303, loss: 3.0303, grad_norm: 2.2203 2020-07-29 04:53:04,915 - mmaction - INFO - Epoch [8][120/449] lr: 7.366e-02, eta: 5:13:46, time: 0.539, data_time: 0.006, memory: 6183, top1_acc: 0.3174, top5_acc: 0.5797, loss_cls: 2.9654, loss: 2.9654, grad_norm: 2.3676 2020-07-29 04:53:15,599 - mmaction - INFO - Epoch [8][140/449] lr: 7.359e-02, eta: 5:12:14, time: 0.536, data_time: 0.005, memory: 6183, top1_acc: 0.3094, top5_acc: 0.5776, loss_cls: 3.0186, loss: 3.0186, grad_norm: 2.3913 2020-07-29 04:53:26,517 - mmaction - INFO - Epoch [8][160/449] lr: 7.351e-02, eta: 5:10:44, time: 0.543, data_time: 0.006, memory: 6183, top1_acc: 0.3099, top5_acc: 0.5724, loss_cls: 3.0323, loss: 3.0323, grad_norm: 2.3011 2020-07-29 04:53:37,374 - mmaction - INFO - Epoch [8][180/449] lr: 7.343e-02, eta: 5:09:14, time: 0.545, data_time: 0.006, memory: 6183, top1_acc: 0.2961, top5_acc: 0.5568, loss_cls: 3.0750, loss: 3.0750, grad_norm: 2.2962 2020-07-29 04:53:48,246 - mmaction - INFO - Epoch [8][200/449] lr: 7.336e-02, eta: 5:07:45, time: 0.544, data_time: 0.007, memory: 6183, top1_acc: 0.2990, top5_acc: 0.5589, loss_cls: 3.0483, loss: 3.0483, grad_norm: 2.2838 2020-07-29 04:53:59,591 - mmaction - INFO - Epoch [8][220/449] lr: 7.328e-02, eta: 5:06:20, time: 0.567, data_time: 0.004, memory: 6183, top1_acc: 0.3151, top5_acc: 0.5833, loss_cls: 2.9643, loss: 2.9643, grad_norm: 2.3778 2020-07-29 04:54:12,601 - mmaction - INFO - Epoch [8][240/449] lr: 7.320e-02, eta: 5:05:02, time: 0.649, data_time: 0.005, memory: 6183, top1_acc: 0.3109, top5_acc: 0.5721, loss_cls: 3.0322, loss: 3.0322, grad_norm: 2.3619 2020-07-29 04:54:25,306 - mmaction - INFO - Epoch [8][260/449] lr: 7.312e-02, eta: 5:03:44, time: 0.637, data_time: 0.005, memory: 6183, top1_acc: 0.2930, top5_acc: 0.5622, loss_cls: 3.0536, loss: 3.0536, grad_norm: 2.2702 2020-07-29 04:54:38,038 - mmaction - INFO - Epoch [8][280/449] lr: 7.305e-02, eta: 5:02:26, time: 0.634, data_time: 0.006, memory: 6183, top1_acc: 0.3070, top5_acc: 0.5839, loss_cls: 2.9811, loss: 2.9811, grad_norm: 2.3170 2020-07-29 04:54:51,149 - mmaction - INFO - Epoch [8][300/449] lr: 7.297e-02, eta: 5:01:12, time: 0.658, data_time: 0.006, memory: 6183, top1_acc: 0.2990, top5_acc: 0.5784, loss_cls: 2.9902, loss: 2.9902, grad_norm: 2.2839 2020-07-29 04:55:05,183 - mmaction - INFO - Epoch [8][320/449] lr: 7.289e-02, eta: 5:00:01, time: 0.702, data_time: 0.007, memory: 6183, top1_acc: 0.3156, top5_acc: 0.5911, loss_cls: 2.9654, loss: 2.9654, grad_norm: 2.3518 2020-07-29 04:55:18,514 - mmaction - INFO - Epoch [8][340/449] lr: 7.281e-02, eta: 4:58:49, time: 0.667, data_time: 0.002, memory: 6183, top1_acc: 0.3070, top5_acc: 0.5805, loss_cls: 2.9911, loss: 2.9911, grad_norm: 2.4552 2020-07-29 04:55:32,530 - mmaction - INFO - Epoch [8][360/449] lr: 7.273e-02, eta: 4:57:39, time: 0.698, data_time: 0.008, memory: 6183, top1_acc: 0.2948, top5_acc: 0.5651, loss_cls: 3.0390, loss: 3.0390, grad_norm: 2.3451 2020-07-29 04:55:45,352 - mmaction - INFO - Epoch [8][380/449] lr: 7.265e-02, eta: 4:56:26, time: 0.644, data_time: 0.007, memory: 6183, top1_acc: 0.3078, top5_acc: 0.5659, loss_cls: 3.0092, loss: 3.0092, grad_norm: 2.3015 2020-07-29 04:55:58,884 - mmaction - INFO - Epoch [8][400/449] lr: 7.257e-02, eta: 4:55:16, time: 0.674, data_time: 0.006, memory: 6183, top1_acc: 0.2987, top5_acc: 0.5776, loss_cls: 2.9892, loss: 2.9892, grad_norm: 2.3310 2020-07-29 04:56:10,896 - mmaction - INFO - Epoch [8][420/449] lr: 7.248e-02, eta: 4:54:01, time: 0.602, data_time: 0.006, memory: 6183, top1_acc: 0.3021, top5_acc: 0.5833, loss_cls: 3.0087, loss: 3.0087, grad_norm: 2.3670 2020-07-29 04:56:23,434 - mmaction - INFO - Epoch [8][440/449] lr: 7.240e-02, eta: 4:52:48, time: 0.625, data_time: 0.007, memory: 6183, top1_acc: 0.3016, top5_acc: 0.5758, loss_cls: 3.0116, loss: 3.0116, grad_norm: 2.3666 2020-07-29 04:56:36,878 - mmaction - INFO - Saving checkpoint at 8 epochs 2020-07-29 05:01:24,367 - mmaction - INFO - Epoch [9][20/449] lr: 7.228e-02, eta: 5:08:51, time: 14.344, data_time: 13.722, memory: 6183, top1_acc: 0.2633, top5_acc: 0.5328, loss_cls: 3.2015, loss: 3.2015, grad_norm: 2.5410 2020-07-29 05:01:35,259 - mmaction - INFO - Epoch [9][40/449] lr: 7.220e-02, eta: 5:07:27, time: 0.547, data_time: 0.014, memory: 6183, top1_acc: 0.2904, top5_acc: 0.5471, loss_cls: 3.1180, loss: 3.1180, grad_norm: 2.4160 2020-07-29 05:01:45,900 - mmaction - INFO - Epoch [9][60/449] lr: 7.212e-02, eta: 5:06:02, time: 0.535, data_time: 0.007, memory: 6183, top1_acc: 0.3049, top5_acc: 0.5729, loss_cls: 3.0222, loss: 3.0222, grad_norm: 2.3833 2020-07-29 05:01:56,741 - mmaction - INFO - Epoch [9][80/449] lr: 7.203e-02, eta: 5:04:39, time: 0.543, data_time: 0.006, memory: 6183, top1_acc: 0.3096, top5_acc: 0.5698, loss_cls: 3.0193, loss: 3.0193, grad_norm: 2.3303 2020-07-29 05:02:07,400 - mmaction - INFO - Epoch [9][100/449] lr: 7.195e-02, eta: 5:03:15, time: 0.532, data_time: 0.003, memory: 6183, top1_acc: 0.3177, top5_acc: 0.5888, loss_cls: 2.9686, loss: 2.9686, grad_norm: 2.3705 2020-07-29 05:02:18,319 - mmaction - INFO - Epoch [9][120/449] lr: 7.186e-02, eta: 5:01:54, time: 0.543, data_time: 0.007, memory: 6183, top1_acc: 0.3125, top5_acc: 0.5786, loss_cls: 2.9890, loss: 2.9890, grad_norm: 2.3432 2020-07-29 05:02:29,082 - mmaction - INFO - Epoch [9][140/449] lr: 7.178e-02, eta: 5:00:33, time: 0.541, data_time: 0.008, memory: 6183, top1_acc: 0.3099, top5_acc: 0.5797, loss_cls: 2.9873, loss: 2.9873, grad_norm: 2.4227 2020-07-29 05:02:39,968 - mmaction - INFO - Epoch [9][160/449] lr: 7.169e-02, eta: 4:59:12, time: 0.542, data_time: 0.007, memory: 6183, top1_acc: 0.3146, top5_acc: 0.5794, loss_cls: 2.9752, loss: 2.9752, grad_norm: 2.3260 2020-07-29 05:02:50,775 - mmaction - INFO - Epoch [9][180/449] lr: 7.161e-02, eta: 4:57:53, time: 0.543, data_time: 0.007, memory: 6183, top1_acc: 0.3029, top5_acc: 0.5753, loss_cls: 2.9963, loss: 2.9963, grad_norm: 2.3798 2020-07-29 05:03:02,384 - mmaction - INFO - Epoch [9][200/449] lr: 7.152e-02, eta: 4:56:37, time: 0.578, data_time: 0.005, memory: 6183, top1_acc: 0.3065, top5_acc: 0.5737, loss_cls: 3.0080, loss: 3.0080, grad_norm: 2.3524 2020-07-29 05:03:14,171 - mmaction - INFO - Epoch [9][220/449] lr: 7.144e-02, eta: 4:55:22, time: 0.592, data_time: 0.007, memory: 6183, top1_acc: 0.3268, top5_acc: 0.5906, loss_cls: 2.9235, loss: 2.9235, grad_norm: 2.3664 2020-07-29 05:03:25,553 - mmaction - INFO - Epoch [9][240/449] lr: 7.135e-02, eta: 4:54:07, time: 0.567, data_time: 0.006, memory: 6183, top1_acc: 0.3154, top5_acc: 0.5854, loss_cls: 2.9586, loss: 2.9586, grad_norm: 2.4326 2020-07-29 05:03:38,285 - mmaction - INFO - Epoch [9][260/449] lr: 7.126e-02, eta: 4:52:57, time: 0.639, data_time: 0.005, memory: 6183, top1_acc: 0.3195, top5_acc: 0.5964, loss_cls: 2.9206, loss: 2.9206, grad_norm: 2.3406 2020-07-29 05:03:49,771 - mmaction - INFO - Epoch [9][280/449] lr: 7.118e-02, eta: 4:51:43, time: 0.572, data_time: 0.007, memory: 6183, top1_acc: 0.3117, top5_acc: 0.5956, loss_cls: 2.9450, loss: 2.9450, grad_norm: 2.3454 2020-07-29 05:04:03,472 - mmaction - INFO - Epoch [9][300/449] lr: 7.109e-02, eta: 4:50:38, time: 0.687, data_time: 0.006, memory: 6183, top1_acc: 0.3279, top5_acc: 0.5852, loss_cls: 2.9194, loss: 2.9194, grad_norm: 2.3484 2020-07-29 05:04:17,470 - mmaction - INFO - Epoch [9][320/449] lr: 7.100e-02, eta: 4:49:34, time: 0.699, data_time: 0.007, memory: 6183, top1_acc: 0.3255, top5_acc: 0.5836, loss_cls: 2.9542, loss: 2.9542, grad_norm: 2.3149 2020-07-29 05:04:31,358 - mmaction - INFO - Epoch [9][340/449] lr: 7.091e-02, eta: 4:48:31, time: 0.696, data_time: 0.005, memory: 6183, top1_acc: 0.3138, top5_acc: 0.5922, loss_cls: 2.9556, loss: 2.9556, grad_norm: 2.3968 2020-07-29 05:04:44,121 - mmaction - INFO - Epoch [9][360/449] lr: 7.082e-02, eta: 4:47:24, time: 0.637, data_time: 0.006, memory: 6183, top1_acc: 0.3177, top5_acc: 0.5711, loss_cls: 2.9773, loss: 2.9773, grad_norm: 2.3137 2020-07-29 05:04:57,240 - mmaction - INFO - Epoch [9][380/449] lr: 7.073e-02, eta: 4:46:19, time: 0.657, data_time: 0.006, memory: 6183, top1_acc: 0.3281, top5_acc: 0.6042, loss_cls: 2.9161, loss: 2.9161, grad_norm: 2.4049 2020-07-29 05:05:11,043 - mmaction - INFO - Epoch [9][400/449] lr: 7.064e-02, eta: 4:45:17, time: 0.686, data_time: 0.006, memory: 6183, top1_acc: 0.3128, top5_acc: 0.5753, loss_cls: 2.9690, loss: 2.9690, grad_norm: 2.3561 2020-07-29 05:05:24,449 - mmaction - INFO - Epoch [9][420/449] lr: 7.055e-02, eta: 4:44:14, time: 0.674, data_time: 0.007, memory: 6183, top1_acc: 0.3115, top5_acc: 0.5854, loss_cls: 2.9581, loss: 2.9581, grad_norm: 2.3684 2020-07-29 05:05:36,922 - mmaction - INFO - Epoch [9][440/449] lr: 7.046e-02, eta: 4:43:08, time: 0.622, data_time: 0.006, memory: 6183, top1_acc: 0.3206, top5_acc: 0.5828, loss_cls: 2.9524, loss: 2.9524, grad_norm: 2.3216 2020-07-29 05:05:49,730 - mmaction - INFO - Saving checkpoint at 9 epochs 2020-07-29 05:10:36,188 - mmaction - INFO - Epoch [10][20/449] lr: 7.033e-02, eta: 4:56:45, time: 14.232, data_time: 13.632, memory: 6183, top1_acc: 0.3182, top5_acc: 0.5906, loss_cls: 2.9467, loss: 2.9467, grad_norm: 2.3301 2020-07-29 05:10:47,041 - mmaction - INFO - Epoch [10][40/449] lr: 7.024e-02, eta: 4:55:30, time: 0.544, data_time: 0.011, memory: 6183, top1_acc: 0.3266, top5_acc: 0.5997, loss_cls: 2.8788, loss: 2.8788, grad_norm: 2.3425 2020-07-29 05:10:57,799 - mmaction - INFO - Epoch [10][60/449] lr: 7.015e-02, eta: 4:54:14, time: 0.540, data_time: 0.006, memory: 6183, top1_acc: 0.3320, top5_acc: 0.6065, loss_cls: 2.8717, loss: 2.8717, grad_norm: 2.4722 2020-07-29 05:11:08,613 - mmaction - INFO - Epoch [10][80/449] lr: 7.005e-02, eta: 4:52:59, time: 0.538, data_time: 0.007, memory: 6183, top1_acc: 0.3375, top5_acc: 0.5964, loss_cls: 2.8632, loss: 2.8632, grad_norm: 2.3801 2020-07-29 05:11:19,438 - mmaction - INFO - Epoch [10][100/449] lr: 6.996e-02, eta: 4:51:46, time: 0.544, data_time: 0.007, memory: 6183, top1_acc: 0.3224, top5_acc: 0.6060, loss_cls: 2.9131, loss: 2.9131, grad_norm: 2.3846 2020-07-29 05:11:30,349 - mmaction - INFO - Epoch [10][120/449] lr: 6.987e-02, eta: 4:50:32, time: 0.544, data_time: 0.008, memory: 6183, top1_acc: 0.3292, top5_acc: 0.5919, loss_cls: 2.9285, loss: 2.9285, grad_norm: 2.3562 2020-07-29 05:11:41,245 - mmaction - INFO - Epoch [10][140/449] lr: 6.978e-02, eta: 4:49:20, time: 0.547, data_time: 0.006, memory: 6183, top1_acc: 0.3307, top5_acc: 0.5917, loss_cls: 2.8977, loss: 2.8977, grad_norm: 2.4612 2020-07-29 05:11:52,184 - mmaction - INFO - Epoch [10][160/449] lr: 6.968e-02, eta: 4:48:08, time: 0.545, data_time: 0.006, memory: 6183, top1_acc: 0.3068, top5_acc: 0.5865, loss_cls: 2.9635, loss: 2.9635, grad_norm: 2.3735 2020-07-29 05:12:02,935 - mmaction - INFO - Epoch [10][180/449] lr: 6.959e-02, eta: 4:46:56, time: 0.539, data_time: 0.006, memory: 6183, top1_acc: 0.3187, top5_acc: 0.5982, loss_cls: 2.9035, loss: 2.9035, grad_norm: 2.3892 2020-07-29 05:12:14,103 - mmaction - INFO - Epoch [10][200/449] lr: 6.949e-02, eta: 4:45:46, time: 0.557, data_time: 0.007, memory: 6183, top1_acc: 0.3273, top5_acc: 0.5875, loss_cls: 2.9194, loss: 2.9194, grad_norm: 2.4227 2020-07-29 05:12:25,545 - mmaction - INFO - Epoch [10][220/449] lr: 6.940e-02, eta: 4:44:37, time: 0.574, data_time: 0.006, memory: 6183, top1_acc: 0.3234, top5_acc: 0.5956, loss_cls: 2.9055, loss: 2.9055, grad_norm: 2.4192 2020-07-29 05:12:40,096 - mmaction - INFO - Epoch [10][240/449] lr: 6.930e-02, eta: 4:43:39, time: 0.726, data_time: 0.007, memory: 6183, top1_acc: 0.3292, top5_acc: 0.5995, loss_cls: 2.8656, loss: 2.8656, grad_norm: 2.3262 2020-07-29 05:12:51,711 - mmaction - INFO - Epoch [10][260/449] lr: 6.921e-02, eta: 4:42:32, time: 0.583, data_time: 0.006, memory: 6183, top1_acc: 0.3096, top5_acc: 0.5872, loss_cls: 2.9272, loss: 2.9272, grad_norm: 2.3589 2020-07-29 05:13:04,515 - mmaction - INFO - Epoch [10][280/449] lr: 6.911e-02, eta: 4:41:29, time: 0.638, data_time: 0.006, memory: 6183, top1_acc: 0.3227, top5_acc: 0.5987, loss_cls: 2.9036, loss: 2.9036, grad_norm: 2.3684 2020-07-29 05:13:17,957 - mmaction - INFO - Epoch [10][300/449] lr: 6.902e-02, eta: 4:40:29, time: 0.675, data_time: 0.006, memory: 6183, top1_acc: 0.3370, top5_acc: 0.6013, loss_cls: 2.8666, loss: 2.8666, grad_norm: 2.3669 2020-07-29 05:13:31,203 - mmaction - INFO - Epoch [10][320/449] lr: 6.892e-02, eta: 4:39:29, time: 0.662, data_time: 0.006, memory: 6183, top1_acc: 0.3326, top5_acc: 0.6195, loss_cls: 2.7992, loss: 2.7992, grad_norm: 2.4705 2020-07-29 05:13:43,513 - mmaction - INFO - Epoch [10][340/449] lr: 6.882e-02, eta: 4:38:26, time: 0.615, data_time: 0.004, memory: 6183, top1_acc: 0.3393, top5_acc: 0.6128, loss_cls: 2.8419, loss: 2.8419, grad_norm: 2.4803 2020-07-29 05:13:56,874 - mmaction - INFO - Epoch [10][360/449] lr: 6.873e-02, eta: 4:37:26, time: 0.666, data_time: 0.008, memory: 6183, top1_acc: 0.3227, top5_acc: 0.5901, loss_cls: 2.9076, loss: 2.9076, grad_norm: 2.4263 2020-07-29 05:14:10,085 - mmaction - INFO - Epoch [10][380/449] lr: 6.863e-02, eta: 4:36:27, time: 0.662, data_time: 0.006, memory: 6183, top1_acc: 0.3357, top5_acc: 0.6195, loss_cls: 2.8292, loss: 2.8292, grad_norm: 2.4410 2020-07-29 05:14:23,903 - mmaction - INFO - Epoch [10][400/449] lr: 6.853e-02, eta: 4:35:30, time: 0.690, data_time: 0.007, memory: 6183, top1_acc: 0.3323, top5_acc: 0.5904, loss_cls: 2.8956, loss: 2.8956, grad_norm: 2.4131 2020-07-29 05:14:37,983 - mmaction - INFO - Epoch [10][420/449] lr: 6.843e-02, eta: 4:34:34, time: 0.705, data_time: 0.005, memory: 6183, top1_acc: 0.3438, top5_acc: 0.6198, loss_cls: 2.7928, loss: 2.7928, grad_norm: 2.4357 2020-07-29 05:14:51,854 - mmaction - INFO - Epoch [10][440/449] lr: 6.833e-02, eta: 4:33:38, time: 0.692, data_time: 0.007, memory: 6183, top1_acc: 0.3388, top5_acc: 0.6062, loss_cls: 2.8469, loss: 2.8469, grad_norm: 2.4508 2020-07-29 05:15:03,788 - mmaction - INFO - Saving checkpoint at 10 epochs 2020-07-29 05:19:48,498 - mmaction - INFO - Epoch [11][20/449] lr: 6.819e-02, eta: 4:45:24, time: 14.187, data_time: 13.581, memory: 6183, top1_acc: 0.3182, top5_acc: 0.5685, loss_cls: 3.0020, loss: 3.0020, grad_norm: 2.6002 2020-07-29 05:19:59,262 - mmaction - INFO - Epoch [11][40/449] lr: 6.809e-02, eta: 4:44:15, time: 0.540, data_time: 0.011, memory: 6183, top1_acc: 0.3255, top5_acc: 0.5974, loss_cls: 2.8766, loss: 2.8766, grad_norm: 2.4956 2020-07-29 05:20:10,140 - mmaction - INFO - Epoch [11][60/449] lr: 6.799e-02, eta: 4:43:07, time: 0.546, data_time: 0.005, memory: 6183, top1_acc: 0.3375, top5_acc: 0.6143, loss_cls: 2.8449, loss: 2.8449, grad_norm: 2.4502 2020-07-29 05:20:20,956 - mmaction - INFO - Epoch [11][80/449] lr: 6.789e-02, eta: 4:41:59, time: 0.541, data_time: 0.006, memory: 6183, top1_acc: 0.3391, top5_acc: 0.6128, loss_cls: 2.8387, loss: 2.8387, grad_norm: 2.4569 2020-07-29 05:20:31,767 - mmaction - INFO - Epoch [11][100/449] lr: 6.779e-02, eta: 4:40:51, time: 0.541, data_time: 0.004, memory: 6183, top1_acc: 0.3211, top5_acc: 0.5930, loss_cls: 2.9167, loss: 2.9167, grad_norm: 2.4028 2020-07-29 05:20:42,561 - mmaction - INFO - Epoch [11][120/449] lr: 6.769e-02, eta: 4:39:44, time: 0.537, data_time: 0.006, memory: 6183, top1_acc: 0.3302, top5_acc: 0.6078, loss_cls: 2.8496, loss: 2.8496, grad_norm: 2.4703 2020-07-29 05:20:53,289 - mmaction - INFO - Epoch [11][140/449] lr: 6.759e-02, eta: 4:38:38, time: 0.540, data_time: 0.006, memory: 6183, top1_acc: 0.3490, top5_acc: 0.6128, loss_cls: 2.8168, loss: 2.8168, grad_norm: 2.4562 2020-07-29 05:21:04,161 - mmaction - INFO - Epoch [11][160/449] lr: 6.749e-02, eta: 4:37:32, time: 0.543, data_time: 0.005, memory: 6183, top1_acc: 0.3346, top5_acc: 0.6180, loss_cls: 2.8013, loss: 2.8013, grad_norm: 2.4693 2020-07-29 05:21:15,062 - mmaction - INFO - Epoch [11][180/449] lr: 6.738e-02, eta: 4:36:27, time: 0.544, data_time: 0.003, memory: 6183, top1_acc: 0.3391, top5_acc: 0.6229, loss_cls: 2.8082, loss: 2.8082, grad_norm: 2.4319 2020-07-29 05:21:26,335 - mmaction - INFO - Epoch [11][200/449] lr: 6.728e-02, eta: 4:35:23, time: 0.562, data_time: 0.006, memory: 6183, top1_acc: 0.3464, top5_acc: 0.6159, loss_cls: 2.8003, loss: 2.8003, grad_norm: 2.4472 2020-07-29 05:21:37,208 - mmaction - INFO - Epoch [11][220/449] lr: 6.718e-02, eta: 4:34:19, time: 0.545, data_time: 0.006, memory: 6183, top1_acc: 0.3292, top5_acc: 0.6177, loss_cls: 2.8497, loss: 2.8497, grad_norm: 2.4749 2020-07-29 05:21:49,374 - mmaction - INFO - Epoch [11][240/449] lr: 6.708e-02, eta: 4:33:18, time: 0.605, data_time: 0.007, memory: 6183, top1_acc: 0.3497, top5_acc: 0.6161, loss_cls: 2.8161, loss: 2.8161, grad_norm: 2.4030 2020-07-29 05:22:02,342 - mmaction - INFO - Epoch [11][260/449] lr: 6.697e-02, eta: 4:32:21, time: 0.651, data_time: 0.007, memory: 6183, top1_acc: 0.3497, top5_acc: 0.6161, loss_cls: 2.8012, loss: 2.8012, grad_norm: 2.4239 2020-07-29 05:22:15,251 - mmaction - INFO - Epoch [11][280/449] lr: 6.687e-02, eta: 4:31:23, time: 0.642, data_time: 0.006, memory: 6183, top1_acc: 0.3516, top5_acc: 0.6292, loss_cls: 2.7729, loss: 2.7729, grad_norm: 2.4532 2020-07-29 05:22:27,578 - mmaction - INFO - Epoch [11][300/449] lr: 6.677e-02, eta: 4:30:25, time: 0.620, data_time: 0.007, memory: 6183, top1_acc: 0.3414, top5_acc: 0.6073, loss_cls: 2.8458, loss: 2.8458, grad_norm: 2.4756 2020-07-29 05:22:41,604 - mmaction - INFO - Epoch [11][320/449] lr: 6.666e-02, eta: 4:29:31, time: 0.699, data_time: 0.005, memory: 6183, top1_acc: 0.3440, top5_acc: 0.6190, loss_cls: 2.8071, loss: 2.8071, grad_norm: 2.5024 2020-07-29 05:22:54,830 - mmaction - INFO - Epoch [11][340/449] lr: 6.656e-02, eta: 4:28:35, time: 0.663, data_time: 0.005, memory: 6183, top1_acc: 0.3320, top5_acc: 0.6117, loss_cls: 2.8518, loss: 2.8518, grad_norm: 2.4681 2020-07-29 05:23:08,457 - mmaction - INFO - Epoch [11][360/449] lr: 6.645e-02, eta: 4:27:41, time: 0.681, data_time: 0.007, memory: 6183, top1_acc: 0.3438, top5_acc: 0.6219, loss_cls: 2.7675, loss: 2.7675, grad_norm: 2.5086 2020-07-29 05:23:22,513 - mmaction - INFO - Epoch [11][380/449] lr: 6.635e-02, eta: 4:26:49, time: 0.704, data_time: 0.005, memory: 6183, top1_acc: 0.3391, top5_acc: 0.6060, loss_cls: 2.8402, loss: 2.8402, grad_norm: 2.4370 2020-07-29 05:23:37,421 - mmaction - INFO - Epoch [11][400/449] lr: 6.624e-02, eta: 4:25:59, time: 0.743, data_time: 0.006, memory: 6183, top1_acc: 0.3284, top5_acc: 0.6156, loss_cls: 2.8371, loss: 2.8371, grad_norm: 2.4957 2020-07-29 05:23:50,113 - mmaction - INFO - Epoch [11][420/449] lr: 6.614e-02, eta: 4:25:03, time: 0.638, data_time: 0.007, memory: 6183, top1_acc: 0.3344, top5_acc: 0.6156, loss_cls: 2.8438, loss: 2.8438, grad_norm: 2.4196 2020-07-29 05:24:03,027 - mmaction - INFO - Epoch [11][440/449] lr: 6.603e-02, eta: 4:24:08, time: 0.644, data_time: 0.004, memory: 6183, top1_acc: 0.3438, top5_acc: 0.6109, loss_cls: 2.8325, loss: 2.8325, grad_norm: 2.5224 2020-07-29 05:24:14,431 - mmaction - INFO - Saving checkpoint at 11 epochs 2020-07-29 05:28:58,469 - mmaction - INFO - Epoch [12][20/449] lr: 6.588e-02, eta: 4:34:22, time: 14.132, data_time: 13.519, memory: 6183, top1_acc: 0.3490, top5_acc: 0.6219, loss_cls: 2.7729, loss: 2.7729, grad_norm: 2.4730 2020-07-29 05:29:09,275 - mmaction - INFO - Epoch [12][40/449] lr: 6.577e-02, eta: 4:33:19, time: 0.549, data_time: 0.017, memory: 6183, top1_acc: 0.3443, top5_acc: 0.6315, loss_cls: 2.7822, loss: 2.7822, grad_norm: 2.4783 2020-07-29 05:29:19,914 - mmaction - INFO - Epoch [12][60/449] lr: 6.566e-02, eta: 4:32:16, time: 0.534, data_time: 0.006, memory: 6183, top1_acc: 0.3503, top5_acc: 0.6195, loss_cls: 2.7936, loss: 2.7936, grad_norm: 2.5098 2020-07-29 05:29:30,724 - mmaction - INFO - Epoch [12][80/449] lr: 6.556e-02, eta: 4:31:13, time: 0.538, data_time: 0.006, memory: 6183, top1_acc: 0.3505, top5_acc: 0.6240, loss_cls: 2.7901, loss: 2.7901, grad_norm: 2.4841 2020-07-29 05:29:41,492 - mmaction - INFO - Epoch [12][100/449] lr: 6.545e-02, eta: 4:30:11, time: 0.540, data_time: 0.007, memory: 6183, top1_acc: 0.3453, top5_acc: 0.6276, loss_cls: 2.7592, loss: 2.7592, grad_norm: 2.4577 2020-07-29 05:29:52,397 - mmaction - INFO - Epoch [12][120/449] lr: 6.534e-02, eta: 4:29:10, time: 0.546, data_time: 0.006, memory: 6183, top1_acc: 0.3448, top5_acc: 0.6221, loss_cls: 2.7714, loss: 2.7714, grad_norm: 2.5339 2020-07-29 05:30:03,294 - mmaction - INFO - Epoch [12][140/449] lr: 6.523e-02, eta: 4:28:09, time: 0.541, data_time: 0.003, memory: 6183, top1_acc: 0.3568, top5_acc: 0.6294, loss_cls: 2.7621, loss: 2.7621, grad_norm: 2.4792 2020-07-29 05:30:14,095 - mmaction - INFO - Epoch [12][160/449] lr: 6.512e-02, eta: 4:27:08, time: 0.542, data_time: 0.005, memory: 6183, top1_acc: 0.3570, top5_acc: 0.6242, loss_cls: 2.7639, loss: 2.7639, grad_norm: 2.5133 2020-07-29 05:30:25,484 - mmaction - INFO - Epoch [12][180/449] lr: 6.501e-02, eta: 4:26:10, time: 0.569, data_time: 0.007, memory: 6183, top1_acc: 0.3477, top5_acc: 0.6227, loss_cls: 2.7798, loss: 2.7798, grad_norm: 2.5021 2020-07-29 05:30:36,266 - mmaction - INFO - Epoch [12][200/449] lr: 6.490e-02, eta: 4:25:10, time: 0.539, data_time: 0.005, memory: 6183, top1_acc: 0.3419, top5_acc: 0.6138, loss_cls: 2.8200, loss: 2.8200, grad_norm: 2.4878 2020-07-29 05:30:48,947 - mmaction - INFO - Epoch [12][220/449] lr: 6.479e-02, eta: 4:24:15, time: 0.633, data_time: 0.007, memory: 6183, top1_acc: 0.3440, top5_acc: 0.6135, loss_cls: 2.8179, loss: 2.8179, grad_norm: 2.5360 2020-07-29 05:31:00,732 - mmaction - INFO - Epoch [12][240/449] lr: 6.468e-02, eta: 4:23:18, time: 0.590, data_time: 0.006, memory: 6183, top1_acc: 0.3607, top5_acc: 0.6302, loss_cls: 2.7635, loss: 2.7635, grad_norm: 2.4416 2020-07-29 05:31:12,726 - mmaction - INFO - Epoch [12][260/449] lr: 6.457e-02, eta: 4:22:22, time: 0.599, data_time: 0.007, memory: 6183, top1_acc: 0.3536, top5_acc: 0.6312, loss_cls: 2.7581, loss: 2.7581, grad_norm: 2.5112 2020-07-29 05:31:25,189 - mmaction - INFO - Epoch [12][280/449] lr: 6.446e-02, eta: 4:21:27, time: 0.624, data_time: 0.006, memory: 6183, top1_acc: 0.3393, top5_acc: 0.6237, loss_cls: 2.7984, loss: 2.7984, grad_norm: 2.5671 2020-07-29 05:31:39,229 - mmaction - INFO - Epoch [12][300/449] lr: 6.435e-02, eta: 4:20:37, time: 0.700, data_time: 0.006, memory: 6183, top1_acc: 0.3555, top5_acc: 0.6151, loss_cls: 2.7696, loss: 2.7696, grad_norm: 2.4506 2020-07-29 05:31:51,837 - mmaction - INFO - Epoch [12][320/449] lr: 6.424e-02, eta: 4:19:44, time: 0.633, data_time: 0.006, memory: 6183, top1_acc: 0.3419, top5_acc: 0.6151, loss_cls: 2.8075, loss: 2.8075, grad_norm: 2.5744 2020-07-29 05:32:04,598 - mmaction - INFO - Epoch [12][340/449] lr: 6.413e-02, eta: 4:18:51, time: 0.636, data_time: 0.006, memory: 6183, top1_acc: 0.3445, top5_acc: 0.6164, loss_cls: 2.7834, loss: 2.7834, grad_norm: 2.5776 2020-07-29 05:32:17,553 - mmaction - INFO - Epoch [12][360/449] lr: 6.402e-02, eta: 4:17:59, time: 0.649, data_time: 0.006, memory: 6183, top1_acc: 0.3576, top5_acc: 0.6320, loss_cls: 2.7418, loss: 2.7418, grad_norm: 2.5129 2020-07-29 05:32:30,349 - mmaction - INFO - Epoch [12][380/449] lr: 6.391e-02, eta: 4:17:06, time: 0.637, data_time: 0.006, memory: 6183, top1_acc: 0.3625, top5_acc: 0.6307, loss_cls: 2.7454, loss: 2.7454, grad_norm: 2.4935 2020-07-29 05:32:41,677 - mmaction - INFO - Epoch [12][400/449] lr: 6.379e-02, eta: 4:16:11, time: 0.570, data_time: 0.007, memory: 6183, top1_acc: 0.3466, top5_acc: 0.6146, loss_cls: 2.7878, loss: 2.7878, grad_norm: 2.5019 2020-07-29 05:32:55,079 - mmaction - INFO - Epoch [12][420/449] lr: 6.368e-02, eta: 4:15:21, time: 0.668, data_time: 0.005, memory: 6183, top1_acc: 0.3362, top5_acc: 0.6177, loss_cls: 2.8147, loss: 2.8147, grad_norm: 2.5622 2020-07-29 05:33:09,598 - mmaction - INFO - Epoch [12][440/449] lr: 6.357e-02, eta: 4:14:34, time: 0.727, data_time: 0.006, memory: 6183, top1_acc: 0.3495, top5_acc: 0.6112, loss_cls: 2.7967, loss: 2.7967, grad_norm: 2.4159 2020-07-29 05:33:21,406 - mmaction - INFO - Saving checkpoint at 12 epochs 2020-07-29 05:38:03,935 - mmaction - INFO - Epoch [13][20/449] lr: 6.340e-02, eta: 4:23:31, time: 14.099, data_time: 13.477, memory: 6183, top1_acc: 0.3599, top5_acc: 0.6359, loss_cls: 2.6925, loss: 2.6925, grad_norm: 2.5178 2020-07-29 05:38:14,774 - mmaction - INFO - Epoch [13][40/449] lr: 6.329e-02, eta: 4:22:33, time: 0.544, data_time: 0.012, memory: 6183, top1_acc: 0.3719, top5_acc: 0.6404, loss_cls: 2.6513, loss: 2.6513, grad_norm: 2.5334 2020-07-29 05:38:25,460 - mmaction - INFO - Epoch [13][60/449] lr: 6.318e-02, eta: 4:21:35, time: 0.535, data_time: 0.006, memory: 6183, top1_acc: 0.3547, top5_acc: 0.6339, loss_cls: 2.7070, loss: 2.7070, grad_norm: 2.5691 2020-07-29 05:38:36,307 - mmaction - INFO - Epoch [13][80/449] lr: 6.306e-02, eta: 4:20:37, time: 0.540, data_time: 0.007, memory: 6183, top1_acc: 0.3583, top5_acc: 0.6474, loss_cls: 2.7039, loss: 2.7039, grad_norm: 2.5536 2020-07-29 05:38:47,096 - mmaction - INFO - Epoch [13][100/449] lr: 6.295e-02, eta: 4:19:40, time: 0.543, data_time: 0.007, memory: 6183, top1_acc: 0.3578, top5_acc: 0.6359, loss_cls: 2.7155, loss: 2.7155, grad_norm: 2.5475 2020-07-29 05:38:57,738 - mmaction - INFO - Epoch [13][120/449] lr: 6.283e-02, eta: 4:18:42, time: 0.532, data_time: 0.002, memory: 6183, top1_acc: 0.3578, top5_acc: 0.6357, loss_cls: 2.7281, loss: 2.7281, grad_norm: 2.5419 2020-07-29 05:39:08,541 - mmaction - INFO - Epoch [13][140/449] lr: 6.272e-02, eta: 4:17:46, time: 0.539, data_time: 0.006, memory: 6183, top1_acc: 0.3518, top5_acc: 0.6297, loss_cls: 2.7364, loss: 2.7364, grad_norm: 2.5389 2020-07-29 05:39:19,292 - mmaction - INFO - Epoch [13][160/449] lr: 6.260e-02, eta: 4:16:49, time: 0.539, data_time: 0.007, memory: 6183, top1_acc: 0.3516, top5_acc: 0.6263, loss_cls: 2.7553, loss: 2.7553, grad_norm: 2.5970 2020-07-29 05:39:30,287 - mmaction - INFO - Epoch [13][180/449] lr: 6.249e-02, eta: 4:15:53, time: 0.549, data_time: 0.007, memory: 6183, top1_acc: 0.3667, top5_acc: 0.6438, loss_cls: 2.6873, loss: 2.6873, grad_norm: 2.5813 2020-07-29 05:39:41,134 - mmaction - INFO - Epoch [13][200/449] lr: 6.237e-02, eta: 4:14:58, time: 0.543, data_time: 0.005, memory: 6183, top1_acc: 0.3604, top5_acc: 0.6409, loss_cls: 2.7324, loss: 2.7324, grad_norm: 2.6034 2020-07-29 05:39:53,440 - mmaction - INFO - Epoch [13][220/449] lr: 6.225e-02, eta: 4:14:06, time: 0.614, data_time: 0.007, memory: 6183, top1_acc: 0.3464, top5_acc: 0.6208, loss_cls: 2.7774, loss: 2.7774, grad_norm: 2.5771 2020-07-29 05:40:05,826 - mmaction - INFO - Epoch [13][240/449] lr: 6.214e-02, eta: 4:13:14, time: 0.621, data_time: 0.006, memory: 6183, top1_acc: 0.3279, top5_acc: 0.6195, loss_cls: 2.7904, loss: 2.7904, grad_norm: 2.5400 2020-07-29 05:40:18,078 - mmaction - INFO - Epoch [13][260/449] lr: 6.202e-02, eta: 4:12:23, time: 0.613, data_time: 0.007, memory: 6183, top1_acc: 0.3711, top5_acc: 0.6378, loss_cls: 2.7132, loss: 2.7132, grad_norm: 2.5265 2020-07-29 05:40:30,484 - mmaction - INFO - Epoch [13][280/449] lr: 6.190e-02, eta: 4:11:31, time: 0.620, data_time: 0.003, memory: 6183, top1_acc: 0.3609, top5_acc: 0.6307, loss_cls: 2.7227, loss: 2.7227, grad_norm: 2.5626 2020-07-29 05:40:44,480 - mmaction - INFO - Epoch [13][300/449] lr: 6.179e-02, eta: 4:10:44, time: 0.698, data_time: 0.006, memory: 6183, top1_acc: 0.3456, top5_acc: 0.6203, loss_cls: 2.7814, loss: 2.7814, grad_norm: 2.5496 2020-07-29 05:40:58,047 - mmaction - INFO - Epoch [13][320/449] lr: 6.167e-02, eta: 4:09:56, time: 0.680, data_time: 0.006, memory: 6183, top1_acc: 0.3464, top5_acc: 0.6216, loss_cls: 2.7806, loss: 2.7806, grad_norm: 2.4992 2020-07-29 05:41:10,733 - mmaction - INFO - Epoch [13][340/449] lr: 6.155e-02, eta: 4:09:06, time: 0.631, data_time: 0.006, memory: 6183, top1_acc: 0.3609, top5_acc: 0.6341, loss_cls: 2.7008, loss: 2.7008, grad_norm: 2.5686 2020-07-29 05:41:25,475 - mmaction - INFO - Epoch [13][360/449] lr: 6.143e-02, eta: 4:08:21, time: 0.740, data_time: 0.007, memory: 6183, top1_acc: 0.3753, top5_acc: 0.6523, loss_cls: 2.6284, loss: 2.6284, grad_norm: 2.5633 2020-07-29 05:41:38,886 - mmaction - INFO - Epoch [13][380/449] lr: 6.132e-02, eta: 4:07:34, time: 0.668, data_time: 0.007, memory: 6183, top1_acc: 0.3682, top5_acc: 0.6365, loss_cls: 2.7156, loss: 2.7156, grad_norm: 2.6394 2020-07-29 05:41:52,943 - mmaction - INFO - Epoch [13][400/449] lr: 6.120e-02, eta: 4:06:48, time: 0.705, data_time: 0.007, memory: 6183, top1_acc: 0.3542, top5_acc: 0.6336, loss_cls: 2.7431, loss: 2.7431, grad_norm: 2.5594 2020-07-29 05:42:06,590 - mmaction - INFO - Epoch [13][420/449] lr: 6.108e-02, eta: 4:06:01, time: 0.683, data_time: 0.003, memory: 6183, top1_acc: 0.3581, top5_acc: 0.6333, loss_cls: 2.7370, loss: 2.7370, grad_norm: 2.5969 2020-07-29 05:42:19,239 - mmaction - INFO - Epoch [13][440/449] lr: 6.096e-02, eta: 4:05:12, time: 0.631, data_time: 0.007, memory: 6183, top1_acc: 0.3570, top5_acc: 0.6307, loss_cls: 2.7307, loss: 2.7307, grad_norm: 2.6045 2020-07-29 05:42:32,312 - mmaction - INFO - Saving checkpoint at 13 epochs 2020-07-29 05:47:18,967 - mmaction - INFO - Epoch [14][20/449] lr: 6.079e-02, eta: 4:13:13, time: 14.244, data_time: 13.629, memory: 6183, top1_acc: 0.3549, top5_acc: 0.6362, loss_cls: 2.7147, loss: 2.7147, grad_norm: 2.5869 2020-07-29 05:47:29,732 - mmaction - INFO - Epoch [14][40/449] lr: 6.067e-02, eta: 4:12:19, time: 0.540, data_time: 0.011, memory: 6183, top1_acc: 0.3625, top5_acc: 0.6388, loss_cls: 2.6964, loss: 2.6964, grad_norm: 2.6001 2020-07-29 05:47:40,452 - mmaction - INFO - Epoch [14][60/449] lr: 6.055e-02, eta: 4:11:24, time: 0.538, data_time: 0.006, memory: 6183, top1_acc: 0.3755, top5_acc: 0.6445, loss_cls: 2.6532, loss: 2.6532, grad_norm: 2.5370 2020-07-29 05:47:51,227 - mmaction - INFO - Epoch [14][80/449] lr: 6.043e-02, eta: 4:10:30, time: 0.537, data_time: 0.006, memory: 6183, top1_acc: 0.3812, top5_acc: 0.6570, loss_cls: 2.6157, loss: 2.6157, grad_norm: 2.5863 2020-07-29 05:48:01,948 - mmaction - INFO - Epoch [14][100/449] lr: 6.031e-02, eta: 4:09:37, time: 0.537, data_time: 0.005, memory: 6183, top1_acc: 0.3690, top5_acc: 0.6479, loss_cls: 2.6592, loss: 2.6592, grad_norm: 2.5925 2020-07-29 05:48:13,985 - mmaction - INFO - Epoch [14][120/449] lr: 6.019e-02, eta: 4:08:46, time: 0.601, data_time: 0.007, memory: 6183, top1_acc: 0.3688, top5_acc: 0.6427, loss_cls: 2.6688, loss: 2.6688, grad_norm: 2.6442 2020-07-29 05:48:24,848 - mmaction - INFO - Epoch [14][140/449] lr: 6.006e-02, eta: 4:07:53, time: 0.544, data_time: 0.005, memory: 6183, top1_acc: 0.3589, top5_acc: 0.6365, loss_cls: 2.7079, loss: 2.7079, grad_norm: 2.5452 2020-07-29 05:48:35,626 - mmaction - INFO - Epoch [14][160/449] lr: 5.994e-02, eta: 4:07:00, time: 0.536, data_time: 0.007, memory: 6183, top1_acc: 0.3792, top5_acc: 0.6586, loss_cls: 2.6049, loss: 2.6049, grad_norm: 2.6480 2020-07-29 05:48:46,502 - mmaction - INFO - Epoch [14][180/449] lr: 5.982e-02, eta: 4:06:08, time: 0.546, data_time: 0.007, memory: 6183, top1_acc: 0.3661, top5_acc: 0.6310, loss_cls: 2.7118, loss: 2.7118, grad_norm: 2.5733 2020-07-29 05:48:57,367 - mmaction - INFO - Epoch [14][200/449] lr: 5.970e-02, eta: 4:05:15, time: 0.541, data_time: 0.007, memory: 6183, top1_acc: 0.3604, top5_acc: 0.6339, loss_cls: 2.7057, loss: 2.7057, grad_norm: 2.5970 2020-07-29 05:49:08,761 - mmaction - INFO - Epoch [14][220/449] lr: 5.958e-02, eta: 4:04:25, time: 0.573, data_time: 0.007, memory: 6183, top1_acc: 0.3622, top5_acc: 0.6281, loss_cls: 2.7012, loss: 2.7012, grad_norm: 2.6613 2020-07-29 05:49:20,565 - mmaction - INFO - Epoch [14][240/449] lr: 5.946e-02, eta: 4:03:35, time: 0.587, data_time: 0.006, memory: 6183, top1_acc: 0.3857, top5_acc: 0.6549, loss_cls: 2.5866, loss: 2.5866, grad_norm: 2.5829 2020-07-29 05:49:32,951 - mmaction - INFO - Epoch [14][260/449] lr: 5.933e-02, eta: 4:02:47, time: 0.621, data_time: 0.006, memory: 6183, top1_acc: 0.3641, top5_acc: 0.6284, loss_cls: 2.7292, loss: 2.7292, grad_norm: 2.5991 2020-07-29 05:49:45,572 - mmaction - INFO - Epoch [14][280/449] lr: 5.921e-02, eta: 4:01:59, time: 0.629, data_time: 0.006, memory: 6183, top1_acc: 0.3799, top5_acc: 0.6484, loss_cls: 2.6439, loss: 2.6439, grad_norm: 2.6484 2020-07-29 05:49:59,105 - mmaction - INFO - Epoch [14][300/449] lr: 5.909e-02, eta: 4:01:13, time: 0.679, data_time: 0.006, memory: 6183, top1_acc: 0.3609, top5_acc: 0.6318, loss_cls: 2.7153, loss: 2.7153, grad_norm: 2.6237 2020-07-29 05:50:12,216 - mmaction - INFO - Epoch [14][320/449] lr: 5.897e-02, eta: 4:00:27, time: 0.654, data_time: 0.006, memory: 6183, top1_acc: 0.3701, top5_acc: 0.6484, loss_cls: 2.6410, loss: 2.6410, grad_norm: 2.5091 2020-07-29 05:50:26,001 - mmaction - INFO - Epoch [14][340/449] lr: 5.884e-02, eta: 3:59:42, time: 0.690, data_time: 0.005, memory: 6183, top1_acc: 0.3807, top5_acc: 0.6576, loss_cls: 2.6118, loss: 2.6118, grad_norm: 2.6319 2020-07-29 05:50:38,682 - mmaction - INFO - Epoch [14][360/449] lr: 5.872e-02, eta: 3:58:55, time: 0.631, data_time: 0.006, memory: 6183, top1_acc: 0.3693, top5_acc: 0.6419, loss_cls: 2.6766, loss: 2.6766, grad_norm: 2.5820 2020-07-29 05:50:52,582 - mmaction - INFO - Epoch [14][380/449] lr: 5.859e-02, eta: 3:58:11, time: 0.698, data_time: 0.007, memory: 6183, top1_acc: 0.3688, top5_acc: 0.6456, loss_cls: 2.6732, loss: 2.6732, grad_norm: 2.5926 2020-07-29 05:51:05,252 - mmaction - INFO - Epoch [14][400/449] lr: 5.847e-02, eta: 3:57:25, time: 0.632, data_time: 0.005, memory: 6183, top1_acc: 0.3646, top5_acc: 0.6414, loss_cls: 2.6719, loss: 2.6719, grad_norm: 2.5924 2020-07-29 05:51:17,608 - mmaction - INFO - Epoch [14][420/449] lr: 5.835e-02, eta: 3:56:38, time: 0.620, data_time: 0.005, memory: 6183, top1_acc: 0.3680, top5_acc: 0.6326, loss_cls: 2.7057, loss: 2.7057, grad_norm: 2.6025 2020-07-29 05:51:30,436 - mmaction - INFO - Epoch [14][440/449] lr: 5.822e-02, eta: 3:55:53, time: 0.638, data_time: 0.006, memory: 6183, top1_acc: 0.3768, top5_acc: 0.6440, loss_cls: 2.6418, loss: 2.6418, grad_norm: 2.6475 2020-07-29 05:51:43,479 - mmaction - INFO - Saving checkpoint at 14 epochs 2020-07-29 05:56:47,659 - mmaction - INFO - Epoch [15][20/449] lr: 5.804e-02, eta: 4:03:33, time: 15.151, data_time: 13.585, memory: 6183, top1_acc: 0.3750, top5_acc: 0.6516, loss_cls: 2.6353, loss: 2.6353, grad_norm: 2.6532 2020-07-29 05:56:58,530 - mmaction - INFO - Epoch [15][40/449] lr: 5.792e-02, eta: 4:02:41, time: 0.546, data_time: 0.013, memory: 6183, top1_acc: 0.3880, top5_acc: 0.6560, loss_cls: 2.5997, loss: 2.5997, grad_norm: 2.6806 2020-07-29 05:57:09,228 - mmaction - INFO - Epoch [15][60/449] lr: 5.779e-02, eta: 4:01:50, time: 0.538, data_time: 0.007, memory: 6183, top1_acc: 0.3867, top5_acc: 0.6536, loss_cls: 2.6167, loss: 2.6167, grad_norm: 2.6605 2020-07-29 05:57:20,000 - mmaction - INFO - Epoch [15][80/449] lr: 5.767e-02, eta: 4:00:59, time: 0.537, data_time: 0.006, memory: 6183, top1_acc: 0.3883, top5_acc: 0.6557, loss_cls: 2.6072, loss: 2.6072, grad_norm: 2.6265 2020-07-29 05:57:30,750 - mmaction - INFO - Epoch [15][100/449] lr: 5.754e-02, eta: 4:00:09, time: 0.540, data_time: 0.006, memory: 6183, top1_acc: 0.3781, top5_acc: 0.6570, loss_cls: 2.6129, loss: 2.6129, grad_norm: 2.5836 2020-07-29 05:57:41,601 - mmaction - INFO - Epoch [15][120/449] lr: 5.741e-02, eta: 3:59:18, time: 0.540, data_time: 0.005, memory: 6183, top1_acc: 0.3813, top5_acc: 0.6615, loss_cls: 2.5766, loss: 2.5766, grad_norm: 2.6348 2020-07-29 05:57:52,334 - mmaction - INFO - Epoch [15][140/449] lr: 5.729e-02, eta: 3:58:28, time: 0.538, data_time: 0.005, memory: 6183, top1_acc: 0.3747, top5_acc: 0.6422, loss_cls: 2.6617, loss: 2.6617, grad_norm: 2.6405 2020-07-29 05:58:03,199 - mmaction - INFO - Epoch [15][160/449] lr: 5.716e-02, eta: 3:57:39, time: 0.542, data_time: 0.006, memory: 6183, top1_acc: 0.3880, top5_acc: 0.6583, loss_cls: 2.5843, loss: 2.5843, grad_norm: 2.6244 2020-07-29 05:58:14,330 - mmaction - INFO - Epoch [15][180/449] lr: 5.703e-02, eta: 3:56:50, time: 0.558, data_time: 0.006, memory: 6183, top1_acc: 0.3755, top5_acc: 0.6440, loss_cls: 2.6456, loss: 2.6456, grad_norm: 2.7210 2020-07-29 05:58:26,085 - mmaction - INFO - Epoch [15][200/449] lr: 5.691e-02, eta: 3:56:02, time: 0.586, data_time: 0.006, memory: 6183, top1_acc: 0.3794, top5_acc: 0.6581, loss_cls: 2.6510, loss: 2.6510, grad_norm: 2.6481 2020-07-29 05:58:37,631 - mmaction - INFO - Epoch [15][220/449] lr: 5.678e-02, eta: 3:55:14, time: 0.579, data_time: 0.006, memory: 6183, top1_acc: 0.3773, top5_acc: 0.6518, loss_cls: 2.6431, loss: 2.6431, grad_norm: 2.6499 2020-07-29 05:58:49,308 - mmaction - INFO - Epoch [15][240/449] lr: 5.665e-02, eta: 3:54:27, time: 0.580, data_time: 0.007, memory: 6183, top1_acc: 0.3805, top5_acc: 0.6490, loss_cls: 2.6375, loss: 2.6375, grad_norm: 2.6632 2020-07-29 05:59:01,171 - mmaction - INFO - Epoch [15][260/449] lr: 5.653e-02, eta: 3:53:40, time: 0.597, data_time: 0.007, memory: 6183, top1_acc: 0.3810, top5_acc: 0.6573, loss_cls: 2.6449, loss: 2.6449, grad_norm: 2.6963 2020-07-29 05:59:13,868 - mmaction - INFO - Epoch [15][280/449] lr: 5.640e-02, eta: 3:52:55, time: 0.633, data_time: 0.005, memory: 6183, top1_acc: 0.3740, top5_acc: 0.6440, loss_cls: 2.6591, loss: 2.6591, grad_norm: 2.6205 2020-07-29 05:59:26,325 - mmaction - INFO - Epoch [15][300/449] lr: 5.627e-02, eta: 3:52:09, time: 0.625, data_time: 0.005, memory: 6183, top1_acc: 0.3753, top5_acc: 0.6495, loss_cls: 2.6429, loss: 2.6429, grad_norm: 2.6145 2020-07-29 05:59:40,130 - mmaction - INFO - Epoch [15][320/449] lr: 5.614e-02, eta: 3:51:27, time: 0.690, data_time: 0.006, memory: 6183, top1_acc: 0.3857, top5_acc: 0.6419, loss_cls: 2.6199, loss: 2.6199, grad_norm: 2.6723 2020-07-29 05:59:52,852 - mmaction - INFO - Epoch [15][340/449] lr: 5.602e-02, eta: 3:50:42, time: 0.635, data_time: 0.004, memory: 6183, top1_acc: 0.3826, top5_acc: 0.6563, loss_cls: 2.6266, loss: 2.6266, grad_norm: 2.6450 2020-07-29 06:00:15,505 - mmaction - INFO - Epoch [15][360/449] lr: 5.589e-02, eta: 3:50:14, time: 1.125, data_time: 0.009, memory: 6183, top1_acc: 0.3706, top5_acc: 0.6362, loss_cls: 2.6686, loss: 2.6686, grad_norm: 2.6711 2020-07-29 06:00:27,037 - mmaction - INFO - Epoch [15][380/449] lr: 5.576e-02, eta: 3:49:28, time: 0.584, data_time: 0.018, memory: 6183, top1_acc: 0.3828, top5_acc: 0.6529, loss_cls: 2.6212, loss: 2.6212, grad_norm: 2.6720 2020-07-29 06:00:40,800 - mmaction - INFO - Epoch [15][400/449] lr: 5.563e-02, eta: 3:48:46, time: 0.687, data_time: 0.007, memory: 6183, top1_acc: 0.3841, top5_acc: 0.6544, loss_cls: 2.5938, loss: 2.5938, grad_norm: 2.7218 2020-07-29 06:00:53,827 - mmaction - INFO - Epoch [15][420/449] lr: 5.550e-02, eta: 3:48:03, time: 0.650, data_time: 0.006, memory: 6183, top1_acc: 0.3763, top5_acc: 0.6622, loss_cls: 2.6182, loss: 2.6182, grad_norm: 2.6516 2020-07-29 06:01:07,567 - mmaction - INFO - Epoch [15][440/449] lr: 5.537e-02, eta: 3:47:21, time: 0.688, data_time: 0.009, memory: 6183, top1_acc: 0.3891, top5_acc: 0.6490, loss_cls: 2.6270, loss: 2.6270, grad_norm: 2.6798 2020-07-29 06:01:23,979 - mmaction - INFO - Saving checkpoint at 15 epochs 2020-07-29 06:06:11,865 - mmaction - INFO - Epoch [16][20/449] lr: 5.518e-02, eta: 3:53:42, time: 14.310, data_time: 13.694, memory: 6183, top1_acc: 0.3909, top5_acc: 0.6471, loss_cls: 2.6445, loss: 2.6445, grad_norm: 2.6977 2020-07-29 06:06:22,593 - mmaction - INFO - Epoch [16][40/449] lr: 5.505e-02, eta: 3:52:53, time: 0.541, data_time: 0.014, memory: 6183, top1_acc: 0.3898, top5_acc: 0.6484, loss_cls: 2.6048, loss: 2.6048, grad_norm: 2.7565 2020-07-29 06:06:33,237 - mmaction - INFO - Epoch [16][60/449] lr: 5.493e-02, eta: 3:52:05, time: 0.534, data_time: 0.006, memory: 6183, top1_acc: 0.3930, top5_acc: 0.6753, loss_cls: 2.5335, loss: 2.5335, grad_norm: 2.7208 2020-07-29 06:06:43,963 - mmaction - INFO - Epoch [16][80/449] lr: 5.480e-02, eta: 3:51:16, time: 0.536, data_time: 0.005, memory: 6183, top1_acc: 0.3935, top5_acc: 0.6607, loss_cls: 2.5588, loss: 2.5588, grad_norm: 2.7125 2020-07-29 06:06:54,681 - mmaction - INFO - Epoch [16][100/449] lr: 5.467e-02, eta: 3:50:28, time: 0.536, data_time: 0.004, memory: 6183, top1_acc: 0.3943, top5_acc: 0.6651, loss_cls: 2.5509, loss: 2.5509, grad_norm: 2.7361 2020-07-29 06:07:05,600 - mmaction - INFO - Epoch [16][120/449] lr: 5.453e-02, eta: 3:49:41, time: 0.545, data_time: 0.006, memory: 6183, top1_acc: 0.3794, top5_acc: 0.6531, loss_cls: 2.6010, loss: 2.6010, grad_norm: 2.7404 2020-07-29 06:07:16,283 - mmaction - INFO - Epoch [16][140/449] lr: 5.440e-02, eta: 3:48:53, time: 0.536, data_time: 0.006, memory: 6183, top1_acc: 0.3937, top5_acc: 0.6620, loss_cls: 2.6009, loss: 2.6009, grad_norm: 2.7087 2020-07-29 06:07:27,136 - mmaction - INFO - Epoch [16][160/449] lr: 5.427e-02, eta: 3:48:06, time: 0.542, data_time: 0.006, memory: 6183, top1_acc: 0.3911, top5_acc: 0.6701, loss_cls: 2.5605, loss: 2.5605, grad_norm: 2.8337 2020-07-29 06:07:38,091 - mmaction - INFO - Epoch [16][180/449] lr: 5.414e-02, eta: 3:47:20, time: 0.549, data_time: 0.005, memory: 6183, top1_acc: 0.3836, top5_acc: 0.6562, loss_cls: 2.5952, loss: 2.5952, grad_norm: 2.7483 2020-07-29 06:07:49,196 - mmaction - INFO - Epoch [16][200/449] lr: 5.401e-02, eta: 3:46:33, time: 0.555, data_time: 0.006, memory: 6183, top1_acc: 0.3781, top5_acc: 0.6471, loss_cls: 2.6355, loss: 2.6355, grad_norm: 2.7498 2020-07-29 06:08:00,748 - mmaction - INFO - Epoch [16][220/449] lr: 5.388e-02, eta: 3:45:48, time: 0.577, data_time: 0.004, memory: 6183, top1_acc: 0.3797, top5_acc: 0.6560, loss_cls: 2.5997, loss: 2.5997, grad_norm: 2.6512 2020-07-29 06:08:13,333 - mmaction - INFO - Epoch [16][240/449] lr: 5.375e-02, eta: 3:45:04, time: 0.628, data_time: 0.006, memory: 6183, top1_acc: 0.3893, top5_acc: 0.6557, loss_cls: 2.5990, loss: 2.5990, grad_norm: 2.6801 2020-07-29 06:08:25,388 - mmaction - INFO - Epoch [16][260/449] lr: 5.362e-02, eta: 3:44:20, time: 0.605, data_time: 0.005, memory: 6183, top1_acc: 0.3870, top5_acc: 0.6612, loss_cls: 2.5964, loss: 2.5964, grad_norm: 2.7109 2020-07-29 06:08:39,174 - mmaction - INFO - Epoch [16][280/449] lr: 5.349e-02, eta: 3:43:39, time: 0.688, data_time: 0.006, memory: 6183, top1_acc: 0.3781, top5_acc: 0.6594, loss_cls: 2.6160, loss: 2.6160, grad_norm: 2.7721 2020-07-29 06:08:51,594 - mmaction - INFO - Epoch [16][300/449] lr: 5.335e-02, eta: 3:42:55, time: 0.623, data_time: 0.006, memory: 6183, top1_acc: 0.3969, top5_acc: 0.6745, loss_cls: 2.5255, loss: 2.5255, grad_norm: 2.6507 2020-07-29 06:09:04,233 - mmaction - INFO - Epoch [16][320/449] lr: 5.322e-02, eta: 3:42:12, time: 0.629, data_time: 0.006, memory: 6183, top1_acc: 0.3867, top5_acc: 0.6703, loss_cls: 2.5545, loss: 2.5545, grad_norm: 2.6908 2020-07-29 06:09:17,402 - mmaction - INFO - Epoch [16][340/449] lr: 5.309e-02, eta: 3:41:31, time: 0.659, data_time: 0.007, memory: 6183, top1_acc: 0.3948, top5_acc: 0.6677, loss_cls: 2.5538, loss: 2.5538, grad_norm: 2.7736 2020-07-29 06:09:30,831 - mmaction - INFO - Epoch [16][360/449] lr: 5.296e-02, eta: 3:40:49, time: 0.672, data_time: 0.008, memory: 6183, top1_acc: 0.3854, top5_acc: 0.6620, loss_cls: 2.5895, loss: 2.5895, grad_norm: 2.7998 2020-07-29 06:09:43,661 - mmaction - INFO - Epoch [16][380/449] lr: 5.283e-02, eta: 3:40:07, time: 0.643, data_time: 0.006, memory: 6183, top1_acc: 0.3885, top5_acc: 0.6659, loss_cls: 2.5724, loss: 2.5724, grad_norm: 2.8143 2020-07-29 06:09:56,399 - mmaction - INFO - Epoch [16][400/449] lr: 5.269e-02, eta: 3:39:25, time: 0.633, data_time: 0.006, memory: 6183, top1_acc: 0.3901, top5_acc: 0.6612, loss_cls: 2.5809, loss: 2.5809, grad_norm: 2.8372 2020-07-29 06:10:10,036 - mmaction - INFO - Epoch [16][420/449] lr: 5.256e-02, eta: 3:38:45, time: 0.686, data_time: 0.008, memory: 6183, top1_acc: 0.3911, top5_acc: 0.6581, loss_cls: 2.5763, loss: 2.5763, grad_norm: 2.7189 2020-07-29 06:10:24,889 - mmaction - INFO - Epoch [16][440/449] lr: 5.243e-02, eta: 3:38:07, time: 0.742, data_time: 0.007, memory: 6183, top1_acc: 0.3779, top5_acc: 0.6521, loss_cls: 2.6159, loss: 2.6159, grad_norm: 2.6723 2020-07-29 06:10:36,491 - mmaction - INFO - Saving checkpoint at 16 epochs 2020-07-29 06:15:17,628 - mmaction - INFO - Epoch [17][20/449] lr: 5.223e-02, eta: 3:43:37, time: 14.007, data_time: 13.323, memory: 6183, top1_acc: 0.4026, top5_acc: 0.6740, loss_cls: 2.5136, loss: 2.5136, grad_norm: 2.6842 2020-07-29 06:15:28,377 - mmaction - INFO - Epoch [17][40/449] lr: 5.210e-02, eta: 3:42:51, time: 0.542, data_time: 0.014, memory: 6183, top1_acc: 0.4013, top5_acc: 0.6797, loss_cls: 2.4853, loss: 2.4853, grad_norm: 2.7800 2020-07-29 06:15:39,079 - mmaction - INFO - Epoch [17][60/449] lr: 5.197e-02, eta: 3:42:05, time: 0.537, data_time: 0.006, memory: 6183, top1_acc: 0.4089, top5_acc: 0.6727, loss_cls: 2.4985, loss: 2.4985, grad_norm: 2.7584 2020-07-29 06:15:49,907 - mmaction - INFO - Epoch [17][80/449] lr: 5.183e-02, eta: 3:41:20, time: 0.540, data_time: 0.006, memory: 6183, top1_acc: 0.4112, top5_acc: 0.6768, loss_cls: 2.4874, loss: 2.4874, grad_norm: 2.7784 2020-07-29 06:16:00,618 - mmaction - INFO - Epoch [17][100/449] lr: 5.170e-02, eta: 3:40:34, time: 0.536, data_time: 0.006, memory: 6183, top1_acc: 0.4049, top5_acc: 0.6721, loss_cls: 2.5138, loss: 2.5138, grad_norm: 2.7718 2020-07-29 06:16:11,406 - mmaction - INFO - Epoch [17][120/449] lr: 5.157e-02, eta: 3:39:49, time: 0.538, data_time: 0.007, memory: 6183, top1_acc: 0.4086, top5_acc: 0.6703, loss_cls: 2.4932, loss: 2.4932, grad_norm: 2.7308 2020-07-29 06:16:22,173 - mmaction - INFO - Epoch [17][140/449] lr: 5.143e-02, eta: 3:39:04, time: 0.540, data_time: 0.005, memory: 6183, top1_acc: 0.3997, top5_acc: 0.6758, loss_cls: 2.5257, loss: 2.5257, grad_norm: 2.8408 2020-07-29 06:16:33,035 - mmaction - INFO - Epoch [17][160/449] lr: 5.130e-02, eta: 3:38:19, time: 0.542, data_time: 0.006, memory: 6183, top1_acc: 0.4120, top5_acc: 0.6773, loss_cls: 2.4917, loss: 2.4917, grad_norm: 2.8543 2020-07-29 06:16:44,003 - mmaction - INFO - Epoch [17][180/449] lr: 5.116e-02, eta: 3:37:35, time: 0.549, data_time: 0.005, memory: 6183, top1_acc: 0.4076, top5_acc: 0.6836, loss_cls: 2.4912, loss: 2.4912, grad_norm: 2.7420 2020-07-29 06:16:55,219 - mmaction - INFO - Epoch [17][200/449] lr: 5.103e-02, eta: 3:36:51, time: 0.558, data_time: 0.007, memory: 6183, top1_acc: 0.4018, top5_acc: 0.6698, loss_cls: 2.5282, loss: 2.5282, grad_norm: 2.7701 2020-07-29 06:17:06,992 - mmaction - INFO - Epoch [17][220/449] lr: 5.089e-02, eta: 3:36:08, time: 0.592, data_time: 0.007, memory: 6183, top1_acc: 0.4151, top5_acc: 0.6922, loss_cls: 2.4509, loss: 2.4509, grad_norm: 2.7439 2020-07-29 06:17:19,542 - mmaction - INFO - Epoch [17][240/449] lr: 5.076e-02, eta: 3:35:26, time: 0.627, data_time: 0.006, memory: 6183, top1_acc: 0.4005, top5_acc: 0.6745, loss_cls: 2.5396, loss: 2.5396, grad_norm: 2.7888 2020-07-29 06:17:31,164 - mmaction - INFO - Epoch [17][260/449] lr: 5.063e-02, eta: 3:34:44, time: 0.582, data_time: 0.004, memory: 6183, top1_acc: 0.3977, top5_acc: 0.6630, loss_cls: 2.5634, loss: 2.5634, grad_norm: 2.8107 2020-07-29 06:17:45,396 - mmaction - INFO - Epoch [17][280/449] lr: 5.049e-02, eta: 3:34:05, time: 0.711, data_time: 0.006, memory: 6183, top1_acc: 0.4052, top5_acc: 0.6740, loss_cls: 2.5071, loss: 2.5071, grad_norm: 2.7811 2020-07-29 06:17:57,910 - mmaction - INFO - Epoch [17][300/449] lr: 5.036e-02, eta: 3:33:23, time: 0.626, data_time: 0.005, memory: 6183, top1_acc: 0.3940, top5_acc: 0.6737, loss_cls: 2.5513, loss: 2.5513, grad_norm: 2.7834 2020-07-29 06:18:12,478 - mmaction - INFO - Epoch [17][320/449] lr: 5.022e-02, eta: 3:32:45, time: 0.727, data_time: 0.006, memory: 6183, top1_acc: 0.3948, top5_acc: 0.6602, loss_cls: 2.5608, loss: 2.5608, grad_norm: 2.7863 2020-07-29 06:18:25,309 - mmaction - INFO - Epoch [17][340/449] lr: 5.008e-02, eta: 3:32:05, time: 0.643, data_time: 0.006, memory: 6183, top1_acc: 0.3979, top5_acc: 0.6794, loss_cls: 2.5109, loss: 2.5109, grad_norm: 2.8339 2020-07-29 06:18:38,988 - mmaction - INFO - Epoch [17][360/449] lr: 4.995e-02, eta: 3:31:25, time: 0.682, data_time: 0.005, memory: 6183, top1_acc: 0.3904, top5_acc: 0.6669, loss_cls: 2.6008, loss: 2.6008, grad_norm: 2.8265 2020-07-29 06:18:51,983 - mmaction - INFO - Epoch [17][380/449] lr: 4.981e-02, eta: 3:30:46, time: 0.651, data_time: 0.006, memory: 6183, top1_acc: 0.4013, top5_acc: 0.6695, loss_cls: 2.5265, loss: 2.5265, grad_norm: 2.7578 2020-07-29 06:19:04,810 - mmaction - INFO - Epoch [17][400/449] lr: 4.968e-02, eta: 3:30:05, time: 0.640, data_time: 0.006, memory: 6183, top1_acc: 0.3922, top5_acc: 0.6693, loss_cls: 2.5307, loss: 2.5307, grad_norm: 2.7633 2020-07-29 06:19:17,408 - mmaction - INFO - Epoch [17][420/449] lr: 4.954e-02, eta: 3:29:25, time: 0.632, data_time: 0.006, memory: 6183, top1_acc: 0.4073, top5_acc: 0.6888, loss_cls: 2.4879, loss: 2.4879, grad_norm: 2.8260 2020-07-29 06:19:30,305 - mmaction - INFO - Epoch [17][440/449] lr: 4.941e-02, eta: 3:28:45, time: 0.642, data_time: 0.006, memory: 6183, top1_acc: 0.3943, top5_acc: 0.6648, loss_cls: 2.5878, loss: 2.5878, grad_norm: 2.8811 2020-07-29 06:19:41,953 - mmaction - INFO - Saving checkpoint at 17 epochs 2020-07-29 06:24:26,165 - mmaction - INFO - Epoch [18][20/449] lr: 4.921e-02, eta: 3:33:44, time: 14.135, data_time: 13.525, memory: 6183, top1_acc: 0.4047, top5_acc: 0.6784, loss_cls: 2.4823, loss: 2.4823, grad_norm: 2.7553 2020-07-29 06:24:36,971 - mmaction - INFO - Epoch [18][40/449] lr: 4.907e-02, eta: 3:33:00, time: 0.545, data_time: 0.013, memory: 6183, top1_acc: 0.4060, top5_acc: 0.6833, loss_cls: 2.4411, loss: 2.4411, grad_norm: 2.8475 2020-07-29 06:24:47,608 - mmaction - INFO - Epoch [18][60/449] lr: 4.894e-02, eta: 3:32:16, time: 0.534, data_time: 0.006, memory: 6183, top1_acc: 0.4089, top5_acc: 0.6859, loss_cls: 2.4402, loss: 2.4402, grad_norm: 2.8465 2020-07-29 06:24:58,375 - mmaction - INFO - Epoch [18][80/449] lr: 4.880e-02, eta: 3:31:33, time: 0.537, data_time: 0.006, memory: 6183, top1_acc: 0.4109, top5_acc: 0.6732, loss_cls: 2.4728, loss: 2.4728, grad_norm: 2.7956 2020-07-29 06:25:09,555 - mmaction - INFO - Epoch [18][100/449] lr: 4.866e-02, eta: 3:30:50, time: 0.559, data_time: 0.005, memory: 6183, top1_acc: 0.3971, top5_acc: 0.6719, loss_cls: 2.5291, loss: 2.5291, grad_norm: 2.9162 2020-07-29 06:25:20,381 - mmaction - INFO - Epoch [18][120/449] lr: 4.853e-02, eta: 3:30:07, time: 0.542, data_time: 0.007, memory: 6183, top1_acc: 0.3964, top5_acc: 0.6745, loss_cls: 2.5495, loss: 2.5495, grad_norm: 2.8331 2020-07-29 06:25:31,210 - mmaction - INFO - Epoch [18][140/449] lr: 4.839e-02, eta: 3:29:24, time: 0.541, data_time: 0.004, memory: 6183, top1_acc: 0.4143, top5_acc: 0.6760, loss_cls: 2.4576, loss: 2.4576, grad_norm: 2.8326 2020-07-29 06:25:42,107 - mmaction - INFO - Epoch [18][160/449] lr: 4.825e-02, eta: 3:28:41, time: 0.544, data_time: 0.007, memory: 6183, top1_acc: 0.4042, top5_acc: 0.6862, loss_cls: 2.4760, loss: 2.4760, grad_norm: 2.8094 2020-07-29 06:25:52,840 - mmaction - INFO - Epoch [18][180/449] lr: 4.812e-02, eta: 3:27:59, time: 0.538, data_time: 0.006, memory: 6183, top1_acc: 0.4023, top5_acc: 0.6768, loss_cls: 2.5182, loss: 2.5182, grad_norm: 2.8938 2020-07-29 06:26:04,674 - mmaction - INFO - Epoch [18][200/449] lr: 4.798e-02, eta: 3:27:18, time: 0.592, data_time: 0.007, memory: 6183, top1_acc: 0.4070, top5_acc: 0.6859, loss_cls: 2.4769, loss: 2.4769, grad_norm: 2.8487 2020-07-29 06:26:16,035 - mmaction - INFO - Epoch [18][220/449] lr: 4.784e-02, eta: 3:26:36, time: 0.567, data_time: 0.003, memory: 6183, top1_acc: 0.4130, top5_acc: 0.6904, loss_cls: 2.4311, loss: 2.4311, grad_norm: 2.8472 2020-07-29 06:26:28,141 - mmaction - INFO - Epoch [18][240/449] lr: 4.770e-02, eta: 3:25:56, time: 0.605, data_time: 0.007, memory: 6183, top1_acc: 0.4042, top5_acc: 0.6831, loss_cls: 2.4647, loss: 2.4647, grad_norm: 2.8809 2020-07-29 06:26:41,394 - mmaction - INFO - Epoch [18][260/449] lr: 4.757e-02, eta: 3:25:17, time: 0.664, data_time: 0.006, memory: 6183, top1_acc: 0.3966, top5_acc: 0.6750, loss_cls: 2.5157, loss: 2.5157, grad_norm: 2.7385 2020-07-29 06:26:53,225 - mmaction - INFO - Epoch [18][280/449] lr: 4.743e-02, eta: 3:24:36, time: 0.590, data_time: 0.007, memory: 6183, top1_acc: 0.4203, top5_acc: 0.6956, loss_cls: 2.4144, loss: 2.4144, grad_norm: 2.8374 2020-07-29 06:27:05,696 - mmaction - INFO - Epoch [18][300/449] lr: 4.729e-02, eta: 3:23:57, time: 0.625, data_time: 0.005, memory: 6183, top1_acc: 0.4211, top5_acc: 0.6799, loss_cls: 2.4169, loss: 2.4169, grad_norm: 2.7590 2020-07-29 06:27:18,985 - mmaction - INFO - Epoch [18][320/449] lr: 4.715e-02, eta: 3:23:18, time: 0.663, data_time: 0.007, memory: 6183, top1_acc: 0.4078, top5_acc: 0.6818, loss_cls: 2.4625, loss: 2.4625, grad_norm: 2.8675 2020-07-29 06:27:32,507 - mmaction - INFO - Epoch [18][340/449] lr: 4.702e-02, eta: 3:22:40, time: 0.678, data_time: 0.006, memory: 6183, top1_acc: 0.4154, top5_acc: 0.6888, loss_cls: 2.4521, loss: 2.4521, grad_norm: 2.8971 2020-07-29 06:27:46,726 - mmaction - INFO - Epoch [18][360/449] lr: 4.688e-02, eta: 3:22:03, time: 0.709, data_time: 0.006, memory: 6183, top1_acc: 0.4000, top5_acc: 0.6721, loss_cls: 2.5067, loss: 2.5067, grad_norm: 2.9051 2020-07-29 06:27:58,722 - mmaction - INFO - Epoch [18][380/449] lr: 4.674e-02, eta: 3:21:24, time: 0.601, data_time: 0.006, memory: 6183, top1_acc: 0.4177, top5_acc: 0.6831, loss_cls: 2.4604, loss: 2.4604, grad_norm: 2.8646 2020-07-29 06:28:11,772 - mmaction - INFO - Epoch [18][400/449] lr: 4.660e-02, eta: 3:20:46, time: 0.653, data_time: 0.007, memory: 6183, top1_acc: 0.4120, top5_acc: 0.6820, loss_cls: 2.4521, loss: 2.4521, grad_norm: 2.8318 2020-07-29 06:28:24,880 - mmaction - INFO - Epoch [18][420/449] lr: 4.646e-02, eta: 3:20:08, time: 0.655, data_time: 0.003, memory: 6183, top1_acc: 0.4185, top5_acc: 0.6906, loss_cls: 2.4243, loss: 2.4243, grad_norm: 2.8869 2020-07-29 06:28:39,396 - mmaction - INFO - Epoch [18][440/449] lr: 4.633e-02, eta: 3:19:31, time: 0.723, data_time: 0.007, memory: 6183, top1_acc: 0.4096, top5_acc: 0.6828, loss_cls: 2.4831, loss: 2.4831, grad_norm: 2.8241 2020-07-29 06:28:50,857 - mmaction - INFO - Saving checkpoint at 18 epochs 2020-07-29 06:33:35,952 - mmaction - INFO - Epoch [19][20/449] lr: 4.613e-02, eta: 3:23:59, time: 14.192, data_time: 13.589, memory: 6183, top1_acc: 0.4063, top5_acc: 0.6818, loss_cls: 2.4968, loss: 2.4968, grad_norm: 3.0724 2020-07-29 06:33:46,804 - mmaction - INFO - Epoch [19][40/449] lr: 4.599e-02, eta: 3:23:17, time: 0.544, data_time: 0.011, memory: 6183, top1_acc: 0.4211, top5_acc: 0.6849, loss_cls: 2.4167, loss: 2.4167, grad_norm: 2.8466 2020-07-29 06:33:57,499 - mmaction - INFO - Epoch [19][60/449] lr: 4.585e-02, eta: 3:22:35, time: 0.537, data_time: 0.006, memory: 6183, top1_acc: 0.4117, top5_acc: 0.6940, loss_cls: 2.4414, loss: 2.4414, grad_norm: 2.9817 2020-07-29 06:34:08,310 - mmaction - INFO - Epoch [19][80/449] lr: 4.571e-02, eta: 3:21:54, time: 0.539, data_time: 0.006, memory: 6183, top1_acc: 0.4128, top5_acc: 0.6836, loss_cls: 2.4733, loss: 2.4733, grad_norm: 3.0458 2020-07-29 06:34:18,908 - mmaction - INFO - Epoch [19][100/449] lr: 4.557e-02, eta: 3:21:12, time: 0.532, data_time: 0.006, memory: 6183, top1_acc: 0.4193, top5_acc: 0.6904, loss_cls: 2.3966, loss: 2.3966, grad_norm: 2.8687 2020-07-29 06:34:29,636 - mmaction - INFO - Epoch [19][120/449] lr: 4.543e-02, eta: 3:20:31, time: 0.534, data_time: 0.006, memory: 6183, top1_acc: 0.4284, top5_acc: 0.6872, loss_cls: 2.4462, loss: 2.4462, grad_norm: 2.8533 2020-07-29 06:34:40,479 - mmaction - INFO - Epoch [19][140/449] lr: 4.530e-02, eta: 3:19:50, time: 0.544, data_time: 0.006, memory: 6183, top1_acc: 0.4263, top5_acc: 0.6995, loss_cls: 2.4136, loss: 2.4136, grad_norm: 3.0008 2020-07-29 06:34:51,313 - mmaction - INFO - Epoch [19][160/449] lr: 4.516e-02, eta: 3:19:09, time: 0.542, data_time: 0.006, memory: 6183, top1_acc: 0.4151, top5_acc: 0.6867, loss_cls: 2.4215, loss: 2.4215, grad_norm: 2.8737 2020-07-29 06:35:02,429 - mmaction - INFO - Epoch [19][180/449] lr: 4.502e-02, eta: 3:18:29, time: 0.555, data_time: 0.004, memory: 6183, top1_acc: 0.4195, top5_acc: 0.6956, loss_cls: 2.4234, loss: 2.4234, grad_norm: 2.9364 2020-07-29 06:35:14,449 - mmaction - INFO - Epoch [19][200/449] lr: 4.488e-02, eta: 3:17:49, time: 0.602, data_time: 0.003, memory: 6183, top1_acc: 0.4148, top5_acc: 0.6992, loss_cls: 2.4344, loss: 2.4344, grad_norm: 2.9529 2020-07-29 06:35:25,632 - mmaction - INFO - Epoch [19][220/449] lr: 4.474e-02, eta: 3:17:09, time: 0.559, data_time: 0.006, memory: 6183, top1_acc: 0.4206, top5_acc: 0.6911, loss_cls: 2.4178, loss: 2.4178, grad_norm: 2.9006 2020-07-29 06:35:37,689 - mmaction - INFO - Epoch [19][240/449] lr: 4.460e-02, eta: 3:16:30, time: 0.603, data_time: 0.006, memory: 6183, top1_acc: 0.4258, top5_acc: 0.6846, loss_cls: 2.4284, loss: 2.4284, grad_norm: 2.8883 2020-07-29 06:35:50,121 - mmaction - INFO - Epoch [19][260/449] lr: 4.446e-02, eta: 3:15:52, time: 0.622, data_time: 0.004, memory: 6183, top1_acc: 0.4130, top5_acc: 0.6805, loss_cls: 2.4437, loss: 2.4437, grad_norm: 2.8754 2020-07-29 06:36:03,593 - mmaction - INFO - Epoch [19][280/449] lr: 4.432e-02, eta: 3:15:15, time: 0.672, data_time: 0.005, memory: 6183, top1_acc: 0.4057, top5_acc: 0.6734, loss_cls: 2.4829, loss: 2.4829, grad_norm: 2.9849 2020-07-29 06:36:16,037 - mmaction - INFO - Epoch [19][300/449] lr: 4.418e-02, eta: 3:14:37, time: 0.624, data_time: 0.005, memory: 6183, top1_acc: 0.4091, top5_acc: 0.6784, loss_cls: 2.4640, loss: 2.4640, grad_norm: 2.9372 2020-07-29 06:36:28,318 - mmaction - INFO - Epoch [19][320/449] lr: 4.404e-02, eta: 3:13:59, time: 0.611, data_time: 0.007, memory: 6183, top1_acc: 0.4240, top5_acc: 0.6896, loss_cls: 2.4144, loss: 2.4144, grad_norm: 2.9435 2020-07-29 06:36:40,829 - mmaction - INFO - Epoch [19][340/449] lr: 4.391e-02, eta: 3:13:21, time: 0.628, data_time: 0.007, memory: 6183, top1_acc: 0.4286, top5_acc: 0.7000, loss_cls: 2.3837, loss: 2.3837, grad_norm: 2.9930 2020-07-29 06:36:54,031 - mmaction - INFO - Epoch [19][360/449] lr: 4.377e-02, eta: 3:12:44, time: 0.658, data_time: 0.006, memory: 6183, top1_acc: 0.4255, top5_acc: 0.7003, loss_cls: 2.3851, loss: 2.3851, grad_norm: 3.0062 2020-07-29 06:37:07,627 - mmaction - INFO - Epoch [19][380/449] lr: 4.363e-02, eta: 3:12:08, time: 0.682, data_time: 0.006, memory: 6183, top1_acc: 0.4023, top5_acc: 0.6797, loss_cls: 2.4731, loss: 2.4731, grad_norm: 2.9471 2020-07-29 06:37:21,077 - mmaction - INFO - Epoch [19][400/449] lr: 4.349e-02, eta: 3:11:31, time: 0.669, data_time: 0.006, memory: 6183, top1_acc: 0.4154, top5_acc: 0.6831, loss_cls: 2.4674, loss: 2.4674, grad_norm: 2.8743 2020-07-29 06:37:33,679 - mmaction - INFO - Epoch [19][420/449] lr: 4.335e-02, eta: 3:10:54, time: 0.633, data_time: 0.007, memory: 6183, top1_acc: 0.4193, top5_acc: 0.6839, loss_cls: 2.4690, loss: 2.4690, grad_norm: 2.8602 2020-07-29 06:37:46,002 - mmaction - INFO - Epoch [19][440/449] lr: 4.321e-02, eta: 3:10:17, time: 0.613, data_time: 0.006, memory: 6183, top1_acc: 0.4315, top5_acc: 0.6919, loss_cls: 2.3977, loss: 2.3977, grad_norm: 2.9063 2020-07-29 06:37:58,311 - mmaction - INFO - Saving checkpoint at 19 epochs 2020-07-29 06:42:49,068 - mmaction - INFO - Epoch [20][20/449] lr: 4.301e-02, eta: 3:14:21, time: 14.440, data_time: 13.768, memory: 6183, top1_acc: 0.4286, top5_acc: 0.6987, loss_cls: 2.3565, loss: 2.3565, grad_norm: 2.9539 2020-07-29 06:42:59,868 - mmaction - INFO - Epoch [20][40/449] lr: 4.287e-02, eta: 3:13:41, time: 0.545, data_time: 0.015, memory: 6183, top1_acc: 0.4242, top5_acc: 0.6951, loss_cls: 2.4174, loss: 2.4174, grad_norm: 2.9561 2020-07-29 06:43:10,579 - mmaction - INFO - Epoch [20][60/449] lr: 4.273e-02, eta: 3:13:01, time: 0.537, data_time: 0.006, memory: 6183, top1_acc: 0.4344, top5_acc: 0.7102, loss_cls: 2.3295, loss: 2.3295, grad_norm: 2.9683 2020-07-29 06:43:21,373 - mmaction - INFO - Epoch [20][80/449] lr: 4.259e-02, eta: 3:12:21, time: 0.537, data_time: 0.007, memory: 6183, top1_acc: 0.4341, top5_acc: 0.6997, loss_cls: 2.3576, loss: 2.3576, grad_norm: 2.9952 2020-07-29 06:43:31,925 - mmaction - INFO - Epoch [20][100/449] lr: 4.245e-02, eta: 3:11:41, time: 0.531, data_time: 0.007, memory: 6183, top1_acc: 0.4260, top5_acc: 0.6974, loss_cls: 2.3833, loss: 2.3833, grad_norm: 2.9953 2020-07-29 06:43:42,804 - mmaction - INFO - Epoch [20][120/449] lr: 4.231e-02, eta: 3:11:02, time: 0.544, data_time: 0.006, memory: 6183, top1_acc: 0.4383, top5_acc: 0.7078, loss_cls: 2.3297, loss: 2.3297, grad_norm: 2.9733 2020-07-29 06:43:53,617 - mmaction - INFO - Epoch [20][140/449] lr: 4.217e-02, eta: 3:10:22, time: 0.541, data_time: 0.003, memory: 6183, top1_acc: 0.4315, top5_acc: 0.6966, loss_cls: 2.4187, loss: 2.4187, grad_norm: 2.9826 2020-07-29 06:44:04,462 - mmaction - INFO - Epoch [20][160/449] lr: 4.203e-02, eta: 3:09:43, time: 0.540, data_time: 0.005, memory: 6183, top1_acc: 0.4336, top5_acc: 0.6953, loss_cls: 2.3878, loss: 2.3878, grad_norm: 2.9846 2020-07-29 06:44:15,387 - mmaction - INFO - Epoch [20][180/449] lr: 4.189e-02, eta: 3:09:04, time: 0.548, data_time: 0.006, memory: 6183, top1_acc: 0.4203, top5_acc: 0.6953, loss_cls: 2.4146, loss: 2.4146, grad_norm: 3.0140 2020-07-29 06:44:27,017 - mmaction - INFO - Epoch [20][200/449] lr: 4.175e-02, eta: 3:08:26, time: 0.578, data_time: 0.007, memory: 6183, top1_acc: 0.4232, top5_acc: 0.6901, loss_cls: 2.3979, loss: 2.3979, grad_norm: 2.9649 2020-07-29 06:44:39,213 - mmaction - INFO - Epoch [20][220/449] lr: 4.161e-02, eta: 3:07:48, time: 0.613, data_time: 0.007, memory: 6183, top1_acc: 0.4195, top5_acc: 0.6951, loss_cls: 2.3732, loss: 2.3732, grad_norm: 2.9725 2020-07-29 06:44:51,485 - mmaction - INFO - Epoch [20][240/449] lr: 4.147e-02, eta: 3:07:11, time: 0.611, data_time: 0.006, memory: 6183, top1_acc: 0.4232, top5_acc: 0.6992, loss_cls: 2.3951, loss: 2.3951, grad_norm: 2.9618 2020-07-29 06:45:04,581 - mmaction - INFO - Epoch [20][260/449] lr: 4.133e-02, eta: 3:06:35, time: 0.657, data_time: 0.007, memory: 6183, top1_acc: 0.4352, top5_acc: 0.7063, loss_cls: 2.3573, loss: 2.3573, grad_norm: 2.9449 2020-07-29 06:45:17,022 - mmaction - INFO - Epoch [20][280/449] lr: 4.119e-02, eta: 3:05:58, time: 0.622, data_time: 0.003, memory: 6183, top1_acc: 0.4383, top5_acc: 0.7013, loss_cls: 2.3630, loss: 2.3630, grad_norm: 2.9914 2020-07-29 06:45:30,445 - mmaction - INFO - Epoch [20][300/449] lr: 4.105e-02, eta: 3:05:22, time: 0.669, data_time: 0.006, memory: 6183, top1_acc: 0.4344, top5_acc: 0.7065, loss_cls: 2.3204, loss: 2.3204, grad_norm: 2.9997 2020-07-29 06:45:45,429 - mmaction - INFO - Epoch [20][320/449] lr: 4.091e-02, eta: 3:04:48, time: 0.752, data_time: 0.006, memory: 6183, top1_acc: 0.4331, top5_acc: 0.7031, loss_cls: 2.3485, loss: 2.3485, grad_norm: 2.9944 2020-07-29 06:45:57,473 - mmaction - INFO - Epoch [20][340/449] lr: 4.077e-02, eta: 3:04:11, time: 0.602, data_time: 0.006, memory: 6183, top1_acc: 0.4313, top5_acc: 0.6935, loss_cls: 2.3976, loss: 2.3976, grad_norm: 2.9729 2020-07-29 06:46:09,708 - mmaction - INFO - Epoch [20][360/449] lr: 4.063e-02, eta: 3:03:35, time: 0.611, data_time: 0.004, memory: 6183, top1_acc: 0.4526, top5_acc: 0.7201, loss_cls: 2.2848, loss: 2.2848, grad_norm: 2.9601 2020-07-29 06:46:23,440 - mmaction - INFO - Epoch [20][380/449] lr: 4.049e-02, eta: 3:03:00, time: 0.687, data_time: 0.007, memory: 6183, top1_acc: 0.4333, top5_acc: 0.7034, loss_cls: 2.3314, loss: 2.3314, grad_norm: 3.0252 2020-07-29 06:46:35,672 - mmaction - INFO - Epoch [20][400/449] lr: 4.035e-02, eta: 3:02:23, time: 0.612, data_time: 0.004, memory: 6183, top1_acc: 0.4352, top5_acc: 0.7036, loss_cls: 2.3477, loss: 2.3477, grad_norm: 2.9715 2020-07-29 06:46:49,537 - mmaction - INFO - Epoch [20][420/449] lr: 4.021e-02, eta: 3:01:48, time: 0.691, data_time: 0.006, memory: 6183, top1_acc: 0.4352, top5_acc: 0.7016, loss_cls: 2.3534, loss: 2.3534, grad_norm: 3.0345 2020-07-29 06:47:02,222 - mmaction - INFO - Epoch [20][440/449] lr: 4.007e-02, eta: 3:01:13, time: 0.637, data_time: 0.006, memory: 6183, top1_acc: 0.4409, top5_acc: 0.7078, loss_cls: 2.3281, loss: 2.3281, grad_norm: 3.0215 2020-07-29 06:47:13,634 - mmaction - INFO - Saving checkpoint at 20 epochs 2020-07-29 06:52:05,146 - mmaction - INFO - Epoch [21][20/449] lr: 3.987e-02, eta: 3:04:52, time: 14.530, data_time: 13.934, memory: 6183, top1_acc: 0.4404, top5_acc: 0.7167, loss_cls: 2.2916, loss: 2.2916, grad_norm: 3.0789 2020-07-29 06:52:15,793 - mmaction - INFO - Epoch [21][40/449] lr: 3.973e-02, eta: 3:04:13, time: 0.535, data_time: 0.008, memory: 6183, top1_acc: 0.4612, top5_acc: 0.7206, loss_cls: 2.2411, loss: 2.2411, grad_norm: 3.0895 2020-07-29 06:52:26,604 - mmaction - INFO - Epoch [21][60/449] lr: 3.959e-02, eta: 3:03:35, time: 0.539, data_time: 0.006, memory: 6183, top1_acc: 0.4404, top5_acc: 0.7034, loss_cls: 2.3403, loss: 2.3403, grad_norm: 2.9743 2020-07-29 06:52:37,319 - mmaction - INFO - Epoch [21][80/449] lr: 3.945e-02, eta: 3:02:56, time: 0.538, data_time: 0.006, memory: 6183, top1_acc: 0.4284, top5_acc: 0.7057, loss_cls: 2.3558, loss: 2.3558, grad_norm: 3.0338 2020-07-29 06:52:48,150 - mmaction - INFO - Epoch [21][100/449] lr: 3.931e-02, eta: 3:02:18, time: 0.538, data_time: 0.005, memory: 6183, top1_acc: 0.4534, top5_acc: 0.7266, loss_cls: 2.2533, loss: 2.2533, grad_norm: 3.0841 2020-07-29 06:52:58,824 - mmaction - INFO - Epoch [21][120/449] lr: 3.917e-02, eta: 3:01:40, time: 0.536, data_time: 0.007, memory: 6183, top1_acc: 0.4331, top5_acc: 0.7091, loss_cls: 2.3099, loss: 2.3099, grad_norm: 2.9921 2020-07-29 06:53:09,655 - mmaction - INFO - Epoch [21][140/449] lr: 3.903e-02, eta: 3:01:02, time: 0.538, data_time: 0.006, memory: 6183, top1_acc: 0.4393, top5_acc: 0.7109, loss_cls: 2.3084, loss: 2.3084, grad_norm: 3.0686 2020-07-29 06:53:20,415 - mmaction - INFO - Epoch [21][160/449] lr: 3.889e-02, eta: 3:00:24, time: 0.541, data_time: 0.007, memory: 6183, top1_acc: 0.4318, top5_acc: 0.7049, loss_cls: 2.3611, loss: 2.3611, grad_norm: 3.0241 2020-07-29 06:53:31,250 - mmaction - INFO - Epoch [21][180/449] lr: 3.875e-02, eta: 2:59:46, time: 0.540, data_time: 0.006, memory: 6183, top1_acc: 0.4547, top5_acc: 0.7115, loss_cls: 2.2921, loss: 2.2921, grad_norm: 3.0548 2020-07-29 06:53:42,278 - mmaction - INFO - Epoch [21][200/449] lr: 3.861e-02, eta: 2:59:09, time: 0.554, data_time: 0.007, memory: 6183, top1_acc: 0.4500, top5_acc: 0.7135, loss_cls: 2.2870, loss: 2.2870, grad_norm: 3.0120 2020-07-29 06:53:53,672 - mmaction - INFO - Epoch [21][220/449] lr: 3.847e-02, eta: 2:58:32, time: 0.568, data_time: 0.006, memory: 6183, top1_acc: 0.4336, top5_acc: 0.7070, loss_cls: 2.3287, loss: 2.3287, grad_norm: 3.1706 2020-07-29 06:54:05,824 - mmaction - INFO - Epoch [21][240/449] lr: 3.833e-02, eta: 2:57:56, time: 0.609, data_time: 0.005, memory: 6183, top1_acc: 0.4484, top5_acc: 0.7094, loss_cls: 2.2903, loss: 2.2903, grad_norm: 3.0722 2020-07-29 06:54:17,354 - mmaction - INFO - Epoch [21][260/449] lr: 3.819e-02, eta: 2:57:19, time: 0.573, data_time: 0.006, memory: 6183, top1_acc: 0.4339, top5_acc: 0.7086, loss_cls: 2.3238, loss: 2.3238, grad_norm: 3.0974 2020-07-29 06:54:29,544 - mmaction - INFO - Epoch [21][280/449] lr: 3.805e-02, eta: 2:56:43, time: 0.612, data_time: 0.007, memory: 6183, top1_acc: 0.4419, top5_acc: 0.7227, loss_cls: 2.2608, loss: 2.2608, grad_norm: 3.1738 2020-07-29 06:54:41,854 - mmaction - INFO - Epoch [21][300/449] lr: 3.791e-02, eta: 2:56:08, time: 0.615, data_time: 0.006, memory: 6183, top1_acc: 0.4445, top5_acc: 0.7044, loss_cls: 2.3202, loss: 2.3202, grad_norm: 3.1458 2020-07-29 06:54:53,782 - mmaction - INFO - Epoch [21][320/449] lr: 3.777e-02, eta: 2:55:32, time: 0.597, data_time: 0.006, memory: 6183, top1_acc: 0.4398, top5_acc: 0.7138, loss_cls: 2.3087, loss: 2.3087, grad_norm: 3.1232 2020-07-29 06:55:07,446 - mmaction - INFO - Epoch [21][340/449] lr: 3.763e-02, eta: 2:54:58, time: 0.684, data_time: 0.007, memory: 6183, top1_acc: 0.4474, top5_acc: 0.7187, loss_cls: 2.3172, loss: 2.3172, grad_norm: 3.0526 2020-07-29 06:55:19,850 - mmaction - INFO - Epoch [21][360/449] lr: 3.749e-02, eta: 2:54:22, time: 0.620, data_time: 0.003, memory: 6183, top1_acc: 0.4419, top5_acc: 0.7169, loss_cls: 2.2901, loss: 2.2901, grad_norm: 3.0806 2020-07-29 06:55:32,253 - mmaction - INFO - Epoch [21][380/449] lr: 3.735e-02, eta: 2:53:47, time: 0.617, data_time: 0.006, memory: 6183, top1_acc: 0.4469, top5_acc: 0.7156, loss_cls: 2.2707, loss: 2.2707, grad_norm: 3.0892 2020-07-29 06:55:47,208 - mmaction - INFO - Epoch [21][400/449] lr: 3.721e-02, eta: 2:53:14, time: 0.751, data_time: 0.007, memory: 6183, top1_acc: 0.4401, top5_acc: 0.7060, loss_cls: 2.3544, loss: 2.3544, grad_norm: 3.0119 2020-07-29 06:56:01,332 - mmaction - INFO - Epoch [21][420/449] lr: 3.707e-02, eta: 2:52:41, time: 0.705, data_time: 0.006, memory: 6183, top1_acc: 0.4305, top5_acc: 0.6987, loss_cls: 2.3709, loss: 2.3709, grad_norm: 3.0240 2020-07-29 06:56:13,186 - mmaction - INFO - Epoch [21][440/449] lr: 3.693e-02, eta: 2:52:06, time: 0.595, data_time: 0.005, memory: 6183, top1_acc: 0.4482, top5_acc: 0.7115, loss_cls: 2.2575, loss: 2.2575, grad_norm: 3.0251 2020-07-29 06:56:25,229 - mmaction - INFO - Saving checkpoint at 21 epochs 2020-07-29 07:01:08,252 - mmaction - INFO - Epoch [22][20/449] lr: 3.673e-02, eta: 2:55:13, time: 14.103, data_time: 13.437, memory: 6183, top1_acc: 0.4409, top5_acc: 0.7128, loss_cls: 2.2902, loss: 2.2902, grad_norm: 3.1071 2020-07-29 07:01:18,971 - mmaction - INFO - Epoch [22][40/449] lr: 3.659e-02, eta: 2:54:36, time: 0.549, data_time: 0.022, memory: 6183, top1_acc: 0.4643, top5_acc: 0.7417, loss_cls: 2.1814, loss: 2.1814, grad_norm: 3.1092 2020-07-29 07:01:29,679 - mmaction - INFO - Epoch [22][60/449] lr: 3.645e-02, eta: 2:53:59, time: 0.537, data_time: 0.007, memory: 6183, top1_acc: 0.4677, top5_acc: 0.7198, loss_cls: 2.2565, loss: 2.2565, grad_norm: 3.1992 2020-07-29 07:01:40,420 - mmaction - INFO - Epoch [22][80/449] lr: 3.631e-02, eta: 2:53:22, time: 0.536, data_time: 0.007, memory: 6183, top1_acc: 0.4612, top5_acc: 0.7354, loss_cls: 2.1890, loss: 2.1890, grad_norm: 3.1592 2020-07-29 07:01:51,118 - mmaction - INFO - Epoch [22][100/449] lr: 3.617e-02, eta: 2:52:45, time: 0.536, data_time: 0.006, memory: 6183, top1_acc: 0.4581, top5_acc: 0.7138, loss_cls: 2.2618, loss: 2.2618, grad_norm: 3.0773 2020-07-29 07:02:01,981 - mmaction - INFO - Epoch [22][120/449] lr: 3.603e-02, eta: 2:52:08, time: 0.540, data_time: 0.006, memory: 6183, top1_acc: 0.4719, top5_acc: 0.7367, loss_cls: 2.1723, loss: 2.1723, grad_norm: 3.1932 2020-07-29 07:02:12,847 - mmaction - INFO - Epoch [22][140/449] lr: 3.589e-02, eta: 2:51:32, time: 0.546, data_time: 0.007, memory: 6183, top1_acc: 0.4529, top5_acc: 0.7177, loss_cls: 2.2531, loss: 2.2531, grad_norm: 3.1816 2020-07-29 07:02:23,676 - mmaction - INFO - Epoch [22][160/449] lr: 3.575e-02, eta: 2:50:55, time: 0.539, data_time: 0.005, memory: 6183, top1_acc: 0.4544, top5_acc: 0.7185, loss_cls: 2.2684, loss: 2.2684, grad_norm: 3.1787 2020-07-29 07:02:34,399 - mmaction - INFO - Epoch [22][180/449] lr: 3.561e-02, eta: 2:50:19, time: 0.538, data_time: 0.005, memory: 6183, top1_acc: 0.4477, top5_acc: 0.7182, loss_cls: 2.2866, loss: 2.2866, grad_norm: 3.1666 2020-07-29 07:02:45,540 - mmaction - INFO - Epoch [22][200/449] lr: 3.548e-02, eta: 2:49:43, time: 0.557, data_time: 0.006, memory: 6183, top1_acc: 0.4622, top5_acc: 0.7099, loss_cls: 2.2699, loss: 2.2699, grad_norm: 3.0873 2020-07-29 07:02:58,444 - mmaction - INFO - Epoch [22][220/449] lr: 3.534e-02, eta: 2:49:08, time: 0.646, data_time: 0.004, memory: 6183, top1_acc: 0.4430, top5_acc: 0.7177, loss_cls: 2.2714, loss: 2.2714, grad_norm: 3.1606 2020-07-29 07:03:10,594 - mmaction - INFO - Epoch [22][240/449] lr: 3.520e-02, eta: 2:48:33, time: 0.605, data_time: 0.006, memory: 6183, top1_acc: 0.4500, top5_acc: 0.7289, loss_cls: 2.2470, loss: 2.2470, grad_norm: 3.1663 2020-07-29 07:03:23,311 - mmaction - INFO - Epoch [22][260/449] lr: 3.506e-02, eta: 2:47:59, time: 0.637, data_time: 0.006, memory: 6183, top1_acc: 0.4549, top5_acc: 0.7151, loss_cls: 2.2846, loss: 2.2846, grad_norm: 3.1487 2020-07-29 07:03:35,690 - mmaction - INFO - Epoch [22][280/449] lr: 3.492e-02, eta: 2:47:24, time: 0.619, data_time: 0.007, memory: 6183, top1_acc: 0.4458, top5_acc: 0.7206, loss_cls: 2.2882, loss: 2.2882, grad_norm: 3.1859 2020-07-29 07:03:48,601 - mmaction - INFO - Epoch [22][300/449] lr: 3.478e-02, eta: 2:46:50, time: 0.646, data_time: 0.004, memory: 6183, top1_acc: 0.4401, top5_acc: 0.7130, loss_cls: 2.3049, loss: 2.3049, grad_norm: 3.1698 2020-07-29 07:04:02,204 - mmaction - INFO - Epoch [22][320/449] lr: 3.464e-02, eta: 2:46:17, time: 0.678, data_time: 0.006, memory: 6183, top1_acc: 0.4445, top5_acc: 0.7102, loss_cls: 2.3120, loss: 2.3120, grad_norm: 3.2411 2020-07-29 07:04:15,540 - mmaction - INFO - Epoch [22][340/449] lr: 3.450e-02, eta: 2:45:43, time: 0.669, data_time: 0.006, memory: 6183, top1_acc: 0.4607, top5_acc: 0.7279, loss_cls: 2.2084, loss: 2.2084, grad_norm: 3.2209 2020-07-29 07:04:26,919 - mmaction - INFO - Epoch [22][360/449] lr: 3.437e-02, eta: 2:45:08, time: 0.567, data_time: 0.005, memory: 6183, top1_acc: 0.4599, top5_acc: 0.7172, loss_cls: 2.2982, loss: 2.2982, grad_norm: 3.1332 2020-07-29 07:04:40,159 - mmaction - INFO - Epoch [22][380/449] lr: 3.423e-02, eta: 2:44:35, time: 0.663, data_time: 0.006, memory: 6183, top1_acc: 0.4625, top5_acc: 0.7393, loss_cls: 2.1870, loss: 2.1870, grad_norm: 3.1996 2020-07-29 07:04:53,020 - mmaction - INFO - Epoch [22][400/449] lr: 3.409e-02, eta: 2:44:01, time: 0.641, data_time: 0.007, memory: 6183, top1_acc: 0.4617, top5_acc: 0.7240, loss_cls: 2.1986, loss: 2.1986, grad_norm: 3.2336 2020-07-29 07:05:06,604 - mmaction - INFO - Epoch [22][420/449] lr: 3.395e-02, eta: 2:43:28, time: 0.682, data_time: 0.007, memory: 6183, top1_acc: 0.4492, top5_acc: 0.7247, loss_cls: 2.2564, loss: 2.2564, grad_norm: 3.1629 2020-07-29 07:05:18,953 - mmaction - INFO - Epoch [22][440/449] lr: 3.381e-02, eta: 2:42:54, time: 0.616, data_time: 0.007, memory: 6183, top1_acc: 0.4586, top5_acc: 0.7187, loss_cls: 2.2699, loss: 2.2699, grad_norm: 3.2420 2020-07-29 07:05:31,142 - mmaction - INFO - Saving checkpoint at 22 epochs 2020-07-29 07:10:27,553 - mmaction - INFO - Epoch [23][20/449] lr: 3.361e-02, eta: 2:45:51, time: 14.711, data_time: 13.465, memory: 6183, top1_acc: 0.4388, top5_acc: 0.7112, loss_cls: 2.3209, loss: 2.3209, grad_norm: 3.4702 2020-07-29 07:10:38,299 - mmaction - INFO - Epoch [23][40/449] lr: 3.347e-02, eta: 2:45:15, time: 0.546, data_time: 0.011, memory: 6183, top1_acc: 0.4349, top5_acc: 0.7122, loss_cls: 2.3487, loss: 2.3487, grad_norm: 3.4382 2020-07-29 07:10:49,058 - mmaction - INFO - Epoch [23][60/449] lr: 3.334e-02, eta: 2:44:39, time: 0.537, data_time: 0.006, memory: 6183, top1_acc: 0.4508, top5_acc: 0.7185, loss_cls: 2.2669, loss: 2.2669, grad_norm: 3.2588 2020-07-29 07:10:59,829 - mmaction - INFO - Epoch [23][80/449] lr: 3.320e-02, eta: 2:44:03, time: 0.540, data_time: 0.006, memory: 6183, top1_acc: 0.4547, top5_acc: 0.7229, loss_cls: 2.2541, loss: 2.2541, grad_norm: 3.2890 2020-07-29 07:11:10,532 - mmaction - INFO - Epoch [23][100/449] lr: 3.306e-02, eta: 2:43:27, time: 0.533, data_time: 0.006, memory: 6183, top1_acc: 0.4453, top5_acc: 0.7167, loss_cls: 2.2840, loss: 2.2840, grad_norm: 3.2212 2020-07-29 07:11:21,297 - mmaction - INFO - Epoch [23][120/449] lr: 3.292e-02, eta: 2:42:52, time: 0.540, data_time: 0.006, memory: 6183, top1_acc: 0.4654, top5_acc: 0.7174, loss_cls: 2.2329, loss: 2.2329, grad_norm: 3.2815 2020-07-29 07:11:32,140 - mmaction - INFO - Epoch [23][140/449] lr: 3.278e-02, eta: 2:42:16, time: 0.541, data_time: 0.006, memory: 6183, top1_acc: 0.4599, top5_acc: 0.7312, loss_cls: 2.2406, loss: 2.2406, grad_norm: 3.2766 2020-07-29 07:11:42,935 - mmaction - INFO - Epoch [23][160/449] lr: 3.265e-02, eta: 2:41:41, time: 0.541, data_time: 0.006, memory: 6183, top1_acc: 0.4672, top5_acc: 0.7385, loss_cls: 2.1802, loss: 2.1802, grad_norm: 3.2303 2020-07-29 07:11:54,046 - mmaction - INFO - Epoch [23][180/449] lr: 3.251e-02, eta: 2:41:06, time: 0.553, data_time: 0.007, memory: 6183, top1_acc: 0.4661, top5_acc: 0.7141, loss_cls: 2.2252, loss: 2.2252, grad_norm: 3.1885 2020-07-29 07:12:05,618 - mmaction - INFO - Epoch [23][200/449] lr: 3.237e-02, eta: 2:40:31, time: 0.582, data_time: 0.007, memory: 6183, top1_acc: 0.4617, top5_acc: 0.7237, loss_cls: 2.2280, loss: 2.2280, grad_norm: 3.2562 2020-07-29 07:12:18,347 - mmaction - INFO - Epoch [23][220/449] lr: 3.223e-02, eta: 2:39:58, time: 0.635, data_time: 0.005, memory: 6183, top1_acc: 0.4661, top5_acc: 0.7190, loss_cls: 2.2225, loss: 2.2225, grad_norm: 3.1940 2020-07-29 07:12:30,327 - mmaction - INFO - Epoch [23][240/449] lr: 3.210e-02, eta: 2:39:24, time: 0.600, data_time: 0.005, memory: 6183, top1_acc: 0.4633, top5_acc: 0.7255, loss_cls: 2.2258, loss: 2.2258, grad_norm: 3.2841 2020-07-29 07:12:42,699 - mmaction - INFO - Epoch [23][260/449] lr: 3.196e-02, eta: 2:38:50, time: 0.617, data_time: 0.007, memory: 6183, top1_acc: 0.4602, top5_acc: 0.7177, loss_cls: 2.2335, loss: 2.2335, grad_norm: 3.2540 2020-07-29 07:12:54,943 - mmaction - INFO - Epoch [23][280/449] lr: 3.182e-02, eta: 2:38:16, time: 0.614, data_time: 0.006, memory: 6183, top1_acc: 0.4789, top5_acc: 0.7307, loss_cls: 2.1914, loss: 2.1914, grad_norm: 3.2991 2020-07-29 07:13:07,171 - mmaction - INFO - Epoch [23][300/449] lr: 3.169e-02, eta: 2:37:43, time: 0.611, data_time: 0.007, memory: 6183, top1_acc: 0.4656, top5_acc: 0.7193, loss_cls: 2.2284, loss: 2.2284, grad_norm: 3.2772 2020-07-29 07:13:20,997 - mmaction - INFO - Epoch [23][320/449] lr: 3.155e-02, eta: 2:37:11, time: 0.692, data_time: 0.005, memory: 6183, top1_acc: 0.4500, top5_acc: 0.7180, loss_cls: 2.2720, loss: 2.2720, grad_norm: 3.2944 2020-07-29 07:13:33,368 - mmaction - INFO - Epoch [23][340/449] lr: 3.141e-02, eta: 2:36:37, time: 0.617, data_time: 0.005, memory: 6183, top1_acc: 0.4742, top5_acc: 0.7271, loss_cls: 2.1988, loss: 2.1988, grad_norm: 3.2246 2020-07-29 07:13:46,910 - mmaction - INFO - Epoch [23][360/449] lr: 3.128e-02, eta: 2:36:05, time: 0.679, data_time: 0.005, memory: 6183, top1_acc: 0.4659, top5_acc: 0.7279, loss_cls: 2.2112, loss: 2.2112, grad_norm: 3.2605 2020-07-29 07:13:59,295 - mmaction - INFO - Epoch [23][380/449] lr: 3.114e-02, eta: 2:35:32, time: 0.617, data_time: 0.007, memory: 6183, top1_acc: 0.4664, top5_acc: 0.7253, loss_cls: 2.1977, loss: 2.1977, grad_norm: 3.2431 2020-07-29 07:14:12,955 - mmaction - INFO - Epoch [23][400/449] lr: 3.100e-02, eta: 2:35:00, time: 0.684, data_time: 0.006, memory: 6183, top1_acc: 0.4753, top5_acc: 0.7357, loss_cls: 2.1686, loss: 2.1686, grad_norm: 3.2969 2020-07-29 07:14:27,870 - mmaction - INFO - Epoch [23][420/449] lr: 3.087e-02, eta: 2:34:28, time: 0.745, data_time: 0.006, memory: 6183, top1_acc: 0.4656, top5_acc: 0.7336, loss_cls: 2.1931, loss: 2.1931, grad_norm: 3.3622 2020-07-29 07:14:42,278 - mmaction - INFO - Epoch [23][440/449] lr: 3.073e-02, eta: 2:33:57, time: 0.721, data_time: 0.004, memory: 6183, top1_acc: 0.4719, top5_acc: 0.7305, loss_cls: 2.1760, loss: 2.1760, grad_norm: 3.2258 2020-07-29 07:14:54,026 - mmaction - INFO - Saving checkpoint at 23 epochs 2020-07-29 07:19:28,478 - mmaction - INFO - Epoch [24][20/449] lr: 3.053e-02, eta: 2:36:17, time: 13.661, data_time: 13.067, memory: 6183, top1_acc: 0.4706, top5_acc: 0.7349, loss_cls: 2.1838, loss: 2.1838, grad_norm: 3.2727 2020-07-29 07:19:39,228 - mmaction - INFO - Epoch [24][40/449] lr: 3.040e-02, eta: 2:35:42, time: 0.539, data_time: 0.010, memory: 6183, top1_acc: 0.4682, top5_acc: 0.7336, loss_cls: 2.1761, loss: 2.1761, grad_norm: 3.3237 2020-07-29 07:19:49,995 - mmaction - INFO - Epoch [24][60/449] lr: 3.026e-02, eta: 2:35:08, time: 0.541, data_time: 0.007, memory: 6183, top1_acc: 0.4747, top5_acc: 0.7466, loss_cls: 2.1580, loss: 2.1580, grad_norm: 3.2521 2020-07-29 07:20:00,773 - mmaction - INFO - Epoch [24][80/449] lr: 3.013e-02, eta: 2:34:33, time: 0.536, data_time: 0.006, memory: 6183, top1_acc: 0.4823, top5_acc: 0.7380, loss_cls: 2.1510, loss: 2.1510, grad_norm: 3.3242 2020-07-29 07:20:12,218 - mmaction - INFO - Epoch [24][100/449] lr: 2.999e-02, eta: 2:33:59, time: 0.575, data_time: 0.007, memory: 6183, top1_acc: 0.5034, top5_acc: 0.7562, loss_cls: 2.0382, loss: 2.0382, grad_norm: 3.3028 2020-07-29 07:20:23,139 - mmaction - INFO - Epoch [24][120/449] lr: 2.985e-02, eta: 2:33:25, time: 0.542, data_time: 0.005, memory: 6183, top1_acc: 0.4768, top5_acc: 0.7424, loss_cls: 2.1376, loss: 2.1376, grad_norm: 3.2998 2020-07-29 07:20:34,008 - mmaction - INFO - Epoch [24][140/449] lr: 2.972e-02, eta: 2:32:50, time: 0.547, data_time: 0.008, memory: 6183, top1_acc: 0.4865, top5_acc: 0.7453, loss_cls: 2.1127, loss: 2.1127, grad_norm: 3.1982 2020-07-29 07:20:44,815 - mmaction - INFO - Epoch [24][160/449] lr: 2.958e-02, eta: 2:32:16, time: 0.539, data_time: 0.007, memory: 6183, top1_acc: 0.4906, top5_acc: 0.7484, loss_cls: 2.0826, loss: 2.0826, grad_norm: 3.3095 2020-07-29 07:20:55,586 - mmaction - INFO - Epoch [24][180/449] lr: 2.945e-02, eta: 2:31:42, time: 0.541, data_time: 0.005, memory: 6183, top1_acc: 0.4802, top5_acc: 0.7346, loss_cls: 2.1648, loss: 2.1648, grad_norm: 3.3518 2020-07-29 07:21:06,770 - mmaction - INFO - Epoch [24][200/449] lr: 2.931e-02, eta: 2:31:08, time: 0.557, data_time: 0.006, memory: 6183, top1_acc: 0.4779, top5_acc: 0.7443, loss_cls: 2.1197, loss: 2.1197, grad_norm: 3.3890 2020-07-29 07:21:17,941 - mmaction - INFO - Epoch [24][220/449] lr: 2.918e-02, eta: 2:30:35, time: 0.560, data_time: 0.006, memory: 6183, top1_acc: 0.4685, top5_acc: 0.7404, loss_cls: 2.1496, loss: 2.1496, grad_norm: 3.4384 2020-07-29 07:21:30,607 - mmaction - INFO - Epoch [24][240/449] lr: 2.904e-02, eta: 2:30:02, time: 0.632, data_time: 0.007, memory: 6183, top1_acc: 0.4786, top5_acc: 0.7346, loss_cls: 2.1759, loss: 2.1759, grad_norm: 3.3252 2020-07-29 07:21:42,239 - mmaction - INFO - Epoch [24][260/449] lr: 2.891e-02, eta: 2:29:29, time: 0.584, data_time: 0.006, memory: 6183, top1_acc: 0.4789, top5_acc: 0.7383, loss_cls: 2.1446, loss: 2.1446, grad_norm: 3.3394 2020-07-29 07:21:55,267 - mmaction - INFO - Epoch [24][280/449] lr: 2.878e-02, eta: 2:28:57, time: 0.647, data_time: 0.005, memory: 6183, top1_acc: 0.4794, top5_acc: 0.7482, loss_cls: 2.1031, loss: 2.1031, grad_norm: 3.2702 2020-07-29 07:22:07,290 - mmaction - INFO - Epoch [24][300/449] lr: 2.864e-02, eta: 2:28:24, time: 0.605, data_time: 0.007, memory: 6183, top1_acc: 0.4729, top5_acc: 0.7224, loss_cls: 2.1879, loss: 2.1879, grad_norm: 3.3181 2020-07-29 07:22:21,222 - mmaction - INFO - Epoch [24][320/449] lr: 2.851e-02, eta: 2:27:52, time: 0.694, data_time: 0.006, memory: 6183, top1_acc: 0.4620, top5_acc: 0.7331, loss_cls: 2.1848, loss: 2.1848, grad_norm: 3.3707 2020-07-29 07:22:33,671 - mmaction - INFO - Epoch [24][340/449] lr: 2.837e-02, eta: 2:27:20, time: 0.625, data_time: 0.007, memory: 6183, top1_acc: 0.4792, top5_acc: 0.7445, loss_cls: 2.1411, loss: 2.1411, grad_norm: 3.4041 2020-07-29 07:22:47,166 - mmaction - INFO - Epoch [24][360/449] lr: 2.824e-02, eta: 2:26:49, time: 0.673, data_time: 0.006, memory: 6183, top1_acc: 0.4724, top5_acc: 0.7427, loss_cls: 2.1722, loss: 2.1722, grad_norm: 3.4101 2020-07-29 07:23:00,286 - mmaction - INFO - Epoch [24][380/449] lr: 2.811e-02, eta: 2:26:17, time: 0.658, data_time: 0.005, memory: 6183, top1_acc: 0.4849, top5_acc: 0.7529, loss_cls: 2.1023, loss: 2.1023, grad_norm: 3.3860 2020-07-29 07:23:14,220 - mmaction - INFO - Epoch [24][400/449] lr: 2.797e-02, eta: 2:25:46, time: 0.693, data_time: 0.006, memory: 6183, top1_acc: 0.4768, top5_acc: 0.7372, loss_cls: 2.1345, loss: 2.1345, grad_norm: 3.3362 2020-07-29 07:23:28,308 - mmaction - INFO - Epoch [24][420/449] lr: 2.784e-02, eta: 2:25:15, time: 0.708, data_time: 0.007, memory: 6183, top1_acc: 0.4836, top5_acc: 0.7510, loss_cls: 2.1028, loss: 2.1028, grad_norm: 3.3747 2020-07-29 07:23:42,019 - mmaction - INFO - Epoch [24][440/449] lr: 2.771e-02, eta: 2:24:44, time: 0.685, data_time: 0.006, memory: 6183, top1_acc: 0.4867, top5_acc: 0.7482, loss_cls: 2.1134, loss: 2.1134, grad_norm: 3.4053 2020-07-29 07:23:53,667 - mmaction - INFO - Saving checkpoint at 24 epochs 2020-07-29 07:28:39,977 - mmaction - INFO - Epoch [25][20/449] lr: 2.751e-02, eta: 2:26:55, time: 14.259, data_time: 13.667, memory: 6183, top1_acc: 0.4794, top5_acc: 0.7422, loss_cls: 2.1304, loss: 2.1304, grad_norm: 3.2958 2020-07-29 07:28:50,763 - mmaction - INFO - Epoch [25][40/449] lr: 2.738e-02, eta: 2:26:21, time: 0.545, data_time: 0.014, memory: 6183, top1_acc: 0.4911, top5_acc: 0.7568, loss_cls: 2.0527, loss: 2.0527, grad_norm: 3.4060 2020-07-29 07:29:01,379 - mmaction - INFO - Epoch [25][60/449] lr: 2.725e-02, eta: 2:25:47, time: 0.532, data_time: 0.005, memory: 6183, top1_acc: 0.4836, top5_acc: 0.7497, loss_cls: 2.1058, loss: 2.1058, grad_norm: 3.3785 2020-07-29 07:29:12,215 - mmaction - INFO - Epoch [25][80/449] lr: 2.711e-02, eta: 2:25:14, time: 0.538, data_time: 0.006, memory: 6183, top1_acc: 0.4971, top5_acc: 0.7471, loss_cls: 2.0734, loss: 2.0734, grad_norm: 3.4397 2020-07-29 07:29:22,833 - mmaction - INFO - Epoch [25][100/449] lr: 2.698e-02, eta: 2:24:40, time: 0.534, data_time: 0.007, memory: 6183, top1_acc: 0.4836, top5_acc: 0.7565, loss_cls: 2.0543, loss: 2.0543, grad_norm: 3.4307 2020-07-29 07:29:33,684 - mmaction - INFO - Epoch [25][120/449] lr: 2.685e-02, eta: 2:24:07, time: 0.542, data_time: 0.007, memory: 6183, top1_acc: 0.5003, top5_acc: 0.7594, loss_cls: 2.0212, loss: 2.0212, grad_norm: 3.5598 2020-07-29 07:29:44,449 - mmaction - INFO - Epoch [25][140/449] lr: 2.672e-02, eta: 2:23:33, time: 0.539, data_time: 0.006, memory: 6183, top1_acc: 0.5034, top5_acc: 0.7594, loss_cls: 2.0419, loss: 2.0419, grad_norm: 3.5178 2020-07-29 07:29:55,324 - mmaction - INFO - Epoch [25][160/449] lr: 2.659e-02, eta: 2:23:00, time: 0.543, data_time: 0.007, memory: 6183, top1_acc: 0.5031, top5_acc: 0.7526, loss_cls: 2.0215, loss: 2.0215, grad_norm: 3.4446 2020-07-29 07:30:06,918 - mmaction - INFO - Epoch [25][180/449] lr: 2.645e-02, eta: 2:22:28, time: 0.581, data_time: 0.004, memory: 6183, top1_acc: 0.4805, top5_acc: 0.7456, loss_cls: 2.1095, loss: 2.1095, grad_norm: 3.4983 2020-07-29 07:30:17,831 - mmaction - INFO - Epoch [25][200/449] lr: 2.632e-02, eta: 2:21:55, time: 0.546, data_time: 0.007, memory: 6183, top1_acc: 0.4966, top5_acc: 0.7477, loss_cls: 2.0555, loss: 2.0555, grad_norm: 3.4023 2020-07-29 07:30:30,822 - mmaction - INFO - Epoch [25][220/449] lr: 2.619e-02, eta: 2:21:23, time: 0.650, data_time: 0.004, memory: 6183, top1_acc: 0.5018, top5_acc: 0.7534, loss_cls: 2.0789, loss: 2.0789, grad_norm: 3.4312 2020-07-29 07:30:42,264 - mmaction - INFO - Epoch [25][240/449] lr: 2.606e-02, eta: 2:20:50, time: 0.569, data_time: 0.005, memory: 6183, top1_acc: 0.4839, top5_acc: 0.7508, loss_cls: 2.1220, loss: 2.1220, grad_norm: 3.5348 2020-07-29 07:30:55,360 - mmaction - INFO - Epoch [25][260/449] lr: 2.593e-02, eta: 2:20:19, time: 0.658, data_time: 0.007, memory: 6183, top1_acc: 0.4831, top5_acc: 0.7424, loss_cls: 2.1147, loss: 2.1147, grad_norm: 3.4443 2020-07-29 07:31:08,309 - mmaction - INFO - Epoch [25][280/449] lr: 2.580e-02, eta: 2:19:48, time: 0.645, data_time: 0.006, memory: 6183, top1_acc: 0.4984, top5_acc: 0.7648, loss_cls: 2.0121, loss: 2.0121, grad_norm: 3.4015 2020-07-29 07:31:20,921 - mmaction - INFO - Epoch [25][300/449] lr: 2.567e-02, eta: 2:19:16, time: 0.632, data_time: 0.006, memory: 6183, top1_acc: 0.4898, top5_acc: 0.7526, loss_cls: 2.0708, loss: 2.0708, grad_norm: 3.5187 2020-07-29 07:31:32,530 - mmaction - INFO - Epoch [25][320/449] lr: 2.554e-02, eta: 2:18:44, time: 0.579, data_time: 0.006, memory: 6183, top1_acc: 0.4862, top5_acc: 0.7474, loss_cls: 2.0708, loss: 2.0708, grad_norm: 3.5140 2020-07-29 07:31:45,181 - mmaction - INFO - Epoch [25][340/449] lr: 2.541e-02, eta: 2:18:13, time: 0.634, data_time: 0.005, memory: 6183, top1_acc: 0.4971, top5_acc: 0.7604, loss_cls: 2.0456, loss: 2.0456, grad_norm: 3.4624 2020-07-29 07:31:57,205 - mmaction - INFO - Epoch [25][360/449] lr: 2.528e-02, eta: 2:17:41, time: 0.602, data_time: 0.006, memory: 6183, top1_acc: 0.4883, top5_acc: 0.7451, loss_cls: 2.0915, loss: 2.0915, grad_norm: 3.4349 2020-07-29 07:32:09,685 - mmaction - INFO - Epoch [25][380/449] lr: 2.515e-02, eta: 2:17:09, time: 0.624, data_time: 0.003, memory: 6183, top1_acc: 0.5042, top5_acc: 0.7638, loss_cls: 2.0045, loss: 2.0045, grad_norm: 3.4813 2020-07-29 07:32:22,337 - mmaction - INFO - Epoch [25][400/449] lr: 2.502e-02, eta: 2:16:38, time: 0.631, data_time: 0.006, memory: 6183, top1_acc: 0.5177, top5_acc: 0.7753, loss_cls: 1.9868, loss: 1.9868, grad_norm: 3.4843 2020-07-29 07:32:36,049 - mmaction - INFO - Epoch [25][420/449] lr: 2.489e-02, eta: 2:16:08, time: 0.687, data_time: 0.005, memory: 6183, top1_acc: 0.4951, top5_acc: 0.7482, loss_cls: 2.0793, loss: 2.0793, grad_norm: 3.4780 2020-07-29 07:32:48,215 - mmaction - INFO - Epoch [25][440/449] lr: 2.476e-02, eta: 2:15:36, time: 0.608, data_time: 0.002, memory: 6183, top1_acc: 0.4930, top5_acc: 0.7630, loss_cls: 2.0376, loss: 2.0376, grad_norm: 3.3949 2020-07-29 07:33:00,681 - mmaction - INFO - Saving checkpoint at 25 epochs 2020-07-29 07:37:42,821 - mmaction - INFO - Epoch [26][20/449] lr: 2.457e-02, eta: 2:17:28, time: 14.037, data_time: 13.413, memory: 6183, top1_acc: 0.5089, top5_acc: 0.7708, loss_cls: 1.9910, loss: 1.9910, grad_norm: 3.4055 2020-07-29 07:37:53,681 - mmaction - INFO - Epoch [26][40/449] lr: 2.444e-02, eta: 2:16:56, time: 0.550, data_time: 0.016, memory: 6183, top1_acc: 0.5016, top5_acc: 0.7635, loss_cls: 1.9865, loss: 1.9865, grad_norm: 3.4778 2020-07-29 07:38:04,396 - mmaction - INFO - Epoch [26][60/449] lr: 2.431e-02, eta: 2:16:23, time: 0.539, data_time: 0.006, memory: 6183, top1_acc: 0.5115, top5_acc: 0.7654, loss_cls: 1.9839, loss: 1.9839, grad_norm: 3.5676 2020-07-29 07:38:15,160 - mmaction - INFO - Epoch [26][80/449] lr: 2.418e-02, eta: 2:15:50, time: 0.535, data_time: 0.006, memory: 6183, top1_acc: 0.5094, top5_acc: 0.7755, loss_cls: 1.9401, loss: 1.9401, grad_norm: 3.6241 2020-07-29 07:38:25,876 - mmaction - INFO - Epoch [26][100/449] lr: 2.406e-02, eta: 2:15:18, time: 0.537, data_time: 0.006, memory: 6183, top1_acc: 0.5133, top5_acc: 0.7667, loss_cls: 1.9930, loss: 1.9930, grad_norm: 3.5021 2020-07-29 07:38:36,673 - mmaction - INFO - Epoch [26][120/449] lr: 2.393e-02, eta: 2:14:45, time: 0.539, data_time: 0.007, memory: 6183, top1_acc: 0.5008, top5_acc: 0.7534, loss_cls: 2.0448, loss: 2.0448, grad_norm: 3.5584 2020-07-29 07:38:47,400 - mmaction - INFO - Epoch [26][140/449] lr: 2.380e-02, eta: 2:14:13, time: 0.538, data_time: 0.005, memory: 6183, top1_acc: 0.5049, top5_acc: 0.7589, loss_cls: 2.0338, loss: 2.0338, grad_norm: 3.5758 2020-07-29 07:38:58,307 - mmaction - INFO - Epoch [26][160/449] lr: 2.367e-02, eta: 2:13:41, time: 0.542, data_time: 0.006, memory: 6183, top1_acc: 0.5063, top5_acc: 0.7617, loss_cls: 2.0048, loss: 2.0048, grad_norm: 3.4789 2020-07-29 07:39:09,281 - mmaction - INFO - Epoch [26][180/449] lr: 2.354e-02, eta: 2:13:08, time: 0.552, data_time: 0.008, memory: 6183, top1_acc: 0.5135, top5_acc: 0.7589, loss_cls: 2.0120, loss: 2.0120, grad_norm: 3.5579 2020-07-29 07:39:20,195 - mmaction - INFO - Epoch [26][200/449] lr: 2.342e-02, eta: 2:12:36, time: 0.543, data_time: 0.006, memory: 6183, top1_acc: 0.4922, top5_acc: 0.7458, loss_cls: 2.0670, loss: 2.0670, grad_norm: 3.6274 2020-07-29 07:39:31,562 - mmaction - INFO - Epoch [26][220/449] lr: 2.329e-02, eta: 2:12:05, time: 0.570, data_time: 0.006, memory: 6183, top1_acc: 0.5120, top5_acc: 0.7734, loss_cls: 1.9789, loss: 1.9789, grad_norm: 3.5628 2020-07-29 07:39:43,760 - mmaction - INFO - Epoch [26][240/449] lr: 2.316e-02, eta: 2:11:33, time: 0.610, data_time: 0.006, memory: 6183, top1_acc: 0.5122, top5_acc: 0.7576, loss_cls: 2.0181, loss: 2.0181, grad_norm: 3.5791 2020-07-29 07:39:56,226 - mmaction - INFO - Epoch [26][260/449] lr: 2.303e-02, eta: 2:11:02, time: 0.623, data_time: 0.004, memory: 6183, top1_acc: 0.5091, top5_acc: 0.7557, loss_cls: 2.0060, loss: 2.0060, grad_norm: 3.6036 2020-07-29 07:40:10,053 - mmaction - INFO - Epoch [26][280/449] lr: 2.291e-02, eta: 2:10:32, time: 0.689, data_time: 0.005, memory: 6183, top1_acc: 0.5073, top5_acc: 0.7633, loss_cls: 2.0037, loss: 2.0037, grad_norm: 3.5349 2020-07-29 07:40:23,130 - mmaction - INFO - Epoch [26][300/449] lr: 2.278e-02, eta: 2:10:02, time: 0.657, data_time: 0.005, memory: 6183, top1_acc: 0.4969, top5_acc: 0.7555, loss_cls: 2.0472, loss: 2.0472, grad_norm: 3.6234 2020-07-29 07:40:37,551 - mmaction - INFO - Epoch [26][320/449] lr: 2.266e-02, eta: 2:09:32, time: 0.719, data_time: 0.005, memory: 6183, top1_acc: 0.5023, top5_acc: 0.7581, loss_cls: 2.0084, loss: 2.0084, grad_norm: 3.5413 2020-07-29 07:40:49,426 - mmaction - INFO - Epoch [26][340/449] lr: 2.253e-02, eta: 2:09:01, time: 0.596, data_time: 0.005, memory: 6183, top1_acc: 0.5167, top5_acc: 0.7615, loss_cls: 1.9928, loss: 1.9928, grad_norm: 3.5753 2020-07-29 07:41:01,593 - mmaction - INFO - Epoch [26][360/449] lr: 2.240e-02, eta: 2:08:30, time: 0.605, data_time: 0.005, memory: 6183, top1_acc: 0.5042, top5_acc: 0.7596, loss_cls: 1.9945, loss: 1.9945, grad_norm: 3.5465 2020-07-29 07:41:14,647 - mmaction - INFO - Epoch [26][380/449] lr: 2.228e-02, eta: 2:08:00, time: 0.655, data_time: 0.006, memory: 6183, top1_acc: 0.5221, top5_acc: 0.7698, loss_cls: 1.9548, loss: 1.9548, grad_norm: 3.5285 2020-07-29 07:41:27,025 - mmaction - INFO - Epoch [26][400/449] lr: 2.215e-02, eta: 2:07:29, time: 0.617, data_time: 0.006, memory: 6183, top1_acc: 0.5029, top5_acc: 0.7674, loss_cls: 1.9995, loss: 1.9995, grad_norm: 3.5616 2020-07-29 07:41:40,620 - mmaction - INFO - Epoch [26][420/449] lr: 2.203e-02, eta: 2:06:59, time: 0.682, data_time: 0.006, memory: 6183, top1_acc: 0.5039, top5_acc: 0.7591, loss_cls: 1.9960, loss: 1.9960, grad_norm: 3.5821 2020-07-29 07:41:54,699 - mmaction - INFO - Epoch [26][440/449] lr: 2.190e-02, eta: 2:06:30, time: 0.702, data_time: 0.006, memory: 6183, top1_acc: 0.5081, top5_acc: 0.7674, loss_cls: 1.9885, loss: 1.9885, grad_norm: 3.5902 2020-07-29 07:42:05,391 - mmaction - INFO - Saving checkpoint at 26 epochs 2020-07-29 07:46:52,054 - mmaction - INFO - Epoch [27][20/449] lr: 2.172e-02, eta: 2:08:09, time: 14.238, data_time: 13.625, memory: 6183, top1_acc: 0.5177, top5_acc: 0.7685, loss_cls: 1.9771, loss: 1.9771, grad_norm: 3.5506 2020-07-29 07:47:02,935 - mmaction - INFO - Epoch [27][40/449] lr: 2.160e-02, eta: 2:07:37, time: 0.545, data_time: 0.011, memory: 6183, top1_acc: 0.5096, top5_acc: 0.7698, loss_cls: 1.9688, loss: 1.9688, grad_norm: 3.7067 2020-07-29 07:47:13,548 - mmaction - INFO - Epoch [27][60/449] lr: 2.147e-02, eta: 2:07:05, time: 0.533, data_time: 0.007, memory: 6183, top1_acc: 0.5292, top5_acc: 0.7839, loss_cls: 1.8988, loss: 1.8988, grad_norm: 3.6884 2020-07-29 07:47:24,392 - mmaction - INFO - Epoch [27][80/449] lr: 2.135e-02, eta: 2:06:33, time: 0.539, data_time: 0.006, memory: 6183, top1_acc: 0.5206, top5_acc: 0.7711, loss_cls: 1.9446, loss: 1.9446, grad_norm: 3.7227 2020-07-29 07:47:35,054 - mmaction - INFO - Epoch [27][100/449] lr: 2.123e-02, eta: 2:06:02, time: 0.536, data_time: 0.008, memory: 6183, top1_acc: 0.5424, top5_acc: 0.7797, loss_cls: 1.8806, loss: 1.8806, grad_norm: 3.6402 2020-07-29 07:47:45,865 - mmaction - INFO - Epoch [27][120/449] lr: 2.110e-02, eta: 2:05:30, time: 0.539, data_time: 0.006, memory: 6183, top1_acc: 0.5229, top5_acc: 0.7698, loss_cls: 1.9523, loss: 1.9523, grad_norm: 3.7948 2020-07-29 07:47:56,774 - mmaction - INFO - Epoch [27][140/449] lr: 2.098e-02, eta: 2:04:59, time: 0.547, data_time: 0.006, memory: 6183, top1_acc: 0.5273, top5_acc: 0.7721, loss_cls: 1.9305, loss: 1.9305, grad_norm: 3.6531 2020-07-29 07:48:07,521 - mmaction - INFO - Epoch [27][160/449] lr: 2.086e-02, eta: 2:04:27, time: 0.537, data_time: 0.003, memory: 6183, top1_acc: 0.5221, top5_acc: 0.7781, loss_cls: 1.9374, loss: 1.9374, grad_norm: 3.6311 2020-07-29 07:48:19,113 - mmaction - INFO - Epoch [27][180/449] lr: 2.073e-02, eta: 2:03:56, time: 0.579, data_time: 0.006, memory: 6183, top1_acc: 0.5188, top5_acc: 0.7799, loss_cls: 1.9266, loss: 1.9266, grad_norm: 3.7207 2020-07-29 07:48:31,364 - mmaction - INFO - Epoch [27][200/449] lr: 2.061e-02, eta: 2:03:26, time: 0.613, data_time: 0.004, memory: 6183, top1_acc: 0.5214, top5_acc: 0.7763, loss_cls: 1.9228, loss: 1.9228, grad_norm: 3.6826 2020-07-29 07:48:43,301 - mmaction - INFO - Epoch [27][220/449] lr: 2.049e-02, eta: 2:02:55, time: 0.594, data_time: 0.006, memory: 6183, top1_acc: 0.5172, top5_acc: 0.7589, loss_cls: 2.0130, loss: 2.0130, grad_norm: 3.6855 2020-07-29 07:48:55,466 - mmaction - INFO - Epoch [27][240/449] lr: 2.037e-02, eta: 2:02:24, time: 0.612, data_time: 0.007, memory: 6183, top1_acc: 0.5169, top5_acc: 0.7641, loss_cls: 1.9837, loss: 1.9837, grad_norm: 3.5423 2020-07-29 07:49:09,300 - mmaction - INFO - Epoch [27][260/449] lr: 2.024e-02, eta: 2:01:55, time: 0.689, data_time: 0.006, memory: 6183, top1_acc: 0.5227, top5_acc: 0.7742, loss_cls: 1.9218, loss: 1.9218, grad_norm: 3.6893 2020-07-29 07:49:21,695 - mmaction - INFO - Epoch [27][280/449] lr: 2.012e-02, eta: 2:01:25, time: 0.622, data_time: 0.007, memory: 6183, top1_acc: 0.5281, top5_acc: 0.7839, loss_cls: 1.8979, loss: 1.8979, grad_norm: 3.7108 2020-07-29 07:49:34,251 - mmaction - INFO - Epoch [27][300/449] lr: 2.000e-02, eta: 2:00:54, time: 0.625, data_time: 0.006, memory: 6183, top1_acc: 0.5026, top5_acc: 0.7693, loss_cls: 2.0103, loss: 2.0103, grad_norm: 3.7274 2020-07-29 07:49:48,551 - mmaction - INFO - Epoch [27][320/449] lr: 1.988e-02, eta: 2:00:25, time: 0.718, data_time: 0.007, memory: 6183, top1_acc: 0.5156, top5_acc: 0.7732, loss_cls: 1.9507, loss: 1.9507, grad_norm: 3.6266 2020-07-29 07:50:01,233 - mmaction - INFO - Epoch [27][340/449] lr: 1.976e-02, eta: 1:59:55, time: 0.632, data_time: 0.006, memory: 6183, top1_acc: 0.5172, top5_acc: 0.7740, loss_cls: 1.9775, loss: 1.9775, grad_norm: 3.7089 2020-07-29 07:50:14,770 - mmaction - INFO - Epoch [27][360/449] lr: 1.964e-02, eta: 1:59:26, time: 0.679, data_time: 0.006, memory: 6183, top1_acc: 0.5318, top5_acc: 0.7854, loss_cls: 1.8933, loss: 1.8933, grad_norm: 3.6820 2020-07-29 07:50:29,005 - mmaction - INFO - Epoch [27][380/449] lr: 1.952e-02, eta: 1:58:57, time: 0.712, data_time: 0.007, memory: 6183, top1_acc: 0.5154, top5_acc: 0.7664, loss_cls: 1.9660, loss: 1.9660, grad_norm: 3.7228 2020-07-29 07:50:42,116 - mmaction - INFO - Epoch [27][400/449] lr: 1.940e-02, eta: 1:58:27, time: 0.656, data_time: 0.004, memory: 6183, top1_acc: 0.5247, top5_acc: 0.7779, loss_cls: 1.9147, loss: 1.9147, grad_norm: 3.6266 2020-07-29 07:50:56,933 - mmaction - INFO - Epoch [27][420/449] lr: 1.928e-02, eta: 1:57:59, time: 0.740, data_time: 0.006, memory: 6183, top1_acc: 0.5174, top5_acc: 0.7727, loss_cls: 1.9593, loss: 1.9593, grad_norm: 3.7527 2020-07-29 07:51:09,861 - mmaction - INFO - Epoch [27][440/449] lr: 1.916e-02, eta: 1:57:29, time: 0.647, data_time: 0.005, memory: 6183, top1_acc: 0.5159, top5_acc: 0.7620, loss_cls: 1.9848, loss: 1.9848, grad_norm: 3.6216 2020-07-29 07:51:21,765 - mmaction - INFO - Saving checkpoint at 27 epochs 2020-07-29 07:56:05,293 - mmaction - INFO - Epoch [28][20/449] lr: 1.899e-02, eta: 1:58:53, time: 14.130, data_time: 13.506, memory: 6183, top1_acc: 0.5273, top5_acc: 0.7893, loss_cls: 1.8665, loss: 1.8665, grad_norm: 3.6115 2020-07-29 07:56:15,990 - mmaction - INFO - Epoch [28][40/449] lr: 1.887e-02, eta: 1:58:22, time: 0.538, data_time: 0.013, memory: 6183, top1_acc: 0.5440, top5_acc: 0.7945, loss_cls: 1.8370, loss: 1.8370, grad_norm: 3.7434 2020-07-29 07:56:26,688 - mmaction - INFO - Epoch [28][60/449] lr: 1.875e-02, eta: 1:57:51, time: 0.537, data_time: 0.007, memory: 6183, top1_acc: 0.5284, top5_acc: 0.7776, loss_cls: 1.9020, loss: 1.9020, grad_norm: 3.7621 2020-07-29 07:56:37,378 - mmaction - INFO - Epoch [28][80/449] lr: 1.863e-02, eta: 1:57:20, time: 0.531, data_time: 0.006, memory: 6183, top1_acc: 0.5333, top5_acc: 0.7852, loss_cls: 1.8589, loss: 1.8589, grad_norm: 3.7384 2020-07-29 07:56:48,085 - mmaction - INFO - Epoch [28][100/449] lr: 1.851e-02, eta: 1:56:49, time: 0.538, data_time: 0.007, memory: 6183, top1_acc: 0.5513, top5_acc: 0.7917, loss_cls: 1.8342, loss: 1.8342, grad_norm: 3.7283 2020-07-29 07:56:58,958 - mmaction - INFO - Epoch [28][120/449] lr: 1.839e-02, eta: 1:56:18, time: 0.542, data_time: 0.008, memory: 6183, top1_acc: 0.5359, top5_acc: 0.7841, loss_cls: 1.8924, loss: 1.8924, grad_norm: 3.7998 2020-07-29 07:57:09,706 - mmaction - INFO - Epoch [28][140/449] lr: 1.828e-02, eta: 1:55:47, time: 0.539, data_time: 0.006, memory: 6183, top1_acc: 0.5401, top5_acc: 0.7839, loss_cls: 1.8629, loss: 1.8629, grad_norm: 3.6566 2020-07-29 07:57:20,580 - mmaction - INFO - Epoch [28][160/449] lr: 1.816e-02, eta: 1:55:16, time: 0.541, data_time: 0.007, memory: 6183, top1_acc: 0.5427, top5_acc: 0.7909, loss_cls: 1.8255, loss: 1.8255, grad_norm: 3.7436 2020-07-29 07:57:31,252 - mmaction - INFO - Epoch [28][180/449] lr: 1.804e-02, eta: 1:54:46, time: 0.536, data_time: 0.006, memory: 6183, top1_acc: 0.5346, top5_acc: 0.7898, loss_cls: 1.8289, loss: 1.8289, grad_norm: 3.7314 2020-07-29 07:57:43,306 - mmaction - INFO - Epoch [28][200/449] lr: 1.793e-02, eta: 1:54:16, time: 0.600, data_time: 0.006, memory: 6183, top1_acc: 0.5440, top5_acc: 0.7979, loss_cls: 1.8143, loss: 1.8143, grad_norm: 3.7201 2020-07-29 07:57:54,222 - mmaction - INFO - Epoch [28][220/449] lr: 1.781e-02, eta: 1:53:45, time: 0.548, data_time: 0.006, memory: 6183, top1_acc: 0.5260, top5_acc: 0.7781, loss_cls: 1.8921, loss: 1.8921, grad_norm: 3.7965 2020-07-29 07:58:06,325 - mmaction - INFO - Epoch [28][240/449] lr: 1.769e-02, eta: 1:53:16, time: 0.604, data_time: 0.006, memory: 6183, top1_acc: 0.5492, top5_acc: 0.7958, loss_cls: 1.8081, loss: 1.8081, grad_norm: 3.8542 2020-07-29 07:58:18,920 - mmaction - INFO - Epoch [28][260/449] lr: 1.758e-02, eta: 1:52:46, time: 0.632, data_time: 0.005, memory: 6183, top1_acc: 0.5276, top5_acc: 0.7776, loss_cls: 1.9241, loss: 1.9241, grad_norm: 3.8662 2020-07-29 07:58:32,157 - mmaction - INFO - Epoch [28][280/449] lr: 1.746e-02, eta: 1:52:17, time: 0.662, data_time: 0.006, memory: 6183, top1_acc: 0.5242, top5_acc: 0.7823, loss_cls: 1.8895, loss: 1.8895, grad_norm: 3.8121 2020-07-29 07:58:44,843 - mmaction - INFO - Epoch [28][300/449] lr: 1.735e-02, eta: 1:51:47, time: 0.633, data_time: 0.003, memory: 6183, top1_acc: 0.5378, top5_acc: 0.7727, loss_cls: 1.8944, loss: 1.8944, grad_norm: 3.6956 2020-07-29 07:58:57,744 - mmaction - INFO - Epoch [28][320/449] lr: 1.723e-02, eta: 1:51:18, time: 0.643, data_time: 0.007, memory: 6183, top1_acc: 0.5430, top5_acc: 0.7898, loss_cls: 1.8381, loss: 1.8381, grad_norm: 3.8692 2020-07-29 07:59:11,386 - mmaction - INFO - Epoch [28][340/449] lr: 1.712e-02, eta: 1:50:49, time: 0.684, data_time: 0.006, memory: 6183, top1_acc: 0.5237, top5_acc: 0.7859, loss_cls: 1.8712, loss: 1.8712, grad_norm: 3.9188 2020-07-29 07:59:25,464 - mmaction - INFO - Epoch [28][360/449] lr: 1.700e-02, eta: 1:50:21, time: 0.700, data_time: 0.006, memory: 6183, top1_acc: 0.5409, top5_acc: 0.7828, loss_cls: 1.8630, loss: 1.8630, grad_norm: 3.8104 2020-07-29 07:59:39,437 - mmaction - INFO - Epoch [28][380/449] lr: 1.689e-02, eta: 1:49:52, time: 0.702, data_time: 0.008, memory: 6183, top1_acc: 0.5339, top5_acc: 0.7849, loss_cls: 1.8740, loss: 1.8740, grad_norm: 3.7543 2020-07-29 07:59:52,040 - mmaction - INFO - Epoch [28][400/449] lr: 1.677e-02, eta: 1:49:23, time: 0.627, data_time: 0.006, memory: 6183, top1_acc: 0.5378, top5_acc: 0.7823, loss_cls: 1.8932, loss: 1.8932, grad_norm: 3.8077 2020-07-29 08:00:11,050 - mmaction - INFO - Epoch [28][420/449] lr: 1.666e-02, eta: 1:48:56, time: 0.949, data_time: 0.009, memory: 6183, top1_acc: 0.5490, top5_acc: 0.7927, loss_cls: 1.8475, loss: 1.8475, grad_norm: 3.8933 2020-07-29 08:00:22,882 - mmaction - INFO - Epoch [28][440/449] lr: 1.655e-02, eta: 1:48:27, time: 0.596, data_time: 0.017, memory: 6183, top1_acc: 0.5344, top5_acc: 0.7846, loss_cls: 1.8653, loss: 1.8653, grad_norm: 3.9131 2020-07-29 08:00:40,572 - mmaction - INFO - Saving checkpoint at 28 epochs 2020-07-29 08:05:32,448 - mmaction - INFO - Epoch [29][20/449] lr: 1.638e-02, eta: 1:49:41, time: 14.513, data_time: 13.886, memory: 6183, top1_acc: 0.5492, top5_acc: 0.7906, loss_cls: 1.8009, loss: 1.8009, grad_norm: 3.7367 2020-07-29 08:05:43,173 - mmaction - INFO - Epoch [29][40/449] lr: 1.627e-02, eta: 1:49:11, time: 0.538, data_time: 0.012, memory: 6183, top1_acc: 0.5490, top5_acc: 0.7906, loss_cls: 1.8318, loss: 1.8318, grad_norm: 3.8937 2020-07-29 08:05:53,931 - mmaction - INFO - Epoch [29][60/449] lr: 1.616e-02, eta: 1:48:40, time: 0.541, data_time: 0.008, memory: 6183, top1_acc: 0.5453, top5_acc: 0.7909, loss_cls: 1.8472, loss: 1.8472, grad_norm: 3.9566 2020-07-29 08:06:04,712 - mmaction - INFO - Epoch [29][80/449] lr: 1.604e-02, eta: 1:48:10, time: 0.538, data_time: 0.006, memory: 6183, top1_acc: 0.5536, top5_acc: 0.7982, loss_cls: 1.8015, loss: 1.8015, grad_norm: 3.8545 2020-07-29 08:06:15,340 - mmaction - INFO - Epoch [29][100/449] lr: 1.593e-02, eta: 1:47:40, time: 0.534, data_time: 0.005, memory: 6183, top1_acc: 0.5458, top5_acc: 0.7964, loss_cls: 1.7983, loss: 1.7983, grad_norm: 4.0159 2020-07-29 08:06:26,164 - mmaction - INFO - Epoch [29][120/449] lr: 1.582e-02, eta: 1:47:10, time: 0.539, data_time: 0.005, memory: 6183, top1_acc: 0.5503, top5_acc: 0.7961, loss_cls: 1.8140, loss: 1.8140, grad_norm: 3.8560 2020-07-29 08:06:36,994 - mmaction - INFO - Epoch [29][140/449] lr: 1.571e-02, eta: 1:46:40, time: 0.544, data_time: 0.005, memory: 6183, top1_acc: 0.5563, top5_acc: 0.8115, loss_cls: 1.7497, loss: 1.7497, grad_norm: 3.8961 2020-07-29 08:06:47,887 - mmaction - INFO - Epoch [29][160/449] lr: 1.560e-02, eta: 1:46:10, time: 0.544, data_time: 0.006, memory: 6183, top1_acc: 0.5581, top5_acc: 0.8010, loss_cls: 1.7630, loss: 1.7630, grad_norm: 3.8830 2020-07-29 08:06:58,766 - mmaction - INFO - Epoch [29][180/449] lr: 1.549e-02, eta: 1:45:40, time: 0.544, data_time: 0.005, memory: 6183, top1_acc: 0.5536, top5_acc: 0.8000, loss_cls: 1.8021, loss: 1.8021, grad_norm: 3.9938 2020-07-29 08:07:09,597 - mmaction - INFO - Epoch [29][200/449] lr: 1.538e-02, eta: 1:45:10, time: 0.541, data_time: 0.006, memory: 6183, top1_acc: 0.5549, top5_acc: 0.7969, loss_cls: 1.8002, loss: 1.8002, grad_norm: 3.8885 2020-07-29 08:07:20,644 - mmaction - INFO - Epoch [29][220/449] lr: 1.527e-02, eta: 1:44:40, time: 0.554, data_time: 0.006, memory: 6183, top1_acc: 0.5430, top5_acc: 0.7969, loss_cls: 1.8277, loss: 1.8277, grad_norm: 3.9911 2020-07-29 08:07:33,900 - mmaction - INFO - Epoch [29][240/449] lr: 1.516e-02, eta: 1:44:12, time: 0.660, data_time: 0.006, memory: 6183, top1_acc: 0.5401, top5_acc: 0.7872, loss_cls: 1.8292, loss: 1.8292, grad_norm: 3.9073 2020-07-29 08:07:46,502 - mmaction - INFO - Epoch [29][260/449] lr: 1.505e-02, eta: 1:43:43, time: 0.633, data_time: 0.007, memory: 6183, top1_acc: 0.5552, top5_acc: 0.8109, loss_cls: 1.7555, loss: 1.7555, grad_norm: 3.9016 2020-07-29 08:07:58,683 - mmaction - INFO - Epoch [29][280/449] lr: 1.494e-02, eta: 1:43:14, time: 0.607, data_time: 0.006, memory: 6183, top1_acc: 0.5544, top5_acc: 0.8018, loss_cls: 1.7839, loss: 1.7839, grad_norm: 4.0280 2020-07-29 08:08:10,860 - mmaction - INFO - Epoch [29][300/449] lr: 1.483e-02, eta: 1:42:45, time: 0.611, data_time: 0.006, memory: 6183, top1_acc: 0.5471, top5_acc: 0.7974, loss_cls: 1.7891, loss: 1.7891, grad_norm: 4.0537 2020-07-29 08:08:23,117 - mmaction - INFO - Epoch [29][320/449] lr: 1.472e-02, eta: 1:42:16, time: 0.613, data_time: 0.007, memory: 6183, top1_acc: 0.5503, top5_acc: 0.7997, loss_cls: 1.7967, loss: 1.7967, grad_norm: 3.9196 2020-07-29 08:08:37,212 - mmaction - INFO - Epoch [29][340/449] lr: 1.461e-02, eta: 1:41:48, time: 0.705, data_time: 0.004, memory: 6183, top1_acc: 0.5552, top5_acc: 0.7870, loss_cls: 1.8172, loss: 1.8172, grad_norm: 3.9981 2020-07-29 08:08:51,693 - mmaction - INFO - Epoch [29][360/449] lr: 1.450e-02, eta: 1:41:20, time: 0.722, data_time: 0.006, memory: 6183, top1_acc: 0.5487, top5_acc: 0.8000, loss_cls: 1.8167, loss: 1.8167, grad_norm: 3.9806 2020-07-29 08:09:04,165 - mmaction - INFO - Epoch [29][380/449] lr: 1.440e-02, eta: 1:40:51, time: 0.627, data_time: 0.007, memory: 6183, top1_acc: 0.5469, top5_acc: 0.7919, loss_cls: 1.8004, loss: 1.8004, grad_norm: 4.0472 2020-07-29 08:09:19,086 - mmaction - INFO - Epoch [29][400/449] lr: 1.429e-02, eta: 1:40:23, time: 0.746, data_time: 0.005, memory: 6183, top1_acc: 0.5573, top5_acc: 0.7979, loss_cls: 1.7799, loss: 1.7799, grad_norm: 3.9487 2020-07-29 08:09:32,462 - mmaction - INFO - Epoch [29][420/449] lr: 1.418e-02, eta: 1:39:55, time: 0.669, data_time: 0.002, memory: 6183, top1_acc: 0.5745, top5_acc: 0.8034, loss_cls: 1.7540, loss: 1.7540, grad_norm: 3.9818 2020-07-29 08:09:46,560 - mmaction - INFO - Epoch [29][440/449] lr: 1.408e-02, eta: 1:39:27, time: 0.703, data_time: 0.006, memory: 6183, top1_acc: 0.5307, top5_acc: 0.7867, loss_cls: 1.8723, loss: 1.8723, grad_norm: 4.0316 2020-07-29 08:09:58,954 - mmaction - INFO - Saving checkpoint at 29 epochs 2020-07-29 08:14:45,013 - mmaction - INFO - Epoch [30][20/449] lr: 1.392e-02, eta: 1:40:26, time: 14.240, data_time: 13.604, memory: 6183, top1_acc: 0.5604, top5_acc: 0.8034, loss_cls: 1.7636, loss: 1.7636, grad_norm: 3.9994 2020-07-29 08:14:55,817 - mmaction - INFO - Epoch [30][40/449] lr: 1.382e-02, eta: 1:39:57, time: 0.546, data_time: 0.015, memory: 6183, top1_acc: 0.5763, top5_acc: 0.8128, loss_cls: 1.6810, loss: 1.6810, grad_norm: 4.0285 2020-07-29 08:15:07,100 - mmaction - INFO - Epoch [30][60/449] lr: 1.371e-02, eta: 1:39:27, time: 0.566, data_time: 0.007, memory: 6183, top1_acc: 0.5690, top5_acc: 0.8068, loss_cls: 1.7264, loss: 1.7264, grad_norm: 4.0745 2020-07-29 08:15:17,899 - mmaction - INFO - Epoch [30][80/449] lr: 1.360e-02, eta: 1:38:58, time: 0.538, data_time: 0.006, memory: 6183, top1_acc: 0.5534, top5_acc: 0.7966, loss_cls: 1.7921, loss: 1.7921, grad_norm: 4.1296 2020-07-29 08:15:28,561 - mmaction - INFO - Epoch [30][100/449] lr: 1.350e-02, eta: 1:38:28, time: 0.535, data_time: 0.006, memory: 6183, top1_acc: 0.5456, top5_acc: 0.7982, loss_cls: 1.8060, loss: 1.8060, grad_norm: 4.1103 2020-07-29 08:15:39,406 - mmaction - INFO - Epoch [30][120/449] lr: 1.339e-02, eta: 1:37:59, time: 0.541, data_time: 0.007, memory: 6183, top1_acc: 0.5612, top5_acc: 0.8104, loss_cls: 1.7317, loss: 1.7317, grad_norm: 4.0198 2020-07-29 08:15:50,147 - mmaction - INFO - Epoch [30][140/449] lr: 1.329e-02, eta: 1:37:29, time: 0.539, data_time: 0.006, memory: 6183, top1_acc: 0.5740, top5_acc: 0.8133, loss_cls: 1.6982, loss: 1.6982, grad_norm: 4.0667 2020-07-29 08:16:01,090 - mmaction - INFO - Epoch [30][160/449] lr: 1.319e-02, eta: 1:37:00, time: 0.546, data_time: 0.007, memory: 6183, top1_acc: 0.5661, top5_acc: 0.8073, loss_cls: 1.7235, loss: 1.7235, grad_norm: 4.1465 2020-07-29 08:16:11,922 - mmaction - INFO - Epoch [30][180/449] lr: 1.308e-02, eta: 1:36:31, time: 0.543, data_time: 0.005, memory: 6183, top1_acc: 0.5703, top5_acc: 0.8013, loss_cls: 1.7249, loss: 1.7249, grad_norm: 4.0356 2020-07-29 08:16:24,066 - mmaction - INFO - Epoch [30][200/449] lr: 1.298e-02, eta: 1:36:02, time: 0.605, data_time: 0.007, memory: 6183, top1_acc: 0.5661, top5_acc: 0.8052, loss_cls: 1.7316, loss: 1.7316, grad_norm: 4.0786 2020-07-29 08:16:35,783 - mmaction - INFO - Epoch [30][220/449] lr: 1.288e-02, eta: 1:35:33, time: 0.588, data_time: 0.007, memory: 6183, top1_acc: 0.5630, top5_acc: 0.8047, loss_cls: 1.7397, loss: 1.7397, grad_norm: 4.1224 2020-07-29 08:16:49,661 - mmaction - INFO - Epoch [30][240/449] lr: 1.277e-02, eta: 1:35:05, time: 0.691, data_time: 0.006, memory: 6183, top1_acc: 0.5831, top5_acc: 0.8096, loss_cls: 1.6991, loss: 1.6991, grad_norm: 4.0406 2020-07-29 08:17:02,310 - mmaction - INFO - Epoch [30][260/449] lr: 1.267e-02, eta: 1:34:37, time: 0.635, data_time: 0.007, memory: 6183, top1_acc: 0.5646, top5_acc: 0.8096, loss_cls: 1.7377, loss: 1.7377, grad_norm: 4.0710 2020-07-29 08:17:14,632 - mmaction - INFO - Epoch [30][280/449] lr: 1.257e-02, eta: 1:34:08, time: 0.613, data_time: 0.007, memory: 6183, top1_acc: 0.5594, top5_acc: 0.8026, loss_cls: 1.7285, loss: 1.7285, grad_norm: 4.0926 2020-07-29 08:17:28,262 - mmaction - INFO - Epoch [30][300/449] lr: 1.247e-02, eta: 1:33:41, time: 0.685, data_time: 0.008, memory: 6183, top1_acc: 0.5630, top5_acc: 0.8083, loss_cls: 1.7358, loss: 1.7358, grad_norm: 4.1053 2020-07-29 08:17:41,156 - mmaction - INFO - Epoch [30][320/449] lr: 1.237e-02, eta: 1:33:12, time: 0.643, data_time: 0.007, memory: 6183, top1_acc: 0.5674, top5_acc: 0.8120, loss_cls: 1.7036, loss: 1.7036, grad_norm: 4.1028 2020-07-29 08:17:55,050 - mmaction - INFO - Epoch [30][340/449] lr: 1.227e-02, eta: 1:32:45, time: 0.695, data_time: 0.005, memory: 6183, top1_acc: 0.5870, top5_acc: 0.8279, loss_cls: 1.6306, loss: 1.6306, grad_norm: 4.1251 2020-07-29 08:18:10,970 - mmaction - INFO - Epoch [30][360/449] lr: 1.216e-02, eta: 1:32:18, time: 0.797, data_time: 0.007, memory: 6183, top1_acc: 0.5674, top5_acc: 0.8102, loss_cls: 1.7219, loss: 1.7219, grad_norm: 4.1583 2020-07-29 08:18:24,055 - mmaction - INFO - Epoch [30][380/449] lr: 1.206e-02, eta: 1:31:50, time: 0.655, data_time: 0.004, memory: 6183, top1_acc: 0.5685, top5_acc: 0.8083, loss_cls: 1.7096, loss: 1.7096, grad_norm: 4.1792 2020-07-29 08:18:36,961 - mmaction - INFO - Epoch [30][400/449] lr: 1.196e-02, eta: 1:31:22, time: 0.644, data_time: 0.002, memory: 6183, top1_acc: 0.5750, top5_acc: 0.8115, loss_cls: 1.7033, loss: 1.7033, grad_norm: 4.2123 2020-07-29 08:18:50,771 - mmaction - INFO - Epoch [30][420/449] lr: 1.186e-02, eta: 1:30:54, time: 0.689, data_time: 0.007, memory: 6183, top1_acc: 0.5682, top5_acc: 0.8047, loss_cls: 1.7268, loss: 1.7268, grad_norm: 4.2328 2020-07-29 08:19:05,194 - mmaction - INFO - Epoch [30][440/449] lr: 1.177e-02, eta: 1:30:27, time: 0.723, data_time: 0.005, memory: 6183, top1_acc: 0.5646, top5_acc: 0.7982, loss_cls: 1.7565, loss: 1.7565, grad_norm: 4.1109 2020-07-29 08:19:17,503 - mmaction - INFO - Saving checkpoint at 30 epochs 2020-07-29 08:24:02,627 - mmaction - INFO - Epoch [31][20/449] lr: 1.162e-02, eta: 1:31:14, time: 14.201, data_time: 13.587, memory: 6183, top1_acc: 0.5938, top5_acc: 0.8128, loss_cls: 1.6681, loss: 1.6681, grad_norm: 4.0995 2020-07-29 08:24:13,438 - mmaction - INFO - Epoch [31][40/449] lr: 1.152e-02, eta: 1:30:45, time: 0.546, data_time: 0.013, memory: 6183, top1_acc: 0.5839, top5_acc: 0.8229, loss_cls: 1.6548, loss: 1.6548, grad_norm: 4.1047 2020-07-29 08:24:24,216 - mmaction - INFO - Epoch [31][60/449] lr: 1.143e-02, eta: 1:30:16, time: 0.540, data_time: 0.006, memory: 6183, top1_acc: 0.5857, top5_acc: 0.8198, loss_cls: 1.6512, loss: 1.6512, grad_norm: 4.0745 2020-07-29 08:24:35,026 - mmaction - INFO - Epoch [31][80/449] lr: 1.133e-02, eta: 1:29:47, time: 0.539, data_time: 0.007, memory: 6183, top1_acc: 0.5734, top5_acc: 0.8099, loss_cls: 1.6836, loss: 1.6836, grad_norm: 4.1307 2020-07-29 08:24:45,744 - mmaction - INFO - Epoch [31][100/449] lr: 1.123e-02, eta: 1:29:18, time: 0.537, data_time: 0.006, memory: 6183, top1_acc: 0.5781, top5_acc: 0.8076, loss_cls: 1.7036, loss: 1.7036, grad_norm: 4.0757 2020-07-29 08:24:56,598 - mmaction - INFO - Epoch [31][120/449] lr: 1.113e-02, eta: 1:28:50, time: 0.541, data_time: 0.006, memory: 6183, top1_acc: 0.5828, top5_acc: 0.8187, loss_cls: 1.6299, loss: 1.6299, grad_norm: 4.2454 2020-07-29 08:25:07,665 - mmaction - INFO - Epoch [31][140/449] lr: 1.104e-02, eta: 1:28:21, time: 0.555, data_time: 0.006, memory: 6183, top1_acc: 0.5771, top5_acc: 0.8203, loss_cls: 1.6565, loss: 1.6565, grad_norm: 4.2020 2020-07-29 08:25:18,647 - mmaction - INFO - Epoch [31][160/449] lr: 1.094e-02, eta: 1:27:52, time: 0.545, data_time: 0.007, memory: 6183, top1_acc: 0.5909, top5_acc: 0.8198, loss_cls: 1.6453, loss: 1.6453, grad_norm: 4.1950 2020-07-29 08:25:29,358 - mmaction - INFO - Epoch [31][180/449] lr: 1.084e-02, eta: 1:27:24, time: 0.540, data_time: 0.007, memory: 6183, top1_acc: 0.5878, top5_acc: 0.8286, loss_cls: 1.6224, loss: 1.6224, grad_norm: 4.1915 2020-07-29 08:25:40,371 - mmaction - INFO - Epoch [31][200/449] lr: 1.075e-02, eta: 1:26:55, time: 0.548, data_time: 0.005, memory: 6183, top1_acc: 0.5779, top5_acc: 0.8299, loss_cls: 1.6307, loss: 1.6307, grad_norm: 4.3152 2020-07-29 08:25:51,821 - mmaction - INFO - Epoch [31][220/449] lr: 1.065e-02, eta: 1:26:27, time: 0.574, data_time: 0.007, memory: 6183, top1_acc: 0.5805, top5_acc: 0.8216, loss_cls: 1.6463, loss: 1.6463, grad_norm: 4.2694 2020-07-29 08:26:03,297 - mmaction - INFO - Epoch [31][240/449] lr: 1.056e-02, eta: 1:25:59, time: 0.571, data_time: 0.006, memory: 6183, top1_acc: 0.5961, top5_acc: 0.8318, loss_cls: 1.5987, loss: 1.5987, grad_norm: 4.1804 2020-07-29 08:26:15,056 - mmaction - INFO - Epoch [31][260/449] lr: 1.046e-02, eta: 1:25:30, time: 0.591, data_time: 0.008, memory: 6183, top1_acc: 0.5867, top5_acc: 0.8167, loss_cls: 1.6418, loss: 1.6418, grad_norm: 4.2804 2020-07-29 08:26:27,902 - mmaction - INFO - Epoch [31][280/449] lr: 1.037e-02, eta: 1:25:03, time: 0.640, data_time: 0.007, memory: 6183, top1_acc: 0.5813, top5_acc: 0.8177, loss_cls: 1.6602, loss: 1.6602, grad_norm: 4.2887 2020-07-29 08:26:39,861 - mmaction - INFO - Epoch [31][300/449] lr: 1.028e-02, eta: 1:24:35, time: 0.601, data_time: 0.007, memory: 6183, top1_acc: 0.5924, top5_acc: 0.8211, loss_cls: 1.6114, loss: 1.6114, grad_norm: 4.1398 2020-07-29 08:26:53,196 - mmaction - INFO - Epoch [31][320/449] lr: 1.018e-02, eta: 1:24:07, time: 0.664, data_time: 0.006, memory: 6183, top1_acc: 0.5867, top5_acc: 0.8159, loss_cls: 1.6413, loss: 1.6413, grad_norm: 4.2257 2020-07-29 08:27:07,330 - mmaction - INFO - Epoch [31][340/449] lr: 1.009e-02, eta: 1:23:40, time: 0.709, data_time: 0.006, memory: 6183, top1_acc: 0.5940, top5_acc: 0.8086, loss_cls: 1.6560, loss: 1.6560, grad_norm: 4.2132 2020-07-29 08:27:21,326 - mmaction - INFO - Epoch [31][360/449] lr: 9.996e-03, eta: 1:23:13, time: 0.698, data_time: 0.006, memory: 6183, top1_acc: 0.5958, top5_acc: 0.8195, loss_cls: 1.6485, loss: 1.6485, grad_norm: 4.2360 2020-07-29 08:27:34,399 - mmaction - INFO - Epoch [31][380/449] lr: 9.904e-03, eta: 1:22:45, time: 0.656, data_time: 0.006, memory: 6183, top1_acc: 0.5776, top5_acc: 0.8154, loss_cls: 1.6942, loss: 1.6942, grad_norm: 4.3696 2020-07-29 08:27:49,040 - mmaction - INFO - Epoch [31][400/449] lr: 9.812e-03, eta: 1:22:18, time: 0.729, data_time: 0.006, memory: 6183, top1_acc: 0.5917, top5_acc: 0.8281, loss_cls: 1.6241, loss: 1.6241, grad_norm: 4.2124 2020-07-29 08:28:01,850 - mmaction - INFO - Epoch [31][420/449] lr: 9.721e-03, eta: 1:21:51, time: 0.644, data_time: 0.007, memory: 6183, top1_acc: 0.5805, top5_acc: 0.8219, loss_cls: 1.6725, loss: 1.6725, grad_norm: 4.3126 2020-07-29 08:28:15,956 - mmaction - INFO - Epoch [31][440/449] lr: 9.629e-03, eta: 1:21:24, time: 0.705, data_time: 0.007, memory: 6183, top1_acc: 0.5964, top5_acc: 0.8273, loss_cls: 1.5995, loss: 1.5995, grad_norm: 4.1699 2020-07-29 08:28:27,783 - mmaction - INFO - Saving checkpoint at 31 epochs 2020-07-29 08:33:56,602 - mmaction - INFO - Epoch [32][20/449] lr: 9.498e-03, eta: 1:22:13, time: 16.374, data_time: 15.648, memory: 6183, top1_acc: 0.5906, top5_acc: 0.8320, loss_cls: 1.5922, loss: 1.5922, grad_norm: 4.3271 2020-07-29 08:34:07,403 - mmaction - INFO - Epoch [32][40/449] lr: 9.407e-03, eta: 1:21:45, time: 0.541, data_time: 0.009, memory: 6183, top1_acc: 0.6065, top5_acc: 0.8341, loss_cls: 1.5574, loss: 1.5574, grad_norm: 4.2948 2020-07-29 08:34:18,184 - mmaction - INFO - Epoch [32][60/449] lr: 9.317e-03, eta: 1:21:16, time: 0.541, data_time: 0.006, memory: 6183, top1_acc: 0.6083, top5_acc: 0.8359, loss_cls: 1.5330, loss: 1.5330, grad_norm: 4.2586 2020-07-29 08:34:28,904 - mmaction - INFO - Epoch [32][80/449] lr: 9.228e-03, eta: 1:20:48, time: 0.534, data_time: 0.006, memory: 6183, top1_acc: 0.6052, top5_acc: 0.8307, loss_cls: 1.5747, loss: 1.5747, grad_norm: 4.2895 2020-07-29 08:34:39,634 - mmaction - INFO - Epoch [32][100/449] lr: 9.138e-03, eta: 1:20:20, time: 0.538, data_time: 0.006, memory: 6183, top1_acc: 0.6055, top5_acc: 0.8326, loss_cls: 1.5580, loss: 1.5580, grad_norm: 4.3870 2020-07-29 08:34:50,521 - mmaction - INFO - Epoch [32][120/449] lr: 9.050e-03, eta: 1:19:51, time: 0.543, data_time: 0.006, memory: 6183, top1_acc: 0.6167, top5_acc: 0.8388, loss_cls: 1.5131, loss: 1.5131, grad_norm: 4.3099 2020-07-29 08:35:01,514 - mmaction - INFO - Epoch [32][140/449] lr: 8.961e-03, eta: 1:19:23, time: 0.550, data_time: 0.006, memory: 6183, top1_acc: 0.6000, top5_acc: 0.8211, loss_cls: 1.6131, loss: 1.6131, grad_norm: 4.3827 2020-07-29 08:35:12,650 - mmaction - INFO - Epoch [32][160/449] lr: 8.873e-03, eta: 1:18:55, time: 0.557, data_time: 0.005, memory: 6183, top1_acc: 0.5984, top5_acc: 0.8370, loss_cls: 1.5847, loss: 1.5847, grad_norm: 4.3874 2020-07-29 08:35:23,727 - mmaction - INFO - Epoch [32][180/449] lr: 8.785e-03, eta: 1:18:27, time: 0.551, data_time: 0.007, memory: 6183, top1_acc: 0.6031, top5_acc: 0.8307, loss_cls: 1.5870, loss: 1.5870, grad_norm: 4.4116 2020-07-29 08:35:35,028 - mmaction - INFO - Epoch [32][200/449] lr: 8.698e-03, eta: 1:17:59, time: 0.568, data_time: 0.007, memory: 6183, top1_acc: 0.5992, top5_acc: 0.8297, loss_cls: 1.5940, loss: 1.5940, grad_norm: 4.3953 2020-07-29 08:35:47,930 - mmaction - INFO - Epoch [32][220/449] lr: 8.611e-03, eta: 1:17:32, time: 0.644, data_time: 0.007, memory: 6183, top1_acc: 0.5937, top5_acc: 0.8286, loss_cls: 1.6249, loss: 1.6249, grad_norm: 4.3634 2020-07-29 08:35:59,320 - mmaction - INFO - Epoch [32][240/449] lr: 8.525e-03, eta: 1:17:04, time: 0.571, data_time: 0.006, memory: 6183, top1_acc: 0.6117, top5_acc: 0.8302, loss_cls: 1.5609, loss: 1.5609, grad_norm: 4.2663 2020-07-29 08:36:13,957 - mmaction - INFO - Epoch [32][260/449] lr: 8.438e-03, eta: 1:16:37, time: 0.731, data_time: 0.006, memory: 6183, top1_acc: 0.5997, top5_acc: 0.8203, loss_cls: 1.6172, loss: 1.6172, grad_norm: 4.3697 2020-07-29 08:36:27,373 - mmaction - INFO - Epoch [32][280/449] lr: 8.353e-03, eta: 1:16:10, time: 0.672, data_time: 0.006, memory: 6183, top1_acc: 0.5958, top5_acc: 0.8307, loss_cls: 1.5606, loss: 1.5606, grad_norm: 4.3377 2020-07-29 08:36:39,271 - mmaction - INFO - Epoch [32][300/449] lr: 8.267e-03, eta: 1:15:42, time: 0.595, data_time: 0.007, memory: 6183, top1_acc: 0.6190, top5_acc: 0.8383, loss_cls: 1.5325, loss: 1.5325, grad_norm: 4.4310 2020-07-29 08:36:50,919 - mmaction - INFO - Epoch [32][320/449] lr: 8.182e-03, eta: 1:15:14, time: 0.583, data_time: 0.005, memory: 6183, top1_acc: 0.5930, top5_acc: 0.8271, loss_cls: 1.6045, loss: 1.6045, grad_norm: 4.5172 2020-07-29 08:37:05,435 - mmaction - INFO - Epoch [32][340/449] lr: 8.098e-03, eta: 1:14:48, time: 0.724, data_time: 0.006, memory: 6183, top1_acc: 0.5911, top5_acc: 0.8268, loss_cls: 1.6037, loss: 1.6037, grad_norm: 4.5211 2020-07-29 08:37:17,563 - mmaction - INFO - Epoch [32][360/449] lr: 8.013e-03, eta: 1:14:20, time: 0.608, data_time: 0.006, memory: 6183, top1_acc: 0.6250, top5_acc: 0.8440, loss_cls: 1.5027, loss: 1.5027, grad_norm: 4.3901 2020-07-29 08:37:31,021 - mmaction - INFO - Epoch [32][380/449] lr: 7.930e-03, eta: 1:13:53, time: 0.671, data_time: 0.006, memory: 6183, top1_acc: 0.5971, top5_acc: 0.8359, loss_cls: 1.6048, loss: 1.6048, grad_norm: 4.5404 2020-07-29 08:37:44,968 - mmaction - INFO - Epoch [32][400/449] lr: 7.846e-03, eta: 1:13:26, time: 0.700, data_time: 0.006, memory: 6183, top1_acc: 0.6042, top5_acc: 0.8299, loss_cls: 1.5723, loss: 1.5723, grad_norm: 4.4073 2020-07-29 08:37:56,810 - mmaction - INFO - Epoch [32][420/449] lr: 7.763e-03, eta: 1:12:59, time: 0.590, data_time: 0.006, memory: 6183, top1_acc: 0.6091, top5_acc: 0.8312, loss_cls: 1.5387, loss: 1.5387, grad_norm: 4.3590 2020-07-29 08:38:10,914 - mmaction - INFO - Epoch [32][440/449] lr: 7.680e-03, eta: 1:12:32, time: 0.707, data_time: 0.006, memory: 6183, top1_acc: 0.6052, top5_acc: 0.8346, loss_cls: 1.5718, loss: 1.5718, grad_norm: 4.3981 2020-07-29 08:38:22,517 - mmaction - INFO - Saving checkpoint at 32 epochs 2020-07-29 08:43:15,670 - mmaction - INFO - Epoch [33][20/449] lr: 7.561e-03, eta: 1:13:01, time: 14.607, data_time: 13.986, memory: 6183, top1_acc: 0.6224, top5_acc: 0.8451, loss_cls: 1.5028, loss: 1.5028, grad_norm: 4.2866 2020-07-29 08:43:26,419 - mmaction - INFO - Epoch [33][40/449] lr: 7.480e-03, eta: 1:12:33, time: 0.540, data_time: 0.012, memory: 6183, top1_acc: 0.6263, top5_acc: 0.8427, loss_cls: 1.4525, loss: 1.4525, grad_norm: 4.3762 2020-07-29 08:43:37,220 - mmaction - INFO - Epoch [33][60/449] lr: 7.398e-03, eta: 1:12:05, time: 0.542, data_time: 0.007, memory: 6183, top1_acc: 0.6229, top5_acc: 0.8411, loss_cls: 1.4897, loss: 1.4897, grad_norm: 4.4212 2020-07-29 08:43:47,997 - mmaction - INFO - Epoch [33][80/449] lr: 7.318e-03, eta: 1:11:38, time: 0.536, data_time: 0.007, memory: 6183, top1_acc: 0.6198, top5_acc: 0.8365, loss_cls: 1.5376, loss: 1.5376, grad_norm: 4.5084 2020-07-29 08:43:58,797 - mmaction - INFO - Epoch [33][100/449] lr: 7.237e-03, eta: 1:11:10, time: 0.543, data_time: 0.007, memory: 6183, top1_acc: 0.6164, top5_acc: 0.8393, loss_cls: 1.4974, loss: 1.4974, grad_norm: 4.4169 2020-07-29 08:44:09,657 - mmaction - INFO - Epoch [33][120/449] lr: 7.157e-03, eta: 1:10:42, time: 0.542, data_time: 0.007, memory: 6183, top1_acc: 0.6211, top5_acc: 0.8417, loss_cls: 1.4940, loss: 1.4940, grad_norm: 4.4861 2020-07-29 08:44:20,512 - mmaction - INFO - Epoch [33][140/449] lr: 7.077e-03, eta: 1:10:14, time: 0.544, data_time: 0.006, memory: 6183, top1_acc: 0.6156, top5_acc: 0.8320, loss_cls: 1.5320, loss: 1.5320, grad_norm: 4.4831 2020-07-29 08:44:31,376 - mmaction - INFO - Epoch [33][160/449] lr: 6.998e-03, eta: 1:09:47, time: 0.540, data_time: 0.006, memory: 6183, top1_acc: 0.6052, top5_acc: 0.8336, loss_cls: 1.5592, loss: 1.5592, grad_norm: 4.4863 2020-07-29 08:44:42,300 - mmaction - INFO - Epoch [33][180/449] lr: 6.919e-03, eta: 1:09:19, time: 0.549, data_time: 0.007, memory: 6183, top1_acc: 0.6310, top5_acc: 0.8534, loss_cls: 1.4649, loss: 1.4649, grad_norm: 4.4824 2020-07-29 08:44:53,597 - mmaction - INFO - Epoch [33][200/449] lr: 6.841e-03, eta: 1:08:52, time: 0.564, data_time: 0.007, memory: 6183, top1_acc: 0.6284, top5_acc: 0.8474, loss_cls: 1.4502, loss: 1.4502, grad_norm: 4.5148 2020-07-29 08:45:04,713 - mmaction - INFO - Epoch [33][220/449] lr: 6.763e-03, eta: 1:08:24, time: 0.557, data_time: 0.006, memory: 6183, top1_acc: 0.6266, top5_acc: 0.8477, loss_cls: 1.4598, loss: 1.4598, grad_norm: 4.4812 2020-07-29 08:45:17,338 - mmaction - INFO - Epoch [33][240/449] lr: 6.685e-03, eta: 1:07:57, time: 0.629, data_time: 0.006, memory: 6183, top1_acc: 0.6206, top5_acc: 0.8466, loss_cls: 1.4828, loss: 1.4828, grad_norm: 4.5289 2020-07-29 08:45:30,172 - mmaction - INFO - Epoch [33][260/449] lr: 6.608e-03, eta: 1:07:30, time: 0.645, data_time: 0.008, memory: 6183, top1_acc: 0.6198, top5_acc: 0.8411, loss_cls: 1.5048, loss: 1.5048, grad_norm: 4.5346 2020-07-29 08:45:42,053 - mmaction - INFO - Epoch [33][280/449] lr: 6.531e-03, eta: 1:07:03, time: 0.594, data_time: 0.006, memory: 6183, top1_acc: 0.6117, top5_acc: 0.8393, loss_cls: 1.5270, loss: 1.5270, grad_norm: 4.5968 2020-07-29 08:45:55,384 - mmaction - INFO - Epoch [33][300/449] lr: 6.454e-03, eta: 1:06:36, time: 0.666, data_time: 0.004, memory: 6183, top1_acc: 0.6120, top5_acc: 0.8378, loss_cls: 1.5378, loss: 1.5378, grad_norm: 4.4863 2020-07-29 08:46:09,460 - mmaction - INFO - Epoch [33][320/449] lr: 6.378e-03, eta: 1:06:10, time: 0.704, data_time: 0.006, memory: 6183, top1_acc: 0.6307, top5_acc: 0.8487, loss_cls: 1.4622, loss: 1.4622, grad_norm: 4.5108 2020-07-29 08:46:24,124 - mmaction - INFO - Epoch [33][340/449] lr: 6.303e-03, eta: 1:05:44, time: 0.732, data_time: 0.002, memory: 6183, top1_acc: 0.6115, top5_acc: 0.8367, loss_cls: 1.5109, loss: 1.5109, grad_norm: 4.5938 2020-07-29 08:46:37,214 - mmaction - INFO - Epoch [33][360/449] lr: 6.228e-03, eta: 1:05:17, time: 0.653, data_time: 0.006, memory: 6183, top1_acc: 0.6172, top5_acc: 0.8341, loss_cls: 1.5245, loss: 1.5245, grad_norm: 4.5203 2020-07-29 08:46:51,272 - mmaction - INFO - Epoch [33][380/449] lr: 6.153e-03, eta: 1:04:50, time: 0.704, data_time: 0.005, memory: 6183, top1_acc: 0.6211, top5_acc: 0.8458, loss_cls: 1.4824, loss: 1.4824, grad_norm: 4.5787 2020-07-29 08:47:05,389 - mmaction - INFO - Epoch [33][400/449] lr: 6.078e-03, eta: 1:04:24, time: 0.704, data_time: 0.006, memory: 6183, top1_acc: 0.6201, top5_acc: 0.8333, loss_cls: 1.5216, loss: 1.5216, grad_norm: 4.5277 2020-07-29 08:47:18,502 - mmaction - INFO - Epoch [33][420/449] lr: 6.005e-03, eta: 1:03:57, time: 0.658, data_time: 0.006, memory: 6183, top1_acc: 0.6208, top5_acc: 0.8362, loss_cls: 1.4963, loss: 1.4963, grad_norm: 4.5973 2020-07-29 08:47:31,879 - mmaction - INFO - Epoch [33][440/449] lr: 5.931e-03, eta: 1:03:31, time: 0.667, data_time: 0.005, memory: 6183, top1_acc: 0.6070, top5_acc: 0.8401, loss_cls: 1.5080, loss: 1.5080, grad_norm: 4.5800 2020-07-29 08:47:44,437 - mmaction - INFO - Saving checkpoint at 33 epochs 2020-07-29 08:52:53,952 - mmaction - INFO - Epoch [34][20/449] lr: 5.825e-03, eta: 1:03:53, time: 15.379, data_time: 14.758, memory: 6183, top1_acc: 0.6206, top5_acc: 0.8432, loss_cls: 1.4915, loss: 1.4915, grad_norm: 4.4351 2020-07-29 08:53:04,870 - mmaction - INFO - Epoch [34][40/449] lr: 5.753e-03, eta: 1:03:26, time: 0.551, data_time: 0.016, memory: 6183, top1_acc: 0.6396, top5_acc: 0.8435, loss_cls: 1.4361, loss: 1.4361, grad_norm: 4.4843 2020-07-29 08:53:15,584 - mmaction - INFO - Epoch [34][60/449] lr: 5.681e-03, eta: 1:02:58, time: 0.539, data_time: 0.007, memory: 6183, top1_acc: 0.6362, top5_acc: 0.8563, loss_cls: 1.4230, loss: 1.4230, grad_norm: 4.6147 2020-07-29 08:53:26,449 - mmaction - INFO - Epoch [34][80/449] lr: 5.609e-03, eta: 1:02:31, time: 0.542, data_time: 0.005, memory: 6183, top1_acc: 0.6341, top5_acc: 0.8510, loss_cls: 1.4428, loss: 1.4428, grad_norm: 4.5059 2020-07-29 08:53:37,215 - mmaction - INFO - Epoch [34][100/449] lr: 5.538e-03, eta: 1:02:04, time: 0.539, data_time: 0.006, memory: 6183, top1_acc: 0.6292, top5_acc: 0.8492, loss_cls: 1.4351, loss: 1.4351, grad_norm: 4.5406 2020-07-29 08:53:48,000 - mmaction - INFO - Epoch [34][120/449] lr: 5.467e-03, eta: 1:01:36, time: 0.538, data_time: 0.006, memory: 6183, top1_acc: 0.6557, top5_acc: 0.8628, loss_cls: 1.3637, loss: 1.3637, grad_norm: 4.4893 2020-07-29 08:53:58,771 - mmaction - INFO - Epoch [34][140/449] lr: 5.396e-03, eta: 1:01:09, time: 0.541, data_time: 0.006, memory: 6183, top1_acc: 0.6388, top5_acc: 0.8573, loss_cls: 1.4122, loss: 1.4122, grad_norm: 4.6417 2020-07-29 08:54:09,692 - mmaction - INFO - Epoch [34][160/449] lr: 5.326e-03, eta: 1:00:42, time: 0.546, data_time: 0.006, memory: 6183, top1_acc: 0.6367, top5_acc: 0.8466, loss_cls: 1.4377, loss: 1.4377, grad_norm: 4.6089 2020-07-29 08:54:20,437 - mmaction - INFO - Epoch [34][180/449] lr: 5.257e-03, eta: 1:00:15, time: 0.537, data_time: 0.003, memory: 6183, top1_acc: 0.6419, top5_acc: 0.8474, loss_cls: 1.4377, loss: 1.4377, grad_norm: 4.6178 2020-07-29 08:54:32,815 - mmaction - INFO - Epoch [34][200/449] lr: 5.188e-03, eta: 0:59:48, time: 0.620, data_time: 0.006, memory: 6183, top1_acc: 0.6344, top5_acc: 0.8531, loss_cls: 1.4362, loss: 1.4362, grad_norm: 4.6545 2020-07-29 08:54:43,753 - mmaction - INFO - Epoch [34][220/449] lr: 5.119e-03, eta: 0:59:21, time: 0.546, data_time: 0.003, memory: 6183, top1_acc: 0.6383, top5_acc: 0.8487, loss_cls: 1.4378, loss: 1.4378, grad_norm: 4.6416 2020-07-29 08:54:56,268 - mmaction - INFO - Epoch [34][240/449] lr: 5.051e-03, eta: 0:58:55, time: 0.624, data_time: 0.006, memory: 6183, top1_acc: 0.6417, top5_acc: 0.8437, loss_cls: 1.4451, loss: 1.4451, grad_norm: 4.6054 2020-07-29 08:55:08,864 - mmaction - INFO - Epoch [34][260/449] lr: 4.983e-03, eta: 0:58:28, time: 0.632, data_time: 0.005, memory: 6183, top1_acc: 0.6331, top5_acc: 0.8529, loss_cls: 1.4360, loss: 1.4360, grad_norm: 4.5979 2020-07-29 08:55:21,137 - mmaction - INFO - Epoch [34][280/449] lr: 4.915e-03, eta: 0:58:01, time: 0.612, data_time: 0.007, memory: 6183, top1_acc: 0.6370, top5_acc: 0.8555, loss_cls: 1.4003, loss: 1.4003, grad_norm: 4.6353 2020-07-29 08:55:34,900 - mmaction - INFO - Epoch [34][300/449] lr: 4.848e-03, eta: 0:57:35, time: 0.690, data_time: 0.006, memory: 6183, top1_acc: 0.6398, top5_acc: 0.8549, loss_cls: 1.4283, loss: 1.4283, grad_norm: 4.7431 2020-07-29 08:55:46,160 - mmaction - INFO - Epoch [34][320/449] lr: 4.782e-03, eta: 0:57:08, time: 0.560, data_time: 0.007, memory: 6183, top1_acc: 0.6331, top5_acc: 0.8552, loss_cls: 1.4261, loss: 1.4261, grad_norm: 4.7299 2020-07-29 08:55:58,976 - mmaction - INFO - Epoch [34][340/449] lr: 4.716e-03, eta: 0:56:42, time: 0.645, data_time: 0.008, memory: 6183, top1_acc: 0.6398, top5_acc: 0.8518, loss_cls: 1.4195, loss: 1.4195, grad_norm: 4.6429 2020-07-29 08:56:12,166 - mmaction - INFO - Epoch [34][360/449] lr: 4.650e-03, eta: 0:56:16, time: 0.659, data_time: 0.006, memory: 6183, top1_acc: 0.6305, top5_acc: 0.8539, loss_cls: 1.4423, loss: 1.4423, grad_norm: 4.7285 2020-07-29 08:56:25,807 - mmaction - INFO - Epoch [34][380/449] lr: 4.585e-03, eta: 0:55:49, time: 0.683, data_time: 0.004, memory: 6183, top1_acc: 0.6549, top5_acc: 0.8510, loss_cls: 1.3885, loss: 1.3885, grad_norm: 4.5098 2020-07-29 08:56:39,903 - mmaction - INFO - Epoch [34][400/449] lr: 4.520e-03, eta: 0:55:23, time: 0.702, data_time: 0.006, memory: 6183, top1_acc: 0.6445, top5_acc: 0.8464, loss_cls: 1.4336, loss: 1.4336, grad_norm: 4.6424 2020-07-29 08:56:52,779 - mmaction - INFO - Epoch [34][420/449] lr: 4.456e-03, eta: 0:54:57, time: 0.647, data_time: 0.007, memory: 6183, top1_acc: 0.6284, top5_acc: 0.8513, loss_cls: 1.4605, loss: 1.4605, grad_norm: 4.7438 2020-07-29 08:57:07,411 - mmaction - INFO - Epoch [34][440/449] lr: 4.392e-03, eta: 0:54:31, time: 0.727, data_time: 0.005, memory: 6183, top1_acc: 0.6315, top5_acc: 0.8451, loss_cls: 1.4369, loss: 1.4369, grad_norm: 4.6306 2020-07-29 08:57:20,054 - mmaction - INFO - Saving checkpoint at 34 epochs 2020-07-29 09:02:11,487 - mmaction - INFO - Epoch [35][20/449] lr: 4.300e-03, eta: 0:54:41, time: 14.484, data_time: 13.841, memory: 6183, top1_acc: 0.6562, top5_acc: 0.8573, loss_cls: 1.3692, loss: 1.3692, grad_norm: 4.5432 2020-07-29 09:02:22,329 - mmaction - INFO - Epoch [35][40/449] lr: 4.237e-03, eta: 0:54:14, time: 0.548, data_time: 0.012, memory: 6183, top1_acc: 0.6552, top5_acc: 0.8596, loss_cls: 1.3457, loss: 1.3457, grad_norm: 4.5233 2020-07-29 09:02:32,968 - mmaction - INFO - Epoch [35][60/449] lr: 4.174e-03, eta: 0:53:47, time: 0.532, data_time: 0.004, memory: 6183, top1_acc: 0.6612, top5_acc: 0.8581, loss_cls: 1.3608, loss: 1.3608, grad_norm: 4.6020 2020-07-29 09:02:43,751 - mmaction - INFO - Epoch [35][80/449] lr: 4.112e-03, eta: 0:53:20, time: 0.535, data_time: 0.005, memory: 6183, top1_acc: 0.6536, top5_acc: 0.8620, loss_cls: 1.3551, loss: 1.3551, grad_norm: 4.6217 2020-07-29 09:02:54,435 - mmaction - INFO - Epoch [35][100/449] lr: 4.051e-03, eta: 0:52:53, time: 0.538, data_time: 0.008, memory: 6183, top1_acc: 0.6583, top5_acc: 0.8604, loss_cls: 1.3536, loss: 1.3536, grad_norm: 4.6230 2020-07-29 09:03:05,257 - mmaction - INFO - Epoch [35][120/449] lr: 3.989e-03, eta: 0:52:26, time: 0.539, data_time: 0.006, memory: 6183, top1_acc: 0.6542, top5_acc: 0.8602, loss_cls: 1.3524, loss: 1.3524, grad_norm: 4.6898 2020-07-29 09:03:16,091 - mmaction - INFO - Epoch [35][140/449] lr: 3.929e-03, eta: 0:52:00, time: 0.544, data_time: 0.006, memory: 6183, top1_acc: 0.6440, top5_acc: 0.8591, loss_cls: 1.3842, loss: 1.3842, grad_norm: 4.7368 2020-07-29 09:03:26,986 - mmaction - INFO - Epoch [35][160/449] lr: 3.869e-03, eta: 0:51:33, time: 0.541, data_time: 0.006, memory: 6183, top1_acc: 0.6474, top5_acc: 0.8565, loss_cls: 1.3534, loss: 1.3534, grad_norm: 4.6984 2020-07-29 09:03:37,762 - mmaction - INFO - Epoch [35][180/449] lr: 3.809e-03, eta: 0:51:06, time: 0.542, data_time: 0.007, memory: 6183, top1_acc: 0.6651, top5_acc: 0.8677, loss_cls: 1.3034, loss: 1.3034, grad_norm: 4.5896 2020-07-29 09:03:49,537 - mmaction - INFO - Epoch [35][200/449] lr: 3.749e-03, eta: 0:50:40, time: 0.587, data_time: 0.007, memory: 6183, top1_acc: 0.6479, top5_acc: 0.8586, loss_cls: 1.3925, loss: 1.3925, grad_norm: 4.7168 2020-07-29 09:04:00,671 - mmaction - INFO - Epoch [35][220/449] lr: 3.690e-03, eta: 0:50:13, time: 0.559, data_time: 0.006, memory: 6183, top1_acc: 0.6518, top5_acc: 0.8573, loss_cls: 1.3871, loss: 1.3871, grad_norm: 4.8318 2020-07-29 09:04:13,188 - mmaction - INFO - Epoch [35][240/449] lr: 3.632e-03, eta: 0:49:47, time: 0.624, data_time: 0.006, memory: 6183, top1_acc: 0.6448, top5_acc: 0.8573, loss_cls: 1.3779, loss: 1.3779, grad_norm: 4.8108 2020-07-29 09:04:26,325 - mmaction - INFO - Epoch [35][260/449] lr: 3.574e-03, eta: 0:49:21, time: 0.659, data_time: 0.006, memory: 6183, top1_acc: 0.6482, top5_acc: 0.8526, loss_cls: 1.3859, loss: 1.3859, grad_norm: 4.7976 2020-07-29 09:04:39,853 - mmaction - INFO - Epoch [35][280/449] lr: 3.516e-03, eta: 0:48:55, time: 0.672, data_time: 0.005, memory: 6183, top1_acc: 0.6596, top5_acc: 0.8586, loss_cls: 1.3605, loss: 1.3605, grad_norm: 4.8261 2020-07-29 09:04:53,088 - mmaction - INFO - Epoch [35][300/449] lr: 3.459e-03, eta: 0:48:29, time: 0.666, data_time: 0.008, memory: 6183, top1_acc: 0.6521, top5_acc: 0.8633, loss_cls: 1.3575, loss: 1.3575, grad_norm: 4.9128 2020-07-29 09:05:06,010 - mmaction - INFO - Epoch [35][320/449] lr: 3.402e-03, eta: 0:48:03, time: 0.642, data_time: 0.005, memory: 6183, top1_acc: 0.6578, top5_acc: 0.8682, loss_cls: 1.3261, loss: 1.3261, grad_norm: 4.8011 2020-07-29 09:05:18,717 - mmaction - INFO - Epoch [35][340/449] lr: 3.346e-03, eta: 0:47:37, time: 0.639, data_time: 0.008, memory: 6183, top1_acc: 0.6419, top5_acc: 0.8536, loss_cls: 1.4132, loss: 1.4132, grad_norm: 4.8724 2020-07-29 09:05:31,211 - mmaction - INFO - Epoch [35][360/449] lr: 3.290e-03, eta: 0:47:11, time: 0.621, data_time: 0.005, memory: 6183, top1_acc: 0.6383, top5_acc: 0.8497, loss_cls: 1.4262, loss: 1.4262, grad_norm: 4.8332 2020-07-29 09:05:45,895 - mmaction - INFO - Epoch [35][380/449] lr: 3.235e-03, eta: 0:46:45, time: 0.737, data_time: 0.007, memory: 6183, top1_acc: 0.6437, top5_acc: 0.8591, loss_cls: 1.3733, loss: 1.3733, grad_norm: 4.8329 2020-07-29 09:05:59,222 - mmaction - INFO - Epoch [35][400/449] lr: 3.180e-03, eta: 0:46:19, time: 0.665, data_time: 0.005, memory: 6183, top1_acc: 0.6469, top5_acc: 0.8674, loss_cls: 1.3627, loss: 1.3627, grad_norm: 4.8982 2020-07-29 09:06:12,813 - mmaction - INFO - Epoch [35][420/449] lr: 3.126e-03, eta: 0:45:54, time: 0.681, data_time: 0.005, memory: 6183, top1_acc: 0.6542, top5_acc: 0.8685, loss_cls: 1.3332, loss: 1.3332, grad_norm: 4.8125 2020-07-29 09:06:26,110 - mmaction - INFO - Epoch [35][440/449] lr: 3.072e-03, eta: 0:45:28, time: 0.663, data_time: 0.006, memory: 6183, top1_acc: 0.6599, top5_acc: 0.8677, loss_cls: 1.3534, loss: 1.3534, grad_norm: 4.8488 2020-07-29 09:06:38,536 - mmaction - INFO - Saving checkpoint at 35 epochs 2020-07-29 09:11:38,882 - mmaction - INFO - Epoch [36][20/449] lr: 2.994e-03, eta: 0:45:30, time: 14.937, data_time: 14.267, memory: 6183, top1_acc: 0.6674, top5_acc: 0.8711, loss_cls: 1.2981, loss: 1.2981, grad_norm: 4.6317 2020-07-29 09:11:49,639 - mmaction - INFO - Epoch [36][40/449] lr: 2.941e-03, eta: 0:45:04, time: 0.545, data_time: 0.016, memory: 6183, top1_acc: 0.6625, top5_acc: 0.8721, loss_cls: 1.3052, loss: 1.3052, grad_norm: 4.8429 2020-07-29 09:12:00,379 - mmaction - INFO - Epoch [36][60/449] lr: 2.889e-03, eta: 0:44:37, time: 0.538, data_time: 0.006, memory: 6183, top1_acc: 0.6560, top5_acc: 0.8560, loss_cls: 1.3575, loss: 1.3575, grad_norm: 4.7861 2020-07-29 09:12:11,107 - mmaction - INFO - Epoch [36][80/449] lr: 2.837e-03, eta: 0:44:11, time: 0.535, data_time: 0.007, memory: 6183, top1_acc: 0.6659, top5_acc: 0.8693, loss_cls: 1.3036, loss: 1.3036, grad_norm: 4.7946 2020-07-29 09:12:21,820 - mmaction - INFO - Epoch [36][100/449] lr: 2.785e-03, eta: 0:43:44, time: 0.537, data_time: 0.006, memory: 6183, top1_acc: 0.6695, top5_acc: 0.8682, loss_cls: 1.3212, loss: 1.3212, grad_norm: 4.7910 2020-07-29 09:12:32,739 - mmaction - INFO - Epoch [36][120/449] lr: 2.734e-03, eta: 0:43:18, time: 0.544, data_time: 0.006, memory: 6183, top1_acc: 0.6570, top5_acc: 0.8646, loss_cls: 1.3076, loss: 1.3076, grad_norm: 4.7098 2020-07-29 09:12:43,665 - mmaction - INFO - Epoch [36][140/449] lr: 2.684e-03, eta: 0:42:52, time: 0.547, data_time: 0.005, memory: 6183, top1_acc: 0.6672, top5_acc: 0.8685, loss_cls: 1.3284, loss: 1.3284, grad_norm: 4.8522 2020-07-29 09:12:54,539 - mmaction - INFO - Epoch [36][160/449] lr: 2.633e-03, eta: 0:42:26, time: 0.540, data_time: 0.007, memory: 6183, top1_acc: 0.6651, top5_acc: 0.8638, loss_cls: 1.3215, loss: 1.3215, grad_norm: 4.8584 2020-07-29 09:13:05,456 - mmaction - INFO - Epoch [36][180/449] lr: 2.584e-03, eta: 0:41:59, time: 0.550, data_time: 0.007, memory: 6183, top1_acc: 0.6711, top5_acc: 0.8760, loss_cls: 1.2883, loss: 1.2883, grad_norm: 4.8743 2020-07-29 09:13:16,473 - mmaction - INFO - Epoch [36][200/449] lr: 2.534e-03, eta: 0:41:33, time: 0.550, data_time: 0.006, memory: 6183, top1_acc: 0.6654, top5_acc: 0.8672, loss_cls: 1.3128, loss: 1.3128, grad_norm: 4.8040 2020-07-29 09:13:28,280 - mmaction - INFO - Epoch [36][220/449] lr: 2.486e-03, eta: 0:41:07, time: 0.592, data_time: 0.006, memory: 6183, top1_acc: 0.6549, top5_acc: 0.8633, loss_cls: 1.3314, loss: 1.3314, grad_norm: 4.9763 2020-07-29 09:13:40,411 - mmaction - INFO - Epoch [36][240/449] lr: 2.437e-03, eta: 0:40:41, time: 0.606, data_time: 0.006, memory: 6183, top1_acc: 0.6562, top5_acc: 0.8672, loss_cls: 1.3219, loss: 1.3219, grad_norm: 4.8260 2020-07-29 09:13:51,495 - mmaction - INFO - Epoch [36][260/449] lr: 2.389e-03, eta: 0:40:15, time: 0.554, data_time: 0.002, memory: 6183, top1_acc: 0.6633, top5_acc: 0.8612, loss_cls: 1.3253, loss: 1.3253, grad_norm: 4.8476 2020-07-29 09:14:04,024 - mmaction - INFO - Epoch [36][280/449] lr: 2.342e-03, eta: 0:39:50, time: 0.624, data_time: 0.007, memory: 6183, top1_acc: 0.6674, top5_acc: 0.8719, loss_cls: 1.3045, loss: 1.3045, grad_norm: 4.8503 2020-07-29 09:14:17,181 - mmaction - INFO - Epoch [36][300/449] lr: 2.295e-03, eta: 0:39:24, time: 0.661, data_time: 0.007, memory: 6183, top1_acc: 0.6745, top5_acc: 0.8753, loss_cls: 1.2687, loss: 1.2687, grad_norm: 4.8215 2020-07-29 09:14:29,742 - mmaction - INFO - Epoch [36][320/449] lr: 2.249e-03, eta: 0:38:58, time: 0.626, data_time: 0.006, memory: 6183, top1_acc: 0.6557, top5_acc: 0.8625, loss_cls: 1.3251, loss: 1.3251, grad_norm: 5.0190 2020-07-29 09:14:43,976 - mmaction - INFO - Epoch [36][340/449] lr: 2.203e-03, eta: 0:38:33, time: 0.714, data_time: 0.006, memory: 6183, top1_acc: 0.6576, top5_acc: 0.8633, loss_cls: 1.3383, loss: 1.3383, grad_norm: 4.9477 2020-07-29 09:14:57,093 - mmaction - INFO - Epoch [36][360/449] lr: 2.157e-03, eta: 0:38:07, time: 0.653, data_time: 0.006, memory: 6183, top1_acc: 0.6755, top5_acc: 0.8745, loss_cls: 1.2821, loss: 1.2821, grad_norm: 4.8471 2020-07-29 09:15:10,815 - mmaction - INFO - Epoch [36][380/449] lr: 2.112e-03, eta: 0:37:42, time: 0.689, data_time: 0.006, memory: 6183, top1_acc: 0.6745, top5_acc: 0.8669, loss_cls: 1.3062, loss: 1.3062, grad_norm: 4.9269 2020-07-29 09:15:24,516 - mmaction - INFO - Epoch [36][400/449] lr: 2.067e-03, eta: 0:37:16, time: 0.683, data_time: 0.005, memory: 6183, top1_acc: 0.6724, top5_acc: 0.8685, loss_cls: 1.2806, loss: 1.2806, grad_norm: 4.8175 2020-07-29 09:15:37,432 - mmaction - INFO - Epoch [36][420/449] lr: 2.023e-03, eta: 0:36:51, time: 0.647, data_time: 0.006, memory: 6183, top1_acc: 0.6672, top5_acc: 0.8661, loss_cls: 1.2850, loss: 1.2850, grad_norm: 4.8467 2020-07-29 09:15:52,360 - mmaction - INFO - Epoch [36][440/449] lr: 1.979e-03, eta: 0:36:25, time: 0.745, data_time: 0.007, memory: 6183, top1_acc: 0.6599, top5_acc: 0.8591, loss_cls: 1.3241, loss: 1.3241, grad_norm: 4.9840 2020-07-29 09:16:03,825 - mmaction - INFO - Saving checkpoint at 36 epochs 2020-07-29 09:21:04,135 - mmaction - INFO - Epoch [37][20/449] lr: 1.917e-03, eta: 0:36:19, time: 14.938, data_time: 14.273, memory: 6183, top1_acc: 0.6742, top5_acc: 0.8724, loss_cls: 1.2708, loss: 1.2708, grad_norm: 4.8107 2020-07-29 09:21:14,983 - mmaction - INFO - Epoch [37][40/449] lr: 1.874e-03, eta: 0:35:53, time: 0.546, data_time: 0.013, memory: 6183, top1_acc: 0.6753, top5_acc: 0.8745, loss_cls: 1.2598, loss: 1.2598, grad_norm: 4.7564 2020-07-29 09:21:25,687 - mmaction - INFO - Epoch [37][60/449] lr: 1.832e-03, eta: 0:35:27, time: 0.537, data_time: 0.006, memory: 6183, top1_acc: 0.6664, top5_acc: 0.8737, loss_cls: 1.2938, loss: 1.2938, grad_norm: 5.0189 2020-07-29 09:21:36,445 - mmaction - INFO - Epoch [37][80/449] lr: 1.791e-03, eta: 0:35:01, time: 0.535, data_time: 0.006, memory: 6183, top1_acc: 0.6878, top5_acc: 0.8779, loss_cls: 1.2314, loss: 1.2314, grad_norm: 4.8737 2020-07-29 09:21:47,144 - mmaction - INFO - Epoch [37][100/449] lr: 1.749e-03, eta: 0:34:35, time: 0.539, data_time: 0.007, memory: 6183, top1_acc: 0.6630, top5_acc: 0.8674, loss_cls: 1.2999, loss: 1.2999, grad_norm: 5.0286 2020-07-29 09:21:57,976 - mmaction - INFO - Epoch [37][120/449] lr: 1.709e-03, eta: 0:34:09, time: 0.538, data_time: 0.006, memory: 6183, top1_acc: 0.6664, top5_acc: 0.8674, loss_cls: 1.2842, loss: 1.2842, grad_norm: 4.9102 2020-07-29 09:22:08,845 - mmaction - INFO - Epoch [37][140/449] lr: 1.668e-03, eta: 0:33:43, time: 0.546, data_time: 0.007, memory: 6183, top1_acc: 0.6951, top5_acc: 0.8815, loss_cls: 1.2022, loss: 1.2022, grad_norm: 4.7554 2020-07-29 09:22:19,716 - mmaction - INFO - Epoch [37][160/449] lr: 1.629e-03, eta: 0:33:18, time: 0.541, data_time: 0.007, memory: 6183, top1_acc: 0.6792, top5_acc: 0.8747, loss_cls: 1.2651, loss: 1.2651, grad_norm: 4.8690 2020-07-29 09:22:30,470 - mmaction - INFO - Epoch [37][180/449] lr: 1.589e-03, eta: 0:32:52, time: 0.540, data_time: 0.006, memory: 6183, top1_acc: 0.6693, top5_acc: 0.8755, loss_cls: 1.2587, loss: 1.2587, grad_norm: 4.9609 2020-07-29 09:22:41,389 - mmaction - INFO - Epoch [37][200/449] lr: 1.551e-03, eta: 0:32:26, time: 0.545, data_time: 0.007, memory: 6183, top1_acc: 0.6865, top5_acc: 0.8745, loss_cls: 1.2336, loss: 1.2336, grad_norm: 4.9198 2020-07-29 09:22:52,881 - mmaction - INFO - Epoch [37][220/449] lr: 1.512e-03, eta: 0:32:01, time: 0.577, data_time: 0.006, memory: 6183, top1_acc: 0.6758, top5_acc: 0.8698, loss_cls: 1.2655, loss: 1.2655, grad_norm: 4.9048 2020-07-29 09:23:05,013 - mmaction - INFO - Epoch [37][240/449] lr: 1.474e-03, eta: 0:31:35, time: 0.605, data_time: 0.007, memory: 6183, top1_acc: 0.6776, top5_acc: 0.8758, loss_cls: 1.2684, loss: 1.2684, grad_norm: 4.9006 2020-07-29 09:23:17,874 - mmaction - INFO - Epoch [37][260/449] lr: 1.437e-03, eta: 0:31:10, time: 0.645, data_time: 0.005, memory: 6183, top1_acc: 0.6729, top5_acc: 0.8724, loss_cls: 1.2935, loss: 1.2935, grad_norm: 4.9957 2020-07-29 09:23:31,130 - mmaction - INFO - Epoch [37][280/449] lr: 1.400e-03, eta: 0:30:44, time: 0.661, data_time: 0.005, memory: 6183, top1_acc: 0.6805, top5_acc: 0.8667, loss_cls: 1.2739, loss: 1.2739, grad_norm: 4.9732 2020-07-29 09:23:44,735 - mmaction - INFO - Epoch [37][300/449] lr: 1.364e-03, eta: 0:30:19, time: 0.682, data_time: 0.006, memory: 6183, top1_acc: 0.6646, top5_acc: 0.8714, loss_cls: 1.3057, loss: 1.3057, grad_norm: 5.0589 2020-07-29 09:23:58,007 - mmaction - INFO - Epoch [37][320/449] lr: 1.328e-03, eta: 0:29:54, time: 0.662, data_time: 0.006, memory: 6183, top1_acc: 0.6802, top5_acc: 0.8716, loss_cls: 1.2674, loss: 1.2674, grad_norm: 4.9699 2020-07-29 09:24:11,466 - mmaction - INFO - Epoch [37][340/449] lr: 1.292e-03, eta: 0:29:28, time: 0.674, data_time: 0.005, memory: 6183, top1_acc: 0.6836, top5_acc: 0.8802, loss_cls: 1.2299, loss: 1.2299, grad_norm: 4.9161 2020-07-29 09:24:25,110 - mmaction - INFO - Epoch [37][360/449] lr: 1.257e-03, eta: 0:29:03, time: 0.680, data_time: 0.007, memory: 6183, top1_acc: 0.6701, top5_acc: 0.8690, loss_cls: 1.2783, loss: 1.2783, grad_norm: 5.0129 2020-07-29 09:24:39,139 - mmaction - INFO - Epoch [37][380/449] lr: 1.222e-03, eta: 0:28:38, time: 0.704, data_time: 0.006, memory: 6183, top1_acc: 0.6760, top5_acc: 0.8714, loss_cls: 1.2615, loss: 1.2615, grad_norm: 4.8979 2020-07-29 09:24:52,923 - mmaction - INFO - Epoch [37][400/449] lr: 1.188e-03, eta: 0:28:13, time: 0.688, data_time: 0.006, memory: 6183, top1_acc: 0.6729, top5_acc: 0.8813, loss_cls: 1.2488, loss: 1.2488, grad_norm: 4.8871 2020-07-29 09:25:07,021 - mmaction - INFO - Epoch [37][420/449] lr: 1.155e-03, eta: 0:27:48, time: 0.707, data_time: 0.005, memory: 6183, top1_acc: 0.6859, top5_acc: 0.8789, loss_cls: 1.2396, loss: 1.2396, grad_norm: 4.9736 2020-07-29 09:25:19,624 - mmaction - INFO - Epoch [37][440/449] lr: 1.122e-03, eta: 0:27:22, time: 0.627, data_time: 0.006, memory: 6183, top1_acc: 0.6852, top5_acc: 0.8784, loss_cls: 1.2422, loss: 1.2422, grad_norm: 4.8149 2020-07-29 09:25:34,886 - mmaction - INFO - Saving checkpoint at 37 epochs 2020-07-29 09:30:44,625 - mmaction - INFO - Epoch [38][20/449] lr: 1.074e-03, eta: 0:27:09, time: 15.394, data_time: 14.766, memory: 6183, top1_acc: 0.6826, top5_acc: 0.8802, loss_cls: 1.2437, loss: 1.2437, grad_norm: 4.8861 2020-07-29 09:30:55,403 - mmaction - INFO - Epoch [38][40/449] lr: 1.042e-03, eta: 0:26:43, time: 0.550, data_time: 0.019, memory: 6183, top1_acc: 0.6794, top5_acc: 0.8771, loss_cls: 1.2421, loss: 1.2421, grad_norm: 4.9233 2020-07-29 09:31:06,131 - mmaction - INFO - Epoch [38][60/449] lr: 1.011e-03, eta: 0:26:18, time: 0.537, data_time: 0.006, memory: 6183, top1_acc: 0.6878, top5_acc: 0.8833, loss_cls: 1.2026, loss: 1.2026, grad_norm: 4.8157 2020-07-29 09:31:16,924 - mmaction - INFO - Epoch [38][80/449] lr: 9.799e-04, eta: 0:25:52, time: 0.539, data_time: 0.007, memory: 6183, top1_acc: 0.6799, top5_acc: 0.8732, loss_cls: 1.2380, loss: 1.2380, grad_norm: 4.8570 2020-07-29 09:31:27,702 - mmaction - INFO - Epoch [38][100/449] lr: 9.493e-04, eta: 0:25:27, time: 0.540, data_time: 0.005, memory: 6183, top1_acc: 0.6888, top5_acc: 0.8755, loss_cls: 1.2411, loss: 1.2411, grad_norm: 4.8651 2020-07-29 09:31:38,541 - mmaction - INFO - Epoch [38][120/449] lr: 9.193e-04, eta: 0:25:01, time: 0.538, data_time: 0.006, memory: 6183, top1_acc: 0.6833, top5_acc: 0.8826, loss_cls: 1.2307, loss: 1.2307, grad_norm: 4.9578 2020-07-29 09:31:49,295 - mmaction - INFO - Epoch [38][140/449] lr: 8.897e-04, eta: 0:24:36, time: 0.541, data_time: 0.007, memory: 6183, top1_acc: 0.6786, top5_acc: 0.8766, loss_cls: 1.2495, loss: 1.2495, grad_norm: 4.9221 2020-07-29 09:32:00,147 - mmaction - INFO - Epoch [38][160/449] lr: 8.606e-04, eta: 0:24:10, time: 0.541, data_time: 0.007, memory: 6183, top1_acc: 0.6917, top5_acc: 0.8779, loss_cls: 1.2026, loss: 1.2026, grad_norm: 4.9285 2020-07-29 09:32:10,880 - mmaction - INFO - Epoch [38][180/449] lr: 8.319e-04, eta: 0:23:45, time: 0.538, data_time: 0.006, memory: 6183, top1_acc: 0.6724, top5_acc: 0.8771, loss_cls: 1.2551, loss: 1.2551, grad_norm: 5.0442 2020-07-29 09:32:21,771 - mmaction - INFO - Epoch [38][200/449] lr: 8.038e-04, eta: 0:23:20, time: 0.543, data_time: 0.007, memory: 6183, top1_acc: 0.6865, top5_acc: 0.8768, loss_cls: 1.2223, loss: 1.2223, grad_norm: 4.9666 2020-07-29 09:32:33,066 - mmaction - INFO - Epoch [38][220/449] lr: 7.761e-04, eta: 0:22:54, time: 0.566, data_time: 0.006, memory: 6183, top1_acc: 0.6786, top5_acc: 0.8760, loss_cls: 1.2518, loss: 1.2518, grad_norm: 4.9241 2020-07-29 09:32:45,568 - mmaction - INFO - Epoch [38][240/449] lr: 7.489e-04, eta: 0:22:29, time: 0.623, data_time: 0.006, memory: 6183, top1_acc: 0.6995, top5_acc: 0.8794, loss_cls: 1.1966, loss: 1.1966, grad_norm: 4.8789 2020-07-29 09:32:58,693 - mmaction - INFO - Epoch [38][260/449] lr: 7.222e-04, eta: 0:22:04, time: 0.659, data_time: 0.005, memory: 6183, top1_acc: 0.6766, top5_acc: 0.8755, loss_cls: 1.2671, loss: 1.2671, grad_norm: 4.9733 2020-07-29 09:33:11,886 - mmaction - INFO - Epoch [38][280/449] lr: 6.960e-04, eta: 0:21:39, time: 0.658, data_time: 0.006, memory: 6183, top1_acc: 0.6820, top5_acc: 0.8760, loss_cls: 1.2481, loss: 1.2481, grad_norm: 5.0034 2020-07-29 09:33:23,648 - mmaction - INFO - Epoch [38][300/449] lr: 6.702e-04, eta: 0:21:14, time: 0.588, data_time: 0.005, memory: 6183, top1_acc: 0.6849, top5_acc: 0.8734, loss_cls: 1.2341, loss: 1.2341, grad_norm: 4.9229 2020-07-29 09:33:36,925 - mmaction - INFO - Epoch [38][320/449] lr: 6.450e-04, eta: 0:20:49, time: 0.662, data_time: 0.007, memory: 6183, top1_acc: 0.6810, top5_acc: 0.8755, loss_cls: 1.2631, loss: 1.2631, grad_norm: 4.9634 2020-07-29 09:33:50,797 - mmaction - INFO - Epoch [38][340/449] lr: 6.202e-04, eta: 0:20:24, time: 0.695, data_time: 0.006, memory: 6183, top1_acc: 0.6953, top5_acc: 0.8844, loss_cls: 1.1828, loss: 1.1828, grad_norm: 4.9418 2020-07-29 09:34:04,651 - mmaction - INFO - Epoch [38][360/449] lr: 5.959e-04, eta: 0:19:59, time: 0.691, data_time: 0.006, memory: 6183, top1_acc: 0.6885, top5_acc: 0.8846, loss_cls: 1.1994, loss: 1.1994, grad_norm: 4.9416 2020-07-29 09:34:18,704 - mmaction - INFO - Epoch [38][380/449] lr: 5.720e-04, eta: 0:19:34, time: 0.705, data_time: 0.007, memory: 6183, top1_acc: 0.6771, top5_acc: 0.8734, loss_cls: 1.2516, loss: 1.2516, grad_norm: 5.0254 2020-07-29 09:34:31,127 - mmaction - INFO - Epoch [38][400/449] lr: 5.487e-04, eta: 0:19:09, time: 0.618, data_time: 0.006, memory: 6183, top1_acc: 0.6927, top5_acc: 0.8867, loss_cls: 1.1886, loss: 1.1886, grad_norm: 4.8448 2020-07-29 09:34:43,508 - mmaction - INFO - Epoch [38][420/449] lr: 5.258e-04, eta: 0:18:44, time: 0.621, data_time: 0.007, memory: 6183, top1_acc: 0.6872, top5_acc: 0.8794, loss_cls: 1.2225, loss: 1.2225, grad_norm: 4.9889 2020-07-29 09:34:58,293 - mmaction - INFO - Epoch [38][440/449] lr: 5.035e-04, eta: 0:18:19, time: 0.739, data_time: 0.007, memory: 6183, top1_acc: 0.6958, top5_acc: 0.8948, loss_cls: 1.1617, loss: 1.1617, grad_norm: 4.8906 2020-07-29 09:35:11,541 - mmaction - INFO - Saving checkpoint at 38 epochs 2020-07-29 09:40:16,152 - mmaction - INFO - Epoch [39][20/449] lr: 4.719e-04, eta: 0:17:58, time: 15.169, data_time: 14.466, memory: 6183, top1_acc: 0.6846, top5_acc: 0.8818, loss_cls: 1.1991, loss: 1.1991, grad_norm: 4.9542 2020-07-29 09:40:26,868 - mmaction - INFO - Epoch [39][40/449] lr: 4.507e-04, eta: 0:17:33, time: 0.541, data_time: 0.009, memory: 6183, top1_acc: 0.6841, top5_acc: 0.8729, loss_cls: 1.2465, loss: 1.2465, grad_norm: 4.8153 2020-07-29 09:40:37,623 - mmaction - INFO - Epoch [39][60/449] lr: 4.300e-04, eta: 0:17:08, time: 0.535, data_time: 0.006, memory: 6183, top1_acc: 0.6919, top5_acc: 0.8737, loss_cls: 1.2378, loss: 1.2378, grad_norm: 5.0249 2020-07-29 09:40:48,263 - mmaction - INFO - Epoch [39][80/449] lr: 4.098e-04, eta: 0:16:42, time: 0.534, data_time: 0.006, memory: 6183, top1_acc: 0.6828, top5_acc: 0.8828, loss_cls: 1.2047, loss: 1.2047, grad_norm: 4.9619 2020-07-29 09:40:59,089 - mmaction - INFO - Epoch [39][100/449] lr: 3.900e-04, eta: 0:16:17, time: 0.540, data_time: 0.007, memory: 6183, top1_acc: 0.6786, top5_acc: 0.8776, loss_cls: 1.2384, loss: 1.2384, grad_norm: 5.0135 2020-07-29 09:41:09,738 - mmaction - INFO - Epoch [39][120/449] lr: 3.708e-04, eta: 0:15:52, time: 0.534, data_time: 0.005, memory: 6183, top1_acc: 0.6888, top5_acc: 0.8818, loss_cls: 1.2111, loss: 1.2111, grad_norm: 4.9236 2020-07-29 09:41:20,579 - mmaction - INFO - Epoch [39][140/449] lr: 3.520e-04, eta: 0:15:27, time: 0.543, data_time: 0.007, memory: 6183, top1_acc: 0.6951, top5_acc: 0.8750, loss_cls: 1.2192, loss: 1.2192, grad_norm: 4.9192 2020-07-29 09:41:31,277 - mmaction - INFO - Epoch [39][160/449] lr: 3.337e-04, eta: 0:15:02, time: 0.535, data_time: 0.003, memory: 6183, top1_acc: 0.6893, top5_acc: 0.8854, loss_cls: 1.1952, loss: 1.1952, grad_norm: 4.8848 2020-07-29 09:41:42,254 - mmaction - INFO - Epoch [39][180/449] lr: 3.159e-04, eta: 0:14:37, time: 0.547, data_time: 0.006, memory: 6183, top1_acc: 0.7018, top5_acc: 0.8844, loss_cls: 1.1670, loss: 1.1670, grad_norm: 4.8358 2020-07-29 09:41:53,286 - mmaction - INFO - Epoch [39][200/449] lr: 2.986e-04, eta: 0:14:12, time: 0.553, data_time: 0.006, memory: 6183, top1_acc: 0.6917, top5_acc: 0.8799, loss_cls: 1.2063, loss: 1.2063, grad_norm: 4.9424 2020-07-29 09:42:05,196 - mmaction - INFO - Epoch [39][220/449] lr: 2.818e-04, eta: 0:13:47, time: 0.596, data_time: 0.007, memory: 6183, top1_acc: 0.6927, top5_acc: 0.8813, loss_cls: 1.2130, loss: 1.2130, grad_norm: 5.0455 2020-07-29 09:42:16,546 - mmaction - INFO - Epoch [39][240/449] lr: 2.655e-04, eta: 0:13:22, time: 0.567, data_time: 0.003, memory: 6183, top1_acc: 0.6820, top5_acc: 0.8776, loss_cls: 1.2387, loss: 1.2387, grad_norm: 4.9792 2020-07-29 09:42:30,549 - mmaction - INFO - Epoch [39][260/449] lr: 2.496e-04, eta: 0:12:57, time: 0.701, data_time: 0.007, memory: 6183, top1_acc: 0.6927, top5_acc: 0.8810, loss_cls: 1.1960, loss: 1.1960, grad_norm: 4.8738 2020-07-29 09:42:42,145 - mmaction - INFO - Epoch [39][280/449] lr: 2.342e-04, eta: 0:12:32, time: 0.580, data_time: 0.003, memory: 6183, top1_acc: 0.6802, top5_acc: 0.8773, loss_cls: 1.2168, loss: 1.2168, grad_norm: 5.0823 2020-07-29 09:42:55,489 - mmaction - INFO - Epoch [39][300/449] lr: 2.194e-04, eta: 0:12:08, time: 0.664, data_time: 0.005, memory: 6183, top1_acc: 0.6930, top5_acc: 0.8802, loss_cls: 1.2195, loss: 1.2195, grad_norm: 4.9438 2020-07-29 09:43:08,733 - mmaction - INFO - Epoch [39][320/449] lr: 2.050e-04, eta: 0:11:43, time: 0.665, data_time: 0.007, memory: 6183, top1_acc: 0.6859, top5_acc: 0.8841, loss_cls: 1.2157, loss: 1.2157, grad_norm: 5.0073 2020-07-29 09:43:21,905 - mmaction - INFO - Epoch [39][340/449] lr: 1.911e-04, eta: 0:11:18, time: 0.658, data_time: 0.007, memory: 6183, top1_acc: 0.6919, top5_acc: 0.8773, loss_cls: 1.2094, loss: 1.2094, grad_norm: 5.0029 2020-07-29 09:43:35,621 - mmaction - INFO - Epoch [39][360/449] lr: 1.777e-04, eta: 0:10:54, time: 0.686, data_time: 0.004, memory: 6183, top1_acc: 0.6885, top5_acc: 0.8779, loss_cls: 1.2308, loss: 1.2308, grad_norm: 4.9770 2020-07-29 09:43:48,880 - mmaction - INFO - Epoch [39][380/449] lr: 1.647e-04, eta: 0:10:29, time: 0.663, data_time: 0.003, memory: 6183, top1_acc: 0.6990, top5_acc: 0.8880, loss_cls: 1.1527, loss: 1.1527, grad_norm: 4.8982 2020-07-29 09:44:03,455 - mmaction - INFO - Epoch [39][400/449] lr: 1.523e-04, eta: 0:10:04, time: 0.727, data_time: 0.006, memory: 6183, top1_acc: 0.7029, top5_acc: 0.8859, loss_cls: 1.1652, loss: 1.1652, grad_norm: 4.8385 2020-07-29 09:44:16,899 - mmaction - INFO - Epoch [39][420/449] lr: 1.403e-04, eta: 0:09:40, time: 0.674, data_time: 0.005, memory: 6183, top1_acc: 0.6919, top5_acc: 0.8771, loss_cls: 1.2296, loss: 1.2296, grad_norm: 4.9807 2020-07-29 09:44:30,761 - mmaction - INFO - Epoch [39][440/449] lr: 1.289e-04, eta: 0:09:15, time: 0.692, data_time: 0.007, memory: 6183, top1_acc: 0.6880, top5_acc: 0.8831, loss_cls: 1.2077, loss: 1.2077, grad_norm: 5.0007 2020-07-29 09:44:44,411 - mmaction - INFO - Saving checkpoint at 39 epochs 2020-07-29 09:50:03,794 - mmaction - INFO - Epoch [40][20/449] lr: 1.131e-04, eta: 0:08:47, time: 15.889, data_time: 15.197, memory: 6183, top1_acc: 0.6982, top5_acc: 0.8875, loss_cls: 1.1632, loss: 1.1632, grad_norm: 4.8469 2020-07-29 09:50:14,387 - mmaction - INFO - Epoch [40][40/449] lr: 1.028e-04, eta: 0:08:22, time: 0.534, data_time: 0.008, memory: 6183, top1_acc: 0.6714, top5_acc: 0.8755, loss_cls: 1.2360, loss: 1.2360, grad_norm: 4.9439 2020-07-29 09:50:25,101 - mmaction - INFO - Epoch [40][60/449] lr: 9.304e-05, eta: 0:07:57, time: 0.534, data_time: 0.006, memory: 6183, top1_acc: 0.6966, top5_acc: 0.8924, loss_cls: 1.1703, loss: 1.1703, grad_norm: 4.9074 2020-07-29 09:50:35,745 - mmaction - INFO - Epoch [40][80/449] lr: 8.375e-05, eta: 0:07:32, time: 0.534, data_time: 0.006, memory: 6183, top1_acc: 0.6839, top5_acc: 0.8719, loss_cls: 1.2312, loss: 1.2312, grad_norm: 5.0022 2020-07-29 09:50:46,666 - mmaction - INFO - Epoch [40][100/449] lr: 7.494e-05, eta: 0:07:08, time: 0.543, data_time: 0.007, memory: 6183, top1_acc: 0.6932, top5_acc: 0.8779, loss_cls: 1.2161, loss: 1.2161, grad_norm: 4.9557 2020-07-29 09:50:57,642 - mmaction - INFO - Epoch [40][120/449] lr: 6.662e-05, eta: 0:06:43, time: 0.552, data_time: 0.007, memory: 6183, top1_acc: 0.6945, top5_acc: 0.8828, loss_cls: 1.1848, loss: 1.1848, grad_norm: 4.9215 2020-07-29 09:51:08,955 - mmaction - INFO - Epoch [40][140/449] lr: 5.879e-05, eta: 0:06:18, time: 0.564, data_time: 0.007, memory: 6183, top1_acc: 0.6982, top5_acc: 0.8875, loss_cls: 1.1767, loss: 1.1767, grad_norm: 4.9002 2020-07-29 09:51:19,852 - mmaction - INFO - Epoch [40][160/449] lr: 5.145e-05, eta: 0:05:53, time: 0.547, data_time: 0.006, memory: 6183, top1_acc: 0.7021, top5_acc: 0.8906, loss_cls: 1.1785, loss: 1.1785, grad_norm: 4.8626 2020-07-29 09:51:30,717 - mmaction - INFO - Epoch [40][180/449] lr: 4.460e-05, eta: 0:05:29, time: 0.541, data_time: 0.006, memory: 6183, top1_acc: 0.6974, top5_acc: 0.8872, loss_cls: 1.1777, loss: 1.1777, grad_norm: 4.9453 2020-07-29 09:51:41,858 - mmaction - INFO - Epoch [40][200/449] lr: 3.824e-05, eta: 0:05:04, time: 0.558, data_time: 0.006, memory: 6183, top1_acc: 0.6854, top5_acc: 0.8799, loss_cls: 1.2250, loss: 1.2250, grad_norm: 4.9474 2020-07-29 09:51:53,436 - mmaction - INFO - Epoch [40][220/449] lr: 3.237e-05, eta: 0:04:39, time: 0.578, data_time: 0.008, memory: 6183, top1_acc: 0.6901, top5_acc: 0.8784, loss_cls: 1.2100, loss: 1.2100, grad_norm: 4.9794 2020-07-29 09:52:05,556 - mmaction - INFO - Epoch [40][240/449] lr: 2.698e-05, eta: 0:04:15, time: 0.607, data_time: 0.006, memory: 6183, top1_acc: 0.6927, top5_acc: 0.8823, loss_cls: 1.2007, loss: 1.2007, grad_norm: 5.0225 2020-07-29 09:52:18,221 - mmaction - INFO - Epoch [40][260/449] lr: 2.209e-05, eta: 0:03:50, time: 0.630, data_time: 0.007, memory: 6183, top1_acc: 0.7013, top5_acc: 0.8857, loss_cls: 1.1734, loss: 1.1734, grad_norm: 4.9385 2020-07-29 09:52:30,014 - mmaction - INFO - Epoch [40][280/449] lr: 1.768e-05, eta: 0:03:26, time: 0.593, data_time: 0.007, memory: 6183, top1_acc: 0.6958, top5_acc: 0.8878, loss_cls: 1.1674, loss: 1.1674, grad_norm: 4.8540 2020-07-29 09:52:41,642 - mmaction - INFO - Epoch [40][300/449] lr: 1.377e-05, eta: 0:03:01, time: 0.578, data_time: 0.006, memory: 6183, top1_acc: 0.7003, top5_acc: 0.8852, loss_cls: 1.1714, loss: 1.1714, grad_norm: 4.9146 2020-07-29 09:52:54,535 - mmaction - INFO - Epoch [40][320/449] lr: 1.034e-05, eta: 0:02:37, time: 0.648, data_time: 0.007, memory: 6183, top1_acc: 0.6956, top5_acc: 0.8846, loss_cls: 1.1881, loss: 1.1881, grad_norm: 4.9846 2020-07-29 09:53:08,599 - mmaction - INFO - Epoch [40][340/449] lr: 7.404e-06, eta: 0:02:12, time: 0.702, data_time: 0.006, memory: 6183, top1_acc: 0.6755, top5_acc: 0.8797, loss_cls: 1.2456, loss: 1.2456, grad_norm: 5.1957 2020-07-29 09:53:21,931 - mmaction - INFO - Epoch [40][360/449] lr: 4.957e-06, eta: 0:01:48, time: 0.668, data_time: 0.005, memory: 6183, top1_acc: 0.6951, top5_acc: 0.8857, loss_cls: 1.1753, loss: 1.1753, grad_norm: 4.9103 2020-07-29 09:53:34,913 - mmaction - INFO - Epoch [40][380/449] lr: 2.999e-06, eta: 0:01:23, time: 0.649, data_time: 0.008, memory: 6183, top1_acc: 0.7016, top5_acc: 0.8872, loss_cls: 1.1845, loss: 1.1845, grad_norm: 4.9751 2020-07-29 09:53:47,956 - mmaction - INFO - Epoch [40][400/449] lr: 1.530e-06, eta: 0:00:59, time: 0.653, data_time: 0.003, memory: 6183, top1_acc: 0.6852, top5_acc: 0.8828, loss_cls: 1.2213, loss: 1.2213, grad_norm: 5.1020 2020-07-29 09:53:59,587 - mmaction - INFO - Epoch [40][420/449] lr: 5.508e-07, eta: 0:00:35, time: 0.579, data_time: 0.006, memory: 6183, top1_acc: 0.6945, top5_acc: 0.8823, loss_cls: 1.1995, loss: 1.1995, grad_norm: 4.9611 2020-07-29 09:54:14,210 - mmaction - INFO - Epoch [40][440/449] lr: 6.120e-08, eta: 0:00:10, time: 0.733, data_time: 0.006, memory: 6183, top1_acc: 0.6995, top5_acc: 0.8971, loss_cls: 1.1689, loss: 1.1689, grad_norm: 4.9457 2020-07-29 09:54:28,854 - mmaction - INFO - Saving checkpoint at 40 epochs