2020-11-10 19:47:14,926 - mmaction - INFO - Environment info: ------------------------------------------------------------ sys.platform: linux Python: 3.6.9 |Anaconda, Inc.| (default, Jul 30 2019, 19:07:31) [GCC 7.3.0] CUDA available: True GPU 0,1,2,3,4,5,6,7: TITAN Xp CUDA_HOME: /usr/local/cuda NVCC: Cuda compilation tools, release 8.0, V8.0.61 GCC: gcc (GCC) 4.8.5 20150623 (Red Hat 4.8.5-16) PyTorch: 1.1.0 PyTorch compiling details: PyTorch built with: - GCC 4.9 - Intel(R) Math Kernel Library Version 2019.0.4 Product Build 20190411 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: 1.1.2 MMCV Compiler: n/a MMCV CUDA Compiler: n/a MMAction2: 0.6.0+98ab697 ------------------------------------------------------------ 2020-11-10 19:47:14,927 - mmaction - INFO - Distributed training: True 2020-11-10 19:47:14,927 - mmaction - INFO - Config: /mnt/lustre/duanhaodong1/mmaction2/configs/gym_slowonly/gym_flow.py model = dict( type='Recognizer3D', backbone=dict( type='ResNet3dSlowOnly', depth=50, pretrained=None, lateral=False, in_channels=2, conv1_kernel=(1, 7, 7), conv1_stride_t=1, pool1_stride_t=1, inflate=(0, 0, 1, 1), with_pool2=False, norm_eval=False), cls_head=dict( type='I3DHead', in_channels=2048, num_classes=99, spatial_type='avg', dropout_ratio=0.5)) train_cfg = None test_cfg = dict(average_clips=None) dataset_type = 'RawframeDataset' data_root = '/mnt/lustre21/DATAshare2/duanhaodong/subaction_320_frames' ann_file_train = 'data/gym/gym_train_flow.txt' ann_file_val = 'data/gym/gym_val_flow.txt' img_norm_cfg = dict(mean=[128, 128], std=[128, 128]) train_pipeline = [ dict(type='SampleFrames', clip_len=4, frame_interval=16, num_clips=1), dict(type='RawFrameDecode'), dict(type='Resize', scale=(-1, 256)), dict(type='RandomResizedCrop'), dict(type='Resize', scale=(224, 224), keep_ratio=False), dict(type='Flip', flip_ratio=0.5), dict(type='Normalize', **img_norm_cfg), dict(type='FormatShape', input_format='NCTHW'), dict(type='Collect', keys=['imgs', 'label'], meta_keys=[]), dict(type='ToTensor', keys=['imgs', 'label']) ] val_pipeline = [ dict( type='SampleFrames', clip_len=4, frame_interval=16, num_clips=1, test_mode=True), dict(type='RawFrameDecode'), dict(type='Resize', scale=(-1, 256)), dict(type='CenterCrop', crop_size=256), dict(type='Flip', flip_ratio=0), dict(type='Normalize', **img_norm_cfg), dict(type='FormatShape', input_format='NCTHW'), dict(type='Collect', keys=['imgs', 'label'], meta_keys=[]), dict(type='ToTensor', keys=['imgs']) ] test_pipeline = [ dict( type='SampleFrames', clip_len=4, frame_interval=16, num_clips=10, test_mode=True), dict(type='RawFrameDecode'), dict(type='Resize', scale=(-1, 256)), dict(type='ThreeCrop', crop_size=256), dict(type='Flip', flip_ratio=0), dict(type='Normalize', **img_norm_cfg), dict(type='FormatShape', input_format='NCTHW'), dict(type='Collect', keys=['imgs', 'label'], meta_keys=[]), dict(type='ToTensor', keys=['imgs']) ] data = dict( videos_per_gpu=24, workers_per_gpu=4, train=dict( type=dataset_type, ann_file=ann_file_train, data_prefix=data_root, modality='Flow', filename_tmpl='flow_{}_{:05d}.jpg', start_index=0, pipeline=train_pipeline), val=dict( type=dataset_type, ann_file=ann_file_val, data_prefix=data_root, modality='Flow', filename_tmpl='flow_{}_{:05d}.jpg', start_index=0, pipeline=val_pipeline), test=dict( type=dataset_type, ann_file=ann_file_val, data_prefix=data_root, modality='Flow', filename_tmpl='flow_{}_{:05d}.jpg', start_index=0, pipeline=test_pipeline)) # optimizer optimizer = dict( type='SGD', lr=0.06, momentum=0.9, weight_decay=0.0001) # this lr is used for 8 gpus optimizer_config = dict(grad_clip=dict(max_norm=40, norm_type=2)) # learning policy lr_config = dict( policy='step', step=[90, 110]) total_epochs = 120 checkpoint_config = dict(interval=5) workflow = [('train', 5)] evaluation = dict( interval=5, metrics=['top_k_accuracy', 'mean_class_accuracy'], topk=(1, 5)) log_config = dict( interval=20, hooks=[ dict(type='TextLoggerHook'), ]) dist_params = dict(backend='nccl') log_level = 'INFO' work_dir = './work_dirs/gym/gym_flow' load_from = './modelzoo/slowonly_4x16_kinetics_flow.pth' resume_from = None find_unused_parameters = False 2020-11-10 19:47:22,777 - mmaction - INFO - load checkpoint from ./modelzoo/slowonly_4x16_kinetics_flow.pth 2020-11-10 19:47:23,509 - mmaction - WARNING - The model and loaded state dict do not match exactly size mismatch for cls_head.fc_cls.weight: copying a param with shape torch.Size([400, 2048]) from checkpoint, the shape in current model is torch.Size([99, 2048]). size mismatch for cls_head.fc_cls.bias: copying a param with shape torch.Size([400]) from checkpoint, the shape in current model is torch.Size([99]). 2020-11-10 19:47:23,537 - mmaction - INFO - Start running, host: duanhaodong1@SH-IDC2-172-20-21-41, work_dir: /mnt/lustre/duanhaodong1/mmaction2/work_dirs/gym/gym_flow 2020-11-10 19:47:23,537 - mmaction - INFO - workflow: [('train', 5)], max: 120 epochs 2020-11-10 19:48:07,763 - mmaction - INFO - Epoch [1][20/54] lr: 6.000e-02, eta: 2:55:59, time: 1.635, data_time: 0.543, memory: 8442, top1_acc: 0.1327, top5_acc: 0.3452, loss_cls: 3.9256, loss: 3.9256, grad_norm: 1.5490 2020-11-10 19:48:29,156 - mmaction - INFO - Epoch [1][40/54] lr: 6.000e-02, eta: 2:25:27, time: 1.076, data_time: 0.020, memory: 8442, top1_acc: 0.2691, top5_acc: 0.6081, loss_cls: 2.8714, loss: 2.8714, grad_norm: 1.9029 2020-11-10 19:49:17,273 - mmaction - INFO - Epoch [2][20/54] lr: 6.000e-02, eta: 2:08:17, time: 1.735, data_time: 0.606, memory: 8442, top1_acc: 0.3625, top5_acc: 0.7298, loss_cls: 2.2448, loss: 2.2448, grad_norm: 2.2517 2020-11-10 19:49:39,308 - mmaction - INFO - Epoch [2][40/54] lr: 6.000e-02, eta: 2:05:40, time: 1.104, data_time: 0.018, memory: 8442, top1_acc: 0.3906, top5_acc: 0.7648, loss_cls: 2.0858, loss: 2.0858, grad_norm: 2.1910 2020-11-10 19:50:26,063 - mmaction - INFO - Epoch [3][20/54] lr: 6.000e-02, eta: 1:59:42, time: 1.686, data_time: 0.521, memory: 8442, top1_acc: 0.4439, top5_acc: 0.8027, loss_cls: 1.8704, loss: 1.8704, grad_norm: 2.1837 2020-11-10 19:50:47,824 - mmaction - INFO - Epoch [3][40/54] lr: 6.000e-02, eta: 1:58:42, time: 1.087, data_time: 0.013, memory: 8442, top1_acc: 0.4603, top5_acc: 0.8169, loss_cls: 1.7953, loss: 1.7953, grad_norm: 2.2485 2020-11-10 19:51:35,715 - mmaction - INFO - Epoch [4][20/54] lr: 6.000e-02, eta: 1:55:54, time: 1.725, data_time: 0.549, memory: 8442, top1_acc: 0.4930, top5_acc: 0.8332, loss_cls: 1.6906, loss: 1.6906, grad_norm: 2.1615 2020-11-10 19:51:57,559 - mmaction - INFO - Epoch [4][40/54] lr: 6.000e-02, eta: 1:55:26, time: 1.096, data_time: 0.008, memory: 8442, top1_acc: 0.4956, top5_acc: 0.8335, loss_cls: 1.6893, loss: 1.6893, grad_norm: 2.2185 2020-11-10 19:52:45,119 - mmaction - INFO - Epoch [5][20/54] lr: 6.000e-02, eta: 1:53:30, time: 1.727, data_time: 0.548, memory: 8442, top1_acc: 0.5206, top5_acc: 0.8522, loss_cls: 1.5938, loss: 1.5938, grad_norm: 2.1898 2020-11-10 19:53:06,968 - mmaction - INFO - Epoch [5][40/54] lr: 6.000e-02, eta: 1:53:11, time: 1.096, data_time: 0.018, memory: 8442, top1_acc: 0.5128, top5_acc: 0.8400, loss_cls: 1.6108, loss: 1.6108, grad_norm: 2.1602 2020-11-10 19:53:19,895 - mmaction - INFO - Saving checkpoint at 5 epochs 2020-11-10 19:53:53,254 - mmaction - INFO - Evaluating top_k_accuracy... 2020-11-10 19:53:53,370 - mmaction - INFO - top1_acc 0.6169 top5_acc 0.9423 2020-11-10 19:53:53,371 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-11-10 19:53:53,387 - mmaction - INFO - mean_acc 0.4370 2020-11-10 19:53:53,387 - mmaction - INFO - Now best checkpoint is epoch_5.pth 2020-11-10 19:53:53,392 - mmaction - INFO - Epoch(val) [5][54] top1_acc: 0.6169, top5_acc: 0.9423, mean_class_accuracy: 0.4370 2020-11-10 19:54:28,750 - mmaction - INFO - Epoch [6][20/54] lr: 6.000e-02, eta: 1:51:54, time: 1.762, data_time: 0.646, memory: 10935, top1_acc: 0.5332, top5_acc: 0.8477, loss_cls: 1.5544, loss: 1.5544, grad_norm: 2.2311 2020-11-10 19:54:50,661 - mmaction - INFO - Epoch [6][40/54] lr: 6.000e-02, eta: 1:51:39, time: 1.102, data_time: 0.012, memory: 10935, top1_acc: 0.5382, top5_acc: 0.8586, loss_cls: 1.5149, loss: 1.5149, grad_norm: 2.2307 2020-11-10 19:55:38,434 - mmaction - INFO - Epoch [7][20/54] lr: 6.000e-02, eta: 1:50:26, time: 1.745, data_time: 0.523, memory: 10935, top1_acc: 0.5534, top5_acc: 0.8625, loss_cls: 1.4534, loss: 1.4534, grad_norm: 2.1493 2020-11-10 19:56:00,338 - mmaction - INFO - Epoch [7][40/54] lr: 6.000e-02, eta: 1:50:08, time: 1.089, data_time: 0.010, memory: 10935, top1_acc: 0.5617, top5_acc: 0.8702, loss_cls: 1.4310, loss: 1.4310, grad_norm: 2.0816 2020-11-10 19:56:55,454 - mmaction - INFO - Epoch [8][20/54] lr: 6.000e-02, eta: 1:50:57, time: 2.119, data_time: 0.570, memory: 10935, top1_acc: 0.5750, top5_acc: 0.8759, loss_cls: 1.3901, loss: 1.3901, grad_norm: 2.2189 2020-11-10 19:57:17,290 - mmaction - INFO - Epoch [8][40/54] lr: 6.000e-02, eta: 1:50:34, time: 1.090, data_time: 0.006, memory: 10935, top1_acc: 0.5753, top5_acc: 0.8732, loss_cls: 1.3734, loss: 1.3734, grad_norm: 2.0876 2020-11-10 19:58:04,551 - mmaction - INFO - Epoch [9][20/54] lr: 6.000e-02, eta: 1:49:20, time: 1.722, data_time: 0.512, memory: 10935, top1_acc: 0.5861, top5_acc: 0.8842, loss_cls: 1.3400, loss: 1.3400, grad_norm: 2.1812 2020-11-10 19:58:26,637 - mmaction - INFO - Epoch [9][40/54] lr: 6.000e-02, eta: 1:49:03, time: 1.107, data_time: 0.014, memory: 10935, top1_acc: 0.5796, top5_acc: 0.8790, loss_cls: 1.3511, loss: 1.3511, grad_norm: 2.2099 2020-11-10 19:59:13,599 - mmaction - INFO - Epoch [10][20/54] lr: 6.000e-02, eta: 1:47:51, time: 1.706, data_time: 0.586, memory: 10935, top1_acc: 0.6121, top5_acc: 0.8891, loss_cls: 1.2588, loss: 1.2588, grad_norm: 2.1488 2020-11-10 19:59:34,940 - mmaction - INFO - Epoch [10][40/54] lr: 6.000e-02, eta: 1:47:25, time: 1.063, data_time: 0.006, memory: 10935, top1_acc: 0.6070, top5_acc: 0.8882, loss_cls: 1.2950, loss: 1.2950, grad_norm: 2.2527 2020-11-10 19:59:48,028 - mmaction - INFO - Saving checkpoint at 10 epochs 2020-11-10 20:00:14,529 - mmaction - INFO - Evaluating top_k_accuracy... 2020-11-10 20:00:14,591 - mmaction - INFO - top1_acc 0.6926 top5_acc 0.9634 2020-11-10 20:00:14,591 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-11-10 20:00:14,603 - mmaction - INFO - mean_acc 0.5582 2020-11-10 20:00:14,604 - mmaction - INFO - Now best checkpoint is epoch_10.pth 2020-11-10 20:00:14,610 - mmaction - INFO - Epoch(val) [10][54] top1_acc: 0.6926, top5_acc: 0.9634, mean_class_accuracy: 0.5582 2020-11-10 20:00:49,300 - mmaction - INFO - Epoch [11][20/54] lr: 6.000e-02, eta: 1:46:25, time: 1.728, data_time: 0.605, memory: 10935, top1_acc: 0.6069, top5_acc: 0.8811, loss_cls: 1.2894, loss: 1.2894, grad_norm: 2.1513 2020-11-10 20:01:10,994 - mmaction - INFO - Epoch [11][40/54] lr: 6.000e-02, eta: 1:46:03, time: 1.081, data_time: 0.023, memory: 10935, top1_acc: 0.6137, top5_acc: 0.8852, loss_cls: 1.2705, loss: 1.2705, grad_norm: 2.1531 2020-11-10 20:01:57,475 - mmaction - INFO - Epoch [12][20/54] lr: 6.000e-02, eta: 1:44:56, time: 1.675, data_time: 0.573, memory: 10935, top1_acc: 0.6228, top5_acc: 0.8901, loss_cls: 1.2334, loss: 1.2334, grad_norm: 2.1190 2020-11-10 20:02:19,284 - mmaction - INFO - Epoch [12][40/54] lr: 6.000e-02, eta: 1:44:37, time: 1.083, data_time: 0.006, memory: 10935, top1_acc: 0.6182, top5_acc: 0.8917, loss_cls: 1.2376, loss: 1.2376, grad_norm: 2.1524 2020-11-10 20:03:05,493 - mmaction - INFO - Epoch [13][20/54] lr: 6.000e-02, eta: 1:43:33, time: 1.670, data_time: 0.513, memory: 10935, top1_acc: 0.6225, top5_acc: 0.8900, loss_cls: 1.2262, loss: 1.2262, grad_norm: 2.1659 2020-11-10 20:03:27,201 - mmaction - INFO - Epoch [13][40/54] lr: 6.000e-02, eta: 1:43:16, time: 1.092, data_time: 0.019, memory: 10935, top1_acc: 0.6124, top5_acc: 0.8880, loss_cls: 1.2488, loss: 1.2488, grad_norm: 2.1633 2020-11-10 20:04:13,895 - mmaction - INFO - Epoch [14][20/54] lr: 6.000e-02, eta: 1:42:19, time: 1.690, data_time: 0.512, memory: 10935, top1_acc: 0.6361, top5_acc: 0.8948, loss_cls: 1.1738, loss: 1.1738, grad_norm: 2.1152 2020-11-10 20:04:35,835 - mmaction - INFO - Epoch [14][40/54] lr: 6.000e-02, eta: 1:42:02, time: 1.097, data_time: 0.018, memory: 10935, top1_acc: 0.6363, top5_acc: 0.8975, loss_cls: 1.1692, loss: 1.1692, grad_norm: 2.1392 2020-11-10 20:05:22,447 - mmaction - INFO - Epoch [15][20/54] lr: 6.000e-02, eta: 1:41:07, time: 1.686, data_time: 0.561, memory: 10935, top1_acc: 0.6436, top5_acc: 0.8999, loss_cls: 1.1511, loss: 1.1511, grad_norm: 2.1334 2020-11-10 20:05:43,807 - mmaction - INFO - Epoch [15][40/54] lr: 6.000e-02, eta: 1:40:46, time: 1.068, data_time: 0.011, memory: 10935, top1_acc: 0.6389, top5_acc: 0.8958, loss_cls: 1.1734, loss: 1.1734, grad_norm: 2.1833 2020-11-10 20:05:56,596 - mmaction - INFO - Saving checkpoint at 15 epochs 2020-11-10 20:06:20,606 - mmaction - INFO - Evaluating top_k_accuracy... 2020-11-10 20:06:20,682 - mmaction - INFO - top1_acc 0.7079 top5_acc 0.9674 2020-11-10 20:06:20,682 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-11-10 20:06:20,697 - mmaction - INFO - mean_acc 0.5699 2020-11-10 20:06:20,697 - mmaction - INFO - Now best checkpoint is epoch_15.pth 2020-11-10 20:06:20,700 - mmaction - INFO - Epoch(val) [15][54] top1_acc: 0.7079, top5_acc: 0.9674, mean_class_accuracy: 0.5699 2020-11-10 20:06:56,132 - mmaction - INFO - Epoch [16][20/54] lr: 6.000e-02, eta: 1:40:04, time: 1.762, data_time: 0.619, memory: 10935, top1_acc: 0.6507, top5_acc: 0.8999, loss_cls: 1.1263, loss: 1.1263, grad_norm: 2.1395 2020-11-10 20:07:17,055 - mmaction - INFO - Epoch [16][40/54] lr: 6.000e-02, eta: 1:39:42, time: 1.054, data_time: 0.029, memory: 10935, top1_acc: 0.6469, top5_acc: 0.8997, loss_cls: 1.1417, loss: 1.1417, grad_norm: 2.1962 2020-11-10 20:08:03,995 - mmaction - INFO - Epoch [17][20/54] lr: 6.000e-02, eta: 1:38:52, time: 1.698, data_time: 0.545, memory: 10935, top1_acc: 0.6517, top5_acc: 0.8983, loss_cls: 1.1350, loss: 1.1350, grad_norm: 2.1084 2020-11-10 20:08:25,295 - mmaction - INFO - Epoch [17][40/54] lr: 6.000e-02, eta: 1:38:31, time: 1.061, data_time: 0.010, memory: 10935, top1_acc: 0.6469, top5_acc: 0.8958, loss_cls: 1.1420, loss: 1.1420, grad_norm: 2.0823 2020-11-10 20:09:11,788 - mmaction - INFO - Epoch [18][20/54] lr: 6.000e-02, eta: 1:37:39, time: 1.675, data_time: 0.524, memory: 10935, top1_acc: 0.6737, top5_acc: 0.9134, loss_cls: 1.0384, loss: 1.0384, grad_norm: 2.0542 2020-11-10 20:09:32,789 - mmaction - INFO - Epoch [18][40/54] lr: 6.000e-02, eta: 1:37:17, time: 1.049, data_time: 0.004, memory: 10935, top1_acc: 0.6650, top5_acc: 0.9030, loss_cls: 1.0959, loss: 1.0959, grad_norm: 2.1516 2020-11-10 20:10:18,859 - mmaction - INFO - Epoch [19][20/54] lr: 6.000e-02, eta: 1:36:28, time: 1.672, data_time: 0.567, memory: 10935, top1_acc: 0.6766, top5_acc: 0.9077, loss_cls: 1.0634, loss: 1.0634, grad_norm: 2.0866 2020-11-10 20:10:40,286 - mmaction - INFO - Epoch [19][40/54] lr: 6.000e-02, eta: 1:36:08, time: 1.071, data_time: 0.008, memory: 10935, top1_acc: 0.6684, top5_acc: 0.9052, loss_cls: 1.0757, loss: 1.0757, grad_norm: 2.0887 2020-11-10 20:11:27,124 - mmaction - INFO - Epoch [20][20/54] lr: 6.000e-02, eta: 1:35:23, time: 1.702, data_time: 0.551, memory: 10935, top1_acc: 0.6822, top5_acc: 0.9082, loss_cls: 1.0416, loss: 1.0416, grad_norm: 2.1277 2020-11-10 20:11:48,169 - mmaction - INFO - Epoch [20][40/54] lr: 6.000e-02, eta: 1:35:02, time: 1.051, data_time: 0.006, memory: 10935, top1_acc: 0.6857, top5_acc: 0.9046, loss_cls: 1.0377, loss: 1.0377, grad_norm: 2.0554 2020-11-10 20:12:00,660 - mmaction - INFO - Saving checkpoint at 20 epochs 2020-11-10 20:12:26,948 - mmaction - INFO - Evaluating top_k_accuracy... 2020-11-10 20:12:27,014 - mmaction - INFO - top1_acc 0.7233 top5_acc 0.9701 2020-11-10 20:12:27,014 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-11-10 20:12:27,027 - mmaction - INFO - mean_acc 0.5959 2020-11-10 20:12:27,027 - mmaction - INFO - Now best checkpoint is epoch_20.pth 2020-11-10 20:12:27,031 - mmaction - INFO - Epoch(val) [20][54] top1_acc: 0.7233, top5_acc: 0.9701, mean_class_accuracy: 0.5959 2020-11-10 20:13:04,097 - mmaction - INFO - Epoch [21][20/54] lr: 6.000e-02, eta: 1:34:32, time: 1.852, data_time: 0.774, memory: 10935, top1_acc: 0.6874, top5_acc: 0.9112, loss_cls: 1.0219, loss: 1.0219, grad_norm: 2.0769 2020-11-10 20:13:25,536 - mmaction - INFO - Epoch [21][40/54] lr: 6.000e-02, eta: 1:34:12, time: 1.071, data_time: 0.007, memory: 10935, top1_acc: 0.6749, top5_acc: 0.9105, loss_cls: 1.0441, loss: 1.0441, grad_norm: 2.1973 2020-11-10 20:14:11,266 - mmaction - INFO - Epoch [22][20/54] lr: 6.000e-02, eta: 1:33:23, time: 1.652, data_time: 0.537, memory: 10935, top1_acc: 0.6919, top5_acc: 0.9132, loss_cls: 0.9923, loss: 0.9923, grad_norm: 2.0115 2020-11-10 20:14:32,289 - mmaction - INFO - Epoch [22][40/54] lr: 6.000e-02, eta: 1:33:03, time: 1.057, data_time: 0.011, memory: 10935, top1_acc: 0.6832, top5_acc: 0.9094, loss_cls: 1.0283, loss: 1.0283, grad_norm: 2.0886 2020-11-10 20:15:18,505 - mmaction - INFO - Epoch [23][20/54] lr: 6.000e-02, eta: 1:32:18, time: 1.683, data_time: 0.593, memory: 10935, top1_acc: 0.6923, top5_acc: 0.9115, loss_cls: 1.0121, loss: 1.0121, grad_norm: 2.1002 2020-11-10 20:15:39,562 - mmaction - INFO - Epoch [23][40/54] lr: 6.000e-02, eta: 1:31:57, time: 1.050, data_time: 0.014, memory: 10935, top1_acc: 0.6928, top5_acc: 0.9081, loss_cls: 1.0035, loss: 1.0035, grad_norm: 2.0199 2020-11-10 20:16:25,870 - mmaction - INFO - Epoch [24][20/54] lr: 6.000e-02, eta: 1:31:12, time: 1.673, data_time: 0.593, memory: 10935, top1_acc: 0.7030, top5_acc: 0.9135, loss_cls: 0.9709, loss: 0.9709, grad_norm: 2.0061 2020-11-10 20:16:47,139 - mmaction - INFO - Epoch [24][40/54] lr: 6.000e-02, eta: 1:30:52, time: 1.064, data_time: 0.008, memory: 10935, top1_acc: 0.6883, top5_acc: 0.9095, loss_cls: 1.0032, loss: 1.0032, grad_norm: 2.0980 2020-11-10 20:17:33,555 - mmaction - INFO - Epoch [25][20/54] lr: 6.000e-02, eta: 1:30:09, time: 1.685, data_time: 0.577, memory: 10935, top1_acc: 0.7049, top5_acc: 0.9094, loss_cls: 0.9895, loss: 0.9895, grad_norm: 2.0323 2020-11-10 20:17:54,671 - mmaction - INFO - Epoch [25][40/54] lr: 6.000e-02, eta: 1:29:48, time: 1.056, data_time: 0.012, memory: 10935, top1_acc: 0.6896, top5_acc: 0.9107, loss_cls: 1.0061, loss: 1.0061, grad_norm: 2.1204 2020-11-10 20:18:07,225 - mmaction - INFO - Saving checkpoint at 25 epochs 2020-11-10 20:18:36,990 - mmaction - INFO - Evaluating top_k_accuracy... 2020-11-10 20:18:37,064 - mmaction - INFO - top1_acc 0.7462 top5_acc 0.9694 2020-11-10 20:18:37,064 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-11-10 20:18:37,076 - mmaction - INFO - mean_acc 0.6496 2020-11-10 20:18:37,076 - mmaction - INFO - Now best checkpoint is epoch_25.pth 2020-11-10 20:18:37,118 - mmaction - INFO - Epoch(val) [25][54] top1_acc: 0.7462, top5_acc: 0.9694, mean_class_accuracy: 0.6496 2020-11-10 20:19:15,487 - mmaction - INFO - Epoch [26][20/54] lr: 6.000e-02, eta: 1:29:23, time: 1.916, data_time: 0.871, memory: 10935, top1_acc: 0.7026, top5_acc: 0.9171, loss_cls: 0.9530, loss: 0.9530, grad_norm: 2.0386 2020-11-10 20:19:36,471 - mmaction - INFO - Epoch [26][40/54] lr: 6.000e-02, eta: 1:29:01, time: 1.044, data_time: 0.010, memory: 10935, top1_acc: 0.7052, top5_acc: 0.9154, loss_cls: 0.9690, loss: 0.9690, grad_norm: 2.0107 2020-11-10 20:20:22,029 - mmaction - INFO - Epoch [27][20/54] lr: 6.000e-02, eta: 1:28:15, time: 1.638, data_time: 0.541, memory: 10935, top1_acc: 0.7035, top5_acc: 0.9189, loss_cls: 0.9592, loss: 0.9592, grad_norm: 2.1141 2020-11-10 20:20:43,367 - mmaction - INFO - Epoch [27][40/54] lr: 6.000e-02, eta: 1:27:56, time: 1.070, data_time: 0.012, memory: 10935, top1_acc: 0.6997, top5_acc: 0.9076, loss_cls: 0.9804, loss: 0.9804, grad_norm: 2.0614 2020-11-10 20:21:29,189 - mmaction - INFO - Epoch [28][20/54] lr: 6.000e-02, eta: 1:27:12, time: 1.663, data_time: 0.533, memory: 10935, top1_acc: 0.7113, top5_acc: 0.9193, loss_cls: 0.9449, loss: 0.9449, grad_norm: 2.0764 2020-11-10 20:21:50,340 - mmaction - INFO - Epoch [28][40/54] lr: 6.000e-02, eta: 1:26:52, time: 1.052, data_time: 0.008, memory: 10935, top1_acc: 0.7095, top5_acc: 0.9182, loss_cls: 0.9466, loss: 0.9466, grad_norm: 2.0319 2020-11-10 20:22:36,528 - mmaction - INFO - Epoch [29][20/54] lr: 6.000e-02, eta: 1:26:09, time: 1.664, data_time: 0.536, memory: 10935, top1_acc: 0.7077, top5_acc: 0.9172, loss_cls: 0.9515, loss: 0.9515, grad_norm: 2.1027 2020-11-10 20:22:57,668 - mmaction - INFO - Epoch [29][40/54] lr: 6.000e-02, eta: 1:25:48, time: 1.054, data_time: 0.004, memory: 10935, top1_acc: 0.7014, top5_acc: 0.9073, loss_cls: 0.9706, loss: 0.9706, grad_norm: 2.0751 2020-11-10 20:23:43,764 - mmaction - INFO - Epoch [30][20/54] lr: 6.000e-02, eta: 1:25:06, time: 1.657, data_time: 0.565, memory: 10935, top1_acc: 0.7130, top5_acc: 0.9173, loss_cls: 0.9393, loss: 0.9393, grad_norm: 2.0766 2020-11-10 20:24:04,624 - mmaction - INFO - Epoch [30][40/54] lr: 6.000e-02, eta: 1:24:45, time: 1.044, data_time: 0.014, memory: 10935, top1_acc: 0.7113, top5_acc: 0.9163, loss_cls: 0.9318, loss: 0.9318, grad_norm: 2.0049 2020-11-10 20:24:18,125 - mmaction - INFO - Saving checkpoint at 30 epochs 2020-11-10 20:24:41,619 - mmaction - INFO - Evaluating top_k_accuracy... 2020-11-10 20:24:41,684 - mmaction - INFO - top1_acc 0.7432 top5_acc 0.9684 2020-11-10 20:24:41,684 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-11-10 20:24:41,696 - mmaction - INFO - mean_acc 0.6323 2020-11-10 20:24:41,698 - mmaction - INFO - Epoch(val) [30][54] top1_acc: 0.7432, top5_acc: 0.9684, mean_class_accuracy: 0.6323 2020-11-10 20:25:20,961 - mmaction - INFO - Epoch [31][20/54] lr: 6.000e-02, eta: 1:24:20, time: 1.957, data_time: 0.882, memory: 10935, top1_acc: 0.7247, top5_acc: 0.9142, loss_cls: 0.9094, loss: 0.9094, grad_norm: 1.9926 2020-11-10 20:25:41,752 - mmaction - INFO - Epoch [31][40/54] lr: 6.000e-02, eta: 1:23:59, time: 1.040, data_time: 0.017, memory: 10935, top1_acc: 0.7156, top5_acc: 0.9186, loss_cls: 0.9210, loss: 0.9210, grad_norm: 1.9998 2020-11-10 20:26:28,957 - mmaction - INFO - Epoch [32][20/54] lr: 6.000e-02, eta: 1:23:18, time: 1.679, data_time: 0.547, memory: 10935, top1_acc: 0.7284, top5_acc: 0.9154, loss_cls: 0.8927, loss: 0.8927, grad_norm: 1.9799 2020-11-10 20:26:49,785 - mmaction - INFO - Epoch [32][40/54] lr: 6.000e-02, eta: 1:22:57, time: 1.047, data_time: 0.012, memory: 10935, top1_acc: 0.7266, top5_acc: 0.9212, loss_cls: 0.8920, loss: 0.8920, grad_norm: 2.0282 2020-11-10 20:27:35,850 - mmaction - INFO - Epoch [33][20/54] lr: 6.000e-02, eta: 1:22:15, time: 1.663, data_time: 0.451, memory: 10935, top1_acc: 0.7137, top5_acc: 0.9211, loss_cls: 0.9154, loss: 0.9154, grad_norm: 2.0726 2020-11-10 20:27:56,478 - mmaction - INFO - Epoch [33][40/54] lr: 6.000e-02, eta: 1:21:54, time: 1.025, data_time: 0.008, memory: 10935, top1_acc: 0.7224, top5_acc: 0.9177, loss_cls: 0.9081, loss: 0.9081, grad_norm: 1.9698 2020-11-10 20:28:42,488 - mmaction - INFO - Epoch [34][20/54] lr: 6.000e-02, eta: 1:21:12, time: 1.653, data_time: 0.534, memory: 10935, top1_acc: 0.7324, top5_acc: 0.9212, loss_cls: 0.8702, loss: 0.8702, grad_norm: 1.9422 2020-11-10 20:29:03,405 - mmaction - INFO - Epoch [34][40/54] lr: 6.000e-02, eta: 1:20:52, time: 1.055, data_time: 0.017, memory: 10935, top1_acc: 0.7297, top5_acc: 0.9232, loss_cls: 0.8837, loss: 0.8837, grad_norm: 2.0208 2020-11-10 20:29:49,239 - mmaction - INFO - Epoch [35][20/54] lr: 6.000e-02, eta: 1:20:11, time: 1.655, data_time: 0.535, memory: 10935, top1_acc: 0.7332, top5_acc: 0.9249, loss_cls: 0.8730, loss: 0.8730, grad_norm: 1.9301 2020-11-10 20:30:09,702 - mmaction - INFO - Epoch [35][40/54] lr: 6.000e-02, eta: 1:19:48, time: 1.015, data_time: 0.005, memory: 10935, top1_acc: 0.7246, top5_acc: 0.9230, loss_cls: 0.8858, loss: 0.8858, grad_norm: 2.0242 2020-11-10 20:30:22,395 - mmaction - INFO - Saving checkpoint at 35 epochs 2020-11-10 20:32:16,175 - mmaction - INFO - Evaluating top_k_accuracy... 2020-11-10 20:32:16,241 - mmaction - INFO - top1_acc 0.7284 top5_acc 0.9688 2020-11-10 20:32:16,241 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-11-10 20:32:16,254 - mmaction - INFO - mean_acc 0.6328 2020-11-10 20:32:16,255 - mmaction - INFO - Epoch(val) [35][54] top1_acc: 0.7284, top5_acc: 0.9688, mean_class_accuracy: 0.6328 2020-11-10 20:39:41,171 - mmaction - INFO - Epoch [36][20/54] lr: 6.000e-02, eta: 1:35:33, time: 22.244, data_time: 0.384, memory: 10935, top1_acc: 0.7384, top5_acc: 0.9211, loss_cls: 0.8733, loss: 0.8733, grad_norm: 1.9989 2020-11-10 20:40:02,041 - mmaction - INFO - Epoch [36][40/54] lr: 6.000e-02, eta: 1:34:58, time: 1.044, data_time: 0.006, memory: 10935, top1_acc: 0.7307, top5_acc: 0.9241, loss_cls: 0.8565, loss: 0.8565, grad_norm: 1.9619 2020-11-10 20:40:50,592 - mmaction - INFO - Epoch [37][20/54] lr: 6.000e-02, eta: 1:33:58, time: 1.756, data_time: 0.622, memory: 10935, top1_acc: 0.7501, top5_acc: 0.9246, loss_cls: 0.8338, loss: 0.8338, grad_norm: 1.9024 2020-11-10 20:41:11,199 - mmaction - INFO - Epoch [37][40/54] lr: 6.000e-02, eta: 1:33:23, time: 1.030, data_time: 0.008, memory: 10935, top1_acc: 0.7405, top5_acc: 0.9251, loss_cls: 0.8389, loss: 0.8389, grad_norm: 1.9882 2020-11-10 20:41:56,520 - mmaction - INFO - Epoch [38][20/54] lr: 6.000e-02, eta: 1:32:20, time: 1.640, data_time: 0.565, memory: 10935, top1_acc: 0.7401, top5_acc: 0.9268, loss_cls: 0.8414, loss: 0.8414, grad_norm: 1.9851 2020-11-10 20:42:17,149 - mmaction - INFO - Epoch [38][40/54] lr: 6.000e-02, eta: 1:31:46, time: 1.035, data_time: 0.016, memory: 10935, top1_acc: 0.7376, top5_acc: 0.9211, loss_cls: 0.8673, loss: 0.8673, grad_norm: 1.9738 2020-11-10 20:43:02,832 - mmaction - INFO - Epoch [39][20/54] lr: 6.000e-02, eta: 1:30:45, time: 1.661, data_time: 0.541, memory: 10935, top1_acc: 0.7337, top5_acc: 0.9223, loss_cls: 0.8732, loss: 0.8732, grad_norm: 2.0202 2020-11-10 20:43:23,467 - mmaction - INFO - Epoch [39][40/54] lr: 6.000e-02, eta: 1:30:11, time: 1.030, data_time: 0.007, memory: 10935, top1_acc: 0.7466, top5_acc: 0.9194, loss_cls: 0.8407, loss: 0.8407, grad_norm: 1.9175 2020-11-10 20:44:09,597 - mmaction - INFO - Epoch [40][20/54] lr: 6.000e-02, eta: 1:29:12, time: 1.678, data_time: 0.580, memory: 10935, top1_acc: 0.7516, top5_acc: 0.9309, loss_cls: 0.8136, loss: 0.8136, grad_norm: 1.9262 2020-11-10 20:44:30,201 - mmaction - INFO - Epoch [40][40/54] lr: 6.000e-02, eta: 1:28:40, time: 1.032, data_time: 0.008, memory: 10935, top1_acc: 0.7471, top5_acc: 0.9228, loss_cls: 0.8405, loss: 0.8405, grad_norm: 2.0000 2020-11-10 20:44:43,111 - mmaction - INFO - Saving checkpoint at 40 epochs 2020-11-10 20:45:07,820 - mmaction - INFO - Evaluating top_k_accuracy... 2020-11-10 20:45:07,886 - mmaction - INFO - top1_acc 0.7491 top5_acc 0.9687 2020-11-10 20:45:07,886 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-11-10 20:45:07,899 - mmaction - INFO - mean_acc 0.6506 2020-11-10 20:45:07,899 - mmaction - INFO - Now best checkpoint is epoch_40.pth 2020-11-10 20:45:07,907 - mmaction - INFO - Epoch(val) [40][54] top1_acc: 0.7491, top5_acc: 0.9687, mean_class_accuracy: 0.6506 2020-11-10 20:45:43,234 - mmaction - INFO - Epoch [41][20/54] lr: 6.000e-02, eta: 1:27:45, time: 1.765, data_time: 0.659, memory: 10935, top1_acc: 0.7424, top5_acc: 0.9236, loss_cls: 0.8403, loss: 0.8403, grad_norm: 1.9901 2020-11-10 20:46:03,772 - mmaction - INFO - Epoch [41][40/54] lr: 6.000e-02, eta: 1:27:13, time: 1.023, data_time: 0.004, memory: 10935, top1_acc: 0.7483, top5_acc: 0.9237, loss_cls: 0.8290, loss: 0.8290, grad_norm: 1.9015 2020-11-10 20:46:49,470 - mmaction - INFO - Epoch [42][20/54] lr: 6.000e-02, eta: 1:26:15, time: 1.650, data_time: 0.563, memory: 10935, top1_acc: 0.7486, top5_acc: 0.9260, loss_cls: 0.8191, loss: 0.8191, grad_norm: 1.9167 2020-11-10 20:47:09,963 - mmaction - INFO - Epoch [42][40/54] lr: 6.000e-02, eta: 1:25:43, time: 1.025, data_time: 0.012, memory: 10935, top1_acc: 0.7559, top5_acc: 0.9285, loss_cls: 0.8066, loss: 0.8066, grad_norm: 1.9871 2020-11-10 20:47:55,200 - mmaction - INFO - Epoch [43][20/54] lr: 6.000e-02, eta: 1:24:46, time: 1.632, data_time: 0.558, memory: 10935, top1_acc: 0.7500, top5_acc: 0.9255, loss_cls: 0.8182, loss: 0.8182, grad_norm: 1.9882 2020-11-10 20:48:15,960 - mmaction - INFO - Epoch [43][40/54] lr: 6.000e-02, eta: 1:24:15, time: 1.037, data_time: 0.018, memory: 10935, top1_acc: 0.7576, top5_acc: 0.9309, loss_cls: 0.8049, loss: 0.8049, grad_norm: 1.9697 2020-11-10 20:49:01,976 - mmaction - INFO - Epoch [44][20/54] lr: 6.000e-02, eta: 1:23:21, time: 1.672, data_time: 0.581, memory: 10935, top1_acc: 0.7547, top5_acc: 0.9297, loss_cls: 0.8141, loss: 0.8141, grad_norm: 2.0088 2020-11-10 20:49:22,522 - mmaction - INFO - Epoch [44][40/54] lr: 6.000e-02, eta: 1:22:50, time: 1.029, data_time: 0.008, memory: 10935, top1_acc: 0.7540, top5_acc: 0.9273, loss_cls: 0.8122, loss: 0.8122, grad_norm: 1.9267 2020-11-10 20:50:08,400 - mmaction - INFO - Epoch [45][20/54] lr: 6.000e-02, eta: 1:21:56, time: 1.660, data_time: 0.464, memory: 10935, top1_acc: 0.7487, top5_acc: 0.9303, loss_cls: 0.8139, loss: 0.8139, grad_norm: 2.0244 2020-11-10 20:50:29,520 - mmaction - INFO - Epoch [45][40/54] lr: 6.000e-02, eta: 1:21:27, time: 1.056, data_time: 0.011, memory: 10935, top1_acc: 0.7413, top5_acc: 0.9270, loss_cls: 0.8331, loss: 0.8331, grad_norm: 2.0242 2020-11-10 20:50:41,998 - mmaction - INFO - Saving checkpoint at 45 epochs 2020-11-10 20:51:10,882 - mmaction - INFO - Evaluating top_k_accuracy... 2020-11-10 20:51:10,952 - mmaction - INFO - top1_acc 0.7496 top5_acc 0.9704 2020-11-10 20:51:10,952 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-11-10 20:51:10,965 - mmaction - INFO - mean_acc 0.6603 2020-11-10 20:51:10,965 - mmaction - INFO - Now best checkpoint is epoch_45.pth 2020-11-10 20:51:10,968 - mmaction - INFO - Epoch(val) [45][54] top1_acc: 0.7496, top5_acc: 0.9704, mean_class_accuracy: 0.6603 2020-11-10 20:51:48,460 - mmaction - INFO - Epoch [46][20/54] lr: 6.000e-02, eta: 1:20:40, time: 1.872, data_time: 0.764, memory: 10935, top1_acc: 0.7570, top5_acc: 0.9316, loss_cls: 0.7987, loss: 0.7987, grad_norm: 1.9763 2020-11-10 20:52:08,989 - mmaction - INFO - Epoch [46][40/54] lr: 6.000e-02, eta: 1:20:10, time: 1.026, data_time: 0.004, memory: 10935, top1_acc: 0.7513, top5_acc: 0.9238, loss_cls: 0.8232, loss: 0.8232, grad_norm: 1.9509 2020-11-10 20:52:54,878 - mmaction - INFO - Epoch [47][20/54] lr: 6.000e-02, eta: 1:19:18, time: 1.660, data_time: 0.443, memory: 10935, top1_acc: 0.7590, top5_acc: 0.9258, loss_cls: 0.8164, loss: 0.8164, grad_norm: 1.9368 2020-11-10 20:53:15,354 - mmaction - INFO - Epoch [47][40/54] lr: 6.000e-02, eta: 1:18:48, time: 1.025, data_time: 0.007, memory: 10935, top1_acc: 0.7633, top5_acc: 0.9324, loss_cls: 0.7765, loss: 0.7765, grad_norm: 1.9038 2020-11-10 20:54:00,813 - mmaction - INFO - Epoch [48][20/54] lr: 6.000e-02, eta: 1:17:56, time: 1.647, data_time: 0.539, memory: 10935, top1_acc: 0.7552, top5_acc: 0.9310, loss_cls: 0.8081, loss: 0.8081, grad_norm: 1.9417 2020-11-10 20:54:21,330 - mmaction - INFO - Epoch [48][40/54] lr: 6.000e-02, eta: 1:17:27, time: 1.023, data_time: 0.012, memory: 10935, top1_acc: 0.7639, top5_acc: 0.9340, loss_cls: 0.7668, loss: 0.7668, grad_norm: 1.9387 2020-11-10 20:55:06,274 - mmaction - INFO - Epoch [49][20/54] lr: 6.000e-02, eta: 1:16:34, time: 1.618, data_time: 0.524, memory: 10935, top1_acc: 0.7643, top5_acc: 0.9305, loss_cls: 0.7780, loss: 0.7780, grad_norm: 1.9312 2020-11-10 20:55:26,779 - mmaction - INFO - Epoch [49][40/54] lr: 6.000e-02, eta: 1:16:06, time: 1.019, data_time: 0.004, memory: 10935, top1_acc: 0.7582, top5_acc: 0.9310, loss_cls: 0.7927, loss: 0.7927, grad_norm: 1.9344 2020-11-10 20:56:12,577 - mmaction - INFO - Epoch [50][20/54] lr: 6.000e-02, eta: 1:15:15, time: 1.654, data_time: 0.529, memory: 10935, top1_acc: 0.7639, top5_acc: 0.9307, loss_cls: 0.7766, loss: 0.7766, grad_norm: 1.8692 2020-11-10 20:56:33,071 - mmaction - INFO - Epoch [50][40/54] lr: 6.000e-02, eta: 1:14:47, time: 1.023, data_time: 0.007, memory: 10935, top1_acc: 0.7682, top5_acc: 0.9354, loss_cls: 0.7622, loss: 0.7622, grad_norm: 1.8395 2020-11-10 20:56:45,514 - mmaction - INFO - Saving checkpoint at 50 epochs 2020-11-10 20:57:08,234 - mmaction - INFO - Evaluating top_k_accuracy... 2020-11-10 20:57:08,295 - mmaction - INFO - top1_acc 0.7521 top5_acc 0.9728 2020-11-10 20:57:08,296 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-11-10 20:57:08,307 - mmaction - INFO - mean_acc 0.6547 2020-11-10 20:57:08,307 - mmaction - INFO - Now best checkpoint is epoch_50.pth 2020-11-10 20:57:08,310 - mmaction - INFO - Epoch(val) [50][54] top1_acc: 0.7521, top5_acc: 0.9728, mean_class_accuracy: 0.6547 2020-11-10 20:57:43,839 - mmaction - INFO - Epoch [51][20/54] lr: 6.000e-02, eta: 1:14:00, time: 1.770, data_time: 0.621, memory: 10935, top1_acc: 0.7629, top5_acc: 0.9344, loss_cls: 0.7758, loss: 0.7758, grad_norm: 1.9724 2020-11-10 20:58:04,235 - mmaction - INFO - Epoch [51][40/54] lr: 6.000e-02, eta: 1:13:32, time: 1.023, data_time: 0.010, memory: 10935, top1_acc: 0.7654, top5_acc: 0.9355, loss_cls: 0.7550, loss: 0.7550, grad_norm: 1.9463 2020-11-10 20:58:49,933 - mmaction - INFO - Epoch [52][20/54] lr: 6.000e-02, eta: 1:12:42, time: 1.655, data_time: 0.601, memory: 10935, top1_acc: 0.7728, top5_acc: 0.9337, loss_cls: 0.7563, loss: 0.7563, grad_norm: 1.9312 2020-11-10 20:59:10,524 - mmaction - INFO - Epoch [52][40/54] lr: 6.000e-02, eta: 1:12:15, time: 1.028, data_time: 0.008, memory: 10935, top1_acc: 0.7574, top5_acc: 0.9293, loss_cls: 0.7894, loss: 0.7894, grad_norm: 1.9323 2020-11-10 20:59:57,692 - mmaction - INFO - Epoch [53][20/54] lr: 6.000e-02, eta: 1:11:27, time: 1.712, data_time: 0.606, memory: 10935, top1_acc: 0.7706, top5_acc: 0.9352, loss_cls: 0.7512, loss: 0.7512, grad_norm: 1.9098 2020-11-10 21:00:19,082 - mmaction - INFO - Epoch [53][40/54] lr: 6.000e-02, eta: 1:11:01, time: 1.075, data_time: 0.018, memory: 10935, top1_acc: 0.7643, top5_acc: 0.9255, loss_cls: 0.7733, loss: 0.7733, grad_norm: 1.9119 2020-11-10 21:01:15,400 - mmaction - INFO - Epoch [54][20/54] lr: 6.000e-02, eta: 1:10:25, time: 2.132, data_time: 0.962, memory: 10935, top1_acc: 0.7714, top5_acc: 0.9382, loss_cls: 0.7364, loss: 0.7364, grad_norm: 1.8989 2020-11-10 21:01:37,378 - mmaction - INFO - Epoch [54][40/54] lr: 6.000e-02, eta: 1:10:00, time: 1.101, data_time: 0.011, memory: 10935, top1_acc: 0.7539, top5_acc: 0.9294, loss_cls: 0.7969, loss: 0.7969, grad_norm: 1.9542 2020-11-10 21:02:23,978 - mmaction - INFO - Epoch [55][20/54] lr: 6.000e-02, eta: 1:09:12, time: 1.678, data_time: 0.593, memory: 10935, top1_acc: 0.7751, top5_acc: 0.9346, loss_cls: 0.7501, loss: 0.7501, grad_norm: 1.8857 2020-11-10 21:02:44,985 - mmaction - INFO - Epoch [55][40/54] lr: 6.000e-02, eta: 1:08:46, time: 1.051, data_time: 0.008, memory: 10935, top1_acc: 0.7633, top5_acc: 0.9318, loss_cls: 0.7687, loss: 0.7687, grad_norm: 1.8732 2020-11-10 21:02:57,499 - mmaction - INFO - Saving checkpoint at 55 epochs 2020-11-10 21:03:22,185 - mmaction - INFO - Evaluating top_k_accuracy... 2020-11-10 21:03:22,248 - mmaction - INFO - top1_acc 0.7599 top5_acc 0.9691 2020-11-10 21:03:22,249 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-11-10 21:03:22,261 - mmaction - INFO - mean_acc 0.6581 2020-11-10 21:03:22,261 - mmaction - INFO - Now best checkpoint is epoch_55.pth 2020-11-10 21:03:22,270 - mmaction - INFO - Epoch(val) [55][54] top1_acc: 0.7599, top5_acc: 0.9691, mean_class_accuracy: 0.6581 2020-11-10 21:03:56,804 - mmaction - INFO - Epoch [56][20/54] lr: 6.000e-02, eta: 1:08:00, time: 1.723, data_time: 0.604, memory: 10935, top1_acc: 0.7616, top5_acc: 0.9326, loss_cls: 0.7682, loss: 0.7682, grad_norm: 1.9009 2020-11-10 21:04:17,436 - mmaction - INFO - Epoch [56][40/54] lr: 6.000e-02, eta: 1:07:33, time: 1.025, data_time: 0.013, memory: 10935, top1_acc: 0.7750, top5_acc: 0.9333, loss_cls: 0.7378, loss: 0.7378, grad_norm: 1.8930 2020-11-10 21:05:03,169 - mmaction - INFO - Epoch [57][20/54] lr: 6.000e-02, eta: 1:06:46, time: 1.655, data_time: 0.475, memory: 10935, top1_acc: 0.7637, top5_acc: 0.9303, loss_cls: 0.7611, loss: 0.7611, grad_norm: 1.9776 2020-11-10 21:05:23,946 - mmaction - INFO - Epoch [57][40/54] lr: 6.000e-02, eta: 1:06:20, time: 1.041, data_time: 0.008, memory: 10935, top1_acc: 0.7714, top5_acc: 0.9410, loss_cls: 0.7417, loss: 0.7417, grad_norm: 1.9389 2020-11-10 21:06:09,382 - mmaction - INFO - Epoch [58][20/54] lr: 6.000e-02, eta: 1:05:33, time: 1.641, data_time: 0.535, memory: 10935, top1_acc: 0.7658, top5_acc: 0.9328, loss_cls: 0.7637, loss: 0.7637, grad_norm: 1.8863 2020-11-10 21:06:30,040 - mmaction - INFO - Epoch [58][40/54] lr: 6.000e-02, eta: 1:05:07, time: 1.039, data_time: 0.016, memory: 10935, top1_acc: 0.7760, top5_acc: 0.9363, loss_cls: 0.7308, loss: 0.7308, grad_norm: 1.8865 2020-11-10 21:07:15,625 - mmaction - INFO - Epoch [59][20/54] lr: 6.000e-02, eta: 1:04:20, time: 1.641, data_time: 0.565, memory: 10935, top1_acc: 0.7794, top5_acc: 0.9404, loss_cls: 0.7117, loss: 0.7117, grad_norm: 1.8491 2020-11-10 21:07:36,178 - mmaction - INFO - Epoch [59][40/54] lr: 6.000e-02, eta: 1:03:54, time: 1.032, data_time: 0.010, memory: 10935, top1_acc: 0.7684, top5_acc: 0.9337, loss_cls: 0.7565, loss: 0.7565, grad_norm: 1.9478 2020-11-10 21:08:21,872 - mmaction - INFO - Epoch [60][20/54] lr: 6.000e-02, eta: 1:03:08, time: 1.644, data_time: 0.504, memory: 10935, top1_acc: 0.7776, top5_acc: 0.9352, loss_cls: 0.7336, loss: 0.7336, grad_norm: 1.8455 2020-11-10 21:08:42,172 - mmaction - INFO - Epoch [60][40/54] lr: 6.000e-02, eta: 1:02:42, time: 1.026, data_time: 0.017, memory: 10935, top1_acc: 0.7751, top5_acc: 0.9326, loss_cls: 0.7414, loss: 0.7414, grad_norm: 1.8632 2020-11-10 21:08:54,673 - mmaction - INFO - Saving checkpoint at 60 epochs 2020-11-10 21:09:17,053 - mmaction - INFO - Evaluating top_k_accuracy... 2020-11-10 21:09:17,448 - mmaction - INFO - top1_acc 0.7537 top5_acc 0.9687 2020-11-10 21:09:17,448 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-11-10 21:09:17,483 - mmaction - INFO - mean_acc 0.6550 2020-11-10 21:09:17,484 - mmaction - INFO - Epoch(val) [60][54] top1_acc: 0.7537, top5_acc: 0.9687, mean_class_accuracy: 0.6550 2020-11-10 21:09:53,413 - mmaction - INFO - Epoch [61][20/54] lr: 6.000e-02, eta: 1:02:00, time: 1.795, data_time: 0.768, memory: 10935, top1_acc: 0.7812, top5_acc: 0.9354, loss_cls: 0.7207, loss: 0.7207, grad_norm: 1.8674 2020-11-10 21:10:13,803 - mmaction - INFO - Epoch [61][40/54] lr: 6.000e-02, eta: 1:01:34, time: 1.014, data_time: 0.004, memory: 10935, top1_acc: 0.7660, top5_acc: 0.9348, loss_cls: 0.7520, loss: 0.7520, grad_norm: 1.9658 2020-11-10 21:10:59,528 - mmaction - INFO - Epoch [62][20/54] lr: 6.000e-02, eta: 1:00:49, time: 1.655, data_time: 0.473, memory: 10935, top1_acc: 0.7796, top5_acc: 0.9350, loss_cls: 0.7274, loss: 0.7274, grad_norm: 1.9592 2020-11-10 21:11:19,832 - mmaction - INFO - Epoch [62][40/54] lr: 6.000e-02, eta: 1:00:23, time: 1.012, data_time: 0.010, memory: 10935, top1_acc: 0.7725, top5_acc: 0.9357, loss_cls: 0.7446, loss: 0.7446, grad_norm: 1.8520 2020-11-10 21:12:05,646 - mmaction - INFO - Epoch [63][20/54] lr: 6.000e-02, eta: 0:59:39, time: 1.672, data_time: 0.553, memory: 10935, top1_acc: 0.7805, top5_acc: 0.9337, loss_cls: 0.7331, loss: 0.7331, grad_norm: 1.9088 2020-11-10 21:12:25,960 - mmaction - INFO - Epoch [63][40/54] lr: 6.000e-02, eta: 0:59:13, time: 1.011, data_time: 0.008, memory: 10935, top1_acc: 0.7841, top5_acc: 0.9410, loss_cls: 0.7135, loss: 0.7135, grad_norm: 1.8660 2020-11-10 21:13:11,173 - mmaction - INFO - Epoch [64][20/54] lr: 6.000e-02, eta: 0:58:28, time: 1.637, data_time: 0.457, memory: 10935, top1_acc: 0.7850, top5_acc: 0.9395, loss_cls: 0.7069, loss: 0.7069, grad_norm: 1.8596 2020-11-10 21:13:31,570 - mmaction - INFO - Epoch [64][40/54] lr: 6.000e-02, eta: 0:58:03, time: 1.018, data_time: 0.007, memory: 10935, top1_acc: 0.7824, top5_acc: 0.9379, loss_cls: 0.7115, loss: 0.7115, grad_norm: 1.8867 2020-11-10 21:14:16,918 - mmaction - INFO - Epoch [65][20/54] lr: 6.000e-02, eta: 0:57:19, time: 1.640, data_time: 0.525, memory: 10935, top1_acc: 0.7805, top5_acc: 0.9383, loss_cls: 0.7144, loss: 0.7144, grad_norm: 1.8971 2020-11-10 21:14:37,474 - mmaction - INFO - Epoch [65][40/54] lr: 6.000e-02, eta: 0:56:54, time: 1.027, data_time: 0.010, memory: 10935, top1_acc: 0.7803, top5_acc: 0.9372, loss_cls: 0.7142, loss: 0.7142, grad_norm: 1.8338 2020-11-10 21:14:49,835 - mmaction - INFO - Saving checkpoint at 65 epochs 2020-11-10 21:15:13,999 - mmaction - INFO - Evaluating top_k_accuracy... 2020-11-10 21:15:14,065 - mmaction - INFO - top1_acc 0.7597 top5_acc 0.9675 2020-11-10 21:15:14,065 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-11-10 21:15:14,078 - mmaction - INFO - mean_acc 0.6690 2020-11-10 21:15:14,079 - mmaction - INFO - Epoch(val) [65][54] top1_acc: 0.7597, top5_acc: 0.9675, mean_class_accuracy: 0.6690 2020-11-10 21:15:51,010 - mmaction - INFO - Epoch [66][20/54] lr: 6.000e-02, eta: 0:56:13, time: 1.846, data_time: 0.675, memory: 10935, top1_acc: 0.7867, top5_acc: 0.9414, loss_cls: 0.7024, loss: 0.7024, grad_norm: 1.8525 2020-11-10 21:16:11,437 - mmaction - INFO - Epoch [66][40/54] lr: 6.000e-02, eta: 0:55:48, time: 1.021, data_time: 0.005, memory: 10935, top1_acc: 0.7874, top5_acc: 0.9411, loss_cls: 0.6846, loss: 0.6846, grad_norm: 1.8300 2020-11-10 21:16:58,838 - mmaction - INFO - Epoch [67][20/54] lr: 6.000e-02, eta: 0:55:06, time: 1.743, data_time: 0.570, memory: 10935, top1_acc: 0.7831, top5_acc: 0.9397, loss_cls: 0.7118, loss: 0.7118, grad_norm: 1.8934 2020-11-10 21:17:19,285 - mmaction - INFO - Epoch [67][40/54] lr: 6.000e-02, eta: 0:54:42, time: 1.023, data_time: 0.009, memory: 10935, top1_acc: 0.7773, top5_acc: 0.9419, loss_cls: 0.7174, loss: 0.7174, grad_norm: 1.9497 2020-11-10 21:18:04,613 - mmaction - INFO - Epoch [68][20/54] lr: 6.000e-02, eta: 0:53:58, time: 1.648, data_time: 0.495, memory: 10935, top1_acc: 0.7884, top5_acc: 0.9384, loss_cls: 0.7097, loss: 0.7097, grad_norm: 1.8089 2020-11-10 21:18:24,954 - mmaction - INFO - Epoch [68][40/54] lr: 6.000e-02, eta: 0:53:33, time: 1.013, data_time: 0.011, memory: 10935, top1_acc: 0.7872, top5_acc: 0.9428, loss_cls: 0.7025, loss: 0.7025, grad_norm: 1.9540 2020-11-10 21:19:10,413 - mmaction - INFO - Epoch [69][20/54] lr: 6.000e-02, eta: 0:52:50, time: 1.647, data_time: 0.514, memory: 10935, top1_acc: 0.7771, top5_acc: 0.9352, loss_cls: 0.7440, loss: 0.7440, grad_norm: 1.8998 2020-11-10 21:19:30,780 - mmaction - INFO - Epoch [69][40/54] lr: 6.000e-02, eta: 0:52:26, time: 1.014, data_time: 0.007, memory: 10935, top1_acc: 0.7846, top5_acc: 0.9376, loss_cls: 0.7054, loss: 0.7054, grad_norm: 1.8405 2020-11-10 21:20:16,744 - mmaction - INFO - Epoch [70][20/54] lr: 6.000e-02, eta: 0:51:43, time: 1.671, data_time: 0.458, memory: 10935, top1_acc: 0.7910, top5_acc: 0.9434, loss_cls: 0.6780, loss: 0.6780, grad_norm: 1.8161 2020-11-10 21:20:37,450 - mmaction - INFO - Epoch [70][40/54] lr: 6.000e-02, eta: 0:51:19, time: 1.036, data_time: 0.012, memory: 10935, top1_acc: 0.7880, top5_acc: 0.9408, loss_cls: 0.6869, loss: 0.6869, grad_norm: 1.8340 2020-11-10 21:20:51,514 - mmaction - INFO - Saving checkpoint at 70 epochs 2020-11-10 21:21:17,890 - mmaction - INFO - Evaluating top_k_accuracy... 2020-11-10 21:21:17,958 - mmaction - INFO - top1_acc 0.7697 top5_acc 0.9720 2020-11-10 21:21:17,958 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-11-10 21:21:17,971 - mmaction - INFO - mean_acc 0.6845 2020-11-10 21:21:17,971 - mmaction - INFO - Now best checkpoint is epoch_70.pth 2020-11-10 21:21:18,088 - mmaction - INFO - Epoch(val) [70][54] top1_acc: 0.7697, top5_acc: 0.9720, mean_class_accuracy: 0.6845 2020-11-10 21:22:00,474 - mmaction - INFO - Epoch [71][20/54] lr: 6.000e-02, eta: 0:50:43, time: 2.113, data_time: 1.044, memory: 10935, top1_acc: 0.7924, top5_acc: 0.9409, loss_cls: 0.6853, loss: 0.6853, grad_norm: 1.8272 2020-11-10 21:22:20,829 - mmaction - INFO - Epoch [71][40/54] lr: 6.000e-02, eta: 0:50:19, time: 1.023, data_time: 0.021, memory: 10935, top1_acc: 0.7855, top5_acc: 0.9406, loss_cls: 0.6955, loss: 0.6955, grad_norm: 1.8342 2020-11-10 21:23:06,344 - mmaction - INFO - Epoch [72][20/54] lr: 6.000e-02, eta: 0:49:36, time: 1.645, data_time: 0.520, memory: 10935, top1_acc: 0.7852, top5_acc: 0.9391, loss_cls: 0.7044, loss: 0.7044, grad_norm: 1.9470 2020-11-10 21:23:26,757 - mmaction - INFO - Epoch [72][40/54] lr: 6.000e-02, eta: 0:49:12, time: 1.017, data_time: 0.009, memory: 10935, top1_acc: 0.7844, top5_acc: 0.9411, loss_cls: 0.7058, loss: 0.7058, grad_norm: 1.9103 2020-11-10 21:24:12,361 - mmaction - INFO - Epoch [73][20/54] lr: 6.000e-02, eta: 0:48:30, time: 1.651, data_time: 0.544, memory: 10935, top1_acc: 0.7891, top5_acc: 0.9424, loss_cls: 0.6874, loss: 0.6874, grad_norm: 1.8791 2020-11-10 21:24:33,020 - mmaction - INFO - Epoch [73][40/54] lr: 6.000e-02, eta: 0:48:06, time: 1.031, data_time: 0.004, memory: 10935, top1_acc: 0.7870, top5_acc: 0.9410, loss_cls: 0.6950, loss: 0.6950, grad_norm: 1.8517 2020-11-10 21:25:18,955 - mmaction - INFO - Epoch [74][20/54] lr: 6.000e-02, eta: 0:47:24, time: 1.671, data_time: 0.546, memory: 10935, top1_acc: 0.7962, top5_acc: 0.9421, loss_cls: 0.6739, loss: 0.6739, grad_norm: 1.8350 2020-11-10 21:25:39,427 - mmaction - INFO - Epoch [74][40/54] lr: 6.000e-02, eta: 0:47:01, time: 1.024, data_time: 0.013, memory: 10935, top1_acc: 0.7897, top5_acc: 0.9426, loss_cls: 0.6855, loss: 0.6855, grad_norm: 1.8779 2020-11-10 21:26:26,296 - mmaction - INFO - Epoch [75][20/54] lr: 6.000e-02, eta: 0:46:20, time: 1.720, data_time: 0.540, memory: 10935, top1_acc: 0.7947, top5_acc: 0.9392, loss_cls: 0.6772, loss: 0.6772, grad_norm: 1.8225 2020-11-10 21:26:46,968 - mmaction - INFO - Epoch [75][40/54] lr: 6.000e-02, eta: 0:45:56, time: 1.032, data_time: 0.009, memory: 10935, top1_acc: 0.8057, top5_acc: 0.9443, loss_cls: 0.6517, loss: 0.6517, grad_norm: 1.8077 2020-11-10 21:26:59,463 - mmaction - INFO - Saving checkpoint at 75 epochs 2020-11-10 21:27:22,947 - mmaction - INFO - Evaluating top_k_accuracy... 2020-11-10 21:27:23,012 - mmaction - INFO - top1_acc 0.7445 top5_acc 0.9661 2020-11-10 21:27:23,012 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-11-10 21:27:23,024 - mmaction - INFO - mean_acc 0.6340 2020-11-10 21:27:23,026 - mmaction - INFO - Epoch(val) [75][54] top1_acc: 0.7445, top5_acc: 0.9661, mean_class_accuracy: 0.6340 2020-11-10 21:28:00,042 - mmaction - INFO - Epoch [76][20/54] lr: 6.000e-02, eta: 0:45:17, time: 1.839, data_time: 0.713, memory: 10935, top1_acc: 0.7924, top5_acc: 0.9426, loss_cls: 0.6771, loss: 0.6771, grad_norm: 1.8729 2020-11-10 21:28:20,453 - mmaction - INFO - Epoch [76][40/54] lr: 6.000e-02, eta: 0:44:53, time: 1.031, data_time: 0.021, memory: 10935, top1_acc: 0.7852, top5_acc: 0.9402, loss_cls: 0.7010, loss: 0.7010, grad_norm: 1.9084 2020-11-10 21:29:05,580 - mmaction - INFO - Epoch [77][20/54] lr: 6.000e-02, eta: 0:44:11, time: 1.628, data_time: 0.533, memory: 10935, top1_acc: 0.7986, top5_acc: 0.9465, loss_cls: 0.6572, loss: 0.6572, grad_norm: 1.8660 2020-11-10 21:29:26,030 - mmaction - INFO - Epoch [77][40/54] lr: 6.000e-02, eta: 0:43:48, time: 1.018, data_time: 0.013, memory: 10935, top1_acc: 0.7982, top5_acc: 0.9423, loss_cls: 0.6733, loss: 0.6733, grad_norm: 1.8345 2020-11-10 21:30:12,203 - mmaction - INFO - Epoch [78][20/54] lr: 6.000e-02, eta: 0:43:07, time: 1.681, data_time: 0.507, memory: 10935, top1_acc: 0.8083, top5_acc: 0.9456, loss_cls: 0.6396, loss: 0.6396, grad_norm: 1.8439 2020-11-10 21:30:32,634 - mmaction - INFO - Epoch [78][40/54] lr: 6.000e-02, eta: 0:42:43, time: 1.018, data_time: 0.009, memory: 10935, top1_acc: 0.7915, top5_acc: 0.9452, loss_cls: 0.6752, loss: 0.6752, grad_norm: 1.9100 2020-11-10 21:31:18,019 - mmaction - INFO - Epoch [79][20/54] lr: 6.000e-02, eta: 0:42:02, time: 1.651, data_time: 0.527, memory: 10935, top1_acc: 0.7919, top5_acc: 0.9397, loss_cls: 0.6893, loss: 0.6893, grad_norm: 1.8705 2020-11-10 21:31:38,526 - mmaction - INFO - Epoch [79][40/54] lr: 6.000e-02, eta: 0:41:39, time: 1.017, data_time: 0.005, memory: 10935, top1_acc: 0.7952, top5_acc: 0.9444, loss_cls: 0.6699, loss: 0.6699, grad_norm: 1.8365 2020-11-10 21:32:35,649 - mmaction - INFO - Epoch [80][20/54] lr: 6.000e-02, eta: 0:41:03, time: 2.103, data_time: 1.013, memory: 10935, top1_acc: 0.7975, top5_acc: 0.9452, loss_cls: 0.6589, loss: 0.6589, grad_norm: 1.8581 2020-11-10 21:32:55,978 - mmaction - INFO - Epoch [80][40/54] lr: 6.000e-02, eta: 0:40:39, time: 1.022, data_time: 0.018, memory: 10935, top1_acc: 0.7924, top5_acc: 0.9453, loss_cls: 0.6786, loss: 0.6786, grad_norm: 1.9237 2020-11-10 21:33:08,632 - mmaction - INFO - Saving checkpoint at 80 epochs 2020-11-10 21:33:31,845 - mmaction - INFO - Evaluating top_k_accuracy... 2020-11-10 21:33:31,908 - mmaction - INFO - top1_acc 0.7594 top5_acc 0.9693 2020-11-10 21:33:31,908 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-11-10 21:33:31,920 - mmaction - INFO - mean_acc 0.6588 2020-11-10 21:33:31,921 - mmaction - INFO - Epoch(val) [80][54] top1_acc: 0.7594, top5_acc: 0.9693, mean_class_accuracy: 0.6588 2020-11-10 21:34:06,749 - mmaction - INFO - Epoch [81][20/54] lr: 6.000e-02, eta: 0:39:59, time: 1.738, data_time: 0.667, memory: 10935, top1_acc: 0.8007, top5_acc: 0.9441, loss_cls: 0.6644, loss: 0.6644, grad_norm: 1.8155 2020-11-10 21:34:27,119 - mmaction - INFO - Epoch [81][40/54] lr: 6.000e-02, eta: 0:39:36, time: 1.019, data_time: 0.006, memory: 10935, top1_acc: 0.8008, top5_acc: 0.9451, loss_cls: 0.6597, loss: 0.6597, grad_norm: 1.8364 2020-11-10 21:35:11,892 - mmaction - INFO - Epoch [82][20/54] lr: 6.000e-02, eta: 0:38:55, time: 1.619, data_time: 0.516, memory: 10935, top1_acc: 0.8079, top5_acc: 0.9474, loss_cls: 0.6470, loss: 0.6470, grad_norm: 1.8099 2020-11-10 21:35:32,414 - mmaction - INFO - Epoch [82][40/54] lr: 6.000e-02, eta: 0:38:32, time: 1.025, data_time: 0.005, memory: 10935, top1_acc: 0.8008, top5_acc: 0.9447, loss_cls: 0.6532, loss: 0.6532, grad_norm: 1.8597 2020-11-10 21:36:18,071 - mmaction - INFO - Epoch [83][20/54] lr: 6.000e-02, eta: 0:37:52, time: 1.659, data_time: 0.560, memory: 10935, top1_acc: 0.8064, top5_acc: 0.9453, loss_cls: 0.6472, loss: 0.6472, grad_norm: 1.8603 2020-11-10 21:36:38,470 - mmaction - INFO - Epoch [83][40/54] lr: 6.000e-02, eta: 0:37:28, time: 1.019, data_time: 0.010, memory: 10935, top1_acc: 0.7988, top5_acc: 0.9457, loss_cls: 0.6558, loss: 0.6558, grad_norm: 1.8752 2020-11-10 21:37:24,035 - mmaction - INFO - Epoch [84][20/54] lr: 6.000e-02, eta: 0:36:48, time: 1.653, data_time: 0.486, memory: 10935, top1_acc: 0.8056, top5_acc: 0.9478, loss_cls: 0.6482, loss: 0.6482, grad_norm: 1.8814 2020-11-10 21:37:44,476 - mmaction - INFO - Epoch [84][40/54] lr: 6.000e-02, eta: 0:36:25, time: 1.021, data_time: 0.007, memory: 10935, top1_acc: 0.8014, top5_acc: 0.9460, loss_cls: 0.6669, loss: 0.6669, grad_norm: 1.8403 2020-11-10 21:38:30,085 - mmaction - INFO - Epoch [85][20/54] lr: 6.000e-02, eta: 0:35:45, time: 1.649, data_time: 0.481, memory: 10935, top1_acc: 0.8055, top5_acc: 0.9500, loss_cls: 0.6386, loss: 0.6386, grad_norm: 1.8663 2020-11-10 21:38:50,841 - mmaction - INFO - Epoch [85][40/54] lr: 6.000e-02, eta: 0:35:22, time: 1.030, data_time: 0.005, memory: 10935, top1_acc: 0.8036, top5_acc: 0.9488, loss_cls: 0.6388, loss: 0.6388, grad_norm: 1.8484 2020-11-10 21:39:03,522 - mmaction - INFO - Saving checkpoint at 85 epochs 2020-11-10 21:39:27,923 - mmaction - INFO - Evaluating top_k_accuracy... 2020-11-10 21:39:28,002 - mmaction - INFO - top1_acc 0.7678 top5_acc 0.9727 2020-11-10 21:39:28,002 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-11-10 21:39:28,015 - mmaction - INFO - mean_acc 0.6717 2020-11-10 21:39:28,017 - mmaction - INFO - Epoch(val) [85][54] top1_acc: 0.7678, top5_acc: 0.9727, mean_class_accuracy: 0.6717 2020-11-10 21:40:03,497 - mmaction - INFO - Epoch [86][20/54] lr: 6.000e-02, eta: 0:34:43, time: 1.769, data_time: 0.564, memory: 10935, top1_acc: 0.8051, top5_acc: 0.9456, loss_cls: 0.6402, loss: 0.6402, grad_norm: 1.7350 2020-11-10 21:40:23,733 - mmaction - INFO - Epoch [86][40/54] lr: 6.000e-02, eta: 0:34:20, time: 1.015, data_time: 0.011, memory: 10935, top1_acc: 0.8025, top5_acc: 0.9411, loss_cls: 0.6534, loss: 0.6534, grad_norm: 1.7350 2020-11-10 21:41:08,934 - mmaction - INFO - Epoch [87][20/54] lr: 6.000e-02, eta: 0:33:40, time: 1.636, data_time: 0.504, memory: 10935, top1_acc: 0.8087, top5_acc: 0.9465, loss_cls: 0.6373, loss: 0.6373, grad_norm: 1.8236 2020-11-10 21:41:29,418 - mmaction - INFO - Epoch [87][40/54] lr: 6.000e-02, eta: 0:33:17, time: 1.026, data_time: 0.008, memory: 10935, top1_acc: 0.8039, top5_acc: 0.9440, loss_cls: 0.6588, loss: 0.6588, grad_norm: 1.8858 2020-11-10 21:42:15,139 - mmaction - INFO - Epoch [88][20/54] lr: 6.000e-02, eta: 0:32:37, time: 1.645, data_time: 0.536, memory: 10935, top1_acc: 0.8039, top5_acc: 0.9445, loss_cls: 0.6506, loss: 0.6506, grad_norm: 1.8262 2020-11-10 21:42:35,715 - mmaction - INFO - Epoch [88][40/54] lr: 6.000e-02, eta: 0:32:15, time: 1.036, data_time: 0.025, memory: 10935, top1_acc: 0.8059, top5_acc: 0.9469, loss_cls: 0.6414, loss: 0.6414, grad_norm: 1.8466 2020-11-10 21:43:20,729 - mmaction - INFO - Epoch [89][20/54] lr: 6.000e-02, eta: 0:31:35, time: 1.629, data_time: 0.585, memory: 10935, top1_acc: 0.8066, top5_acc: 0.9457, loss_cls: 0.6296, loss: 0.6296, grad_norm: 1.8313 2020-11-10 21:43:41,207 - mmaction - INFO - Epoch [89][40/54] lr: 6.000e-02, eta: 0:31:12, time: 1.025, data_time: 0.009, memory: 10935, top1_acc: 0.8094, top5_acc: 0.9470, loss_cls: 0.6342, loss: 0.6342, grad_norm: 1.8203 2020-11-10 21:44:27,470 - mmaction - INFO - Epoch [90][20/54] lr: 6.000e-02, eta: 0:30:33, time: 1.690, data_time: 0.597, memory: 10935, top1_acc: 0.8173, top5_acc: 0.9458, loss_cls: 0.6198, loss: 0.6198, grad_norm: 1.8068 2020-11-10 21:44:48,083 - mmaction - INFO - Epoch [90][40/54] lr: 6.000e-02, eta: 0:30:10, time: 1.031, data_time: 0.008, memory: 10935, top1_acc: 0.7982, top5_acc: 0.9465, loss_cls: 0.6555, loss: 0.6555, grad_norm: 1.8758 2020-11-10 21:45:00,508 - mmaction - INFO - Saving checkpoint at 90 epochs 2020-11-10 21:45:23,156 - mmaction - INFO - Evaluating top_k_accuracy... 2020-11-10 21:45:23,226 - mmaction - INFO - top1_acc 0.7450 top5_acc 0.9626 2020-11-10 21:45:23,226 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-11-10 21:45:23,240 - mmaction - INFO - mean_acc 0.6457 2020-11-10 21:45:23,241 - mmaction - INFO - Epoch(val) [90][54] top1_acc: 0.7450, top5_acc: 0.9626, mean_class_accuracy: 0.6457 2020-11-10 21:45:57,257 - mmaction - INFO - Epoch [91][20/54] lr: 6.000e-03, eta: 0:29:32, time: 1.694, data_time: 0.558, memory: 10935, top1_acc: 0.8147, top5_acc: 0.9473, loss_cls: 0.6108, loss: 0.6108, grad_norm: 1.6960 2020-11-10 21:46:17,744 - mmaction - INFO - Epoch [91][40/54] lr: 6.000e-03, eta: 0:29:09, time: 1.026, data_time: 0.017, memory: 10935, top1_acc: 0.8251, top5_acc: 0.9574, loss_cls: 0.5664, loss: 0.5664, grad_norm: 1.5887 2020-11-10 21:47:03,255 - mmaction - INFO - Epoch [92][20/54] lr: 6.000e-03, eta: 0:28:30, time: 1.657, data_time: 0.547, memory: 10935, top1_acc: 0.8393, top5_acc: 0.9595, loss_cls: 0.5232, loss: 0.5232, grad_norm: 1.5103 2020-11-10 21:47:23,658 - mmaction - INFO - Epoch [92][40/54] lr: 6.000e-03, eta: 0:28:07, time: 1.021, data_time: 0.009, memory: 10935, top1_acc: 0.8396, top5_acc: 0.9600, loss_cls: 0.5181, loss: 0.5181, grad_norm: 1.5705 2020-11-10 21:48:08,992 - mmaction - INFO - Epoch [93][20/54] lr: 6.000e-03, eta: 0:27:28, time: 1.648, data_time: 0.531, memory: 10935, top1_acc: 0.8363, top5_acc: 0.9563, loss_cls: 0.5277, loss: 0.5277, grad_norm: 1.5724 2020-11-10 21:48:29,435 - mmaction - INFO - Epoch [93][40/54] lr: 6.000e-03, eta: 0:27:06, time: 1.026, data_time: 0.010, memory: 10935, top1_acc: 0.8409, top5_acc: 0.9583, loss_cls: 0.5152, loss: 0.5152, grad_norm: 1.5479 2020-11-10 21:49:14,837 - mmaction - INFO - Epoch [94][20/54] lr: 6.000e-03, eta: 0:26:27, time: 1.645, data_time: 0.577, memory: 10935, top1_acc: 0.8453, top5_acc: 0.9626, loss_cls: 0.4994, loss: 0.4994, grad_norm: 1.5239 2020-11-10 21:49:35,273 - mmaction - INFO - Epoch [94][40/54] lr: 6.000e-03, eta: 0:26:04, time: 1.026, data_time: 0.014, memory: 10935, top1_acc: 0.8492, top5_acc: 0.9611, loss_cls: 0.4933, loss: 0.4933, grad_norm: 1.5395 2020-11-10 21:50:20,869 - mmaction - INFO - Epoch [95][20/54] lr: 6.000e-03, eta: 0:25:25, time: 1.653, data_time: 0.522, memory: 10935, top1_acc: 0.8501, top5_acc: 0.9615, loss_cls: 0.4893, loss: 0.4893, grad_norm: 1.5595 2020-11-10 21:50:43,498 - mmaction - INFO - Epoch [95][40/54] lr: 6.000e-03, eta: 0:25:04, time: 1.137, data_time: 0.012, memory: 10935, top1_acc: 0.8492, top5_acc: 0.9621, loss_cls: 0.4892, loss: 0.4892, grad_norm: 1.5861 2020-11-10 21:50:55,918 - mmaction - INFO - Saving checkpoint at 95 epochs 2020-11-10 21:51:20,224 - mmaction - INFO - Evaluating top_k_accuracy... 2020-11-10 21:51:20,289 - mmaction - INFO - top1_acc 0.7915 top5_acc 0.9754 2020-11-10 21:51:20,289 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-11-10 21:51:20,301 - mmaction - INFO - mean_acc 0.7058 2020-11-10 21:51:20,301 - mmaction - INFO - Now best checkpoint is epoch_95.pth 2020-11-10 21:51:20,325 - mmaction - INFO - Epoch(val) [95][54] top1_acc: 0.7915, top5_acc: 0.9754, mean_class_accuracy: 0.7058 2020-11-10 21:51:54,800 - mmaction - INFO - Epoch [96][20/54] lr: 6.000e-03, eta: 0:24:25, time: 1.719, data_time: 0.620, memory: 10935, top1_acc: 0.8471, top5_acc: 0.9599, loss_cls: 0.4979, loss: 0.4979, grad_norm: 1.6068 2020-11-10 21:52:15,174 - mmaction - INFO - Epoch [96][40/54] lr: 6.000e-03, eta: 0:24:03, time: 1.023, data_time: 0.013, memory: 10935, top1_acc: 0.8565, top5_acc: 0.9617, loss_cls: 0.4714, loss: 0.4714, grad_norm: 1.5761 2020-11-10 21:53:00,065 - mmaction - INFO - Epoch [97][20/54] lr: 6.000e-03, eta: 0:23:24, time: 1.616, data_time: 0.552, memory: 10935, top1_acc: 0.8516, top5_acc: 0.9622, loss_cls: 0.4748, loss: 0.4748, grad_norm: 1.5537 2020-11-10 21:53:20,714 - mmaction - INFO - Epoch [97][40/54] lr: 6.000e-03, eta: 0:23:02, time: 1.041, data_time: 0.026, memory: 10935, top1_acc: 0.8538, top5_acc: 0.9655, loss_cls: 0.4644, loss: 0.4644, grad_norm: 1.5808 2020-11-10 21:54:07,238 - mmaction - INFO - Epoch [98][20/54] lr: 6.000e-03, eta: 0:22:24, time: 1.702, data_time: 0.530, memory: 10935, top1_acc: 0.8542, top5_acc: 0.9618, loss_cls: 0.4806, loss: 0.4806, grad_norm: 1.5734 2020-11-10 21:54:27,809 - mmaction - INFO - Epoch [98][40/54] lr: 6.000e-03, eta: 0:22:01, time: 1.031, data_time: 0.005, memory: 10935, top1_acc: 0.8508, top5_acc: 0.9628, loss_cls: 0.4828, loss: 0.4828, grad_norm: 1.6132 2020-11-10 21:55:13,492 - mmaction - INFO - Epoch [99][20/54] lr: 6.000e-03, eta: 0:21:23, time: 1.647, data_time: 0.565, memory: 10935, top1_acc: 0.8589, top5_acc: 0.9660, loss_cls: 0.4531, loss: 0.4531, grad_norm: 1.5397 2020-11-10 21:55:33,875 - mmaction - INFO - Epoch [99][40/54] lr: 6.000e-03, eta: 0:21:01, time: 1.011, data_time: 0.003, memory: 10935, top1_acc: 0.8574, top5_acc: 0.9647, loss_cls: 0.4568, loss: 0.4568, grad_norm: 1.5662 2020-11-10 21:56:19,630 - mmaction - INFO - Epoch [100][20/54] lr: 6.000e-03, eta: 0:20:22, time: 1.656, data_time: 0.581, memory: 10935, top1_acc: 0.8645, top5_acc: 0.9686, loss_cls: 0.4380, loss: 0.4380, grad_norm: 1.5859 2020-11-10 21:56:39,968 - mmaction - INFO - Epoch [100][40/54] lr: 6.000e-03, eta: 0:20:00, time: 1.017, data_time: 0.006, memory: 10935, top1_acc: 0.8625, top5_acc: 0.9671, loss_cls: 0.4477, loss: 0.4477, grad_norm: 1.6071 2020-11-10 21:56:52,363 - mmaction - INFO - Saving checkpoint at 100 epochs 2020-11-10 21:57:17,581 - mmaction - INFO - Evaluating top_k_accuracy... 2020-11-10 21:57:17,698 - mmaction - INFO - top1_acc 0.7951 top5_acc 0.9756 2020-11-10 21:57:17,698 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-11-10 21:57:17,725 - mmaction - INFO - mean_acc 0.7123 2020-11-10 21:57:17,725 - mmaction - INFO - Now best checkpoint is epoch_100.pth 2020-11-10 21:57:17,733 - mmaction - INFO - Epoch(val) [100][54] top1_acc: 0.7951, top5_acc: 0.9756, mean_class_accuracy: 0.7123 2020-11-10 21:57:52,413 - mmaction - INFO - Epoch [101][20/54] lr: 6.000e-03, eta: 0:19:22, time: 1.733, data_time: 0.677, memory: 10935, top1_acc: 0.8535, top5_acc: 0.9641, loss_cls: 0.4658, loss: 0.4658, grad_norm: 1.6431 2020-11-10 21:58:12,925 - mmaction - INFO - Epoch [101][40/54] lr: 6.000e-03, eta: 0:19:00, time: 1.024, data_time: 0.006, memory: 10935, top1_acc: 0.8523, top5_acc: 0.9618, loss_cls: 0.4782, loss: 0.4782, grad_norm: 1.6391 2020-11-10 21:58:59,059 - mmaction - INFO - Epoch [102][20/54] lr: 6.000e-03, eta: 0:18:22, time: 1.684, data_time: 0.576, memory: 10935, top1_acc: 0.8648, top5_acc: 0.9695, loss_cls: 0.4322, loss: 0.4322, grad_norm: 1.6247 2020-11-10 21:59:19,517 - mmaction - INFO - Epoch [102][40/54] lr: 6.000e-03, eta: 0:18:00, time: 1.022, data_time: 0.006, memory: 10935, top1_acc: 0.8573, top5_acc: 0.9639, loss_cls: 0.4597, loss: 0.4597, grad_norm: 1.6363 2020-11-10 22:00:04,340 - mmaction - INFO - Epoch [103][20/54] lr: 6.000e-03, eta: 0:17:22, time: 1.627, data_time: 0.556, memory: 10935, top1_acc: 0.8643, top5_acc: 0.9671, loss_cls: 0.4397, loss: 0.4397, grad_norm: 1.5947 2020-11-10 22:00:24,887 - mmaction - INFO - Epoch [103][40/54] lr: 6.000e-03, eta: 0:17:00, time: 1.021, data_time: 0.005, memory: 10935, top1_acc: 0.8615, top5_acc: 0.9691, loss_cls: 0.4437, loss: 0.4437, grad_norm: 1.6391 2020-11-10 22:01:10,615 - mmaction - INFO - Epoch [104][20/54] lr: 6.000e-03, eta: 0:16:22, time: 1.660, data_time: 0.569, memory: 10935, top1_acc: 0.8599, top5_acc: 0.9668, loss_cls: 0.4444, loss: 0.4444, grad_norm: 1.6301 2020-11-10 22:01:31,146 - mmaction - INFO - Epoch [104][40/54] lr: 6.000e-03, eta: 0:16:00, time: 1.026, data_time: 0.009, memory: 10935, top1_acc: 0.8630, top5_acc: 0.9676, loss_cls: 0.4349, loss: 0.4349, grad_norm: 1.6006 2020-11-10 22:02:19,835 - mmaction - INFO - Epoch [105][20/54] lr: 6.000e-03, eta: 0:15:22, time: 1.772, data_time: 0.636, memory: 10935, top1_acc: 0.8668, top5_acc: 0.9645, loss_cls: 0.4426, loss: 0.4426, grad_norm: 1.6527 2020-11-10 22:02:40,348 - mmaction - INFO - Epoch [105][40/54] lr: 6.000e-03, eta: 0:15:00, time: 1.031, data_time: 0.017, memory: 10935, top1_acc: 0.8616, top5_acc: 0.9663, loss_cls: 0.4379, loss: 0.4379, grad_norm: 1.6203 2020-11-10 22:02:52,723 - mmaction - INFO - Saving checkpoint at 105 epochs 2020-11-10 22:03:15,374 - mmaction - INFO - Evaluating top_k_accuracy... 2020-11-10 22:03:15,441 - mmaction - INFO - top1_acc 0.7956 top5_acc 0.9729 2020-11-10 22:03:15,441 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-11-10 22:03:15,453 - mmaction - INFO - mean_acc 0.7086 2020-11-10 22:03:15,453 - mmaction - INFO - Now best checkpoint is epoch_105.pth 2020-11-10 22:03:15,456 - mmaction - INFO - Epoch(val) [105][54] top1_acc: 0.7956, top5_acc: 0.9729, mean_class_accuracy: 0.7086 2020-11-10 22:03:52,459 - mmaction - INFO - Epoch [106][20/54] lr: 6.000e-03, eta: 0:14:23, time: 1.848, data_time: 0.751, memory: 10935, top1_acc: 0.8658, top5_acc: 0.9689, loss_cls: 0.4225, loss: 0.4225, grad_norm: 1.5785 2020-11-10 22:04:12,839 - mmaction - INFO - Epoch [106][40/54] lr: 6.000e-03, eta: 0:14:01, time: 1.017, data_time: 0.005, memory: 10935, top1_acc: 0.8594, top5_acc: 0.9671, loss_cls: 0.4484, loss: 0.4484, grad_norm: 1.6283 2020-11-10 22:04:57,931 - mmaction - INFO - Epoch [107][20/54] lr: 6.000e-03, eta: 0:13:23, time: 1.635, data_time: 0.551, memory: 10935, top1_acc: 0.8682, top5_acc: 0.9688, loss_cls: 0.4247, loss: 0.4247, grad_norm: 1.5859 2020-11-10 22:05:18,289 - mmaction - INFO - Epoch [107][40/54] lr: 6.000e-03, eta: 0:13:01, time: 1.009, data_time: 0.007, memory: 10935, top1_acc: 0.8587, top5_acc: 0.9634, loss_cls: 0.4591, loss: 0.4591, grad_norm: 1.6429 2020-11-10 22:06:03,020 - mmaction - INFO - Epoch [108][20/54] lr: 6.000e-03, eta: 0:12:24, time: 1.621, data_time: 0.549, memory: 10935, top1_acc: 0.8648, top5_acc: 0.9682, loss_cls: 0.4310, loss: 0.4310, grad_norm: 1.6173 2020-11-10 22:06:23,413 - mmaction - INFO - Epoch [108][40/54] lr: 6.000e-03, eta: 0:12:02, time: 1.018, data_time: 0.004, memory: 10935, top1_acc: 0.8652, top5_acc: 0.9669, loss_cls: 0.4387, loss: 0.4387, grad_norm: 1.6783 2020-11-10 22:07:08,655 - mmaction - INFO - Epoch [109][20/54] lr: 6.000e-03, eta: 0:11:24, time: 1.637, data_time: 0.543, memory: 10935, top1_acc: 0.8690, top5_acc: 0.9694, loss_cls: 0.4132, loss: 0.4132, grad_norm: 1.6126 2020-11-10 22:07:29,067 - mmaction - INFO - Epoch [109][40/54] lr: 6.000e-03, eta: 0:11:02, time: 1.015, data_time: 0.008, memory: 10935, top1_acc: 0.8591, top5_acc: 0.9681, loss_cls: 0.4439, loss: 0.4439, grad_norm: 1.7374 2020-11-10 22:08:14,045 - mmaction - INFO - Epoch [110][20/54] lr: 6.000e-03, eta: 0:10:25, time: 1.625, data_time: 0.535, memory: 10935, top1_acc: 0.8600, top5_acc: 0.9668, loss_cls: 0.4452, loss: 0.4452, grad_norm: 1.6625 2020-11-10 22:08:34,549 - mmaction - INFO - Epoch [110][40/54] lr: 6.000e-03, eta: 0:10:03, time: 1.025, data_time: 0.008, memory: 10935, top1_acc: 0.8702, top5_acc: 0.9716, loss_cls: 0.4169, loss: 0.4169, grad_norm: 1.6350 2020-11-10 22:08:47,049 - mmaction - INFO - Saving checkpoint at 110 epochs 2020-11-10 22:09:09,950 - mmaction - INFO - Evaluating top_k_accuracy... 2020-11-10 22:09:10,022 - mmaction - INFO - top1_acc 0.7913 top5_acc 0.9727 2020-11-10 22:09:10,022 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-11-10 22:09:10,036 - mmaction - INFO - mean_acc 0.6967 2020-11-10 22:09:10,038 - mmaction - INFO - Epoch(val) [110][54] top1_acc: 0.7913, top5_acc: 0.9727, mean_class_accuracy: 0.6967 2020-11-10 22:09:42,903 - mmaction - INFO - Epoch [111][20/54] lr: 6.000e-04, eta: 0:09:25, time: 1.643, data_time: 0.588, memory: 10935, top1_acc: 0.8688, top5_acc: 0.9671, loss_cls: 0.4267, loss: 0.4267, grad_norm: 1.6438 2020-11-10 22:10:03,288 - mmaction - INFO - Epoch [111][40/54] lr: 6.000e-04, eta: 0:09:03, time: 1.019, data_time: 0.002, memory: 10935, top1_acc: 0.8672, top5_acc: 0.9706, loss_cls: 0.4203, loss: 0.4203, grad_norm: 1.6168 2020-11-10 22:10:49,898 - mmaction - INFO - Epoch [112][20/54] lr: 6.000e-04, eta: 0:08:26, time: 1.678, data_time: 0.550, memory: 10935, top1_acc: 0.8624, top5_acc: 0.9693, loss_cls: 0.4341, loss: 0.4341, grad_norm: 1.6696 2020-11-10 22:11:10,343 - mmaction - INFO - Epoch [112][40/54] lr: 6.000e-04, eta: 0:08:04, time: 1.028, data_time: 0.010, memory: 10935, top1_acc: 0.8676, top5_acc: 0.9693, loss_cls: 0.4142, loss: 0.4142, grad_norm: 1.6435 2020-11-10 22:11:55,726 - mmaction - INFO - Epoch [113][20/54] lr: 6.000e-04, eta: 0:07:27, time: 1.641, data_time: 0.571, memory: 10935, top1_acc: 0.8729, top5_acc: 0.9704, loss_cls: 0.4134, loss: 0.4134, grad_norm: 1.6322 2020-11-10 22:12:16,360 - mmaction - INFO - Epoch [113][40/54] lr: 6.000e-04, eta: 0:07:05, time: 1.032, data_time: 0.008, memory: 10935, top1_acc: 0.8678, top5_acc: 0.9651, loss_cls: 0.4379, loss: 0.4379, grad_norm: 1.6195 2020-11-10 22:13:01,490 - mmaction - INFO - Epoch [114][20/54] lr: 6.000e-04, eta: 0:06:28, time: 1.638, data_time: 0.582, memory: 10935, top1_acc: 0.8712, top5_acc: 0.9681, loss_cls: 0.4150, loss: 0.4150, grad_norm: 1.6284 2020-11-10 22:13:22,113 - mmaction - INFO - Epoch [114][40/54] lr: 6.000e-04, eta: 0:06:06, time: 1.031, data_time: 0.011, memory: 10935, top1_acc: 0.8749, top5_acc: 0.9684, loss_cls: 0.4081, loss: 0.4081, grad_norm: 1.6244 2020-11-10 22:14:07,634 - mmaction - INFO - Epoch [115][20/54] lr: 6.000e-04, eta: 0:05:29, time: 1.652, data_time: 0.562, memory: 10935, top1_acc: 0.8746, top5_acc: 0.9698, loss_cls: 0.4116, loss: 0.4116, grad_norm: 1.5935 2020-11-10 22:14:28,088 - mmaction - INFO - Epoch [115][40/54] lr: 6.000e-04, eta: 0:05:07, time: 1.020, data_time: 0.005, memory: 10935, top1_acc: 0.8687, top5_acc: 0.9697, loss_cls: 0.4254, loss: 0.4254, grad_norm: 1.6434 2020-11-10 22:14:40,521 - mmaction - INFO - Saving checkpoint at 115 epochs 2020-11-10 22:15:04,804 - mmaction - INFO - Evaluating top_k_accuracy... 2020-11-10 22:15:04,883 - mmaction - INFO - top1_acc 0.7947 top5_acc 0.9723 2020-11-10 22:15:04,883 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-11-10 22:15:04,898 - mmaction - INFO - mean_acc 0.7057 2020-11-10 22:15:04,899 - mmaction - INFO - Epoch(val) [115][54] top1_acc: 0.7947, top5_acc: 0.9723, mean_class_accuracy: 0.7057 2020-11-10 22:15:39,229 - mmaction - INFO - Epoch [116][20/54] lr: 6.000e-04, eta: 0:04:31, time: 1.716, data_time: 0.649, memory: 10935, top1_acc: 0.8676, top5_acc: 0.9669, loss_cls: 0.4265, loss: 0.4265, grad_norm: 1.6302 2020-11-10 22:15:59,849 - mmaction - INFO - Epoch [116][40/54] lr: 6.000e-04, eta: 0:04:09, time: 1.031, data_time: 0.008, memory: 10935, top1_acc: 0.8725, top5_acc: 0.9686, loss_cls: 0.4233, loss: 0.4233, grad_norm: 1.6266 2020-11-10 22:16:45,244 - mmaction - INFO - Epoch [117][20/54] lr: 6.000e-04, eta: 0:03:32, time: 1.641, data_time: 0.568, memory: 10935, top1_acc: 0.8720, top5_acc: 0.9716, loss_cls: 0.4092, loss: 0.4092, grad_norm: 1.5881 2020-11-10 22:17:05,737 - mmaction - INFO - Epoch [117][40/54] lr: 6.000e-04, eta: 0:03:10, time: 1.029, data_time: 0.009, memory: 10935, top1_acc: 0.8775, top5_acc: 0.9711, loss_cls: 0.3987, loss: 0.3987, grad_norm: 1.6037 2020-11-10 22:17:51,641 - mmaction - INFO - Epoch [118][20/54] lr: 6.000e-04, eta: 0:02:33, time: 1.670, data_time: 0.524, memory: 10935, top1_acc: 0.8728, top5_acc: 0.9681, loss_cls: 0.4266, loss: 0.4266, grad_norm: 1.6613 2020-11-10 22:18:12,154 - mmaction - INFO - Epoch [118][40/54] lr: 6.000e-04, eta: 0:02:12, time: 1.026, data_time: 0.007, memory: 10935, top1_acc: 0.8684, top5_acc: 0.9635, loss_cls: 0.4341, loss: 0.4341, grad_norm: 1.6445 2020-11-10 22:18:57,598 - mmaction - INFO - Epoch [119][20/54] lr: 6.000e-04, eta: 0:01:35, time: 1.647, data_time: 0.572, memory: 10935, top1_acc: 0.8658, top5_acc: 0.9689, loss_cls: 0.4243, loss: 0.4243, grad_norm: 1.6335 2020-11-10 22:19:18,097 - mmaction - INFO - Epoch [119][40/54] lr: 6.000e-04, eta: 0:01:13, time: 1.023, data_time: 0.013, memory: 10935, top1_acc: 0.8694, top5_acc: 0.9695, loss_cls: 0.4194, loss: 0.4194, grad_norm: 1.6220 2020-11-10 22:20:03,718 - mmaction - INFO - Epoch [120][20/54] lr: 6.000e-04, eta: 0:00:36, time: 1.656, data_time: 0.550, memory: 10935, top1_acc: 0.8669, top5_acc: 0.9684, loss_cls: 0.4241, loss: 0.4241, grad_norm: 1.6491 2020-11-10 22:20:24,082 - mmaction - INFO - Epoch [120][40/54] lr: 6.000e-04, eta: 0:00:15, time: 1.022, data_time: 0.011, memory: 10935, top1_acc: 0.8749, top5_acc: 0.9698, loss_cls: 0.4089, loss: 0.4089, grad_norm: 1.6073 2020-11-10 22:20:36,628 - mmaction - INFO - Saving checkpoint at 120 epochs 2020-11-10 22:21:00,429 - mmaction - INFO - Evaluating top_k_accuracy... 2020-11-10 22:21:00,488 - mmaction - INFO - top1_acc 0.7958 top5_acc 0.9732 2020-11-10 22:21:00,488 - mmaction - INFO - Evaluating mean_class_accuracy... 2020-11-10 22:21:00,500 - mmaction - INFO - mean_acc 0.7050 2020-11-10 22:21:00,500 - mmaction - INFO - Now best checkpoint is epoch_120.pth 2020-11-10 22:21:00,508 - mmaction - INFO - Epoch(val) [120][54] top1_acc: 0.7958, top5_acc: 0.9732, mean_class_accuracy: 0.7050