2021-04-14 21:11:04,146 INFO : Collect envs from system: PyTorch version: 1.8.1 Is debug build: False CUDA used to build PyTorch: 11.1 ROCM used to build PyTorch: N/A OS: Ubuntu 18.04.5 LTS (x86_64) GCC version: (Ubuntu 7.5.0-3ubuntu1~18.04) 7.5.0 Clang version: Could not collect CMake version: version 3.10.2 Python version: 3.9 (64-bit runtime) Is CUDA available: True CUDA runtime version: Could not collect GPU models and configuration: GPU 0: GeForce GTX 1080 GPU 1: GeForce GTX 1080 GPU 2: GeForce GTX 1080 GPU 3: GeForce GTX 1080 GPU 4: GeForce GTX 1080 GPU 5: GeForce GTX 1080 GPU 6: GeForce GTX 1080 GPU 7: GeForce GTX 1080 Nvidia driver version: 450.102.04 cuDNN version: Could not collect HIP runtime version: N/A MIOpen runtime version: N/A Versions of relevant libraries: [pip3] numpy==1.20.2 [pip3] torch==1.8.1 [pip3] torchaudio==0.8.0a0+e4e171a [pip3] torchvision==0.9.1 [conda] blas 2.106 mkl conda-forge [conda] cudatoolkit 11.1.1 h6406543_8 conda-forge [conda] ffmpeg 4.3 hf484d3e_0 pytorch [conda] libblas 3.9.0 6_mkl conda-forge [conda] libcblas 3.9.0 6_mkl conda-forge [conda] liblapack 3.9.0 6_mkl conda-forge [conda] liblapacke 3.9.0 6_mkl conda-forge [conda] mkl 2020.4 h726a3e6_304 conda-forge [conda] numpy 1.20.2 py39hdbf815f_0 conda-forge [conda] pytorch 1.8.1 py3.9_cuda11.1_cudnn8.0.5_0 pytorch [conda] torchaudio 0.8.1 py39 pytorch [conda] torchvision 0.9.1 py39_cu111 pytorch 2021-04-14 21:11:04,151 INFO : Args: {'conf': ConfigTree([('max_epochs', 200), ('log_interval', 10), ('use_amp', False), ('only_evaluate', False), ('auto_resume', True), ('sync_batchnorm', False), ('data', ConfigTree([('type_', 'cifar100'), ('is_vit', False), ('image_size', 32), ('num_classes', 100), ('root', 'data/cifar100'), ('mean', [0.507, 0.4865, 0.4409]), ('std', [0.2673, 0.2564, 0.2761]), ('batch_size', 256), ('num_workers', 4)])), ('model', ConfigTree([('type_', 'PyTorchHub'), ('force_reload', False), ('repo', 'chenyaofo/pytorch-cifar-models'), ('name', 'cifar100_mobilenetv2_x1_0'), ('pretrained', False)])), ('optimizer', ConfigTree([('type_', 'SGD'), ('lr', 0.1), ('momentum', 0.9), ('dampening', 0), ('weight_decay', 0.0005), ('nesterov', True)])), ('scheduler', ConfigTree([('type_', 'CosineAnnealingLR'), ('T_max', 200), ('eta_min', 0)])), ('criterion', ConfigTree([('type_', 'CrossEntropyLoss')]))]), 'dist_backend': 'nccl', 'dist_url': 'tcp://127.0.0.1:37343', 'modifications': ['model.name=cifar100_mobilenetv2_x1_0'], 'node_rank': 0, 'output_dir': PosixPath('output/cifar100/mobilenetv2_x1_0'), 'world_size': 1} 2021-04-14 21:11:04,497 INFO : Model details: n_params=2.35M, flops=88.09M. 2021-04-14 21:11:12,184 INFO : Train start, epoch=0001, lr=0.100000 2021-04-14 21:11:15,422 INFO : TRAIN, epoch=0001, iter=00010/00196, fetch data time cost=1.84ms, fps=791 images/s, loss=4.6484, top1-acc=1.48%, top5-acc=6.17%, remaining_time=0:01:00.215640, arrival_time=2021-04-14 21:12:15.637588, cost_time=0:00:03.237401 2021-04-14 21:11:17,635 INFO : TRAIN, epoch=0001, iter=00020/00196, fetch data time cost=2.11ms, fps=1157 images/s, loss=4.6360, top1-acc=1.80%, top5-acc=7.32%, remaining_time=0:00:47.968976, arrival_time=2021-04-14 21:12:05.604408, cost_time=0:00:05.451023 2021-04-14 21:11:19,831 INFO : TRAIN, epoch=0001, iter=00030/00196, fetch data time cost=1.55ms, fps=1166 images/s, loss=4.5752, top1-acc=2.47%, top5-acc=9.44%, remaining_time=0:00:42.309914, arrival_time=2021-04-14 21:12:02.140769, cost_time=0:00:07.646368 2021-04-14 21:11:22,032 INFO : TRAIN, epoch=0001, iter=00040/00196, fetch data time cost=1.95ms, fps=1163 images/s, loss=4.4925, top1-acc=3.09%, top5-acc=11.89%, remaining_time=0:00:38.407512, arrival_time=2021-04-14 21:12:00.440040, cost_time=0:00:09.848077 2021-04-14 21:11:24,221 INFO : TRAIN, epoch=0001, iter=00050/00196, fetch data time cost=1.70ms, fps=1170 images/s, loss=4.4294, top1-acc=3.59%, top5-acc=13.87%, remaining_time=0:00:35.149354, arrival_time=2021-04-14 21:11:59.371193, cost_time=0:00:12.037470 2021-04-14 21:11:26,425 INFO : TRAIN, epoch=0001, iter=00060/00196, fetch data time cost=2.92ms, fps=1162 images/s, loss=4.3683, top1-acc=4.26%, top5-acc=15.49%, remaining_time=0:00:32.279192, arrival_time=2021-04-14 21:11:58.704386, cost_time=0:00:14.240800 2021-04-14 21:11:28,631 INFO : TRAIN, epoch=0001, iter=00070/00196, fetch data time cost=1.32ms, fps=1161 images/s, loss=4.3187, top1-acc=4.76%, top5-acc=17.01%, remaining_time=0:00:29.603574, arrival_time=2021-04-14 21:11:58.234515, cost_time=0:00:16.446458 2021-04-14 21:11:30,831 INFO : TRAIN, epoch=0001, iter=00080/00196, fetch data time cost=1.64ms, fps=1164 images/s, loss=4.2737, top1-acc=5.26%, top5-acc=18.35%, remaining_time=0:00:27.037860, arrival_time=2021-04-14 21:11:57.869092, cost_time=0:00:18.646761 2021-04-14 21:11:33,027 INFO : TRAIN, epoch=0001, iter=00090/00196, fetch data time cost=1.49ms, fps=1166 images/s, loss=4.2352, top1-acc=5.69%, top5-acc=19.66%, remaining_time=0:00:24.548434, arrival_time=2021-04-14 21:11:57.575783, cost_time=0:00:20.842995 2021-04-14 21:11:35,246 INFO : TRAIN, epoch=0001, iter=00100/00196, fetch data time cost=2.18ms, fps=1156 images/s, loss=4.1965, top1-acc=6.26%, top5-acc=20.95%, remaining_time=0:00:22.139520, arrival_time=2021-04-14 21:11:57.385927, cost_time=0:00:23.062048 2021-04-14 21:11:37,464 INFO : TRAIN, epoch=0001, iter=00110/00196, fetch data time cost=1.50ms, fps=1155 images/s, loss=4.1631, top1-acc=6.70%, top5-acc=22.07%, remaining_time=0:00:19.764176, arrival_time=2021-04-14 21:11:57.228306, cost_time=0:00:25.279770 2021-04-14 21:11:39,671 INFO : TRAIN, epoch=0001, iter=00120/00196, fetch data time cost=1.81ms, fps=1160 images/s, loss=4.1294, top1-acc=7.08%, top5-acc=23.07%, remaining_time=0:00:17.408484, arrival_time=2021-04-14 21:11:57.079992, cost_time=0:00:27.487124 2021-04-14 21:11:41,876 INFO : TRAIN, epoch=0001, iter=00130/00196, fetch data time cost=1.60ms, fps=1161 images/s, loss=4.0944, top1-acc=7.61%, top5-acc=24.16%, remaining_time=0:00:15.074334, arrival_time=2021-04-14 21:11:56.950541, cost_time=0:00:29.691845 2021-04-14 21:11:44,079 INFO : TRAIN, epoch=0001, iter=00140/00196, fetch data time cost=1.65ms, fps=1162 images/s, loss=4.0642, top1-acc=7.97%, top5-acc=25.13%, remaining_time=0:00:12.757808, arrival_time=2021-04-14 21:11:56.836817, cost_time=0:00:31.894534 2021-04-14 21:11:46,279 INFO : TRAIN, epoch=0001, iter=00150/00196, fetch data time cost=1.33ms, fps=1164 images/s, loss=4.0335, top1-acc=8.48%, top5-acc=26.05%, remaining_time=0:00:10.455800, arrival_time=2021-04-14 21:11:56.735174, cost_time=0:00:34.094925 2021-04-14 21:11:48,483 INFO : TRAIN, epoch=0001, iter=00160/00196, fetch data time cost=1.42ms, fps=1162 images/s, loss=4.0029, top1-acc=8.93%, top5-acc=27.01%, remaining_time=0:00:08.167248, arrival_time=2021-04-14 21:11:56.650488, cost_time=0:00:36.298875 2021-04-14 21:11:50,689 INFO : TRAIN, epoch=0001, iter=00170/00196, fetch data time cost=2.00ms, fps=1161 images/s, loss=3.9746, top1-acc=9.33%, top5-acc=27.84%, remaining_time=0:00:05.888948, arrival_time=2021-04-14 21:11:56.577979, cost_time=0:00:38.504598 2021-04-14 21:11:52,897 INFO : TRAIN, epoch=0001, iter=00180/00196, fetch data time cost=1.93ms, fps=1159 images/s, loss=3.9489, top1-acc=9.75%, top5-acc=28.60%, remaining_time=0:00:03.618960, arrival_time=2021-04-14 21:11:56.516671, cost_time=0:00:40.713341 2021-04-14 21:11:55,108 INFO : TRAIN, epoch=0001, iter=00190/00196, fetch data time cost=1.60ms, fps=1158 images/s, loss=3.9245, top1-acc=10.08%, top5-acc=29.33%, remaining_time=0:00:01.355502, arrival_time=2021-04-14 21:11:56.464166, cost_time=0:00:42.924177 2021-04-14 21:11:56,302 INFO : TRAIN, epoch=0001, iter=00196/00196, fetch data time cost=1.26ms, fps=1140 images/s, loss=3.9106, top1-acc=10.28%, top5-acc=29.72%, remaining_time=0:00:00, arrival_time=2021-04-14 21:11:56.302001, cost_time=0:00:44.117688 2021-04-14 21:11:57,337 INFO : EVAL, epoch=0001, iter=00010/00040, fetch data time cost=0.44ms, fps=2480 images/s, loss=3.7095, top1-acc=12.81%, top5-acc=35.66%, remaining_time=0:00:03.096900, arrival_time=2021-04-14 21:12:00.433838, cost_time=0:00:01.032303 2021-04-14 21:11:58,034 INFO : EVAL, epoch=0001, iter=00020/00040, fetch data time cost=1.72ms, fps=3675 images/s, loss=3.7003, top1-acc=13.12%, top5-acc=36.48%, remaining_time=0:00:01.729760, arrival_time=2021-04-14 21:11:59.764094, cost_time=0:00:01.729769 2021-04-14 21:11:58,730 INFO : EVAL, epoch=0001, iter=00030/00040, fetch data time cost=2.35ms, fps=3682 images/s, loss=3.6854, top1-acc=13.36%, top5-acc=36.97%, remaining_time=0:00:00.808550, arrival_time=2021-04-14 21:11:59.538702, cost_time=0:00:02.425646 2021-04-14 21:11:59,374 INFO : EVAL, epoch=0001, iter=00040/00040, fetch data time cost=0.12ms, fps=3601 images/s, loss=3.6795, top1-acc=13.95%, top5-acc=37.07%, remaining_time=0:00:00, arrival_time=2021-04-14 21:11:59.374839, cost_time=0:00:03.070359 2021-04-14 21:11:59,542 INFO : Epoch=0001 complete, best val top1-acc=13.95%, top5-acc=37.07% (epoch=1), remaining_time=2:37:04.579902, arrival_time=2021-04-14 23:49:04.122637, cost_time=0:00:47.359698 2021-04-14 21:11:59,544 INFO : Train start, epoch=0002, lr=0.099994 2021-04-14 21:12:01,933 INFO : TRAIN, epoch=0002, iter=00010/00196, fetch data time cost=1.47ms, fps=1072 images/s, loss=3.4051, top1-acc=18.67%, top5-acc=45.59%, remaining_time=0:00:44.433912, arrival_time=2021-04-14 21:12:46.367562, cost_time=0:00:02.388925 2021-04-14 21:12:04,149 INFO : TRAIN, epoch=0002, iter=00020/00196, fetch data time cost=2.01ms, fps=1156 images/s, loss=3.3822, top1-acc=18.44%, top5-acc=45.47%, remaining_time=0:00:40.518720, arrival_time=2021-04-14 21:12:44.667847, cost_time=0:00:04.604410 2021-04-14 21:12:06,357 INFO : TRAIN, epoch=0002, iter=00030/00196, fetch data time cost=2.26ms, fps=1160 images/s, loss=3.3637, top1-acc=18.82%, top5-acc=46.02%, remaining_time=0:00:37.694616, arrival_time=2021-04-14 21:12:44.051608, cost_time=0:00:06.812289 2021-04-14 21:12:08,569 INFO : TRAIN, epoch=0002, iter=00040/00196, fetch data time cost=1.53ms, fps=1157 images/s, loss=3.3415, top1-acc=19.24%, top5-acc=46.44%, remaining_time=0:00:35.195628, arrival_time=2021-04-14 21:12:43.764956, cost_time=0:00:09.024514 2021-04-14 21:12:10,776 INFO : TRAIN, epoch=0002, iter=00050/00196, fetch data time cost=1.54ms, fps=1160 images/s, loss=3.3171, top1-acc=19.57%, top5-acc=47.17%, remaining_time=0:00:32.797732, arrival_time=2021-04-14 21:12:43.574570, cost_time=0:00:11.232120 2021-04-14 21:12:12,996 INFO : TRAIN, epoch=0002, iter=00060/00196, fetch data time cost=2.10ms, fps=1154 images/s, loss=3.2985, top1-acc=19.84%, top5-acc=47.43%, remaining_time=0:00:30.491200, arrival_time=2021-04-14 21:12:43.487932, cost_time=0:00:13.452028 2021-04-14 21:12:15,204 INFO : TRAIN, epoch=0002, iter=00070/00196, fetch data time cost=1.45ms, fps=1160 images/s, loss=3.2811, top1-acc=20.31%, top5-acc=47.80%, remaining_time=0:00:28.187964, arrival_time=2021-04-14 21:12:43.392636, cost_time=0:00:15.659972 2021-04-14 21:12:17,413 INFO : TRAIN, epoch=0002, iter=00080/00196, fetch data time cost=1.74ms, fps=1159 images/s, loss=3.2690, top1-acc=20.58%, top5-acc=48.08%, remaining_time=0:00:25.909180, arrival_time=2021-04-14 21:12:43.322368, cost_time=0:00:17.868418 2021-04-14 21:12:19,621 INFO : TRAIN, epoch=0002, iter=00090/00196, fetch data time cost=1.49ms, fps=1159 images/s, loss=3.2531, top1-acc=20.87%, top5-acc=48.58%, remaining_time=0:00:23.646374, arrival_time=2021-04-14 21:12:43.268236, cost_time=0:00:20.077099 2021-04-14 21:12:21,831 INFO : TRAIN, epoch=0002, iter=00100/00196, fetch data time cost=1.57ms, fps=1159 images/s, loss=3.2411, top1-acc=21.03%, top5-acc=48.84%, remaining_time=0:00:21.395616, arrival_time=2021-04-14 21:12:43.227498, cost_time=0:00:22.287145 2021-04-14 21:12:24,043 INFO : TRAIN, epoch=0002, iter=00110/00196, fetch data time cost=1.42ms, fps=1158 images/s, loss=3.2293, top1-acc=21.27%, top5-acc=49.17%, remaining_time=0:00:19.153834, arrival_time=2021-04-14 21:12:43.197571, cost_time=0:00:24.499098 2021-04-14 21:12:26,249 INFO : TRAIN, epoch=0002, iter=00120/00196, fetch data time cost=1.71ms, fps=1161 images/s, loss=3.2175, top1-acc=21.47%, top5-acc=49.51%, remaining_time=0:00:16.913040, arrival_time=2021-04-14 21:12:43.162509, cost_time=0:00:26.704774 2021-04-14 21:12:28,446 INFO : TRAIN, epoch=0002, iter=00130/00196, fetch data time cost=1.41ms, fps=1166 images/s, loss=3.2003, top1-acc=21.77%, top5-acc=49.97%, remaining_time=0:00:14.673186, arrival_time=2021-04-14 21:12:43.119593, cost_time=0:00:28.901725 2021-04-14 21:12:30,658 INFO : TRAIN, epoch=0002, iter=00140/00196, fetch data time cost=1.40ms, fps=1158 images/s, loss=3.1824, top1-acc=22.07%, top5-acc=50.40%, remaining_time=0:00:12.445608, arrival_time=2021-04-14 21:12:43.104358, cost_time=0:00:31.113984 2021-04-14 21:12:32,870 INFO : TRAIN, epoch=0002, iter=00150/00196, fetch data time cost=2.10ms, fps=1158 images/s, loss=3.1650, top1-acc=22.36%, top5-acc=50.82%, remaining_time=0:00:10.219866, arrival_time=2021-04-14 21:12:43.090257, cost_time=0:00:33.325688 2021-04-14 21:12:35,103 INFO : TRAIN, epoch=0002, iter=00160/00196, fetch data time cost=2.63ms, fps=1147 images/s, loss=3.1492, top1-acc=22.70%, top5-acc=51.25%, remaining_time=0:00:08.000784, arrival_time=2021-04-14 21:12:43.104565, cost_time=0:00:35.559062 2021-04-14 21:12:37,316 INFO : TRAIN, epoch=0002, iter=00170/00196, fetch data time cost=1.86ms, fps=1158 images/s, loss=3.1400, top1-acc=22.85%, top5-acc=51.52%, remaining_time=0:00:05.776784, arrival_time=2021-04-14 21:12:43.092782, cost_time=0:00:37.771300 2021-04-14 21:12:39,536 INFO : TRAIN, epoch=0002, iter=00180/00196, fetch data time cost=1.84ms, fps=1153 images/s, loss=3.1265, top1-acc=23.07%, top5-acc=51.87%, remaining_time=0:00:03.554784, arrival_time=2021-04-14 21:12:43.090783, cost_time=0:00:39.991293 2021-04-14 21:12:41,737 INFO : TRAIN, epoch=0002, iter=00190/00196, fetch data time cost=1.61ms, fps=1163 images/s, loss=3.1153, top1-acc=23.30%, top5-acc=52.21%, remaining_time=0:00:01.332384, arrival_time=2021-04-14 21:12:43.069311, cost_time=0:00:42.192228 2021-04-14 21:12:42,917 INFO : TRAIN, epoch=0002, iter=00196/00196, fetch data time cost=1.26ms, fps=1153 images/s, loss=3.1096, top1-acc=23.39%, top5-acc=52.33%, remaining_time=0:00:00, arrival_time=2021-04-14 21:12:42.917136, cost_time=0:00:43.372429 2021-04-14 21:12:43,737 INFO : EVAL, epoch=0002, iter=00010/00040, fetch data time cost=0.21ms, fps=3130 images/s, loss=3.1087, top1-acc=22.11%, top5-acc=52.81%, remaining_time=0:00:02.453910, arrival_time=2021-04-14 21:12:46.191024, cost_time=0:00:00.817973 2021-04-14 21:12:44,428 INFO : EVAL, epoch=0002, iter=00020/00040, fetch data time cost=1.52ms, fps=3707 images/s, loss=3.1006, top1-acc=23.14%, top5-acc=52.56%, remaining_time=0:00:01.509020, arrival_time=2021-04-14 21:12:45.937176, cost_time=0:00:01.509014 2021-04-14 21:12:45,118 INFO : EVAL, epoch=0002, iter=00030/00040, fetch data time cost=1.72ms, fps=3709 images/s, loss=3.0813, top1-acc=23.93%, top5-acc=52.70%, remaining_time=0:00:00.733230, arrival_time=2021-04-14 21:12:45.852079, cost_time=0:00:02.199699 2021-04-14 21:12:45,752 INFO : EVAL, epoch=0002, iter=00040/00040, fetch data time cost=0.12ms, fps=3665 images/s, loss=3.0994, top1-acc=23.93%, top5-acc=52.72%, remaining_time=0:00:00, arrival_time=2021-04-14 21:12:45.752287, cost_time=0:00:02.833142 2021-04-14 21:12:46,077 INFO : Epoch=0002 complete, best val top1-acc=23.93%, top5-acc=52.72% (epoch=2), remaining_time=2:34:55.582032, arrival_time=2021-04-14 23:47:41.659854, cost_time=0:01:33.894767 2021-04-14 21:12:46,080 INFO : Train start, epoch=0003, lr=0.099975 2021-04-14 21:12:48,511 INFO : TRAIN, epoch=0003, iter=00010/00196, fetch data time cost=2.30ms, fps=1053 images/s, loss=2.8357, top1-acc=28.01%, top5-acc=59.41%, remaining_time=0:00:45.222180, arrival_time=2021-04-14 21:13:33.733724, cost_time=0:00:02.431303 2021-04-14 21:12:50,723 INFO : TRAIN, epoch=0003, iter=00020/00196, fetch data time cost=1.56ms, fps=1158 images/s, loss=2.8210, top1-acc=28.55%, top5-acc=59.59%, remaining_time=0:00:40.857168, arrival_time=2021-04-14 21:13:31.580336, cost_time=0:00:04.642869 2021-04-14 21:12:52,946 INFO : TRAIN, epoch=0003, iter=00030/00196, fetch data time cost=1.61ms, fps=1152 images/s, loss=2.8024, top1-acc=28.85%, top5-acc=59.95%, remaining_time=0:00:37.991756, arrival_time=2021-04-14 21:13:30.938068, cost_time=0:00:06.865967 2021-04-14 21:12:55,176 INFO : TRAIN, epoch=0003, iter=00040/00196, fetch data time cost=1.46ms, fps=1152 images/s, loss=2.7717, top1-acc=29.38%, top5-acc=60.74%, remaining_time=0:00:35.445696, arrival_time=2021-04-14 21:13:30.619771, cost_time=0:00:09.088648 2021-04-14 21:12:57,441 INFO : TRAIN, epoch=0003, iter=00050/00196, fetch data time cost=2.01ms, fps=1135 images/s, loss=2.7562, top1-acc=29.65%, top5-acc=61.05%, remaining_time=0:00:33.174850, arrival_time=2021-04-14 21:13:30.616426, cost_time=0:00:11.361245 2021-04-14 21:12:59,651 INFO : TRAIN, epoch=0003, iter=00060/00196, fetch data time cost=1.57ms, fps=1159 images/s, loss=2.7562, top1-acc=29.77%, top5-acc=61.15%, remaining_time=0:00:30.760888, arrival_time=2021-04-14 21:13:30.412362, cost_time=0:00:13.570986 2021-04-14 21:13:01,880 INFO : TRAIN, epoch=0003, iter=00070/00196, fetch data time cost=1.91ms, fps=1149 images/s, loss=2.7452, top1-acc=29.99%, top5-acc=61.33%, remaining_time=0:00:28.440846, arrival_time=2021-04-14 21:13:30.321628, cost_time=0:00:15.800483 2021-04-14 21:13:04,083 INFO : TRAIN, epoch=0003, iter=00080/00196, fetch data time cost=1.75ms, fps=1163 images/s, loss=2.7317, top1-acc=30.32%, top5-acc=61.78%, remaining_time=0:00:26.104408, arrival_time=2021-04-14 21:13:30.187791, cost_time=0:00:18.003058 2021-04-14 21:13:06,286 INFO : TRAIN, epoch=0003, iter=00090/00196, fetch data time cost=1.51ms, fps=1162 images/s, loss=2.7253, top1-acc=30.39%, top5-acc=62.06%, remaining_time=0:00:23.798166, arrival_time=2021-04-14 21:13:30.084436, cost_time=0:00:20.205973 2021-04-14 21:13:08,485 INFO : TRAIN, epoch=0003, iter=00100/00196, fetch data time cost=1.79ms, fps=1165 images/s, loss=2.7155, top1-acc=30.67%, top5-acc=62.25%, remaining_time=0:00:21.508512, arrival_time=2021-04-14 21:13:29.993534, cost_time=0:00:22.404702 2021-04-14 21:13:10,685 INFO : TRAIN, epoch=0003, iter=00110/00196, fetch data time cost=1.63ms, fps=1164 images/s, loss=2.7048, top1-acc=30.87%, top5-acc=62.52%, remaining_time=0:00:19.236996, arrival_time=2021-04-14 21:13:29.922693, cost_time=0:00:24.605472 2021-04-14 21:13:12,893 INFO : TRAIN, epoch=0003, iter=00120/00196, fetch data time cost=2.09ms, fps=1160 images/s, loss=2.6961, top1-acc=31.06%, top5-acc=62.68%, remaining_time=0:00:16.981440, arrival_time=2021-04-14 21:13:29.874574, cost_time=0:00:26.812854 2021-04-14 21:13:15,108 INFO : TRAIN, epoch=0003, iter=00130/00196, fetch data time cost=1.42ms, fps=1156 images/s, loss=2.6881, top1-acc=31.12%, top5-acc=62.79%, remaining_time=0:00:14.737272, arrival_time=2021-04-14 21:13:29.845510, cost_time=0:00:29.027953 2021-04-14 21:13:17,314 INFO : TRAIN, epoch=0003, iter=00140/00196, fetch data time cost=1.41ms, fps=1160 images/s, loss=2.6724, top1-acc=31.45%, top5-acc=63.09%, remaining_time=0:00:12.493824, arrival_time=2021-04-14 21:13:29.808596, cost_time=0:00:31.234537 2021-04-14 21:13:19,520 INFO : TRAIN, epoch=0003, iter=00150/00196, fetch data time cost=1.39ms, fps=1161 images/s, loss=2.6645, top1-acc=31.61%, top5-acc=63.35%, remaining_time=0:00:10.254826, arrival_time=2021-04-14 21:13:29.774868, cost_time=0:00:33.439640 2021-04-14 21:13:21,729 INFO : TRAIN, epoch=0003, iter=00160/00196, fetch data time cost=1.45ms, fps=1159 images/s, loss=2.6575, top1-acc=31.77%, top5-acc=63.48%, remaining_time=0:00:08.021052, arrival_time=2021-04-14 21:13:29.750544, cost_time=0:00:35.649121 2021-04-14 21:13:23,933 INFO : TRAIN, epoch=0003, iter=00170/00196, fetch data time cost=1.41ms, fps=1162 images/s, loss=2.6487, top1-acc=31.88%, top5-acc=63.73%, remaining_time=0:00:05.789290, arrival_time=2021-04-14 21:13:29.722617, cost_time=0:00:37.853033 2021-04-14 21:13:26,152 INFO : TRAIN, epoch=0003, iter=00180/00196, fetch data time cost=1.98ms, fps=1154 images/s, loss=2.6385, top1-acc=32.14%, top5-acc=63.91%, remaining_time=0:00:03.561920, arrival_time=2021-04-14 21:13:29.713891, cost_time=0:00:40.071615 2021-04-14 21:13:28,386 INFO : TRAIN, epoch=0003, iter=00190/00196, fetch data time cost=1.20ms, fps=1146 images/s, loss=2.6281, top1-acc=32.35%, top5-acc=64.18%, remaining_time=0:00:01.335978, arrival_time=2021-04-14 21:13:29.722229, cost_time=0:00:42.305960 2021-04-14 21:13:29,572 INFO : TRAIN, epoch=0003, iter=00196/00196, fetch data time cost=1.73ms, fps=1147 images/s, loss=2.6241, top1-acc=32.40%, top5-acc=64.29%, remaining_time=0:00:00, arrival_time=2021-04-14 21:13:29.572529, cost_time=0:00:43.492222 2021-04-14 21:13:30,451 INFO : EVAL, epoch=0003, iter=00010/00040, fetch data time cost=1.39ms, fps=2919 images/s, loss=2.7152, top1-acc=30.23%, top5-acc=62.50%, remaining_time=0:00:02.630850, arrival_time=2021-04-14 21:13:33.082378, cost_time=0:00:00.876949 2021-04-14 21:13:31,149 INFO : EVAL, epoch=0003, iter=00020/00040, fetch data time cost=2.01ms, fps=3671 images/s, loss=2.6918, top1-acc=31.19%, top5-acc=63.20%, remaining_time=0:00:01.574640, arrival_time=2021-04-14 21:13:32.724035, cost_time=0:00:01.574640 2021-04-14 21:13:31,863 INFO : EVAL, epoch=0003, iter=00030/00040, fetch data time cost=1.89ms, fps=3588 images/s, loss=2.6752, top1-acc=31.52%, top5-acc=63.88%, remaining_time=0:00:00.763000, arrival_time=2021-04-14 21:13:32.626599, cost_time=0:00:02.288995 2021-04-14 21:13:32,500 INFO : EVAL, epoch=0003, iter=00040/00040, fetch data time cost=0.10ms, fps=3644 images/s, loss=2.6621, top1-acc=31.60%, top5-acc=63.99%, remaining_time=0:00:00, arrival_time=2021-04-14 21:13:32.500696, cost_time=0:00:02.926073 2021-04-14 21:13:32,858 INFO : Epoch=0003 complete, best val top1-acc=31.60%, top5-acc=63.99% (epoch=3), remaining_time=2:33:57.682039, arrival_time=2021-04-14 23:47:30.540456, cost_time=0:02:20.675360 2021-04-14 21:13:32,860 INFO : Train start, epoch=0004, lr=0.099944 2021-04-14 21:13:35,260 INFO : TRAIN, epoch=0004, iter=00010/00196, fetch data time cost=1.78ms, fps=1067 images/s, loss=2.3788, top1-acc=37.27%, top5-acc=69.84%, remaining_time=0:00:44.633862, arrival_time=2021-04-14 21:14:19.894494, cost_time=0:00:02.399666 2021-04-14 21:13:37,468 INFO : TRAIN, epoch=0004, iter=00020/00196, fetch data time cost=1.55ms, fps=1160 images/s, loss=2.3583, top1-acc=37.75%, top5-acc=70.55%, remaining_time=0:00:40.541952, arrival_time=2021-04-14 21:14:18.009888, cost_time=0:00:04.607036 2021-04-14 21:13:39,664 INFO : TRAIN, epoch=0004, iter=00030/00196, fetch data time cost=1.45ms, fps=1166 images/s, loss=2.3525, top1-acc=38.12%, top5-acc=70.31%, remaining_time=0:00:37.643654, arrival_time=2021-04-14 21:14:17.307624, cost_time=0:00:06.803076 2021-04-14 21:13:41,872 INFO : TRAIN, epoch=0004, iter=00040/00196, fetch data time cost=1.99ms, fps=1160 images/s, loss=2.3448, top1-acc=38.54%, top5-acc=70.45%, remaining_time=0:00:35.143524, arrival_time=2021-04-14 21:14:17.015573, cost_time=0:00:09.011158 2021-04-14 21:13:44,083 INFO : TRAIN, epoch=0004, iter=00050/00196, fetch data time cost=1.91ms, fps=1158 images/s, loss=2.3511, top1-acc=38.23%, top5-acc=70.36%, remaining_time=0:00:32.770722, arrival_time=2021-04-14 21:14:16.854450, cost_time=0:00:11.222832 2021-04-14 21:13:46,284 INFO : TRAIN, epoch=0004, iter=00060/00196, fetch data time cost=2.06ms, fps=1164 images/s, loss=2.3488, top1-acc=37.93%, top5-acc=70.48%, remaining_time=0:00:30.425512, arrival_time=2021-04-14 21:14:16.709430, cost_time=0:00:13.423032 2021-04-14 21:13:48,497 INFO : TRAIN, epoch=0004, iter=00070/00196, fetch data time cost=1.82ms, fps=1157 images/s, loss=2.3400, top1-acc=38.00%, top5-acc=70.75%, remaining_time=0:00:28.146510, arrival_time=2021-04-14 21:14:16.644281, cost_time=0:00:15.636934 2021-04-14 21:13:50,719 INFO : TRAIN, epoch=0004, iter=00080/00196, fetch data time cost=1.48ms, fps=1152 images/s, loss=2.3341, top1-acc=38.12%, top5-acc=70.86%, remaining_time=0:00:25.895260, arrival_time=2021-04-14 21:14:16.614926, cost_time=0:00:17.858772 2021-04-14 21:13:52,923 INFO : TRAIN, epoch=0004, iter=00090/00196, fetch data time cost=1.76ms, fps=1162 images/s, loss=2.3313, top1-acc=38.22%, top5-acc=70.82%, remaining_time=0:00:23.629308, arrival_time=2021-04-14 21:14:16.552745, cost_time=0:00:20.062601 2021-04-14 21:13:55,160 INFO : TRAIN, epoch=0004, iter=00100/00196, fetch data time cost=1.95ms, fps=1145 images/s, loss=2.3227, top1-acc=38.36%, top5-acc=71.08%, remaining_time=0:00:21.407328, arrival_time=2021-04-14 21:14:16.567575, cost_time=0:00:22.299336 2021-04-14 21:13:57,360 INFO : TRAIN, epoch=0004, iter=00110/00196, fetch data time cost=1.89ms, fps=1164 images/s, loss=2.3159, top1-acc=38.47%, top5-acc=71.25%, remaining_time=0:00:19.154092, arrival_time=2021-04-14 21:14:16.514424, cost_time=0:00:24.499423 2021-04-14 21:13:59,568 INFO : TRAIN, epoch=0004, iter=00120/00196, fetch data time cost=1.44ms, fps=1160 images/s, loss=2.3106, top1-acc=38.46%, top5-acc=71.45%, remaining_time=0:00:16.914636, arrival_time=2021-04-14 21:14:16.482823, cost_time=0:00:26.707296 2021-04-14 21:14:01,772 INFO : TRAIN, epoch=0004, iter=00130/00196, fetch data time cost=1.34ms, fps=1162 images/s, loss=2.3049, top1-acc=38.61%, top5-acc=71.59%, remaining_time=0:00:14.677938, arrival_time=2021-04-14 21:14:16.449869, cost_time=0:00:28.911033 2021-04-14 21:14:03,977 INFO : TRAIN, epoch=0004, iter=00140/00196, fetch data time cost=1.56ms, fps=1161 images/s, loss=2.2978, top1-acc=38.72%, top5-acc=71.78%, remaining_time=0:00:12.446728, arrival_time=2021-04-14 21:14:16.424492, cost_time=0:00:31.116871 2021-04-14 21:14:06,184 INFO : TRAIN, epoch=0004, iter=00150/00196, fetch data time cost=1.48ms, fps=1161 images/s, loss=2.2934, top1-acc=38.76%, top5-acc=71.89%, remaining_time=0:00:10.219130, arrival_time=2021-04-14 21:14:16.403278, cost_time=0:00:33.323250 2021-04-14 21:14:08,390 INFO : TRAIN, epoch=0004, iter=00160/00196, fetch data time cost=1.47ms, fps=1161 images/s, loss=2.2888, top1-acc=38.85%, top5-acc=72.00%, remaining_time=0:00:07.994088, arrival_time=2021-04-14 21:14:16.384455, cost_time=0:00:35.529320 2021-04-14 21:14:10,598 INFO : TRAIN, epoch=0004, iter=00170/00196, fetch data time cost=1.84ms, fps=1159 images/s, loss=2.2843, top1-acc=38.97%, top5-acc=72.05%, remaining_time=0:00:05.771688, arrival_time=2021-04-14 21:14:16.370533, cost_time=0:00:37.738007 2021-04-14 21:14:12,801 INFO : TRAIN, epoch=0004, iter=00180/00196, fetch data time cost=1.45ms, fps=1163 images/s, loss=2.2798, top1-acc=39.10%, top5-acc=72.14%, remaining_time=0:00:03.550272, arrival_time=2021-04-14 21:14:16.351707, cost_time=0:00:39.940495 2021-04-14 21:14:15,018 INFO : TRAIN, epoch=0004, iter=00190/00196, fetch data time cost=1.55ms, fps=1155 images/s, loss=2.2725, top1-acc=39.27%, top5-acc=72.28%, remaining_time=0:00:01.331298, arrival_time=2021-04-14 21:14:16.349845, cost_time=0:00:42.157697 2021-04-14 21:14:16,203 INFO : TRAIN, epoch=0004, iter=00196/00196, fetch data time cost=1.48ms, fps=1149 images/s, loss=2.2696, top1-acc=39.32%, top5-acc=72.34%, remaining_time=0:00:00, arrival_time=2021-04-14 21:14:16.203040, cost_time=0:00:43.342143 2021-04-14 21:14:17,080 INFO : EVAL, epoch=0004, iter=00010/00040, fetch data time cost=0.47ms, fps=2923 images/s, loss=2.2751, top1-acc=38.95%, top5-acc=72.19%, remaining_time=0:00:02.627340, arrival_time=2021-04-14 21:14:19.708182, cost_time=0:00:00.875784 2021-04-14 21:14:17,773 INFO : EVAL, epoch=0004, iter=00020/00040, fetch data time cost=1.64ms, fps=3699 images/s, loss=2.3058, top1-acc=38.83%, top5-acc=71.11%, remaining_time=0:00:01.568220, arrival_time=2021-04-14 21:14:19.341522, cost_time=0:00:01.568218 2021-04-14 21:14:18,468 INFO : EVAL, epoch=0004, iter=00030/00040, fetch data time cost=1.93ms, fps=3685 images/s, loss=2.3277, top1-acc=38.35%, top5-acc=70.64%, remaining_time=0:00:00.754480, arrival_time=2021-04-14 21:14:19.222984, cost_time=0:00:02.263431 2021-04-14 21:14:19,118 INFO : EVAL, epoch=0004, iter=00040/00040, fetch data time cost=0.13ms, fps=3570 images/s, loss=2.3442, top1-acc=38.17%, top5-acc=70.09%, remaining_time=0:00:00, arrival_time=2021-04-14 21:14:19.118787, cost_time=0:00:02.913699 2021-04-14 21:14:19,482 INFO : Epoch=0004 complete, best val top1-acc=38.17%, top5-acc=70.09% (epoch=4), remaining_time=2:32:57.680400, arrival_time=2021-04-14 23:47:17.163042, cost_time=0:03:07.299602 2021-04-14 21:14:19,484 INFO : Train start, epoch=0005, lr=0.099901 2021-04-14 21:14:21,942 INFO : TRAIN, epoch=0005, iter=00010/00196, fetch data time cost=1.34ms, fps=1042 images/s, loss=2.0472, top1-acc=44.26%, top5-acc=75.94%, remaining_time=0:00:45.713964, arrival_time=2021-04-14 21:15:07.656721, cost_time=0:00:02.457745 2021-04-14 21:14:24,148 INFO : TRAIN, epoch=0005, iter=00020/00196, fetch data time cost=2.01ms, fps=1161 images/s, loss=2.0592, top1-acc=44.08%, top5-acc=75.98%, remaining_time=0:00:41.038448, arrival_time=2021-04-14 21:15:05.186946, cost_time=0:00:04.663466 2021-04-14 21:14:26,355 INFO : TRAIN, epoch=0005, iter=00030/00196, fetch data time cost=1.39ms, fps=1161 images/s, loss=2.0471, top1-acc=43.93%, top5-acc=76.50%, remaining_time=0:00:38.013170, arrival_time=2021-04-14 21:15:04.368097, cost_time=0:00:06.869854 2021-04-14 21:14:28,569 INFO : TRAIN, epoch=0005, iter=00040/00196, fetch data time cost=2.14ms, fps=1156 images/s, loss=2.0655, top1-acc=43.43%, top5-acc=76.31%, remaining_time=0:00:35.430096, arrival_time=2021-04-14 21:15:03.999743, cost_time=0:00:09.084621 2021-04-14 21:14:30,786 INFO : TRAIN, epoch=0005, iter=00050/00196, fetch data time cost=1.53ms, fps=1155 images/s, loss=2.0562, top1-acc=43.75%, top5-acc=76.46%, remaining_time=0:00:32.999504, arrival_time=2021-04-14 21:15:03.785701, cost_time=0:00:11.301184 2021-04-14 21:14:32,990 INFO : TRAIN, epoch=0005, iter=00060/00196, fetch data time cost=1.35ms, fps=1161 images/s, loss=2.0559, top1-acc=43.65%, top5-acc=76.62%, remaining_time=0:00:30.613328, arrival_time=2021-04-14 21:15:03.604198, cost_time=0:00:13.505851 2021-04-14 21:14:35,200 INFO : TRAIN, epoch=0005, iter=00070/00196, fetch data time cost=1.82ms, fps=1159 images/s, loss=2.0436, top1-acc=44.02%, top5-acc=76.98%, remaining_time=0:00:28.287126, arrival_time=2021-04-14 21:15:03.487183, cost_time=0:00:15.715048 2021-04-14 21:14:37,401 INFO : TRAIN, epoch=0005, iter=00080/00196, fetch data time cost=1.41ms, fps=1163 images/s, loss=2.0454, top1-acc=44.11%, top5-acc=76.91%, remaining_time=0:00:25.978084, arrival_time=2021-04-14 21:15:03.379122, cost_time=0:00:17.915956 2021-04-14 21:14:39,623 INFO : TRAIN, epoch=0005, iter=00090/00196, fetch data time cost=1.38ms, fps=1152 images/s, loss=2.0397, top1-acc=44.25%, top5-acc=77.08%, remaining_time=0:00:23.719090, arrival_time=2021-04-14 21:15:03.342948, cost_time=0:00:20.138839 2021-04-14 21:14:41,830 INFO : TRAIN, epoch=0005, iter=00100/00196, fetch data time cost=2.59ms, fps=1160 images/s, loss=2.0342, top1-acc=44.35%, top5-acc=77.17%, remaining_time=0:00:21.451872, arrival_time=2021-04-14 21:15:03.282664, cost_time=0:00:22.345749 2021-04-14 21:14:44,038 INFO : TRAIN, epoch=0005, iter=00110/00196, fetch data time cost=1.39ms, fps=1160 images/s, loss=2.0351, top1-acc=44.30%, top5-acc=77.12%, remaining_time=0:00:19.196060, arrival_time=2021-04-14 21:15:03.234199, cost_time=0:00:24.553068 2021-04-14 21:14:46,249 INFO : TRAIN, epoch=0005, iter=00120/00196, fetch data time cost=1.37ms, fps=1158 images/s, loss=2.0339, top1-acc=44.39%, top5-acc=77.08%, remaining_time=0:00:16.950660, arrival_time=2021-04-14 21:15:03.199825, cost_time=0:00:26.764148 2021-04-14 21:14:48,452 INFO : TRAIN, epoch=0005, iter=00130/00196, fetch data time cost=1.49ms, fps=1162 images/s, loss=2.0313, top1-acc=44.39%, top5-acc=77.19%, remaining_time=0:00:14.706582, arrival_time=2021-04-14 21:15:03.159164, cost_time=0:00:28.967547 2021-04-14 21:14:50,653 INFO : TRAIN, epoch=0005, iter=00140/00196, fetch data time cost=1.88ms, fps=1164 images/s, loss=2.0257, top1-acc=44.51%, top5-acc=77.26%, remaining_time=0:00:12.467168, arrival_time=2021-04-14 21:15:03.120132, cost_time=0:00:31.167918 2021-04-14 21:14:52,860 INFO : TRAIN, epoch=0005, iter=00150/00196, fetch data time cost=1.52ms, fps=1160 images/s, loss=2.0270, top1-acc=44.51%, top5-acc=77.22%, remaining_time=0:00:10.235230, arrival_time=2021-04-14 21:15:03.095940, cost_time=0:00:33.375761 2021-04-14 21:14:55,067 INFO : TRAIN, epoch=0005, iter=00160/00196, fetch data time cost=1.53ms, fps=1160 images/s, loss=2.0261, top1-acc=44.51%, top5-acc=77.23%, remaining_time=0:00:08.005968, arrival_time=2021-04-14 21:15:03.073115, cost_time=0:00:35.582131 2021-04-14 21:14:57,268 INFO : TRAIN, epoch=0005, iter=00170/00196, fetch data time cost=1.42ms, fps=1163 images/s, loss=2.0237, top1-acc=44.58%, top5-acc=77.30%, remaining_time=0:00:05.778682, arrival_time=2021-04-14 21:15:03.047435, cost_time=0:00:37.783734 2021-04-14 21:14:59,475 INFO : TRAIN, epoch=0005, iter=00180/00196, fetch data time cost=1.62ms, fps=1160 images/s, loss=2.0179, top1-acc=44.78%, top5-acc=77.41%, remaining_time=0:00:03.554688, arrival_time=2021-04-14 21:15:03.029892, cost_time=0:00:39.990246 2021-04-14 21:15:01,676 INFO : TRAIN, epoch=0005, iter=00190/00196, fetch data time cost=1.76ms, fps=1163 images/s, loss=2.0117, top1-acc=44.92%, top5-acc=77.53%, remaining_time=0:00:01.332372, arrival_time=2021-04-14 21:15:03.009158, cost_time=0:00:42.191772 2021-04-14 21:15:02,856 INFO : TRAIN, epoch=0005, iter=00196/00196, fetch data time cost=1.40ms, fps=1153 images/s, loss=2.0085, top1-acc=44.97%, top5-acc=77.55%, remaining_time=0:00:00, arrival_time=2021-04-14 21:15:02.856773, cost_time=0:00:43.371764 2021-04-14 21:15:03,694 INFO : EVAL, epoch=0005, iter=00010/00040, fetch data time cost=1.65ms, fps=3068 images/s, loss=2.1995, top1-acc=41.72%, top5-acc=73.91%, remaining_time=0:00:02.503050, arrival_time=2021-04-14 21:15:06.197229, cost_time=0:00:00.834350 2021-04-14 21:15:04,385 INFO : EVAL, epoch=0005, iter=00020/00040, fetch data time cost=1.80ms, fps=3709 images/s, loss=2.2177, top1-acc=41.48%, top5-acc=73.42%, remaining_time=0:00:01.525120, arrival_time=2021-04-14 21:15:05.910055, cost_time=0:00:01.525110 2021-04-14 21:15:05,082 INFO : EVAL, epoch=0005, iter=00030/00040, fetch data time cost=2.53ms, fps=3671 images/s, loss=2.2303, top1-acc=40.79%, top5-acc=73.10%, remaining_time=0:00:00.740950, arrival_time=2021-04-14 21:15:05.823661, cost_time=0:00:02.222862 2021-04-14 21:15:05,715 INFO : EVAL, epoch=0005, iter=00040/00040, fetch data time cost=0.09ms, fps=3672 images/s, loss=2.2288, top1-acc=40.88%, top5-acc=73.01%, remaining_time=0:00:00, arrival_time=2021-04-14 21:15:05.715081, cost_time=0:00:02.855327 2021-04-14 21:15:06,007 INFO : Epoch=0005 complete, best val top1-acc=40.88%, top5-acc=73.01% (epoch=5), remaining_time=2:31:59.144970, arrival_time=2021-04-14 23:47:05.152228, cost_time=0:03:53.824228 2021-04-14 21:15:06,008 INFO : Train start, epoch=0006, lr=0.099846 2021-04-14 21:15:08,411 INFO : TRAIN, epoch=0006, iter=00010/00196, fetch data time cost=1.54ms, fps=1065 images/s, loss=1.8352, top1-acc=49.37%, top5-acc=80.16%, remaining_time=0:00:44.695614, arrival_time=2021-04-14 21:15:53.107407, cost_time=0:00:02.402987 2021-04-14 21:15:10,631 INFO : TRAIN, epoch=0006, iter=00020/00196, fetch data time cost=1.51ms, fps=1154 images/s, loss=1.8404, top1-acc=48.63%, top5-acc=80.20%, remaining_time=0:00:40.681344, arrival_time=2021-04-14 21:15:51.312958, cost_time=0:00:04.622879 2021-04-14 21:15:12,838 INFO : TRAIN, epoch=0006, iter=00030/00196, fetch data time cost=1.65ms, fps=1161 images/s, loss=1.8431, top1-acc=48.76%, top5-acc=80.47%, remaining_time=0:00:37.788738, arrival_time=2021-04-14 21:15:50.626750, cost_time=0:00:06.829280 2021-04-14 21:15:15,045 INFO : TRAIN, epoch=0006, iter=00040/00196, fetch data time cost=2.13ms, fps=1160 images/s, loss=1.8393, top1-acc=48.90%, top5-acc=80.46%, remaining_time=0:00:35.243052, arrival_time=2021-04-14 21:15:50.288474, cost_time=0:00:09.036682 2021-04-14 21:15:17,250 INFO : TRAIN, epoch=0006, iter=00050/00196, fetch data time cost=1.54ms, fps=1161 images/s, loss=1.8284, top1-acc=49.48%, top5-acc=80.85%, remaining_time=0:00:32.825618, arrival_time=2021-04-14 21:15:50.076004, cost_time=0:00:11.241639 2021-04-14 21:15:19,465 INFO : TRAIN, epoch=0006, iter=00060/00196, fetch data time cost=2.44ms, fps=1156 images/s, loss=1.8275, top1-acc=49.40%, top5-acc=81.04%, remaining_time=0:00:30.502624, arrival_time=2021-04-14 21:15:49.968449, cost_time=0:00:13.457024 2021-04-14 21:15:21,669 INFO : TRAIN, epoch=0006, iter=00070/00196, fetch data time cost=1.64ms, fps=1162 images/s, loss=1.8245, top1-acc=49.51%, top5-acc=81.04%, remaining_time=0:00:28.189980, arrival_time=2021-04-14 21:15:49.859751, cost_time=0:00:15.661083 2021-04-14 21:15:23,882 INFO : TRAIN, epoch=0006, iter=00080/00196, fetch data time cost=1.50ms, fps=1157 images/s, loss=1.8243, top1-acc=49.61%, top5-acc=81.02%, remaining_time=0:00:25.916140, arrival_time=2021-04-14 21:15:49.798087, cost_time=0:00:17.873213 2021-04-14 21:15:26,075 INFO : TRAIN, epoch=0006, iter=00090/00196, fetch data time cost=1.53ms, fps=1168 images/s, loss=1.8204, top1-acc=49.55%, top5-acc=81.11%, remaining_time=0:00:23.633548, arrival_time=2021-04-14 21:15:49.708745, cost_time=0:00:20.066263 2021-04-14 21:15:28,289 INFO : TRAIN, epoch=0006, iter=00100/00196, fetch data time cost=1.48ms, fps=1157 images/s, loss=1.8155, top1-acc=49.76%, top5-acc=81.17%, remaining_time=0:00:21.389472, arrival_time=2021-04-14 21:15:49.678886, cost_time=0:00:22.280681 2021-04-14 21:15:30,500 INFO : TRAIN, epoch=0006, iter=00110/00196, fetch data time cost=1.45ms, fps=1158 images/s, loss=1.8206, top1-acc=49.66%, top5-acc=81.12%, remaining_time=0:00:19.147728, arrival_time=2021-04-14 21:15:49.647685, cost_time=0:00:24.491269 2021-04-14 21:15:32,718 INFO : TRAIN, epoch=0006, iter=00120/00196, fetch data time cost=1.91ms, fps=1154 images/s, loss=1.8209, top1-acc=49.67%, top5-acc=81.09%, remaining_time=0:00:16.916004, arrival_time=2021-04-14 21:15:49.634261, cost_time=0:00:26.709522 2021-04-14 21:15:34,924 INFO : TRAIN, epoch=0006, iter=00130/00196, fetch data time cost=2.04ms, fps=1161 images/s, loss=1.8219, top1-acc=49.65%, top5-acc=81.07%, remaining_time=0:00:14.680380, arrival_time=2021-04-14 21:15:49.604900, cost_time=0:00:28.915836 2021-04-14 21:15:37,139 INFO : TRAIN, epoch=0006, iter=00140/00196, fetch data time cost=2.17ms, fps=1156 images/s, loss=1.8218, top1-acc=49.71%, top5-acc=81.01%, remaining_time=0:00:12.452384, arrival_time=2021-04-14 21:15:49.592057, cost_time=0:00:31.130934 2021-04-14 21:15:39,350 INFO : TRAIN, epoch=0006, iter=00150/00196, fetch data time cost=2.31ms, fps=1158 images/s, loss=1.8195, top1-acc=49.71%, top5-acc=81.08%, remaining_time=0:00:10.224880, arrival_time=2021-04-14 21:15:49.575646, cost_time=0:00:33.342054 2021-04-14 21:15:41,565 INFO : TRAIN, epoch=0006, iter=00160/00196, fetch data time cost=1.49ms, fps=1156 images/s, loss=1.8193, top1-acc=49.67%, top5-acc=81.11%, remaining_time=0:00:08.000208, arrival_time=2021-04-14 21:15:49.565325, cost_time=0:00:35.556437 2021-04-14 21:15:43,775 INFO : TRAIN, epoch=0006, iter=00170/00196, fetch data time cost=1.43ms, fps=1158 images/s, loss=1.8183, top1-acc=49.67%, top5-acc=81.11%, remaining_time=0:00:05.776108, arrival_time=2021-04-14 21:15:49.551733, cost_time=0:00:37.766823 2021-04-14 21:15:45,986 INFO : TRAIN, epoch=0006, iter=00180/00196, fetch data time cost=1.42ms, fps=1158 images/s, loss=1.8170, top1-acc=49.77%, top5-acc=81.13%, remaining_time=0:00:03.553568, arrival_time=2021-04-14 21:15:49.539979, cost_time=0:00:39.977687 2021-04-14 21:15:48,194 INFO : TRAIN, epoch=0006, iter=00190/00196, fetch data time cost=1.21ms, fps=1160 images/s, loss=1.8156, top1-acc=49.84%, top5-acc=81.15%, remaining_time=0:00:01.332180, arrival_time=2021-04-14 21:15:49.526546, cost_time=0:00:42.185624 2021-04-14 21:15:49,375 INFO : TRAIN, epoch=0006, iter=00196/00196, fetch data time cost=1.25ms, fps=1152 images/s, loss=1.8150, top1-acc=49.90%, top5-acc=81.16%, remaining_time=0:00:00, arrival_time=2021-04-14 21:15:49.375260, cost_time=0:00:43.366523 2021-04-14 21:15:50,254 INFO : EVAL, epoch=0006, iter=00010/00040, fetch data time cost=1.71ms, fps=2918 images/s, loss=2.1445, top1-acc=41.45%, top5-acc=75.08%, remaining_time=0:00:02.631960, arrival_time=2021-04-14 21:15:52.886569, cost_time=0:00:00.877315 2021-04-14 21:15:50,946 INFO : EVAL, epoch=0006, iter=00020/00040, fetch data time cost=1.48ms, fps=3702 images/s, loss=2.1472, top1-acc=42.38%, top5-acc=74.79%, remaining_time=0:00:01.569320, arrival_time=2021-04-14 21:15:52.515903, cost_time=0:00:01.569314 2021-04-14 21:15:51,639 INFO : EVAL, epoch=0006, iter=00030/00040, fetch data time cost=1.47ms, fps=3694 images/s, loss=2.1514, top1-acc=42.40%, top5-acc=74.56%, remaining_time=0:00:00.754200, arrival_time=2021-04-14 21:15:52.394103, cost_time=0:00:02.262603 2021-04-14 21:15:52,272 INFO : EVAL, epoch=0006, iter=00040/00040, fetch data time cost=0.08ms, fps=3672 images/s, loss=2.1304, top1-acc=42.56%, top5-acc=74.71%, remaining_time=0:00:00, arrival_time=2021-04-14 21:15:52.272156, cost_time=0:00:02.894930 2021-04-14 21:15:52,631 INFO : Epoch=0006 complete, best val top1-acc=42.56%, top5-acc=74.71% (epoch=6), remaining_time=2:31:07.825392, arrival_time=2021-04-14 23:47:00.456647, cost_time=0:04:40.448209 2021-04-14 21:15:52,633 INFO : Train start, epoch=0007, lr=0.099778 2021-04-14 21:15:55,005 INFO : TRAIN, epoch=0007, iter=00010/00196, fetch data time cost=2.05ms, fps=1079 images/s, loss=1.6700, top1-acc=53.16%, top5-acc=84.22%, remaining_time=0:00:44.110830, arrival_time=2021-04-14 21:16:39.115868, cost_time=0:00:02.371551 2021-04-14 21:15:57,227 INFO : TRAIN, epoch=0007, iter=00020/00196, fetch data time cost=2.74ms, fps=1152 images/s, loss=1.6986, top1-acc=53.28%, top5-acc=83.32%, remaining_time=0:00:40.426144, arrival_time=2021-04-14 21:16:37.653567, cost_time=0:00:04.593889 2021-04-14 21:15:59,433 INFO : TRAIN, epoch=0007, iter=00030/00196, fetch data time cost=1.50ms, fps=1161 images/s, loss=1.6889, top1-acc=52.94%, top5-acc=83.54%, remaining_time=0:00:37.627054, arrival_time=2021-04-14 21:16:37.060596, cost_time=0:00:06.800063 2021-04-14 21:16:01,644 INFO : TRAIN, epoch=0007, iter=00040/00196, fetch data time cost=2.12ms, fps=1158 images/s, loss=1.6751, top1-acc=53.16%, top5-acc=83.79%, remaining_time=0:00:35.141340, arrival_time=2021-04-14 21:16:36.785420, cost_time=0:00:09.010599 2021-04-14 21:16:03,842 INFO : TRAIN, epoch=0007, iter=00050/00196, fetch data time cost=1.46ms, fps=1165 images/s, loss=1.6863, top1-acc=52.55%, top5-acc=83.73%, remaining_time=0:00:32.728966, arrival_time=2021-04-14 21:16:36.570969, cost_time=0:00:11.208529 2021-04-14 21:16:06,047 INFO : TRAIN, epoch=0007, iter=00060/00196, fetch data time cost=2.09ms, fps=1161 images/s, loss=1.6840, top1-acc=52.55%, top5-acc=83.80%, remaining_time=0:00:30.405112, arrival_time=2021-04-14 21:16:36.452663, cost_time=0:00:13.414007 2021-04-14 21:16:08,271 INFO : TRAIN, epoch=0007, iter=00070/00196, fetch data time cost=1.79ms, fps=1151 images/s, loss=1.6878, top1-acc=52.27%, top5-acc=83.82%, remaining_time=0:00:28.148652, arrival_time=2021-04-14 21:16:36.420262, cost_time=0:00:15.638131 2021-04-14 21:16:10,485 INFO : TRAIN, epoch=0007, iter=00080/00196, fetch data time cost=1.86ms, fps=1156 images/s, loss=1.6901, top1-acc=52.13%, top5-acc=83.71%, remaining_time=0:00:25.885864, arrival_time=2021-04-14 21:16:36.371740, cost_time=0:00:17.852333 2021-04-14 21:16:12,708 INFO : TRAIN, epoch=0007, iter=00090/00196, fetch data time cost=2.03ms, fps=1152 images/s, loss=1.6844, top1-acc=52.34%, top5-acc=83.82%, remaining_time=0:00:23.643618, arrival_time=2021-04-14 21:16:36.351879, cost_time=0:00:20.074757 2021-04-14 21:16:14,928 INFO : TRAIN, epoch=0007, iter=00100/00196, fetch data time cost=1.98ms, fps=1153 images/s, loss=1.6857, top1-acc=52.44%, top5-acc=83.79%, remaining_time=0:00:21.403296, arrival_time=2021-04-14 21:16:36.331975, cost_time=0:00:22.295079 2021-04-14 21:16:17,142 INFO : TRAIN, epoch=0007, iter=00110/00196, fetch data time cost=1.43ms, fps=1157 images/s, loss=1.6870, top1-acc=52.44%, top5-acc=83.68%, remaining_time=0:00:19.161574, arrival_time=2021-04-14 21:16:36.304101, cost_time=0:00:24.509036 2021-04-14 21:16:19,355 INFO : TRAIN, epoch=0007, iter=00120/00196, fetch data time cost=1.43ms, fps=1157 images/s, loss=1.6859, top1-acc=52.52%, top5-acc=83.70%, remaining_time=0:00:16.924060, arrival_time=2021-04-14 21:16:36.279789, cost_time=0:00:26.722247 2021-04-14 21:16:21,579 INFO : TRAIN, epoch=0007, iter=00130/00196, fetch data time cost=1.36ms, fps=1152 images/s, loss=1.6850, top1-acc=52.60%, top5-acc=83.72%, remaining_time=0:00:14.695362, arrival_time=2021-04-14 21:16:36.274354, cost_time=0:00:28.945451 2021-04-14 21:16:23,784 INFO : TRAIN, epoch=0007, iter=00140/00196, fetch data time cost=1.77ms, fps=1161 images/s, loss=1.6859, top1-acc=52.54%, top5-acc=83.71%, remaining_time=0:00:12.460504, arrival_time=2021-04-14 21:16:36.245246, cost_time=0:00:31.151266 2021-04-14 21:16:25,990 INFO : TRAIN, epoch=0007, iter=00150/00196, fetch data time cost=2.06ms, fps=1161 images/s, loss=1.6872, top1-acc=52.56%, top5-acc=83.65%, remaining_time=0:00:10.229434, arrival_time=2021-04-14 21:16:36.219813, cost_time=0:00:33.356835 2021-04-14 21:16:28,193 INFO : TRAIN, epoch=0007, iter=00160/00196, fetch data time cost=1.39ms, fps=1162 images/s, loss=1.6902, top1-acc=52.49%, top5-acc=83.58%, remaining_time=0:00:08.001036, arrival_time=2021-04-14 21:16:36.194580, cost_time=0:00:35.560123 2021-04-14 21:16:30,425 INFO : TRAIN, epoch=0007, iter=00170/00196, fetch data time cost=1.68ms, fps=1147 images/s, loss=1.6903, top1-acc=52.47%, top5-acc=83.59%, remaining_time=0:00:05.779904, arrival_time=2021-04-14 21:16:36.205080, cost_time=0:00:37.791688 2021-04-14 21:16:32,652 INFO : TRAIN, epoch=0007, iter=00180/00196, fetch data time cost=2.34ms, fps=1149 images/s, loss=1.6907, top1-acc=52.52%, top5-acc=83.55%, remaining_time=0:00:03.557280, arrival_time=2021-04-14 21:16:36.210147, cost_time=0:00:40.019445 2021-04-14 21:16:34,876 INFO : TRAIN, epoch=0007, iter=00190/00196, fetch data time cost=1.91ms, fps=1152 images/s, loss=1.6911, top1-acc=52.49%, top5-acc=83.51%, remaining_time=0:00:01.333980, arrival_time=2021-04-14 21:16:36.210281, cost_time=0:00:42.242766 2021-04-14 21:16:36,073 INFO : TRAIN, epoch=0007, iter=00196/00196, fetch data time cost=1.75ms, fps=1137 images/s, loss=1.6902, top1-acc=52.51%, top5-acc=83.48%, remaining_time=0:00:00, arrival_time=2021-04-14 21:16:36.073335, cost_time=0:00:43.439737 2021-04-14 21:16:36,908 INFO : EVAL, epoch=0007, iter=00010/00040, fetch data time cost=1.36ms, fps=3077 images/s, loss=1.9110, top1-acc=47.23%, top5-acc=79.57%, remaining_time=0:00:02.496180, arrival_time=2021-04-14 21:16:39.404304, cost_time=0:00:00.832059 2021-04-14 21:16:37,601 INFO : EVAL, epoch=0007, iter=00020/00040, fetch data time cost=1.39ms, fps=3694 images/s, loss=1.9482, top1-acc=46.91%, top5-acc=78.73%, remaining_time=0:00:01.525460, arrival_time=2021-04-14 21:16:39.127027, cost_time=0:00:01.525469 2021-04-14 21:16:38,294 INFO : EVAL, epoch=0007, iter=00030/00040, fetch data time cost=1.37ms, fps=3699 images/s, loss=1.9451, top1-acc=46.94%, top5-acc=78.54%, remaining_time=0:00:00.739330, arrival_time=2021-04-14 21:16:39.033484, cost_time=0:00:02.217993 2021-04-14 21:16:38,932 INFO : EVAL, epoch=0007, iter=00040/00040, fetch data time cost=0.10ms, fps=3640 images/s, loss=1.9384, top1-acc=46.92%, top5-acc=78.61%, remaining_time=0:00:00, arrival_time=2021-04-14 21:16:38.932070, cost_time=0:00:02.856051 2021-04-14 21:16:39,232 INFO : Epoch=0007 complete, best val top1-acc=46.92%, top5-acc=78.61% (epoch=7), remaining_time=2:30:17.225375, arrival_time=2021-04-14 23:46:56.458058, cost_time=0:05:27.049628 2021-04-14 21:16:39,234 INFO : Train start, epoch=0008, lr=0.099698 2021-04-14 21:16:41,668 INFO : TRAIN, epoch=0008, iter=00010/00196, fetch data time cost=1.50ms, fps=1052 images/s, loss=1.5824, top1-acc=55.16%, top5-acc=85.55%, remaining_time=0:00:45.256032, arrival_time=2021-04-14 21:17:26.924337, cost_time=0:00:02.433119 2021-04-14 21:16:43,875 INFO : TRAIN, epoch=0008, iter=00020/00196, fetch data time cost=1.38ms, fps=1160 images/s, loss=1.5581, top1-acc=55.88%, top5-acc=86.15%, remaining_time=0:00:40.833584, arrival_time=2021-04-14 21:17:24.708943, cost_time=0:00:04.640172 2021-04-14 21:16:46,078 INFO : TRAIN, epoch=0008, iter=00030/00196, fetch data time cost=1.65ms, fps=1162 images/s, loss=1.5657, top1-acc=55.69%, top5-acc=85.99%, remaining_time=0:00:37.867090, arrival_time=2021-04-14 21:17:23.945676, cost_time=0:00:06.843454 2021-04-14 21:16:48,285 INFO : TRAIN, epoch=0008, iter=00040/00196, fetch data time cost=1.32ms, fps=1160 images/s, loss=1.5565, top1-acc=55.85%, top5-acc=86.11%, remaining_time=0:00:35.295312, arrival_time=2021-04-14 21:17:23.580528, cost_time=0:00:09.050087 2021-04-14 21:16:50,496 INFO : TRAIN, epoch=0008, iter=00050/00196, fetch data time cost=2.67ms, fps=1158 images/s, loss=1.5587, top1-acc=56.02%, top5-acc=86.08%, remaining_time=0:00:32.882850, arrival_time=2021-04-14 21:17:23.379228, cost_time=0:00:11.261259 2021-04-14 21:16:52,701 INFO : TRAIN, epoch=0008, iter=00060/00196, fetch data time cost=1.53ms, fps=1161 images/s, loss=1.5539, top1-acc=56.08%, top5-acc=86.13%, remaining_time=0:00:30.524248, arrival_time=2021-04-14 21:17:23.225908, cost_time=0:00:13.466595 2021-04-14 21:16:54,916 INFO : TRAIN, epoch=0008, iter=00070/00196, fetch data time cost=1.62ms, fps=1156 images/s, loss=1.5536, top1-acc=56.13%, top5-acc=85.89%, remaining_time=0:00:28.225638, arrival_time=2021-04-14 21:17:23.141674, cost_time=0:00:15.680908 2021-04-14 21:16:57,140 INFO : TRAIN, epoch=0008, iter=00080/00196, fetch data time cost=2.10ms, fps=1151 images/s, loss=1.5608, top1-acc=55.98%, top5-acc=85.76%, remaining_time=0:00:25.962540, arrival_time=2021-04-14 21:17:23.102881, cost_time=0:00:17.905177 2021-04-14 21:16:59,364 INFO : TRAIN, epoch=0008, iter=00090/00196, fetch data time cost=1.94ms, fps=1151 images/s, loss=1.5651, top1-acc=55.78%, top5-acc=85.67%, remaining_time=0:00:23.707960, arrival_time=2021-04-14 21:17:23.072493, cost_time=0:00:20.129359 2021-04-14 21:17:01,578 INFO : TRAIN, epoch=0008, iter=00100/00196, fetch data time cost=1.87ms, fps=1156 images/s, loss=1.5670, top1-acc=55.75%, top5-acc=85.68%, remaining_time=0:00:21.449952, arrival_time=2021-04-14 21:17:23.028797, cost_time=0:00:22.343711 2021-04-14 21:17:03,783 INFO : TRAIN, epoch=0008, iter=00110/00196, fetch data time cost=1.65ms, fps=1161 images/s, loss=1.5686, top1-acc=55.67%, top5-acc=85.67%, remaining_time=0:00:19.192362, arrival_time=2021-04-14 21:17:22.975900, cost_time=0:00:24.548337 2021-04-14 21:17:05,994 INFO : TRAIN, epoch=0008, iter=00120/00196, fetch data time cost=1.53ms, fps=1158 images/s, loss=1.5730, top1-acc=55.57%, top5-acc=85.58%, remaining_time=0:00:16.947316, arrival_time=2021-04-14 21:17:22.941408, cost_time=0:00:26.758886 2021-04-14 21:17:08,203 INFO : TRAIN, epoch=0008, iter=00130/00196, fetch data time cost=1.59ms, fps=1159 images/s, loss=1.5731, top1-acc=55.57%, top5-acc=85.66%, remaining_time=0:00:14.706978, arrival_time=2021-04-14 21:17:22.910373, cost_time=0:00:28.968267 2021-04-14 21:17:10,412 INFO : TRAIN, epoch=0008, iter=00140/00196, fetch data time cost=1.38ms, fps=1159 images/s, loss=1.5735, top1-acc=55.62%, top5-acc=85.68%, remaining_time=0:00:12.470752, arrival_time=2021-04-14 21:17:22.882844, cost_time=0:00:31.176908 2021-04-14 21:17:12,631 INFO : TRAIN, epoch=0008, iter=00150/00196, fetch data time cost=1.53ms, fps=1154 images/s, loss=1.5755, top1-acc=55.61%, top5-acc=85.60%, remaining_time=0:00:10.241486, arrival_time=2021-04-14 21:17:22.872935, cost_time=0:00:33.396185 2021-04-14 21:17:14,841 INFO : TRAIN, epoch=0008, iter=00160/00196, fetch data time cost=1.88ms, fps=1159 images/s, loss=1.5744, top1-acc=55.67%, top5-acc=85.59%, remaining_time=0:00:08.011332, arrival_time=2021-04-14 21:17:22.852319, cost_time=0:00:35.605859 2021-04-14 21:17:17,056 INFO : TRAIN, epoch=0008, iter=00170/00196, fetch data time cost=1.53ms, fps=1156 images/s, loss=1.5783, top1-acc=55.53%, top5-acc=85.57%, remaining_time=0:00:05.784454, arrival_time=2021-04-14 21:17:22.841066, cost_time=0:00:37.821395 2021-04-14 21:17:19,261 INFO : TRAIN, epoch=0008, iter=00180/00196, fetch data time cost=2.22ms, fps=1161 images/s, loss=1.5791, top1-acc=55.50%, top5-acc=85.55%, remaining_time=0:00:03.557920, arrival_time=2021-04-14 21:17:22.819607, cost_time=0:00:40.026548 2021-04-14 21:17:21,468 INFO : TRAIN, epoch=0008, iter=00190/00196, fetch data time cost=1.40ms, fps=1161 images/s, loss=1.5795, top1-acc=55.54%, top5-acc=85.51%, remaining_time=0:00:01.333662, arrival_time=2021-04-14 21:17:22.801684, cost_time=0:00:42.232681 2021-04-14 21:17:22,659 INFO : TRAIN, epoch=0008, iter=00196/00196, fetch data time cost=1.65ms, fps=1142 images/s, loss=1.5772, top1-acc=55.56%, top5-acc=85.55%, remaining_time=0:00:00, arrival_time=2021-04-14 21:17:22.659533, cost_time=0:00:43.424462 2021-04-14 21:17:23,477 INFO : EVAL, epoch=0008, iter=00010/00040, fetch data time cost=2.27ms, fps=3139 images/s, loss=1.8972, top1-acc=48.36%, top5-acc=79.96%, remaining_time=0:00:02.446830, arrival_time=2021-04-14 21:17:25.923968, cost_time=0:00:00.815608 2021-04-14 21:17:24,168 INFO : EVAL, epoch=0008, iter=00020/00040, fetch data time cost=2.40ms, fps=3704 images/s, loss=1.8837, top1-acc=49.67%, top5-acc=80.14%, remaining_time=0:00:01.507420, arrival_time=2021-04-14 21:17:25.676301, cost_time=0:00:01.507413 2021-04-14 21:17:24,871 INFO : EVAL, epoch=0008, iter=00030/00040, fetch data time cost=3.15ms, fps=3646 images/s, loss=1.8682, top1-acc=49.82%, top5-acc=80.07%, remaining_time=0:00:00.736710, arrival_time=2021-04-14 21:17:25.608375, cost_time=0:00:02.210118 2021-04-14 21:17:25,529 INFO : EVAL, epoch=0008, iter=00040/00040, fetch data time cost=0.13ms, fps=3531 images/s, loss=1.8685, top1-acc=49.47%, top5-acc=79.92%, remaining_time=0:00:00, arrival_time=2021-04-14 21:17:25.529358, cost_time=0:00:02.867906 2021-04-14 21:17:25,983 INFO : Epoch=0008 complete, best val top1-acc=49.47%, top5-acc=79.92% (epoch=8), remaining_time=2:29:31.214016, arrival_time=2021-04-14 23:46:57.197675, cost_time=0:06:13.800584 2021-04-14 21:17:25,986 INFO : Train start, epoch=0009, lr=0.099606 2021-04-14 21:17:28,496 INFO : TRAIN, epoch=0009, iter=00010/00196, fetch data time cost=1.50ms, fps=1020 images/s, loss=1.5236, top1-acc=56.02%, top5-acc=86.91%, remaining_time=0:00:46.670748, arrival_time=2021-04-14 21:18:15.166760, cost_time=0:00:02.509181 2021-04-14 21:17:30,708 INFO : TRAIN, epoch=0009, iter=00020/00196, fetch data time cost=1.67ms, fps=1158 images/s, loss=1.5310, top1-acc=56.09%, top5-acc=86.58%, remaining_time=0:00:41.549200, arrival_time=2021-04-14 21:18:12.257578, cost_time=0:00:04.721496 2021-04-14 21:17:32,918 INFO : TRAIN, epoch=0009, iter=00030/00196, fetch data time cost=3.81ms, fps=1159 images/s, loss=1.5048, top1-acc=56.82%, top5-acc=86.93%, remaining_time=0:00:38.353802, arrival_time=2021-04-14 21:18:11.271982, cost_time=0:00:06.931399 2021-04-14 21:17:35,126 INFO : TRAIN, epoch=0009, iter=00040/00196, fetch data time cost=1.51ms, fps=1160 images/s, loss=1.4841, top1-acc=57.44%, top5-acc=87.04%, remaining_time=0:00:35.642724, arrival_time=2021-04-14 21:18:10.768708, cost_time=0:00:09.139153 2021-04-14 21:17:37,324 INFO : TRAIN, epoch=0009, iter=00050/00196, fetch data time cost=1.99ms, fps=1165 images/s, loss=1.4748, top1-acc=57.75%, top5-acc=87.09%, remaining_time=0:00:33.104916, arrival_time=2021-04-14 21:18:10.429010, cost_time=0:00:11.337323 2021-04-14 21:17:39,526 INFO : TRAIN, epoch=0009, iter=00060/00196, fetch data time cost=2.11ms, fps=1163 images/s, loss=1.4861, top1-acc=57.38%, top5-acc=87.05%, remaining_time=0:00:30.689216, arrival_time=2021-04-14 21:18:10.215486, cost_time=0:00:13.539388 2021-04-14 21:17:41,733 INFO : TRAIN, epoch=0009, iter=00070/00196, fetch data time cost=1.36ms, fps=1160 images/s, loss=1.4882, top1-acc=57.37%, top5-acc=86.98%, remaining_time=0:00:28.343322, arrival_time=2021-04-14 21:18:10.076351, cost_time=0:00:15.746314 2021-04-14 21:17:43,935 INFO : TRAIN, epoch=0009, iter=00080/00196, fetch data time cost=1.93ms, fps=1163 images/s, loss=1.4924, top1-acc=57.31%, top5-acc=86.90%, remaining_time=0:00:26.025064, arrival_time=2021-04-14 21:18:09.960144, cost_time=0:00:17.948316 2021-04-14 21:17:46,143 INFO : TRAIN, epoch=0009, iter=00090/00196, fetch data time cost=1.65ms, fps=1160 images/s, loss=1.4910, top1-acc=57.45%, top5-acc=86.85%, remaining_time=0:00:23.739972, arrival_time=2021-04-14 21:18:09.883218, cost_time=0:00:20.156551 2021-04-14 21:17:48,358 INFO : TRAIN, epoch=0009, iter=00100/00196, fetch data time cost=1.61ms, fps=1156 images/s, loss=1.4934, top1-acc=57.30%, top5-acc=86.80%, remaining_time=0:00:21.476640, arrival_time=2021-04-14 21:18:09.834907, cost_time=0:00:22.371490 2021-04-14 21:17:50,588 INFO : TRAIN, epoch=0009, iter=00110/00196, fetch data time cost=1.42ms, fps=1148 images/s, loss=1.4955, top1-acc=57.29%, top5-acc=86.78%, remaining_time=0:00:19.234330, arrival_time=2021-04-14 21:18:09.823192, cost_time=0:00:24.602087 2021-04-14 21:17:52,820 INFO : TRAIN, epoch=0009, iter=00120/00196, fetch data time cost=1.50ms, fps=1147 images/s, loss=1.5006, top1-acc=57.18%, top5-acc=86.76%, remaining_time=0:00:16.994740, arrival_time=2021-04-14 21:18:09.815415, cost_time=0:00:26.833858 2021-04-14 21:17:55,021 INFO : TRAIN, epoch=0009, iter=00130/00196, fetch data time cost=1.36ms, fps=1164 images/s, loss=1.4956, top1-acc=57.24%, top5-acc=86.80%, remaining_time=0:00:14.740770, arrival_time=2021-04-14 21:18:09.762441, cost_time=0:00:29.034845 2021-04-14 21:17:57,250 INFO : TRAIN, epoch=0009, iter=00140/00196, fetch data time cost=1.61ms, fps=1149 images/s, loss=1.4991, top1-acc=57.16%, top5-acc=86.74%, remaining_time=0:00:12.505360, arrival_time=2021-04-14 21:18:09.755688, cost_time=0:00:31.263442 2021-04-14 21:17:59,457 INFO : TRAIN, epoch=0009, iter=00150/00196, fetch data time cost=1.41ms, fps=1160 images/s, loss=1.4994, top1-acc=57.17%, top5-acc=86.72%, remaining_time=0:00:10.264210, arrival_time=2021-04-14 21:18:09.721342, cost_time=0:00:33.470263 2021-04-14 21:18:01,665 INFO : TRAIN, epoch=0009, iter=00160/00196, fetch data time cost=1.98ms, fps=1159 images/s, loss=1.5044, top1-acc=57.10%, top5-acc=86.60%, remaining_time=0:00:08.027784, arrival_time=2021-04-14 21:18:09.693562, cost_time=0:00:35.678976 2021-04-14 21:18:03,889 INFO : TRAIN, epoch=0009, iter=00170/00196, fetch data time cost=1.42ms, fps=1152 images/s, loss=1.5031, top1-acc=57.09%, top5-acc=86.62%, remaining_time=0:00:05.796908, arrival_time=2021-04-14 21:18:09.686459, cost_time=0:00:37.902780 2021-04-14 21:18:06,095 INFO : TRAIN, epoch=0009, iter=00180/00196, fetch data time cost=1.42ms, fps=1161 images/s, loss=1.5028, top1-acc=57.11%, top5-acc=86.63%, remaining_time=0:00:03.565184, arrival_time=2021-04-14 21:18:09.660250, cost_time=0:00:40.108301 2021-04-14 21:18:08,304 INFO : TRAIN, epoch=0009, iter=00190/00196, fetch data time cost=1.31ms, fps=1159 images/s, loss=1.5032, top1-acc=57.11%, top5-acc=86.63%, remaining_time=0:00:01.336350, arrival_time=2021-04-14 21:18:09.640950, cost_time=0:00:42.317817 2021-04-14 21:18:09,486 INFO : TRAIN, epoch=0009, iter=00196/00196, fetch data time cost=1.75ms, fps=1151 images/s, loss=1.5031, top1-acc=57.16%, top5-acc=86.62%, remaining_time=0:00:00, arrival_time=2021-04-14 21:18:09.486741, cost_time=0:00:43.499966 2021-04-14 21:18:10,304 INFO : EVAL, epoch=0009, iter=00010/00040, fetch data time cost=4.58ms, fps=3140 images/s, loss=2.0310, top1-acc=45.66%, top5-acc=76.56%, remaining_time=0:00:02.445930, arrival_time=2021-04-14 21:18:12.750027, cost_time=0:00:00.815314 2021-04-14 21:18:10,994 INFO : EVAL, epoch=0009, iter=00020/00040, fetch data time cost=1.44ms, fps=3710 images/s, loss=2.0318, top1-acc=45.80%, top5-acc=76.64%, remaining_time=0:00:01.505600, arrival_time=2021-04-14 21:18:12.500029, cost_time=0:00:01.505596 2021-04-14 21:18:11,689 INFO : EVAL, epoch=0009, iter=00030/00040, fetch data time cost=1.33ms, fps=3685 images/s, loss=2.0383, top1-acc=45.27%, top5-acc=76.50%, remaining_time=0:00:00.733570, arrival_time=2021-04-14 21:18:12.423233, cost_time=0:00:02.200705 2021-04-14 21:18:12,323 INFO : EVAL, epoch=0009, iter=00040/00040, fetch data time cost=0.09ms, fps=3661 images/s, loss=2.0412, top1-acc=44.78%, top5-acc=76.28%, remaining_time=0:00:00, arrival_time=2021-04-14 21:18:12.323936, cost_time=0:00:02.835171 2021-04-14 21:18:12,511 INFO : Epoch=0009 complete, best val top1-acc=49.47%, top5-acc=79.92% (epoch=8), remaining_time=2:28:40.309290, arrival_time=2021-04-14 23:46:52.821043, cost_time=0:07:00.328712 2021-04-14 21:18:12,513 INFO : Train start, epoch=0010, lr=0.099501 2021-04-14 21:18:14,933 INFO : TRAIN, epoch=0010, iter=00010/00196, fetch data time cost=1.55ms, fps=1058 images/s, loss=1.4284, top1-acc=58.55%, top5-acc=88.05%, remaining_time=0:00:45.003816, arrival_time=2021-04-14 21:18:59.936738, cost_time=0:00:02.419560 2021-04-14 21:18:17,131 INFO : TRAIN, epoch=0010, iter=00020/00196, fetch data time cost=1.58ms, fps=1165 images/s, loss=1.4214, top1-acc=58.67%, top5-acc=88.16%, remaining_time=0:00:40.636288, arrival_time=2021-04-14 21:18:57.767285, cost_time=0:00:04.617760 2021-04-14 21:18:19,342 INFO : TRAIN, epoch=0010, iter=00030/00196, fetch data time cost=2.23ms, fps=1158 images/s, loss=1.4233, top1-acc=58.75%, top5-acc=88.05%, remaining_time=0:00:37.788406, arrival_time=2021-04-14 21:18:57.131015, cost_time=0:00:06.829242 2021-04-14 21:18:21,553 INFO : TRAIN, epoch=0010, iter=00040/00196, fetch data time cost=1.60ms, fps=1158 images/s, loss=1.4279, top1-acc=58.57%, top5-acc=88.02%, remaining_time=0:00:35.255220, arrival_time=2021-04-14 21:18:56.808269, cost_time=0:00:09.039819 2021-04-14 21:18:23,758 INFO : TRAIN, epoch=0010, iter=00050/00196, fetch data time cost=2.09ms, fps=1161 images/s, loss=1.4296, top1-acc=58.68%, top5-acc=87.89%, remaining_time=0:00:32.834816, arrival_time=2021-04-14 21:18:56.592892, cost_time=0:00:11.244775 2021-04-14 21:18:25,964 INFO : TRAIN, epoch=0010, iter=00060/00196, fetch data time cost=2.03ms, fps=1161 images/s, loss=1.4328, top1-acc=58.76%, top5-acc=87.86%, remaining_time=0:00:30.488072, arrival_time=2021-04-14 21:18:56.452025, cost_time=0:00:13.450623 2021-04-14 21:18:28,169 INFO : TRAIN, epoch=0010, iter=00070/00196, fetch data time cost=1.66ms, fps=1161 images/s, loss=1.4374, top1-acc=58.71%, top5-acc=87.67%, remaining_time=0:00:28.181538, arrival_time=2021-04-14 21:18:56.351252, cost_time=0:00:15.656413 2021-04-14 21:18:30,370 INFO : TRAIN, epoch=0010, iter=00080/00196, fetch data time cost=1.54ms, fps=1164 images/s, loss=1.4364, top1-acc=58.63%, top5-acc=87.72%, remaining_time=0:00:25.892244, arrival_time=2021-04-14 21:18:56.262224, cost_time=0:00:17.856688 2021-04-14 21:18:32,580 INFO : TRAIN, epoch=0010, iter=00090/00196, fetch data time cost=1.82ms, fps=1159 images/s, loss=1.4387, top1-acc=58.57%, top5-acc=87.63%, remaining_time=0:00:23.634290, arrival_time=2021-04-14 21:18:56.214522, cost_time=0:00:20.066815 2021-04-14 21:18:34,791 INFO : TRAIN, epoch=0010, iter=00100/00196, fetch data time cost=2.21ms, fps=1158 images/s, loss=1.4385, top1-acc=58.59%, top5-acc=87.61%, remaining_time=0:00:21.387360, arrival_time=2021-04-14 21:18:56.179131, cost_time=0:00:22.278535 2021-04-14 21:18:37,000 INFO : TRAIN, epoch=0010, iter=00110/00196, fetch data time cost=1.55ms, fps=1159 images/s, loss=1.4431, top1-acc=58.45%, top5-acc=87.49%, remaining_time=0:00:19.144460, arrival_time=2021-04-14 21:18:56.144854, cost_time=0:00:24.487079 2021-04-14 21:18:39,219 INFO : TRAIN, epoch=0010, iter=00120/00196, fetch data time cost=1.56ms, fps=1154 images/s, loss=1.4497, top1-acc=58.28%, top5-acc=87.38%, remaining_time=0:00:16.913800, arrival_time=2021-04-14 21:18:56.133128, cost_time=0:00:26.706030 2021-04-14 21:18:41,426 INFO : TRAIN, epoch=0010, iter=00130/00196, fetch data time cost=1.40ms, fps=1160 images/s, loss=1.4497, top1-acc=58.30%, top5-acc=87.42%, remaining_time=0:00:14.679060, arrival_time=2021-04-14 21:18:56.105700, cost_time=0:00:28.913343 2021-04-14 21:18:43,631 INFO : TRAIN, epoch=0010, iter=00140/00196, fetch data time cost=2.05ms, fps=1162 images/s, loss=1.4513, top1-acc=58.28%, top5-acc=87.42%, remaining_time=0:00:12.447120, arrival_time=2021-04-14 21:18:56.078301, cost_time=0:00:31.117851 2021-04-14 21:18:45,837 INFO : TRAIN, epoch=0010, iter=00150/00196, fetch data time cost=1.57ms, fps=1161 images/s, loss=1.4524, top1-acc=58.32%, top5-acc=87.39%, remaining_time=0:00:10.219498, arrival_time=2021-04-14 21:18:56.057251, cost_time=0:00:33.324394 2021-04-14 21:18:48,066 INFO : TRAIN, epoch=0010, iter=00160/00196, fetch data time cost=1.65ms, fps=1149 images/s, loss=1.4509, top1-acc=58.34%, top5-acc=87.40%, remaining_time=0:00:07.999452, arrival_time=2021-04-14 21:18:56.065934, cost_time=0:00:35.553180 2021-04-14 21:18:50,267 INFO : TRAIN, epoch=0010, iter=00170/00196, fetch data time cost=1.53ms, fps=1164 images/s, loss=1.4511, top1-acc=58.35%, top5-acc=87.38%, remaining_time=0:00:05.774106, arrival_time=2021-04-14 21:18:56.041326, cost_time=0:00:37.753709 2021-04-14 21:18:52,471 INFO : TRAIN, epoch=0010, iter=00180/00196, fetch data time cost=2.82ms, fps=1162 images/s, loss=1.4515, top1-acc=58.35%, top5-acc=87.38%, remaining_time=0:00:03.551840, arrival_time=2021-04-14 21:18:56.023341, cost_time=0:00:39.958126 2021-04-14 21:18:54,684 INFO : TRAIN, epoch=0010, iter=00190/00196, fetch data time cost=1.23ms, fps=1157 images/s, loss=1.4484, top1-acc=58.48%, top5-acc=87.44%, remaining_time=0:00:01.331700, arrival_time=2021-04-14 21:18:56.015695, cost_time=0:00:42.170554 2021-04-14 21:18:55,875 INFO : TRAIN, epoch=0010, iter=00196/00196, fetch data time cost=1.88ms, fps=1142 images/s, loss=1.4487, top1-acc=58.45%, top5-acc=87.42%, remaining_time=0:00:00, arrival_time=2021-04-14 21:18:55.875735, cost_time=0:00:43.362365 2021-04-14 21:18:56,761 INFO : EVAL, epoch=0010, iter=00010/00040, fetch data time cost=0.41ms, fps=2900 images/s, loss=1.7715, top1-acc=50.16%, top5-acc=81.87%, remaining_time=0:00:02.648010, arrival_time=2021-04-14 21:18:59.409640, cost_time=0:00:00.882668 2021-04-14 21:18:57,457 INFO : EVAL, epoch=0010, iter=00020/00040, fetch data time cost=1.75ms, fps=3680 images/s, loss=1.7846, top1-acc=50.92%, top5-acc=81.29%, remaining_time=0:00:01.578660, arrival_time=2021-04-14 21:18:59.036318, cost_time=0:00:01.578654 2021-04-14 21:18:58,146 INFO : EVAL, epoch=0010, iter=00030/00040, fetch data time cost=1.45ms, fps=3718 images/s, loss=1.7821, top1-acc=50.99%, top5-acc=81.47%, remaining_time=0:00:00.755870, arrival_time=2021-04-14 21:18:58.902431, cost_time=0:00:02.267599 2021-04-14 21:18:58,779 INFO : EVAL, epoch=0010, iter=00040/00040, fetch data time cost=0.09ms, fps=3665 images/s, loss=1.7883, top1-acc=51.02%, top5-acc=81.51%, remaining_time=0:00:00, arrival_time=2021-04-14 21:18:58.779897, cost_time=0:00:02.900971 2021-04-14 21:18:59,125 INFO : Epoch=0010 complete, best val top1-acc=51.02%, top5-acc=81.51% (epoch=10), remaining_time=2:27:51.905220, arrival_time=2021-04-14 23:46:51.030683, cost_time=0:07:46.942385 2021-04-14 21:18:59,128 INFO : Train start, epoch=0011, lr=0.099384 2021-04-14 21:19:01,517 INFO : TRAIN, epoch=0011, iter=00010/00196, fetch data time cost=1.92ms, fps=1072 images/s, loss=1.3211, top1-acc=61.52%, top5-acc=90.00%, remaining_time=0:00:44.428146, arrival_time=2021-04-14 21:19:45.945351, cost_time=0:00:02.388609 2021-04-14 21:19:03,726 INFO : TRAIN, epoch=0011, iter=00020/00196, fetch data time cost=1.54ms, fps=1159 images/s, loss=1.3393, top1-acc=61.50%, top5-acc=89.53%, remaining_time=0:00:40.456768, arrival_time=2021-04-14 21:19:44.182718, cost_time=0:00:04.597362 2021-04-14 21:19:05,923 INFO : TRAIN, epoch=0011, iter=00030/00196, fetch data time cost=1.40ms, fps=1165 images/s, loss=1.3342, top1-acc=61.67%, top5-acc=89.45%, remaining_time=0:00:37.596178, arrival_time=2021-04-14 21:19:43.519234, cost_time=0:00:06.794477 2021-04-14 21:19:08,136 INFO : TRAIN, epoch=0011, iter=00040/00196, fetch data time cost=1.55ms, fps=1157 images/s, loss=1.3332, top1-acc=61.74%, top5-acc=89.46%, remaining_time=0:00:35.130576, arrival_time=2021-04-14 21:19:43.266992, cost_time=0:00:09.007855 2021-04-14 21:19:10,347 INFO : TRAIN, epoch=0011, iter=00050/00196, fetch data time cost=1.53ms, fps=1158 images/s, loss=1.3376, top1-acc=61.62%, top5-acc=89.12%, remaining_time=0:00:32.758312, arrival_time=2021-04-14 21:19:43.105640, cost_time=0:00:11.218583 2021-04-14 21:19:12,571 INFO : TRAIN, epoch=0011, iter=00060/00196, fetch data time cost=2.23ms, fps=1152 images/s, loss=1.3478, top1-acc=61.57%, top5-acc=88.83%, remaining_time=0:00:30.469576, arrival_time=2021-04-14 21:19:43.040590, cost_time=0:00:13.442462 2021-04-14 21:19:14,774 INFO : TRAIN, epoch=0011, iter=00070/00196, fetch data time cost=1.41ms, fps=1162 images/s, loss=1.3523, top1-acc=61.53%, top5-acc=88.75%, remaining_time=0:00:28.161756, arrival_time=2021-04-14 21:19:42.935754, cost_time=0:00:15.645435 2021-04-14 21:19:16,991 INFO : TRAIN, epoch=0011, iter=00080/00196, fetch data time cost=1.55ms, fps=1155 images/s, loss=1.3537, top1-acc=61.40%, top5-acc=88.73%, remaining_time=0:00:25.901176, arrival_time=2021-04-14 21:19:42.892584, cost_time=0:00:17.862848 2021-04-14 21:19:19,207 INFO : TRAIN, epoch=0011, iter=00090/00196, fetch data time cost=1.39ms, fps=1156 images/s, loss=1.3583, top1-acc=61.33%, top5-acc=88.67%, remaining_time=0:00:23.647858, arrival_time=2021-04-14 21:19:42.854815, cost_time=0:00:20.078396 2021-04-14 21:19:21,420 INFO : TRAIN, epoch=0011, iter=00100/00196, fetch data time cost=1.43ms, fps=1157 images/s, loss=1.3599, top1-acc=61.22%, top5-acc=88.63%, remaining_time=0:00:21.399744, arrival_time=2021-04-14 21:19:42.819745, cost_time=0:00:22.291437 2021-04-14 21:19:23,625 INFO : TRAIN, epoch=0011, iter=00110/00196, fetch data time cost=1.87ms, fps=1161 images/s, loss=1.3664, top1-acc=61.03%, top5-acc=88.53%, remaining_time=0:00:19.152372, arrival_time=2021-04-14 21:19:42.778180, cost_time=0:00:24.497245 2021-04-14 21:19:25,831 INFO : TRAIN, epoch=0011, iter=00120/00196, fetch data time cost=1.52ms, fps=1161 images/s, loss=1.3700, top1-acc=60.90%, top5-acc=88.50%, remaining_time=0:00:16.911520, arrival_time=2021-04-14 21:19:42.742511, cost_time=0:00:26.702435 2021-04-14 21:19:28,033 INFO : TRAIN, epoch=0011, iter=00130/00196, fetch data time cost=1.41ms, fps=1163 images/s, loss=1.3755, top1-acc=60.79%, top5-acc=88.42%, remaining_time=0:00:14.674572, arrival_time=2021-04-14 21:19:42.707599, cost_time=0:00:28.904461 2021-04-14 21:19:30,240 INFO : TRAIN, epoch=0011, iter=00140/00196, fetch data time cost=1.47ms, fps=1160 images/s, loss=1.3795, top1-acc=60.69%, top5-acc=88.36%, remaining_time=0:00:12.444824, arrival_time=2021-04-14 21:19:42.685428, cost_time=0:00:31.112001 2021-04-14 21:19:32,449 INFO : TRAIN, epoch=0011, iter=00150/00196, fetch data time cost=1.34ms, fps=1159 images/s, loss=1.3829, top1-acc=60.58%, top5-acc=88.36%, remaining_time=0:00:10.218394, arrival_time=2021-04-14 21:19:42.667699, cost_time=0:00:33.320800 2021-04-14 21:19:34,650 INFO : TRAIN, epoch=0011, iter=00160/00196, fetch data time cost=1.39ms, fps=1164 images/s, loss=1.3878, top1-acc=60.47%, top5-acc=88.30%, remaining_time=0:00:07.992324, arrival_time=2021-04-14 21:19:42.642287, cost_time=0:00:35.521405 2021-04-14 21:19:36,859 INFO : TRAIN, epoch=0011, iter=00170/00196, fetch data time cost=1.35ms, fps=1159 images/s, loss=1.3893, top1-acc=60.39%, top5-acc=88.30%, remaining_time=0:00:05.770544, arrival_time=2021-04-14 21:19:42.629745, cost_time=0:00:37.730508 2021-04-14 21:19:39,088 INFO : TRAIN, epoch=0011, iter=00180/00196, fetch data time cost=2.58ms, fps=1149 images/s, loss=1.3881, top1-acc=60.40%, top5-acc=88.34%, remaining_time=0:00:03.551984, arrival_time=2021-04-14 21:19:42.640380, cost_time=0:00:39.959773 2021-04-14 21:19:41,306 INFO : TRAIN, epoch=0011, iter=00190/00196, fetch data time cost=1.71ms, fps=1155 images/s, loss=1.3904, top1-acc=60.36%, top5-acc=88.34%, remaining_time=0:00:01.331922, arrival_time=2021-04-14 21:19:42.638008, cost_time=0:00:42.177463 2021-04-14 21:19:42,496 INFO : TRAIN, epoch=0011, iter=00196/00196, fetch data time cost=1.21ms, fps=1143 images/s, loss=1.3916, top1-acc=60.35%, top5-acc=88.32%, remaining_time=0:00:00, arrival_time=2021-04-14 21:19:42.496279, cost_time=0:00:43.367718 2021-04-14 21:19:43,318 INFO : EVAL, epoch=0011, iter=00010/00040, fetch data time cost=0.37ms, fps=3120 images/s, loss=1.7239, top1-acc=52.58%, top5-acc=83.01%, remaining_time=0:00:02.461200, arrival_time=2021-04-14 21:19:45.779987, cost_time=0:00:00.820400 2021-04-14 21:19:44,010 INFO : EVAL, epoch=0011, iter=00020/00040, fetch data time cost=2.02ms, fps=3706 images/s, loss=1.7805, top1-acc=51.25%, top5-acc=82.05%, remaining_time=0:00:01.511840, arrival_time=2021-04-14 21:19:45.521986, cost_time=0:00:01.511831 2021-04-14 21:19:44,706 INFO : EVAL, epoch=0011, iter=00030/00040, fetch data time cost=1.81ms, fps=3678 images/s, loss=1.7618, top1-acc=52.11%, top5-acc=82.55%, remaining_time=0:00:00.736160, arrival_time=2021-04-14 21:19:45.442924, cost_time=0:00:02.208466 2021-04-14 21:19:45,351 INFO : EVAL, epoch=0011, iter=00040/00040, fetch data time cost=0.08ms, fps=3605 images/s, loss=1.7645, top1-acc=52.03%, top5-acc=82.46%, remaining_time=0:00:00, arrival_time=2021-04-14 21:19:45.350893, cost_time=0:00:02.852554 2021-04-14 21:19:45,651 INFO : Epoch=0011 complete, best val top1-acc=52.03%, top5-acc=82.46% (epoch=11), remaining_time=2:27:02.316636, arrival_time=2021-04-14 23:46:47.967839, cost_time=0:08:33.468163 2021-04-14 21:19:45,652 INFO : Train start, epoch=0012, lr=0.099255 2021-04-14 21:19:48,110 INFO : TRAIN, epoch=0012, iter=00010/00196, fetch data time cost=1.56ms, fps=1042 images/s, loss=1.2834, top1-acc=62.62%, top5-acc=89.73%, remaining_time=0:00:45.715080, arrival_time=2021-04-14 21:20:33.825581, cost_time=0:00:02.457799 2021-04-14 21:19:50,313 INFO : TRAIN, epoch=0012, iter=00020/00196, fetch data time cost=1.54ms, fps=1162 images/s, loss=1.2983, top1-acc=62.03%, top5-acc=89.26%, remaining_time=0:00:41.016624, arrival_time=2021-04-14 21:20:31.330407, cost_time=0:00:04.660983 2021-04-14 21:19:52,527 INFO : TRAIN, epoch=0012, iter=00030/00196, fetch data time cost=1.59ms, fps=1157 images/s, loss=1.3004, top1-acc=61.91%, top5-acc=89.11%, remaining_time=0:00:38.039730, arrival_time=2021-04-14 21:20:30.567166, cost_time=0:00:06.874646 2021-04-14 21:19:54,752 INFO : TRAIN, epoch=0012, iter=00040/00196, fetch data time cost=2.12ms, fps=1151 images/s, loss=1.3056, top1-acc=61.87%, top5-acc=89.08%, remaining_time=0:00:35.487036, arrival_time=2021-04-14 21:20:30.238991, cost_time=0:00:09.099245 2021-04-14 21:19:56,967 INFO : TRAIN, epoch=0012, iter=00050/00196, fetch data time cost=2.27ms, fps=1156 images/s, loss=1.3189, top1-acc=61.54%, top5-acc=89.02%, remaining_time=0:00:33.037902, arrival_time=2021-04-14 21:20:30.004958, cost_time=0:00:11.314327 2021-04-14 21:19:59,175 INFO : TRAIN, epoch=0012, iter=00060/00196, fetch data time cost=1.31ms, fps=1159 images/s, loss=1.3268, top1-acc=61.38%, top5-acc=88.81%, remaining_time=0:00:30.652632, arrival_time=2021-04-14 21:20:29.828513, cost_time=0:00:13.523249 2021-04-14 21:20:01,385 INFO : TRAIN, epoch=0012, iter=00070/00196, fetch data time cost=1.39ms, fps=1159 images/s, loss=1.3265, top1-acc=61.47%, top5-acc=88.96%, remaining_time=0:00:28.318500, arrival_time=2021-04-14 21:20:29.703690, cost_time=0:00:15.732491 2021-04-14 21:20:03,588 INFO : TRAIN, epoch=0012, iter=00080/00196, fetch data time cost=1.60ms, fps=1162 images/s, loss=1.3365, top1-acc=61.38%, top5-acc=88.83%, remaining_time=0:00:26.007084, arrival_time=2021-04-14 21:20:29.595722, cost_time=0:00:17.935895 2021-04-14 21:20:05,803 INFO : TRAIN, epoch=0012, iter=00090/00196, fetch data time cost=2.10ms, fps=1156 images/s, loss=1.3373, top1-acc=61.43%, top5-acc=88.91%, remaining_time=0:00:23.733506, arrival_time=2021-04-14 21:20:29.537305, cost_time=0:00:20.151105 2021-04-14 21:20:08,028 INFO : TRAIN, epoch=0012, iter=00100/00196, fetch data time cost=1.97ms, fps=1151 images/s, loss=1.3383, top1-acc=61.32%, top5-acc=88.89%, remaining_time=0:00:21.480864, arrival_time=2021-04-14 21:20:29.509508, cost_time=0:00:22.375938 2021-04-14 21:20:10,225 INFO : TRAIN, epoch=0012, iter=00110/00196, fetch data time cost=1.80ms, fps=1166 images/s, loss=1.3431, top1-acc=61.29%, top5-acc=88.82%, remaining_time=0:00:19.211110, arrival_time=2021-04-14 21:20:29.436254, cost_time=0:00:24.572397 2021-04-14 21:20:12,434 INFO : TRAIN, epoch=0012, iter=00120/00196, fetch data time cost=1.51ms, fps=1159 images/s, loss=1.3465, top1-acc=61.19%, top5-acc=88.79%, remaining_time=0:00:16.961604, arrival_time=2021-04-14 21:20:29.395807, cost_time=0:00:26.781500 2021-04-14 21:20:14,632 INFO : TRAIN, epoch=0012, iter=00130/00196, fetch data time cost=1.79ms, fps=1165 images/s, loss=1.3497, top1-acc=61.11%, top5-acc=88.80%, remaining_time=0:00:14.712522, arrival_time=2021-04-14 21:20:29.344481, cost_time=0:00:28.979194 2021-04-14 21:20:16,841 INFO : TRAIN, epoch=0012, iter=00140/00196, fetch data time cost=1.59ms, fps=1159 images/s, loss=1.3511, top1-acc=61.04%, top5-acc=88.81%, remaining_time=0:00:12.475344, arrival_time=2021-04-14 21:20:29.316429, cost_time=0:00:31.188385 2021-04-14 21:20:19,050 INFO : TRAIN, epoch=0012, iter=00150/00196, fetch data time cost=1.95ms, fps=1159 images/s, loss=1.3556, top1-acc=60.95%, top5-acc=88.74%, remaining_time=0:00:10.241992, arrival_time=2021-04-14 21:20:29.292469, cost_time=0:00:33.397803 2021-04-14 21:20:21,258 INFO : TRAIN, epoch=0012, iter=00160/00196, fetch data time cost=1.66ms, fps=1160 images/s, loss=1.3597, top1-acc=60.82%, top5-acc=88.66%, remaining_time=0:00:08.011332, arrival_time=2021-04-14 21:20:29.269873, cost_time=0:00:35.605845 2021-04-14 21:20:23,475 INFO : TRAIN, epoch=0012, iter=00170/00196, fetch data time cost=2.16ms, fps=1155 images/s, loss=1.3600, top1-acc=60.88%, top5-acc=88.66%, remaining_time=0:00:05.784662, arrival_time=2021-04-14 21:20:29.260275, cost_time=0:00:37.822794 2021-04-14 21:20:25,692 INFO : TRAIN, epoch=0012, iter=00180/00196, fetch data time cost=1.84ms, fps=1155 images/s, loss=1.3614, top1-acc=60.86%, top5-acc=88.66%, remaining_time=0:00:03.559040, arrival_time=2021-04-14 21:20:29.251050, cost_time=0:00:40.039183 2021-04-14 21:20:27,897 INFO : TRAIN, epoch=0012, iter=00190/00196, fetch data time cost=1.40ms, fps=1161 images/s, loss=1.3614, top1-acc=60.88%, top5-acc=88.66%, remaining_time=0:00:01.334040, arrival_time=2021-04-14 21:20:29.231410, cost_time=0:00:42.244667 2021-04-14 21:20:29,084 INFO : TRAIN, epoch=0012, iter=00196/00196, fetch data time cost=1.29ms, fps=1146 images/s, loss=1.3606, top1-acc=60.91%, top5-acc=88.68%, remaining_time=0:00:00, arrival_time=2021-04-14 21:20:29.084893, cost_time=0:00:43.432267 2021-04-14 21:20:29,956 INFO : EVAL, epoch=0012, iter=00010/00040, fetch data time cost=0.44ms, fps=2945 images/s, loss=1.9974, top1-acc=47.38%, top5-acc=77.97%, remaining_time=0:00:02.608080, arrival_time=2021-04-14 21:20:32.564366, cost_time=0:00:00.869365 2021-04-14 21:20:30,650 INFO : EVAL, epoch=0012, iter=00020/00040, fetch data time cost=1.50ms, fps=3689 images/s, loss=2.0084, top1-acc=47.13%, top5-acc=78.18%, remaining_time=0:00:01.563980, arrival_time=2021-04-14 21:20:32.214799, cost_time=0:00:01.563980 2021-04-14 21:20:31,352 INFO : EVAL, epoch=0012, iter=00030/00040, fetch data time cost=1.72ms, fps=3654 images/s, loss=2.0046, top1-acc=47.23%, top5-acc=78.24%, remaining_time=0:00:00.755040, arrival_time=2021-04-14 21:20:32.106998, cost_time=0:00:02.265122 2021-04-14 21:20:32,002 INFO : EVAL, epoch=0012, iter=00040/00040, fetch data time cost=0.12ms, fps=3570 images/s, loss=1.9890, top1-acc=47.32%, top5-acc=77.83%, remaining_time=0:00:00, arrival_time=2021-04-14 21:20:32.002275, cost_time=0:00:02.915396 2021-04-14 21:20:32,176 INFO : Epoch=0012 complete, best val top1-acc=52.03%, top5-acc=82.46% (epoch=11), remaining_time=2:26:13.227740, arrival_time=2021-04-14 23:46:45.404036, cost_time=0:09:19.993259 2021-04-14 21:20:32,177 INFO : Train start, epoch=0013, lr=0.099114 2021-04-14 21:20:34,545 INFO : TRAIN, epoch=0013, iter=00010/00196, fetch data time cost=2.58ms, fps=1081 images/s, loss=1.2801, top1-acc=62.03%, top5-acc=90.35%, remaining_time=0:00:44.033454, arrival_time=2021-04-14 21:21:18.578625, cost_time=0:00:02.367392 2021-04-14 21:20:36,773 INFO : TRAIN, epoch=0013, iter=00020/00196, fetch data time cost=2.38ms, fps=1149 images/s, loss=1.2866, top1-acc=62.50%, top5-acc=90.20%, remaining_time=0:00:40.445152, arrival_time=2021-04-14 21:21:17.219020, cost_time=0:00:04.596038 2021-04-14 21:20:38,981 INFO : TRAIN, epoch=0013, iter=00030/00196, fetch data time cost=1.95ms, fps=1160 images/s, loss=1.2925, top1-acc=62.59%, top5-acc=90.13%, remaining_time=0:00:37.645148, arrival_time=2021-04-14 21:21:16.626282, cost_time=0:00:06.803332 2021-04-14 21:20:41,189 INFO : TRAIN, epoch=0013, iter=00040/00196, fetch data time cost=1.40ms, fps=1160 images/s, loss=1.2899, top1-acc=62.92%, top5-acc=90.06%, remaining_time=0:00:35.144460, arrival_time=2021-04-14 21:21:16.333659, cost_time=0:00:09.011402 2021-04-14 21:20:43,394 INFO : TRAIN, epoch=0013, iter=00050/00196, fetch data time cost=1.61ms, fps=1161 images/s, loss=1.2946, top1-acc=62.65%, top5-acc=90.00%, remaining_time=0:00:32.752034, arrival_time=2021-04-14 21:21:16.146274, cost_time=0:00:11.216440 2021-04-14 21:20:45,614 INFO : TRAIN, epoch=0013, iter=00060/00196, fetch data time cost=1.85ms, fps=1153 images/s, loss=1.2992, top1-acc=62.38%, top5-acc=89.93%, remaining_time=0:00:30.455840, arrival_time=2021-04-14 21:21:16.070048, cost_time=0:00:13.436413 2021-04-14 21:20:47,812 INFO : TRAIN, epoch=0013, iter=00070/00196, fetch data time cost=1.70ms, fps=1165 images/s, loss=1.2986, top1-acc=62.52%, top5-acc=89.93%, remaining_time=0:00:28.141722, arrival_time=2021-04-14 21:21:15.953829, cost_time=0:00:15.634257 2021-04-14 21:20:50,013 INFO : TRAIN, epoch=0013, iter=00080/00196, fetch data time cost=1.72ms, fps=1163 images/s, loss=1.2917, top1-acc=62.62%, top5-acc=90.07%, remaining_time=0:00:25.861736, arrival_time=2021-04-14 21:21:15.875265, cost_time=0:00:17.835662 2021-04-14 21:20:52,233 INFO : TRAIN, epoch=0013, iter=00090/00196, fetch data time cost=1.63ms, fps=1154 images/s, loss=1.2973, top1-acc=62.57%, top5-acc=89.88%, remaining_time=0:00:23.620616, arrival_time=2021-04-14 21:21:15.853656, cost_time=0:00:20.055246 2021-04-14 21:20:54,432 INFO : TRAIN, epoch=0013, iter=00100/00196, fetch data time cost=1.63ms, fps=1164 images/s, loss=1.3028, top1-acc=62.44%, top5-acc=89.69%, remaining_time=0:00:21.364800, arrival_time=2021-04-14 21:21:15.797578, cost_time=0:00:22.254983 2021-04-14 21:20:56,632 INFO : TRAIN, epoch=0013, iter=00110/00196, fetch data time cost=2.15ms, fps=1164 images/s, loss=1.3067, top1-acc=62.35%, top5-acc=89.58%, remaining_time=0:00:19.118832, arrival_time=2021-04-14 21:21:15.750933, cost_time=0:00:24.454310 2021-04-14 21:20:58,851 INFO : TRAIN, epoch=0013, iter=00120/00196, fetch data time cost=2.53ms, fps=1154 images/s, loss=1.3083, top1-acc=62.26%, top5-acc=89.51%, remaining_time=0:00:16.893508, arrival_time=2021-04-14 21:21:15.745192, cost_time=0:00:26.673906 2021-04-14 21:21:01,097 INFO : TRAIN, epoch=0013, iter=00130/00196, fetch data time cost=2.05ms, fps=1140 images/s, loss=1.3098, top1-acc=62.27%, top5-acc=89.48%, remaining_time=0:00:14.682492, arrival_time=2021-04-14 21:21:15.780380, cost_time=0:00:28.920083 2021-04-14 21:21:03,297 INFO : TRAIN, epoch=0013, iter=00140/00196, fetch data time cost=1.46ms, fps=1164 images/s, loss=1.3146, top1-acc=62.14%, top5-acc=89.36%, remaining_time=0:00:12.447792, arrival_time=2021-04-14 21:21:15.745114, cost_time=0:00:31.119537 2021-04-14 21:21:05,516 INFO : TRAIN, epoch=0013, iter=00150/00196, fetch data time cost=1.59ms, fps=1154 images/s, loss=1.3190, top1-acc=62.02%, top5-acc=89.30%, remaining_time=0:00:10.223960, arrival_time=2021-04-14 21:21:15.740688, cost_time=0:00:33.338933 2021-04-14 21:21:07,729 INFO : TRAIN, epoch=0013, iter=00160/00196, fetch data time cost=1.86ms, fps=1157 images/s, loss=1.3198, top1-acc=61.93%, top5-acc=89.31%, remaining_time=0:00:07.999020, arrival_time=2021-04-14 21:21:15.728087, cost_time=0:00:35.551272 2021-04-14 21:21:09,937 INFO : TRAIN, epoch=0013, iter=00170/00196, fetch data time cost=1.50ms, fps=1160 images/s, loss=1.3213, top1-acc=61.97%, top5-acc=89.27%, remaining_time=0:00:05.774964, arrival_time=2021-04-14 21:21:15.712081, cost_time=0:00:37.759315 2021-04-14 21:21:12,146 INFO : TRAIN, epoch=0013, iter=00180/00196, fetch data time cost=2.18ms, fps=1159 images/s, loss=1.3255, top1-acc=61.84%, top5-acc=89.27%, remaining_time=0:00:03.552768, arrival_time=2021-04-14 21:21:15.699155, cost_time=0:00:39.968587 2021-04-14 21:21:14,366 INFO : TRAIN, epoch=0013, iter=00190/00196, fetch data time cost=1.30ms, fps=1154 images/s, loss=1.3232, top1-acc=61.86%, top5-acc=89.30%, remaining_time=0:00:01.332258, arrival_time=2021-04-14 21:21:15.698313, cost_time=0:00:42.188258 2021-04-14 21:21:15,548 INFO : TRAIN, epoch=0013, iter=00196/00196, fetch data time cost=1.40ms, fps=1150 images/s, loss=1.3244, top1-acc=61.86%, top5-acc=89.30%, remaining_time=0:00:00, arrival_time=2021-04-14 21:21:15.548878, cost_time=0:00:43.371069 2021-04-14 21:21:16,399 INFO : EVAL, epoch=0013, iter=00010/00040, fetch data time cost=0.38ms, fps=3019 images/s, loss=1.6731, top1-acc=52.27%, top5-acc=83.91%, remaining_time=0:00:02.543940, arrival_time=2021-04-14 21:21:18.942917, cost_time=0:00:00.847982 2021-04-14 21:21:17,099 INFO : EVAL, epoch=0013, iter=00020/00040, fetch data time cost=1.75ms, fps=3656 images/s, loss=1.6910, top1-acc=52.66%, top5-acc=83.85%, remaining_time=0:00:01.548740, arrival_time=2021-04-14 21:21:18.648468, cost_time=0:00:01.548741 2021-04-14 21:21:17,803 INFO : EVAL, epoch=0013, iter=00030/00040, fetch data time cost=1.42ms, fps=3639 images/s, loss=1.6912, top1-acc=52.72%, top5-acc=83.76%, remaining_time=0:00:00.750910, arrival_time=2021-04-14 21:21:18.554721, cost_time=0:00:02.252733 2021-04-14 21:21:18,438 INFO : EVAL, epoch=0013, iter=00040/00040, fetch data time cost=0.16ms, fps=3660 images/s, loss=1.6837, top1-acc=53.03%, top5-acc=83.91%, remaining_time=0:00:00, arrival_time=2021-04-14 21:21:18.438377, cost_time=0:00:02.887394 2021-04-14 21:21:18,779 INFO : Epoch=0013 complete, best val top1-acc=53.03%, top5-acc=83.91% (epoch=13), remaining_time=2:25:25.660108, arrival_time=2021-04-14 23:46:44.439847, cost_time=0:10:06.596691 2021-04-14 21:21:18,781 INFO : Train start, epoch=0014, lr=0.098961 2021-04-14 21:21:21,180 INFO : TRAIN, epoch=0014, iter=00010/00196, fetch data time cost=2.26ms, fps=1067 images/s, loss=1.2483, top1-acc=64.49%, top5-acc=90.47%, remaining_time=0:00:44.615262, arrival_time=2021-04-14 21:22:05.795280, cost_time=0:00:02.398667 2021-04-14 21:21:23,391 INFO : TRAIN, epoch=0014, iter=00020/00196, fetch data time cost=1.62ms, fps=1158 images/s, loss=1.2763, top1-acc=63.65%, top5-acc=89.90%, remaining_time=0:00:40.571696, arrival_time=2021-04-14 21:22:03.963424, cost_time=0:00:04.610423 2021-04-14 21:21:25,615 INFO : TRAIN, epoch=0014, iter=00030/00196, fetch data time cost=1.95ms, fps=1152 images/s, loss=1.2801, top1-acc=63.06%, top5-acc=90.21%, remaining_time=0:00:37.812642, arrival_time=2021-04-14 21:22:03.427571, cost_time=0:00:06.833618 2021-04-14 21:21:27,834 INFO : TRAIN, epoch=0014, iter=00040/00196, fetch data time cost=1.69ms, fps=1153 images/s, loss=1.2875, top1-acc=63.26%, top5-acc=89.78%, remaining_time=0:00:35.308728, arrival_time=2021-04-14 21:22:03.143566, cost_time=0:00:09.053538 2021-04-14 21:21:30,049 INFO : TRAIN, epoch=0014, iter=00050/00196, fetch data time cost=2.10ms, fps=1156 images/s, loss=1.2868, top1-acc=63.03%, top5-acc=89.91%, remaining_time=0:00:32.901830, arrival_time=2021-04-14 21:22:02.950934, cost_time=0:00:11.267751 2021-04-14 21:21:32,264 INFO : TRAIN, epoch=0014, iter=00060/00196, fetch data time cost=1.86ms, fps=1156 images/s, loss=1.2774, top1-acc=63.23%, top5-acc=90.13%, remaining_time=0:00:30.561920, arrival_time=2021-04-14 21:22:02.826516, cost_time=0:00:13.483215 2021-04-14 21:21:34,486 INFO : TRAIN, epoch=0014, iter=00070/00196, fetch data time cost=1.52ms, fps=1153 images/s, loss=1.2749, top1-acc=63.19%, top5-acc=90.21%, remaining_time=0:00:28.268730, arrival_time=2021-04-14 21:22:02.754928, cost_time=0:00:15.704821 2021-04-14 21:21:36,711 INFO : TRAIN, epoch=0014, iter=00080/00196, fetch data time cost=2.05ms, fps=1151 images/s, loss=1.2776, top1-acc=63.04%, top5-acc=90.25%, remaining_time=0:00:25.998384, arrival_time=2021-04-14 21:22:02.709768, cost_time=0:00:17.929945 2021-04-14 21:21:38,927 INFO : TRAIN, epoch=0014, iter=00090/00196, fetch data time cost=1.96ms, fps=1156 images/s, loss=1.2865, top1-acc=62.98%, top5-acc=90.02%, remaining_time=0:00:23.727782, arrival_time=2021-04-14 21:22:02.655359, cost_time=0:00:20.146233 2021-04-14 21:21:41,149 INFO : TRAIN, epoch=0014, iter=00100/00196, fetch data time cost=1.71ms, fps=1153 images/s, loss=1.2896, top1-acc=62.86%, top5-acc=89.98%, remaining_time=0:00:21.473280, arrival_time=2021-04-14 21:22:02.622650, cost_time=0:00:22.367989 2021-04-14 21:21:43,360 INFO : TRAIN, epoch=0014, iter=00110/00196, fetch data time cost=1.54ms, fps=1158 images/s, loss=1.2912, top1-acc=62.86%, top5-acc=89.94%, remaining_time=0:00:19.216528, arrival_time=2021-04-14 21:22:02.577143, cost_time=0:00:24.579293 2021-04-14 21:21:45,570 INFO : TRAIN, epoch=0014, iter=00120/00196, fetch data time cost=1.78ms, fps=1159 images/s, loss=1.2952, top1-acc=62.77%, top5-acc=89.86%, remaining_time=0:00:16.966544, arrival_time=2021-04-14 21:22:02.537132, cost_time=0:00:26.789289 2021-04-14 21:21:47,776 INFO : TRAIN, epoch=0014, iter=00130/00196, fetch data time cost=1.95ms, fps=1161 images/s, loss=1.2979, top1-acc=62.68%, top5-acc=89.80%, remaining_time=0:00:14.720574, arrival_time=2021-04-14 21:22:02.497062, cost_time=0:00:28.995098 2021-04-14 21:21:49,990 INFO : TRAIN, epoch=0014, iter=00140/00196, fetch data time cost=1.48ms, fps=1157 images/s, loss=1.2951, top1-acc=62.70%, top5-acc=89.86%, remaining_time=0:00:12.483744, arrival_time=2021-04-14 21:22:02.474522, cost_time=0:00:31.209426 2021-04-14 21:21:52,226 INFO : TRAIN, epoch=0014, iter=00150/00196, fetch data time cost=1.52ms, fps=1145 images/s, loss=1.2963, top1-acc=62.64%, top5-acc=89.83%, remaining_time=0:00:10.256620, arrival_time=2021-04-14 21:22:02.483436, cost_time=0:00:33.445483 2021-04-14 21:21:54,448 INFO : TRAIN, epoch=0014, iter=00160/00196, fetch data time cost=2.09ms, fps=1153 images/s, loss=1.2987, top1-acc=62.60%, top5-acc=89.78%, remaining_time=0:00:08.025048, arrival_time=2021-04-14 21:22:02.473327, cost_time=0:00:35.666947 2021-04-14 21:21:56,666 INFO : TRAIN, epoch=0014, iter=00170/00196, fetch data time cost=1.59ms, fps=1154 images/s, loss=1.3002, top1-acc=62.57%, top5-acc=89.73%, remaining_time=0:00:05.794178, arrival_time=2021-04-14 21:22:02.460548, cost_time=0:00:37.884946 2021-04-14 21:21:58,880 INFO : TRAIN, epoch=0014, iter=00180/00196, fetch data time cost=1.32ms, fps=1157 images/s, loss=1.3029, top1-acc=62.47%, top5-acc=89.71%, remaining_time=0:00:03.564384, arrival_time=2021-04-14 21:22:02.444943, cost_time=0:00:40.099239 2021-04-14 21:22:01,097 INFO : TRAIN, epoch=0014, iter=00190/00196, fetch data time cost=1.54ms, fps=1155 images/s, loss=1.3039, top1-acc=62.53%, top5-acc=89.67%, remaining_time=0:00:01.336296, arrival_time=2021-04-14 21:22:02.433584, cost_time=0:00:42.315982 2021-04-14 21:22:02,284 INFO : TRAIN, epoch=0014, iter=00196/00196, fetch data time cost=1.97ms, fps=1147 images/s, loss=1.3064, top1-acc=62.52%, top5-acc=89.64%, remaining_time=0:00:00, arrival_time=2021-04-14 21:22:02.284042, cost_time=0:00:43.502727 2021-04-14 21:22:03,136 INFO : EVAL, epoch=0014, iter=00010/00040, fetch data time cost=1.49ms, fps=3009 images/s, loss=1.8134, top1-acc=48.63%, top5-acc=81.87%, remaining_time=0:00:02.552520, arrival_time=2021-04-14 21:22:05.689445, cost_time=0:00:00.850844 2021-04-14 21:22:03,834 INFO : EVAL, epoch=0014, iter=00020/00040, fetch data time cost=1.57ms, fps=3670 images/s, loss=1.8023, top1-acc=49.73%, top5-acc=81.60%, remaining_time=0:00:01.548800, arrival_time=2021-04-14 21:22:05.383680, cost_time=0:00:01.548803 2021-04-14 21:22:04,529 INFO : EVAL, epoch=0014, iter=00030/00040, fetch data time cost=1.64ms, fps=3687 images/s, loss=1.8142, top1-acc=50.16%, top5-acc=81.48%, remaining_time=0:00:00.747840, arrival_time=2021-04-14 21:22:05.277500, cost_time=0:00:02.243519 2021-04-14 21:22:05,177 INFO : EVAL, epoch=0014, iter=00040/00040, fetch data time cost=0.13ms, fps=3583 images/s, loss=1.8216, top1-acc=50.24%, top5-acc=81.54%, remaining_time=0:00:00, arrival_time=2021-04-14 21:22:05.177665, cost_time=0:00:02.891545 2021-04-14 21:22:05,360 INFO : Epoch=0014 complete, best val top1-acc=53.03%, top5-acc=83.91% (epoch=13), remaining_time=2:24:37.922070, arrival_time=2021-04-14 23:46:43.282035, cost_time=0:10:53.176927 2021-04-14 21:22:05,361 INFO : Train start, epoch=0015, lr=0.098796 2021-04-14 21:22:07,771 INFO : TRAIN, epoch=0015, iter=00010/00196, fetch data time cost=1.75ms, fps=1062 images/s, loss=1.2801, top1-acc=63.59%, top5-acc=90.08%, remaining_time=0:00:44.828046, arrival_time=2021-04-14 21:22:52.599644, cost_time=0:00:02.410107 2021-04-14 21:22:09,992 INFO : TRAIN, epoch=0015, iter=00020/00196, fetch data time cost=2.14ms, fps=1153 images/s, loss=1.2415, top1-acc=64.55%, top5-acc=90.64%, remaining_time=0:00:40.749984, arrival_time=2021-04-14 21:22:50.742323, cost_time=0:00:04.630676 2021-04-14 21:22:12,202 INFO : TRAIN, epoch=0015, iter=00030/00196, fetch data time cost=1.48ms, fps=1159 images/s, loss=1.2138, top1-acc=65.39%, top5-acc=90.96%, remaining_time=0:00:37.853976, arrival_time=2021-04-14 21:22:50.056519, cost_time=0:00:06.841070 2021-04-14 21:22:14,411 INFO : TRAIN, epoch=0015, iter=00040/00196, fetch data time cost=1.56ms, fps=1159 images/s, loss=1.2146, top1-acc=65.32%, top5-acc=90.88%, remaining_time=0:00:35.293752, arrival_time=2021-04-14 21:22:49.704901, cost_time=0:00:09.049668 2021-04-14 21:22:16,618 INFO : TRAIN, epoch=0015, iter=00050/00196, fetch data time cost=1.55ms, fps=1160 images/s, loss=1.2233, top1-acc=64.96%, top5-acc=90.68%, remaining_time=0:00:32.869418, arrival_time=2021-04-14 21:22:49.487650, cost_time=0:00:11.256659 2021-04-14 21:22:18,846 INFO : TRAIN, epoch=0015, iter=00060/00196, fetch data time cost=2.50ms, fps=1149 images/s, loss=1.2194, top1-acc=64.81%, top5-acc=90.79%, remaining_time=0:00:30.565592, arrival_time=2021-04-14 21:22:49.411831, cost_time=0:00:13.484830 2021-04-14 21:22:21,078 INFO : TRAIN, epoch=0015, iter=00070/00196, fetch data time cost=1.46ms, fps=1147 images/s, loss=1.2259, top1-acc=64.67%, top5-acc=90.70%, remaining_time=0:00:28.289646, arrival_time=2021-04-14 21:22:49.367570, cost_time=0:00:15.716453 2021-04-14 21:22:23,288 INFO : TRAIN, epoch=0015, iter=00080/00196, fetch data time cost=1.34ms, fps=1159 images/s, loss=1.2312, top1-acc=64.52%, top5-acc=90.63%, remaining_time=0:00:25.993628, arrival_time=2021-04-14 21:22:49.281725, cost_time=0:00:17.926613 2021-04-14 21:22:25,499 INFO : TRAIN, epoch=0015, iter=00090/00196, fetch data time cost=1.94ms, fps=1158 images/s, loss=1.2412, top1-acc=64.25%, top5-acc=90.49%, remaining_time=0:00:23.718348, arrival_time=2021-04-14 21:22:49.218105, cost_time=0:00:20.138199 2021-04-14 21:22:27,715 INFO : TRAIN, epoch=0015, iter=00100/00196, fetch data time cost=1.43ms, fps=1156 images/s, loss=1.2455, top1-acc=64.20%, top5-acc=90.37%, remaining_time=0:00:21.459744, arrival_time=2021-04-14 21:22:49.175138, cost_time=0:00:22.353855 2021-04-14 21:22:29,925 INFO : TRAIN, epoch=0015, iter=00110/00196, fetch data time cost=1.42ms, fps=1159 images/s, loss=1.2514, top1-acc=63.95%, top5-acc=90.38%, remaining_time=0:00:19.204660, arrival_time=2021-04-14 21:22:49.130208, cost_time=0:00:24.564069 2021-04-14 21:22:32,135 INFO : TRAIN, epoch=0015, iter=00120/00196, fetch data time cost=1.44ms, fps=1159 images/s, loss=1.2544, top1-acc=63.87%, top5-acc=90.31%, remaining_time=0:00:16.957044, arrival_time=2021-04-14 21:22:49.092756, cost_time=0:00:26.774238 2021-04-14 21:22:34,343 INFO : TRAIN, epoch=0015, iter=00130/00196, fetch data time cost=2.07ms, fps=1160 images/s, loss=1.2578, top1-acc=63.72%, top5-acc=90.27%, remaining_time=0:00:14.713842, arrival_time=2021-04-14 21:22:49.057159, cost_time=0:00:28.981837 2021-04-14 21:22:36,554 INFO : TRAIN, epoch=0015, iter=00140/00196, fetch data time cost=1.51ms, fps=1158 images/s, loss=1.2604, top1-acc=63.67%, top5-acc=90.22%, remaining_time=0:00:12.477024, arrival_time=2021-04-14 21:22:49.031003, cost_time=0:00:31.192522 2021-04-14 21:22:38,777 INFO : TRAIN, epoch=0015, iter=00150/00196, fetch data time cost=1.40ms, fps=1152 images/s, loss=1.2630, top1-acc=63.53%, top5-acc=90.14%, remaining_time=0:00:10.247466, arrival_time=2021-04-14 21:22:49.024636, cost_time=0:00:33.415688 2021-04-14 21:22:40,990 INFO : TRAIN, epoch=0015, iter=00160/00196, fetch data time cost=1.63ms, fps=1157 images/s, loss=1.2674, top1-acc=63.36%, top5-acc=90.10%, remaining_time=0:00:08.016588, arrival_time=2021-04-14 21:22:49.007296, cost_time=0:00:35.629229 2021-04-14 21:22:43,198 INFO : TRAIN, epoch=0015, iter=00170/00196, fetch data time cost=1.60ms, fps=1160 images/s, loss=1.2712, top1-acc=63.28%, top5-acc=90.04%, remaining_time=0:00:05.786794, arrival_time=2021-04-14 21:22:48.984972, cost_time=0:00:37.836698 2021-04-14 21:22:45,424 INFO : TRAIN, epoch=0015, iter=00180/00196, fetch data time cost=3.03ms, fps=1150 images/s, loss=1.2758, top1-acc=63.13%, top5-acc=90.01%, remaining_time=0:00:03.561152, arrival_time=2021-04-14 21:22:48.985768, cost_time=0:00:40.063030 2021-04-14 21:22:47,646 INFO : TRAIN, epoch=0015, iter=00190/00196, fetch data time cost=1.81ms, fps=1153 images/s, loss=1.2757, top1-acc=63.14%, top5-acc=90.00%, remaining_time=0:00:01.335300, arrival_time=2021-04-14 21:22:48.981270, cost_time=0:00:42.284487 2021-04-14 21:22:48,863 INFO : TRAIN, epoch=0015, iter=00196/00196, fetch data time cost=1.83ms, fps=1118 images/s, loss=1.2781, top1-acc=63.08%, top5-acc=89.97%, remaining_time=0:00:00, arrival_time=2021-04-14 21:22:48.863593, cost_time=0:00:43.502040 2021-04-14 21:22:49,705 INFO : EVAL, epoch=0015, iter=00010/00040, fetch data time cost=2.98ms, fps=3054 images/s, loss=1.9204, top1-acc=47.30%, top5-acc=79.61%, remaining_time=0:00:02.514690, arrival_time=2021-04-14 21:22:52.219789, cost_time=0:00:00.838231 2021-04-14 21:22:50,402 INFO : EVAL, epoch=0015, iter=00020/00040, fetch data time cost=1.82ms, fps=3674 images/s, loss=1.9085, top1-acc=48.85%, top5-acc=79.86%, remaining_time=0:00:01.535380, arrival_time=2021-04-14 21:22:51.937783, cost_time=0:00:01.535383 2021-04-14 21:22:51,099 INFO : EVAL, epoch=0015, iter=00030/00040, fetch data time cost=1.45ms, fps=3679 images/s, loss=1.9081, top1-acc=48.68%, top5-acc=79.95%, remaining_time=0:00:00.743970, arrival_time=2021-04-14 21:22:51.842883, cost_time=0:00:02.231920 2021-04-14 21:22:51,744 INFO : EVAL, epoch=0015, iter=00040/00040, fetch data time cost=0.11ms, fps=3599 images/s, loss=1.9057, top1-acc=48.74%, top5-acc=79.99%, remaining_time=0:00:00, arrival_time=2021-04-14 21:22:51.744080, cost_time=0:00:02.877174 2021-04-14 21:22:52,032 INFO : Epoch=0015 complete, best val top1-acc=53.03%, top5-acc=83.91% (epoch=13), remaining_time=2:23:51.476180, arrival_time=2021-04-14 23:46:43.508617, cost_time=0:11:39.849414 2021-04-14 21:22:52,033 INFO : Train start, epoch=0016, lr=0.098618 2021-04-14 21:22:54,468 INFO : TRAIN, epoch=0016, iter=00010/00196, fetch data time cost=1.77ms, fps=1052 images/s, loss=1.2099, top1-acc=65.35%, top5-acc=90.90%, remaining_time=0:00:45.278352, arrival_time=2021-04-14 21:23:39.746533, cost_time=0:00:02.434317 2021-04-14 21:22:56,688 INFO : TRAIN, epoch=0016, iter=00020/00196, fetch data time cost=1.86ms, fps=1154 images/s, loss=1.2059, top1-acc=64.94%, top5-acc=90.74%, remaining_time=0:00:40.957136, arrival_time=2021-04-14 21:23:37.645219, cost_time=0:00:04.654224 2021-04-14 21:22:58,900 INFO : TRAIN, epoch=0016, iter=00030/00196, fetch data time cost=1.40ms, fps=1158 images/s, loss=1.2199, top1-acc=64.93%, top5-acc=90.69%, remaining_time=0:00:37.994412, arrival_time=2021-04-14 21:23:36.894721, cost_time=0:00:06.866455 2021-04-14 21:23:01,114 INFO : TRAIN, epoch=0016, iter=00040/00196, fetch data time cost=1.50ms, fps=1157 images/s, loss=1.2062, top1-acc=65.00%, top5-acc=90.95%, remaining_time=0:00:35.414340, arrival_time=2021-04-14 21:23:36.528801, cost_time=0:00:09.080604 2021-04-14 21:23:03,332 INFO : TRAIN, epoch=0016, iter=00050/00196, fetch data time cost=1.69ms, fps=1154 images/s, loss=1.2024, top1-acc=65.10%, top5-acc=90.96%, remaining_time=0:00:32.992204, arrival_time=2021-04-14 21:23:36.324816, cost_time=0:00:11.298698 2021-04-14 21:23:05,540 INFO : TRAIN, epoch=0016, iter=00060/00196, fetch data time cost=1.42ms, fps=1160 images/s, loss=1.2141, top1-acc=64.69%, top5-acc=90.92%, remaining_time=0:00:30.614416, arrival_time=2021-04-14 21:23:36.154632, cost_time=0:00:13.506360 2021-04-14 21:23:07,765 INFO : TRAIN, epoch=0016, iter=00070/00196, fetch data time cost=1.91ms, fps=1151 images/s, loss=1.2183, top1-acc=64.54%, top5-acc=90.94%, remaining_time=0:00:28.316106, arrival_time=2021-04-14 21:23:36.081139, cost_time=0:00:15.731164 2021-04-14 21:23:09,978 INFO : TRAIN, epoch=0016, iter=00080/00196, fetch data time cost=1.88ms, fps=1157 images/s, loss=1.2242, top1-acc=64.34%, top5-acc=90.92%, remaining_time=0:00:26.019960, arrival_time=2021-04-14 21:23:35.998524, cost_time=0:00:17.944780 2021-04-14 21:23:12,202 INFO : TRAIN, epoch=0016, iter=00090/00196, fetch data time cost=1.66ms, fps=1152 images/s, loss=1.2295, top1-acc=64.28%, top5-acc=90.79%, remaining_time=0:00:23.753858, arrival_time=2021-04-14 21:23:35.956115, cost_time=0:00:20.168328 2021-04-14 21:23:14,440 INFO : TRAIN, epoch=0016, iter=00100/00196, fetch data time cost=2.52ms, fps=1144 images/s, loss=1.2302, top1-acc=64.24%, top5-acc=90.84%, remaining_time=0:00:21.510048, arrival_time=2021-04-14 21:23:35.950176, cost_time=0:00:22.406271 2021-04-14 21:23:16,664 INFO : TRAIN, epoch=0016, iter=00110/00196, fetch data time cost=1.34ms, fps=1151 images/s, loss=1.2336, top1-acc=64.10%, top5-acc=90.82%, remaining_time=0:00:19.256432, arrival_time=2021-04-14 21:23:35.920579, cost_time=0:00:24.630282 2021-04-14 21:23:18,881 INFO : TRAIN, epoch=0016, iter=00120/00196, fetch data time cost=1.75ms, fps=1155 images/s, loss=1.2381, top1-acc=64.01%, top5-acc=90.74%, remaining_time=0:00:17.003328, arrival_time=2021-04-14 21:23:35.884519, cost_time=0:00:26.847301 2021-04-14 21:23:21,100 INFO : TRAIN, epoch=0016, iter=00130/00196, fetch data time cost=2.20ms, fps=1154 images/s, loss=1.2403, top1-acc=64.00%, top5-acc=90.64%, remaining_time=0:00:14.756808, arrival_time=2021-04-14 21:23:35.857086, cost_time=0:00:29.066411 2021-04-14 21:23:23,304 INFO : TRAIN, epoch=0016, iter=00140/00196, fetch data time cost=1.35ms, fps=1162 images/s, loss=1.2412, top1-acc=63.99%, top5-acc=90.54%, remaining_time=0:00:12.508160, arrival_time=2021-04-14 21:23:35.812437, cost_time=0:00:31.270360 2021-04-14 21:23:25,514 INFO : TRAIN, epoch=0016, iter=00150/00196, fetch data time cost=1.42ms, fps=1159 images/s, loss=1.2429, top1-acc=63.94%, top5-acc=90.52%, remaining_time=0:00:10.267384, arrival_time=2021-04-14 21:23:35.781777, cost_time=0:00:33.480618 2021-04-14 21:23:27,732 INFO : TRAIN, epoch=0016, iter=00160/00196, fetch data time cost=1.83ms, fps=1155 images/s, loss=1.2448, top1-acc=63.86%, top5-acc=90.53%, remaining_time=0:00:08.032068, arrival_time=2021-04-14 21:23:35.764015, cost_time=0:00:35.698083 2021-04-14 21:23:29,943 INFO : TRAIN, epoch=0016, iter=00170/00196, fetch data time cost=2.01ms, fps=1158 images/s, loss=1.2470, top1-acc=63.82%, top5-acc=90.47%, remaining_time=0:00:05.797974, arrival_time=2021-04-14 21:23:35.741771, cost_time=0:00:37.909795 2021-04-14 21:23:32,160 INFO : TRAIN, epoch=0016, iter=00180/00196, fetch data time cost=1.53ms, fps=1155 images/s, loss=1.2489, top1-acc=63.80%, top5-acc=90.44%, remaining_time=0:00:03.566784, arrival_time=2021-04-14 21:23:35.726900, cost_time=0:00:40.126344 2021-04-14 21:23:34,371 INFO : TRAIN, epoch=0016, iter=00190/00196, fetch data time cost=1.29ms, fps=1158 images/s, loss=1.2507, top1-acc=63.76%, top5-acc=90.39%, remaining_time=0:00:01.336974, arrival_time=2021-04-14 21:23:35.708351, cost_time=0:00:42.337478 2021-04-14 21:23:35,553 INFO : TRAIN, epoch=0016, iter=00196/00196, fetch data time cost=1.38ms, fps=1151 images/s, loss=1.2531, top1-acc=63.72%, top5-acc=90.35%, remaining_time=0:00:00, arrival_time=2021-04-14 21:23:35.553342, cost_time=0:00:43.519571 2021-04-14 21:23:36,426 INFO : EVAL, epoch=0016, iter=00010/00040, fetch data time cost=0.21ms, fps=2939 images/s, loss=1.6064, top1-acc=54.49%, top5-acc=85.04%, remaining_time=0:00:02.613480, arrival_time=2021-04-14 21:23:39.040002, cost_time=0:00:00.871165 2021-04-14 21:23:37,120 INFO : EVAL, epoch=0016, iter=00020/00040, fetch data time cost=2.06ms, fps=3692 images/s, loss=1.6609, top1-acc=53.87%, top5-acc=83.65%, remaining_time=0:00:01.564940, arrival_time=2021-04-14 21:23:38.685337, cost_time=0:00:01.564938 2021-04-14 21:23:37,821 INFO : EVAL, epoch=0016, iter=00030/00040, fetch data time cost=2.08ms, fps=3654 images/s, loss=1.6584, top1-acc=53.97%, top5-acc=83.75%, remaining_time=0:00:00.755400, arrival_time=2021-04-14 21:23:38.576947, cost_time=0:00:02.266185 2021-04-14 21:23:38,465 INFO : EVAL, epoch=0016, iter=00040/00040, fetch data time cost=0.13ms, fps=3606 images/s, loss=1.6639, top1-acc=53.94%, top5-acc=83.53%, remaining_time=0:00:00, arrival_time=2021-04-14 21:23:38.465514, cost_time=0:00:02.910082 2021-04-14 21:23:38,875 INFO : Epoch=0016 complete, best val top1-acc=53.94%, top5-acc=83.53% (epoch=16), remaining_time=2:23:06.958368, arrival_time=2021-04-14 23:46:45.833468, cost_time=0:12:26.692038 2021-04-14 21:23:38,877 INFO : Train start, epoch=0017, lr=0.098429 2021-04-14 21:23:41,311 INFO : TRAIN, epoch=0017, iter=00010/00196, fetch data time cost=2.04ms, fps=1052 images/s, loss=1.1736, top1-acc=65.70%, top5-acc=92.62%, remaining_time=0:00:45.270726, arrival_time=2021-04-14 21:24:26.582320, cost_time=0:00:02.433914 2021-04-14 21:23:43,530 INFO : TRAIN, epoch=0017, iter=00020/00196, fetch data time cost=1.78ms, fps=1154 images/s, loss=1.1879, top1-acc=65.27%, top5-acc=91.84%, remaining_time=0:00:40.942528, arrival_time=2021-04-14 21:24:24.472839, cost_time=0:00:04.652556 2021-04-14 21:23:45,740 INFO : TRAIN, epoch=0017, iter=00030/00196, fetch data time cost=1.45ms, fps=1159 images/s, loss=1.1866, top1-acc=64.95%, top5-acc=91.86%, remaining_time=0:00:37.973164, arrival_time=2021-04-14 21:24:23.713464, cost_time=0:00:06.862615 2021-04-14 21:23:47,950 INFO : TRAIN, epoch=0017, iter=00040/00196, fetch data time cost=1.95ms, fps=1159 images/s, loss=1.2007, top1-acc=64.65%, top5-acc=91.77%, remaining_time=0:00:35.383764, arrival_time=2021-04-14 21:24:23.334320, cost_time=0:00:09.072765 2021-04-14 21:23:50,170 INFO : TRAIN, epoch=0017, iter=00050/00196, fetch data time cost=2.35ms, fps=1154 images/s, loss=1.2033, top1-acc=64.73%, top5-acc=91.70%, remaining_time=0:00:32.975706, arrival_time=2021-04-14 21:24:23.146415, cost_time=0:00:11.293040 2021-04-14 21:23:52,374 INFO : TRAIN, epoch=0017, iter=00060/00196, fetch data time cost=1.47ms, fps=1162 images/s, loss=1.1995, top1-acc=64.68%, top5-acc=91.62%, remaining_time=0:00:30.591976, arrival_time=2021-04-14 21:24:22.966037, cost_time=0:00:13.496452 2021-04-14 21:23:54,586 INFO : TRAIN, epoch=0017, iter=00070/00196, fetch data time cost=1.85ms, fps=1157 images/s, loss=1.2050, top1-acc=64.56%, top5-acc=91.48%, remaining_time=0:00:28.275534, arrival_time=2021-04-14 21:24:22.861844, cost_time=0:00:15.708639 2021-04-14 21:23:56,805 INFO : TRAIN, epoch=0017, iter=00080/00196, fetch data time cost=2.02ms, fps=1154 images/s, loss=1.2080, top1-acc=64.57%, top5-acc=91.50%, remaining_time=0:00:25.994672, arrival_time=2021-04-14 21:24:22.799767, cost_time=0:00:17.927390 2021-04-14 21:23:59,012 INFO : TRAIN, epoch=0017, iter=00090/00196, fetch data time cost=1.87ms, fps=1160 images/s, loss=1.2140, top1-acc=64.42%, top5-acc=91.36%, remaining_time=0:00:23.713684, arrival_time=2021-04-14 21:24:22.725731, cost_time=0:00:20.134290 2021-04-14 21:24:01,230 INFO : TRAIN, epoch=0017, iter=00100/00196, fetch data time cost=2.41ms, fps=1157 images/s, loss=1.2202, top1-acc=64.39%, top5-acc=91.20%, remaining_time=0:00:21.458112, arrival_time=2021-04-14 21:24:22.688075, cost_time=0:00:22.352229 2021-04-14 21:24:03,437 INFO : TRAIN, epoch=0017, iter=00110/00196, fetch data time cost=1.51ms, fps=1160 images/s, loss=1.2270, top1-acc=64.17%, top5-acc=91.12%, remaining_time=0:00:19.201306, arrival_time=2021-04-14 21:24:22.638870, cost_time=0:00:24.559774 2021-04-14 21:24:05,660 INFO : TRAIN, epoch=0017, iter=00120/00196, fetch data time cost=3.00ms, fps=1152 images/s, loss=1.2347, top1-acc=64.00%, top5-acc=90.87%, remaining_time=0:00:16.962060, arrival_time=2021-04-14 21:24:22.621977, cost_time=0:00:26.782165 2021-04-14 21:24:07,875 INFO : TRAIN, epoch=0017, iter=00130/00196, fetch data time cost=1.91ms, fps=1156 images/s, loss=1.2376, top1-acc=63.95%, top5-acc=90.80%, remaining_time=0:00:14.721894, arrival_time=2021-04-14 21:24:22.597187, cost_time=0:00:28.997692 2021-04-14 21:24:10,088 INFO : TRAIN, epoch=0017, iter=00140/00196, fetch data time cost=2.99ms, fps=1157 images/s, loss=1.2431, top1-acc=63.87%, top5-acc=90.71%, remaining_time=0:00:12.484472, arrival_time=2021-04-14 21:24:22.573304, cost_time=0:00:31.211163 2021-04-14 21:24:12,292 INFO : TRAIN, epoch=0017, iter=00150/00196, fetch data time cost=1.35ms, fps=1162 images/s, loss=1.2427, top1-acc=63.82%, top5-acc=90.71%, remaining_time=0:00:10.247190, arrival_time=2021-04-14 21:24:22.539651, cost_time=0:00:33.414794 2021-04-14 21:24:14,494 INFO : TRAIN, epoch=0017, iter=00160/00196, fetch data time cost=1.74ms, fps=1163 images/s, loss=1.2456, top1-acc=63.74%, top5-acc=90.64%, remaining_time=0:00:08.013744, arrival_time=2021-04-14 21:24:22.508213, cost_time=0:00:35.616667 2021-04-14 21:24:16,713 INFO : TRAIN, epoch=0017, iter=00170/00196, fetch data time cost=1.53ms, fps=1154 images/s, loss=1.2462, top1-acc=63.70%, top5-acc=90.61%, remaining_time=0:00:05.786560, arrival_time=2021-04-14 21:24:22.499698, cost_time=0:00:37.835226 2021-04-14 21:24:18,929 INFO : TRAIN, epoch=0017, iter=00180/00196, fetch data time cost=1.34ms, fps=1156 images/s, loss=1.2474, top1-acc=63.66%, top5-acc=90.55%, remaining_time=0:00:03.560160, arrival_time=2021-04-14 21:24:22.489704, cost_time=0:00:40.051868 2021-04-14 21:24:21,142 INFO : TRAIN, epoch=0017, iter=00190/00196, fetch data time cost=1.65ms, fps=1157 images/s, loss=1.2484, top1-acc=63.68%, top5-acc=90.58%, remaining_time=0:00:01.334664, arrival_time=2021-04-14 21:24:22.476721, cost_time=0:00:42.264381 2021-04-14 21:24:22,327 INFO : TRAIN, epoch=0017, iter=00196/00196, fetch data time cost=1.60ms, fps=1148 images/s, loss=1.2499, top1-acc=63.66%, top5-acc=90.55%, remaining_time=0:00:00, arrival_time=2021-04-14 21:24:22.327281, cost_time=0:00:43.449604 2021-04-14 21:24:23,183 INFO : EVAL, epoch=0017, iter=00010/00040, fetch data time cost=1.33ms, fps=2997 images/s, loss=1.8743, top1-acc=50.66%, top5-acc=80.12%, remaining_time=0:00:02.562180, arrival_time=2021-04-14 21:24:25.745574, cost_time=0:00:00.854065 2021-04-14 21:24:23,874 INFO : EVAL, epoch=0017, iter=00020/00040, fetch data time cost=1.36ms, fps=3705 images/s, loss=1.8778, top1-acc=50.72%, top5-acc=80.06%, remaining_time=0:00:01.545460, arrival_time=2021-04-14 21:24:25.420250, cost_time=0:00:01.545462 2021-04-14 21:24:24,570 INFO : EVAL, epoch=0017, iter=00030/00040, fetch data time cost=1.40ms, fps=3681 images/s, loss=1.8659, top1-acc=50.92%, top5-acc=80.23%, remaining_time=0:00:00.747120, arrival_time=2021-04-14 21:24:25.317882, cost_time=0:00:02.241353 2021-04-14 21:24:25,202 INFO : EVAL, epoch=0017, iter=00040/00040, fetch data time cost=0.08ms, fps=3674 images/s, loss=1.8778, top1-acc=50.88%, top5-acc=80.22%, remaining_time=0:00:00, arrival_time=2021-04-14 21:24:25.202733, cost_time=0:00:02.873427 2021-04-14 21:24:25,392 INFO : Epoch=0017 complete, best val top1-acc=53.94%, top5-acc=83.53% (epoch=16), remaining_time=2:22:18.667272, arrival_time=2021-04-14 23:46:44.059835, cost_time=0:13:13.209520 2021-04-14 21:24:25,393 INFO : Train start, epoch=0018, lr=0.098228 2021-04-14 21:24:27,799 INFO : TRAIN, epoch=0018, iter=00010/00196, fetch data time cost=1.75ms, fps=1064 images/s, loss=1.1923, top1-acc=65.12%, top5-acc=91.60%, remaining_time=0:00:44.746764, arrival_time=2021-04-14 21:25:12.546617, cost_time=0:00:02.405740 2021-04-14 21:24:30,012 INFO : TRAIN, epoch=0018, iter=00020/00196, fetch data time cost=1.90ms, fps=1157 images/s, loss=1.1893, top1-acc=65.47%, top5-acc=91.41%, remaining_time=0:00:40.640688, arrival_time=2021-04-14 21:25:10.653051, cost_time=0:00:04.618263 2021-04-14 21:24:32,230 INFO : TRAIN, epoch=0018, iter=00030/00196, fetch data time cost=2.14ms, fps=1154 images/s, loss=1.1742, top1-acc=65.82%, top5-acc=91.42%, remaining_time=0:00:37.827582, arrival_time=2021-04-14 21:25:10.058081, cost_time=0:00:06.836309 2021-04-14 21:24:34,441 INFO : TRAIN, epoch=0018, iter=00040/00196, fetch data time cost=1.45ms, fps=1158 images/s, loss=1.1777, top1-acc=65.71%, top5-acc=91.29%, remaining_time=0:00:35.285016, arrival_time=2021-04-14 21:25:09.726587, cost_time=0:00:09.047453 2021-04-14 21:24:36,673 INFO : TRAIN, epoch=0018, iter=00050/00196, fetch data time cost=2.30ms, fps=1147 images/s, loss=1.1759, top1-acc=65.84%, top5-acc=91.38%, remaining_time=0:00:32.934680, arrival_time=2021-04-14 21:25:09.607795, cost_time=0:00:11.278989 2021-04-14 21:24:38,885 INFO : TRAIN, epoch=0018, iter=00060/00196, fetch data time cost=2.11ms, fps=1158 images/s, loss=1.1779, top1-acc=65.70%, top5-acc=91.32%, remaining_time=0:00:30.579328, arrival_time=2021-04-14 21:25:09.464416, cost_time=0:00:13.490863 2021-04-14 21:24:41,099 INFO : TRAIN, epoch=0018, iter=00070/00196, fetch data time cost=2.09ms, fps=1156 images/s, loss=1.1813, top1-acc=65.65%, top5-acc=91.35%, remaining_time=0:00:28.269612, arrival_time=2021-04-14 21:25:09.369073, cost_time=0:00:15.705347 2021-04-14 21:24:43,309 INFO : TRAIN, epoch=0018, iter=00080/00196, fetch data time cost=1.94ms, fps=1159 images/s, loss=1.1871, top1-acc=65.54%, top5-acc=91.16%, remaining_time=0:00:25.976808, arrival_time=2021-04-14 21:25:09.285963, cost_time=0:00:17.915048 2021-04-14 21:24:45,510 INFO : TRAIN, epoch=0018, iter=00090/00196, fetch data time cost=1.62ms, fps=1163 images/s, loss=1.1911, top1-acc=65.46%, top5-acc=91.09%, remaining_time=0:00:23.692696, arrival_time=2021-04-14 21:25:09.203286, cost_time=0:00:20.116472 2021-04-14 21:24:47,746 INFO : TRAIN, epoch=0018, iter=00100/00196, fetch data time cost=3.20ms, fps=1145 images/s, loss=1.2000, top1-acc=65.21%, top5-acc=90.94%, remaining_time=0:00:21.458400, arrival_time=2021-04-14 21:25:09.205051, cost_time=0:00:22.352510 2021-04-14 21:24:49,963 INFO : TRAIN, epoch=0018, iter=00110/00196, fetch data time cost=2.25ms, fps=1155 images/s, loss=1.2063, top1-acc=65.01%, top5-acc=90.85%, remaining_time=0:00:19.208874, arrival_time=2021-04-14 21:25:09.172471, cost_time=0:00:24.569480 2021-04-14 21:24:52,180 INFO : TRAIN, epoch=0018, iter=00120/00196, fetch data time cost=2.02ms, fps=1155 images/s, loss=1.2107, top1-acc=64.81%, top5-acc=90.82%, remaining_time=0:00:16.964492, arrival_time=2021-04-14 21:25:09.144703, cost_time=0:00:26.786035 2021-04-14 21:24:54,397 INFO : TRAIN, epoch=0018, iter=00130/00196, fetch data time cost=2.13ms, fps=1155 images/s, loss=1.2134, top1-acc=64.75%, top5-acc=90.80%, remaining_time=0:00:14.724798, arrival_time=2021-04-14 21:25:09.122370, cost_time=0:00:29.003405 2021-04-14 21:24:56,611 INFO : TRAIN, epoch=0018, iter=00140/00196, fetch data time cost=1.61ms, fps=1157 images/s, loss=1.2183, top1-acc=64.59%, top5-acc=90.74%, remaining_time=0:00:12.486992, arrival_time=2021-04-14 21:25:09.098667, cost_time=0:00:31.217545 2021-04-14 21:24:58,833 INFO : TRAIN, epoch=0018, iter=00150/00196, fetch data time cost=1.87ms, fps=1153 images/s, loss=1.2223, top1-acc=64.48%, top5-acc=90.67%, remaining_time=0:00:10.254642, arrival_time=2021-04-14 21:25:09.087943, cost_time=0:00:33.439089 2021-04-14 21:25:01,047 INFO : TRAIN, epoch=0018, iter=00160/00196, fetch data time cost=1.43ms, fps=1156 images/s, loss=1.2269, top1-acc=64.35%, top5-acc=90.63%, remaining_time=0:00:08.022024, arrival_time=2021-04-14 21:25:09.069648, cost_time=0:00:35.653508 2021-04-14 21:25:03,272 INFO : TRAIN, epoch=0018, iter=00170/00196, fetch data time cost=1.49ms, fps=1151 images/s, loss=1.2270, top1-acc=64.35%, top5-acc=90.60%, remaining_time=0:00:05.793138, arrival_time=2021-04-14 21:25:09.065500, cost_time=0:00:37.878243 2021-04-14 21:25:05,481 INFO : TRAIN, epoch=0018, iter=00180/00196, fetch data time cost=1.83ms, fps=1159 images/s, loss=1.2295, top1-acc=64.28%, top5-acc=90.54%, remaining_time=0:00:03.563328, arrival_time=2021-04-14 21:25:09.044897, cost_time=0:00:40.087462 2021-04-14 21:25:07,689 INFO : TRAIN, epoch=0018, iter=00190/00196, fetch data time cost=1.23ms, fps=1160 images/s, loss=1.2305, top1-acc=64.29%, top5-acc=90.52%, remaining_time=0:00:01.335648, arrival_time=2021-04-14 21:25:09.025175, cost_time=0:00:42.295474 2021-04-14 21:25:08,878 INFO : TRAIN, epoch=0018, iter=00196/00196, fetch data time cost=1.26ms, fps=1144 images/s, loss=1.2320, top1-acc=64.31%, top5-acc=90.51%, remaining_time=0:00:00, arrival_time=2021-04-14 21:25:08.878472, cost_time=0:00:43.484356 2021-04-14 21:25:09,702 INFO : EVAL, epoch=0018, iter=00010/00040, fetch data time cost=1.89ms, fps=3114 images/s, loss=1.8035, top1-acc=52.03%, top5-acc=81.17%, remaining_time=0:00:02.466480, arrival_time=2021-04-14 21:25:12.169163, cost_time=0:00:00.822157 2021-04-14 21:25:10,406 INFO : EVAL, epoch=0018, iter=00020/00040, fetch data time cost=1.95ms, fps=3639 images/s, loss=1.8018, top1-acc=51.60%, top5-acc=81.04%, remaining_time=0:00:01.526060, arrival_time=2021-04-14 21:25:11.932715, cost_time=0:00:01.526060 2021-04-14 21:25:11,103 INFO : EVAL, epoch=0018, iter=00030/00040, fetch data time cost=1.62ms, fps=3675 images/s, loss=1.7995, top1-acc=51.97%, top5-acc=80.89%, remaining_time=0:00:00.741060, arrival_time=2021-04-14 21:25:11.844832, cost_time=0:00:02.223183 2021-04-14 21:25:11,739 INFO : EVAL, epoch=0018, iter=00040/00040, fetch data time cost=0.08ms, fps=3654 images/s, loss=1.7925, top1-acc=51.83%, top5-acc=81.18%, remaining_time=0:00:00, arrival_time=2021-04-14 21:25:11.739175, cost_time=0:00:02.858674 2021-04-14 21:25:11,932 INFO : Epoch=0018 complete, best val top1-acc=53.94%, top5-acc=83.53% (epoch=16), remaining_time=2:21:30.804504, arrival_time=2021-04-14 23:46:42.737438, cost_time=0:13:59.749900 2021-04-14 21:25:11,934 INFO : Train start, epoch=0019, lr=0.098015 2021-04-14 21:25:14,311 INFO : TRAIN, epoch=0019, iter=00010/00196, fetch data time cost=1.80ms, fps=1077 images/s, loss=1.1958, top1-acc=65.35%, top5-acc=91.05%, remaining_time=0:00:44.212386, arrival_time=2021-04-14 21:25:58.523905, cost_time=0:00:02.377006 2021-04-14 21:25:16,520 INFO : TRAIN, epoch=0019, iter=00020/00196, fetch data time cost=1.62ms, fps=1159 images/s, loss=1.1922, top1-acc=65.31%, top5-acc=91.23%, remaining_time=0:00:40.353456, arrival_time=2021-04-14 21:25:56.873552, cost_time=0:00:04.585620 2021-04-14 21:25:18,740 INFO : TRAIN, epoch=0019, iter=00030/00196, fetch data time cost=2.11ms, fps=1154 images/s, loss=1.1963, top1-acc=65.16%, top5-acc=91.29%, remaining_time=0:00:37.656270, arrival_time=2021-04-14 21:25:56.396156, cost_time=0:00:06.805359 2021-04-14 21:25:20,950 INFO : TRAIN, epoch=0019, iter=00040/00196, fetch data time cost=1.66ms, fps=1159 images/s, loss=1.1905, top1-acc=65.23%, top5-acc=91.34%, remaining_time=0:00:35.159748, arrival_time=2021-04-14 21:25:56.109615, cost_time=0:00:09.015312 2021-04-14 21:25:23,158 INFO : TRAIN, epoch=0019, iter=00050/00196, fetch data time cost=1.96ms, fps=1160 images/s, loss=1.1872, top1-acc=65.29%, top5-acc=91.41%, remaining_time=0:00:32.773934, arrival_time=2021-04-14 21:25:55.932337, cost_time=0:00:11.223949 2021-04-14 21:25:25,391 INFO : TRAIN, epoch=0019, iter=00060/00196, fetch data time cost=2.52ms, fps=1147 images/s, loss=1.1890, top1-acc=65.19%, top5-acc=91.34%, remaining_time=0:00:30.502216, arrival_time=2021-04-14 21:25:55.893513, cost_time=0:00:13.456842 2021-04-14 21:25:27,621 INFO : TRAIN, epoch=0019, iter=00070/00196, fetch data time cost=1.52ms, fps=1148 images/s, loss=1.1925, top1-acc=65.02%, top5-acc=91.33%, remaining_time=0:00:28.237104, arrival_time=2021-04-14 21:25:55.858816, cost_time=0:00:15.687248 2021-04-14 21:25:29,828 INFO : TRAIN, epoch=0019, iter=00080/00196, fetch data time cost=1.52ms, fps=1160 images/s, loss=1.1939, top1-acc=65.00%, top5-acc=91.27%, remaining_time=0:00:25.946532, arrival_time=2021-04-14 21:25:55.775045, cost_time=0:00:17.894126 2021-04-14 21:25:32,047 INFO : TRAIN, epoch=0019, iter=00090/00196, fetch data time cost=1.94ms, fps=1154 images/s, loss=1.1916, top1-acc=65.11%, top5-acc=91.26%, remaining_time=0:00:23.688774, arrival_time=2021-04-14 21:25:55.736382, cost_time=0:00:20.113074 2021-04-14 21:25:34,255 INFO : TRAIN, epoch=0019, iter=00100/00196, fetch data time cost=1.85ms, fps=1160 images/s, loss=1.1970, top1-acc=64.96%, top5-acc=91.14%, remaining_time=0:00:21.428640, arrival_time=2021-04-14 21:25:55.684545, cost_time=0:00:22.321531 2021-04-14 21:25:36,464 INFO : TRAIN, epoch=0019, iter=00110/00196, fetch data time cost=1.44ms, fps=1160 images/s, loss=1.1986, top1-acc=64.94%, top5-acc=91.09%, remaining_time=0:00:19.177656, arrival_time=2021-04-14 21:25:55.641630, cost_time=0:00:24.529512 2021-04-14 21:25:38,684 INFO : TRAIN, epoch=0019, iter=00120/00196, fetch data time cost=1.52ms, fps=1153 images/s, loss=1.2059, top1-acc=64.77%, top5-acc=91.00%, remaining_time=0:00:16.941388, arrival_time=2021-04-14 21:25:55.625350, cost_time=0:00:26.749539 2021-04-14 21:25:40,893 INFO : TRAIN, epoch=0019, iter=00130/00196, fetch data time cost=1.61ms, fps=1159 images/s, loss=1.2136, top1-acc=64.52%, top5-acc=90.89%, remaining_time=0:00:14.702160, arrival_time=2021-04-14 21:25:55.595426, cost_time=0:00:28.958792 2021-04-14 21:25:43,104 INFO : TRAIN, epoch=0019, iter=00140/00196, fetch data time cost=1.60ms, fps=1158 images/s, loss=1.2170, top1-acc=64.47%, top5-acc=90.87%, remaining_time=0:00:12.468064, arrival_time=2021-04-14 21:25:55.572612, cost_time=0:00:31.170141 2021-04-14 21:25:45,317 INFO : TRAIN, epoch=0019, iter=00150/00196, fetch data time cost=1.82ms, fps=1157 images/s, loss=1.2182, top1-acc=64.52%, top5-acc=90.85%, remaining_time=0:00:10.237576, arrival_time=2021-04-14 21:25:55.555410, cost_time=0:00:33.383452 2021-04-14 21:25:47,529 INFO : TRAIN, epoch=0019, iter=00160/00196, fetch data time cost=1.58ms, fps=1158 images/s, loss=1.2183, top1-acc=64.47%, top5-acc=90.84%, remaining_time=0:00:08.008884, arrival_time=2021-04-14 21:25:55.538490, cost_time=0:00:35.595060 2021-04-14 21:25:49,734 INFO : TRAIN, epoch=0019, iter=00170/00196, fetch data time cost=1.46ms, fps=1161 images/s, loss=1.2228, top1-acc=64.43%, top5-acc=90.79%, remaining_time=0:00:05.781230, arrival_time=2021-04-14 21:25:55.516016, cost_time=0:00:37.800407 2021-04-14 21:25:51,953 INFO : TRAIN, epoch=0019, iter=00180/00196, fetch data time cost=2.19ms, fps=1154 images/s, loss=1.2270, top1-acc=64.30%, top5-acc=90.72%, remaining_time=0:00:03.557280, arrival_time=2021-04-14 21:25:55.511079, cost_time=0:00:40.019386 2021-04-14 21:25:54,171 INFO : TRAIN, epoch=0019, iter=00190/00196, fetch data time cost=1.40ms, fps=1155 images/s, loss=1.2304, top1-acc=64.23%, top5-acc=90.63%, remaining_time=0:00:01.333800, arrival_time=2021-04-14 21:25:55.505275, cost_time=0:00:42.236954 2021-04-14 21:25:55,368 INFO : TRAIN, epoch=0019, iter=00196/00196, fetch data time cost=2.03ms, fps=1137 images/s, loss=1.2331, top1-acc=64.20%, top5-acc=90.59%, remaining_time=0:00:00, arrival_time=2021-04-14 21:25:55.368591, cost_time=0:00:43.434133 2021-04-14 21:25:56,180 INFO : EVAL, epoch=0019, iter=00010/00040, fetch data time cost=2.12ms, fps=3166 images/s, loss=1.8192, top1-acc=49.80%, top5-acc=81.17%, remaining_time=0:00:02.425530, arrival_time=2021-04-14 21:25:58.606131, cost_time=0:00:00.808513 2021-04-14 21:25:56,877 INFO : EVAL, epoch=0019, iter=00020/00040, fetch data time cost=2.58ms, fps=3674 images/s, loss=1.7923, top1-acc=51.13%, top5-acc=81.82%, remaining_time=0:00:01.505820, arrival_time=2021-04-14 21:25:58.383736, cost_time=0:00:01.505820 2021-04-14 21:25:57,573 INFO : EVAL, epoch=0019, iter=00030/00040, fetch data time cost=1.82ms, fps=3685 images/s, loss=1.7773, top1-acc=51.24%, top5-acc=81.93%, remaining_time=0:00:00.733670, arrival_time=2021-04-14 21:25:58.306717, cost_time=0:00:02.201000 2021-04-14 21:25:58,206 INFO : EVAL, epoch=0019, iter=00040/00040, fetch data time cost=0.08ms, fps=3663 images/s, loss=1.7702, top1-acc=51.46%, top5-acc=82.24%, remaining_time=0:00:00, arrival_time=2021-04-14 21:25:58.206702, cost_time=0:00:02.834695 2021-04-14 21:25:58,393 INFO : Epoch=0019 complete, best val top1-acc=53.94%, top5-acc=83.53% (epoch=16), remaining_time=2:20:42.322003, arrival_time=2021-04-14 23:46:40.715666, cost_time=0:14:46.210606 2021-04-14 21:25:58,395 INFO : Train start, epoch=0020, lr=0.097790 2021-04-14 21:26:00,812 INFO : TRAIN, epoch=0020, iter=00010/00196, fetch data time cost=1.41ms, fps=1060 images/s, loss=1.1506, top1-acc=66.48%, top5-acc=91.37%, remaining_time=0:00:44.940762, arrival_time=2021-04-14 21:26:45.753000, cost_time=0:00:02.416168 2021-04-14 21:26:03,041 INFO : TRAIN, epoch=0020, iter=00020/00196, fetch data time cost=2.23ms, fps=1149 images/s, loss=1.1790, top1-acc=66.09%, top5-acc=90.98%, remaining_time=0:00:40.880048, arrival_time=2021-04-14 21:26:43.921518, cost_time=0:00:04.645452 2021-04-14 21:26:05,246 INFO : TRAIN, epoch=0020, iter=00030/00196, fetch data time cost=1.94ms, fps=1161 images/s, loss=1.1557, top1-acc=66.45%, top5-acc=91.34%, remaining_time=0:00:37.905934, arrival_time=2021-04-14 21:26:43.152451, cost_time=0:00:06.850457 2021-04-14 21:26:07,459 INFO : TRAIN, epoch=0020, iter=00040/00196, fetch data time cost=1.31ms, fps=1157 images/s, loss=1.1630, top1-acc=66.30%, top5-acc=91.28%, remaining_time=0:00:35.345700, arrival_time=2021-04-14 21:26:42.804812, cost_time=0:00:09.062995 2021-04-14 21:26:09,664 INFO : TRAIN, epoch=0020, iter=00050/00196, fetch data time cost=1.46ms, fps=1161 images/s, loss=1.1651, top1-acc=66.02%, top5-acc=91.27%, remaining_time=0:00:32.904312, arrival_time=2021-04-14 21:26:42.568960, cost_time=0:00:11.268617 2021-04-14 21:26:11,872 INFO : TRAIN, epoch=0020, iter=00060/00196, fetch data time cost=1.40ms, fps=1160 images/s, loss=1.1652, top1-acc=66.16%, top5-acc=91.24%, remaining_time=0:00:30.547504, arrival_time=2021-04-14 21:26:42.420340, cost_time=0:00:13.476814 2021-04-14 21:26:14,077 INFO : TRAIN, epoch=0020, iter=00070/00196, fetch data time cost=1.58ms, fps=1161 images/s, loss=1.1651, top1-acc=66.07%, top5-acc=91.31%, remaining_time=0:00:28.226520, arrival_time=2021-04-14 21:26:42.304234, cost_time=0:00:15.681435 2021-04-14 21:26:16,299 INFO : TRAIN, epoch=0020, iter=00080/00196, fetch data time cost=1.56ms, fps=1153 images/s, loss=1.1716, top1-acc=65.93%, top5-acc=91.22%, remaining_time=0:00:25.959176, arrival_time=2021-04-14 21:26:42.258240, cost_time=0:00:17.902904 2021-04-14 21:26:18,511 INFO : TRAIN, epoch=0020, iter=00090/00196, fetch data time cost=2.06ms, fps=1158 images/s, loss=1.1849, top1-acc=65.63%, top5-acc=91.12%, remaining_time=0:00:23.690894, arrival_time=2021-04-14 21:26:42.201894, cost_time=0:00:20.114927 2021-04-14 21:26:20,747 INFO : TRAIN, epoch=0020, iter=00100/00196, fetch data time cost=1.70ms, fps=1145 images/s, loss=1.1878, top1-acc=65.50%, top5-acc=91.10%, remaining_time=0:00:21.457248, arrival_time=2021-04-14 21:26:42.204610, cost_time=0:00:22.351328 2021-04-14 21:26:22,960 INFO : TRAIN, epoch=0020, iter=00110/00196, fetch data time cost=1.40ms, fps=1157 images/s, loss=1.1897, top1-acc=65.43%, top5-acc=91.08%, remaining_time=0:00:19.205262, arrival_time=2021-04-14 21:26:42.166108, cost_time=0:00:24.564820 2021-04-14 21:26:25,173 INFO : TRAIN, epoch=0020, iter=00120/00196, fetch data time cost=1.42ms, fps=1157 images/s, loss=1.1971, top1-acc=65.22%, top5-acc=91.02%, remaining_time=0:00:16.959096, arrival_time=2021-04-14 21:26:42.132658, cost_time=0:00:26.777470 2021-04-14 21:26:27,381 INFO : TRAIN, epoch=0020, iter=00130/00196, fetch data time cost=1.72ms, fps=1160 images/s, loss=1.1957, top1-acc=65.27%, top5-acc=91.05%, remaining_time=0:00:14.715492, arrival_time=2021-04-14 21:26:42.096594, cost_time=0:00:28.985023 2021-04-14 21:26:29,588 INFO : TRAIN, epoch=0020, iter=00140/00196, fetch data time cost=2.08ms, fps=1160 images/s, loss=1.1972, top1-acc=65.17%, top5-acc=91.06%, remaining_time=0:00:12.476968, arrival_time=2021-04-14 21:26:42.065485, cost_time=0:00:31.192485 2021-04-14 21:26:31,825 INFO : TRAIN, epoch=0020, iter=00150/00196, fetch data time cost=2.04ms, fps=1145 images/s, loss=1.2020, top1-acc=64.98%, top5-acc=91.00%, remaining_time=0:00:10.251790, arrival_time=2021-04-14 21:26:42.077525, cost_time=0:00:33.429699 2021-04-14 21:26:34,034 INFO : TRAIN, epoch=0020, iter=00160/00196, fetch data time cost=1.59ms, fps=1159 images/s, loss=1.2019, top1-acc=64.94%, top5-acc=91.00%, remaining_time=0:00:08.018676, arrival_time=2021-04-14 21:26:42.053283, cost_time=0:00:35.638535 2021-04-14 21:26:36,251 INFO : TRAIN, epoch=0020, iter=00170/00196, fetch data time cost=1.43ms, fps=1155 images/s, loss=1.2037, top1-acc=64.91%, top5-acc=90.96%, remaining_time=0:00:05.789628, arrival_time=2021-04-14 21:26:42.040888, cost_time=0:00:37.855243 2021-04-14 21:26:38,454 INFO : TRAIN, epoch=0020, iter=00180/00196, fetch data time cost=1.37ms, fps=1162 images/s, loss=1.2089, top1-acc=64.77%, top5-acc=90.86%, remaining_time=0:00:03.560752, arrival_time=2021-04-14 21:26:42.015269, cost_time=0:00:40.058423 2021-04-14 21:26:40,658 INFO : TRAIN, epoch=0020, iter=00190/00196, fetch data time cost=1.44ms, fps=1162 images/s, loss=1.2106, top1-acc=64.75%, top5-acc=90.83%, remaining_time=0:00:01.334592, arrival_time=2021-04-14 21:26:41.992727, cost_time=0:00:42.262152 2021-04-14 21:26:41,839 INFO : TRAIN, epoch=0020, iter=00196/00196, fetch data time cost=1.41ms, fps=1151 images/s, loss=1.2128, top1-acc=64.68%, top5-acc=90.78%, remaining_time=0:00:00, arrival_time=2021-04-14 21:26:41.839847, cost_time=0:00:43.443822 2021-04-14 21:26:42,660 INFO : EVAL, epoch=0020, iter=00010/00040, fetch data time cost=3.56ms, fps=3128 images/s, loss=1.7456, top1-acc=52.15%, top5-acc=82.07%, remaining_time=0:00:02.455200, arrival_time=2021-04-14 21:26:45.115457, cost_time=0:00:00.818403 2021-04-14 21:26:43,354 INFO : EVAL, epoch=0020, iter=00020/00040, fetch data time cost=2.09ms, fps=3690 images/s, loss=1.6844, top1-acc=53.26%, top5-acc=83.36%, remaining_time=0:00:01.512440, arrival_time=2021-04-14 21:26:44.866890, cost_time=0:00:01.512437 2021-04-14 21:26:44,055 INFO : EVAL, epoch=0020, iter=00030/00040, fetch data time cost=3.01ms, fps=3655 images/s, loss=1.6734, top1-acc=53.50%, top5-acc=83.48%, remaining_time=0:00:00.737840, arrival_time=2021-04-14 21:26:44.793374, cost_time=0:00:02.213525 2021-04-14 21:26:44,706 INFO : EVAL, epoch=0020, iter=00040/00040, fetch data time cost=0.12ms, fps=3568 images/s, loss=1.6722, top1-acc=53.66%, top5-acc=83.42%, remaining_time=0:00:00, arrival_time=2021-04-14 21:26:44.706358, cost_time=0:00:02.864452 2021-04-14 21:26:44,858 INFO : Epoch=0020 complete, best val top1-acc=53.94%, top5-acc=83.53% (epoch=16), remaining_time=2:19:54.081120, arrival_time=2021-04-14 23:46:38.939849, cost_time=0:15:32.675674 2021-04-14 21:26:44,862 INFO : Train start, epoch=0021, lr=0.097553 2021-04-14 21:26:47,264 INFO : TRAIN, epoch=0021, iter=00010/00196, fetch data time cost=1.41ms, fps=1066 images/s, loss=1.1607, top1-acc=65.59%, top5-acc=92.19%, remaining_time=0:00:44.673294, arrival_time=2021-04-14 21:27:31.937956, cost_time=0:00:02.401791 2021-04-14 21:26:49,466 INFO : TRAIN, epoch=0021, iter=00020/00196, fetch data time cost=1.64ms, fps=1163 images/s, loss=1.1595, top1-acc=65.70%, top5-acc=92.36%, remaining_time=0:00:40.510448, arrival_time=2021-04-14 21:27:29.976774, cost_time=0:00:04.603459 2021-04-14 21:26:51,690 INFO : TRAIN, epoch=0021, iter=00030/00196, fetch data time cost=1.48ms, fps=1152 images/s, loss=1.1428, top1-acc=66.32%, top5-acc=92.40%, remaining_time=0:00:37.776122, arrival_time=2021-04-14 21:27:29.466055, cost_time=0:00:06.826996 2021-04-14 21:26:53,919 INFO : TRAIN, epoch=0021, iter=00040/00196, fetch data time cost=2.34ms, fps=1149 images/s, loss=1.1567, top1-acc=66.03%, top5-acc=91.99%, remaining_time=0:00:35.319648, arrival_time=2021-04-14 21:27:29.238870, cost_time=0:00:09.056305 2021-04-14 21:26:56,133 INFO : TRAIN, epoch=0021, iter=00050/00196, fetch data time cost=1.65ms, fps=1157 images/s, loss=1.1598, top1-acc=66.23%, top5-acc=91.77%, remaining_time=0:00:32.909422, arrival_time=2021-04-14 21:27:29.042722, cost_time=0:00:11.270374 2021-04-14 21:26:58,354 INFO : TRAIN, epoch=0021, iter=00060/00196, fetch data time cost=1.59ms, fps=1153 images/s, loss=1.1687, top1-acc=65.88%, top5-acc=91.60%, remaining_time=0:00:30.581368, arrival_time=2021-04-14 21:27:28.935996, cost_time=0:00:13.491761 2021-04-14 21:27:00,583 INFO : TRAIN, epoch=0021, iter=00070/00196, fetch data time cost=2.03ms, fps=1149 images/s, loss=1.1689, top1-acc=65.84%, top5-acc=91.62%, remaining_time=0:00:28.296954, arrival_time=2021-04-14 21:27:28.880445, cost_time=0:00:15.720547 2021-04-14 21:27:02,789 INFO : TRAIN, epoch=0021, iter=00080/00196, fetch data time cost=1.65ms, fps=1161 images/s, loss=1.1768, top1-acc=65.63%, top5-acc=91.50%, remaining_time=0:00:25.993164, arrival_time=2021-04-14 21:27:28.782488, cost_time=0:00:17.926282 2021-04-14 21:27:05,003 INFO : TRAIN, epoch=0021, iter=00090/00196, fetch data time cost=1.73ms, fps=1157 images/s, loss=1.1806, top1-acc=65.56%, top5-acc=91.41%, remaining_time=0:00:23.720786, arrival_time=2021-04-14 21:27:28.723951, cost_time=0:00:20.140303 2021-04-14 21:27:07,211 INFO : TRAIN, epoch=0021, iter=00100/00196, fetch data time cost=1.52ms, fps=1160 images/s, loss=1.1822, top1-acc=65.43%, top5-acc=91.37%, remaining_time=0:00:21.454560, arrival_time=2021-04-14 21:27:28.665878, cost_time=0:00:22.348463 2021-04-14 21:27:09,427 INFO : TRAIN, epoch=0021, iter=00110/00196, fetch data time cost=1.90ms, fps=1155 images/s, loss=1.1870, top1-acc=65.37%, top5-acc=91.29%, remaining_time=0:00:19.205176, arrival_time=2021-04-14 21:27:28.632710, cost_time=0:00:24.564745 2021-04-14 21:27:11,640 INFO : TRAIN, epoch=0021, iter=00120/00196, fetch data time cost=1.48ms, fps=1157 images/s, loss=1.1904, top1-acc=65.37%, top5-acc=91.24%, remaining_time=0:00:16.959096, arrival_time=2021-04-14 21:27:28.599530, cost_time=0:00:26.777484 2021-04-14 21:27:13,866 INFO : TRAIN, epoch=0021, iter=00130/00196, fetch data time cost=1.63ms, fps=1151 images/s, loss=1.1907, top1-acc=65.32%, top5-acc=91.22%, remaining_time=0:00:14.724666, arrival_time=2021-04-14 21:27:28.590686, cost_time=0:00:29.003079 2021-04-14 21:27:16,084 INFO : TRAIN, epoch=0021, iter=00140/00196, fetch data time cost=1.62ms, fps=1155 images/s, loss=1.1928, top1-acc=65.27%, top5-acc=91.17%, remaining_time=0:00:12.488504, arrival_time=2021-04-14 21:27:28.572763, cost_time=0:00:31.221262 2021-04-14 21:27:18,289 INFO : TRAIN, epoch=0021, iter=00150/00196, fetch data time cost=1.44ms, fps=1161 images/s, loss=1.2002, top1-acc=65.05%, top5-acc=91.08%, remaining_time=0:00:10.250686, arrival_time=2021-04-14 21:27:28.539810, cost_time=0:00:33.426222 2021-04-14 21:27:20,499 INFO : TRAIN, epoch=0021, iter=00160/00196, fetch data time cost=1.71ms, fps=1159 images/s, loss=1.2017, top1-acc=64.99%, top5-acc=91.06%, remaining_time=0:00:08.018208, arrival_time=2021-04-14 21:27:28.517606, cost_time=0:00:35.636536 2021-04-14 21:27:22,705 INFO : TRAIN, epoch=0021, iter=00170/00196, fetch data time cost=1.35ms, fps=1161 images/s, loss=1.2040, top1-acc=64.99%, top5-acc=91.01%, remaining_time=0:00:05.787730, arrival_time=2021-04-14 21:27:28.493363, cost_time=0:00:37.842766 2021-04-14 21:27:24,919 INFO : TRAIN, epoch=0021, iter=00180/00196, fetch data time cost=1.47ms, fps=1157 images/s, loss=1.2067, top1-acc=64.95%, top5-acc=90.95%, remaining_time=0:00:03.560592, arrival_time=2021-04-14 21:27:28.480057, cost_time=0:00:40.056670 2021-04-14 21:27:27,128 INFO : TRAIN, epoch=0021, iter=00190/00196, fetch data time cost=1.38ms, fps=1159 images/s, loss=1.2089, top1-acc=64.84%, top5-acc=90.97%, remaining_time=0:00:01.334712, arrival_time=2021-04-14 21:27:28.463497, cost_time=0:00:42.265923 2021-04-14 21:27:28,311 INFO : TRAIN, epoch=0021, iter=00196/00196, fetch data time cost=1.38ms, fps=1150 images/s, loss=1.2104, top1-acc=64.76%, top5-acc=90.97%, remaining_time=0:00:00, arrival_time=2021-04-14 21:27:28.311633, cost_time=0:00:43.448819 2021-04-14 21:27:29,133 INFO : EVAL, epoch=0021, iter=00010/00040, fetch data time cost=0.23ms, fps=3128 images/s, loss=1.8810, top1-acc=49.73%, top5-acc=80.20%, remaining_time=0:00:02.455320, arrival_time=2021-04-14 21:27:31.588671, cost_time=0:00:00.818441 2021-04-14 21:27:29,832 INFO : EVAL, epoch=0021, iter=00020/00040, fetch data time cost=1.45ms, fps=3665 images/s, loss=1.9245, top1-acc=49.34%, top5-acc=79.80%, remaining_time=0:00:01.517800, arrival_time=2021-04-14 21:27:31.350307, cost_time=0:00:01.517794 2021-04-14 21:27:30,536 INFO : EVAL, epoch=0021, iter=00030/00040, fetch data time cost=1.90ms, fps=3640 images/s, loss=1.9176, top1-acc=49.52%, top5-acc=79.82%, remaining_time=0:00:00.740510, arrival_time=2021-04-14 21:27:31.276818, cost_time=0:00:02.221529 2021-04-14 21:27:31,179 INFO : EVAL, epoch=0021, iter=00040/00040, fetch data time cost=0.17ms, fps=3613 images/s, loss=1.9675, top1-acc=48.93%, top5-acc=79.56%, remaining_time=0:00:00, arrival_time=2021-04-14 21:27:31.179079, cost_time=0:00:02.864322 2021-04-14 21:27:31,368 INFO : Epoch=0021 complete, best val top1-acc=53.94%, top5-acc=83.53% (epoch=16), remaining_time=2:19:06.393563, arrival_time=2021-04-14 23:46:37.762463, cost_time=0:16:19.185837 2021-04-14 21:27:31,371 INFO : Train start, epoch=0022, lr=0.097304 2021-04-14 21:27:33,760 INFO : TRAIN, epoch=0022, iter=00010/00196, fetch data time cost=1.59ms, fps=1072 images/s, loss=1.2048, top1-acc=64.88%, top5-acc=90.98%, remaining_time=0:00:44.424798, arrival_time=2021-04-14 21:28:18.184738, cost_time=0:00:02.388431 2021-04-14 21:27:35,972 INFO : TRAIN, epoch=0022, iter=00020/00196, fetch data time cost=1.62ms, fps=1158 images/s, loss=1.1927, top1-acc=65.45%, top5-acc=90.84%, remaining_time=0:00:40.484048, arrival_time=2021-04-14 21:28:16.456233, cost_time=0:00:04.600466 2021-04-14 21:27:38,206 INFO : TRAIN, epoch=0022, iter=00030/00196, fetch data time cost=2.58ms, fps=1147 images/s, loss=1.1847, top1-acc=65.69%, top5-acc=90.96%, remaining_time=0:00:37.817622, arrival_time=2021-04-14 21:28:16.023651, cost_time=0:00:06.834512 2021-04-14 21:27:40,441 INFO : TRAIN, epoch=0022, iter=00040/00196, fetch data time cost=1.39ms, fps=1146 images/s, loss=1.1739, top1-acc=65.89%, top5-acc=91.09%, remaining_time=0:00:35.370504, arrival_time=2021-04-14 21:28:15.811438, cost_time=0:00:09.069368 2021-04-14 21:27:42,658 INFO : TRAIN, epoch=0022, iter=00050/00196, fetch data time cost=1.58ms, fps=1155 images/s, loss=1.1711, top1-acc=65.98%, top5-acc=91.09%, remaining_time=0:00:32.957310, arrival_time=2021-04-14 21:28:15.615513, cost_time=0:00:11.286767 2021-04-14 21:27:44,873 INFO : TRAIN, epoch=0022, iter=00060/00196, fetch data time cost=3.14ms, fps=1156 images/s, loss=1.1663, top1-acc=66.11%, top5-acc=91.23%, remaining_time=0:00:30.604624, arrival_time=2021-04-14 21:28:15.478190, cost_time=0:00:13.502069 2021-04-14 21:27:47,113 INFO : TRAIN, epoch=0022, iter=00070/00196, fetch data time cost=1.55ms, fps=1143 images/s, loss=1.1767, top1-acc=65.63%, top5-acc=91.18%, remaining_time=0:00:28.334880, arrival_time=2021-04-14 21:28:15.447960, cost_time=0:00:15.741566 2021-04-14 21:27:49,321 INFO : TRAIN, epoch=0022, iter=00080/00196, fetch data time cost=1.43ms, fps=1160 images/s, loss=1.1750, top1-acc=65.68%, top5-acc=91.21%, remaining_time=0:00:26.027384, arrival_time=2021-04-14 21:28:15.348818, cost_time=0:00:17.949949 2021-04-14 21:27:51,531 INFO : TRAIN, epoch=0022, iter=00090/00196, fetch data time cost=1.53ms, fps=1159 images/s, loss=1.1833, top1-acc=65.52%, top5-acc=91.05%, remaining_time=0:00:23.743576, arrival_time=2021-04-14 21:28:15.274762, cost_time=0:00:20.159633 2021-04-14 21:27:53,729 INFO : TRAIN, epoch=0022, iter=00100/00196, fetch data time cost=1.72ms, fps=1165 images/s, loss=1.1918, top1-acc=65.41%, top5-acc=90.95%, remaining_time=0:00:21.463872, arrival_time=2021-04-14 21:28:15.193502, cost_time=0:00:22.358234 2021-04-14 21:27:55,940 INFO : TRAIN, epoch=0022, iter=00110/00196, fetch data time cost=1.46ms, fps=1158 images/s, loss=1.1927, top1-acc=65.31%, top5-acc=90.94%, remaining_time=0:00:19.208702, arrival_time=2021-04-14 21:28:15.149495, cost_time=0:00:24.569287 2021-04-14 21:27:58,147 INFO : TRAIN, epoch=0022, iter=00120/00196, fetch data time cost=1.52ms, fps=1160 images/s, loss=1.1924, top1-acc=65.36%, top5-acc=90.97%, remaining_time=0:00:16.958260, arrival_time=2021-04-14 21:28:15.105873, cost_time=0:00:26.776256 2021-04-14 21:28:00,356 INFO : TRAIN, epoch=0022, iter=00130/00196, fetch data time cost=1.60ms, fps=1159 images/s, loss=1.1933, top1-acc=65.39%, top5-acc=91.00%, remaining_time=0:00:14.715558, arrival_time=2021-04-14 21:28:15.072203, cost_time=0:00:28.985193 2021-04-14 21:28:02,567 INFO : TRAIN, epoch=0022, iter=00140/00196, fetch data time cost=1.52ms, fps=1158 images/s, loss=1.1983, top1-acc=65.20%, top5-acc=90.93%, remaining_time=0:00:12.478592, arrival_time=2021-04-14 21:28:15.046401, cost_time=0:00:31.196450 2021-04-14 21:28:04,774 INFO : TRAIN, epoch=0022, iter=00150/00196, fetch data time cost=1.39ms, fps=1161 images/s, loss=1.2009, top1-acc=65.16%, top5-acc=90.90%, remaining_time=0:00:10.243464, arrival_time=2021-04-14 21:28:15.017537, cost_time=0:00:33.402638 2021-04-14 21:28:07,004 INFO : TRAIN, epoch=0022, iter=00160/00196, fetch data time cost=1.35ms, fps=1148 images/s, loss=1.2020, top1-acc=65.14%, top5-acc=90.90%, remaining_time=0:00:08.017452, arrival_time=2021-04-14 21:28:15.021929, cost_time=0:00:35.633120 2021-04-14 21:28:09,206 INFO : TRAIN, epoch=0022, iter=00170/00196, fetch data time cost=1.60ms, fps=1163 images/s, loss=1.2055, top1-acc=64.99%, top5-acc=90.85%, remaining_time=0:00:05.786560, arrival_time=2021-04-14 21:28:14.993288, cost_time=0:00:37.835231 2021-04-14 21:28:11,409 INFO : TRAIN, epoch=0022, iter=00180/00196, fetch data time cost=1.40ms, fps=1163 images/s, loss=1.2040, top1-acc=65.01%, top5-acc=90.90%, remaining_time=0:00:03.558928, arrival_time=2021-04-14 21:28:14.968231, cost_time=0:00:40.037935 2021-04-14 21:28:13,615 INFO : TRAIN, epoch=0022, iter=00190/00196, fetch data time cost=1.87ms, fps=1160 images/s, loss=1.2042, top1-acc=64.97%, top5-acc=90.88%, remaining_time=0:00:01.334040, arrival_time=2021-04-14 21:28:14.949990, cost_time=0:00:42.244607 2021-04-14 21:28:14,798 INFO : TRAIN, epoch=0022, iter=00196/00196, fetch data time cost=1.22ms, fps=1150 images/s, loss=1.2060, top1-acc=64.96%, top5-acc=90.85%, remaining_time=0:00:00, arrival_time=2021-04-14 21:28:14.798527, cost_time=0:00:43.427174 2021-04-14 21:28:15,646 INFO : EVAL, epoch=0022, iter=00010/00040, fetch data time cost=1.61ms, fps=3027 images/s, loss=1.8994, top1-acc=50.35%, top5-acc=80.08%, remaining_time=0:00:02.537040, arrival_time=2021-04-14 21:28:18.183247, cost_time=0:00:00.845684 2021-04-14 21:28:16,340 INFO : EVAL, epoch=0022, iter=00020/00040, fetch data time cost=1.81ms, fps=3692 images/s, loss=1.8991, top1-acc=49.96%, top5-acc=80.25%, remaining_time=0:00:01.539560, arrival_time=2021-04-14 21:28:17.879609, cost_time=0:00:01.539568 2021-04-14 21:28:17,032 INFO : EVAL, epoch=0022, iter=00030/00040, fetch data time cost=1.38ms, fps=3701 images/s, loss=1.8820, top1-acc=49.95%, top5-acc=80.53%, remaining_time=0:00:00.743890, arrival_time=2021-04-14 21:28:17.776073, cost_time=0:00:02.231670 2021-04-14 21:28:17,666 INFO : EVAL, epoch=0022, iter=00040/00040, fetch data time cost=0.08ms, fps=3663 images/s, loss=1.8922, top1-acc=50.12%, top5-acc=80.34%, remaining_time=0:00:00, arrival_time=2021-04-14 21:28:17.666000, cost_time=0:00:02.865575 2021-04-14 21:28:17,847 INFO : Epoch=0022 complete, best val top1-acc=53.94%, top5-acc=83.53% (epoch=16), remaining_time=2:18:18.554020, arrival_time=2021-04-14 23:46:36.401044, cost_time=0:17:05.663969 2021-04-14 21:28:17,849 INFO : Train start, epoch=0023, lr=0.097044 2021-04-14 21:28:20,230 INFO : TRAIN, epoch=0023, iter=00010/00196, fetch data time cost=2.52ms, fps=1075 images/s, loss=1.1400, top1-acc=67.54%, top5-acc=92.07%, remaining_time=0:00:44.284740, arrival_time=2021-04-14 21:29:04.515394, cost_time=0:00:02.380901 2021-04-14 21:28:22,439 INFO : TRAIN, epoch=0023, iter=00020/00196, fetch data time cost=1.38ms, fps=1160 images/s, loss=1.1636, top1-acc=66.68%, top5-acc=91.66%, remaining_time=0:00:40.386192, arrival_time=2021-04-14 21:29:02.825184, cost_time=0:00:04.589342 2021-04-14 21:28:24,650 INFO : TRAIN, epoch=0023, iter=00030/00196, fetch data time cost=1.56ms, fps=1158 images/s, loss=1.1687, top1-acc=66.22%, top5-acc=91.76%, remaining_time=0:00:37.632864, arrival_time=2021-04-14 21:29:02.283731, cost_time=0:00:06.801112 2021-04-14 21:28:26,864 INFO : TRAIN, epoch=0023, iter=00040/00196, fetch data time cost=3.10ms, fps=1157 images/s, loss=1.1607, top1-acc=66.11%, top5-acc=91.98%, remaining_time=0:00:35.158344, arrival_time=2021-04-14 21:29:02.022951, cost_time=0:00:09.014947 2021-04-14 21:28:29,075 INFO : TRAIN, epoch=0023, iter=00050/00196, fetch data time cost=1.63ms, fps=1158 images/s, loss=1.1618, top1-acc=65.87%, top5-acc=92.05%, remaining_time=0:00:32.780504, arrival_time=2021-04-14 21:29:01.856273, cost_time=0:00:11.226176 2021-04-14 21:28:31,288 INFO : TRAIN, epoch=0023, iter=00060/00196, fetch data time cost=1.85ms, fps=1157 images/s, loss=1.1678, top1-acc=65.80%, top5-acc=91.80%, remaining_time=0:00:30.461008, arrival_time=2021-04-14 21:29:01.749358, cost_time=0:00:13.438704 2021-04-14 21:28:33,514 INFO : TRAIN, epoch=0023, iter=00070/00196, fetch data time cost=1.98ms, fps=1150 images/s, loss=1.1672, top1-acc=65.85%, top5-acc=91.80%, remaining_time=0:00:28.196028, arrival_time=2021-04-14 21:29:01.710188, cost_time=0:00:15.664461 2021-04-14 21:28:35,723 INFO : TRAIN, epoch=0023, iter=00080/00196, fetch data time cost=1.56ms, fps=1159 images/s, loss=1.1694, top1-acc=65.82%, top5-acc=91.74%, remaining_time=0:00:25.916488, arrival_time=2021-04-14 21:29:01.639600, cost_time=0:00:17.873459 2021-04-14 21:28:37,931 INFO : TRAIN, epoch=0023, iter=00090/00196, fetch data time cost=1.68ms, fps=1160 images/s, loss=1.1715, top1-acc=65.82%, top5-acc=91.68%, remaining_time=0:00:23.651250, arrival_time=2021-04-14 21:29:01.582191, cost_time=0:00:20.081223 2021-04-14 21:28:40,139 INFO : TRAIN, epoch=0023, iter=00100/00196, fetch data time cost=2.18ms, fps=1159 images/s, loss=1.1773, top1-acc=65.56%, top5-acc=91.61%, remaining_time=0:00:21.398592, arrival_time=2021-04-14 21:29:01.538443, cost_time=0:00:22.290199 2021-04-14 21:28:42,358 INFO : TRAIN, epoch=0023, iter=00110/00196, fetch data time cost=2.22ms, fps=1154 images/s, loss=1.1802, top1-acc=65.52%, top5-acc=91.61%, remaining_time=0:00:19.161058, arrival_time=2021-04-14 21:29:01.519161, cost_time=0:00:24.508318 2021-04-14 21:28:44,563 INFO : TRAIN, epoch=0023, iter=00120/00196, fetch data time cost=1.62ms, fps=1161 images/s, loss=1.1825, top1-acc=65.44%, top5-acc=91.60%, remaining_time=0:00:16.918588, arrival_time=2021-04-14 21:29:01.481804, cost_time=0:00:26.713597 2021-04-14 21:28:46,770 INFO : TRAIN, epoch=0023, iter=00130/00196, fetch data time cost=1.93ms, fps=1160 images/s, loss=1.1877, top1-acc=65.37%, top5-acc=91.52%, remaining_time=0:00:14.683020, arrival_time=2021-04-14 21:29:01.453773, cost_time=0:00:28.921040 2021-04-14 21:28:48,982 INFO : TRAIN, epoch=0023, iter=00140/00196, fetch data time cost=2.17ms, fps=1158 images/s, loss=1.1931, top1-acc=65.18%, top5-acc=91.41%, remaining_time=0:00:12.453056, arrival_time=2021-04-14 21:29:01.435318, cost_time=0:00:31.132621 2021-04-14 21:28:51,183 INFO : TRAIN, epoch=0023, iter=00150/00196, fetch data time cost=1.59ms, fps=1163 images/s, loss=1.1994, top1-acc=65.03%, top5-acc=91.26%, remaining_time=0:00:10.222258, arrival_time=2021-04-14 21:29:01.405312, cost_time=0:00:33.333479 2021-04-14 21:28:53,400 INFO : TRAIN, epoch=0023, iter=00160/00196, fetch data time cost=1.90ms, fps=1155 images/s, loss=1.2002, top1-acc=65.01%, top5-acc=91.24%, remaining_time=0:00:07.998840, arrival_time=2021-04-14 21:29:01.398859, cost_time=0:00:35.550377 2021-04-14 21:28:55,602 INFO : TRAIN, epoch=0023, iter=00170/00196, fetch data time cost=1.47ms, fps=1163 images/s, loss=1.2025, top1-acc=64.96%, top5-acc=91.17%, remaining_time=0:00:05.773950, arrival_time=2021-04-14 21:29:01.376256, cost_time=0:00:37.752734 2021-04-14 21:28:57,816 INFO : TRAIN, epoch=0023, iter=00180/00196, fetch data time cost=2.11ms, fps=1157 images/s, loss=1.2042, top1-acc=64.93%, top5-acc=91.12%, remaining_time=0:00:03.552576, arrival_time=2021-04-14 21:29:01.368728, cost_time=0:00:39.966407 2021-04-14 21:29:00,041 INFO : TRAIN, epoch=0023, iter=00190/00196, fetch data time cost=1.24ms, fps=1151 images/s, loss=1.2058, top1-acc=64.91%, top5-acc=91.08%, remaining_time=0:00:01.332384, arrival_time=2021-04-14 21:29:01.374216, cost_time=0:00:42.192127 2021-04-14 21:29:01,240 INFO : TRAIN, epoch=0023, iter=00196/00196, fetch data time cost=1.64ms, fps=1135 images/s, loss=1.2072, top1-acc=64.87%, top5-acc=91.06%, remaining_time=0:00:00, arrival_time=2021-04-14 21:29:01.240810, cost_time=0:00:43.391086 2021-04-14 21:29:02,118 INFO : EVAL, epoch=0023, iter=00010/00040, fetch data time cost=0.32ms, fps=2928 images/s, loss=1.8270, top1-acc=50.86%, top5-acc=81.84%, remaining_time=0:00:02.623350, arrival_time=2021-04-14 21:29:04.741930, cost_time=0:00:00.874448 2021-04-14 21:29:02,813 INFO : EVAL, epoch=0023, iter=00020/00040, fetch data time cost=5.42ms, fps=3686 images/s, loss=1.8308, top1-acc=50.84%, top5-acc=81.60%, remaining_time=0:00:01.569520, arrival_time=2021-04-14 21:29:04.383213, cost_time=0:00:01.569519 2021-04-14 21:29:03,513 INFO : EVAL, epoch=0023, iter=00030/00040, fetch data time cost=1.40ms, fps=3663 images/s, loss=1.8384, top1-acc=50.92%, top5-acc=81.52%, remaining_time=0:00:00.756300, arrival_time=2021-04-14 21:29:04.269325, cost_time=0:00:02.268908 2021-04-14 21:29:04,145 INFO : EVAL, epoch=0023, iter=00040/00040, fetch data time cost=0.08ms, fps=3673 images/s, loss=1.8440, top1-acc=50.79%, top5-acc=81.35%, remaining_time=0:00:00, arrival_time=2021-04-14 21:29:04.145145, cost_time=0:00:02.901117 2021-04-14 21:29:04,384 INFO : Epoch=0023 complete, best val top1-acc=53.94%, top5-acc=83.53% (epoch=16), remaining_time=2:17:31.286880, arrival_time=2021-04-14 23:46:35.671036, cost_time=0:17:52.201116 2021-04-14 21:29:04,385 INFO : Train start, epoch=0024, lr=0.096772 2021-04-14 21:29:06,770 INFO : TRAIN, epoch=0024, iter=00010/00196, fetch data time cost=1.50ms, fps=1073 images/s, loss=1.1823, top1-acc=64.69%, top5-acc=92.27%, remaining_time=0:00:44.359512, arrival_time=2021-04-14 21:29:51.130140, cost_time=0:00:02.384922 2021-04-14 21:29:08,984 INFO : TRAIN, epoch=0024, iter=00020/00196, fetch data time cost=1.94ms, fps=1157 images/s, loss=1.1799, top1-acc=64.82%, top5-acc=91.95%, remaining_time=0:00:40.467328, arrival_time=2021-04-14 21:29:49.451642, cost_time=0:00:04.598561 2021-04-14 21:29:11,188 INFO : TRAIN, epoch=0024, iter=00030/00196, fetch data time cost=1.54ms, fps=1162 images/s, loss=1.1706, top1-acc=65.55%, top5-acc=92.04%, remaining_time=0:00:37.639670, arrival_time=2021-04-14 21:29:48.827779, cost_time=0:00:06.802353 2021-04-14 21:29:13,405 INFO : TRAIN, epoch=0024, iter=00040/00196, fetch data time cost=3.48ms, fps=1155 images/s, loss=1.1609, top1-acc=65.66%, top5-acc=92.16%, remaining_time=0:00:35.176440, arrival_time=2021-04-14 21:29:48.581761, cost_time=0:00:09.019609 2021-04-14 21:29:15,626 INFO : TRAIN, epoch=0024, iter=00050/00196, fetch data time cost=1.41ms, fps=1153 images/s, loss=1.1709, top1-acc=65.47%, top5-acc=91.91%, remaining_time=0:00:32.823136, arrival_time=2021-04-14 21:29:48.449637, cost_time=0:00:11.240787 2021-04-14 21:29:17,830 INFO : TRAIN, epoch=0024, iter=00060/00196, fetch data time cost=1.77ms, fps=1162 images/s, loss=1.1611, top1-acc=65.93%, top5-acc=91.86%, remaining_time=0:00:30.474744, arrival_time=2021-04-14 21:29:48.305277, cost_time=0:00:13.444769 2021-04-14 21:29:20,046 INFO : TRAIN, epoch=0024, iter=00070/00196, fetch data time cost=1.81ms, fps=1155 images/s, loss=1.1692, top1-acc=65.64%, top5-acc=91.75%, remaining_time=0:00:28.189854, arrival_time=2021-04-14 21:29:48.236610, cost_time=0:00:15.661049 2021-04-14 21:29:22,263 INFO : TRAIN, epoch=0024, iter=00080/00196, fetch data time cost=2.05ms, fps=1155 images/s, loss=1.1663, top1-acc=65.71%, top5-acc=91.76%, remaining_time=0:00:25.922752, arrival_time=2021-04-14 21:29:48.186317, cost_time=0:00:17.877782 2021-04-14 21:29:24,482 INFO : TRAIN, epoch=0024, iter=00090/00196, fetch data time cost=2.09ms, fps=1154 images/s, loss=1.1750, top1-acc=65.52%, top5-acc=91.61%, remaining_time=0:00:23.669482, arrival_time=2021-04-14 21:29:48.152019, cost_time=0:00:20.096768 2021-04-14 21:29:26,698 INFO : TRAIN, epoch=0024, iter=00100/00196, fetch data time cost=1.70ms, fps=1156 images/s, loss=1.1750, top1-acc=65.48%, top5-acc=91.64%, remaining_time=0:00:21.420096, arrival_time=2021-04-14 21:29:48.118539, cost_time=0:00:22.312612 2021-04-14 21:29:28,915 INFO : TRAIN, epoch=0024, iter=00110/00196, fetch data time cost=1.50ms, fps=1155 images/s, loss=1.1788, top1-acc=65.34%, top5-acc=91.55%, remaining_time=0:00:19.177742, arrival_time=2021-04-14 21:29:48.093092, cost_time=0:00:24.529643 2021-04-14 21:29:31,133 INFO : TRAIN, epoch=0024, iter=00120/00196, fetch data time cost=1.74ms, fps=1154 images/s, loss=1.1844, top1-acc=65.25%, top5-acc=91.44%, remaining_time=0:00:16.940248, arrival_time=2021-04-14 21:29:48.073768, cost_time=0:00:26.747700 2021-04-14 21:29:33,347 INFO : TRAIN, epoch=0024, iter=00130/00196, fetch data time cost=1.33ms, fps=1157 images/s, loss=1.1903, top1-acc=65.17%, top5-acc=91.31%, remaining_time=0:00:14.703414, arrival_time=2021-04-14 21:29:48.050353, cost_time=0:00:28.961219 2021-04-14 21:29:35,551 INFO : TRAIN, epoch=0024, iter=00140/00196, fetch data time cost=1.41ms, fps=1161 images/s, loss=1.1899, top1-acc=65.11%, top5-acc=91.32%, remaining_time=0:00:12.466440, arrival_time=2021-04-14 21:29:48.018251, cost_time=0:00:31.166095 2021-04-14 21:29:37,765 INFO : TRAIN, epoch=0024, iter=00150/00196, fetch data time cost=2.14ms, fps=1157 images/s, loss=1.1966, top1-acc=64.98%, top5-acc=91.21%, remaining_time=0:00:10.236380, arrival_time=2021-04-14 21:29:48.001585, cost_time=0:00:33.379506 2021-04-14 21:29:39,980 INFO : TRAIN, epoch=0024, iter=00160/00196, fetch data time cost=1.42ms, fps=1156 images/s, loss=1.1971, top1-acc=64.97%, top5-acc=91.20%, remaining_time=0:00:08.008812, arrival_time=2021-04-14 21:29:47.989256, cost_time=0:00:35.594733 2021-04-14 21:29:42,187 INFO : TRAIN, epoch=0024, iter=00170/00196, fetch data time cost=1.64ms, fps=1160 images/s, loss=1.2008, top1-acc=64.85%, top5-acc=91.13%, remaining_time=0:00:05.781490, arrival_time=2021-04-14 21:29:47.969290, cost_time=0:00:37.802025 2021-04-14 21:29:44,401 INFO : TRAIN, epoch=0024, iter=00180/00196, fetch data time cost=1.61ms, fps=1157 images/s, loss=1.2019, top1-acc=64.81%, top5-acc=91.10%, remaining_time=0:00:03.556976, arrival_time=2021-04-14 21:29:47.958602, cost_time=0:00:40.015948 2021-04-14 21:29:46,609 INFO : TRAIN, epoch=0024, iter=00190/00196, fetch data time cost=2.04ms, fps=1160 images/s, loss=1.2059, top1-acc=64.72%, top5-acc=90.97%, remaining_time=0:00:01.333392, arrival_time=2021-04-14 21:29:47.943148, cost_time=0:00:42.224046 2021-04-14 21:29:47,791 INFO : TRAIN, epoch=0024, iter=00196/00196, fetch data time cost=1.54ms, fps=1151 images/s, loss=1.2070, top1-acc=64.70%, top5-acc=90.92%, remaining_time=0:00:00, arrival_time=2021-04-14 21:29:47.791490, cost_time=0:00:43.405811 2021-04-14 21:29:48,648 INFO : EVAL, epoch=0024, iter=00010/00040, fetch data time cost=0.44ms, fps=2997 images/s, loss=1.6835, top1-acc=53.75%, top5-acc=83.01%, remaining_time=0:00:02.562660, arrival_time=2021-04-14 21:29:51.211476, cost_time=0:00:00.854217 2021-04-14 21:29:49,348 INFO : EVAL, epoch=0024, iter=00020/00040, fetch data time cost=1.85ms, fps=3664 images/s, loss=1.6980, top1-acc=53.61%, top5-acc=83.07%, remaining_time=0:00:01.553180, arrival_time=2021-04-14 21:29:50.901117, cost_time=0:00:01.553171 2021-04-14 21:29:50,045 INFO : EVAL, epoch=0024, iter=00030/00040, fetch data time cost=2.06ms, fps=3676 images/s, loss=1.6931, top1-acc=53.54%, top5-acc=83.11%, remaining_time=0:00:00.750080, arrival_time=2021-04-14 21:29:50.795257, cost_time=0:00:02.250243 2021-04-14 21:29:50,695 INFO : EVAL, epoch=0024, iter=00040/00040, fetch data time cost=0.11ms, fps=3574 images/s, loss=1.6934, top1-acc=53.52%, top5-acc=83.10%, remaining_time=0:00:00, arrival_time=2021-04-14 21:29:50.695199, cost_time=0:00:02.900547 2021-04-14 21:29:51,053 INFO : Epoch=0024 complete, best val top1-acc=53.94%, top5-acc=83.53% (epoch=16), remaining_time=2:16:45.045728, arrival_time=2021-04-14 23:46:36.098653, cost_time=0:18:38.869867 2021-04-14 21:29:51,055 INFO : Train start, epoch=0025, lr=0.096489 2021-04-14 21:29:53,448 INFO : TRAIN, epoch=0025, iter=00010/00196, fetch data time cost=0.37ms, fps=1070 images/s, loss=1.1693, top1-acc=66.68%, top5-acc=91.37%, remaining_time=0:00:44.514078, arrival_time=2021-04-14 21:30:37.962732, cost_time=0:00:02.393230 2021-04-14 21:29:55,666 INFO : TRAIN, epoch=0025, iter=00020/00196, fetch data time cost=3.49ms, fps=1155 images/s, loss=1.1523, top1-acc=66.50%, top5-acc=91.35%, remaining_time=0:00:40.573808, arrival_time=2021-04-14 21:30:36.239859, cost_time=0:00:04.610651 2021-04-14 21:29:57,882 INFO : TRAIN, epoch=0025, iter=00030/00196, fetch data time cost=2.11ms, fps=1155 images/s, loss=1.1526, top1-acc=66.51%, top5-acc=91.20%, remaining_time=0:00:37.775624, arrival_time=2021-04-14 21:30:35.658006, cost_time=0:00:06.826924 2021-04-14 21:30:00,092 INFO : TRAIN, epoch=0025, iter=00040/00196, fetch data time cost=2.15ms, fps=1159 images/s, loss=1.1638, top1-acc=66.35%, top5-acc=91.25%, remaining_time=0:00:35.244768, arrival_time=2021-04-14 21:30:35.337438, cost_time=0:00:09.037134 2021-04-14 21:30:02,317 INFO : TRAIN, epoch=0025, iter=00050/00196, fetch data time cost=1.42ms, fps=1151 images/s, loss=1.1691, top1-acc=65.78%, top5-acc=91.34%, remaining_time=0:00:32.884456, arrival_time=2021-04-14 21:30:35.201671, cost_time=0:00:11.261805 2021-04-14 21:30:04,535 INFO : TRAIN, epoch=0025, iter=00060/00196, fetch data time cost=2.99ms, fps=1154 images/s, loss=1.1779, top1-acc=65.48%, top5-acc=91.29%, remaining_time=0:00:30.554304, arrival_time=2021-04-14 21:30:35.089570, cost_time=0:00:13.479866 2021-04-14 21:30:06,740 INFO : TRAIN, epoch=0025, iter=00070/00196, fetch data time cost=1.82ms, fps=1161 images/s, loss=1.1744, top1-acc=65.57%, top5-acc=91.34%, remaining_time=0:00:28.232442, arrival_time=2021-04-14 21:30:34.972525, cost_time=0:00:15.684669 2021-04-14 21:30:08,945 INFO : TRAIN, epoch=0025, iter=00080/00196, fetch data time cost=1.43ms, fps=1161 images/s, loss=1.1750, top1-acc=65.41%, top5-acc=91.40%, remaining_time=0:00:25.940384, arrival_time=2021-04-14 21:30:34.885721, cost_time=0:00:17.889929 2021-04-14 21:30:11,156 INFO : TRAIN, epoch=0025, iter=00090/00196, fetch data time cost=1.43ms, fps=1158 images/s, loss=1.1711, top1-acc=65.53%, top5-acc=91.51%, remaining_time=0:00:23.674782, arrival_time=2021-04-14 21:30:34.831589, cost_time=0:00:20.101263 2021-04-14 21:30:13,370 INFO : TRAIN, epoch=0025, iter=00100/00196, fetch data time cost=1.38ms, fps=1157 images/s, loss=1.1728, top1-acc=65.48%, top5-acc=91.46%, remaining_time=0:00:21.422592, arrival_time=2021-04-14 21:30:34.793140, cost_time=0:00:22.315211 2021-04-14 21:30:15,573 INFO : TRAIN, epoch=0025, iter=00110/00196, fetch data time cost=1.42ms, fps=1162 images/s, loss=1.1755, top1-acc=65.46%, top5-acc=91.41%, remaining_time=0:00:19.168798, arrival_time=2021-04-14 21:30:34.742419, cost_time=0:00:24.518212 2021-04-14 21:30:17,788 INFO : TRAIN, epoch=0025, iter=00120/00196, fetch data time cost=1.79ms, fps=1156 images/s, loss=1.1827, top1-acc=65.29%, top5-acc=91.32%, remaining_time=0:00:16.930824, arrival_time=2021-04-14 21:30:34.719080, cost_time=0:00:26.732853 2021-04-14 21:30:20,012 INFO : TRAIN, epoch=0025, iter=00130/00196, fetch data time cost=1.74ms, fps=1151 images/s, loss=1.1847, top1-acc=65.30%, top5-acc=91.32%, remaining_time=0:00:14.701368, arrival_time=2021-04-14 21:30:34.714074, cost_time=0:00:28.957249 2021-04-14 21:30:22,219 INFO : TRAIN, epoch=0025, iter=00140/00196, fetch data time cost=2.02ms, fps=1161 images/s, loss=1.1858, top1-acc=65.23%, top5-acc=91.31%, remaining_time=0:00:12.465488, arrival_time=2021-04-14 21:30:34.684716, cost_time=0:00:31.163684 2021-04-14 21:30:24,443 INFO : TRAIN, epoch=0025, iter=00150/00196, fetch data time cost=2.05ms, fps=1152 images/s, loss=1.1874, top1-acc=65.17%, top5-acc=91.30%, remaining_time=0:00:10.238864, arrival_time=2021-04-14 21:30:34.681911, cost_time=0:00:33.387560 2021-04-14 21:30:26,660 INFO : TRAIN, epoch=0025, iter=00160/00196, fetch data time cost=1.48ms, fps=1155 images/s, loss=1.1881, top1-acc=65.15%, top5-acc=91.32%, remaining_time=0:00:08.011080, arrival_time=2021-04-14 21:30:34.671225, cost_time=0:00:35.604724 2021-04-14 21:30:28,868 INFO : TRAIN, epoch=0025, iter=00170/00196, fetch data time cost=1.50ms, fps=1160 images/s, loss=1.1891, top1-acc=65.18%, top5-acc=91.28%, remaining_time=0:00:05.783128, arrival_time=2021-04-14 21:30:34.651250, cost_time=0:00:37.812720 2021-04-14 21:30:31,078 INFO : TRAIN, epoch=0025, iter=00180/00196, fetch data time cost=2.06ms, fps=1159 images/s, loss=1.1915, top1-acc=65.12%, top5-acc=91.26%, remaining_time=0:00:03.557568, arrival_time=2021-04-14 21:30:34.635669, cost_time=0:00:40.022700 2021-04-14 21:30:33,280 INFO : TRAIN, epoch=0025, iter=00190/00196, fetch data time cost=1.25ms, fps=1163 images/s, loss=1.1916, top1-acc=65.12%, top5-acc=91.28%, remaining_time=0:00:01.333410, arrival_time=2021-04-14 21:30:34.613364, cost_time=0:00:42.224619 2021-04-14 21:30:34,464 INFO : TRAIN, epoch=0025, iter=00196/00196, fetch data time cost=1.78ms, fps=1148 images/s, loss=1.1941, top1-acc=65.04%, top5-acc=91.25%, remaining_time=0:00:00, arrival_time=2021-04-14 21:30:34.464760, cost_time=0:00:43.409355 2021-04-14 21:30:35,360 INFO : EVAL, epoch=0025, iter=00010/00040, fetch data time cost=0.23ms, fps=2866 images/s, loss=1.8132, top1-acc=51.05%, top5-acc=81.95%, remaining_time=0:00:02.679960, arrival_time=2021-04-14 21:30:38.040130, cost_time=0:00:00.893319 2021-04-14 21:30:36,052 INFO : EVAL, epoch=0025, iter=00020/00040, fetch data time cost=1.83ms, fps=3699 images/s, loss=1.7609, top1-acc=52.23%, top5-acc=82.66%, remaining_time=0:00:01.585840, arrival_time=2021-04-14 21:30:37.638527, cost_time=0:00:01.585842 2021-04-14 21:30:36,747 INFO : EVAL, epoch=0025, iter=00030/00040, fetch data time cost=1.81ms, fps=3686 images/s, loss=1.7310, top1-acc=52.67%, top5-acc=83.48%, remaining_time=0:00:00.760250, arrival_time=2021-04-14 21:30:37.507829, cost_time=0:00:02.280743 2021-04-14 21:30:37,378 INFO : EVAL, epoch=0025, iter=00040/00040, fetch data time cost=0.08ms, fps=3679 images/s, loss=1.7109, top1-acc=53.09%, top5-acc=83.73%, remaining_time=0:00:00, arrival_time=2021-04-14 21:30:37.378524, cost_time=0:00:02.911714 2021-04-14 21:30:37,568 INFO : Epoch=0025 complete, best val top1-acc=53.94%, top5-acc=83.53% (epoch=16), remaining_time=2:15:57.695350, arrival_time=2021-04-14 23:46:35.263432, cost_time=0:19:25.385049 2021-04-14 21:30:37,569 INFO : Train start, epoch=0026, lr=0.096194 2021-04-14 21:30:39,978 INFO : TRAIN, epoch=0026, iter=00010/00196, fetch data time cost=1.42ms, fps=1063 images/s, loss=1.1330, top1-acc=66.41%, top5-acc=91.87%, remaining_time=0:00:44.802192, arrival_time=2021-04-14 21:31:24.780440, cost_time=0:00:02.408725 2021-04-14 21:30:42,189 INFO : TRAIN, epoch=0026, iter=00020/00196, fetch data time cost=2.65ms, fps=1158 images/s, loss=1.1330, top1-acc=66.68%, top5-acc=91.84%, remaining_time=0:00:40.649840, arrival_time=2021-04-14 21:31:22.838739, cost_time=0:00:04.619296 2021-04-14 21:30:44,424 INFO : TRAIN, epoch=0026, iter=00030/00196, fetch data time cost=2.16ms, fps=1145 images/s, loss=1.1260, top1-acc=67.01%, top5-acc=91.95%, remaining_time=0:00:37.931996, arrival_time=2021-04-14 21:31:22.356775, cost_time=0:00:06.855175 2021-04-14 21:30:46,668 INFO : TRAIN, epoch=0026, iter=00040/00196, fetch data time cost=9.68ms, fps=1142 images/s, loss=1.1306, top1-acc=67.14%, top5-acc=91.74%, remaining_time=0:00:35.483448, arrival_time=2021-04-14 21:31:22.151360, cost_time=0:00:09.098300 2021-04-14 21:30:48,877 INFO : TRAIN, epoch=0026, iter=00050/00196, fetch data time cost=1.93ms, fps=1159 images/s, loss=1.1289, top1-acc=67.09%, top5-acc=91.91%, remaining_time=0:00:33.019360, arrival_time=2021-04-14 21:31:21.896907, cost_time=0:00:11.307976 2021-04-14 21:30:51,082 INFO : TRAIN, epoch=0026, iter=00060/00196, fetch data time cost=1.52ms, fps=1161 images/s, loss=1.1333, top1-acc=66.82%, top5-acc=91.90%, remaining_time=0:00:30.629920, arrival_time=2021-04-14 21:31:21.712632, cost_time=0:00:13.513170 2021-04-14 21:30:53,300 INFO : TRAIN, epoch=0026, iter=00070/00196, fetch data time cost=1.64ms, fps=1155 images/s, loss=1.1361, top1-acc=66.73%, top5-acc=91.89%, remaining_time=0:00:28.315098, arrival_time=2021-04-14 21:31:21.615330, cost_time=0:00:15.730606 2021-04-14 21:30:55,529 INFO : TRAIN, epoch=0026, iter=00080/00196, fetch data time cost=2.08ms, fps=1149 images/s, loss=1.1335, top1-acc=66.69%, top5-acc=91.95%, remaining_time=0:00:26.041304, arrival_time=2021-04-14 21:31:21.570378, cost_time=0:00:17.959537 2021-04-14 21:30:57,747 INFO : TRAIN, epoch=0026, iter=00090/00196, fetch data time cost=1.36ms, fps=1154 images/s, loss=1.1389, top1-acc=66.65%, top5-acc=91.79%, remaining_time=0:00:23.764776, arrival_time=2021-04-14 21:31:21.511920, cost_time=0:00:20.177606 2021-04-14 21:30:59,965 INFO : TRAIN, epoch=0026, iter=00100/00196, fetch data time cost=1.99ms, fps=1154 images/s, loss=1.1440, top1-acc=66.47%, top5-acc=91.72%, remaining_time=0:00:21.500544, arrival_time=2021-04-14 21:31:21.466439, cost_time=0:00:22.396361 2021-04-14 21:31:02,178 INFO : TRAIN, epoch=0026, iter=00110/00196, fetch data time cost=2.16ms, fps=1157 images/s, loss=1.1514, top1-acc=66.32%, top5-acc=91.62%, remaining_time=0:00:19.239662, arrival_time=2021-04-14 21:31:21.418040, cost_time=0:00:24.608919 2021-04-14 21:31:04,395 INFO : TRAIN, epoch=0026, iter=00120/00196, fetch data time cost=1.40ms, fps=1155 images/s, loss=1.1609, top1-acc=66.11%, top5-acc=91.58%, remaining_time=0:00:16.989572, arrival_time=2021-04-14 21:31:21.384765, cost_time=0:00:26.825662 2021-04-14 21:31:06,594 INFO : TRAIN, epoch=0026, iter=00130/00196, fetch data time cost=1.53ms, fps=1164 images/s, loss=1.1692, top1-acc=65.86%, top5-acc=91.49%, remaining_time=0:00:14.735952, arrival_time=2021-04-14 21:31:21.330741, cost_time=0:00:29.025305 2021-04-14 21:31:08,809 INFO : TRAIN, epoch=0026, iter=00140/00196, fetch data time cost=2.06ms, fps=1156 images/s, loss=1.1760, top1-acc=65.67%, top5-acc=91.34%, remaining_time=0:00:12.496008, arrival_time=2021-04-14 21:31:21.305674, cost_time=0:00:31.240063 2021-04-14 21:31:11,027 INFO : TRAIN, epoch=0026, iter=00150/00196, fetch data time cost=2.10ms, fps=1155 images/s, loss=1.1813, top1-acc=65.56%, top5-acc=91.30%, remaining_time=0:00:10.260300, arrival_time=2021-04-14 21:31:21.287343, cost_time=0:00:33.457546 2021-04-14 21:31:13,246 INFO : TRAIN, epoch=0026, iter=00160/00196, fetch data time cost=2.29ms, fps=1154 images/s, loss=1.1853, top1-acc=65.41%, top5-acc=91.23%, remaining_time=0:00:08.027208, arrival_time=2021-04-14 21:31:21.273210, cost_time=0:00:35.676469 2021-04-14 21:31:15,456 INFO : TRAIN, epoch=0026, iter=00170/00196, fetch data time cost=2.24ms, fps=1158 images/s, loss=1.1881, top1-acc=65.35%, top5-acc=91.19%, remaining_time=0:00:05.794490, arrival_time=2021-04-14 21:31:21.250982, cost_time=0:00:37.887034 2021-04-14 21:31:17,656 INFO : TRAIN, epoch=0026, iter=00180/00196, fetch data time cost=1.31ms, fps=1164 images/s, loss=1.1900, top1-acc=65.37%, top5-acc=91.12%, remaining_time=0:00:03.563248, arrival_time=2021-04-14 21:31:21.219224, cost_time=0:00:40.086533 2021-04-14 21:31:19,862 INFO : TRAIN, epoch=0026, iter=00190/00196, fetch data time cost=1.35ms, fps=1161 images/s, loss=1.1904, top1-acc=65.37%, top5-acc=91.11%, remaining_time=0:00:01.335546, arrival_time=2021-04-14 21:31:21.197463, cost_time=0:00:42.292315 2021-04-14 21:31:21,050 INFO : TRAIN, epoch=0026, iter=00196/00196, fetch data time cost=1.38ms, fps=1145 images/s, loss=1.1939, top1-acc=65.30%, top5-acc=91.05%, remaining_time=0:00:00, arrival_time=2021-04-14 21:31:21.050645, cost_time=0:00:43.481157 2021-04-14 21:31:21,924 INFO : EVAL, epoch=0026, iter=00010/00040, fetch data time cost=0.33ms, fps=2937 images/s, loss=1.7908, top1-acc=51.37%, top5-acc=81.84%, remaining_time=0:00:02.614860, arrival_time=2021-04-14 21:31:24.539111, cost_time=0:00:00.871620 2021-04-14 21:31:22,617 INFO : EVAL, epoch=0026, iter=00020/00040, fetch data time cost=1.49ms, fps=3696 images/s, loss=1.7498, top1-acc=52.66%, top5-acc=81.95%, remaining_time=0:00:01.564680, arrival_time=2021-04-14 21:31:24.182025, cost_time=0:00:01.564689 2021-04-14 21:31:23,315 INFO : EVAL, epoch=0026, iter=00030/00040, fetch data time cost=2.64ms, fps=3670 images/s, loss=1.7410, top1-acc=53.19%, top5-acc=82.08%, remaining_time=0:00:00.754260, arrival_time=2021-04-14 21:31:24.069625, cost_time=0:00:02.262769 2021-04-14 21:31:23,956 INFO : EVAL, epoch=0026, iter=00040/00040, fetch data time cost=0.12ms, fps=3622 images/s, loss=1.7678, top1-acc=53.14%, top5-acc=82.00%, remaining_time=0:00:00, arrival_time=2021-04-14 21:31:23.956202, cost_time=0:00:02.903599 2021-04-14 21:31:24,161 INFO : Epoch=0026 complete, best val top1-acc=53.94%, top5-acc=83.53% (epoch=16), remaining_time=2:15:10.932744, arrival_time=2021-04-14 23:46:35.094264, cost_time=0:20:11.978463 2021-04-14 21:31:24,163 INFO : Train start, epoch=0027, lr=0.095888 2021-04-14 21:31:26,617 INFO : TRAIN, epoch=0027, iter=00010/00196, fetch data time cost=1.46ms, fps=1043 images/s, loss=1.1489, top1-acc=66.68%, top5-acc=92.03%, remaining_time=0:00:45.636774, arrival_time=2021-04-14 21:32:12.254264, cost_time=0:00:02.453588 2021-04-14 21:31:28,830 INFO : TRAIN, epoch=0027, iter=00020/00196, fetch data time cost=1.59ms, fps=1157 images/s, loss=1.1395, top1-acc=67.09%, top5-acc=92.11%, remaining_time=0:00:41.068016, arrival_time=2021-04-14 21:32:09.898720, cost_time=0:00:04.666823 2021-04-14 21:31:31,038 INFO : TRAIN, epoch=0027, iter=00030/00196, fetch data time cost=1.46ms, fps=1160 images/s, loss=1.1331, top1-acc=67.20%, top5-acc=91.89%, remaining_time=0:00:38.037572, arrival_time=2021-04-14 21:32:09.075715, cost_time=0:00:06.874263 2021-04-14 21:31:33,248 INFO : TRAIN, epoch=0027, iter=00040/00196, fetch data time cost=1.56ms, fps=1158 images/s, loss=1.1202, top1-acc=67.36%, top5-acc=92.16%, remaining_time=0:00:35.430408, arrival_time=2021-04-14 21:32:08.678993, cost_time=0:00:09.084701 2021-04-14 21:31:35,452 INFO : TRAIN, epoch=0027, iter=00050/00196, fetch data time cost=1.40ms, fps=1162 images/s, loss=1.1248, top1-acc=67.37%, top5-acc=92.17%, remaining_time=0:00:32.962858, arrival_time=2021-04-14 21:32:08.415393, cost_time=0:00:11.288646 2021-04-14 21:31:37,661 INFO : TRAIN, epoch=0027, iter=00060/00196, fetch data time cost=1.97ms, fps=1159 images/s, loss=1.1357, top1-acc=66.93%, top5-acc=92.00%, remaining_time=0:00:30.594832, arrival_time=2021-04-14 21:32:08.256525, cost_time=0:00:13.497745 2021-04-14 21:31:39,890 INFO : TRAIN, epoch=0027, iter=00070/00196, fetch data time cost=1.57ms, fps=1149 images/s, loss=1.1416, top1-acc=66.78%, top5-acc=91.89%, remaining_time=0:00:28.307664, arrival_time=2021-04-14 21:32:08.197933, cost_time=0:00:15.726459 2021-04-14 21:31:42,112 INFO : TRAIN, epoch=0027, iter=00080/00196, fetch data time cost=2.24ms, fps=1152 images/s, loss=1.1492, top1-acc=66.46%, top5-acc=91.79%, remaining_time=0:00:26.025876, arrival_time=2021-04-14 21:32:08.138647, cost_time=0:00:17.948889 2021-04-14 21:31:44,323 INFO : TRAIN, epoch=0027, iter=00090/00196, fetch data time cost=1.42ms, fps=1158 images/s, loss=1.1569, top1-acc=66.19%, top5-acc=91.68%, remaining_time=0:00:23.743470, arrival_time=2021-04-14 21:32:08.066967, cost_time=0:00:20.159554 2021-04-14 21:31:46,530 INFO : TRAIN, epoch=0027, iter=00100/00196, fetch data time cost=2.29ms, fps=1160 images/s, loss=1.1631, top1-acc=65.90%, top5-acc=91.63%, remaining_time=0:00:21.471648, arrival_time=2021-04-14 21:32:08.001877, cost_time=0:00:22.366275 2021-04-14 21:31:48,750 INFO : TRAIN, epoch=0027, iter=00110/00196, fetch data time cost=1.54ms, fps=1154 images/s, loss=1.1693, top1-acc=65.72%, top5-acc=91.58%, remaining_time=0:00:19.221946, arrival_time=2021-04-14 21:32:07.971991, cost_time=0:00:24.586176 2021-04-14 21:31:50,956 INFO : TRAIN, epoch=0027, iter=00120/00196, fetch data time cost=1.50ms, fps=1161 images/s, loss=1.1713, top1-acc=65.72%, top5-acc=91.54%, remaining_time=0:00:16.968520, arrival_time=2021-04-14 21:32:07.924842, cost_time=0:00:26.792436 2021-04-14 21:31:53,162 INFO : TRAIN, epoch=0027, iter=00130/00196, fetch data time cost=1.58ms, fps=1161 images/s, loss=1.1724, top1-acc=65.69%, top5-acc=91.52%, remaining_time=0:00:14.722356, arrival_time=2021-04-14 21:32:07.884888, cost_time=0:00:28.998600 2021-04-14 21:31:55,364 INFO : TRAIN, epoch=0027, iter=00140/00196, fetch data time cost=1.54ms, fps=1163 images/s, loss=1.1761, top1-acc=65.62%, top5-acc=91.44%, remaining_time=0:00:12.480440, arrival_time=2021-04-14 21:32:07.845335, cost_time=0:00:31.201094 2021-04-14 21:31:57,575 INFO : TRAIN, epoch=0027, iter=00150/00196, fetch data time cost=1.43ms, fps=1159 images/s, loss=1.1799, top1-acc=65.58%, top5-acc=91.35%, remaining_time=0:00:10.246040, arrival_time=2021-04-14 21:32:07.820961, cost_time=0:00:33.411040 2021-04-14 21:31:59,784 INFO : TRAIN, epoch=0027, iter=00160/00196, fetch data time cost=1.40ms, fps=1159 images/s, loss=1.1817, top1-acc=65.57%, top5-acc=91.34%, remaining_time=0:00:08.014572, arrival_time=2021-04-14 21:32:07.798750, cost_time=0:00:35.620266 2021-04-14 21:32:02,000 INFO : TRAIN, epoch=0027, iter=00170/00196, fetch data time cost=2.17ms, fps=1155 images/s, loss=1.1812, top1-acc=65.57%, top5-acc=91.38%, remaining_time=0:00:05.786820, arrival_time=2021-04-14 21:32:07.787440, cost_time=0:00:37.836826 2021-04-14 21:32:04,214 INFO : TRAIN, epoch=0027, iter=00180/00196, fetch data time cost=2.17ms, fps=1156 images/s, loss=1.1829, top1-acc=65.55%, top5-acc=91.33%, remaining_time=0:00:03.560080, arrival_time=2021-04-14 21:32:07.774906, cost_time=0:00:40.050837 2021-04-14 21:32:06,422 INFO : TRAIN, epoch=0027, iter=00190/00196, fetch data time cost=1.41ms, fps=1160 images/s, loss=1.1847, top1-acc=65.48%, top5-acc=91.31%, remaining_time=0:00:01.334496, arrival_time=2021-04-14 21:32:07.757293, cost_time=0:00:42.259006 2021-04-14 21:32:07,607 INFO : TRAIN, epoch=0027, iter=00196/00196, fetch data time cost=1.66ms, fps=1149 images/s, loss=1.1884, top1-acc=65.45%, top5-acc=91.26%, remaining_time=0:00:00, arrival_time=2021-04-14 21:32:07.607070, cost_time=0:00:43.443270 2021-04-14 21:32:08,467 INFO : EVAL, epoch=0027, iter=00010/00040, fetch data time cost=0.20ms, fps=2984 images/s, loss=1.7018, top1-acc=54.22%, top5-acc=84.49%, remaining_time=0:00:02.573910, arrival_time=2021-04-14 21:32:11.040976, cost_time=0:00:00.857973 2021-04-14 21:32:09,164 INFO : EVAL, epoch=0027, iter=00020/00040, fetch data time cost=1.80ms, fps=3674 images/s, loss=1.6115, top1-acc=55.29%, top5-acc=85.43%, remaining_time=0:00:01.555360, arrival_time=2021-04-14 21:32:10.719753, cost_time=0:00:01.555350 2021-04-14 21:32:09,858 INFO : EVAL, epoch=0027, iter=00030/00040, fetch data time cost=1.88ms, fps=3692 images/s, loss=1.6058, top1-acc=55.52%, top5-acc=85.17%, remaining_time=0:00:00.749710, arrival_time=2021-04-14 21:32:10.607995, cost_time=0:00:02.249135 2021-04-14 21:32:10,498 INFO : EVAL, epoch=0027, iter=00040/00040, fetch data time cost=0.13ms, fps=3629 images/s, loss=1.6257, top1-acc=55.52%, top5-acc=84.80%, remaining_time=0:00:00, arrival_time=2021-04-14 21:32:10.498151, cost_time=0:00:02.889147 2021-04-14 21:32:10,871 INFO : Epoch=0027 complete, best val top1-acc=55.52%, top5-acc=84.80% (epoch=27), remaining_time=2:14:24.930781, arrival_time=2021-04-14 23:46:35.802442, cost_time=0:20:58.688608 2021-04-14 21:32:10,874 INFO : Train start, epoch=0028, lr=0.095570 2021-04-14 21:32:13,243 INFO : TRAIN, epoch=0028, iter=00010/00196, fetch data time cost=1.94ms, fps=1081 images/s, loss=1.2207, top1-acc=64.30%, top5-acc=90.39%, remaining_time=0:00:44.065632, arrival_time=2021-04-14 21:32:57.309146, cost_time=0:00:02.369119 2021-04-14 21:32:15,444 INFO : TRAIN, epoch=0028, iter=00020/00196, fetch data time cost=1.51ms, fps=1163 images/s, loss=1.2066, top1-acc=64.77%, top5-acc=90.96%, remaining_time=0:00:40.218112, arrival_time=2021-04-14 21:32:55.662727, cost_time=0:00:04.570247 2021-04-14 21:32:17,649 INFO : TRAIN, epoch=0028, iter=00030/00196, fetch data time cost=2.04ms, fps=1161 images/s, loss=1.1863, top1-acc=65.33%, top5-acc=91.13%, remaining_time=0:00:37.489772, arrival_time=2021-04-14 21:32:55.139387, cost_time=0:00:06.775255 2021-04-14 21:32:19,857 INFO : TRAIN, epoch=0028, iter=00040/00196, fetch data time cost=1.85ms, fps=1160 images/s, loss=1.1693, top1-acc=65.75%, top5-acc=91.37%, remaining_time=0:00:35.034636, arrival_time=2021-04-14 21:32:54.892227, cost_time=0:00:08.983231 2021-04-14 21:32:22,062 INFO : TRAIN, epoch=0028, iter=00050/00196, fetch data time cost=1.68ms, fps=1162 images/s, loss=1.1671, top1-acc=65.77%, top5-acc=91.44%, remaining_time=0:00:32.667500, arrival_time=2021-04-14 21:32:54.729461, cost_time=0:00:11.187498 2021-04-14 21:32:24,273 INFO : TRAIN, epoch=0028, iter=00060/00196, fetch data time cost=1.32ms, fps=1158 images/s, loss=1.1632, top1-acc=65.81%, top5-acc=91.53%, remaining_time=0:00:30.371248, arrival_time=2021-04-14 21:32:54.644633, cost_time=0:00:13.399075 2021-04-14 21:32:26,509 INFO : TRAIN, epoch=0028, iter=00070/00196, fetch data time cost=2.99ms, fps=1145 images/s, loss=1.1674, top1-acc=65.72%, top5-acc=91.46%, remaining_time=0:00:28.142604, arrival_time=2021-04-14 21:32:54.651899, cost_time=0:00:15.634768 2021-04-14 21:32:28,733 INFO : TRAIN, epoch=0028, iter=00080/00196, fetch data time cost=1.45ms, fps=1151 images/s, loss=1.1681, top1-acc=65.71%, top5-acc=91.41%, remaining_time=0:00:25.895724, arrival_time=2021-04-14 21:32:54.629249, cost_time=0:00:17.859132 2021-04-14 21:32:30,975 INFO : TRAIN, epoch=0028, iter=00090/00196, fetch data time cost=2.82ms, fps=1143 images/s, loss=1.1723, top1-acc=65.63%, top5-acc=91.31%, remaining_time=0:00:23.671920, arrival_time=2021-04-14 21:32:54.646800, cost_time=0:00:20.098800 2021-04-14 21:32:33,202 INFO : TRAIN, epoch=0028, iter=00100/00196, fetch data time cost=2.10ms, fps=1150 images/s, loss=1.1803, top1-acc=65.41%, top5-acc=91.17%, remaining_time=0:00:21.434880, arrival_time=2021-04-14 21:32:54.637192, cost_time=0:00:22.327956 2021-04-14 21:32:35,409 INFO : TRAIN, epoch=0028, iter=00110/00196, fetch data time cost=2.18ms, fps=1160 images/s, loss=1.1804, top1-acc=65.37%, top5-acc=91.18%, remaining_time=0:00:19.182214, arrival_time=2021-04-14 21:32:54.591936, cost_time=0:00:24.535376 2021-04-14 21:32:37,620 INFO : TRAIN, epoch=0028, iter=00120/00196, fetch data time cost=2.00ms, fps=1158 images/s, loss=1.1850, top1-acc=65.21%, top5-acc=91.16%, remaining_time=0:00:16.939032, arrival_time=2021-04-14 21:32:54.559192, cost_time=0:00:26.745803 2021-04-14 21:32:39,835 INFO : TRAIN, epoch=0028, iter=00130/00196, fetch data time cost=1.63ms, fps=1156 images/s, loss=1.1846, top1-acc=65.32%, top5-acc=91.17%, remaining_time=0:00:14.703348, arrival_time=2021-04-14 21:32:54.538888, cost_time=0:00:28.961124 2021-04-14 21:32:42,050 INFO : TRAIN, epoch=0028, iter=00140/00196, fetch data time cost=1.41ms, fps=1156 images/s, loss=1.1820, top1-acc=65.42%, top5-acc=91.20%, remaining_time=0:00:12.470360, arrival_time=2021-04-14 21:32:54.520609, cost_time=0:00:31.175898 2021-04-14 21:32:44,257 INFO : TRAIN, epoch=0028, iter=00150/00196, fetch data time cost=1.47ms, fps=1160 images/s, loss=1.1798, top1-acc=65.54%, top5-acc=91.27%, remaining_time=0:00:10.237346, arrival_time=2021-04-14 21:32:54.494381, cost_time=0:00:33.382686 2021-04-14 21:32:46,466 INFO : TRAIN, epoch=0028, iter=00160/00196, fetch data time cost=1.43ms, fps=1159 images/s, loss=1.1843, top1-acc=65.41%, top5-acc=91.22%, remaining_time=0:00:08.008272, arrival_time=2021-04-14 21:32:54.474994, cost_time=0:00:35.592369 2021-04-14 21:32:48,665 INFO : TRAIN, epoch=0028, iter=00170/00196, fetch data time cost=1.54ms, fps=1164 images/s, loss=1.1865, top1-acc=65.38%, top5-acc=91.16%, remaining_time=0:00:05.779878, arrival_time=2021-04-14 21:32:54.445743, cost_time=0:00:37.791592 2021-04-14 21:32:50,880 INFO : TRAIN, epoch=0028, iter=00180/00196, fetch data time cost=1.89ms, fps=1156 images/s, loss=1.1881, top1-acc=65.38%, top5-acc=91.12%, remaining_time=0:00:03.556128, arrival_time=2021-04-14 21:32:54.436928, cost_time=0:00:40.006391 2021-04-14 21:32:53,088 INFO : TRAIN, epoch=0028, iter=00190/00196, fetch data time cost=1.25ms, fps=1160 images/s, loss=1.1896, top1-acc=65.34%, top5-acc=91.07%, remaining_time=0:00:01.333080, arrival_time=2021-04-14 21:32:54.421775, cost_time=0:00:42.214216 2021-04-14 21:32:54,278 INFO : TRAIN, epoch=0028, iter=00196/00196, fetch data time cost=1.44ms, fps=1144 images/s, loss=1.1909, top1-acc=65.33%, top5-acc=91.07%, remaining_time=0:00:00, arrival_time=2021-04-14 21:32:54.277920, cost_time=0:00:43.403581 2021-04-14 21:32:55,163 INFO : EVAL, epoch=0028, iter=00010/00040, fetch data time cost=2.54ms, fps=2902 images/s, loss=1.8461, top1-acc=51.99%, top5-acc=80.78%, remaining_time=0:00:02.646570, arrival_time=2021-04-14 21:32:57.809818, cost_time=0:00:00.882187 2021-04-14 21:32:55,858 INFO : EVAL, epoch=0028, iter=00020/00040, fetch data time cost=2.22ms, fps=3684 images/s, loss=1.8695, top1-acc=50.88%, top5-acc=80.29%, remaining_time=0:00:01.577360, arrival_time=2021-04-14 21:32:57.435841, cost_time=0:00:01.577370 2021-04-14 21:32:56,553 INFO : EVAL, epoch=0028, iter=00030/00040, fetch data time cost=1.36ms, fps=3688 images/s, loss=1.8615, top1-acc=51.00%, top5-acc=80.49%, remaining_time=0:00:00.757350, arrival_time=2021-04-14 21:32:57.310501, cost_time=0:00:02.272039 2021-04-14 21:32:57,190 INFO : EVAL, epoch=0028, iter=00040/00040, fetch data time cost=0.09ms, fps=3645 images/s, loss=1.8516, top1-acc=50.98%, top5-acc=80.46%, remaining_time=0:00:00, arrival_time=2021-04-14 21:32:57.190122, cost_time=0:00:02.909032 2021-04-14 21:32:57,407 INFO : Epoch=0028 complete, best val top1-acc=55.52%, top5-acc=84.80% (epoch=27), remaining_time=2:13:37.808724, arrival_time=2021-04-14 23:46:35.216466, cost_time=0:21:45.224684 2021-04-14 21:32:57,409 INFO : Train start, epoch=0029, lr=0.095241 2021-04-14 21:32:59,821 INFO : TRAIN, epoch=0029, iter=00010/00196, fetch data time cost=1.57ms, fps=1061 images/s, loss=1.1498, top1-acc=65.86%, top5-acc=91.37%, remaining_time=0:00:44.865432, arrival_time=2021-04-14 21:33:44.687015, cost_time=0:00:02.412117 2021-04-14 21:33:02,026 INFO : TRAIN, epoch=0029, iter=00020/00196, fetch data time cost=1.48ms, fps=1161 images/s, loss=1.1690, top1-acc=65.66%, top5-acc=91.52%, remaining_time=0:00:40.628720, arrival_time=2021-04-14 21:33:42.654959, cost_time=0:00:04.616899 2021-04-14 21:33:04,226 INFO : TRAIN, epoch=0029, iter=00030/00196, fetch data time cost=1.58ms, fps=1164 images/s, loss=1.1545, top1-acc=65.92%, top5-acc=91.82%, remaining_time=0:00:37.719848, arrival_time=2021-04-14 21:33:41.946080, cost_time=0:00:06.816838 2021-04-14 21:33:06,435 INFO : TRAIN, epoch=0029, iter=00040/00196, fetch data time cost=1.67ms, fps=1159 images/s, loss=1.1451, top1-acc=66.04%, top5-acc=92.00%, remaining_time=0:00:35.199840, arrival_time=2021-04-14 21:33:41.634864, cost_time=0:00:09.025605 2021-04-14 21:33:08,643 INFO : TRAIN, epoch=0029, iter=00050/00196, fetch data time cost=1.63ms, fps=1159 images/s, loss=1.1505, top1-acc=65.95%, top5-acc=91.86%, remaining_time=0:00:32.804594, arrival_time=2021-04-14 21:33:41.448377, cost_time=0:00:11.234431 2021-04-14 21:33:10,860 INFO : TRAIN, epoch=0029, iter=00060/00196, fetch data time cost=1.51ms, fps=1155 images/s, loss=1.1511, top1-acc=66.04%, top5-acc=91.80%, remaining_time=0:00:30.489296, arrival_time=2021-04-14 21:33:41.349886, cost_time=0:00:13.451186 2021-04-14 21:33:13,083 INFO : TRAIN, epoch=0029, iter=00070/00196, fetch data time cost=1.39ms, fps=1152 images/s, loss=1.1558, top1-acc=65.95%, top5-acc=91.72%, remaining_time=0:00:28.212282, arrival_time=2021-04-14 21:33:41.295229, cost_time=0:00:15.673519 2021-04-14 21:33:15,296 INFO : TRAIN, epoch=0029, iter=00080/00196, fetch data time cost=1.62ms, fps=1157 images/s, loss=1.1570, top1-acc=65.95%, top5-acc=91.66%, remaining_time=0:00:25.936672, arrival_time=2021-04-14 21:33:41.233499, cost_time=0:00:17.887329 2021-04-14 21:33:17,503 INFO : TRAIN, epoch=0029, iter=00090/00196, fetch data time cost=1.61ms, fps=1161 images/s, loss=1.1622, top1-acc=65.80%, top5-acc=91.60%, remaining_time=0:00:23.665878, arrival_time=2021-04-14 21:33:41.168948, cost_time=0:00:20.093642 2021-04-14 21:33:19,729 INFO : TRAIN, epoch=0029, iter=00100/00196, fetch data time cost=1.83ms, fps=1150 images/s, loss=1.1605, top1-acc=65.86%, top5-acc=91.58%, remaining_time=0:00:21.426912, arrival_time=2021-04-14 21:33:41.156077, cost_time=0:00:22.319662 2021-04-14 21:33:21,945 INFO : TRAIN, epoch=0029, iter=00110/00196, fetch data time cost=1.39ms, fps=1155 images/s, loss=1.1587, top1-acc=65.86%, top5-acc=91.61%, remaining_time=0:00:19.182902, arrival_time=2021-04-14 21:33:41.128628, cost_time=0:00:24.536299 2021-04-14 21:33:24,159 INFO : TRAIN, epoch=0029, iter=00120/00196, fetch data time cost=2.14ms, fps=1157 images/s, loss=1.1605, top1-acc=65.86%, top5-acc=91.60%, remaining_time=0:00:16.941464, arrival_time=2021-04-14 21:33:41.100501, cost_time=0:00:26.749686 2021-04-14 21:33:26,365 INFO : TRAIN, epoch=0029, iter=00130/00196, fetch data time cost=1.64ms, fps=1160 images/s, loss=1.1581, top1-acc=65.98%, top5-acc=91.60%, remaining_time=0:00:14.700906, arrival_time=2021-04-14 21:33:41.066593, cost_time=0:00:28.956294 2021-04-14 21:33:28,582 INFO : TRAIN, epoch=0029, iter=00140/00196, fetch data time cost=2.03ms, fps=1155 images/s, loss=1.1601, top1-acc=65.89%, top5-acc=91.58%, remaining_time=0:00:12.469296, arrival_time=2021-04-14 21:33:41.051979, cost_time=0:00:31.173255 2021-04-14 21:33:30,788 INFO : TRAIN, epoch=0029, iter=00150/00196, fetch data time cost=1.39ms, fps=1161 images/s, loss=1.1650, top1-acc=65.76%, top5-acc=91.51%, remaining_time=0:00:10.236334, arrival_time=2021-04-14 21:33:41.024978, cost_time=0:00:33.379286 2021-04-14 21:33:32,999 INFO : TRAIN, epoch=0029, iter=00160/00196, fetch data time cost=2.13ms, fps=1158 images/s, loss=1.1667, top1-acc=65.75%, top5-acc=91.49%, remaining_time=0:00:08.007840, arrival_time=2021-04-14 21:33:41.007662, cost_time=0:00:35.590399 2021-04-14 21:33:35,206 INFO : TRAIN, epoch=0029, iter=00170/00196, fetch data time cost=1.43ms, fps=1160 images/s, loss=1.1701, top1-acc=65.69%, top5-acc=91.44%, remaining_time=0:00:05.780788, arrival_time=2021-04-14 21:33:40.987521, cost_time=0:00:37.797389 2021-04-14 21:33:37,423 INFO : TRAIN, epoch=0029, iter=00180/00196, fetch data time cost=2.13ms, fps=1155 images/s, loss=1.1733, top1-acc=65.63%, top5-acc=91.39%, remaining_time=0:00:03.556784, arrival_time=2021-04-14 21:33:40.980117, cost_time=0:00:40.013834 2021-04-14 21:33:39,632 INFO : TRAIN, epoch=0029, iter=00190/00196, fetch data time cost=1.63ms, fps=1159 images/s, loss=1.1731, top1-acc=65.62%, top5-acc=91.37%, remaining_time=0:00:01.333368, arrival_time=2021-04-14 21:33:40.965987, cost_time=0:00:42.223283 2021-04-14 21:33:40,815 INFO : TRAIN, epoch=0029, iter=00196/00196, fetch data time cost=1.69ms, fps=1150 images/s, loss=1.1743, top1-acc=65.61%, top5-acc=91.34%, remaining_time=0:00:00, arrival_time=2021-04-14 21:33:40.815712, cost_time=0:00:43.406284 2021-04-14 21:33:41,636 INFO : EVAL, epoch=0029, iter=00010/00040, fetch data time cost=4.87ms, fps=3126 images/s, loss=1.8834, top1-acc=50.51%, top5-acc=80.39%, remaining_time=0:00:02.456970, arrival_time=2021-04-14 21:33:44.093802, cost_time=0:00:00.818989 2021-04-14 21:33:42,327 INFO : EVAL, epoch=0029, iter=00020/00040, fetch data time cost=1.46ms, fps=3707 images/s, loss=1.8722, top1-acc=50.55%, top5-acc=81.02%, remaining_time=0:00:01.509980, arrival_time=2021-04-14 21:33:43.837766, cost_time=0:00:01.509984 2021-04-14 21:33:43,016 INFO : EVAL, epoch=0029, iter=00030/00040, fetch data time cost=1.44ms, fps=3720 images/s, loss=1.8676, top1-acc=50.47%, top5-acc=80.92%, remaining_time=0:00:00.732850, arrival_time=2021-04-14 21:33:43.749194, cost_time=0:00:02.198556 2021-04-14 21:33:43,653 INFO : EVAL, epoch=0029, iter=00040/00040, fetch data time cost=0.08ms, fps=3642 images/s, loss=1.8864, top1-acc=50.43%, top5-acc=80.68%, remaining_time=0:00:00, arrival_time=2021-04-14 21:33:43.653727, cost_time=0:00:02.835954 2021-04-14 21:33:43,860 INFO : Epoch=0029 complete, best val top1-acc=55.52%, top5-acc=84.80% (epoch=27), remaining_time=2:12:50.236128, arrival_time=2021-04-14 23:46:34.096662, cost_time=0:22:31.677471 2021-04-14 21:33:43,862 INFO : Train start, epoch=0030, lr=0.094901 2021-04-14 21:33:46,234 INFO : TRAIN, epoch=0030, iter=00010/00196, fetch data time cost=1.84ms, fps=1080 images/s, loss=1.2306, top1-acc=64.34%, top5-acc=90.35%, remaining_time=0:00:44.098740, arrival_time=2021-04-14 21:34:30.332714, cost_time=0:00:02.370897 2021-04-14 21:33:48,445 INFO : TRAIN, epoch=0030, iter=00020/00196, fetch data time cost=1.58ms, fps=1158 images/s, loss=1.1949, top1-acc=64.98%, top5-acc=90.96%, remaining_time=0:00:40.327760, arrival_time=2021-04-14 21:34:28.773289, cost_time=0:00:04.582699 2021-04-14 21:33:50,670 INFO : TRAIN, epoch=0030, iter=00030/00196, fetch data time cost=2.08ms, fps=1151 images/s, loss=1.1938, top1-acc=65.31%, top5-acc=91.08%, remaining_time=0:00:37.667226, arrival_time=2021-04-14 21:34:28.337424, cost_time=0:00:06.807344 2021-04-14 21:33:52,894 INFO : TRAIN, epoch=0030, iter=00040/00196, fetch data time cost=1.51ms, fps=1151 images/s, loss=1.1735, top1-acc=65.80%, top5-acc=91.33%, remaining_time=0:00:35.222928, arrival_time=2021-04-14 21:34:28.117284, cost_time=0:00:09.031539 2021-04-14 21:33:55,104 INFO : TRAIN, epoch=0030, iter=00050/00196, fetch data time cost=1.42ms, fps=1159 images/s, loss=1.1761, top1-acc=65.82%, top5-acc=91.20%, remaining_time=0:00:32.824742, arrival_time=2021-04-14 21:34:27.929156, cost_time=0:00:11.241373 2021-04-14 21:33:57,314 INFO : TRAIN, epoch=0030, iter=00060/00196, fetch data time cost=1.43ms, fps=1159 images/s, loss=1.1761, top1-acc=65.69%, top5-acc=91.25%, remaining_time=0:00:30.489704, arrival_time=2021-04-14 21:34:27.804023, cost_time=0:00:13.451354 2021-04-14 21:33:59,525 INFO : TRAIN, epoch=0030, iter=00070/00196, fetch data time cost=2.43ms, fps=1158 images/s, loss=1.1764, top1-acc=65.61%, top5-acc=91.35%, remaining_time=0:00:28.193256, arrival_time=2021-04-14 21:34:27.719113, cost_time=0:00:15.662946 2021-04-14 21:34:01,744 INFO : TRAIN, epoch=0030, iter=00080/00196, fetch data time cost=1.98ms, fps=1154 images/s, loss=1.1760, top1-acc=65.48%, top5-acc=91.35%, remaining_time=0:00:25.927624, arrival_time=2021-04-14 21:34:27.671612, cost_time=0:00:17.881093 2021-04-14 21:34:03,956 INFO : TRAIN, epoch=0030, iter=00090/00196, fetch data time cost=1.53ms, fps=1157 images/s, loss=1.1754, top1-acc=65.44%, top5-acc=91.40%, remaining_time=0:00:23.665878, arrival_time=2021-04-14 21:34:27.622492, cost_time=0:00:20.093645 2021-04-14 21:34:06,159 INFO : TRAIN, epoch=0030, iter=00100/00196, fetch data time cost=1.69ms, fps=1162 images/s, loss=1.1726, top1-acc=65.57%, top5-acc=91.43%, remaining_time=0:00:21.405024, arrival_time=2021-04-14 21:34:27.564849, cost_time=0:00:22.296925 2021-04-14 21:34:08,375 INFO : TRAIN, epoch=0030, iter=00110/00196, fetch data time cost=1.47ms, fps=1156 images/s, loss=1.1709, top1-acc=65.74%, top5-acc=91.42%, remaining_time=0:00:19.164068, arrival_time=2021-04-14 21:34:27.539288, cost_time=0:00:24.512206 2021-04-14 21:34:10,590 INFO : TRAIN, epoch=0030, iter=00120/00196, fetch data time cost=1.45ms, fps=1156 images/s, loss=1.1713, top1-acc=65.68%, top5-acc=91.38%, remaining_time=0:00:16.927252, arrival_time=2021-04-14 21:34:27.517523, cost_time=0:00:26.727280 2021-04-14 21:34:12,803 INFO : TRAIN, epoch=0030, iter=00130/00196, fetch data time cost=1.50ms, fps=1157 images/s, loss=1.1699, top1-acc=65.74%, top5-acc=91.42%, remaining_time=0:00:14.692788, arrival_time=2021-04-14 21:34:27.496035, cost_time=0:00:28.940292 2021-04-14 21:34:15,020 INFO : TRAIN, epoch=0030, iter=00140/00196, fetch data time cost=1.48ms, fps=1155 images/s, loss=1.1691, top1-acc=65.81%, top5-acc=91.46%, remaining_time=0:00:12.462912, arrival_time=2021-04-14 21:34:27.483063, cost_time=0:00:31.157252 2021-04-14 21:34:17,238 INFO : TRAIN, epoch=0030, iter=00150/00196, fetch data time cost=2.07ms, fps=1154 images/s, loss=1.1708, top1-acc=65.80%, top5-acc=91.45%, remaining_time=0:00:10.235276, arrival_time=2021-04-14 21:34:27.474137, cost_time=0:00:33.375961 2021-04-14 21:34:19,466 INFO : TRAIN, epoch=0030, iter=00160/00196, fetch data time cost=2.37ms, fps=1149 images/s, loss=1.1711, top1-acc=65.81%, top5-acc=91.42%, remaining_time=0:00:08.010864, arrival_time=2021-04-14 21:34:27.477630, cost_time=0:00:35.603868 2021-04-14 21:34:21,669 INFO : TRAIN, epoch=0030, iter=00170/00196, fetch data time cost=1.56ms, fps=1163 images/s, loss=1.1690, top1-acc=65.89%, top5-acc=91.45%, remaining_time=0:00:05.782140, arrival_time=2021-04-14 21:34:27.451280, cost_time=0:00:37.806251 2021-04-14 21:34:23,877 INFO : TRAIN, epoch=0030, iter=00180/00196, fetch data time cost=1.52ms, fps=1160 images/s, loss=1.1683, top1-acc=65.95%, top5-acc=91.47%, remaining_time=0:00:03.556800, arrival_time=2021-04-14 21:34:27.433823, cost_time=0:00:40.014055 2021-04-14 21:34:26,095 INFO : TRAIN, epoch=0030, iter=00190/00196, fetch data time cost=1.25ms, fps=1155 images/s, loss=1.1710, top1-acc=65.89%, top5-acc=91.43%, remaining_time=0:00:01.333650, arrival_time=2021-04-14 21:34:27.428848, cost_time=0:00:42.232227 2021-04-14 21:34:27,283 INFO : TRAIN, epoch=0030, iter=00196/00196, fetch data time cost=1.24ms, fps=1145 images/s, loss=1.1697, top1-acc=65.89%, top5-acc=91.43%, remaining_time=0:00:00, arrival_time=2021-04-14 21:34:27.283670, cost_time=0:00:43.420812 2021-04-14 21:34:28,152 INFO : EVAL, epoch=0030, iter=00010/00040, fetch data time cost=2.10ms, fps=2958 images/s, loss=1.7461, top1-acc=52.89%, top5-acc=81.45%, remaining_time=0:00:02.596020, arrival_time=2021-04-14 21:34:30.748204, cost_time=0:00:00.865335 2021-04-14 21:34:28,846 INFO : EVAL, epoch=0030, iter=00020/00040, fetch data time cost=1.39ms, fps=3692 images/s, loss=1.6907, top1-acc=53.75%, top5-acc=82.81%, remaining_time=0:00:01.559560, arrival_time=2021-04-14 21:34:30.405836, cost_time=0:00:01.559552 2021-04-14 21:34:29,539 INFO : EVAL, epoch=0030, iter=00030/00040, fetch data time cost=1.35ms, fps=3693 images/s, loss=1.6561, top1-acc=54.71%, top5-acc=83.35%, remaining_time=0:00:00.751050, arrival_time=2021-04-14 21:34:30.290894, cost_time=0:00:02.253138 2021-04-14 21:34:30,174 INFO : EVAL, epoch=0030, iter=00040/00040, fetch data time cost=0.09ms, fps=3655 images/s, loss=1.6680, top1-acc=54.92%, top5-acc=83.44%, remaining_time=0:00:00, arrival_time=2021-04-14 21:34:30.174853, cost_time=0:00:02.888169 2021-04-14 21:34:30,354 INFO : Epoch=0030 complete, best val top1-acc=55.52%, top5-acc=84.80% (epoch=27), remaining_time=2:12:02.971890, arrival_time=2021-04-14 23:46:33.326465, cost_time=0:23:18.171517 2021-04-14 21:34:30,356 INFO : Train start, epoch=0031, lr=0.094550 2021-04-14 21:34:32,754 INFO : TRAIN, epoch=0031, iter=00010/00196, fetch data time cost=1.50ms, fps=1068 images/s, loss=1.1286, top1-acc=66.95%, top5-acc=91.91%, remaining_time=0:00:44.594430, arrival_time=2021-04-14 21:35:17.349098, cost_time=0:00:02.397553 2021-04-14 21:34:34,962 INFO : TRAIN, epoch=0031, iter=00020/00196, fetch data time cost=2.24ms, fps=1160 images/s, loss=1.1111, top1-acc=67.52%, top5-acc=92.44%, remaining_time=0:00:40.524352, arrival_time=2021-04-14 21:35:15.486552, cost_time=0:00:04.605032 2021-04-14 21:34:37,180 INFO : TRAIN, epoch=0031, iter=00030/00196, fetch data time cost=1.48ms, fps=1155 images/s, loss=1.1178, top1-acc=67.45%, top5-acc=92.16%, remaining_time=0:00:37.754210, arrival_time=2021-04-14 21:35:14.934370, cost_time=0:00:06.823044 2021-04-14 21:34:39,386 INFO : TRAIN, epoch=0031, iter=00040/00196, fetch data time cost=1.51ms, fps=1161 images/s, loss=1.1213, top1-acc=67.47%, top5-acc=92.15%, remaining_time=0:00:35.214660, arrival_time=2021-04-14 21:35:14.601243, cost_time=0:00:09.029392 2021-04-14 21:34:41,592 INFO : TRAIN, epoch=0031, iter=00050/00196, fetch data time cost=1.52ms, fps=1161 images/s, loss=1.1226, top1-acc=67.66%, top5-acc=92.09%, remaining_time=0:00:32.805470, arrival_time=2021-04-14 21:35:14.397426, cost_time=0:00:11.234750 2021-04-14 21:34:43,802 INFO : TRAIN, epoch=0031, iter=00060/00196, fetch data time cost=3.03ms, fps=1158 images/s, loss=1.1335, top1-acc=67.19%, top5-acc=91.82%, remaining_time=0:00:30.476648, arrival_time=2021-04-14 21:35:14.279432, cost_time=0:00:13.445601 2021-04-14 21:34:46,024 INFO : TRAIN, epoch=0031, iter=00070/00196, fetch data time cost=1.64ms, fps=1153 images/s, loss=1.1373, top1-acc=66.90%, top5-acc=91.82%, remaining_time=0:00:28.201572, arrival_time=2021-04-14 21:35:14.226367, cost_time=0:00:15.667505 2021-04-14 21:34:48,234 INFO : TRAIN, epoch=0031, iter=00080/00196, fetch data time cost=1.54ms, fps=1159 images/s, loss=1.1446, top1-acc=66.74%, top5-acc=91.76%, remaining_time=0:00:25.921592, arrival_time=2021-04-14 21:35:14.155728, cost_time=0:00:17.876933 2021-04-14 21:34:50,450 INFO : TRAIN, epoch=0031, iter=00090/00196, fetch data time cost=1.63ms, fps=1155 images/s, loss=1.1452, top1-acc=66.66%, top5-acc=91.76%, remaining_time=0:00:23.665878, arrival_time=2021-04-14 21:35:14.116654, cost_time=0:00:20.093653 2021-04-14 21:34:52,667 INFO : TRAIN, epoch=0031, iter=00100/00196, fetch data time cost=1.53ms, fps=1155 images/s, loss=1.1456, top1-acc=66.67%, top5-acc=91.73%, remaining_time=0:00:21.417888, arrival_time=2021-04-14 21:35:14.085347, cost_time=0:00:22.310267 2021-04-14 21:34:54,888 INFO : TRAIN, epoch=0031, iter=00110/00196, fetch data time cost=1.46ms, fps=1153 images/s, loss=1.1512, top1-acc=66.56%, top5-acc=91.65%, remaining_time=0:00:19.178774, arrival_time=2021-04-14 21:35:14.066913, cost_time=0:00:24.531018 2021-04-14 21:34:57,093 INFO : TRAIN, epoch=0031, iter=00120/00196, fetch data time cost=1.82ms, fps=1161 images/s, loss=1.1525, top1-acc=66.49%, top5-acc=91.66%, remaining_time=0:00:16.933180, arrival_time=2021-04-14 21:35:14.026893, cost_time=0:00:26.736580 2021-04-14 21:34:59,294 INFO : TRAIN, epoch=0031, iter=00130/00196, fetch data time cost=1.43ms, fps=1164 images/s, loss=1.1551, top1-acc=66.41%, top5-acc=91.62%, remaining_time=0:00:14.691072, arrival_time=2021-04-14 21:35:13.985082, cost_time=0:00:28.936928 2021-04-14 21:35:01,519 INFO : TRAIN, epoch=0031, iter=00140/00196, fetch data time cost=1.65ms, fps=1150 images/s, loss=1.1562, top1-acc=66.33%, top5-acc=91.66%, remaining_time=0:00:12.465096, arrival_time=2021-04-14 21:35:13.984962, cost_time=0:00:31.162675 2021-04-14 21:35:03,731 INFO : TRAIN, epoch=0031, iter=00150/00196, fetch data time cost=1.55ms, fps=1158 images/s, loss=1.1569, top1-acc=66.23%, top5-acc=91.60%, remaining_time=0:00:10.234678, arrival_time=2021-04-14 21:35:13.965833, cost_time=0:00:33.373982 2021-04-14 21:35:05,950 INFO : TRAIN, epoch=0031, iter=00160/00196, fetch data time cost=1.45ms, fps=1154 images/s, loss=1.1587, top1-acc=66.17%, top5-acc=91.58%, remaining_time=0:00:08.008524, arrival_time=2021-04-14 21:35:13.959045, cost_time=0:00:35.593477 2021-04-14 21:35:08,160 INFO : TRAIN, epoch=0031, iter=00170/00196, fetch data time cost=2.38ms, fps=1159 images/s, loss=1.1642, top1-acc=65.98%, top5-acc=91.53%, remaining_time=0:00:05.781646, arrival_time=2021-04-14 21:35:13.941844, cost_time=0:00:37.803015 2021-04-14 21:35:10,374 INFO : TRAIN, epoch=0031, iter=00180/00196, fetch data time cost=1.90ms, fps=1157 images/s, loss=1.1658, top1-acc=65.92%, top5-acc=91.53%, remaining_time=0:00:03.557088, arrival_time=2021-04-14 21:35:13.931489, cost_time=0:00:40.017226 2021-04-14 21:35:12,593 INFO : TRAIN, epoch=0031, iter=00190/00196, fetch data time cost=1.42ms, fps=1154 images/s, loss=1.1685, top1-acc=65.85%, top5-acc=91.50%, remaining_time=0:00:01.333782, arrival_time=2021-04-14 21:35:13.927415, cost_time=0:00:42.236456 2021-04-14 21:35:13,785 INFO : TRAIN, epoch=0031, iter=00196/00196, fetch data time cost=1.36ms, fps=1142 images/s, loss=1.1681, top1-acc=65.87%, top5-acc=91.50%, remaining_time=0:00:00, arrival_time=2021-04-14 21:35:13.784948, cost_time=0:00:43.427821 2021-04-14 21:35:14,640 INFO : EVAL, epoch=0031, iter=00010/00040, fetch data time cost=2.52ms, fps=2999 images/s, loss=1.6579, top1-acc=54.92%, top5-acc=83.28%, remaining_time=0:00:02.560770, arrival_time=2021-04-14 21:35:17.201401, cost_time=0:00:00.853592 2021-04-14 21:35:15,336 INFO : EVAL, epoch=0031, iter=00020/00040, fetch data time cost=1.32ms, fps=3684 images/s, loss=1.7029, top1-acc=53.85%, top5-acc=82.62%, remaining_time=0:00:01.548840, arrival_time=2021-04-14 21:35:16.884979, cost_time=0:00:01.548833 2021-04-14 21:35:16,032 INFO : EVAL, epoch=0031, iter=00030/00040, fetch data time cost=1.51ms, fps=3682 images/s, loss=1.6863, top1-acc=54.24%, top5-acc=82.86%, remaining_time=0:00:00.748320, arrival_time=2021-04-14 21:35:16.780343, cost_time=0:00:02.244963 2021-04-14 21:35:16,663 INFO : EVAL, epoch=0031, iter=00040/00040, fetch data time cost=0.09ms, fps=3676 images/s, loss=1.6778, top1-acc=54.35%, top5-acc=83.20%, remaining_time=0:00:00, arrival_time=2021-04-14 21:35:16.663502, cost_time=0:00:02.876491 2021-04-14 21:35:16,816 INFO : Epoch=0031 complete, best val top1-acc=55.52%, top5-acc=84.80% (epoch=27), remaining_time=2:11:15.584379, arrival_time=2021-04-14 23:46:32.401274, cost_time=0:24:04.633831 2021-04-14 21:35:16,819 INFO : Train start, epoch=0032, lr=0.094188 2021-04-14 21:35:19,242 INFO : TRAIN, epoch=0032, iter=00010/00196, fetch data time cost=1.34ms, fps=1056 images/s, loss=1.1532, top1-acc=66.09%, top5-acc=91.76%, remaining_time=0:00:45.070218, arrival_time=2021-04-14 21:36:04.312616, cost_time=0:00:02.423130 2021-04-14 21:35:21,460 INFO : TRAIN, epoch=0032, iter=00020/00196, fetch data time cost=1.42ms, fps=1155 images/s, loss=1.1213, top1-acc=66.17%, top5-acc=92.42%, remaining_time=0:00:40.837808, arrival_time=2021-04-14 21:36:02.297716, cost_time=0:00:04.640666 2021-04-14 21:35:23,660 INFO : TRAIN, epoch=0032, iter=00030/00196, fetch data time cost=1.40ms, fps=1164 images/s, loss=1.1232, top1-acc=66.45%, top5-acc=92.37%, remaining_time=0:00:37.853478, arrival_time=2021-04-14 21:36:01.513583, cost_time=0:00:06.840990 2021-04-14 21:35:25,871 INFO : TRAIN, epoch=0032, iter=00040/00196, fetch data time cost=1.45ms, fps=1158 images/s, loss=1.1166, top1-acc=66.49%, top5-acc=92.40%, remaining_time=0:00:35.304516, arrival_time=2021-04-14 21:36:01.176148, cost_time=0:00:09.052433 2021-04-14 21:35:28,083 INFO : TRAIN, epoch=0032, iter=00050/00196, fetch data time cost=1.72ms, fps=1158 images/s, loss=1.1233, top1-acc=66.51%, top5-acc=92.28%, remaining_time=0:00:32.891902, arrival_time=2021-04-14 21:36:00.975410, cost_time=0:00:11.264346 2021-04-14 21:35:30,282 INFO : TRAIN, epoch=0032, iter=00060/00196, fetch data time cost=1.41ms, fps=1165 images/s, loss=1.1310, top1-acc=66.33%, top5-acc=92.21%, remaining_time=0:00:30.516360, arrival_time=2021-04-14 21:36:00.798782, cost_time=0:00:13.463116 2021-04-14 21:35:32,493 INFO : TRAIN, epoch=0032, iter=00070/00196, fetch data time cost=1.84ms, fps=1158 images/s, loss=1.1327, top1-acc=66.57%, top5-acc=92.10%, remaining_time=0:00:28.213416, arrival_time=2021-04-14 21:36:00.706691, cost_time=0:00:15.674108 2021-04-14 21:35:34,709 INFO : TRAIN, epoch=0032, iter=00080/00196, fetch data time cost=2.10ms, fps=1156 images/s, loss=1.1366, top1-acc=66.54%, top5-acc=91.94%, remaining_time=0:00:25.940384, arrival_time=2021-04-14 21:36:00.649499, cost_time=0:00:17.889910 2021-04-14 21:35:36,929 INFO : TRAIN, epoch=0032, iter=00090/00196, fetch data time cost=1.59ms, fps=1153 images/s, loss=1.1362, top1-acc=66.56%, top5-acc=91.96%, remaining_time=0:00:23.685382, arrival_time=2021-04-14 21:36:00.614726, cost_time=0:00:20.110226 2021-04-14 21:35:39,155 INFO : TRAIN, epoch=0032, iter=00100/00196, fetch data time cost=2.69ms, fps=1150 images/s, loss=1.1367, top1-acc=66.52%, top5-acc=91.99%, remaining_time=0:00:21.442752, arrival_time=2021-04-14 21:36:00.598064, cost_time=0:00:22.336192 2021-04-14 21:35:41,370 INFO : TRAIN, epoch=0032, iter=00110/00196, fetch data time cost=1.53ms, fps=1156 images/s, loss=1.1414, top1-acc=66.31%, top5-acc=91.93%, remaining_time=0:00:19.194254, arrival_time=2021-04-14 21:36:00.564207, cost_time=0:00:24.550757 2021-04-14 21:35:43,576 INFO : TRAIN, epoch=0032, iter=00120/00196, fetch data time cost=1.65ms, fps=1161 images/s, loss=1.1434, top1-acc=66.28%, top5-acc=91.91%, remaining_time=0:00:16.946024, arrival_time=2021-04-14 21:36:00.522128, cost_time=0:00:26.756861 2021-04-14 21:35:45,793 INFO : TRAIN, epoch=0032, iter=00130/00196, fetch data time cost=1.41ms, fps=1155 images/s, loss=1.1455, top1-acc=66.17%, top5-acc=91.90%, remaining_time=0:00:14.709750, arrival_time=2021-04-14 21:36:00.502699, cost_time=0:00:28.973748 2021-04-14 21:35:48,003 INFO : TRAIN, epoch=0032, iter=00140/00196, fetch data time cost=1.92ms, fps=1158 images/s, loss=1.1503, top1-acc=66.13%, top5-acc=91.80%, remaining_time=0:00:12.473776, arrival_time=2021-04-14 21:36:00.477398, cost_time=0:00:31.184420 2021-04-14 21:35:50,220 INFO : TRAIN, epoch=0032, iter=00150/00196, fetch data time cost=1.43ms, fps=1155 images/s, loss=1.1529, top1-acc=66.09%, top5-acc=91.76%, remaining_time=0:00:10.243188, arrival_time=2021-04-14 21:36:00.464075, cost_time=0:00:33.401676 2021-04-14 21:35:52,427 INFO : TRAIN, epoch=0032, iter=00160/00196, fetch data time cost=2.22ms, fps=1160 images/s, loss=1.1572, top1-acc=65.95%, top5-acc=91.66%, remaining_time=0:00:08.011908, arrival_time=2021-04-14 21:36:00.439575, cost_time=0:00:35.608404 2021-04-14 21:35:54,644 INFO : TRAIN, epoch=0032, iter=00170/00196, fetch data time cost=1.82ms, fps=1155 images/s, loss=1.1597, top1-acc=65.84%, top5-acc=91.61%, remaining_time=0:00:05.785078, arrival_time=2021-04-14 21:36:00.429679, cost_time=0:00:37.825463 2021-04-14 21:35:56,850 INFO : TRAIN, epoch=0032, iter=00180/00196, fetch data time cost=1.41ms, fps=1161 images/s, loss=1.1639, top1-acc=65.77%, top5-acc=91.55%, remaining_time=0:00:03.558336, arrival_time=2021-04-14 21:36:00.408730, cost_time=0:00:40.031195 2021-04-14 21:35:59,075 INFO : TRAIN, epoch=0032, iter=00190/00196, fetch data time cost=1.33ms, fps=1151 images/s, loss=1.1655, top1-acc=65.79%, top5-acc=91.53%, remaining_time=0:00:01.334418, arrival_time=2021-04-14 21:36:00.410168, cost_time=0:00:42.256535 2021-04-14 21:36:00,259 INFO : TRAIN, epoch=0032, iter=00196/00196, fetch data time cost=1.62ms, fps=1149 images/s, loss=1.1666, top1-acc=65.77%, top5-acc=91.53%, remaining_time=0:00:00, arrival_time=2021-04-14 21:36:00.259922, cost_time=0:00:43.440795 2021-04-14 21:36:01,138 INFO : EVAL, epoch=0032, iter=00010/00040, fetch data time cost=2.86ms, fps=2921 images/s, loss=1.8027, top1-acc=51.60%, top5-acc=81.45%, remaining_time=0:00:02.629440, arrival_time=2021-04-14 21:36:03.767890, cost_time=0:00:00.876485 2021-04-14 21:36:01,837 INFO : EVAL, epoch=0032, iter=00020/00040, fetch data time cost=1.87ms, fps=3665 images/s, loss=1.8228, top1-acc=51.60%, top5-acc=81.58%, remaining_time=0:00:01.575400, arrival_time=2021-04-14 21:36:03.412928, cost_time=0:00:01.575399 2021-04-14 21:36:02,537 INFO : EVAL, epoch=0032, iter=00030/00040, fetch data time cost=1.85ms, fps=3664 images/s, loss=1.8056, top1-acc=51.61%, top5-acc=81.84%, remaining_time=0:00:00.758300, arrival_time=2021-04-14 21:36:03.295326, cost_time=0:00:02.274908 2021-04-14 21:36:03,189 INFO : EVAL, epoch=0032, iter=00040/00040, fetch data time cost=0.13ms, fps=3558 images/s, loss=1.7930, top1-acc=51.47%, top5-acc=81.90%, remaining_time=0:00:00, arrival_time=2021-04-14 21:36:03.189808, cost_time=0:00:02.927688 2021-04-14 21:36:03,375 INFO : Epoch=0032 complete, best val top1-acc=55.52%, top5-acc=84.80% (epoch=27), remaining_time=2:10:28.760352, arrival_time=2021-04-14 23:46:32.135882, cost_time=0:24:51.192457 2021-04-14 21:36:03,377 INFO : Train start, epoch=0033, lr=0.093815 2021-04-14 21:36:05,815 INFO : TRAIN, epoch=0033, iter=00010/00196, fetch data time cost=1.95ms, fps=1050 images/s, loss=1.1304, top1-acc=66.13%, top5-acc=92.34%, remaining_time=0:00:45.342522, arrival_time=2021-04-14 21:36:51.158234, cost_time=0:00:02.437768 2021-04-14 21:36:08,024 INFO : TRAIN, epoch=0033, iter=00020/00196, fetch data time cost=2.04ms, fps=1160 images/s, loss=1.1082, top1-acc=66.76%, top5-acc=92.36%, remaining_time=0:00:40.885856, arrival_time=2021-04-14 21:36:48.909938, cost_time=0:00:04.646126 2021-04-14 21:36:10,240 INFO : TRAIN, epoch=0033, iter=00030/00196, fetch data time cost=1.47ms, fps=1155 images/s, loss=1.1087, top1-acc=67.28%, top5-acc=92.11%, remaining_time=0:00:37.974160, arrival_time=2021-04-14 21:36:48.214920, cost_time=0:00:06.862799 2021-04-14 21:36:12,452 INFO : TRAIN, epoch=0033, iter=00040/00196, fetch data time cost=1.52ms, fps=1158 images/s, loss=1.1108, top1-acc=67.21%, top5-acc=92.15%, remaining_time=0:00:35.390316, arrival_time=2021-04-14 21:36:47.842665, cost_time=0:00:09.074441 2021-04-14 21:36:14,671 INFO : TRAIN, epoch=0033, iter=00050/00196, fetch data time cost=1.86ms, fps=1154 images/s, loss=1.1135, top1-acc=67.38%, top5-acc=92.09%, remaining_time=0:00:32.975998, arrival_time=2021-04-14 21:36:47.647133, cost_time=0:00:11.293161 2021-04-14 21:36:16,877 INFO : TRAIN, epoch=0033, iter=00060/00196, fetch data time cost=1.44ms, fps=1161 images/s, loss=1.1192, top1-acc=67.27%, top5-acc=91.93%, remaining_time=0:00:30.597824, arrival_time=2021-04-14 21:36:47.474797, cost_time=0:00:13.499058 2021-04-14 21:36:19,091 INFO : TRAIN, epoch=0033, iter=00070/00196, fetch data time cost=1.48ms, fps=1156 images/s, loss=1.1199, top1-acc=67.32%, top5-acc=91.93%, remaining_time=0:00:28.283976, arrival_time=2021-04-14 21:36:47.375231, cost_time=0:00:15.713311 2021-04-14 21:36:21,291 INFO : TRAIN, epoch=0033, iter=00080/00196, fetch data time cost=1.45ms, fps=1164 images/s, loss=1.1216, top1-acc=67.29%, top5-acc=91.99%, remaining_time=0:00:25.974256, arrival_time=2021-04-14 21:36:47.265370, cost_time=0:00:17.913293 2021-04-14 21:36:23,504 INFO : TRAIN, epoch=0033, iter=00090/00196, fetch data time cost=2.55ms, fps=1157 images/s, loss=1.1303, top1-acc=67.01%, top5-acc=91.87%, remaining_time=0:00:23.704038, arrival_time=2021-04-14 21:36:47.208026, cost_time=0:00:20.126026 2021-04-14 21:36:25,715 INFO : TRAIN, epoch=0033, iter=00100/00196, fetch data time cost=1.96ms, fps=1158 images/s, loss=1.1418, top1-acc=66.71%, top5-acc=91.77%, remaining_time=0:00:21.444000, arrival_time=2021-04-14 21:36:47.159462, cost_time=0:00:22.337496 2021-04-14 21:36:27,924 INFO : TRAIN, epoch=0033, iter=00110/00196, fetch data time cost=1.40ms, fps=1159 images/s, loss=1.1434, top1-acc=66.62%, top5-acc=91.79%, remaining_time=0:00:19.190814, arrival_time=2021-04-14 21:36:47.115153, cost_time=0:00:24.546431 2021-04-14 21:36:30,138 INFO : TRAIN, epoch=0033, iter=00120/00196, fetch data time cost=2.12ms, fps=1157 images/s, loss=1.1417, top1-acc=66.62%, top5-acc=91.84%, remaining_time=0:00:16.948380, arrival_time=2021-04-14 21:36:47.086967, cost_time=0:00:26.760606 2021-04-14 21:36:32,356 INFO : TRAIN, epoch=0033, iter=00130/00196, fetch data time cost=1.38ms, fps=1155 images/s, loss=1.1440, top1-acc=66.54%, top5-acc=91.82%, remaining_time=0:00:14.712258, arrival_time=2021-04-14 21:36:47.068833, cost_time=0:00:28.978648 2021-04-14 21:36:34,566 INFO : TRAIN, epoch=0033, iter=00140/00196, fetch data time cost=1.79ms, fps=1159 images/s, loss=1.1501, top1-acc=66.31%, top5-acc=91.74%, remaining_time=0:00:12.475512, arrival_time=2021-04-14 21:36:47.042196, cost_time=0:00:31.188762 2021-04-14 21:36:36,780 INFO : TRAIN, epoch=0033, iter=00150/00196, fetch data time cost=1.55ms, fps=1157 images/s, loss=1.1526, top1-acc=66.25%, top5-acc=91.72%, remaining_time=0:00:10.243510, arrival_time=2021-04-14 21:36:47.024191, cost_time=0:00:33.402764 2021-04-14 21:36:38,987 INFO : TRAIN, epoch=0033, iter=00160/00196, fetch data time cost=2.22ms, fps=1161 images/s, loss=1.1530, top1-acc=66.28%, top5-acc=91.72%, remaining_time=0:00:08.012088, arrival_time=2021-04-14 21:36:46.999195, cost_time=0:00:35.609266 2021-04-14 21:36:41,196 INFO : TRAIN, epoch=0033, iter=00170/00196, fetch data time cost=1.54ms, fps=1159 images/s, loss=1.1543, top1-acc=66.22%, top5-acc=91.71%, remaining_time=0:00:05.783934, arrival_time=2021-04-14 21:36:46.979992, cost_time=0:00:37.818068 2021-04-14 21:36:43,415 INFO : TRAIN, epoch=0033, iter=00180/00196, fetch data time cost=2.02ms, fps=1154 images/s, loss=1.1556, top1-acc=66.21%, top5-acc=91.70%, remaining_time=0:00:03.558880, arrival_time=2021-04-14 21:36:46.974131, cost_time=0:00:40.037430 2021-04-14 21:36:45,625 INFO : TRAIN, epoch=0033, iter=00190/00196, fetch data time cost=1.88ms, fps=1158 images/s, loss=1.1597, top1-acc=66.08%, top5-acc=91.63%, remaining_time=0:00:01.334136, arrival_time=2021-04-14 21:36:46.959723, cost_time=0:00:42.247681 2021-04-14 21:36:46,825 INFO : TRAIN, epoch=0033, iter=00196/00196, fetch data time cost=1.84ms, fps=1134 images/s, loss=1.1613, top1-acc=66.05%, top5-acc=91.60%, remaining_time=0:00:00, arrival_time=2021-04-14 21:36:46.825791, cost_time=0:00:43.447911 2021-04-14 21:36:47,676 INFO : EVAL, epoch=0033, iter=00010/00040, fetch data time cost=0.44ms, fps=3020 images/s, loss=1.7237, top1-acc=54.84%, top5-acc=83.63%, remaining_time=0:00:02.542680, arrival_time=2021-04-14 21:36:50.219211, cost_time=0:00:00.847562 2021-04-14 21:36:48,368 INFO : EVAL, epoch=0033, iter=00020/00040, fetch data time cost=1.41ms, fps=3701 images/s, loss=1.7835, top1-acc=53.71%, top5-acc=82.30%, remaining_time=0:00:01.539840, arrival_time=2021-04-14 21:36:49.908590, cost_time=0:00:01.539833 2021-04-14 21:36:49,064 INFO : EVAL, epoch=0033, iter=00030/00040, fetch data time cost=2.57ms, fps=3683 images/s, loss=1.7794, top1-acc=53.82%, top5-acc=82.29%, remaining_time=0:00:00.745110, arrival_time=2021-04-14 21:36:49.809515, cost_time=0:00:02.235325 2021-04-14 21:36:49,698 INFO : EVAL, epoch=0033, iter=00040/00040, fetch data time cost=0.08ms, fps=3663 images/s, loss=1.7774, top1-acc=53.61%, top5-acc=82.34%, remaining_time=0:00:00, arrival_time=2021-04-14 21:36:49.698288, cost_time=0:00:02.869390 2021-04-14 21:36:49,862 INFO : Epoch=0033 complete, best val top1-acc=55.52%, top5-acc=84.80% (epoch=27), remaining_time=2:09:41.590116, arrival_time=2021-04-14 23:46:31.452632, cost_time=0:25:37.679473 2021-04-14 21:36:49,863 INFO : Train start, epoch=0034, lr=0.093432 2021-04-14 21:36:52,255 INFO : TRAIN, epoch=0034, iter=00010/00196, fetch data time cost=1.97ms, fps=1071 images/s, loss=1.1284, top1-acc=66.91%, top5-acc=92.15%, remaining_time=0:00:44.471112, arrival_time=2021-04-14 21:37:36.726182, cost_time=0:00:02.390922 2021-04-14 21:36:54,482 INFO : TRAIN, epoch=0034, iter=00020/00196, fetch data time cost=1.91ms, fps=1150 images/s, loss=1.1142, top1-acc=66.89%, top5-acc=92.11%, remaining_time=0:00:40.637344, arrival_time=2021-04-14 21:37:35.119399, cost_time=0:00:04.617884 2021-04-14 21:36:56,694 INFO : TRAIN, epoch=0034, iter=00030/00196, fetch data time cost=1.43ms, fps=1158 images/s, loss=1.0897, top1-acc=67.54%, top5-acc=92.36%, remaining_time=0:00:37.791560, arrival_time=2021-04-14 21:37:34.485538, cost_time=0:00:06.829807 2021-04-14 21:36:58,932 INFO : TRAIN, epoch=0034, iter=00040/00196, fetch data time cost=2.23ms, fps=1144 images/s, loss=1.0912, top1-acc=67.48%, top5-acc=92.53%, remaining_time=0:00:35.365356, arrival_time=2021-04-14 21:37:34.297432, cost_time=0:00:09.068034 2021-04-14 21:37:01,148 INFO : TRAIN, epoch=0034, iter=00050/00196, fetch data time cost=1.59ms, fps=1156 images/s, loss=1.0983, top1-acc=67.32%, top5-acc=92.52%, remaining_time=0:00:32.948842, arrival_time=2021-04-14 21:37:34.096784, cost_time=0:00:11.283835 2021-04-14 21:37:03,367 INFO : TRAIN, epoch=0034, iter=00060/00196, fetch data time cost=1.97ms, fps=1154 images/s, loss=1.1051, top1-acc=67.14%, top5-acc=92.31%, remaining_time=0:00:30.607072, arrival_time=2021-04-14 21:37:33.974298, cost_time=0:00:13.503091 2021-04-14 21:37:05,579 INFO : TRAIN, epoch=0034, iter=00070/00196, fetch data time cost=2.93ms, fps=1158 images/s, loss=1.1131, top1-acc=67.09%, top5-acc=92.25%, remaining_time=0:00:28.287630, arrival_time=2021-04-14 21:37:33.867032, cost_time=0:00:15.715355 2021-04-14 21:37:07,791 INFO : TRAIN, epoch=0034, iter=00080/00196, fetch data time cost=2.00ms, fps=1158 images/s, loss=1.1162, top1-acc=67.03%, top5-acc=92.17%, remaining_time=0:00:25.994440, arrival_time=2021-04-14 21:37:33.785723, cost_time=0:00:17.927228 2021-04-14 21:37:10,012 INFO : TRAIN, epoch=0034, iter=00090/00196, fetch data time cost=1.97ms, fps=1153 images/s, loss=1.1228, top1-acc=66.79%, top5-acc=92.11%, remaining_time=0:00:23.730326, arrival_time=2021-04-14 21:37:33.742965, cost_time=0:00:20.148398 2021-04-14 21:37:12,226 INFO : TRAIN, epoch=0034, iter=00100/00196, fetch data time cost=1.38ms, fps=1157 images/s, loss=1.1265, top1-acc=66.69%, top5-acc=92.05%, remaining_time=0:00:21.467712, arrival_time=2021-04-14 21:37:33.693991, cost_time=0:00:22.362172 2021-04-14 21:37:14,448 INFO : TRAIN, epoch=0034, iter=00110/00196, fetch data time cost=1.43ms, fps=1152 images/s, loss=1.1273, top1-acc=66.71%, top5-acc=92.07%, remaining_time=0:00:19.220398, arrival_time=2021-04-14 21:37:33.668761, cost_time=0:00:24.584247 2021-04-14 21:37:16,647 INFO : TRAIN, epoch=0034, iter=00120/00196, fetch data time cost=2.23ms, fps=1164 images/s, loss=1.1268, top1-acc=66.66%, top5-acc=92.09%, remaining_time=0:00:16.963048, arrival_time=2021-04-14 21:37:33.610823, cost_time=0:00:26.783732 2021-04-14 21:37:18,857 INFO : TRAIN, epoch=0034, iter=00130/00196, fetch data time cost=1.46ms, fps=1159 images/s, loss=1.1299, top1-acc=66.58%, top5-acc=92.02%, remaining_time=0:00:14.719584, arrival_time=2021-04-14 21:37:33.576866, cost_time=0:00:28.993112 2021-04-14 21:37:21,065 INFO : TRAIN, epoch=0034, iter=00140/00196, fetch data time cost=1.42ms, fps=1160 images/s, loss=1.1353, top1-acc=66.48%, top5-acc=91.89%, remaining_time=0:00:12.480552, arrival_time=2021-04-14 21:37:33.545969, cost_time=0:00:31.201400 2021-04-14 21:37:23,281 INFO : TRAIN, epoch=0034, iter=00150/00196, fetch data time cost=1.64ms, fps=1156 images/s, loss=1.1381, top1-acc=66.43%, top5-acc=91.84%, remaining_time=0:00:10.248018, arrival_time=2021-04-14 21:37:33.529581, cost_time=0:00:33.417451 2021-04-14 21:37:25,494 INFO : TRAIN, epoch=0034, iter=00160/00196, fetch data time cost=2.06ms, fps=1157 images/s, loss=1.1414, top1-acc=66.36%, top5-acc=91.77%, remaining_time=0:00:08.016876, arrival_time=2021-04-14 21:37:33.511416, cost_time=0:00:35.630508 2021-04-14 21:37:27,700 INFO : TRAIN, epoch=0034, iter=00170/00196, fetch data time cost=1.38ms, fps=1161 images/s, loss=1.1470, top1-acc=66.23%, top5-acc=91.72%, remaining_time=0:00:05.786690, arrival_time=2021-04-14 21:37:33.486723, cost_time=0:00:37.836069 2021-04-14 21:37:29,910 INFO : TRAIN, epoch=0034, iter=00180/00196, fetch data time cost=1.44ms, fps=1158 images/s, loss=1.1518, top1-acc=66.12%, top5-acc=91.67%, remaining_time=0:00:03.559712, arrival_time=2021-04-14 21:37:33.470578, cost_time=0:00:40.046830 2021-04-14 21:37:32,115 INFO : TRAIN, epoch=0034, iter=00190/00196, fetch data time cost=1.32ms, fps=1162 images/s, loss=1.1540, top1-acc=66.07%, top5-acc=91.61%, remaining_time=0:00:01.334256, arrival_time=2021-04-14 21:37:33.449601, cost_time=0:00:42.251379 2021-04-14 21:37:33,306 INFO : TRAIN, epoch=0034, iter=00196/00196, fetch data time cost=1.48ms, fps=1142 images/s, loss=1.1559, top1-acc=66.03%, top5-acc=91.61%, remaining_time=0:00:00, arrival_time=2021-04-14 21:37:33.306562, cost_time=0:00:43.442530 2021-04-14 21:37:34,177 INFO : EVAL, epoch=0034, iter=00010/00040, fetch data time cost=1.43ms, fps=2952 images/s, loss=1.8844, top1-acc=50.39%, top5-acc=79.02%, remaining_time=0:00:02.601420, arrival_time=2021-04-14 21:37:36.778722, cost_time=0:00:00.867143 2021-04-14 21:37:34,876 INFO : EVAL, epoch=0034, iter=00020/00040, fetch data time cost=2.16ms, fps=3663 images/s, loss=1.8950, top1-acc=49.92%, top5-acc=79.12%, remaining_time=0:00:01.566340, arrival_time=2021-04-14 21:37:36.442919, cost_time=0:00:01.566335 2021-04-14 21:37:35,567 INFO : EVAL, epoch=0034, iter=00030/00040, fetch data time cost=1.48ms, fps=3706 images/s, loss=1.9040, top1-acc=49.83%, top5-acc=79.19%, remaining_time=0:00:00.752540, arrival_time=2021-04-14 21:37:36.320324, cost_time=0:00:02.257627 2021-04-14 21:37:36,202 INFO : EVAL, epoch=0034, iter=00040/00040, fetch data time cost=0.08ms, fps=3655 images/s, loss=1.9052, top1-acc=49.93%, top5-acc=78.82%, remaining_time=0:00:00, arrival_time=2021-04-14 21:37:36.202870, cost_time=0:00:02.892755 2021-04-14 21:37:36,393 INFO : Epoch=0034 complete, best val top1-acc=55.52%, top5-acc=84.80% (epoch=27), remaining_time=2:08:54.672060, arrival_time=2021-04-14 23:46:31.065053, cost_time=0:26:24.209948 2021-04-14 21:37:36,394 INFO : Train start, epoch=0035, lr=0.093037 2021-04-14 21:37:38,824 INFO : TRAIN, epoch=0035, iter=00010/00196, fetch data time cost=2.14ms, fps=1054 images/s, loss=1.1029, top1-acc=67.58%, top5-acc=92.77%, remaining_time=0:00:45.195024, arrival_time=2021-04-14 21:38:24.019455, cost_time=0:00:02.429838 2021-04-14 21:37:41,039 INFO : TRAIN, epoch=0035, iter=00020/00196, fetch data time cost=1.96ms, fps=1156 images/s, loss=1.0913, top1-acc=67.07%, top5-acc=93.05%, remaining_time=0:00:40.871600, arrival_time=2021-04-14 21:38:21.910713, cost_time=0:00:04.644498 2021-04-14 21:37:43,256 INFO : TRAIN, epoch=0035, iter=00030/00196, fetch data time cost=2.16ms, fps=1155 images/s, loss=1.1048, top1-acc=66.78%, top5-acc=92.76%, remaining_time=0:00:37.970176, arrival_time=2021-04-14 21:38:21.226820, cost_time=0:00:06.862085 2021-04-14 21:37:45,478 INFO : TRAIN, epoch=0035, iter=00040/00196, fetch data time cost=1.43ms, fps=1152 images/s, loss=1.1021, top1-acc=67.04%, top5-acc=92.62%, remaining_time=0:00:35.427756, arrival_time=2021-04-14 21:38:20.906379, cost_time=0:00:09.084023 2021-04-14 21:37:47,687 INFO : TRAIN, epoch=0035, iter=00050/00196, fetch data time cost=1.74ms, fps=1160 images/s, loss=1.0966, top1-acc=67.23%, top5-acc=92.78%, remaining_time=0:00:32.973662, arrival_time=2021-04-14 21:38:20.660676, cost_time=0:00:11.292361 2021-04-14 21:37:49,905 INFO : TRAIN, epoch=0035, iter=00060/00196, fetch data time cost=2.13ms, fps=1155 images/s, loss=1.0934, top1-acc=67.35%, top5-acc=92.73%, remaining_time=0:00:30.623664, arrival_time=2021-04-14 21:38:20.528655, cost_time=0:00:13.510467 2021-04-14 21:37:52,128 INFO : TRAIN, epoch=0035, iter=00070/00196, fetch data time cost=1.91ms, fps=1152 images/s, loss=1.1010, top1-acc=67.39%, top5-acc=92.53%, remaining_time=0:00:28.320264, arrival_time=2021-04-14 21:38:20.448316, cost_time=0:00:15.733510 2021-04-14 21:37:54,352 INFO : TRAIN, epoch=0035, iter=00080/00196, fetch data time cost=1.74ms, fps=1151 images/s, loss=1.1035, top1-acc=67.38%, top5-acc=92.53%, remaining_time=0:00:26.038868, arrival_time=2021-04-14 21:38:20.391273, cost_time=0:00:17.957836 2021-04-14 21:37:56,559 INFO : TRAIN, epoch=0035, iter=00090/00196, fetch data time cost=1.48ms, fps=1160 images/s, loss=1.1128, top1-acc=67.27%, top5-acc=92.27%, remaining_time=0:00:23.750042, arrival_time=2021-04-14 21:38:20.309745, cost_time=0:00:20.165158 2021-04-14 21:37:58,774 INFO : TRAIN, epoch=0035, iter=00100/00196, fetch data time cost=2.16ms, fps=1156 images/s, loss=1.1214, top1-acc=67.06%, top5-acc=92.12%, remaining_time=0:00:21.484320, arrival_time=2021-04-14 21:38:20.258388, cost_time=0:00:22.379513 2021-04-14 21:38:00,976 INFO : TRAIN, epoch=0035, iter=00110/00196, fetch data time cost=1.87ms, fps=1163 images/s, loss=1.1288, top1-acc=66.93%, top5-acc=92.04%, remaining_time=0:00:19.218420, arrival_time=2021-04-14 21:38:20.194708, cost_time=0:00:24.581658 2021-04-14 21:38:03,185 INFO : TRAIN, epoch=0035, iter=00120/00196, fetch data time cost=1.45ms, fps=1159 images/s, loss=1.1320, top1-acc=66.87%, top5-acc=91.99%, remaining_time=0:00:16.967532, arrival_time=2021-04-14 21:38:20.153163, cost_time=0:00:26.790857 2021-04-14 21:38:05,405 INFO : TRAIN, epoch=0035, iter=00130/00196, fetch data time cost=1.51ms, fps=1154 images/s, loss=1.1366, top1-acc=66.71%, top5-acc=91.90%, remaining_time=0:00:14.728758, arrival_time=2021-04-14 21:38:20.134473, cost_time=0:00:29.011184 2021-04-14 21:38:07,616 INFO : TRAIN, epoch=0035, iter=00140/00196, fetch data time cost=1.80ms, fps=1159 images/s, loss=1.1412, top1-acc=66.63%, top5-acc=91.84%, remaining_time=0:00:12.488616, arrival_time=2021-04-14 21:38:20.104724, cost_time=0:00:31.221488 2021-04-14 21:38:09,828 INFO : TRAIN, epoch=0035, iter=00150/00196, fetch data time cost=1.58ms, fps=1157 images/s, loss=1.1444, top1-acc=66.53%, top5-acc=91.80%, remaining_time=0:00:10.253124, arrival_time=2021-04-14 21:38:20.081884, cost_time=0:00:33.434089 2021-04-14 21:38:12,042 INFO : TRAIN, epoch=0035, iter=00160/00196, fetch data time cost=1.59ms, fps=1157 images/s, loss=1.1457, top1-acc=66.50%, top5-acc=91.76%, remaining_time=0:00:08.020764, arrival_time=2021-04-14 21:38:20.063097, cost_time=0:00:35.647792 2021-04-14 21:38:14,255 INFO : TRAIN, epoch=0035, iter=00170/00196, fetch data time cost=2.06ms, fps=1157 images/s, loss=1.1479, top1-acc=66.50%, top5-acc=91.76%, remaining_time=0:00:05.790434, arrival_time=2021-04-14 21:38:20.045545, cost_time=0:00:37.860562 2021-04-14 21:38:16,459 INFO : TRAIN, epoch=0035, iter=00180/00196, fetch data time cost=1.33ms, fps=1161 images/s, loss=1.1526, top1-acc=66.41%, top5-acc=91.66%, remaining_time=0:00:03.561360, arrival_time=2021-04-14 21:38:20.021203, cost_time=0:00:40.065365 2021-04-14 21:38:18,676 INFO : TRAIN, epoch=0035, iter=00190/00196, fetch data time cost=1.23ms, fps=1155 images/s, loss=1.1545, top1-acc=66.34%, top5-acc=91.62%, remaining_time=0:00:01.335210, arrival_time=2021-04-14 21:38:20.011287, cost_time=0:00:42.281614 2021-04-14 21:38:19,856 INFO : TRAIN, epoch=0035, iter=00196/00196, fetch data time cost=1.23ms, fps=1152 images/s, loss=1.1545, top1-acc=66.34%, top5-acc=91.63%, remaining_time=0:00:00, arrival_time=2021-04-14 21:38:19.856665, cost_time=0:00:43.462064 2021-04-14 21:38:20,663 INFO : EVAL, epoch=0035, iter=00010/00040, fetch data time cost=1.40ms, fps=3186 images/s, loss=1.6250, top1-acc=55.55%, top5-acc=84.45%, remaining_time=0:00:02.410350, arrival_time=2021-04-14 21:38:23.073448, cost_time=0:00:00.803454 2021-04-14 21:38:21,357 INFO : EVAL, epoch=0035, iter=00020/00040, fetch data time cost=1.55ms, fps=3688 images/s, loss=1.6236, top1-acc=55.43%, top5-acc=84.90%, remaining_time=0:00:01.498000, arrival_time=2021-04-14 21:38:22.855641, cost_time=0:00:01.497995 2021-04-14 21:38:22,052 INFO : EVAL, epoch=0035, iter=00030/00040, fetch data time cost=2.56ms, fps=3688 images/s, loss=1.6075, top1-acc=55.61%, top5-acc=85.18%, remaining_time=0:00:00.730830, arrival_time=2021-04-14 21:38:22.782968, cost_time=0:00:02.192496 2021-04-14 21:38:22,693 INFO : EVAL, epoch=0035, iter=00040/00040, fetch data time cost=0.11ms, fps=3617 images/s, loss=1.6264, top1-acc=55.55%, top5-acc=85.16%, remaining_time=0:00:00, arrival_time=2021-04-14 21:38:22.693896, cost_time=0:00:02.834220 2021-04-14 21:38:23,030 INFO : Epoch=0035 complete, best val top1-acc=55.55%, top5-acc=85.16% (epoch=35), remaining_time=2:08:08.279115, arrival_time=2021-04-14 23:46:31.309241, cost_time=0:27:10.847081 2021-04-14 21:38:23,031 INFO : Train start, epoch=0036, lr=0.092632 2021-04-14 21:38:25,435 INFO : TRAIN, epoch=0036, iter=00010/00196, fetch data time cost=1.42ms, fps=1065 images/s, loss=1.1832, top1-acc=66.09%, top5-acc=91.17%, remaining_time=0:00:44.706030, arrival_time=2021-04-14 21:39:10.141225, cost_time=0:00:02.403547 2021-04-14 21:38:27,656 INFO : TRAIN, epoch=0036, iter=00020/00196, fetch data time cost=2.72ms, fps=1153 images/s, loss=1.1354, top1-acc=67.34%, top5-acc=91.95%, remaining_time=0:00:40.694720, arrival_time=2021-04-14 21:39:08.350777, cost_time=0:00:04.624398 2021-04-14 21:38:29,878 INFO : TRAIN, epoch=0036, iter=00030/00196, fetch data time cost=1.51ms, fps=1152 images/s, loss=1.1228, top1-acc=67.59%, top5-acc=92.07%, remaining_time=0:00:37.884686, arrival_time=2021-04-14 21:39:07.762901, cost_time=0:00:06.846629 2021-04-14 21:38:32,079 INFO : TRAIN, epoch=0036, iter=00040/00196, fetch data time cost=1.68ms, fps=1164 images/s, loss=1.1265, top1-acc=67.12%, top5-acc=91.97%, remaining_time=0:00:35.285172, arrival_time=2021-04-14 21:39:07.364215, cost_time=0:00:09.047467 2021-04-14 21:38:34,288 INFO : TRAIN, epoch=0036, iter=00050/00196, fetch data time cost=2.09ms, fps=1159 images/s, loss=1.1300, top1-acc=66.92%, top5-acc=92.10%, remaining_time=0:00:32.870878, arrival_time=2021-04-14 21:39:07.159615, cost_time=0:00:11.257155 2021-04-14 21:38:36,498 INFO : TRAIN, epoch=0036, iter=00060/00196, fetch data time cost=2.01ms, fps=1159 images/s, loss=1.1232, top1-acc=67.23%, top5-acc=92.17%, remaining_time=0:00:30.525200, arrival_time=2021-04-14 21:39:07.023886, cost_time=0:00:13.466970 2021-04-14 21:38:38,702 INFO : TRAIN, epoch=0036, iter=00070/00196, fetch data time cost=1.72ms, fps=1162 images/s, loss=1.1208, top1-acc=67.24%, top5-acc=92.08%, remaining_time=0:00:28.208376, arrival_time=2021-04-14 21:39:06.911245, cost_time=0:00:15.671312 2021-04-14 21:38:40,921 INFO : TRAIN, epoch=0036, iter=00080/00196, fetch data time cost=1.55ms, fps=1154 images/s, loss=1.1183, top1-acc=67.27%, top5-acc=92.02%, remaining_time=0:00:25.940152, arrival_time=2021-04-14 21:39:06.861476, cost_time=0:00:17.889739 2021-04-14 21:38:43,121 INFO : TRAIN, epoch=0036, iter=00090/00196, fetch data time cost=1.49ms, fps=1164 images/s, loss=1.1203, top1-acc=67.15%, top5-acc=91.93%, remaining_time=0:00:23.660896, arrival_time=2021-04-14 21:39:06.781923, cost_time=0:00:20.089448 2021-04-14 21:38:45,349 INFO : TRAIN, epoch=0036, iter=00100/00196, fetch data time cost=2.44ms, fps=1149 images/s, loss=1.1255, top1-acc=67.09%, top5-acc=91.92%, remaining_time=0:00:21.425376, arrival_time=2021-04-14 21:39:06.775074, cost_time=0:00:22.318095 2021-04-14 21:38:47,587 INFO : TRAIN, epoch=0036, iter=00110/00196, fetch data time cost=2.14ms, fps=1145 images/s, loss=1.1264, top1-acc=66.98%, top5-acc=91.93%, remaining_time=0:00:19.197350, arrival_time=2021-04-14 21:39:06.784267, cost_time=0:00:24.554797 2021-04-14 21:38:49,818 INFO : TRAIN, epoch=0036, iter=00120/00196, fetch data time cost=3.39ms, fps=1148 images/s, loss=1.1315, top1-acc=66.87%, top5-acc=91.92%, remaining_time=0:00:16.965024, arrival_time=2021-04-14 21:39:06.783488, cost_time=0:00:26.786845 2021-04-14 21:38:52,036 INFO : TRAIN, epoch=0036, iter=00130/00196, fetch data time cost=1.49ms, fps=1154 images/s, loss=1.1341, top1-acc=66.80%, top5-acc=91.90%, remaining_time=0:00:14.725656, arrival_time=2021-04-14 21:39:06.762266, cost_time=0:00:29.005108 2021-04-14 21:38:54,257 INFO : TRAIN, epoch=0036, iter=00140/00196, fetch data time cost=1.74ms, fps=1153 images/s, loss=1.1369, top1-acc=66.64%, top5-acc=91.87%, remaining_time=0:00:12.490240, arrival_time=2021-04-14 21:39:06.747344, cost_time=0:00:31.225596 2021-04-14 21:38:56,481 INFO : TRAIN, epoch=0036, iter=00150/00196, fetch data time cost=3.11ms, fps=1151 images/s, loss=1.1393, top1-acc=66.55%, top5-acc=91.82%, remaining_time=0:00:10.258046, arrival_time=2021-04-14 21:39:06.739713, cost_time=0:00:33.450082 2021-04-14 21:38:58,702 INFO : TRAIN, epoch=0036, iter=00160/00196, fetch data time cost=1.73ms, fps=1153 images/s, loss=1.1421, top1-acc=66.48%, top5-acc=91.78%, remaining_time=0:00:08.025948, arrival_time=2021-04-14 21:39:06.728553, cost_time=0:00:35.670939 2021-04-14 21:39:00,936 INFO : TRAIN, epoch=0036, iter=00170/00196, fetch data time cost=4.24ms, fps=1147 images/s, loss=1.1424, top1-acc=66.49%, top5-acc=91.80%, remaining_time=0:00:05.797168, arrival_time=2021-04-14 21:39:06.733378, cost_time=0:00:37.904575 2021-04-14 21:39:03,162 INFO : TRAIN, epoch=0036, iter=00180/00196, fetch data time cost=1.55ms, fps=1150 images/s, loss=1.1435, top1-acc=66.42%, top5-acc=91.80%, remaining_time=0:00:03.567184, arrival_time=2021-04-14 21:39:06.729544, cost_time=0:00:40.130784 2021-04-14 21:39:05,397 INFO : TRAIN, epoch=0036, iter=00190/00196, fetch data time cost=1.58ms, fps=1146 images/s, loss=1.1458, top1-acc=66.34%, top5-acc=91.78%, remaining_time=0:00:01.337850, arrival_time=2021-04-14 21:39:06.734896, cost_time=0:00:42.365168 2021-04-14 21:39:06,620 INFO : TRAIN, epoch=0036, iter=00196/00196, fetch data time cost=7.29ms, fps=1112 images/s, loss=1.1482, top1-acc=66.26%, top5-acc=91.75%, remaining_time=0:00:00, arrival_time=2021-04-14 21:39:06.620892, cost_time=0:00:43.589231 2021-04-14 21:39:07,457 INFO : EVAL, epoch=0036, iter=00010/00040, fetch data time cost=2.62ms, fps=3068 images/s, loss=1.6191, top1-acc=55.43%, top5-acc=84.30%, remaining_time=0:00:02.503020, arrival_time=2021-04-14 21:39:09.960660, cost_time=0:00:00.834340 2021-04-14 21:39:08,165 INFO : EVAL, epoch=0036, iter=00020/00040, fetch data time cost=1.91ms, fps=3622 images/s, loss=1.6456, top1-acc=55.57%, top5-acc=84.02%, remaining_time=0:00:01.541820, arrival_time=2021-04-14 21:39:09.706926, cost_time=0:00:01.541816 2021-04-14 21:39:08,874 INFO : EVAL, epoch=0036, iter=00030/00040, fetch data time cost=2.42ms, fps=3612 images/s, loss=1.6526, top1-acc=55.07%, top5-acc=83.75%, remaining_time=0:00:00.750400, arrival_time=2021-04-14 21:39:09.624969, cost_time=0:00:02.251213 2021-04-14 21:39:09,522 INFO : EVAL, epoch=0036, iter=00040/00040, fetch data time cost=0.09ms, fps=3583 images/s, loss=1.6445, top1-acc=54.91%, top5-acc=83.74%, remaining_time=0:00:00, arrival_time=2021-04-14 21:39:09.522818, cost_time=0:00:02.899565 2021-04-14 21:39:09,768 INFO : Epoch=0036 complete, best val top1-acc=55.55%, top5-acc=85.16% (epoch=35), remaining_time=2:07:22.332596, arrival_time=2021-04-14 23:46:32.100915, cost_time=0:27:57.585205 2021-04-14 21:39:09,771 INFO : Train start, epoch=0037, lr=0.092216 2021-04-14 21:39:12,275 INFO : TRAIN, epoch=0037, iter=00010/00196, fetch data time cost=3.28ms, fps=1022 images/s, loss=1.0995, top1-acc=68.09%, top5-acc=92.38%, remaining_time=0:00:46.569936, arrival_time=2021-04-14 21:39:58.845310, cost_time=0:00:02.503765 2021-04-14 21:39:14,503 INFO : TRAIN, epoch=0037, iter=00020/00196, fetch data time cost=1.55ms, fps=1149 images/s, loss=1.0745, top1-acc=68.20%, top5-acc=92.75%, remaining_time=0:00:41.639488, arrival_time=2021-04-14 21:39:56.142748, cost_time=0:00:04.731752 2021-04-14 21:39:16,737 INFO : TRAIN, epoch=0037, iter=00030/00196, fetch data time cost=2.27ms, fps=1146 images/s, loss=1.0827, top1-acc=68.24%, top5-acc=92.59%, remaining_time=0:00:38.542544, arrival_time=2021-04-14 21:39:55.279597, cost_time=0:00:06.965513 2021-04-14 21:39:18,957 INFO : TRAIN, epoch=0037, iter=00040/00196, fetch data time cost=1.53ms, fps=1153 images/s, loss=1.0866, top1-acc=68.07%, top5-acc=92.35%, remaining_time=0:00:35.826024, arrival_time=2021-04-14 21:39:54.783666, cost_time=0:00:09.186142 2021-04-14 21:39:21,187 INFO : TRAIN, epoch=0037, iter=00050/00196, fetch data time cost=1.62ms, fps=1149 images/s, loss=1.0871, top1-acc=67.92%, top5-acc=92.45%, remaining_time=0:00:33.332384, arrival_time=2021-04-14 21:39:54.519312, cost_time=0:00:11.415178 2021-04-14 21:39:23,418 INFO : TRAIN, epoch=0037, iter=00060/00196, fetch data time cost=2.23ms, fps=1148 images/s, loss=1.0898, top1-acc=67.80%, top5-acc=92.41%, remaining_time=0:00:30.932384, arrival_time=2021-04-14 21:39:54.350555, cost_time=0:00:13.646639 2021-04-14 21:39:25,637 INFO : TRAIN, epoch=0037, iter=00070/00196, fetch data time cost=1.74ms, fps=1154 images/s, loss=1.0954, top1-acc=67.70%, top5-acc=92.26%, remaining_time=0:00:28.558530, arrival_time=2021-04-14 21:39:54.195975, cost_time=0:00:15.865877 2021-04-14 21:39:27,876 INFO : TRAIN, epoch=0037, iter=00080/00196, fetch data time cost=1.83ms, fps=1144 images/s, loss=1.1024, top1-acc=67.48%, top5-acc=92.24%, remaining_time=0:00:26.251380, arrival_time=2021-04-14 21:39:54.127496, cost_time=0:00:18.104370 2021-04-14 21:39:30,101 INFO : TRAIN, epoch=0037, iter=00090/00196, fetch data time cost=3.36ms, fps=1151 images/s, loss=1.1086, top1-acc=67.31%, top5-acc=92.15%, remaining_time=0:00:23.943598, arrival_time=2021-04-14 21:39:54.044561, cost_time=0:00:20.329463 2021-04-14 21:39:32,331 INFO : TRAIN, epoch=0037, iter=00100/00196, fetch data time cost=1.81ms, fps=1148 images/s, loss=1.1164, top1-acc=67.08%, top5-acc=92.07%, remaining_time=0:00:21.657888, arrival_time=2021-04-14 21:39:53.989683, cost_time=0:00:22.560287 2021-04-14 21:39:34,578 INFO : TRAIN, epoch=0037, iter=00110/00196, fetch data time cost=6.40ms, fps=1140 images/s, loss=1.1191, top1-acc=66.95%, top5-acc=92.09%, remaining_time=0:00:19.394548, arrival_time=2021-04-14 21:39:53.973265, cost_time=0:00:24.806979 2021-04-14 21:39:36,834 INFO : TRAIN, epoch=0037, iter=00120/00196, fetch data time cost=1.60ms, fps=1136 images/s, loss=1.1203, top1-acc=66.97%, top5-acc=92.07%, remaining_time=0:00:17.139596, arrival_time=2021-04-14 21:39:53.973690, cost_time=0:00:27.062464 2021-04-14 21:39:39,072 INFO : TRAIN, epoch=0037, iter=00130/00196, fetch data time cost=1.57ms, fps=1144 images/s, loss=1.1252, top1-acc=66.87%, top5-acc=91.98%, remaining_time=0:00:14.875740, arrival_time=2021-04-14 21:39:53.948155, cost_time=0:00:29.300681 2021-04-14 21:39:41,300 INFO : TRAIN, epoch=0037, iter=00140/00196, fetch data time cost=6.64ms, fps=1149 images/s, loss=1.1269, top1-acc=66.88%, top5-acc=91.97%, remaining_time=0:00:12.611704, arrival_time=2021-04-14 21:39:53.912540, cost_time=0:00:31.529235 2021-04-14 21:39:43,522 INFO : TRAIN, epoch=0037, iter=00150/00196, fetch data time cost=1.88ms, fps=1153 images/s, loss=1.1305, top1-acc=66.79%, top5-acc=91.92%, remaining_time=0:00:10.350276, arrival_time=2021-04-14 21:39:53.872858, cost_time=0:00:33.750838 2021-04-14 21:39:45,745 INFO : TRAIN, epoch=0037, iter=00160/00196, fetch data time cost=1.43ms, fps=1152 images/s, loss=1.1323, top1-acc=66.73%, top5-acc=91.92%, remaining_time=0:00:08.094132, arrival_time=2021-04-14 21:39:53.839841, cost_time=0:00:35.973978 2021-04-14 21:39:47,947 INFO : TRAIN, epoch=0037, iter=00170/00196, fetch data time cost=1.55ms, fps=1164 images/s, loss=1.1375, top1-acc=66.66%, top5-acc=91.82%, remaining_time=0:00:05.838534, arrival_time=2021-04-14 21:39:53.785385, cost_time=0:00:38.175077 2021-04-14 21:39:50,166 INFO : TRAIN, epoch=0037, iter=00180/00196, fetch data time cost=2.05ms, fps=1154 images/s, loss=1.1371, top1-acc=66.70%, top5-acc=91.81%, remaining_time=0:00:03.590688, arrival_time=2021-04-14 21:39:53.757540, cost_time=0:00:40.395199 2021-04-14 21:39:52,391 INFO : TRAIN, epoch=0037, iter=00190/00196, fetch data time cost=2.67ms, fps=1151 images/s, loss=1.1373, top1-acc=66.68%, top5-acc=91.83%, remaining_time=0:00:01.345908, arrival_time=2021-04-14 21:39:53.737753, cost_time=0:00:42.620331 2021-04-14 21:39:53,575 INFO : TRAIN, epoch=0037, iter=00196/00196, fetch data time cost=2.04ms, fps=1150 images/s, loss=1.1395, top1-acc=66.66%, top5-acc=91.79%, remaining_time=0:00:00, arrival_time=2021-04-14 21:39:53.575366, cost_time=0:00:43.803881 2021-04-14 21:39:54,439 INFO : EVAL, epoch=0037, iter=00010/00040, fetch data time cost=0.35ms, fps=2973 images/s, loss=1.8396, top1-acc=50.74%, top5-acc=80.98%, remaining_time=0:00:02.582790, arrival_time=2021-04-14 21:39:57.022348, cost_time=0:00:00.860934 2021-04-14 21:39:55,153 INFO : EVAL, epoch=0037, iter=00020/00040, fetch data time cost=2.36ms, fps=3593 images/s, loss=1.8390, top1-acc=51.02%, top5-acc=81.13%, remaining_time=0:00:01.574220, arrival_time=2021-04-14 21:39:56.727132, cost_time=0:00:01.574216 2021-04-14 21:39:55,864 INFO : EVAL, epoch=0037, iter=00030/00040, fetch data time cost=3.99ms, fps=3601 images/s, loss=1.8645, top1-acc=50.48%, top5-acc=80.69%, remaining_time=0:00:00.762000, arrival_time=2021-04-14 21:39:56.626589, cost_time=0:00:02.285987 2021-04-14 21:39:56,500 INFO : EVAL, epoch=0037, iter=00040/00040, fetch data time cost=0.09ms, fps=3649 images/s, loss=1.9053, top1-acc=50.28%, top5-acc=80.08%, remaining_time=0:00:00, arrival_time=2021-04-14 21:39:56.500928, cost_time=0:00:02.922430 2021-04-14 21:39:56,670 INFO : Epoch=0037 complete, best val top1-acc=55.55%, top5-acc=85.16% (epoch=35), remaining_time=2:06:37.065532, arrival_time=2021-04-14 23:46:33.735850, cost_time=0:28:44.487256 2021-04-14 21:39:56,672 INFO : Train start, epoch=0038, lr=0.091790 2021-04-14 21:39:59,106 INFO : TRAIN, epoch=0038, iter=00010/00196, fetch data time cost=1.34ms, fps=1052 images/s, loss=1.0523, top1-acc=69.18%, top5-acc=93.24%, remaining_time=0:00:45.276492, arrival_time=2021-04-14 21:40:44.383021, cost_time=0:00:02.434222 2021-04-14 21:40:01,322 INFO : TRAIN, epoch=0038, iter=00020/00196, fetch data time cost=1.70ms, fps=1156 images/s, loss=1.0965, top1-acc=67.60%, top5-acc=92.42%, remaining_time=0:00:40.920880, arrival_time=2021-04-14 21:40:42.243276, cost_time=0:00:04.650098 2021-04-14 21:40:03,546 INFO : TRAIN, epoch=0038, iter=00030/00196, fetch data time cost=2.24ms, fps=1151 images/s, loss=1.0781, top1-acc=67.80%, top5-acc=92.76%, remaining_time=0:00:38.037738, arrival_time=2021-04-14 21:40:41.584342, cost_time=0:00:06.874300 2021-04-14 21:40:05,777 INFO : TRAIN, epoch=0038, iter=00040/00196, fetch data time cost=1.79ms, fps=1148 images/s, loss=1.0761, top1-acc=67.80%, top5-acc=92.91%, remaining_time=0:00:35.511372, arrival_time=2021-04-14 21:40:41.289089, cost_time=0:00:09.105462 2021-04-14 21:40:07,991 INFO : TRAIN, epoch=0038, iter=00050/00196, fetch data time cost=2.11ms, fps=1157 images/s, loss=1.0783, top1-acc=67.80%, top5-acc=92.82%, remaining_time=0:00:33.050604, arrival_time=2021-04-14 21:40:41.041613, cost_time=0:00:11.318694 2021-04-14 21:40:10,201 INFO : TRAIN, epoch=0038, iter=00060/00196, fetch data time cost=1.43ms, fps=1158 images/s, loss=1.0856, top1-acc=67.68%, top5-acc=92.75%, remaining_time=0:00:30.666504, arrival_time=2021-04-14 21:40:40.868125, cost_time=0:00:13.529361 2021-04-14 21:40:12,412 INFO : TRAIN, epoch=0038, iter=00070/00196, fetch data time cost=1.44ms, fps=1158 images/s, loss=1.0911, top1-acc=67.58%, top5-acc=92.68%, remaining_time=0:00:28.332738, arrival_time=2021-04-14 21:40:40.745405, cost_time=0:00:15.740399 2021-04-14 21:40:14,622 INFO : TRAIN, epoch=0038, iter=00080/00196, fetch data time cost=1.99ms, fps=1159 images/s, loss=1.0950, top1-acc=67.47%, top5-acc=92.71%, remaining_time=0:00:26.027964, arrival_time=2021-04-14 21:40:40.650572, cost_time=0:00:17.950308 2021-04-14 21:40:16,834 INFO : TRAIN, epoch=0038, iter=00090/00196, fetch data time cost=1.92ms, fps=1158 images/s, loss=1.0991, top1-acc=67.30%, top5-acc=92.59%, remaining_time=0:00:23.746544, arrival_time=2021-04-14 21:40:40.580996, cost_time=0:00:20.162138 2021-04-14 21:40:19,056 INFO : TRAIN, epoch=0038, iter=00100/00196, fetch data time cost=2.22ms, fps=1152 images/s, loss=1.1029, top1-acc=67.25%, top5-acc=92.57%, remaining_time=0:00:21.488736, arrival_time=2021-04-14 21:40:40.545262, cost_time=0:00:22.384120 2021-04-14 21:40:21,278 INFO : TRAIN, epoch=0038, iter=00110/00196, fetch data time cost=1.58ms, fps=1153 images/s, loss=1.1109, top1-acc=67.10%, top5-acc=92.41%, remaining_time=0:00:19.237598, arrival_time=2021-04-14 21:40:40.516101, cost_time=0:00:24.606244 2021-04-14 21:40:23,484 INFO : TRAIN, epoch=0038, iter=00120/00196, fetch data time cost=2.65ms, fps=1161 images/s, loss=1.1162, top1-acc=66.88%, top5-acc=92.29%, remaining_time=0:00:16.980756, arrival_time=2021-04-14 21:40:40.464797, cost_time=0:00:26.811736 2021-04-14 21:40:25,693 INFO : TRAIN, epoch=0038, iter=00130/00196, fetch data time cost=1.98ms, fps=1159 images/s, loss=1.1188, top1-acc=66.95%, top5-acc=92.20%, remaining_time=0:00:14.733642, arrival_time=2021-04-14 21:40:40.426763, cost_time=0:00:29.020859 2021-04-14 21:40:27,916 INFO : TRAIN, epoch=0038, iter=00140/00196, fetch data time cost=1.72ms, fps=1152 images/s, loss=1.1210, top1-acc=66.93%, top5-acc=92.15%, remaining_time=0:00:12.497688, arrival_time=2021-04-14 21:40:40.414246, cost_time=0:00:31.244213 2021-04-14 21:40:30,152 INFO : TRAIN, epoch=0038, iter=00150/00196, fetch data time cost=2.37ms, fps=1145 images/s, loss=1.1226, top1-acc=66.86%, top5-acc=92.16%, remaining_time=0:00:10.267246, arrival_time=2021-04-14 21:40:40.419844, cost_time=0:00:33.480171 2021-04-14 21:40:32,385 INFO : TRAIN, epoch=0038, iter=00160/00196, fetch data time cost=2.28ms, fps=1147 images/s, loss=1.1250, top1-acc=66.78%, top5-acc=92.12%, remaining_time=0:00:08.035452, arrival_time=2021-04-14 21:40:40.420883, cost_time=0:00:35.713180 2021-04-14 21:40:34,606 INFO : TRAIN, epoch=0038, iter=00170/00196, fetch data time cost=2.23ms, fps=1153 images/s, loss=1.1309, top1-acc=66.63%, top5-acc=92.02%, remaining_time=0:00:05.801640, arrival_time=2021-04-14 21:40:40.407629, cost_time=0:00:37.933720 2021-04-14 21:40:36,824 INFO : TRAIN, epoch=0038, iter=00180/00196, fetch data time cost=1.77ms, fps=1154 images/s, loss=1.1327, top1-acc=66.60%, top5-acc=92.01%, remaining_time=0:00:03.569040, arrival_time=2021-04-14 21:40:40.393266, cost_time=0:00:40.151738 2021-04-14 21:40:39,047 INFO : TRAIN, epoch=0038, iter=00190/00196, fetch data time cost=2.18ms, fps=1152 images/s, loss=1.1350, top1-acc=66.57%, top5-acc=91.97%, remaining_time=0:00:01.338156, arrival_time=2021-04-14 21:40:40.385438, cost_time=0:00:42.374967 2021-04-14 21:40:40,238 INFO : TRAIN, epoch=0038, iter=00196/00196, fetch data time cost=1.90ms, fps=1142 images/s, loss=1.1366, top1-acc=66.56%, top5-acc=91.93%, remaining_time=0:00:00, arrival_time=2021-04-14 21:40:40.238721, cost_time=0:00:43.566478 2021-04-14 21:40:41,097 INFO : EVAL, epoch=0038, iter=00010/00040, fetch data time cost=0.23ms, fps=2987 images/s, loss=1.7783, top1-acc=53.71%, top5-acc=81.84%, remaining_time=0:00:02.570880, arrival_time=2021-04-14 21:40:43.668664, cost_time=0:00:00.856955 2021-04-14 21:40:41,793 INFO : EVAL, epoch=0038, iter=00020/00040, fetch data time cost=1.49ms, fps=3683 images/s, loss=1.7475, top1-acc=53.65%, top5-acc=82.54%, remaining_time=0:00:01.552480, arrival_time=2021-04-14 21:40:43.345856, cost_time=0:00:01.552477 2021-04-14 21:40:42,488 INFO : EVAL, epoch=0038, iter=00030/00040, fetch data time cost=1.36ms, fps=3684 images/s, loss=1.7518, top1-acc=53.58%, top5-acc=82.47%, remaining_time=0:00:00.749280, arrival_time=2021-04-14 21:40:43.237950, cost_time=0:00:02.247842 2021-04-14 21:40:43,121 INFO : EVAL, epoch=0038, iter=00040/00040, fetch data time cost=0.08ms, fps=3667 images/s, loss=1.7331, top1-acc=53.44%, top5-acc=82.53%, remaining_time=0:00:00, arrival_time=2021-04-14 21:40:43.121743, cost_time=0:00:02.880961 2021-04-14 21:40:43,295 INFO : Epoch=0038 complete, best val top1-acc=55.55%, top5-acc=85.16% (epoch=35), remaining_time=2:05:50.530344, arrival_time=2021-04-14 23:46:33.825440, cost_time=0:29:31.112065 2021-04-14 21:40:43,296 INFO : Train start, epoch=0039, lr=0.091354 2021-04-14 21:40:45,688 INFO : TRAIN, epoch=0039, iter=00010/00196, fetch data time cost=1.35ms, fps=1071 images/s, loss=1.1019, top1-acc=68.48%, top5-acc=92.58%, remaining_time=0:00:44.478366, arrival_time=2021-04-14 21:41:30.166303, cost_time=0:00:02.391313 2021-04-14 21:40:47,912 INFO : TRAIN, epoch=0039, iter=00020/00196, fetch data time cost=1.71ms, fps=1151 images/s, loss=1.1068, top1-acc=67.75%, top5-acc=92.60%, remaining_time=0:00:40.617104, arrival_time=2021-04-14 21:41:28.529303, cost_time=0:00:04.615584 2021-04-14 21:40:50,128 INFO : TRAIN, epoch=0039, iter=00030/00196, fetch data time cost=1.70ms, fps=1155 images/s, loss=1.0969, top1-acc=68.01%, top5-acc=92.58%, remaining_time=0:00:37.803678, arrival_time=2021-04-14 21:41:27.932384, cost_time=0:00:06.832001 2021-04-14 21:40:52,347 INFO : TRAIN, epoch=0039, iter=00040/00196, fetch data time cost=1.49ms, fps=1154 images/s, loss=1.0882, top1-acc=68.16%, top5-acc=92.63%, remaining_time=0:00:35.299056, arrival_time=2021-04-14 21:41:27.646717, cost_time=0:00:09.051041 2021-04-14 21:40:54,557 INFO : TRAIN, epoch=0039, iter=00050/00196, fetch data time cost=1.56ms, fps=1159 images/s, loss=1.0951, top1-acc=67.98%, top5-acc=92.37%, remaining_time=0:00:32.880806, arrival_time=2021-04-14 21:41:27.438027, cost_time=0:00:11.260545 2021-04-14 21:40:56,762 INFO : TRAIN, epoch=0039, iter=00060/00196, fetch data time cost=2.04ms, fps=1161 images/s, loss=1.0904, top1-acc=67.99%, top5-acc=92.39%, remaining_time=0:00:30.521800, arrival_time=2021-04-14 21:41:27.283979, cost_time=0:00:13.465493 2021-04-14 21:40:58,976 INFO : TRAIN, epoch=0039, iter=00070/00196, fetch data time cost=1.44ms, fps=1157 images/s, loss=1.0876, top1-acc=68.05%, top5-acc=92.46%, remaining_time=0:00:28.223370, arrival_time=2021-04-14 21:41:27.199585, cost_time=0:00:15.679669 2021-04-14 21:41:01,185 INFO : TRAIN, epoch=0039, iter=00080/00196, fetch data time cost=1.40ms, fps=1159 images/s, loss=1.0952, top1-acc=67.86%, top5-acc=92.25%, remaining_time=0:00:25.938644, arrival_time=2021-04-14 21:41:27.123983, cost_time=0:00:17.888711 2021-04-14 21:41:03,386 INFO : TRAIN, epoch=0039, iter=00090/00196, fetch data time cost=1.89ms, fps=1163 images/s, loss=1.0931, top1-acc=67.90%, top5-acc=92.20%, remaining_time=0:00:23.661108, arrival_time=2021-04-14 21:41:27.047296, cost_time=0:00:20.089656 2021-04-14 21:41:05,597 INFO : TRAIN, epoch=0039, iter=00100/00196, fetch data time cost=1.52ms, fps=1158 images/s, loss=1.0934, top1-acc=67.84%, top5-acc=92.23%, remaining_time=0:00:21.408192, arrival_time=2021-04-14 21:41:27.005113, cost_time=0:00:22.300169 2021-04-14 21:41:07,807 INFO : TRAIN, epoch=0039, iter=00110/00196, fetch data time cost=1.53ms, fps=1159 images/s, loss=1.0971, top1-acc=67.68%, top5-acc=92.23%, remaining_time=0:00:19.162864, arrival_time=2021-04-14 21:41:26.970010, cost_time=0:00:24.510622 2021-04-14 21:41:10,009 INFO : TRAIN, epoch=0039, iter=00120/00196, fetch data time cost=2.11ms, fps=1162 images/s, loss=1.1043, top1-acc=67.44%, top5-acc=92.14%, remaining_time=0:00:16.918360, arrival_time=2021-04-14 21:41:26.928163, cost_time=0:00:26.713199 2021-04-14 21:41:12,215 INFO : TRAIN, epoch=0039, iter=00130/00196, fetch data time cost=1.88ms, fps=1161 images/s, loss=1.1069, top1-acc=67.44%, top5-acc=92.13%, remaining_time=0:00:14.681700, arrival_time=2021-04-14 21:41:26.896801, cost_time=0:00:28.918564 2021-04-14 21:41:14,412 INFO : TRAIN, epoch=0039, iter=00140/00196, fetch data time cost=1.37ms, fps=1165 images/s, loss=1.1119, top1-acc=67.23%, top5-acc=92.12%, remaining_time=0:00:12.446448, arrival_time=2021-04-14 21:41:26.859072, cost_time=0:00:31.116093 2021-04-14 21:41:16,627 INFO : TRAIN, epoch=0039, iter=00150/00196, fetch data time cost=1.53ms, fps=1156 images/s, loss=1.1156, top1-acc=67.17%, top5-acc=92.06%, remaining_time=0:00:10.221384, arrival_time=2021-04-14 21:41:26.848522, cost_time=0:00:33.330526 2021-04-14 21:41:18,837 INFO : TRAIN, epoch=0039, iter=00160/00196, fetch data time cost=2.00ms, fps=1158 images/s, loss=1.1193, top1-acc=66.99%, top5-acc=92.04%, remaining_time=0:00:07.996788, arrival_time=2021-04-14 21:41:26.834649, cost_time=0:00:35.541304 2021-04-14 21:41:21,056 INFO : TRAIN, epoch=0039, iter=00170/00196, fetch data time cost=1.53ms, fps=1154 images/s, loss=1.1218, top1-acc=66.84%, top5-acc=92.04%, remaining_time=0:00:05.774964, arrival_time=2021-04-14 21:41:26.830899, cost_time=0:00:37.759322 2021-04-14 21:41:23,291 INFO : TRAIN, epoch=0039, iter=00180/00196, fetch data time cost=1.76ms, fps=1146 images/s, loss=1.1284, top1-acc=66.64%, top5-acc=91.95%, remaining_time=0:00:03.555056, arrival_time=2021-04-14 21:41:26.846040, cost_time=0:00:39.994366 2021-04-14 21:41:25,518 INFO : TRAIN, epoch=0039, iter=00190/00196, fetch data time cost=1.53ms, fps=1150 images/s, loss=1.1323, top1-acc=66.53%, top5-acc=91.88%, remaining_time=0:00:01.333320, arrival_time=2021-04-14 21:41:26.851800, cost_time=0:00:42.221825 2021-04-14 21:41:26,714 INFO : TRAIN, epoch=0039, iter=00196/00196, fetch data time cost=1.48ms, fps=1138 images/s, loss=1.1330, top1-acc=66.54%, top5-acc=91.87%, remaining_time=0:00:00, arrival_time=2021-04-14 21:41:26.714642, cost_time=0:00:43.418017 2021-04-14 21:41:27,545 INFO : EVAL, epoch=0039, iter=00010/00040, fetch data time cost=0.42ms, fps=3091 images/s, loss=1.6300, top1-acc=55.55%, top5-acc=84.37%, remaining_time=0:00:02.484660, arrival_time=2021-04-14 21:41:30.029775, cost_time=0:00:00.828221 2021-04-14 21:41:28,242 INFO : EVAL, epoch=0039, iter=00020/00040, fetch data time cost=1.81ms, fps=3673 images/s, loss=1.6320, top1-acc=55.37%, top5-acc=83.98%, remaining_time=0:00:01.526020, arrival_time=2021-04-14 21:41:29.768801, cost_time=0:00:01.526017 2021-04-14 21:41:28,939 INFO : EVAL, epoch=0039, iter=00030/00040, fetch data time cost=2.62ms, fps=3677 images/s, loss=1.6234, top1-acc=55.79%, top5-acc=83.84%, remaining_time=0:00:00.740910, arrival_time=2021-04-14 21:41:29.680494, cost_time=0:00:02.222737 2021-04-14 21:41:29,574 INFO : EVAL, epoch=0039, iter=00040/00040, fetch data time cost=0.09ms, fps=3657 images/s, loss=1.6075, top1-acc=56.20%, top5-acc=84.30%, remaining_time=0:00:00, arrival_time=2021-04-14 21:41:29.574609, cost_time=0:00:02.857918 2021-04-14 21:41:29,902 INFO : Epoch=0039 complete, best val top1-acc=56.20%, top5-acc=84.30% (epoch=39), remaining_time=2:05:03.920039, arrival_time=2021-04-14 23:46:33.822831, cost_time=0:30:17.719745 2021-04-14 21:41:29,904 INFO : Train start, epoch=0040, lr=0.090907 2021-04-14 21:41:32,315 INFO : TRAIN, epoch=0040, iter=00010/00196, fetch data time cost=2.24ms, fps=1062 images/s, loss=1.1105, top1-acc=66.72%, top5-acc=92.50%, remaining_time=0:00:44.848320, arrival_time=2021-04-14 21:42:17.163867, cost_time=0:00:02.411201 2021-04-14 21:41:34,526 INFO : TRAIN, epoch=0040, iter=00020/00196, fetch data time cost=1.54ms, fps=1158 images/s, loss=1.1099, top1-acc=67.17%, top5-acc=92.36%, remaining_time=0:00:40.674128, arrival_time=2021-04-14 21:42:15.200750, cost_time=0:00:04.622054 2021-04-14 21:41:36,818 INFO : TRAIN, epoch=0040, iter=00030/00196, fetch data time cost=1.96ms, fps=1117 images/s, loss=1.1006, top1-acc=67.24%, top5-acc=92.57%, remaining_time=0:00:38.259016, arrival_time=2021-04-14 21:42:15.077684, cost_time=0:00:06.914278 2021-04-14 21:41:39,031 INFO : TRAIN, epoch=0040, iter=00040/00196, fetch data time cost=1.75ms, fps=1157 images/s, loss=1.0868, top1-acc=67.60%, top5-acc=92.92%, remaining_time=0:00:35.594988, arrival_time=2021-04-14 21:42:14.626279, cost_time=0:00:09.126939 2021-04-14 21:41:41,247 INFO : TRAIN, epoch=0040, iter=00050/00196, fetch data time cost=1.95ms, fps=1156 images/s, loss=1.0801, top1-acc=67.97%, top5-acc=92.81%, remaining_time=0:00:33.120976, arrival_time=2021-04-14 21:42:14.368166, cost_time=0:00:11.342776 2021-04-14 21:41:43,459 INFO : TRAIN, epoch=0040, iter=00060/00196, fetch data time cost=1.47ms, fps=1158 images/s, loss=1.0795, top1-acc=67.98%, top5-acc=92.76%, remaining_time=0:00:30.724440, arrival_time=2021-04-14 21:42:14.183700, cost_time=0:00:13.554915 2021-04-14 21:41:45,670 INFO : TRAIN, epoch=0040, iter=00070/00196, fetch data time cost=1.92ms, fps=1158 images/s, loss=1.0857, top1-acc=67.83%, top5-acc=92.67%, remaining_time=0:00:28.378728, arrival_time=2021-04-14 21:42:14.049037, cost_time=0:00:15.765958 2021-04-14 21:41:47,890 INFO : TRAIN, epoch=0040, iter=00080/00196, fetch data time cost=1.44ms, fps=1153 images/s, loss=1.0933, top1-acc=67.58%, top5-acc=92.62%, remaining_time=0:00:26.079932, arrival_time=2021-04-14 21:42:13.970419, cost_time=0:00:17.986150 2021-04-14 21:41:50,121 INFO : TRAIN, epoch=0040, iter=00090/00196, fetch data time cost=1.44ms, fps=1148 images/s, loss=1.0950, top1-acc=67.63%, top5-acc=92.53%, remaining_time=0:00:23.810886, arrival_time=2021-04-14 21:42:13.932037, cost_time=0:00:20.216802 2021-04-14 21:41:52,330 INFO : TRAIN, epoch=0040, iter=00100/00196, fetch data time cost=1.78ms, fps=1159 images/s, loss=1.0993, top1-acc=67.56%, top5-acc=92.48%, remaining_time=0:00:21.528864, arrival_time=2021-04-14 21:42:13.859127, cost_time=0:00:22.425920 2021-04-14 21:41:54,535 INFO : TRAIN, epoch=0040, iter=00110/00196, fetch data time cost=1.64ms, fps=1161 images/s, loss=1.1008, top1-acc=67.57%, top5-acc=92.44%, remaining_time=0:00:19.256604, arrival_time=2021-04-14 21:42:13.791512, cost_time=0:00:24.630556 2021-04-14 21:41:56,740 INFO : TRAIN, epoch=0040, iter=00120/00196, fetch data time cost=1.44ms, fps=1163 images/s, loss=1.0972, top1-acc=67.65%, top5-acc=92.46%, remaining_time=0:00:16.996184, arrival_time=2021-04-14 21:42:13.736661, cost_time=0:00:26.836094 2021-04-14 21:41:58,949 INFO : TRAIN, epoch=0040, iter=00130/00196, fetch data time cost=1.55ms, fps=1159 images/s, loss=1.1080, top1-acc=67.29%, top5-acc=92.29%, remaining_time=0:00:14.746182, arrival_time=2021-04-14 21:42:13.696062, cost_time=0:00:29.045536 2021-04-14 21:42:01,166 INFO : TRAIN, epoch=0040, iter=00140/00196, fetch data time cost=1.76ms, fps=1155 images/s, loss=1.1096, top1-acc=67.27%, top5-acc=92.23%, remaining_time=0:00:12.504688, arrival_time=2021-04-14 21:42:13.670929, cost_time=0:00:31.261773 2021-04-14 21:42:03,384 INFO : TRAIN, epoch=0040, iter=00150/00196, fetch data time cost=1.80ms, fps=1154 images/s, loss=1.1131, top1-acc=67.14%, top5-acc=92.16%, remaining_time=0:00:10.267292, arrival_time=2021-04-14 21:42:13.651850, cost_time=0:00:33.480273 2021-04-14 21:42:05,594 INFO : TRAIN, epoch=0040, iter=00160/00196, fetch data time cost=2.24ms, fps=1159 images/s, loss=1.1184, top1-acc=66.98%, top5-acc=92.09%, remaining_time=0:00:08.030340, arrival_time=2021-04-14 21:42:13.625034, cost_time=0:00:35.690386 2021-04-14 21:42:07,805 INFO : TRAIN, epoch=0040, iter=00170/00196, fetch data time cost=1.45ms, fps=1158 images/s, loss=1.1206, top1-acc=66.88%, top5-acc=92.06%, remaining_time=0:00:05.796700, arrival_time=2021-04-14 21:42:13.602521, cost_time=0:00:37.901471 2021-04-14 21:42:10,018 INFO : TRAIN, epoch=0040, iter=00180/00196, fetch data time cost=1.45ms, fps=1157 images/s, loss=1.1260, top1-acc=66.79%, top5-acc=91.96%, remaining_time=0:00:03.565696, arrival_time=2021-04-14 21:42:13.584144, cost_time=0:00:40.114102 2021-04-14 21:42:12,230 INFO : TRAIN, epoch=0040, iter=00190/00196, fetch data time cost=1.40ms, fps=1158 images/s, loss=1.1293, top1-acc=66.74%, top5-acc=91.91%, remaining_time=0:00:01.336608, arrival_time=2021-04-14 21:42:13.566787, cost_time=0:00:42.325845 2021-04-14 21:42:13,414 INFO : TRAIN, epoch=0040, iter=00196/00196, fetch data time cost=1.38ms, fps=1149 images/s, loss=1.1319, top1-acc=66.70%, top5-acc=91.89%, remaining_time=0:00:00, arrival_time=2021-04-14 21:42:13.414102, cost_time=0:00:43.509682 2021-04-14 21:42:14,295 INFO : EVAL, epoch=0040, iter=00010/00040, fetch data time cost=0.30ms, fps=2915 images/s, loss=1.5812, top1-acc=55.98%, top5-acc=84.96%, remaining_time=0:00:02.634600, arrival_time=2021-04-14 21:42:16.930199, cost_time=0:00:00.878197 2021-04-14 21:42:14,993 INFO : EVAL, epoch=0040, iter=00020/00040, fetch data time cost=1.35ms, fps=3672 images/s, loss=1.5952, top1-acc=55.68%, top5-acc=84.51%, remaining_time=0:00:01.576100, arrival_time=2021-04-14 21:42:16.569862, cost_time=0:00:01.576103 2021-04-14 21:42:15,690 INFO : EVAL, epoch=0040, iter=00030/00040, fetch data time cost=2.06ms, fps=3676 images/s, loss=1.6111, top1-acc=55.51%, top5-acc=84.45%, remaining_time=0:00:00.757810, arrival_time=2021-04-14 21:42:16.448676, cost_time=0:00:02.273439 2021-04-14 21:42:16,334 INFO : EVAL, epoch=0040, iter=00040/00040, fetch data time cost=0.13ms, fps=3609 images/s, loss=1.5932, top1-acc=55.96%, top5-acc=84.71%, remaining_time=0:00:00, arrival_time=2021-04-14 21:42:16.334296, cost_time=0:00:02.916902 2021-04-14 21:42:16,514 INFO : Epoch=0040 complete, best val top1-acc=56.20%, top5-acc=84.30% (epoch=39), remaining_time=2:04:17.326080, arrival_time=2021-04-14 23:46:33.840659, cost_time=0:31:04.331519 2021-04-14 21:42:16,517 INFO : Train start, epoch=0041, lr=0.090451 2021-04-14 21:42:18,939 INFO : TRAIN, epoch=0041, iter=00010/00196, fetch data time cost=0.50ms, fps=1057 images/s, loss=1.1871, top1-acc=64.96%, top5-acc=91.25%, remaining_time=0:00:45.044178, arrival_time=2021-04-14 21:43:03.983109, cost_time=0:00:02.421727 2021-04-14 21:42:21,159 INFO : TRAIN, epoch=0041, iter=00020/00196, fetch data time cost=1.93ms, fps=1153 images/s, loss=1.1412, top1-acc=66.15%, top5-acc=91.86%, remaining_time=0:00:40.847840, arrival_time=2021-04-14 21:43:02.006901, cost_time=0:00:04.641804 2021-04-14 21:42:23,381 INFO : TRAIN, epoch=0041, iter=00030/00196, fetch data time cost=1.40ms, fps=1152 images/s, loss=1.1319, top1-acc=66.94%, top5-acc=91.86%, remaining_time=0:00:37.983456, arrival_time=2021-04-14 21:43:01.365151, cost_time=0:00:06.864485 2021-04-14 21:42:25,591 INFO : TRAIN, epoch=0041, iter=00040/00196, fetch data time cost=1.57ms, fps=1159 images/s, loss=1.1070, top1-acc=67.63%, top5-acc=92.28%, remaining_time=0:00:35.387820, arrival_time=2021-04-14 21:43:00.978809, cost_time=0:00:09.073785 2021-04-14 21:42:27,803 INFO : TRAIN, epoch=0041, iter=00050/00196, fetch data time cost=1.68ms, fps=1157 images/s, loss=1.0984, top1-acc=67.82%, top5-acc=92.48%, remaining_time=0:00:32.957018, arrival_time=2021-04-14 21:43:00.760875, cost_time=0:00:11.286636 2021-04-14 21:42:30,022 INFO : TRAIN, epoch=0041, iter=00060/00196, fetch data time cost=1.36ms, fps=1154 images/s, loss=1.0944, top1-acc=67.94%, top5-acc=92.64%, remaining_time=0:00:30.610608, arrival_time=2021-04-14 21:43:00.632617, cost_time=0:00:13.504677 2021-04-14 21:42:32,225 INFO : TRAIN, epoch=0041, iter=00070/00196, fetch data time cost=1.44ms, fps=1162 images/s, loss=1.0924, top1-acc=68.07%, top5-acc=92.60%, remaining_time=0:00:28.274400, arrival_time=2021-04-14 21:43:00.499561, cost_time=0:00:15.708019 2021-04-14 21:42:34,444 INFO : TRAIN, epoch=0041, iter=00080/00196, fetch data time cost=1.57ms, fps=1154 images/s, loss=1.0951, top1-acc=67.99%, top5-acc=92.55%, remaining_time=0:00:25.993860, arrival_time=2021-04-14 21:43:00.437870, cost_time=0:00:17.926801 2021-04-14 21:42:36,661 INFO : TRAIN, epoch=0041, iter=00090/00196, fetch data time cost=2.29ms, fps=1155 images/s, loss=1.0973, top1-acc=67.92%, top5-acc=92.55%, remaining_time=0:00:23.725026, arrival_time=2021-04-14 21:43:00.386204, cost_time=0:00:20.143890 2021-04-14 21:42:38,879 INFO : TRAIN, epoch=0041, iter=00100/00196, fetch data time cost=1.43ms, fps=1154 images/s, loss=1.0998, top1-acc=67.89%, top5-acc=92.46%, remaining_time=0:00:21.467904, arrival_time=2021-04-14 21:43:00.347628, cost_time=0:00:22.362439 2021-04-14 21:42:41,085 INFO : TRAIN, epoch=0041, iter=00110/00196, fetch data time cost=1.49ms, fps=1161 images/s, loss=1.1013, top1-acc=67.78%, top5-acc=92.41%, remaining_time=0:00:19.207842, arrival_time=2021-04-14 21:43:00.293277, cost_time=0:00:24.568215 2021-04-14 21:42:43,299 INFO : TRAIN, epoch=0041, iter=00120/00196, fetch data time cost=1.52ms, fps=1157 images/s, loss=1.1032, top1-acc=67.75%, top5-acc=92.35%, remaining_time=0:00:16.961832, arrival_time=2021-04-14 21:43:00.260890, cost_time=0:00:26.781844 2021-04-14 21:42:45,510 INFO : TRAIN, epoch=0041, iter=00130/00196, fetch data time cost=1.43ms, fps=1158 images/s, loss=1.1067, top1-acc=67.58%, top5-acc=92.27%, remaining_time=0:00:14.719452, arrival_time=2021-04-14 21:43:00.229526, cost_time=0:00:28.992859 2021-04-14 21:42:47,710 INFO : TRAIN, epoch=0041, iter=00140/00196, fetch data time cost=1.77ms, fps=1164 images/s, loss=1.1087, top1-acc=67.45%, top5-acc=92.25%, remaining_time=0:00:12.477360, arrival_time=2021-04-14 21:43:00.187984, cost_time=0:00:31.193402 2021-04-14 21:42:49,917 INFO : TRAIN, epoch=0041, iter=00150/00196, fetch data time cost=1.45ms, fps=1161 images/s, loss=1.1131, top1-acc=67.27%, top5-acc=92.22%, remaining_time=0:00:10.242636, arrival_time=2021-04-14 21:43:00.159677, cost_time=0:00:33.399919 2021-04-14 21:42:52,122 INFO : TRAIN, epoch=0041, iter=00160/00196, fetch data time cost=1.41ms, fps=1161 images/s, loss=1.1176, top1-acc=67.19%, top5-acc=92.15%, remaining_time=0:00:08.011152, arrival_time=2021-04-14 21:43:00.133439, cost_time=0:00:35.605081 2021-04-14 21:42:54,319 INFO : TRAIN, epoch=0041, iter=00170/00196, fetch data time cost=1.41ms, fps=1165 images/s, loss=1.1213, top1-acc=67.10%, top5-acc=92.06%, remaining_time=0:00:05.781568, arrival_time=2021-04-14 21:43:00.101296, cost_time=0:00:37.802611 2021-04-14 21:42:56,530 INFO : TRAIN, epoch=0041, iter=00180/00196, fetch data time cost=1.43ms, fps=1158 images/s, loss=1.1244, top1-acc=67.02%, top5-acc=91.98%, remaining_time=0:00:03.556736, arrival_time=2021-04-14 21:43:00.087188, cost_time=0:00:40.013232 2021-04-14 21:42:58,731 INFO : TRAIN, epoch=0041, iter=00190/00196, fetch data time cost=1.24ms, fps=1164 images/s, loss=1.1262, top1-acc=66.91%, top5-acc=91.94%, remaining_time=0:00:01.333068, arrival_time=2021-04-14 21:43:00.064019, cost_time=0:00:42.213787 2021-04-14 21:42:59,921 INFO : TRAIN, epoch=0041, iter=00196/00196, fetch data time cost=1.27ms, fps=1143 images/s, loss=1.1278, top1-acc=66.85%, top5-acc=91.94%, remaining_time=0:00:00, arrival_time=2021-04-14 21:42:59.921269, cost_time=0:00:43.403988 2021-04-14 21:43:00,784 INFO : EVAL, epoch=0041, iter=00010/00040, fetch data time cost=1.57ms, fps=2978 images/s, loss=2.1710, top1-acc=46.25%, top5-acc=77.73%, remaining_time=0:00:02.578860, arrival_time=2021-04-14 21:43:03.362970, cost_time=0:00:00.859622 2021-04-14 21:43:01,478 INFO : EVAL, epoch=0041, iter=00020/00040, fetch data time cost=2.23ms, fps=3688 images/s, loss=2.1804, top1-acc=46.66%, top5-acc=76.91%, remaining_time=0:00:01.554380, arrival_time=2021-04-14 21:43:03.033230, cost_time=0:00:01.554371 2021-04-14 21:43:02,175 INFO : EVAL, epoch=0041, iter=00030/00040, fetch data time cost=1.81ms, fps=3678 images/s, loss=2.1759, top1-acc=46.69%, top5-acc=76.90%, remaining_time=0:00:00.750320, arrival_time=2021-04-14 21:43:02.925711, cost_time=0:00:02.250960 2021-04-14 21:43:02,815 INFO : EVAL, epoch=0041, iter=00040/00040, fetch data time cost=0.09ms, fps=3629 images/s, loss=2.1879, top1-acc=46.11%, top5-acc=76.57%, remaining_time=0:00:00, arrival_time=2021-04-14 21:43:02.815103, cost_time=0:00:02.890663 2021-04-14 21:43:03,013 INFO : Epoch=0041 complete, best val top1-acc=56.20%, top5-acc=84.30% (epoch=39), remaining_time=2:03:30.293262, arrival_time=2021-04-14 23:46:33.306689, cost_time=0:31:50.830341 2021-04-14 21:43:03,016 INFO : Train start, epoch=0042, lr=0.089984 2021-04-14 21:43:05,436 INFO : TRAIN, epoch=0042, iter=00010/00196, fetch data time cost=2.62ms, fps=1058 images/s, loss=1.1388, top1-acc=66.91%, top5-acc=92.27%, remaining_time=0:00:45.003072, arrival_time=2021-04-14 21:43:50.439067, cost_time=0:00:02.419516 2021-04-14 21:43:07,657 INFO : TRAIN, epoch=0042, iter=00020/00196, fetch data time cost=1.48ms, fps=1153 images/s, loss=1.1069, top1-acc=67.77%, top5-acc=92.64%, remaining_time=0:00:40.843792, arrival_time=2021-04-14 21:43:48.501554, cost_time=0:00:04.641340 2021-04-14 21:43:09,889 INFO : TRAIN, epoch=0042, iter=00030/00196, fetch data time cost=2.39ms, fps=1148 images/s, loss=1.0910, top1-acc=68.05%, top5-acc=92.79%, remaining_time=0:00:38.028110, arrival_time=2021-04-14 21:43:47.917148, cost_time=0:00:06.872561 2021-04-14 21:43:12,096 INFO : TRAIN, epoch=0042, iter=00040/00196, fetch data time cost=1.72ms, fps=1160 images/s, loss=1.1001, top1-acc=67.90%, top5-acc=92.66%, remaining_time=0:00:35.411064, arrival_time=2021-04-14 21:43:47.507258, cost_time=0:00:09.079766 2021-04-14 21:43:14,300 INFO : TRAIN, epoch=0042, iter=00050/00196, fetch data time cost=1.51ms, fps=1162 images/s, loss=1.1012, top1-acc=67.80%, top5-acc=92.58%, remaining_time=0:00:32.948404, arrival_time=2021-04-14 21:43:47.248683, cost_time=0:00:11.283719 2021-04-14 21:43:16,518 INFO : TRAIN, epoch=0042, iter=00060/00196, fetch data time cost=1.61ms, fps=1155 images/s, loss=1.1011, top1-acc=67.92%, top5-acc=92.59%, remaining_time=0:00:30.603944, arrival_time=2021-04-14 21:43:47.122127, cost_time=0:00:13.501764 2021-04-14 21:43:18,750 INFO : TRAIN, epoch=0042, iter=00070/00196, fetch data time cost=1.68ms, fps=1147 images/s, loss=1.0999, top1-acc=67.87%, top5-acc=92.52%, remaining_time=0:00:28.321272, arrival_time=2021-04-14 21:43:47.071750, cost_time=0:00:15.734059 2021-04-14 21:43:20,965 INFO : TRAIN, epoch=0042, iter=00080/00196, fetch data time cost=2.00ms, fps=1156 images/s, loss=1.1008, top1-acc=67.81%, top5-acc=92.50%, remaining_time=0:00:26.026340, arrival_time=2021-04-14 21:43:46.992011, cost_time=0:00:17.949175 2021-04-14 21:43:23,190 INFO : TRAIN, epoch=0042, iter=00090/00196, fetch data time cost=1.49ms, fps=1151 images/s, loss=1.1016, top1-acc=67.68%, top5-acc=92.49%, remaining_time=0:00:23.760112, arrival_time=2021-04-14 21:43:46.950207, cost_time=0:00:20.173666 2021-04-14 21:43:25,395 INFO : TRAIN, epoch=0042, iter=00100/00196, fetch data time cost=1.41ms, fps=1161 images/s, loss=1.1009, top1-acc=67.75%, top5-acc=92.46%, remaining_time=0:00:21.483360, arrival_time=2021-04-14 21:43:46.878281, cost_time=0:00:22.378504 2021-04-14 21:43:27,605 INFO : TRAIN, epoch=0042, iter=00110/00196, fetch data time cost=1.50ms, fps=1159 images/s, loss=1.1023, top1-acc=67.71%, top5-acc=92.39%, remaining_time=0:00:19.223752, arrival_time=2021-04-14 21:43:46.828761, cost_time=0:00:24.588524 2021-04-14 21:43:29,826 INFO : TRAIN, epoch=0042, iter=00120/00196, fetch data time cost=2.00ms, fps=1153 images/s, loss=1.1070, top1-acc=67.58%, top5-acc=92.32%, remaining_time=0:00:16.979768, arrival_time=2021-04-14 21:43:46.806306, cost_time=0:00:26.810117 2021-04-14 21:43:32,040 INFO : TRAIN, epoch=0042, iter=00130/00196, fetch data time cost=1.44ms, fps=1157 images/s, loss=1.1111, top1-acc=67.50%, top5-acc=92.18%, remaining_time=0:00:14.735226, arrival_time=2021-04-14 21:43:46.775587, cost_time=0:00:29.023945 2021-04-14 21:43:34,248 INFO : TRAIN, epoch=0042, iter=00140/00196, fetch data time cost=1.77ms, fps=1160 images/s, loss=1.1096, top1-acc=67.51%, top5-acc=92.20%, remaining_time=0:00:12.492592, arrival_time=2021-04-14 21:43:46.740500, cost_time=0:00:31.231483 2021-04-14 21:43:36,470 INFO : TRAIN, epoch=0042, iter=00150/00196, fetch data time cost=1.72ms, fps=1152 images/s, loss=1.1116, top1-acc=67.51%, top5-acc=92.14%, remaining_time=0:00:10.259196, arrival_time=2021-04-14 21:43:46.729505, cost_time=0:00:33.453887 2021-04-14 21:43:38,701 INFO : TRAIN, epoch=0042, iter=00160/00196, fetch data time cost=2.00ms, fps=1148 images/s, loss=1.1157, top1-acc=67.31%, top5-acc=92.09%, remaining_time=0:00:08.029008, arrival_time=2021-04-14 21:43:46.730028, cost_time=0:00:35.684548 2021-04-14 21:43:40,909 INFO : TRAIN, epoch=0042, iter=00170/00196, fetch data time cost=1.53ms, fps=1160 images/s, loss=1.1157, top1-acc=67.35%, top5-acc=92.12%, remaining_time=0:00:05.795374, arrival_time=2021-04-14 21:43:46.704589, cost_time=0:00:37.892798 2021-04-14 21:43:43,122 INFO : TRAIN, epoch=0042, iter=00180/00196, fetch data time cost=1.41ms, fps=1157 images/s, loss=1.1185, top1-acc=67.29%, top5-acc=92.11%, remaining_time=0:00:03.564960, arrival_time=2021-04-14 21:43:46.687102, cost_time=0:00:40.105720 2021-04-14 21:43:45,329 INFO : TRAIN, epoch=0042, iter=00190/00196, fetch data time cost=1.22ms, fps=1160 images/s, loss=1.1183, top1-acc=67.31%, top5-acc=92.09%, remaining_time=0:00:01.336206, arrival_time=2021-04-14 21:43:46.665876, cost_time=0:00:42.313184 2021-04-14 21:43:46,512 INFO : TRAIN, epoch=0042, iter=00196/00196, fetch data time cost=1.42ms, fps=1150 images/s, loss=1.1200, top1-acc=67.29%, top5-acc=92.06%, remaining_time=0:00:00, arrival_time=2021-04-14 21:43:46.512653, cost_time=0:00:43.496183 2021-04-14 21:43:47,384 INFO : EVAL, epoch=0042, iter=00010/00040, fetch data time cost=0.34ms, fps=2944 images/s, loss=1.6896, top1-acc=54.69%, top5-acc=82.73%, remaining_time=0:00:02.608380, arrival_time=2021-04-14 21:43:49.993104, cost_time=0:00:00.869457 2021-04-14 21:43:48,097 INFO : EVAL, epoch=0042, iter=00020/00040, fetch data time cost=1.76ms, fps=3594 images/s, loss=1.6845, top1-acc=54.22%, top5-acc=82.68%, remaining_time=0:00:01.582040, arrival_time=2021-04-14 21:43:49.679700, cost_time=0:00:01.582045 2021-04-14 21:43:48,792 INFO : EVAL, epoch=0042, iter=00030/00040, fetch data time cost=1.42ms, fps=3689 images/s, loss=1.6903, top1-acc=53.68%, top5-acc=82.92%, remaining_time=0:00:00.759060, arrival_time=2021-04-14 21:43:49.551486, cost_time=0:00:02.277181 2021-04-14 21:43:49,428 INFO : EVAL, epoch=0042, iter=00040/00040, fetch data time cost=0.10ms, fps=3653 images/s, loss=1.6992, top1-acc=53.86%, top5-acc=82.85%, remaining_time=0:00:00, arrival_time=2021-04-14 21:43:49.427996, cost_time=0:00:02.912681 2021-04-14 21:43:49,603 INFO : Epoch=0042 complete, best val top1-acc=56.20%, top5-acc=84.30% (epoch=39), remaining_time=2:02:43.628710, arrival_time=2021-04-14 23:46:33.232050, cost_time=0:32:37.420299 2021-04-14 21:43:49,604 INFO : Train start, epoch=0043, lr=0.089508 2021-04-14 21:43:52,018 INFO : TRAIN, epoch=0043, iter=00010/00196, fetch data time cost=1.87ms, fps=1061 images/s, loss=1.1106, top1-acc=67.27%, top5-acc=92.34%, remaining_time=0:00:44.888682, arrival_time=2021-04-14 21:44:36.906955, cost_time=0:00:02.413374 2021-04-14 21:43:54,229 INFO : TRAIN, epoch=0043, iter=00020/00196, fetch data time cost=1.46ms, fps=1158 images/s, loss=1.0673, top1-acc=68.24%, top5-acc=92.91%, remaining_time=0:00:40.695952, arrival_time=2021-04-14 21:44:34.925484, cost_time=0:00:04.624547 2021-04-14 21:43:56,481 INFO : TRAIN, epoch=0043, iter=00030/00196, fetch data time cost=2.08ms, fps=1137 images/s, loss=1.0719, top1-acc=68.20%, top5-acc=92.85%, remaining_time=0:00:38.050022, arrival_time=2021-04-14 21:44:34.531443, cost_time=0:00:06.876514 2021-04-14 21:43:58,683 INFO : TRAIN, epoch=0043, iter=00040/00196, fetch data time cost=1.91ms, fps=1163 images/s, loss=1.0807, top1-acc=67.83%, top5-acc=92.86%, remaining_time=0:00:35.406696, arrival_time=2021-04-14 21:44:34.090353, cost_time=0:00:09.078642 2021-04-14 21:44:00,900 INFO : TRAIN, epoch=0043, iter=00050/00196, fetch data time cost=1.97ms, fps=1156 images/s, loss=1.0768, top1-acc=67.85%, top5-acc=92.95%, remaining_time=0:00:32.981546, arrival_time=2021-04-14 21:44:33.881491, cost_time=0:00:11.295053 2021-04-14 21:44:03,121 INFO : TRAIN, epoch=0043, iter=00060/00196, fetch data time cost=1.50ms, fps=1153 images/s, loss=1.0840, top1-acc=67.54%, top5-acc=92.82%, remaining_time=0:00:30.636992, arrival_time=2021-04-14 21:44:33.758357, cost_time=0:00:13.516339 2021-04-14 21:44:05,338 INFO : TRAIN, epoch=0043, iter=00070/00196, fetch data time cost=2.61ms, fps=1155 images/s, loss=1.0899, top1-acc=67.55%, top5-acc=92.69%, remaining_time=0:00:28.319634, arrival_time=2021-04-14 21:44:33.657779, cost_time=0:00:15.733103 2021-04-14 21:44:07,544 INFO : TRAIN, epoch=0043, iter=00080/00196, fetch data time cost=1.45ms, fps=1161 images/s, loss=1.0967, top1-acc=67.22%, top5-acc=92.57%, remaining_time=0:00:26.011608, arrival_time=2021-04-14 21:44:33.555701, cost_time=0:00:17.939059 2021-04-14 21:44:09,755 INFO : TRAIN, epoch=0043, iter=00090/00196, fetch data time cost=1.35ms, fps=1158 images/s, loss=1.0976, top1-acc=67.33%, top5-acc=92.50%, remaining_time=0:00:23.732234, arrival_time=2021-04-14 21:44:33.487180, cost_time=0:00:20.150042 2021-04-14 21:44:11,971 INFO : TRAIN, epoch=0043, iter=00100/00196, fetch data time cost=2.12ms, fps=1155 images/s, loss=1.0985, top1-acc=67.37%, top5-acc=92.38%, remaining_time=0:00:21.472320, arrival_time=2021-04-14 21:44:33.444186, cost_time=0:00:22.366972 2021-04-14 21:44:14,177 INFO : TRAIN, epoch=0043, iter=00110/00196, fetch data time cost=1.61ms, fps=1161 images/s, loss=1.0964, top1-acc=67.48%, top5-acc=92.40%, remaining_time=0:00:19.211024, arrival_time=2021-04-14 21:44:33.388176, cost_time=0:00:24.572251 2021-04-14 21:44:16,386 INFO : TRAIN, epoch=0043, iter=00120/00196, fetch data time cost=2.25ms, fps=1159 images/s, loss=1.0983, top1-acc=67.48%, top5-acc=92.39%, remaining_time=0:00:16.961300, arrival_time=2021-04-14 21:44:33.347246, cost_time=0:00:26.780984 2021-04-14 21:44:18,602 INFO : TRAIN, epoch=0043, iter=00130/00196, fetch data time cost=1.76ms, fps=1156 images/s, loss=1.1039, top1-acc=67.31%, top5-acc=92.29%, remaining_time=0:00:14.721498, arrival_time=2021-04-14 21:44:33.323418, cost_time=0:00:28.996900 2021-04-14 21:44:20,825 INFO : TRAIN, epoch=0043, iter=00140/00196, fetch data time cost=2.01ms, fps=1152 images/s, loss=1.1062, top1-acc=67.24%, top5-acc=92.29%, remaining_time=0:00:12.488112, arrival_time=2021-04-14 21:44:33.313424, cost_time=0:00:31.220330 2021-04-14 21:44:23,036 INFO : TRAIN, epoch=0043, iter=00150/00196, fetch data time cost=1.54ms, fps=1158 images/s, loss=1.1098, top1-acc=67.12%, top5-acc=92.26%, remaining_time=0:00:10.252434, arrival_time=2021-04-14 21:44:33.289283, cost_time=0:00:33.431864 2021-04-14 21:44:25,246 INFO : TRAIN, epoch=0043, iter=00160/00196, fetch data time cost=2.16ms, fps=1159 images/s, loss=1.1167, top1-acc=66.97%, top5-acc=92.16%, remaining_time=0:00:08.019360, arrival_time=2021-04-14 21:44:33.265847, cost_time=0:00:35.641535 2021-04-14 21:44:27,461 INFO : TRAIN, epoch=0043, iter=00170/00196, fetch data time cost=1.80ms, fps=1156 images/s, loss=1.1186, top1-acc=66.97%, top5-acc=92.13%, remaining_time=0:00:05.789732, arrival_time=2021-04-14 21:44:33.250604, cost_time=0:00:37.855894 2021-04-14 21:44:29,684 INFO : TRAIN, epoch=0043, iter=00180/00196, fetch data time cost=2.51ms, fps=1152 images/s, loss=1.1233, top1-acc=66.87%, top5-acc=92.08%, remaining_time=0:00:03.562640, arrival_time=2021-04-14 21:44:33.247421, cost_time=0:00:40.079673 2021-04-14 21:44:31,917 INFO : TRAIN, epoch=0043, iter=00190/00196, fetch data time cost=1.92ms, fps=1147 images/s, loss=1.1230, top1-acc=66.92%, top5-acc=92.08%, remaining_time=0:00:01.336182, arrival_time=2021-04-14 21:44:33.253491, cost_time=0:00:42.312365 2021-04-14 21:44:33,102 INFO : TRAIN, epoch=0043, iter=00196/00196, fetch data time cost=1.42ms, fps=1148 images/s, loss=1.1262, top1-acc=66.84%, top5-acc=92.07%, remaining_time=0:00:00, arrival_time=2021-04-14 21:44:33.102873, cost_time=0:00:43.497928 2021-04-14 21:44:33,954 INFO : EVAL, epoch=0043, iter=00010/00040, fetch data time cost=1.31ms, fps=3015 images/s, loss=1.6530, top1-acc=54.22%, top5-acc=84.30%, remaining_time=0:00:02.547030, arrival_time=2021-04-14 21:44:36.501153, cost_time=0:00:00.849010 2021-04-14 21:44:34,652 INFO : EVAL, epoch=0043, iter=00020/00040, fetch data time cost=1.43ms, fps=3671 images/s, loss=1.6528, top1-acc=54.92%, top5-acc=83.85%, remaining_time=0:00:01.547100, arrival_time=2021-04-14 21:44:36.199190, cost_time=0:00:01.547104 2021-04-14 21:44:35,347 INFO : EVAL, epoch=0043, iter=00030/00040, fetch data time cost=1.40ms, fps=3687 images/s, loss=1.6344, top1-acc=55.44%, top5-acc=84.27%, remaining_time=0:00:00.747290, arrival_time=2021-04-14 21:44:36.094220, cost_time=0:00:02.241879 2021-04-14 21:44:35,982 INFO : EVAL, epoch=0043, iter=00040/00040, fetch data time cost=0.12ms, fps=3651 images/s, loss=1.6265, top1-acc=55.79%, top5-acc=84.38%, remaining_time=0:00:00, arrival_time=2021-04-14 21:44:35.982896, cost_time=0:00:02.877972 2021-04-14 21:44:36,174 INFO : Epoch=0043 complete, best val top1-acc=56.20%, top5-acc=84.30% (epoch=39), remaining_time=2:01:56.899906, arrival_time=2021-04-14 23:46:33.074700, cost_time=0:33:23.991713 2021-04-14 21:44:36,177 INFO : Train start, epoch=0044, lr=0.089022 2021-04-14 21:44:38,562 INFO : TRAIN, epoch=0044, iter=00010/00196, fetch data time cost=1.35ms, fps=1074 images/s, loss=1.0860, top1-acc=68.40%, top5-acc=91.80%, remaining_time=0:00:44.353188, arrival_time=2021-04-14 21:45:22.915139, cost_time=0:00:02.384583 2021-04-14 21:44:40,785 INFO : TRAIN, epoch=0044, iter=00020/00196, fetch data time cost=2.09ms, fps=1152 images/s, loss=1.0811, top1-acc=68.20%, top5-acc=92.34%, remaining_time=0:00:40.548992, arrival_time=2021-04-14 21:45:21.334209, cost_time=0:00:04.607839 2021-04-14 21:44:43,003 INFO : TRAIN, epoch=0044, iter=00030/00196, fetch data time cost=1.61ms, fps=1155 images/s, loss=1.0822, top1-acc=68.45%, top5-acc=92.32%, remaining_time=0:00:37.769482, arrival_time=2021-04-14 21:45:20.772819, cost_time=0:00:06.825820 2021-04-14 21:44:45,211 INFO : TRAIN, epoch=0044, iter=00040/00196, fetch data time cost=1.33ms, fps=1160 images/s, loss=1.0803, top1-acc=68.39%, top5-acc=92.38%, remaining_time=0:00:35.233536, arrival_time=2021-04-14 21:45:20.445200, cost_time=0:00:09.034232 2021-04-14 21:44:47,426 INFO : TRAIN, epoch=0044, iter=00050/00196, fetch data time cost=2.40ms, fps=1156 images/s, loss=1.0879, top1-acc=68.23%, top5-acc=92.28%, remaining_time=0:00:32.847810, arrival_time=2021-04-14 21:45:20.274452, cost_time=0:00:11.249273 2021-04-14 21:44:49,628 INFO : TRAIN, epoch=0044, iter=00060/00196, fetch data time cost=1.85ms, fps=1163 images/s, loss=1.0828, top1-acc=68.28%, top5-acc=92.40%, remaining_time=0:00:30.488480, arrival_time=2021-04-14 21:45:20.116688, cost_time=0:00:13.450787 2021-04-14 21:44:51,835 INFO : TRAIN, epoch=0044, iter=00070/00196, fetch data time cost=5.52ms, fps=1160 images/s, loss=1.0822, top1-acc=68.23%, top5-acc=92.42%, remaining_time=0:00:28.184436, arrival_time=2021-04-14 21:45:20.019874, cost_time=0:00:15.658046 2021-04-14 21:44:54,050 INFO : TRAIN, epoch=0044, iter=00080/00196, fetch data time cost=1.85ms, fps=1156 images/s, loss=1.0891, top1-acc=67.98%, top5-acc=92.26%, remaining_time=0:00:25.915444, arrival_time=2021-04-14 21:45:19.965473, cost_time=0:00:17.872734 2021-04-14 21:44:56,266 INFO : TRAIN, epoch=0044, iter=00090/00196, fetch data time cost=2.04ms, fps=1155 images/s, loss=1.0929, top1-acc=67.99%, top5-acc=92.19%, remaining_time=0:00:23.660048, arrival_time=2021-04-14 21:45:19.926110, cost_time=0:00:20.088686 2021-04-14 21:44:58,476 INFO : TRAIN, epoch=0044, iter=00100/00196, fetch data time cost=1.94ms, fps=1158 images/s, loss=1.0955, top1-acc=67.83%, top5-acc=92.28%, remaining_time=0:00:21.407328, arrival_time=2021-04-14 21:45:19.883977, cost_time=0:00:22.299278 2021-04-14 21:45:00,693 INFO : TRAIN, epoch=0044, iter=00110/00196, fetch data time cost=1.77ms, fps=1155 images/s, loss=1.1014, top1-acc=67.65%, top5-acc=92.26%, remaining_time=0:00:19.167422, arrival_time=2021-04-14 21:45:19.861175, cost_time=0:00:24.516421 2021-04-14 21:45:02,931 INFO : TRAIN, epoch=0044, iter=00120/00196, fetch data time cost=1.64ms, fps=1145 images/s, loss=1.1002, top1-acc=67.76%, top5-acc=92.29%, remaining_time=0:00:16.944048, arrival_time=2021-04-14 21:45:19.875194, cost_time=0:00:26.753715 2021-04-14 21:45:05,131 INFO : TRAIN, epoch=0044, iter=00130/00196, fetch data time cost=1.66ms, fps=1164 images/s, loss=1.1003, top1-acc=67.77%, top5-acc=92.27%, remaining_time=0:00:14.699586, arrival_time=2021-04-14 21:45:19.830690, cost_time=0:00:28.953741 2021-04-14 21:45:07,342 INFO : TRAIN, epoch=0044, iter=00140/00196, fetch data time cost=1.44ms, fps=1158 images/s, loss=1.1018, top1-acc=67.77%, top5-acc=92.26%, remaining_time=0:00:12.465936, arrival_time=2021-04-14 21:45:19.808254, cost_time=0:00:31.164829 2021-04-14 21:45:09,556 INFO : TRAIN, epoch=0044, iter=00150/00196, fetch data time cost=2.15ms, fps=1157 images/s, loss=1.1050, top1-acc=67.65%, top5-acc=92.19%, remaining_time=0:00:10.236242, arrival_time=2021-04-14 21:45:19.792760, cost_time=0:00:33.379095 2021-04-14 21:45:11,773 INFO : TRAIN, epoch=0044, iter=00160/00196, fetch data time cost=1.57ms, fps=1155 images/s, loss=1.1095, top1-acc=67.50%, top5-acc=92.13%, remaining_time=0:00:08.009028, arrival_time=2021-04-14 21:45:19.782117, cost_time=0:00:35.595633 2021-04-14 21:45:13,988 INFO : TRAIN, epoch=0044, iter=00170/00196, fetch data time cost=1.78ms, fps=1156 images/s, loss=1.1106, top1-acc=67.47%, top5-acc=92.13%, remaining_time=0:00:05.782842, arrival_time=2021-04-14 21:45:19.771039, cost_time=0:00:37.810896 2021-04-14 21:45:16,195 INFO : TRAIN, epoch=0044, iter=00180/00196, fetch data time cost=1.37ms, fps=1160 images/s, loss=1.1144, top1-acc=67.33%, top5-acc=92.08%, remaining_time=0:00:03.557136, arrival_time=2021-04-14 21:45:19.752326, cost_time=0:00:40.017763 2021-04-14 21:45:18,414 INFO : TRAIN, epoch=0044, iter=00190/00196, fetch data time cost=1.38ms, fps=1154 images/s, loss=1.1154, top1-acc=67.31%, top5-acc=92.03%, remaining_time=0:00:01.333782, arrival_time=2021-04-14 21:45:19.747693, cost_time=0:00:42.236473 2021-04-14 21:45:19,608 INFO : TRAIN, epoch=0044, iter=00196/00196, fetch data time cost=1.41ms, fps=1139 images/s, loss=1.1164, top1-acc=67.29%, top5-acc=92.03%, remaining_time=0:00:00, arrival_time=2021-04-14 21:45:19.608396, cost_time=0:00:43.431100 2021-04-14 21:45:20,419 INFO : EVAL, epoch=0044, iter=00010/00040, fetch data time cost=0.20ms, fps=3165 images/s, loss=1.6329, top1-acc=55.74%, top5-acc=84.53%, remaining_time=0:00:02.426670, arrival_time=2021-04-14 21:45:22.846148, cost_time=0:00:00.808893 2021-04-14 21:45:21,118 INFO : EVAL, epoch=0044, iter=00020/00040, fetch data time cost=1.60ms, fps=3667 images/s, loss=1.6564, top1-acc=55.43%, top5-acc=84.24%, remaining_time=0:00:01.507820, arrival_time=2021-04-14 21:45:22.626073, cost_time=0:00:01.507825 2021-04-14 21:45:21,815 INFO : EVAL, epoch=0044, iter=00030/00040, fetch data time cost=2.57ms, fps=3675 images/s, loss=1.6366, top1-acc=55.82%, top5-acc=84.45%, remaining_time=0:00:00.734930, arrival_time=2021-04-14 21:45:22.550187, cost_time=0:00:02.204796 2021-04-14 21:45:22,461 INFO : EVAL, epoch=0044, iter=00040/00040, fetch data time cost=0.12ms, fps=3593 images/s, loss=1.6315, top1-acc=55.85%, top5-acc=84.40%, remaining_time=0:00:00, arrival_time=2021-04-14 21:45:22.461559, cost_time=0:00:02.850996 2021-04-14 21:45:22,657 INFO : Epoch=0044 complete, best val top1-acc=56.20%, top5-acc=84.30% (epoch=39), remaining_time=2:01:09.863484, arrival_time=2021-04-14 23:46:32.521021, cost_time=0:34:10.474305 2021-04-14 21:45:22,658 INFO : Train start, epoch=0045, lr=0.088526 2021-04-14 21:45:25,130 INFO : TRAIN, epoch=0045, iter=00010/00196, fetch data time cost=1.58ms, fps=1036 images/s, loss=1.0121, top1-acc=69.37%, top5-acc=93.83%, remaining_time=0:00:45.954090, arrival_time=2021-04-14 21:46:11.083979, cost_time=0:00:02.470653 2021-04-14 21:45:27,339 INFO : TRAIN, epoch=0045, iter=00020/00196, fetch data time cost=1.80ms, fps=1159 images/s, loss=1.0584, top1-acc=68.12%, top5-acc=93.18%, remaining_time=0:00:41.187520, arrival_time=2021-04-14 21:46:08.527191, cost_time=0:00:04.680392 2021-04-14 21:45:29,562 INFO : TRAIN, epoch=0045, iter=00030/00196, fetch data time cost=1.45ms, fps=1152 images/s, loss=1.0600, top1-acc=68.26%, top5-acc=92.97%, remaining_time=0:00:38.200252, arrival_time=2021-04-14 21:46:07.763089, cost_time=0:00:06.903659 2021-04-14 21:45:31,792 INFO : TRAIN, epoch=0045, iter=00040/00196, fetch data time cost=2.60ms, fps=1149 images/s, loss=1.0656, top1-acc=68.41%, top5-acc=92.84%, remaining_time=0:00:35.618232, arrival_time=2021-04-14 21:46:07.410312, cost_time=0:00:09.132887 2021-04-14 21:45:33,998 INFO : TRAIN, epoch=0045, iter=00050/00196, fetch data time cost=1.82ms, fps=1160 images/s, loss=1.0740, top1-acc=68.33%, top5-acc=92.65%, remaining_time=0:00:33.112070, arrival_time=2021-04-14 21:46:07.110968, cost_time=0:00:11.339740 2021-04-14 21:45:36,203 INFO : TRAIN, epoch=0045, iter=00060/00196, fetch data time cost=1.41ms, fps=1162 images/s, loss=1.0762, top1-acc=68.37%, top5-acc=92.66%, remaining_time=0:00:30.699960, arrival_time=2021-04-14 21:46:06.903438, cost_time=0:00:13.544088 2021-04-14 21:45:38,422 INFO : TRAIN, epoch=0045, iter=00070/00196, fetch data time cost=1.49ms, fps=1154 images/s, loss=1.0791, top1-acc=68.36%, top5-acc=92.67%, remaining_time=0:00:28.372932, arrival_time=2021-04-14 21:46:06.794840, cost_time=0:00:15.762736 2021-04-14 21:45:40,633 INFO : TRAIN, epoch=0045, iter=00080/00196, fetch data time cost=1.60ms, fps=1158 images/s, loss=1.0742, top1-acc=68.40%, top5-acc=92.78%, remaining_time=0:00:26.063228, arrival_time=2021-04-14 21:46:06.697074, cost_time=0:00:17.974601 2021-04-14 21:45:42,849 INFO : TRAIN, epoch=0045, iter=00090/00196, fetch data time cost=2.89ms, fps=1156 images/s, loss=1.0725, top1-acc=68.35%, top5-acc=92.81%, remaining_time=0:00:23.779722, arrival_time=2021-04-14 21:46:06.629299, cost_time=0:00:20.190339 2021-04-14 21:45:45,060 INFO : TRAIN, epoch=0045, iter=00100/00196, fetch data time cost=1.97ms, fps=1158 images/s, loss=1.0770, top1-acc=68.23%, top5-acc=92.76%, remaining_time=0:00:21.504960, arrival_time=2021-04-14 21:46:06.565325, cost_time=0:00:22.400962 2021-04-14 21:45:47,281 INFO : TRAIN, epoch=0045, iter=00110/00196, fetch data time cost=1.39ms, fps=1153 images/s, loss=1.0790, top1-acc=68.15%, top5-acc=92.72%, remaining_time=0:00:19.249896, arrival_time=2021-04-14 21:46:06.530990, cost_time=0:00:24.621952 2021-04-14 21:45:49,497 INFO : TRAIN, epoch=0045, iter=00120/00196, fetch data time cost=2.13ms, fps=1156 images/s, loss=1.0836, top1-acc=67.94%, top5-acc=92.68%, remaining_time=0:00:16.997628, arrival_time=2021-04-14 21:46:06.495107, cost_time=0:00:26.838307 2021-04-14 21:45:51,699 INFO : TRAIN, epoch=0045, iter=00130/00196, fetch data time cost=1.56ms, fps=1163 images/s, loss=1.0859, top1-acc=67.88%, top5-acc=92.67%, remaining_time=0:00:14.743542, arrival_time=2021-04-14 21:46:06.442997, cost_time=0:00:29.040372 2021-04-14 21:45:53,907 INFO : TRAIN, epoch=0045, iter=00140/00196, fetch data time cost=1.45ms, fps=1160 images/s, loss=1.0868, top1-acc=67.89%, top5-acc=92.63%, remaining_time=0:00:12.499312, arrival_time=2021-04-14 21:46:06.406736, cost_time=0:00:31.248246 2021-04-14 21:45:56,114 INFO : TRAIN, epoch=0045, iter=00150/00196, fetch data time cost=1.63ms, fps=1160 images/s, loss=1.0902, top1-acc=67.86%, top5-acc=92.57%, remaining_time=0:00:10.259610, arrival_time=2021-04-14 21:46:06.373938, cost_time=0:00:33.455253 2021-04-14 21:45:58,317 INFO : TRAIN, epoch=0045, iter=00160/00196, fetch data time cost=1.68ms, fps=1162 images/s, loss=1.0932, top1-acc=67.84%, top5-acc=92.49%, remaining_time=0:00:08.023032, arrival_time=2021-04-14 21:46:06.340084, cost_time=0:00:35.657905 2021-04-14 21:46:00,527 INFO : TRAIN, epoch=0045, iter=00170/00196, fetch data time cost=1.29ms, fps=1158 images/s, loss=1.0948, top1-acc=67.77%, top5-acc=92.50%, remaining_time=0:00:05.791656, arrival_time=2021-04-14 21:46:06.319273, cost_time=0:00:37.868488 2021-04-14 21:46:02,742 INFO : TRAIN, epoch=0045, iter=00180/00196, fetch data time cost=1.33ms, fps=1156 images/s, loss=1.1000, top1-acc=67.66%, top5-acc=92.43%, remaining_time=0:00:03.562928, arrival_time=2021-04-14 21:46:06.305095, cost_time=0:00:40.082955 2021-04-14 21:46:04,966 INFO : TRAIN, epoch=0045, iter=00190/00196, fetch data time cost=1.30ms, fps=1151 images/s, loss=1.1040, top1-acc=67.58%, top5-acc=92.36%, remaining_time=0:00:01.336026, arrival_time=2021-04-14 21:46:06.302828, cost_time=0:00:42.307419 2021-04-14 21:46:06,150 INFO : TRAIN, epoch=0045, iter=00196/00196, fetch data time cost=1.41ms, fps=1150 images/s, loss=1.1065, top1-acc=67.55%, top5-acc=92.29%, remaining_time=0:00:00, arrival_time=2021-04-14 21:46:06.150310, cost_time=0:00:43.491157 2021-04-14 21:46:06,962 INFO : EVAL, epoch=0045, iter=00010/00040, fetch data time cost=2.78ms, fps=3167 images/s, loss=1.6857, top1-acc=54.22%, top5-acc=83.75%, remaining_time=0:00:02.425140, arrival_time=2021-04-14 21:46:09.387123, cost_time=0:00:00.808383 2021-04-14 21:46:07,650 INFO : EVAL, epoch=0045, iter=00020/00040, fetch data time cost=1.52ms, fps=3722 images/s, loss=1.7064, top1-acc=53.69%, top5-acc=82.83%, remaining_time=0:00:01.496800, arrival_time=2021-04-14 21:46:09.147062, cost_time=0:00:01.496797 2021-04-14 21:46:08,343 INFO : EVAL, epoch=0045, iter=00030/00040, fetch data time cost=1.31ms, fps=3698 images/s, loss=1.7100, top1-acc=53.26%, top5-acc=82.73%, remaining_time=0:00:00.729830, arrival_time=2021-04-14 21:46:09.072823, cost_time=0:00:02.189482 2021-04-14 21:46:08,984 INFO : EVAL, epoch=0045, iter=00040/00040, fetch data time cost=0.08ms, fps=3621 images/s, loss=1.6956, top1-acc=53.51%, top5-acc=82.76%, remaining_time=0:00:00, arrival_time=2021-04-14 21:46:08.984219, cost_time=0:00:02.830631 2021-04-14 21:46:09,188 INFO : Epoch=0045 complete, best val top1-acc=56.20%, top5-acc=84.30% (epoch=39), remaining_time=2:00:23.019065, arrival_time=2021-04-14 23:46:32.207670, cost_time=0:34:57.005535 2021-04-14 21:46:09,190 INFO : Train start, epoch=0046, lr=0.088020 2021-04-14 21:46:11,580 INFO : TRAIN, epoch=0046, iter=00010/00196, fetch data time cost=2.12ms, fps=1071 images/s, loss=1.1130, top1-acc=67.62%, top5-acc=91.95%, remaining_time=0:00:44.440608, arrival_time=2021-04-14 21:46:56.021035, cost_time=0:00:02.389281 2021-04-14 21:46:13,786 INFO : TRAIN, epoch=0046, iter=00020/00196, fetch data time cost=1.37ms, fps=1161 images/s, loss=1.0666, top1-acc=68.73%, top5-acc=92.70%, remaining_time=0:00:40.440752, arrival_time=2021-04-14 21:46:54.227366, cost_time=0:00:04.595534 2021-04-14 21:46:16,001 INFO : TRAIN, epoch=0046, iter=00030/00196, fetch data time cost=2.02ms, fps=1156 images/s, loss=1.0587, top1-acc=69.17%, top5-acc=92.38%, remaining_time=0:00:37.683494, arrival_time=2021-04-14 21:46:53.684987, cost_time=0:00:06.810262 2021-04-14 21:46:18,221 INFO : TRAIN, epoch=0046, iter=00040/00196, fetch data time cost=1.54ms, fps=1154 images/s, loss=1.0557, top1-acc=68.88%, top5-acc=92.54%, remaining_time=0:00:35.217936, arrival_time=2021-04-14 21:46:53.439396, cost_time=0:00:09.030248 2021-04-14 21:46:20,422 INFO : TRAIN, epoch=0046, iter=00050/00196, fetch data time cost=1.50ms, fps=1163 images/s, loss=1.0576, top1-acc=68.75%, top5-acc=92.53%, remaining_time=0:00:32.796710, arrival_time=2021-04-14 21:46:53.219495, cost_time=0:00:11.231774 2021-04-14 21:46:22,621 INFO : TRAIN, epoch=0046, iter=00060/00196, fetch data time cost=1.67ms, fps=1165 images/s, loss=1.0589, top1-acc=68.66%, top5-acc=92.53%, remaining_time=0:00:30.442104, arrival_time=2021-04-14 21:46:53.063621, cost_time=0:00:13.430365 2021-04-14 21:46:24,832 INFO : TRAIN, epoch=0046, iter=00070/00196, fetch data time cost=1.53ms, fps=1158 images/s, loss=1.0573, top1-acc=68.66%, top5-acc=92.71%, remaining_time=0:00:28.155204, arrival_time=2021-04-14 21:46:52.988059, cost_time=0:00:15.641766 2021-04-14 21:46:27,037 INFO : TRAIN, epoch=0046, iter=00080/00196, fetch data time cost=1.68ms, fps=1162 images/s, loss=1.0604, top1-acc=68.49%, top5-acc=92.65%, remaining_time=0:00:25.877164, arrival_time=2021-04-14 21:46:52.914493, cost_time=0:00:17.846331 2021-04-14 21:46:29,246 INFO : TRAIN, epoch=0046, iter=00090/00196, fetch data time cost=1.41ms, fps=1159 images/s, loss=1.0607, top1-acc=68.48%, top5-acc=92.63%, remaining_time=0:00:23.621040, arrival_time=2021-04-14 21:46:52.867756, cost_time=0:00:20.055640 2021-04-14 21:46:31,463 INFO : TRAIN, epoch=0046, iter=00100/00196, fetch data time cost=1.79ms, fps=1155 images/s, loss=1.0672, top1-acc=68.35%, top5-acc=92.60%, remaining_time=0:00:21.381024, arrival_time=2021-04-14 21:46:52.844027, cost_time=0:00:22.271874 2021-04-14 21:46:33,674 INFO : TRAIN, epoch=0046, iter=00110/00196, fetch data time cost=1.54ms, fps=1158 images/s, loss=1.0653, top1-acc=68.46%, top5-acc=92.66%, remaining_time=0:00:19.141192, arrival_time=2021-04-14 21:46:52.815192, cost_time=0:00:24.482885 2021-04-14 21:46:35,876 INFO : TRAIN, epoch=0046, iter=00120/00196, fetch data time cost=1.55ms, fps=1163 images/s, loss=1.0696, top1-acc=68.37%, top5-acc=92.58%, remaining_time=0:00:16.900500, arrival_time=2021-04-14 21:46:52.776521, cost_time=0:00:26.684942 2021-04-14 21:46:38,086 INFO : TRAIN, epoch=0046, iter=00130/00196, fetch data time cost=1.97ms, fps=1158 images/s, loss=1.0719, top1-acc=68.25%, top5-acc=92.61%, remaining_time=0:00:14.669952, arrival_time=2021-04-14 21:46:52.756382, cost_time=0:00:28.895342 2021-04-14 21:46:40,288 INFO : TRAIN, epoch=0046, iter=00140/00196, fetch data time cost=1.96ms, fps=1163 images/s, loss=1.0735, top1-acc=68.24%, top5-acc=92.60%, remaining_time=0:00:12.438776, arrival_time=2021-04-14 21:46:52.727004, cost_time=0:00:31.097006 2021-04-14 21:46:42,497 INFO : TRAIN, epoch=0046, iter=00150/00196, fetch data time cost=1.66ms, fps=1159 images/s, loss=1.0762, top1-acc=68.11%, top5-acc=92.57%, remaining_time=0:00:10.213932, arrival_time=2021-04-14 21:46:52.711423, cost_time=0:00:33.306250 2021-04-14 21:46:44,721 INFO : TRAIN, epoch=0046, iter=00160/00196, fetch data time cost=1.56ms, fps=1151 images/s, loss=1.0788, top1-acc=68.05%, top5-acc=92.48%, remaining_time=0:00:07.994376, arrival_time=2021-04-14 21:46:52.716000, cost_time=0:00:35.530612 2021-04-14 21:46:46,950 INFO : TRAIN, epoch=0046, iter=00170/00196, fetch data time cost=2.02ms, fps=1149 images/s, loss=1.0805, top1-acc=68.07%, top5-acc=92.45%, remaining_time=0:00:05.774912, arrival_time=2021-04-14 21:46:52.725147, cost_time=0:00:37.759079 2021-04-14 21:46:49,163 INFO : TRAIN, epoch=0046, iter=00180/00196, fetch data time cost=2.08ms, fps=1157 images/s, loss=1.0866, top1-acc=67.91%, top5-acc=92.38%, remaining_time=0:00:03.553056, arrival_time=2021-04-14 21:46:52.715987, cost_time=0:00:39.971857 2021-04-14 21:46:51,367 INFO : TRAIN, epoch=0046, iter=00190/00196, fetch data time cost=1.27ms, fps=1162 images/s, loss=1.0896, top1-acc=67.83%, top5-acc=92.32%, remaining_time=0:00:01.331874, arrival_time=2021-04-14 21:46:52.698970, cost_time=0:00:42.176086 2021-04-14 21:46:52,552 INFO : TRAIN, epoch=0046, iter=00196/00196, fetch data time cost=1.45ms, fps=1148 images/s, loss=1.0915, top1-acc=67.79%, top5-acc=92.31%, remaining_time=0:00:00, arrival_time=2021-04-14 21:46:52.552209, cost_time=0:00:43.361177 2021-04-14 21:46:53,409 INFO : EVAL, epoch=0046, iter=00010/00040, fetch data time cost=0.23ms, fps=2997 images/s, loss=1.6483, top1-acc=55.78%, top5-acc=84.45%, remaining_time=0:00:02.562900, arrival_time=2021-04-14 21:46:55.972381, cost_time=0:00:00.854296 2021-04-14 21:46:54,101 INFO : EVAL, epoch=0046, iter=00020/00040, fetch data time cost=1.86ms, fps=3702 images/s, loss=1.6313, top1-acc=56.00%, top5-acc=84.63%, remaining_time=0:00:01.546340, arrival_time=2021-04-14 21:46:55.647784, cost_time=0:00:01.546341 2021-04-14 21:46:54,794 INFO : EVAL, epoch=0046, iter=00030/00040, fetch data time cost=1.39ms, fps=3697 images/s, loss=1.6472, top1-acc=55.65%, top5-acc=84.04%, remaining_time=0:00:00.746370, arrival_time=2021-04-14 21:46:55.540618, cost_time=0:00:02.239103 2021-04-14 21:46:55,426 INFO : EVAL, epoch=0046, iter=00040/00040, fetch data time cost=0.09ms, fps=3670 images/s, loss=1.6133, top1-acc=56.17%, top5-acc=84.19%, remaining_time=0:00:00, arrival_time=2021-04-14 21:46:55.426906, cost_time=0:00:02.871829 2021-04-14 21:46:55,592 INFO : Epoch=0046 complete, best val top1-acc=56.20%, top5-acc=84.30% (epoch=39), remaining_time=1:59:35.760284, arrival_time=2021-04-14 23:46:31.352262, cost_time=0:35:43.408913 2021-04-14 21:46:55,594 INFO : Train start, epoch=0047, lr=0.087506 2021-04-14 21:46:57,981 INFO : TRAIN, epoch=0047, iter=00010/00196, fetch data time cost=1.60ms, fps=1073 images/s, loss=1.0666, top1-acc=68.01%, top5-acc=93.24%, remaining_time=0:00:44.392248, arrival_time=2021-04-14 21:47:42.373413, cost_time=0:00:02.386682 2021-04-14 21:47:00,191 INFO : TRAIN, epoch=0047, iter=00020/00196, fetch data time cost=3.10ms, fps=1159 images/s, loss=1.0595, top1-acc=68.12%, top5-acc=93.03%, remaining_time=0:00:40.452368, arrival_time=2021-04-14 21:47:40.643700, cost_time=0:00:04.596854 2021-04-14 21:47:02,397 INFO : TRAIN, epoch=0047, iter=00030/00196, fetch data time cost=1.42ms, fps=1161 images/s, loss=1.0613, top1-acc=68.20%, top5-acc=92.84%, remaining_time=0:00:37.642492, arrival_time=2021-04-14 21:47:40.039862, cost_time=0:00:06.802862 2021-04-14 21:47:04,600 INFO : TRAIN, epoch=0047, iter=00040/00196, fetch data time cost=1.71ms, fps=1162 images/s, loss=1.0624, top1-acc=68.25%, top5-acc=92.76%, remaining_time=0:00:35.122776, arrival_time=2021-04-14 21:47:39.723085, cost_time=0:00:09.005843 2021-04-14 21:47:06,806 INFO : TRAIN, epoch=0047, iter=00050/00196, fetch data time cost=2.14ms, fps=1161 images/s, loss=1.0661, top1-acc=68.25%, top5-acc=92.80%, remaining_time=0:00:32.737872, arrival_time=2021-04-14 21:47:39.544065, cost_time=0:00:11.211595 2021-04-14 21:47:09,019 INFO : TRAIN, epoch=0047, iter=00060/00196, fetch data time cost=1.87ms, fps=1157 images/s, loss=1.0681, top1-acc=68.33%, top5-acc=92.73%, remaining_time=0:00:30.430952, arrival_time=2021-04-14 21:47:39.450818, cost_time=0:00:13.425411 2021-04-14 21:47:11,242 INFO : TRAIN, epoch=0047, iter=00070/00196, fetch data time cost=1.95ms, fps=1152 images/s, loss=1.0645, top1-acc=68.48%, top5-acc=92.76%, remaining_time=0:00:28.165284, arrival_time=2021-04-14 21:47:39.407188, cost_time=0:00:15.647414 2021-04-14 21:47:13,444 INFO : TRAIN, epoch=0047, iter=00080/00196, fetch data time cost=1.42ms, fps=1163 images/s, loss=1.0639, top1-acc=68.52%, top5-acc=92.69%, remaining_time=0:00:25.882616, arrival_time=2021-04-14 21:47:39.327257, cost_time=0:00:17.850054 2021-04-14 21:47:15,655 INFO : TRAIN, epoch=0047, iter=00090/00196, fetch data time cost=2.54ms, fps=1158 images/s, loss=1.0681, top1-acc=68.55%, top5-acc=92.57%, remaining_time=0:00:23.627612, arrival_time=2021-04-14 21:47:39.283213, cost_time=0:00:20.061170 2021-04-14 21:47:17,859 INFO : TRAIN, epoch=0047, iter=00100/00196, fetch data time cost=1.51ms, fps=1162 images/s, loss=1.0762, top1-acc=68.21%, top5-acc=92.47%, remaining_time=0:00:21.374592, arrival_time=2021-04-14 21:47:39.234272, cost_time=0:00:22.265212 2021-04-14 21:47:20,067 INFO : TRAIN, epoch=0047, iter=00110/00196, fetch data time cost=1.39ms, fps=1160 images/s, loss=1.0789, top1-acc=68.12%, top5-acc=92.46%, remaining_time=0:00:19.133194, arrival_time=2021-04-14 21:47:39.200291, cost_time=0:00:24.472692 2021-04-14 21:47:22,272 INFO : TRAIN, epoch=0047, iter=00120/00196, fetch data time cost=1.87ms, fps=1161 images/s, loss=1.0815, top1-acc=68.04%, top5-acc=92.44%, remaining_time=0:00:16.896016, arrival_time=2021-04-14 21:47:39.168372, cost_time=0:00:26.677967 2021-04-14 21:47:24,477 INFO : TRAIN, epoch=0047, iter=00130/00196, fetch data time cost=1.49ms, fps=1161 images/s, loss=1.0833, top1-acc=67.95%, top5-acc=92.38%, remaining_time=0:00:14.663814, arrival_time=2021-04-14 21:47:39.141575, cost_time=0:00:28.883280 2021-04-14 21:47:26,679 INFO : TRAIN, epoch=0047, iter=00140/00196, fetch data time cost=1.56ms, fps=1163 images/s, loss=1.0865, top1-acc=67.90%, top5-acc=92.30%, remaining_time=0:00:12.433904, arrival_time=2021-04-14 21:47:39.112998, cost_time=0:00:31.084693 2021-04-14 21:47:28,897 INFO : TRAIN, epoch=0047, iter=00150/00196, fetch data time cost=1.31ms, fps=1154 images/s, loss=1.0890, top1-acc=67.83%, top5-acc=92.28%, remaining_time=0:00:10.212782, arrival_time=2021-04-14 21:47:39.109764, cost_time=0:00:33.302512 2021-04-14 21:47:31,116 INFO : TRAIN, epoch=0047, iter=00160/00196, fetch data time cost=2.17ms, fps=1154 images/s, loss=1.0930, top1-acc=67.70%, top5-acc=92.25%, remaining_time=0:00:07.992360, arrival_time=2021-04-14 21:47:39.108408, cost_time=0:00:35.521585 2021-04-14 21:47:33,336 INFO : TRAIN, epoch=0047, iter=00170/00196, fetch data time cost=1.96ms, fps=1153 images/s, loss=1.0951, top1-acc=67.63%, top5-acc=92.25%, remaining_time=0:00:05.772338, arrival_time=2021-04-14 21:47:39.109159, cost_time=0:00:37.742274 2021-04-14 21:47:35,552 INFO : TRAIN, epoch=0047, iter=00180/00196, fetch data time cost=2.29ms, fps=1156 images/s, loss=1.1004, top1-acc=67.49%, top5-acc=92.16%, remaining_time=0:00:03.551792, arrival_time=2021-04-14 21:47:39.104048, cost_time=0:00:39.957639 2021-04-14 21:47:37,768 INFO : TRAIN, epoch=0047, iter=00190/00196, fetch data time cost=1.43ms, fps=1156 images/s, loss=1.1045, top1-acc=67.38%, top5-acc=92.15%, remaining_time=0:00:01.331796, arrival_time=2021-04-14 21:47:39.099897, cost_time=0:00:42.173621 2021-04-14 21:47:38,952 INFO : TRAIN, epoch=0047, iter=00196/00196, fetch data time cost=1.23ms, fps=1149 images/s, loss=1.1053, top1-acc=67.38%, top5-acc=92.14%, remaining_time=0:00:00, arrival_time=2021-04-14 21:47:38.952027, cost_time=0:00:43.357547 2021-04-14 21:47:39,825 INFO : EVAL, epoch=0047, iter=00010/00040, fetch data time cost=0.45ms, fps=2938 images/s, loss=1.5225, top1-acc=58.05%, top5-acc=87.42%, remaining_time=0:00:02.614350, arrival_time=2021-04-14 21:47:42.440065, cost_time=0:00:00.871448 2021-04-14 21:47:40,521 INFO : EVAL, epoch=0047, iter=00020/00040, fetch data time cost=1.42ms, fps=3686 images/s, loss=1.5135, top1-acc=58.03%, top5-acc=86.52%, remaining_time=0:00:01.566860, arrival_time=2021-04-14 21:47:42.087813, cost_time=0:00:01.566857 2021-04-14 21:47:41,215 INFO : EVAL, epoch=0047, iter=00030/00040, fetch data time cost=1.36ms, fps=3686 images/s, loss=1.5105, top1-acc=57.99%, top5-acc=86.87%, remaining_time=0:00:00.753900, arrival_time=2021-04-14 21:47:41.969768, cost_time=0:00:02.261686 2021-04-14 21:47:41,853 INFO : EVAL, epoch=0047, iter=00040/00040, fetch data time cost=0.10ms, fps=3641 images/s, loss=1.5069, top1-acc=58.03%, top5-acc=86.53%, remaining_time=0:00:00, arrival_time=2021-04-14 21:47:41.853608, cost_time=0:00:02.899531 2021-04-14 21:47:42,158 INFO : Epoch=0047 complete, best val top1-acc=58.03%, top5-acc=86.53% (epoch=47), remaining_time=1:58:49.068966, arrival_time=2021-04-14 23:46:31.227487, cost_time=0:36:29.975446 2021-04-14 21:47:42,160 INFO : Train start, epoch=0048, lr=0.086982 2021-04-14 21:47:44,547 INFO : TRAIN, epoch=0048, iter=00010/00196, fetch data time cost=1.67ms, fps=1073 images/s, loss=1.0390, top1-acc=69.30%, top5-acc=93.40%, remaining_time=0:00:44.385366, arrival_time=2021-04-14 21:48:28.932704, cost_time=0:00:02.386307 2021-04-14 21:47:46,770 INFO : TRAIN, epoch=0048, iter=00020/00196, fetch data time cost=1.58ms, fps=1152 images/s, loss=1.0161, top1-acc=70.20%, top5-acc=93.61%, remaining_time=0:00:40.559376, arrival_time=2021-04-14 21:48:27.329393, cost_time=0:00:04.609022 2021-04-14 21:47:48,997 INFO : TRAIN, epoch=0048, iter=00030/00196, fetch data time cost=1.38ms, fps=1150 images/s, loss=1.0079, top1-acc=70.53%, top5-acc=93.63%, remaining_time=0:00:37.825590, arrival_time=2021-04-14 21:48:26.822552, cost_time=0:00:06.835951 2021-04-14 21:47:51,198 INFO : TRAIN, epoch=0048, iter=00040/00196, fetch data time cost=1.50ms, fps=1163 images/s, loss=1.0271, top1-acc=70.03%, top5-acc=93.34%, remaining_time=0:00:35.247108, arrival_time=2021-04-14 21:48:26.445831, cost_time=0:00:09.037702 2021-04-14 21:47:53,414 INFO : TRAIN, epoch=0048, iter=00050/00196, fetch data time cost=1.93ms, fps=1156 images/s, loss=1.0278, top1-acc=69.78%, top5-acc=93.34%, remaining_time=0:00:32.860074, arrival_time=2021-04-14 21:48:26.274461, cost_time=0:00:11.253459 2021-04-14 21:47:55,614 INFO : TRAIN, epoch=0048, iter=00060/00196, fetch data time cost=1.68ms, fps=1164 images/s, loss=1.0378, top1-acc=69.52%, top5-acc=93.19%, remaining_time=0:00:30.493240, arrival_time=2021-04-14 21:48:26.107177, cost_time=0:00:13.452902 2021-04-14 21:47:57,819 INFO : TRAIN, epoch=0048, iter=00070/00196, fetch data time cost=1.33ms, fps=1161 images/s, loss=1.0443, top1-acc=69.39%, top5-acc=93.10%, remaining_time=0:00:28.185444, arrival_time=2021-04-14 21:48:26.005176, cost_time=0:00:15.658606 2021-04-14 21:48:00,024 INFO : TRAIN, epoch=0048, iter=00080/00196, fetch data time cost=1.55ms, fps=1162 images/s, loss=1.0494, top1-acc=69.18%, top5-acc=93.05%, remaining_time=0:00:25.901988, arrival_time=2021-04-14 21:48:25.926352, cost_time=0:00:17.863424 2021-04-14 21:48:02,252 INFO : TRAIN, epoch=0048, iter=00090/00196, fetch data time cost=1.88ms, fps=1149 images/s, loss=1.0523, top1-acc=69.09%, top5-acc=92.99%, remaining_time=0:00:23.663122, arrival_time=2021-04-14 21:48:25.915492, cost_time=0:00:20.091355 2021-04-14 21:48:04,465 INFO : TRAIN, epoch=0048, iter=00100/00196, fetch data time cost=1.50ms, fps=1157 images/s, loss=1.0564, top1-acc=69.04%, top5-acc=92.90%, remaining_time=0:00:21.411936, arrival_time=2021-04-14 21:48:25.877040, cost_time=0:00:22.304096 2021-04-14 21:48:06,676 INFO : TRAIN, epoch=0048, iter=00110/00196, fetch data time cost=1.60ms, fps=1158 images/s, loss=1.0613, top1-acc=68.91%, top5-acc=92.79%, remaining_time=0:00:19.166218, arrival_time=2021-04-14 21:48:25.842284, cost_time=0:00:24.514935 2021-04-14 21:48:08,881 INFO : TRAIN, epoch=0048, iter=00120/00196, fetch data time cost=2.63ms, fps=1161 images/s, loss=1.0680, top1-acc=68.63%, top5-acc=92.71%, remaining_time=0:00:16.922920, arrival_time=2021-04-14 21:48:25.804396, cost_time=0:00:26.720422 2021-04-14 21:48:11,088 INFO : TRAIN, epoch=0048, iter=00130/00196, fetch data time cost=1.52ms, fps=1160 images/s, loss=1.0723, top1-acc=68.49%, top5-acc=92.66%, remaining_time=0:00:14.686254, arrival_time=2021-04-14 21:48:25.774835, cost_time=0:00:28.927501 2021-04-14 21:48:13,292 INFO : TRAIN, epoch=0048, iter=00140/00196, fetch data time cost=1.66ms, fps=1162 images/s, loss=1.0781, top1-acc=68.30%, top5-acc=92.63%, remaining_time=0:00:12.452384, arrival_time=2021-04-14 21:48:25.744419, cost_time=0:00:31.130911 2021-04-14 21:48:15,497 INFO : TRAIN, epoch=0048, iter=00150/00196, fetch data time cost=2.18ms, fps=1161 images/s, loss=1.0800, top1-acc=68.28%, top5-acc=92.62%, remaining_time=0:00:10.223178, arrival_time=2021-04-14 21:48:25.720618, cost_time=0:00:33.336431 2021-04-14 21:48:17,715 INFO : TRAIN, epoch=0048, iter=00160/00196, fetch data time cost=2.07ms, fps=1155 images/s, loss=1.0821, top1-acc=68.14%, top5-acc=92.61%, remaining_time=0:00:07.999668, arrival_time=2021-04-14 21:48:25.714796, cost_time=0:00:35.554112 2021-04-14 21:48:19,913 INFO : TRAIN, epoch=0048, iter=00170/00196, fetch data time cost=2.40ms, fps=1165 images/s, loss=1.0833, top1-acc=68.12%, top5-acc=92.57%, remaining_time=0:00:05.773950, arrival_time=2021-04-14 21:48:25.687725, cost_time=0:00:37.752700 2021-04-14 21:48:22,123 INFO : TRAIN, epoch=0048, iter=00180/00196, fetch data time cost=2.15ms, fps=1159 images/s, loss=1.0850, top1-acc=68.07%, top5-acc=92.55%, remaining_time=0:00:03.552208, arrival_time=2021-04-14 21:48:25.675628, cost_time=0:00:39.962327 2021-04-14 21:48:24,336 INFO : TRAIN, epoch=0048, iter=00190/00196, fetch data time cost=1.24ms, fps=1157 images/s, loss=1.0880, top1-acc=68.02%, top5-acc=92.55%, remaining_time=0:00:01.331850, arrival_time=2021-04-14 21:48:25.668274, cost_time=0:00:42.175342 2021-04-14 21:48:25,525 INFO : TRAIN, epoch=0048, iter=00196/00196, fetch data time cost=1.44ms, fps=1144 images/s, loss=1.0928, top1-acc=67.90%, top5-acc=92.49%, remaining_time=0:00:00, arrival_time=2021-04-14 21:48:25.525552, cost_time=0:00:43.364526 2021-04-14 21:48:26,425 INFO : EVAL, epoch=0048, iter=00010/00040, fetch data time cost=2.48ms, fps=2852 images/s, loss=1.5425, top1-acc=56.33%, top5-acc=85.39%, remaining_time=0:00:02.692530, arrival_time=2021-04-14 21:48:29.117683, cost_time=0:00:00.897507 2021-04-14 21:48:27,123 INFO : EVAL, epoch=0048, iter=00020/00040, fetch data time cost=2.10ms, fps=3669 images/s, loss=1.5549, top1-acc=56.39%, top5-acc=84.84%, remaining_time=0:00:01.595640, arrival_time=2021-04-14 21:48:28.719039, cost_time=0:00:01.595644 2021-04-14 21:48:27,816 INFO : EVAL, epoch=0048, iter=00030/00040, fetch data time cost=1.52ms, fps=3696 images/s, loss=1.5706, top1-acc=56.15%, top5-acc=84.83%, remaining_time=0:00:00.762990, arrival_time=2021-04-14 21:48:28.579577, cost_time=0:00:02.288975 2021-04-14 21:48:28,450 INFO : EVAL, epoch=0048, iter=00040/00040, fetch data time cost=0.10ms, fps=3663 images/s, loss=1.5715, top1-acc=56.10%, top5-acc=84.87%, remaining_time=0:00:00, arrival_time=2021-04-14 21:48:28.450380, cost_time=0:00:02.922786 2021-04-14 21:48:28,642 INFO : Epoch=0048 complete, best val top1-acc=58.03%, top5-acc=86.53% (epoch=47), remaining_time=1:58:02.122320, arrival_time=2021-04-14 23:46:30.765056, cost_time=0:37:16.459694 2021-04-14 21:48:28,644 INFO : Train start, epoch=0049, lr=0.086448 2021-04-14 21:48:31,090 INFO : TRAIN, epoch=0049, iter=00010/00196, fetch data time cost=2.43ms, fps=1047 images/s, loss=1.1074, top1-acc=67.73%, top5-acc=92.23%, remaining_time=0:00:45.488718, arrival_time=2021-04-14 21:49:16.578764, cost_time=0:00:02.445634 2021-04-14 21:48:33,305 INFO : TRAIN, epoch=0049, iter=00020/00196, fetch data time cost=2.00ms, fps=1156 images/s, loss=1.0727, top1-acc=68.65%, top5-acc=92.83%, remaining_time=0:00:41.016448, arrival_time=2021-04-14 21:49:14.321819, cost_time=0:00:04.660955 2021-04-14 21:48:35,511 INFO : TRAIN, epoch=0049, iter=00030/00196, fetch data time cost=1.37ms, fps=1161 images/s, loss=1.0695, top1-acc=69.02%, top5-acc=92.68%, remaining_time=0:00:37.999890, arrival_time=2021-04-14 21:49:13.511677, cost_time=0:00:06.867454 2021-04-14 21:48:37,711 INFO : TRAIN, epoch=0049, iter=00040/00196, fetch data time cost=1.44ms, fps=1164 images/s, loss=1.0580, top1-acc=69.29%, top5-acc=92.94%, remaining_time=0:00:35.360988, arrival_time=2021-04-14 21:49:13.072263, cost_time=0:00:09.066936 2021-04-14 21:48:39,926 INFO : TRAIN, epoch=0049, iter=00050/00196, fetch data time cost=1.59ms, fps=1156 images/s, loss=1.0560, top1-acc=69.40%, top5-acc=93.01%, remaining_time=0:00:32.943732, arrival_time=2021-04-14 21:49:12.870158, cost_time=0:00:11.282089 2021-04-14 21:48:42,143 INFO : TRAIN, epoch=0049, iter=00060/00196, fetch data time cost=2.04ms, fps=1155 images/s, loss=1.0583, top1-acc=69.21%, top5-acc=92.98%, remaining_time=0:00:30.597416, arrival_time=2021-04-14 21:49:12.740645, cost_time=0:00:13.498886 2021-04-14 21:48:44,360 INFO : TRAIN, epoch=0049, iter=00070/00196, fetch data time cost=1.69ms, fps=1155 images/s, loss=1.0555, top1-acc=69.26%, top5-acc=92.95%, remaining_time=0:00:28.288512, arrival_time=2021-04-14 21:49:12.648644, cost_time=0:00:15.715864 2021-04-14 21:48:46,571 INFO : TRAIN, epoch=0049, iter=00080/00196, fetch data time cost=1.41ms, fps=1158 images/s, loss=1.0557, top1-acc=69.10%, top5-acc=92.93%, remaining_time=0:00:25.993744, arrival_time=2021-04-14 21:49:12.564796, cost_time=0:00:17.926709 2021-04-14 21:48:48,769 INFO : TRAIN, epoch=0049, iter=00090/00196, fetch data time cost=1.37ms, fps=1165 images/s, loss=1.0564, top1-acc=69.07%, top5-acc=92.90%, remaining_time=0:00:23.702978, arrival_time=2021-04-14 21:49:12.472416, cost_time=0:00:20.125190 2021-04-14 21:48:50,979 INFO : TRAIN, epoch=0049, iter=00100/00196, fetch data time cost=1.39ms, fps=1158 images/s, loss=1.0620, top1-acc=68.84%, top5-acc=92.86%, remaining_time=0:00:21.442080, arrival_time=2021-04-14 21:49:12.421957, cost_time=0:00:22.335542 2021-04-14 21:48:53,182 INFO : TRAIN, epoch=0049, iter=00110/00196, fetch data time cost=1.47ms, fps=1162 images/s, loss=1.0673, top1-acc=68.72%, top5-acc=92.76%, remaining_time=0:00:19.184794, arrival_time=2021-04-14 21:49:12.367740, cost_time=0:00:24.538702 2021-04-14 21:48:55,384 INFO : TRAIN, epoch=0049, iter=00120/00196, fetch data time cost=1.36ms, fps=1163 images/s, loss=1.0662, top1-acc=68.73%, top5-acc=92.76%, remaining_time=0:00:16.935080, arrival_time=2021-04-14 21:49:12.319125, cost_time=0:00:26.739660 2021-04-14 21:48:57,604 INFO : TRAIN, epoch=0049, iter=00130/00196, fetch data time cost=1.81ms, fps=1153 images/s, loss=1.0686, top1-acc=68.63%, top5-acc=92.74%, remaining_time=0:00:14.702754, arrival_time=2021-04-14 21:49:12.306925, cost_time=0:00:28.959919 2021-04-14 21:48:59,815 INFO : TRAIN, epoch=0049, iter=00140/00196, fetch data time cost=1.52ms, fps=1158 images/s, loss=1.0714, top1-acc=68.52%, top5-acc=92.73%, remaining_time=0:00:12.468512, arrival_time=2021-04-14 21:49:12.283984, cost_time=0:00:31.171219 2021-04-14 21:49:02,034 INFO : TRAIN, epoch=0049, iter=00150/00196, fetch data time cost=1.38ms, fps=1154 images/s, loss=1.0740, top1-acc=68.47%, top5-acc=92.71%, remaining_time=0:00:10.239738, arrival_time=2021-04-14 21:49:12.274476, cost_time=0:00:33.390407 2021-04-14 21:49:04,242 INFO : TRAIN, epoch=0049, iter=00160/00196, fetch data time cost=1.41ms, fps=1160 images/s, loss=1.0797, top1-acc=68.32%, top5-acc=92.65%, remaining_time=0:00:08.009640, arrival_time=2021-04-14 21:49:12.252319, cost_time=0:00:35.598430 2021-04-14 21:49:06,454 INFO : TRAIN, epoch=0049, iter=00170/00196, fetch data time cost=1.42ms, fps=1158 images/s, loss=1.0875, top1-acc=68.08%, top5-acc=92.54%, remaining_time=0:00:05.782738, arrival_time=2021-04-14 21:49:12.237323, cost_time=0:00:37.810290 2021-04-14 21:49:08,655 INFO : TRAIN, epoch=0049, iter=00180/00196, fetch data time cost=1.61ms, fps=1163 images/s, loss=1.0878, top1-acc=68.04%, top5-acc=92.54%, remaining_time=0:00:03.556560, arrival_time=2021-04-14 21:49:12.212145, cost_time=0:00:40.011267 2021-04-14 21:49:10,874 INFO : TRAIN, epoch=0049, iter=00190/00196, fetch data time cost=1.99ms, fps=1154 images/s, loss=1.0884, top1-acc=68.04%, top5-acc=92.53%, remaining_time=0:00:01.333590, arrival_time=2021-04-14 21:49:12.208292, cost_time=0:00:42.230406 2021-04-14 21:49:12,071 INFO : TRAIN, epoch=0049, iter=00196/00196, fetch data time cost=1.83ms, fps=1137 images/s, loss=1.0895, top1-acc=68.04%, top5-acc=92.53%, remaining_time=0:00:00, arrival_time=2021-04-14 21:49:12.071716, cost_time=0:00:43.427465 2021-04-14 21:49:12,948 INFO : EVAL, epoch=0049, iter=00010/00040, fetch data time cost=0.22ms, fps=2926 images/s, loss=1.7488, top1-acc=51.72%, top5-acc=83.44%, remaining_time=0:00:02.624520, arrival_time=2021-04-14 21:49:15.573034, cost_time=0:00:00.874843 2021-04-14 21:49:13,646 INFO : EVAL, epoch=0049, iter=00020/00040, fetch data time cost=1.79ms, fps=3670 images/s, loss=1.7668, top1-acc=52.01%, top5-acc=83.24%, remaining_time=0:00:01.572780, arrival_time=2021-04-14 21:49:15.219265, cost_time=0:00:01.572776 2021-04-14 21:49:14,339 INFO : EVAL, epoch=0049, iter=00030/00040, fetch data time cost=1.47ms, fps=3699 images/s, loss=1.7885, top1-acc=52.01%, top5-acc=82.53%, remaining_time=0:00:00.755120, arrival_time=2021-04-14 21:49:15.094156, cost_time=0:00:02.265369 2021-04-14 21:49:14,983 INFO : EVAL, epoch=0049, iter=00040/00040, fetch data time cost=0.08ms, fps=3604 images/s, loss=1.8045, top1-acc=52.06%, top5-acc=82.56%, remaining_time=0:00:00, arrival_time=2021-04-14 21:49:14.983192, cost_time=0:00:02.909553 2021-04-14 21:49:15,177 INFO : Epoch=0049 complete, best val top1-acc=58.03%, top5-acc=86.53% (epoch=47), remaining_time=1:57:15.348965, arrival_time=2021-04-14 23:46:30.526077, cost_time=0:38:02.994038 2021-04-14 21:49:15,179 INFO : Train start, epoch=0050, lr=0.085906 2021-04-14 21:49:17,569 INFO : TRAIN, epoch=0050, iter=00010/00196, fetch data time cost=2.17ms, fps=1071 images/s, loss=1.0142, top1-acc=69.37%, top5-acc=93.52%, remaining_time=0:00:44.449164, arrival_time=2021-04-14 21:50:02.018932, cost_time=0:00:02.389740 2021-04-14 21:49:19,785 INFO : TRAIN, epoch=0050, iter=00020/00196, fetch data time cost=1.40ms, fps=1156 images/s, loss=1.0265, top1-acc=69.16%, top5-acc=93.14%, remaining_time=0:00:40.526288, arrival_time=2021-04-14 21:50:00.311598, cost_time=0:00:04.605269 2021-04-14 21:49:21,999 INFO : TRAIN, epoch=0050, iter=00030/00196, fetch data time cost=1.53ms, fps=1156 images/s, loss=1.0445, top1-acc=68.95%, top5-acc=92.92%, remaining_time=0:00:37.736946, arrival_time=2021-04-14 21:49:59.736807, cost_time=0:00:06.819930 2021-04-14 21:49:24,210 INFO : TRAIN, epoch=0050, iter=00040/00196, fetch data time cost=1.42ms, fps=1158 images/s, loss=1.0434, top1-acc=68.96%, top5-acc=92.89%, remaining_time=0:00:35.218872, arrival_time=2021-04-14 21:49:59.429240, cost_time=0:00:09.030472 2021-04-14 21:49:26,417 INFO : TRAIN, epoch=0050, iter=00050/00196, fetch data time cost=2.20ms, fps=1160 images/s, loss=1.0451, top1-acc=68.77%, top5-acc=92.97%, remaining_time=0:00:32.814084, arrival_time=2021-04-14 21:49:59.231760, cost_time=0:00:11.237689 2021-04-14 21:49:28,631 INFO : TRAIN, epoch=0050, iter=00060/00196, fetch data time cost=2.13ms, fps=1157 images/s, loss=1.0475, top1-acc=68.70%, top5-acc=92.86%, remaining_time=0:00:30.488616, arrival_time=2021-04-14 21:49:59.119544, cost_time=0:00:13.450874 2021-04-14 21:49:30,853 INFO : TRAIN, epoch=0050, iter=00070/00196, fetch data time cost=1.57ms, fps=1152 images/s, loss=1.0531, top1-acc=68.68%, top5-acc=92.89%, remaining_time=0:00:28.211778, arrival_time=2021-04-14 21:49:59.064998, cost_time=0:00:15.673224 2021-04-14 21:49:33,061 INFO : TRAIN, epoch=0050, iter=00080/00196, fetch data time cost=1.56ms, fps=1160 images/s, loss=1.0560, top1-acc=68.54%, top5-acc=92.88%, remaining_time=0:00:25.927624, arrival_time=2021-04-14 21:49:58.988696, cost_time=0:00:17.881089 2021-04-14 21:49:35,269 INFO : TRAIN, epoch=0050, iter=00090/00196, fetch data time cost=1.42ms, fps=1160 images/s, loss=1.0585, top1-acc=68.44%, top5-acc=92.79%, remaining_time=0:00:23.660684, arrival_time=2021-04-14 21:49:58.930010, cost_time=0:00:20.089250 2021-04-14 21:49:37,482 INFO : TRAIN, epoch=0050, iter=00100/00196, fetch data time cost=1.40ms, fps=1157 images/s, loss=1.0655, top1-acc=68.34%, top5-acc=92.66%, remaining_time=0:00:21.410208, arrival_time=2021-04-14 21:49:58.892521, cost_time=0:00:22.302325 2021-04-14 21:49:39,683 INFO : TRAIN, epoch=0050, iter=00110/00196, fetch data time cost=1.31ms, fps=1164 images/s, loss=1.0735, top1-acc=68.09%, top5-acc=92.51%, remaining_time=0:00:19.156930, arrival_time=2021-04-14 21:49:58.840058, cost_time=0:00:24.503103 2021-04-14 21:49:41,899 INFO : TRAIN, epoch=0050, iter=00120/00196, fetch data time cost=1.51ms, fps=1155 images/s, loss=1.0767, top1-acc=67.98%, top5-acc=92.56%, remaining_time=0:00:16.922312, arrival_time=2021-04-14 21:49:58.821826, cost_time=0:00:26.719400 2021-04-14 21:49:44,098 INFO : TRAIN, epoch=0050, iter=00130/00196, fetch data time cost=1.61ms, fps=1165 images/s, loss=1.0791, top1-acc=67.99%, top5-acc=92.58%, remaining_time=0:00:14.681568, arrival_time=2021-04-14 21:49:58.779753, cost_time=0:00:28.918275 2021-04-14 21:49:46,311 INFO : TRAIN, epoch=0050, iter=00140/00196, fetch data time cost=1.62ms, fps=1157 images/s, loss=1.0823, top1-acc=67.94%, top5-acc=92.55%, remaining_time=0:00:12.452328, arrival_time=2021-04-14 21:49:58.763341, cost_time=0:00:31.130785 2021-04-14 21:49:48,529 INFO : TRAIN, epoch=0050, iter=00150/00196, fetch data time cost=1.56ms, fps=1155 images/s, loss=1.0869, top1-acc=67.83%, top5-acc=92.46%, remaining_time=0:00:10.227134, arrival_time=2021-04-14 21:49:58.756531, cost_time=0:00:33.349391 2021-04-14 21:49:50,755 INFO : TRAIN, epoch=0050, iter=00160/00196, fetch data time cost=2.38ms, fps=1150 images/s, loss=1.0893, top1-acc=67.86%, top5-acc=92.44%, remaining_time=0:00:08.004528, arrival_time=2021-04-14 21:49:58.760293, cost_time=0:00:35.575640 2021-04-14 21:49:52,971 INFO : TRAIN, epoch=0050, iter=00170/00196, fetch data time cost=2.03ms, fps=1156 images/s, loss=1.0881, top1-acc=67.91%, top5-acc=92.45%, remaining_time=0:00:05.779826, arrival_time=2021-04-14 21:49:58.750998, cost_time=0:00:37.791179 2021-04-14 21:49:55,182 INFO : TRAIN, epoch=0050, iter=00180/00196, fetch data time cost=1.42ms, fps=1158 images/s, loss=1.0847, top1-acc=68.04%, top5-acc=92.49%, remaining_time=0:00:03.555760, arrival_time=2021-04-14 21:49:58.738389, cost_time=0:00:40.002383 2021-04-14 21:49:57,405 INFO : TRAIN, epoch=0050, iter=00190/00196, fetch data time cost=1.99ms, fps=1152 images/s, loss=1.0880, top1-acc=67.94%, top5-acc=92.46%, remaining_time=0:00:01.333440, arrival_time=2021-04-14 21:49:58.739179, cost_time=0:00:42.225694 2021-04-14 21:49:58,597 INFO : TRAIN, epoch=0050, iter=00196/00196, fetch data time cost=1.86ms, fps=1142 images/s, loss=1.0881, top1-acc=67.91%, top5-acc=92.45%, remaining_time=0:00:00, arrival_time=2021-04-14 21:49:58.597356, cost_time=0:00:43.417411 2021-04-14 21:49:59,487 INFO : EVAL, epoch=0050, iter=00010/00040, fetch data time cost=0.45ms, fps=2886 images/s, loss=1.6717, top1-acc=55.16%, top5-acc=82.93%, remaining_time=0:00:02.661030, arrival_time=2021-04-14 21:50:02.148548, cost_time=0:00:00.887010 2021-04-14 21:50:00,186 INFO : EVAL, epoch=0050, iter=00020/00040, fetch data time cost=2.12ms, fps=3663 images/s, loss=1.7018, top1-acc=54.43%, top5-acc=82.95%, remaining_time=0:00:01.586440, arrival_time=2021-04-14 21:50:01.773330, cost_time=0:00:01.586446 2021-04-14 21:50:00,885 INFO : EVAL, epoch=0050, iter=00030/00040, fetch data time cost=1.90ms, fps=3665 images/s, loss=1.7190, top1-acc=53.97%, top5-acc=82.64%, remaining_time=0:00:00.761800, arrival_time=2021-04-14 21:50:01.647658, cost_time=0:00:02.285393 2021-04-14 21:50:01,524 INFO : EVAL, epoch=0050, iter=00040/00040, fetch data time cost=0.11ms, fps=3638 images/s, loss=1.7063, top1-acc=54.37%, top5-acc=83.24%, remaining_time=0:00:00, arrival_time=2021-04-14 21:50:01.524046, cost_time=0:00:02.923528 2021-04-14 21:50:01,700 INFO : Epoch=0050 complete, best val top1-acc=58.03%, top5-acc=86.53% (epoch=47), remaining_time=1:56:28.552650, arrival_time=2021-04-14 23:46:30.253282, cost_time=0:38:49.517555 2021-04-14 21:50:01,703 INFO : Train start, epoch=0051, lr=0.085355 2021-04-14 21:50:04,088 INFO : TRAIN, epoch=0051, iter=00010/00196, fetch data time cost=2.17ms, fps=1073 images/s, loss=0.9896, top1-acc=71.29%, top5-acc=93.55%, remaining_time=0:00:44.355978, arrival_time=2021-04-14 21:50:48.444081, cost_time=0:00:02.384731 2021-04-14 21:50:06,297 INFO : TRAIN, epoch=0051, iter=00020/00196, fetch data time cost=1.53ms, fps=1159 images/s, loss=0.9870, top1-acc=70.78%, top5-acc=93.71%, remaining_time=0:00:40.430192, arrival_time=2021-04-14 21:50:46.727946, cost_time=0:00:04.594347 2021-04-14 21:50:08,506 INFO : TRAIN, epoch=0051, iter=00030/00196, fetch data time cost=1.48ms, fps=1159 images/s, loss=1.0020, top1-acc=70.31%, top5-acc=93.48%, remaining_time=0:00:37.643986, arrival_time=2021-04-14 21:50:46.150419, cost_time=0:00:06.803124 2021-04-14 21:50:10,715 INFO : TRAIN, epoch=0051, iter=00040/00196, fetch data time cost=1.35ms, fps=1159 images/s, loss=1.0077, top1-acc=70.39%, top5-acc=93.43%, remaining_time=0:00:35.147424, arrival_time=2021-04-14 21:50:45.862898, cost_time=0:00:09.012162 2021-04-14 21:50:12,934 INFO : TRAIN, epoch=0051, iter=00050/00196, fetch data time cost=1.48ms, fps=1154 images/s, loss=1.0187, top1-acc=70.14%, top5-acc=93.27%, remaining_time=0:00:32.794812, arrival_time=2021-04-14 21:50:45.729269, cost_time=0:00:11.231092 2021-04-14 21:50:15,160 INFO : TRAIN, epoch=0051, iter=00060/00196, fetch data time cost=2.08ms, fps=1150 images/s, loss=1.0301, top1-acc=69.58%, top5-acc=93.12%, remaining_time=0:00:30.502896, arrival_time=2021-04-14 21:50:45.663515, cost_time=0:00:13.457152 2021-04-14 21:50:17,371 INFO : TRAIN, epoch=0051, iter=00070/00196, fetch data time cost=1.36ms, fps=1158 images/s, loss=1.0361, top1-acc=69.40%, top5-acc=93.06%, remaining_time=0:00:28.202328, arrival_time=2021-04-14 21:50:45.573480, cost_time=0:00:15.667932 2021-04-14 21:50:19,572 INFO : TRAIN, epoch=0051, iter=00080/00196, fetch data time cost=1.63ms, fps=1163 images/s, loss=1.0438, top1-acc=69.28%, top5-acc=92.94%, remaining_time=0:00:25.909528, arrival_time=2021-04-14 21:50:45.481505, cost_time=0:00:17.868669 2021-04-14 21:50:21,774 INFO : TRAIN, epoch=0051, iter=00090/00196, fetch data time cost=1.52ms, fps=1163 images/s, loss=1.0444, top1-acc=69.30%, top5-acc=93.01%, remaining_time=0:00:23.639484, arrival_time=2021-04-14 21:50:45.413972, cost_time=0:00:20.071220 2021-04-14 21:50:23,981 INFO : TRAIN, epoch=0051, iter=00100/00196, fetch data time cost=1.42ms, fps=1160 images/s, loss=1.0534, top1-acc=69.08%, top5-acc=92.93%, remaining_time=0:00:21.386976, arrival_time=2021-04-14 21:50:45.368350, cost_time=0:00:22.278059 2021-04-14 21:50:26,183 INFO : TRAIN, epoch=0051, iter=00110/00196, fetch data time cost=1.40ms, fps=1163 images/s, loss=1.0569, top1-acc=69.09%, top5-acc=92.87%, remaining_time=0:00:19.138784, arrival_time=2021-04-14 21:50:45.321910, cost_time=0:00:24.479854 2021-04-14 21:50:28,392 INFO : TRAIN, epoch=0051, iter=00120/00196, fetch data time cost=1.42ms, fps=1159 images/s, loss=1.0636, top1-acc=68.84%, top5-acc=92.80%, remaining_time=0:00:16.903312, arrival_time=2021-04-14 21:50:45.296041, cost_time=0:00:26.689415 2021-04-14 21:50:30,609 INFO : TRAIN, epoch=0051, iter=00130/00196, fetch data time cost=1.64ms, fps=1155 images/s, loss=1.0691, top1-acc=68.67%, top5-acc=92.79%, remaining_time=0:00:14.675628, arrival_time=2021-04-14 21:50:45.285378, cost_time=0:00:28.906524 2021-04-14 21:50:32,814 INFO : TRAIN, epoch=0051, iter=00140/00196, fetch data time cost=1.39ms, fps=1162 images/s, loss=1.0716, top1-acc=68.56%, top5-acc=92.75%, remaining_time=0:00:12.444320, arrival_time=2021-04-14 21:50:45.258386, cost_time=0:00:31.110800 2021-04-14 21:50:35,023 INFO : TRAIN, epoch=0051, iter=00150/00196, fetch data time cost=1.44ms, fps=1159 images/s, loss=1.0758, top1-acc=68.40%, top5-acc=92.69%, remaining_time=0:00:10.218164, arrival_time=2021-04-14 21:50:45.241511, cost_time=0:00:33.320033 2021-04-14 21:50:37,230 INFO : TRAIN, epoch=0051, iter=00160/00196, fetch data time cost=1.37ms, fps=1160 images/s, loss=1.0788, top1-acc=68.30%, top5-acc=92.68%, remaining_time=0:00:07.993656, arrival_time=2021-04-14 21:50:45.224204, cost_time=0:00:35.527318 2021-04-14 21:50:39,445 INFO : TRAIN, epoch=0051, iter=00170/00196, fetch data time cost=1.33ms, fps=1156 images/s, loss=1.0819, top1-acc=68.20%, top5-acc=92.63%, remaining_time=0:00:05.772364, arrival_time=2021-04-14 21:50:45.217922, cost_time=0:00:37.742327 2021-04-14 21:50:41,663 INFO : TRAIN, epoch=0051, iter=00180/00196, fetch data time cost=2.05ms, fps=1155 images/s, loss=1.0823, top1-acc=68.16%, top5-acc=92.62%, remaining_time=0:00:03.552016, arrival_time=2021-04-14 21:50:45.215555, cost_time=0:00:39.960100 2021-04-14 21:50:43,884 INFO : TRAIN, epoch=0051, iter=00190/00196, fetch data time cost=1.54ms, fps=1153 images/s, loss=1.0832, top1-acc=68.17%, top5-acc=92.64%, remaining_time=0:00:01.332048, arrival_time=2021-04-14 21:50:45.216802, cost_time=0:00:42.181535 2021-04-14 21:50:45,070 INFO : TRAIN, epoch=0051, iter=00196/00196, fetch data time cost=1.28ms, fps=1147 images/s, loss=1.0843, top1-acc=68.17%, top5-acc=92.64%, remaining_time=0:00:00, arrival_time=2021-04-14 21:50:45.070412, cost_time=0:00:43.367186 2021-04-14 21:50:45,933 INFO : EVAL, epoch=0051, iter=00010/00040, fetch data time cost=0.41ms, fps=2974 images/s, loss=1.6358, top1-acc=55.27%, top5-acc=84.41%, remaining_time=0:00:02.582760, arrival_time=2021-04-14 21:50:48.516002, cost_time=0:00:00.860922 2021-04-14 21:50:46,622 INFO : EVAL, epoch=0051, iter=00020/00040, fetch data time cost=1.53ms, fps=3715 images/s, loss=1.6571, top1-acc=54.79%, top5-acc=84.28%, remaining_time=0:00:01.550300, arrival_time=2021-04-14 21:50:48.172912, cost_time=0:00:01.550295 2021-04-14 21:50:47,319 INFO : EVAL, epoch=0051, iter=00030/00040, fetch data time cost=1.95ms, fps=3673 images/s, loss=1.6481, top1-acc=54.93%, top5-acc=84.52%, remaining_time=0:00:00.749180, arrival_time=2021-04-14 21:50:48.069109, cost_time=0:00:02.247548 2021-04-14 21:50:47,959 INFO : EVAL, epoch=0051, iter=00040/00040, fetch data time cost=0.09ms, fps=3632 images/s, loss=1.6478, top1-acc=54.96%, top5-acc=84.22%, remaining_time=0:00:00, arrival_time=2021-04-14 21:50:47.959282, cost_time=0:00:02.886902 2021-04-14 21:50:48,126 INFO : Epoch=0051 complete, best val top1-acc=58.03%, top5-acc=86.53% (epoch=47), remaining_time=1:55:41.481029, arrival_time=2021-04-14 23:46:29.607253, cost_time=0:39:35.943184 2021-04-14 21:50:48,127 INFO : Train start, epoch=0052, lr=0.084796 2021-04-14 21:50:50,553 INFO : TRAIN, epoch=0052, iter=00010/00196, fetch data time cost=5.21ms, fps=1055 images/s, loss=1.0340, top1-acc=69.65%, top5-acc=93.12%, remaining_time=0:00:45.116160, arrival_time=2021-04-14 21:51:35.669596, cost_time=0:00:02.425600 2021-04-14 21:50:52,777 INFO : TRAIN, epoch=0052, iter=00020/00196, fetch data time cost=2.17ms, fps=1152 images/s, loss=1.0296, top1-acc=69.84%, top5-acc=93.38%, remaining_time=0:00:40.916480, arrival_time=2021-04-14 21:51:33.693875, cost_time=0:00:04.649598 2021-04-14 21:50:54,993 INFO : TRAIN, epoch=0052, iter=00030/00196, fetch data time cost=1.87ms, fps=1156 images/s, loss=1.0210, top1-acc=69.95%, top5-acc=93.49%, remaining_time=0:00:37.986444, arrival_time=2021-04-14 21:51:32.979309, cost_time=0:00:06.865022 2021-04-14 21:50:57,205 INFO : TRAIN, epoch=0052, iter=00040/00196, fetch data time cost=1.33ms, fps=1157 images/s, loss=1.0157, top1-acc=70.02%, top5-acc=93.64%, remaining_time=0:00:35.404200, arrival_time=2021-04-14 21:51:32.609950, cost_time=0:00:09.077997 2021-04-14 21:50:59,428 INFO : TRAIN, epoch=0052, iter=00050/00196, fetch data time cost=1.91ms, fps=1152 images/s, loss=1.0321, top1-acc=69.52%, top5-acc=93.33%, remaining_time=0:00:32.996584, arrival_time=2021-04-14 21:51:32.424536, cost_time=0:00:11.300193 2021-04-14 21:51:01,645 INFO : TRAIN, epoch=0052, iter=00060/00196, fetch data time cost=1.51ms, fps=1155 images/s, loss=1.0382, top1-acc=69.24%, top5-acc=93.32%, remaining_time=0:00:30.639304, arrival_time=2021-04-14 21:51:32.284405, cost_time=0:00:13.517338 2021-04-14 21:51:03,867 INFO : TRAIN, epoch=0052, iter=00070/00196, fetch data time cost=2.08ms, fps=1153 images/s, loss=1.0455, top1-acc=68.93%, top5-acc=93.18%, remaining_time=0:00:28.330470, arrival_time=2021-04-14 21:51:32.197449, cost_time=0:00:15.739160 2021-04-14 21:51:06,083 INFO : TRAIN, epoch=0052, iter=00080/00196, fetch data time cost=1.40ms, fps=1155 images/s, loss=1.0486, top1-acc=68.95%, top5-acc=93.10%, remaining_time=0:00:26.035272, arrival_time=2021-04-14 21:51:32.118597, cost_time=0:00:17.955351 2021-04-14 21:51:08,302 INFO : TRAIN, epoch=0052, iter=00090/00196, fetch data time cost=1.89ms, fps=1154 images/s, loss=1.0505, top1-acc=68.83%, top5-acc=93.08%, remaining_time=0:00:23.760748, arrival_time=2021-04-14 21:51:32.062776, cost_time=0:00:20.174193 2021-04-14 21:51:10,523 INFO : TRAIN, epoch=0052, iter=00100/00196, fetch data time cost=2.67ms, fps=1153 images/s, loss=1.0534, top1-acc=68.80%, top5-acc=92.96%, remaining_time=0:00:21.499680, arrival_time=2021-04-14 21:51:32.023063, cost_time=0:00:22.395488 2021-04-14 21:51:12,735 INFO : TRAIN, epoch=0052, iter=00110/00196, fetch data time cost=2.17ms, fps=1158 images/s, loss=1.0571, top1-acc=68.77%, top5-acc=92.90%, remaining_time=0:00:19.238372, arrival_time=2021-04-14 21:51:31.973381, cost_time=0:00:24.607202 2021-04-14 21:51:14,948 INFO : TRAIN, epoch=0052, iter=00120/00196, fetch data time cost=1.39ms, fps=1157 images/s, loss=1.0610, top1-acc=68.68%, top5-acc=92.78%, remaining_time=0:00:16.986380, arrival_time=2021-04-14 21:51:31.934792, cost_time=0:00:26.820577 2021-04-14 21:51:17,160 INFO : TRAIN, epoch=0052, iter=00130/00196, fetch data time cost=1.53ms, fps=1158 images/s, loss=1.0643, top1-acc=68.62%, top5-acc=92.71%, remaining_time=0:00:14.739846, arrival_time=2021-04-14 21:51:31.900647, cost_time=0:00:29.033039 2021-04-14 21:51:19,367 INFO : TRAIN, epoch=0052, iter=00140/00196, fetch data time cost=1.33ms, fps=1160 images/s, loss=1.0701, top1-acc=68.47%, top5-acc=92.62%, remaining_time=0:00:12.495952, arrival_time=2021-04-14 21:51:31.863611, cost_time=0:00:31.239900 2021-04-14 21:51:21,577 INFO : TRAIN, epoch=0052, iter=00150/00196, fetch data time cost=1.54ms, fps=1159 images/s, loss=1.0746, top1-acc=68.45%, top5-acc=92.57%, remaining_time=0:00:10.257770, arrival_time=2021-04-14 21:51:31.834714, cost_time=0:00:33.449196 2021-04-14 21:51:23,787 INFO : TRAIN, epoch=0052, iter=00160/00196, fetch data time cost=1.38ms, fps=1159 images/s, loss=1.0744, top1-acc=68.51%, top5-acc=92.59%, remaining_time=0:00:08.023356, arrival_time=2021-04-14 21:51:31.810470, cost_time=0:00:35.659310 2021-04-14 21:51:25,991 INFO : TRAIN, epoch=0052, iter=00170/00196, fetch data time cost=1.42ms, fps=1162 images/s, loss=1.0805, top1-acc=68.32%, top5-acc=92.53%, remaining_time=0:00:05.790980, arrival_time=2021-04-14 21:51:31.782684, cost_time=0:00:37.864040 2021-04-14 21:51:28,202 INFO : TRAIN, epoch=0052, iter=00180/00196, fetch data time cost=1.96ms, fps=1158 images/s, loss=1.0817, top1-acc=68.25%, top5-acc=92.50%, remaining_time=0:00:03.562160, arrival_time=2021-04-14 21:51:31.764230, cost_time=0:00:40.074234 2021-04-14 21:51:30,417 INFO : TRAIN, epoch=0052, iter=00190/00196, fetch data time cost=1.67ms, fps=1156 images/s, loss=1.0827, top1-acc=68.17%, top5-acc=92.53%, remaining_time=0:00:01.335462, arrival_time=2021-04-14 21:51:31.752823, cost_time=0:00:42.289680 2021-04-14 21:51:31,606 INFO : TRAIN, epoch=0052, iter=00196/00196, fetch data time cost=1.50ms, fps=1145 images/s, loss=1.0860, top1-acc=68.10%, top5-acc=92.49%, remaining_time=0:00:00, arrival_time=2021-04-14 21:51:31.605914, cost_time=0:00:43.478079 2021-04-14 21:51:32,465 INFO : EVAL, epoch=0052, iter=00010/00040, fetch data time cost=2.42ms, fps=2991 images/s, loss=1.6157, top1-acc=55.70%, top5-acc=84.57%, remaining_time=0:00:02.567400, arrival_time=2021-04-14 21:51:35.032453, cost_time=0:00:00.855796 2021-04-14 21:51:33,161 INFO : EVAL, epoch=0052, iter=00020/00040, fetch data time cost=1.50ms, fps=3676 images/s, loss=1.6520, top1-acc=54.80%, top5-acc=84.37%, remaining_time=0:00:01.552720, arrival_time=2021-04-14 21:51:34.714653, cost_time=0:00:01.552724 2021-04-14 21:51:33,857 INFO : EVAL, epoch=0052, iter=00030/00040, fetch data time cost=1.84ms, fps=3681 images/s, loss=1.6564, top1-acc=55.21%, top5-acc=84.04%, remaining_time=0:00:00.749520, arrival_time=2021-04-14 21:51:34.607271, cost_time=0:00:02.248551 2021-04-14 21:51:34,492 INFO : EVAL, epoch=0052, iter=00040/00040, fetch data time cost=0.09ms, fps=3658 images/s, loss=1.6477, top1-acc=54.57%, top5-acc=83.81%, remaining_time=0:00:00, arrival_time=2021-04-14 21:51:34.492218, cost_time=0:00:02.883027 2021-04-14 21:51:34,677 INFO : Epoch=0052 complete, best val top1-acc=58.03%, top5-acc=86.53% (epoch=47), remaining_time=1:54:54.790456, arrival_time=2021-04-14 23:46:29.467413, cost_time=0:40:22.493920 2021-04-14 21:51:34,678 INFO : Train start, epoch=0053, lr=0.084227 2021-04-14 21:51:37,046 INFO : TRAIN, epoch=0053, iter=00010/00196, fetch data time cost=0.55ms, fps=1081 images/s, loss=1.0948, top1-acc=67.73%, top5-acc=92.97%, remaining_time=0:00:44.053728, arrival_time=2021-04-14 21:52:21.100587, cost_time=0:00:02.368480 2021-04-14 21:51:39,260 INFO : TRAIN, epoch=0053, iter=00020/00196, fetch data time cost=1.35ms, fps=1157 images/s, loss=1.0803, top1-acc=67.89%, top5-acc=93.01%, remaining_time=0:00:40.323008, arrival_time=2021-04-14 21:52:19.583670, cost_time=0:00:04.582165 2021-04-14 21:51:41,482 INFO : TRAIN, epoch=0053, iter=00030/00196, fetch data time cost=2.24ms, fps=1152 images/s, loss=1.0598, top1-acc=68.85%, top5-acc=92.94%, remaining_time=0:00:37.650626, arrival_time=2021-04-14 21:52:19.133328, cost_time=0:00:06.804318 2021-04-14 21:51:43,691 INFO : TRAIN, epoch=0053, iter=00040/00196, fetch data time cost=1.90ms, fps=1159 images/s, loss=1.0466, top1-acc=69.16%, top5-acc=93.12%, remaining_time=0:00:35.151948, arrival_time=2021-04-14 21:52:18.843655, cost_time=0:00:09.013330 2021-04-14 21:51:45,899 INFO : TRAIN, epoch=0053, iter=00050/00196, fetch data time cost=1.43ms, fps=1160 images/s, loss=1.0528, top1-acc=69.01%, top5-acc=93.04%, remaining_time=0:00:32.766634, arrival_time=2021-04-14 21:52:18.666509, cost_time=0:00:11.221449 2021-04-14 21:51:48,098 INFO : TRAIN, epoch=0053, iter=00060/00196, fetch data time cost=1.52ms, fps=1164 images/s, loss=1.0549, top1-acc=68.93%, top5-acc=92.94%, remaining_time=0:00:30.420072, arrival_time=2021-04-14 21:52:18.518956, cost_time=0:00:13.420598 2021-04-14 21:51:50,299 INFO : TRAIN, epoch=0053, iter=00070/00196, fetch data time cost=1.55ms, fps=1164 images/s, loss=1.0563, top1-acc=69.09%, top5-acc=92.95%, remaining_time=0:00:28.118160, arrival_time=2021-04-14 21:52:18.417720, cost_time=0:00:15.621180 2021-04-14 21:51:52,502 INFO : TRAIN, epoch=0053, iter=00080/00196, fetch data time cost=1.52ms, fps=1162 images/s, loss=1.0622, top1-acc=68.95%, top5-acc=92.99%, remaining_time=0:00:25.845148, arrival_time=2021-04-14 21:52:18.347789, cost_time=0:00:17.824269 2021-04-14 21:51:54,717 INFO : TRAIN, epoch=0053, iter=00090/00196, fetch data time cost=1.83ms, fps=1156 images/s, loss=1.0658, top1-acc=68.75%, top5-acc=92.97%, remaining_time=0:00:23.602172, arrival_time=2021-04-14 21:52:18.320065, cost_time=0:00:20.039587 2021-04-14 21:51:56,927 INFO : TRAIN, epoch=0053, iter=00100/00196, fetch data time cost=1.42ms, fps=1159 images/s, loss=1.0659, top1-acc=68.68%, top5-acc=92.90%, remaining_time=0:00:21.358752, arrival_time=2021-04-14 21:52:18.285890, cost_time=0:00:22.248724 2021-04-14 21:51:59,131 INFO : TRAIN, epoch=0053, iter=00110/00196, fetch data time cost=1.60ms, fps=1161 images/s, loss=1.0637, top1-acc=68.79%, top5-acc=92.86%, remaining_time=0:00:19.118230, arrival_time=2021-04-14 21:52:18.250091, cost_time=0:00:24.453530 2021-04-14 21:52:01,345 INFO : TRAIN, epoch=0053, iter=00120/00196, fetch data time cost=2.20ms, fps=1157 images/s, loss=1.0622, top1-acc=68.80%, top5-acc=92.93%, remaining_time=0:00:16.888948, arrival_time=2021-04-14 21:52:18.234114, cost_time=0:00:26.666800 2021-04-14 21:52:03,557 INFO : TRAIN, epoch=0053, iter=00130/00196, fetch data time cost=1.49ms, fps=1158 images/s, loss=1.0653, top1-acc=68.64%, top5-acc=92.89%, remaining_time=0:00:14.661504, arrival_time=2021-04-14 21:52:18.218508, cost_time=0:00:28.878702 2021-04-14 21:52:05,769 INFO : TRAIN, epoch=0053, iter=00140/00196, fetch data time cost=1.38ms, fps=1157 images/s, loss=1.0657, top1-acc=68.65%, top5-acc=92.85%, remaining_time=0:00:12.436424, arrival_time=2021-04-14 21:52:18.205708, cost_time=0:00:31.090997 2021-04-14 21:52:07,972 INFO : TRAIN, epoch=0053, iter=00150/00196, fetch data time cost=1.60ms, fps=1162 images/s, loss=1.0671, top1-acc=68.55%, top5-acc=92.84%, remaining_time=0:00:10.210160, arrival_time=2021-04-14 21:52:18.182560, cost_time=0:00:33.293962 2021-04-14 21:52:10,182 INFO : TRAIN, epoch=0053, iter=00160/00196, fetch data time cost=2.03ms, fps=1158 images/s, loss=1.0699, top1-acc=68.41%, top5-acc=92.77%, remaining_time=0:00:07.988544, arrival_time=2021-04-14 21:52:18.171404, cost_time=0:00:35.504571 2021-04-14 21:52:12,399 INFO : TRAIN, epoch=0053, iter=00170/00196, fetch data time cost=1.75ms, fps=1155 images/s, loss=1.0728, top1-acc=68.36%, top5-acc=92.76%, remaining_time=0:00:05.769062, arrival_time=2021-04-14 21:52:18.168342, cost_time=0:00:37.720720 2021-04-14 21:52:14,627 INFO : TRAIN, epoch=0053, iter=00180/00196, fetch data time cost=1.48ms, fps=1149 images/s, loss=1.0760, top1-acc=68.22%, top5-acc=92.73%, remaining_time=0:00:03.551056, arrival_time=2021-04-14 21:52:18.178786, cost_time=0:00:39.949368 2021-04-14 21:52:16,830 INFO : TRAIN, epoch=0053, iter=00190/00196, fetch data time cost=1.99ms, fps=1163 images/s, loss=1.0755, top1-acc=68.28%, top5-acc=92.75%, remaining_time=0:00:01.331112, arrival_time=2021-04-14 21:52:18.161455, cost_time=0:00:42.151917 2021-04-14 21:52:18,023 INFO : TRAIN, epoch=0053, iter=00196/00196, fetch data time cost=1.73ms, fps=1140 images/s, loss=1.0763, top1-acc=68.27%, top5-acc=92.73%, remaining_time=0:00:00, arrival_time=2021-04-14 21:52:18.023806, cost_time=0:00:43.345466 2021-04-14 21:52:18,875 INFO : EVAL, epoch=0053, iter=00010/00040, fetch data time cost=6.05ms, fps=3016 images/s, loss=1.5248, top1-acc=56.87%, top5-acc=86.56%, remaining_time=0:00:02.545980, arrival_time=2021-04-14 21:52:21.421697, cost_time=0:00:00.848662 2021-04-14 21:52:19,573 INFO : EVAL, epoch=0053, iter=00020/00040, fetch data time cost=1.28ms, fps=3673 images/s, loss=1.5153, top1-acc=57.52%, top5-acc=86.25%, remaining_time=0:00:01.546220, arrival_time=2021-04-14 21:52:21.119635, cost_time=0:00:01.546220 2021-04-14 21:52:20,270 INFO : EVAL, epoch=0053, iter=00030/00040, fetch data time cost=1.94ms, fps=3676 images/s, loss=1.5187, top1-acc=57.92%, top5-acc=85.98%, remaining_time=0:00:00.747840, arrival_time=2021-04-14 21:52:21.018331, cost_time=0:00:02.243527 2021-04-14 21:52:20,914 INFO : EVAL, epoch=0053, iter=00040/00040, fetch data time cost=0.08ms, fps=3608 images/s, loss=1.4896, top1-acc=57.99%, top5-acc=86.26%, remaining_time=0:00:00, arrival_time=2021-04-14 21:52:20.913978, cost_time=0:00:02.886941 2021-04-14 21:52:21,084 INFO : Epoch=0053 complete, best val top1-acc=58.03%, top5-acc=86.53% (epoch=47), remaining_time=1:54:07.706733, arrival_time=2021-04-14 23:46:28.790849, cost_time=0:41:08.901049 2021-04-14 21:52:21,086 INFO : Train start, epoch=0054, lr=0.083651 2021-04-14 21:52:23,454 INFO : TRAIN, epoch=0054, iter=00010/00196, fetch data time cost=2.02ms, fps=1081 images/s, loss=1.0211, top1-acc=68.95%, top5-acc=93.59%, remaining_time=0:00:44.046660, arrival_time=2021-04-14 21:53:07.501501, cost_time=0:00:02.368095 2021-04-14 21:52:25,678 INFO : TRAIN, epoch=0054, iter=00020/00196, fetch data time cost=2.22ms, fps=1152 images/s, loss=1.0225, top1-acc=69.53%, top5-acc=93.46%, remaining_time=0:00:40.407488, arrival_time=2021-04-14 21:53:06.085989, cost_time=0:00:04.591751 2021-04-14 21:52:27,887 INFO : TRAIN, epoch=0054, iter=00030/00196, fetch data time cost=1.48ms, fps=1159 images/s, loss=1.0139, top1-acc=69.73%, top5-acc=93.54%, remaining_time=0:00:37.630872, arrival_time=2021-04-14 21:53:05.518349, cost_time=0:00:06.800756 2021-04-14 21:52:30,108 INFO : TRAIN, epoch=0054, iter=00040/00196, fetch data time cost=2.62ms, fps=1153 images/s, loss=1.0077, top1-acc=69.85%, top5-acc=93.59%, remaining_time=0:00:35.184396, arrival_time=2021-04-14 21:53:05.292848, cost_time=0:00:09.021648 2021-04-14 21:52:32,319 INFO : TRAIN, epoch=0054, iter=00050/00196, fetch data time cost=1.47ms, fps=1159 images/s, loss=1.0131, top1-acc=69.95%, top5-acc=93.51%, remaining_time=0:00:32.798024, arrival_time=2021-04-14 21:53:05.116981, cost_time=0:00:11.232224 2021-04-14 21:52:34,522 INFO : TRAIN, epoch=0054, iter=00060/00196, fetch data time cost=1.48ms, fps=1162 images/s, loss=1.0175, top1-acc=69.88%, top5-acc=93.38%, remaining_time=0:00:30.454208, arrival_time=2021-04-14 21:53:04.976523, cost_time=0:00:13.435708 2021-04-14 21:52:36,738 INFO : TRAIN, epoch=0054, iter=00070/00196, fetch data time cost=1.43ms, fps=1155 images/s, loss=1.0254, top1-acc=69.68%, top5-acc=93.25%, remaining_time=0:00:28.173726, arrival_time=2021-04-14 21:53:04.912459, cost_time=0:00:15.652037 2021-04-14 21:52:38,955 INFO : TRAIN, epoch=0054, iter=00080/00196, fetch data time cost=1.97ms, fps=1155 images/s, loss=1.0288, top1-acc=69.61%, top5-acc=93.20%, remaining_time=0:00:25.909876, arrival_time=2021-04-14 21:53:04.865438, cost_time=0:00:17.868860 2021-04-14 21:52:41,176 INFO : TRAIN, epoch=0054, iter=00090/00196, fetch data time cost=1.88ms, fps=1153 images/s, loss=1.0363, top1-acc=69.46%, top5-acc=93.07%, remaining_time=0:00:23.661214, arrival_time=2021-04-14 21:53:04.837563, cost_time=0:00:20.089729 2021-04-14 21:52:43,396 INFO : TRAIN, epoch=0054, iter=00100/00196, fetch data time cost=2.22ms, fps=1153 images/s, loss=1.0415, top1-acc=69.38%, top5-acc=92.99%, remaining_time=0:00:21.417216, arrival_time=2021-04-14 21:53:04.813463, cost_time=0:00:22.309567 2021-04-14 21:52:45,592 INFO : TRAIN, epoch=0054, iter=00110/00196, fetch data time cost=1.37ms, fps=1166 images/s, loss=1.0431, top1-acc=69.26%, top5-acc=92.98%, remaining_time=0:00:19.159166, arrival_time=2021-04-14 21:53:04.751716, cost_time=0:00:24.505932 2021-04-14 21:52:47,799 INFO : TRAIN, epoch=0054, iter=00120/00196, fetch data time cost=1.52ms, fps=1160 images/s, loss=1.0452, top1-acc=69.18%, top5-acc=92.97%, remaining_time=0:00:16.918208, arrival_time=2021-04-14 21:53:04.717969, cost_time=0:00:26.712960 2021-04-14 21:52:50,000 INFO : TRAIN, epoch=0054, iter=00130/00196, fetch data time cost=1.53ms, fps=1163 images/s, loss=1.0444, top1-acc=69.19%, top5-acc=92.95%, remaining_time=0:00:14.679522, arrival_time=2021-04-14 21:53:04.680408, cost_time=0:00:28.914268 2021-04-14 21:52:52,204 INFO : TRAIN, epoch=0054, iter=00140/00196, fetch data time cost=1.54ms, fps=1162 images/s, loss=1.0448, top1-acc=69.22%, top5-acc=92.94%, remaining_time=0:00:12.447008, arrival_time=2021-04-14 21:53:04.651124, cost_time=0:00:31.117469 2021-04-14 21:52:54,405 INFO : TRAIN, epoch=0054, iter=00150/00196, fetch data time cost=1.64ms, fps=1163 images/s, loss=1.0480, top1-acc=69.12%, top5-acc=92.91%, remaining_time=0:00:10.217842, arrival_time=2021-04-14 21:53:04.623541, cost_time=0:00:33.319025 2021-04-14 21:52:56,618 INFO : TRAIN, epoch=0054, iter=00160/00196, fetch data time cost=2.54ms, fps=1157 images/s, loss=1.0503, top1-acc=69.04%, top5-acc=92.91%, remaining_time=0:00:07.994736, arrival_time=2021-04-14 21:53:04.613510, cost_time=0:00:35.532154 2021-04-14 21:52:58,830 INFO : TRAIN, epoch=0054, iter=00170/00196, fetch data time cost=1.74ms, fps=1158 images/s, loss=1.0522, top1-acc=68.98%, top5-acc=92.91%, remaining_time=0:00:05.772572, arrival_time=2021-04-14 21:53:04.603084, cost_time=0:00:37.743820 2021-04-14 21:53:01,051 INFO : TRAIN, epoch=0054, iter=00180/00196, fetch data time cost=1.94ms, fps=1153 images/s, loss=1.0558, top1-acc=68.87%, top5-acc=92.85%, remaining_time=0:00:03.552448, arrival_time=2021-04-14 21:53:04.604094, cost_time=0:00:39.964954 2021-04-14 21:53:03,261 INFO : TRAIN, epoch=0054, iter=00190/00196, fetch data time cost=1.50ms, fps=1159 images/s, loss=1.0600, top1-acc=68.76%, top5-acc=92.80%, remaining_time=0:00:01.331838, arrival_time=2021-04-14 21:53:04.593380, cost_time=0:00:42.174798 2021-04-14 21:53:04,444 INFO : TRAIN, epoch=0054, iter=00196/00196, fetch data time cost=1.40ms, fps=1150 images/s, loss=1.0625, top1-acc=68.68%, top5-acc=92.79%, remaining_time=0:00:00, arrival_time=2021-04-14 21:53:04.444388, cost_time=0:00:43.357779 2021-04-14 21:53:05,277 INFO : EVAL, epoch=0054, iter=00010/00040, fetch data time cost=3.24ms, fps=3080 images/s, loss=1.6187, top1-acc=56.37%, top5-acc=84.45%, remaining_time=0:00:02.493750, arrival_time=2021-04-14 21:53:07.771416, cost_time=0:00:00.831249 2021-04-14 21:53:05,972 INFO : EVAL, epoch=0054, iter=00020/00040, fetch data time cost=2.08ms, fps=3689 images/s, loss=1.5799, top1-acc=57.54%, top5-acc=85.27%, remaining_time=0:00:01.525820, arrival_time=2021-04-14 21:53:07.498016, cost_time=0:00:01.525816 2021-04-14 21:53:06,668 INFO : EVAL, epoch=0054, iter=00030/00040, fetch data time cost=2.04ms, fps=3680 images/s, loss=1.5980, top1-acc=57.32%, top5-acc=84.79%, remaining_time=0:00:00.740650, arrival_time=2021-04-14 21:53:07.409034, cost_time=0:00:02.221959 2021-04-14 21:53:07,302 INFO : EVAL, epoch=0054, iter=00040/00040, fetch data time cost=0.10ms, fps=3661 images/s, loss=1.5867, top1-acc=57.18%, top5-acc=85.06%, remaining_time=0:00:00, arrival_time=2021-04-14 21:53:07.302575, cost_time=0:00:02.856256 2021-04-14 21:53:07,423 INFO : Epoch=0054 complete, best val top1-acc=58.03%, top5-acc=86.53% (epoch=47), remaining_time=1:53:20.464942, arrival_time=2021-04-14 23:46:27.888443, cost_time=0:41:55.240463 2021-04-14 21:53:07,426 INFO : Train start, epoch=0055, lr=0.083066 2021-04-14 21:53:09,838 INFO : TRAIN, epoch=0055, iter=00010/00196, fetch data time cost=1.73ms, fps=1061 images/s, loss=1.0814, top1-acc=68.55%, top5-acc=93.05%, remaining_time=0:00:44.857992, arrival_time=2021-04-14 21:53:54.696439, cost_time=0:00:02.411722 2021-04-14 21:53:12,039 INFO : TRAIN, epoch=0055, iter=00020/00196, fetch data time cost=2.03ms, fps=1163 images/s, loss=1.0605, top1-acc=68.96%, top5-acc=93.38%, remaining_time=0:00:40.595808, arrival_time=2021-04-14 21:53:52.635688, cost_time=0:00:04.613154 2021-04-14 21:53:14,256 INFO : TRAIN, epoch=0055, iter=00030/00196, fetch data time cost=2.82ms, fps=1155 images/s, loss=1.0537, top1-acc=69.21%, top5-acc=92.90%, remaining_time=0:00:37.791062, arrival_time=2021-04-14 21:53:52.047566, cost_time=0:00:06.829719 2021-04-14 21:53:16,471 INFO : TRAIN, epoch=0055, iter=00040/00196, fetch data time cost=1.38ms, fps=1156 images/s, loss=1.0422, top1-acc=69.40%, top5-acc=93.11%, remaining_time=0:00:35.272536, arrival_time=2021-04-14 21:53:51.743507, cost_time=0:00:09.044241 2021-04-14 21:53:18,680 INFO : TRAIN, epoch=0055, iter=00050/00196, fetch data time cost=2.49ms, fps=1159 images/s, loss=1.0355, top1-acc=69.38%, top5-acc=93.17%, remaining_time=0:00:32.861680, arrival_time=2021-04-14 21:53:51.542470, cost_time=0:00:11.254009 2021-04-14 21:53:20,913 INFO : TRAIN, epoch=0055, iter=00060/00196, fetch data time cost=2.01ms, fps=1147 images/s, loss=1.0436, top1-acc=68.94%, top5-acc=93.18%, remaining_time=0:00:30.569128, arrival_time=2021-04-14 21:53:51.482261, cost_time=0:00:13.486402 2021-04-14 21:53:23,124 INFO : TRAIN, epoch=0055, iter=00070/00196, fetch data time cost=1.70ms, fps=1158 images/s, loss=1.0452, top1-acc=68.86%, top5-acc=93.25%, remaining_time=0:00:28.255374, arrival_time=2021-04-14 21:53:51.379585, cost_time=0:00:15.697398 2021-04-14 21:53:25,335 INFO : TRAIN, epoch=0055, iter=00080/00196, fetch data time cost=2.21ms, fps=1159 images/s, loss=1.0505, top1-acc=68.79%, top5-acc=93.22%, remaining_time=0:00:25.967064, arrival_time=2021-04-14 21:53:51.302145, cost_time=0:00:17.908355 2021-04-14 21:53:27,543 INFO : TRAIN, epoch=0055, iter=00090/00196, fetch data time cost=1.44ms, fps=1159 images/s, loss=1.0506, top1-acc=68.67%, top5-acc=93.19%, remaining_time=0:00:23.693120, arrival_time=2021-04-14 21:53:51.236571, cost_time=0:00:20.116798 2021-04-14 21:53:29,815 INFO : TRAIN, epoch=0055, iter=00100/00196, fetch data time cost=37.48ms, fps=1127 images/s, loss=1.0506, top1-acc=68.68%, top5-acc=93.16%, remaining_time=0:00:21.493248, arrival_time=2021-04-14 21:53:51.308828, cost_time=0:00:22.388781 2021-04-14 21:53:32,027 INFO : TRAIN, epoch=0055, iter=00110/00196, fetch data time cost=1.50ms, fps=1158 images/s, loss=1.0496, top1-acc=68.80%, top5-acc=93.14%, remaining_time=0:00:19.232954, arrival_time=2021-04-14 21:53:51.260109, cost_time=0:00:24.600297 2021-04-14 21:53:34,231 INFO : TRAIN, epoch=0055, iter=00120/00196, fetch data time cost=1.53ms, fps=1162 images/s, loss=1.0504, top1-acc=68.87%, top5-acc=93.10%, remaining_time=0:00:16.976652, arrival_time=2021-04-14 21:53:51.208555, cost_time=0:00:26.805245 2021-04-14 21:53:36,431 INFO : TRAIN, epoch=0055, iter=00130/00196, fetch data time cost=2.02ms, fps=1164 images/s, loss=1.0522, top1-acc=68.90%, top5-acc=93.04%, remaining_time=0:00:14.725326, arrival_time=2021-04-14 21:53:51.156381, cost_time=0:00:29.004405 2021-04-14 21:53:38,642 INFO : TRAIN, epoch=0055, iter=00140/00196, fetch data time cost=1.35ms, fps=1158 images/s, loss=1.0548, top1-acc=68.81%, top5-acc=92.99%, remaining_time=0:00:12.486320, arrival_time=2021-04-14 21:53:51.128822, cost_time=0:00:31.215772 2021-04-14 21:53:40,847 INFO : TRAIN, epoch=0055, iter=00150/00196, fetch data time cost=1.41ms, fps=1161 images/s, loss=1.0592, top1-acc=68.73%, top5-acc=92.95%, remaining_time=0:00:10.249076, arrival_time=2021-04-14 21:53:51.096650, cost_time=0:00:33.420932 2021-04-14 21:53:43,074 INFO : TRAIN, epoch=0055, iter=00160/00196, fetch data time cost=2.25ms, fps=1150 images/s, loss=1.0602, top1-acc=68.71%, top5-acc=92.94%, remaining_time=0:00:08.020800, arrival_time=2021-04-14 21:53:51.095634, cost_time=0:00:35.647962 2021-04-14 21:53:45,281 INFO : TRAIN, epoch=0055, iter=00170/00196, fetch data time cost=1.47ms, fps=1161 images/s, loss=1.0602, top1-acc=68.70%, top5-acc=92.93%, remaining_time=0:00:05.789524, arrival_time=2021-04-14 21:53:51.070838, cost_time=0:00:37.854638 2021-04-14 21:53:47,490 INFO : TRAIN, epoch=0055, iter=00180/00196, fetch data time cost=1.39ms, fps=1159 images/s, loss=1.0613, top1-acc=68.68%, top5-acc=92.88%, remaining_time=0:00:03.561232, arrival_time=2021-04-14 21:53:51.051759, cost_time=0:00:40.063893 2021-04-14 21:53:49,715 INFO : TRAIN, epoch=0055, iter=00190/00196, fetch data time cost=1.46ms, fps=1151 images/s, loss=1.0641, top1-acc=68.58%, top5-acc=92.83%, remaining_time=0:00:01.335408, arrival_time=2021-04-14 21:53:51.050348, cost_time=0:00:42.287960 2021-04-14 21:53:50,915 INFO : TRAIN, epoch=0055, iter=00196/00196, fetch data time cost=1.24ms, fps=1134 images/s, loss=1.0652, top1-acc=68.57%, top5-acc=92.83%, remaining_time=0:00:00, arrival_time=2021-04-14 21:53:50.915368, cost_time=0:00:43.488606 2021-04-14 21:53:51,792 INFO : EVAL, epoch=0055, iter=00010/00040, fetch data time cost=0.22ms, fps=2925 images/s, loss=1.6998, top1-acc=53.09%, top5-acc=83.71%, remaining_time=0:00:02.625240, arrival_time=2021-04-14 21:53:54.418029, cost_time=0:00:00.875075 2021-04-14 21:53:52,487 INFO : EVAL, epoch=0055, iter=00020/00040, fetch data time cost=1.40ms, fps=3690 images/s, loss=1.6854, top1-acc=54.24%, top5-acc=83.42%, remaining_time=0:00:01.569520, arrival_time=2021-04-14 21:53:54.056670, cost_time=0:00:01.569514 2021-04-14 21:53:53,183 INFO : EVAL, epoch=0055, iter=00030/00040, fetch data time cost=1.62ms, fps=3679 images/s, loss=1.6576, top1-acc=54.64%, top5-acc=83.96%, remaining_time=0:00:00.755300, arrival_time=2021-04-14 21:53:53.938849, cost_time=0:00:02.265897 2021-04-14 21:53:53,818 INFO : EVAL, epoch=0055, iter=00040/00040, fetch data time cost=0.08ms, fps=3659 images/s, loss=1.6575, top1-acc=55.00%, top5-acc=84.11%, remaining_time=0:00:00, arrival_time=2021-04-14 21:53:53.818082, cost_time=0:00:02.900540 2021-04-14 21:53:54,008 INFO : Epoch=0055 complete, best val top1-acc=58.03%, top5-acc=86.53% (epoch=47), remaining_time=1:52:33.902800, arrival_time=2021-04-14 23:46:27.911067, cost_time=0:42:41.825223 2021-04-14 21:53:54,009 INFO : Train start, epoch=0056, lr=0.082472 2021-04-14 21:53:56,401 INFO : TRAIN, epoch=0056, iter=00010/00196, fetch data time cost=1.64ms, fps=1071 images/s, loss=1.0288, top1-acc=69.96%, top5-acc=92.81%, remaining_time=0:00:44.476692, arrival_time=2021-04-14 21:54:40.877912, cost_time=0:00:02.391219 2021-04-14 21:53:58,623 INFO : TRAIN, epoch=0056, iter=00020/00196, fetch data time cost=1.36ms, fps=1153 images/s, loss=1.0188, top1-acc=70.37%, top5-acc=93.12%, remaining_time=0:00:40.595104, arrival_time=2021-04-14 21:54:39.218115, cost_time=0:00:04.613088 2021-04-14 21:54:00,837 INFO : TRAIN, epoch=0056, iter=00030/00196, fetch data time cost=1.56ms, fps=1157 images/s, loss=1.0076, top1-acc=70.48%, top5-acc=93.32%, remaining_time=0:00:37.777782, arrival_time=2021-04-14 21:54:38.614832, cost_time=0:00:06.827300 2021-04-14 21:54:03,044 INFO : TRAIN, epoch=0056, iter=00040/00196, fetch data time cost=1.48ms, fps=1160 images/s, loss=1.0141, top1-acc=70.02%, top5-acc=93.47%, remaining_time=0:00:35.234004, arrival_time=2021-04-14 21:54:38.278261, cost_time=0:00:09.034374 2021-04-14 21:54:05,259 INFO : TRAIN, epoch=0056, iter=00050/00196, fetch data time cost=1.49ms, fps=1156 images/s, loss=1.0136, top1-acc=70.20%, top5-acc=93.52%, remaining_time=0:00:32.849562, arrival_time=2021-04-14 21:54:38.109250, cost_time=0:00:11.249872 2021-04-14 21:54:07,469 INFO : TRAIN, epoch=0056, iter=00060/00196, fetch data time cost=2.31ms, fps=1159 images/s, loss=1.0129, top1-acc=70.23%, top5-acc=93.52%, remaining_time=0:00:30.508472, arrival_time=2021-04-14 21:54:37.977997, cost_time=0:00:13.459643 2021-04-14 21:54:09,675 INFO : TRAIN, epoch=0056, iter=00070/00196, fetch data time cost=1.51ms, fps=1161 images/s, loss=1.0148, top1-acc=70.18%, top5-acc=93.43%, remaining_time=0:00:28.197414, arrival_time=2021-04-14 21:54:37.872393, cost_time=0:00:15.665237 2021-04-14 21:54:11,873 INFO : TRAIN, epoch=0056, iter=00080/00196, fetch data time cost=1.42ms, fps=1165 images/s, loss=1.0204, top1-acc=69.88%, top5-acc=93.36%, remaining_time=0:00:25.901988, arrival_time=2021-04-14 21:54:37.775292, cost_time=0:00:17.863443 2021-04-14 21:54:14,091 INFO : TRAIN, epoch=0056, iter=00090/00196, fetch data time cost=1.51ms, fps=1155 images/s, loss=1.0292, top1-acc=69.54%, top5-acc=93.26%, remaining_time=0:00:23.651250, arrival_time=2021-04-14 21:54:37.742282, cost_time=0:00:20.081211 2021-04-14 21:54:16,315 INFO : TRAIN, epoch=0056, iter=00100/00196, fetch data time cost=1.38ms, fps=1151 images/s, loss=1.0320, top1-acc=69.40%, top5-acc=93.21%, remaining_time=0:00:21.412896, arrival_time=2021-04-14 21:54:37.727902, cost_time=0:00:22.305125 2021-04-14 21:54:18,535 INFO : TRAIN, epoch=0056, iter=00110/00196, fetch data time cost=1.56ms, fps=1153 images/s, loss=1.0378, top1-acc=69.25%, top5-acc=93.17%, remaining_time=0:00:19.174474, arrival_time=2021-04-14 21:54:37.709894, cost_time=0:00:24.525476 2021-04-14 21:54:20,747 INFO : TRAIN, epoch=0056, iter=00120/00196, fetch data time cost=2.21ms, fps=1158 images/s, loss=1.0453, top1-acc=69.05%, top5-acc=93.10%, remaining_time=0:00:16.933788, arrival_time=2021-04-14 21:54:37.681132, cost_time=0:00:26.737527 2021-04-14 21:54:22,963 INFO : TRAIN, epoch=0056, iter=00130/00196, fetch data time cost=1.37ms, fps=1156 images/s, loss=1.0492, top1-acc=69.03%, top5-acc=93.03%, remaining_time=0:00:14.699322, arrival_time=2021-04-14 21:54:37.662520, cost_time=0:00:28.953243 2021-04-14 21:54:25,173 INFO : TRAIN, epoch=0056, iter=00140/00196, fetch data time cost=1.84ms, fps=1159 images/s, loss=1.0524, top1-acc=68.98%, top5-acc=93.00%, remaining_time=0:00:12.465488, arrival_time=2021-04-14 21:54:37.638935, cost_time=0:00:31.163700 2021-04-14 21:54:27,380 INFO : TRAIN, epoch=0056, iter=00150/00196, fetch data time cost=1.53ms, fps=1160 images/s, loss=1.0564, top1-acc=68.87%, top5-acc=92.95%, remaining_time=0:00:10.233620, arrival_time=2021-04-14 21:54:37.613918, cost_time=0:00:33.370481 2021-04-14 21:54:29,590 INFO : TRAIN, epoch=0056, iter=00160/00196, fetch data time cost=1.94ms, fps=1159 images/s, loss=1.0598, top1-acc=68.86%, top5-acc=92.91%, remaining_time=0:00:08.005680, arrival_time=2021-04-14 21:54:37.596264, cost_time=0:00:35.580766 2021-04-14 21:54:31,797 INFO : TRAIN, epoch=0056, iter=00170/00196, fetch data time cost=1.43ms, fps=1160 images/s, loss=1.0598, top1-acc=68.85%, top5-acc=92.87%, remaining_time=0:00:05.779254, arrival_time=2021-04-14 21:54:37.576661, cost_time=0:00:37.787484 2021-04-14 21:54:34,015 INFO : TRAIN, epoch=0056, iter=00180/00196, fetch data time cost=1.35ms, fps=1155 images/s, loss=1.0626, top1-acc=68.77%, top5-acc=92.81%, remaining_time=0:00:03.556016, arrival_time=2021-04-14 21:54:37.571020, cost_time=0:00:40.005119 2021-04-14 21:54:36,222 INFO : TRAIN, epoch=0056, iter=00190/00196, fetch data time cost=1.44ms, fps=1160 images/s, loss=1.0643, top1-acc=68.67%, top5-acc=92.81%, remaining_time=0:00:01.333026, arrival_time=2021-04-14 21:54:37.555311, cost_time=0:00:42.212467 2021-04-14 21:54:37,401 INFO : TRAIN, epoch=0056, iter=00196/00196, fetch data time cost=1.40ms, fps=1154 images/s, loss=1.0652, top1-acc=68.68%, top5-acc=92.82%, remaining_time=0:00:00, arrival_time=2021-04-14 21:54:37.401319, cost_time=0:00:43.391550 2021-04-14 21:54:38,284 INFO : EVAL, epoch=0056, iter=00010/00040, fetch data time cost=0.48ms, fps=2910 images/s, loss=1.6167, top1-acc=54.80%, top5-acc=83.63%, remaining_time=0:00:02.639370, arrival_time=2021-04-14 21:54:40.923744, cost_time=0:00:00.879790 2021-04-14 21:54:38,989 INFO : EVAL, epoch=0056, iter=00020/00040, fetch data time cost=1.74ms, fps=3633 images/s, loss=1.6053, top1-acc=55.96%, top5-acc=84.39%, remaining_time=0:00:01.585420, arrival_time=2021-04-14 21:54:40.575192, cost_time=0:00:01.585427 2021-04-14 21:54:39,683 INFO : EVAL, epoch=0056, iter=00030/00040, fetch data time cost=1.27ms, fps=3691 images/s, loss=1.6065, top1-acc=56.07%, top5-acc=84.35%, remaining_time=0:00:00.759770, arrival_time=2021-04-14 21:54:40.443493, cost_time=0:00:02.279298 2021-04-14 21:54:40,316 INFO : EVAL, epoch=0056, iter=00040/00040, fetch data time cost=0.11ms, fps=3668 images/s, loss=1.6041, top1-acc=56.18%, top5-acc=84.51%, remaining_time=0:00:00, arrival_time=2021-04-14 21:54:40.316778, cost_time=0:00:02.912358 2021-04-14 21:54:40,465 INFO : Epoch=0056 complete, best val top1-acc=58.03%, top5-acc=86.53% (epoch=47), remaining_time=1:51:47.010528, arrival_time=2021-04-14 23:46:27.475476, cost_time=0:43:28.281877 2021-04-14 21:54:40,467 INFO : Train start, epoch=0057, lr=0.081871 2021-04-14 21:54:42,872 INFO : TRAIN, epoch=0057, iter=00010/00196, fetch data time cost=2.34ms, fps=1065 images/s, loss=1.0508, top1-acc=69.14%, top5-acc=92.73%, remaining_time=0:00:44.727606, arrival_time=2021-04-14 21:55:27.600092, cost_time=0:00:02.404708 2021-04-14 21:54:45,082 INFO : TRAIN, epoch=0057, iter=00020/00196, fetch data time cost=1.39ms, fps=1159 images/s, loss=1.0270, top1-acc=70.12%, top5-acc=93.09%, remaining_time=0:00:40.610416, arrival_time=2021-04-14 21:55:25.693188, cost_time=0:00:04.614820 2021-04-14 21:54:47,296 INFO : TRAIN, epoch=0057, iter=00030/00196, fetch data time cost=1.64ms, fps=1157 images/s, loss=1.0281, top1-acc=69.87%, top5-acc=93.23%, remaining_time=0:00:37.782762, arrival_time=2021-04-14 21:55:25.078706, cost_time=0:00:06.828210 2021-04-14 21:54:49,508 INFO : TRAIN, epoch=0057, iter=00040/00196, fetch data time cost=1.66ms, fps=1157 images/s, loss=1.0236, top1-acc=69.78%, top5-acc=93.38%, remaining_time=0:00:35.259744, arrival_time=2021-04-14 21:55:24.768403, cost_time=0:00:09.040961 2021-04-14 21:54:51,718 INFO : TRAIN, epoch=0057, iter=00050/00196, fetch data time cost=1.41ms, fps=1159 images/s, loss=1.0229, top1-acc=69.80%, top5-acc=93.33%, remaining_time=0:00:32.852044, arrival_time=2021-04-14 21:55:24.570428, cost_time=0:00:11.250697 2021-04-14 21:54:53,941 INFO : TRAIN, epoch=0057, iter=00060/00196, fetch data time cost=1.70ms, fps=1152 images/s, loss=1.0232, top1-acc=69.81%, top5-acc=93.35%, remaining_time=0:00:30.540432, arrival_time=2021-04-14 21:55:24.481905, cost_time=0:00:13.473725 2021-04-14 21:54:56,155 INFO : TRAIN, epoch=0057, iter=00070/00196, fetch data time cost=2.11ms, fps=1157 images/s, loss=1.0223, top1-acc=69.78%, top5-acc=93.47%, remaining_time=0:00:28.237986, arrival_time=2021-04-14 21:55:24.393489, cost_time=0:00:15.687803 2021-04-14 21:54:58,378 INFO : TRAIN, epoch=0057, iter=00080/00196, fetch data time cost=1.51ms, fps=1152 images/s, loss=1.0265, top1-acc=69.62%, top5-acc=93.37%, remaining_time=0:00:25.970312, arrival_time=2021-04-14 21:55:24.348676, cost_time=0:00:17.910584 2021-04-14 21:55:00,599 INFO : TRAIN, epoch=0057, iter=00090/00196, fetch data time cost=2.35ms, fps=1153 images/s, loss=1.0260, top1-acc=69.67%, top5-acc=93.32%, remaining_time=0:00:23.710928, arrival_time=2021-04-14 21:55:24.310508, cost_time=0:00:20.131876 2021-04-14 21:55:02,810 INFO : TRAIN, epoch=0057, iter=00100/00196, fetch data time cost=1.55ms, fps=1158 images/s, loss=1.0264, top1-acc=69.78%, top5-acc=93.32%, remaining_time=0:00:21.448992, arrival_time=2021-04-14 21:55:24.259522, cost_time=0:00:22.342707 2021-04-14 21:55:05,030 INFO : TRAIN, epoch=0057, iter=00110/00196, fetch data time cost=2.40ms, fps=1154 images/s, loss=1.0253, top1-acc=69.87%, top5-acc=93.29%, remaining_time=0:00:19.203198, arrival_time=2021-04-14 21:55:24.233213, cost_time=0:00:24.562188 2021-04-14 21:55:07,241 INFO : TRAIN, epoch=0057, iter=00120/00196, fetch data time cost=1.39ms, fps=1158 images/s, loss=1.0269, top1-acc=69.87%, top5-acc=93.32%, remaining_time=0:00:16.956588, arrival_time=2021-04-14 21:55:24.197984, cost_time=0:00:26.773597 2021-04-14 21:55:09,458 INFO : TRAIN, epoch=0057, iter=00130/00196, fetch data time cost=1.34ms, fps=1155 images/s, loss=1.0298, top1-acc=69.77%, top5-acc=93.25%, remaining_time=0:00:14.718396, arrival_time=2021-04-14 21:55:24.176738, cost_time=0:00:28.990725 2021-04-14 21:55:11,673 INFO : TRAIN, epoch=0057, iter=00140/00196, fetch data time cost=1.34ms, fps=1156 images/s, loss=1.0311, top1-acc=69.73%, top5-acc=93.23%, remaining_time=0:00:12.482344, arrival_time=2021-04-14 21:55:24.155965, cost_time=0:00:31.205864 2021-04-14 21:55:13,900 INFO : TRAIN, epoch=0057, iter=00150/00196, fetch data time cost=1.64ms, fps=1150 images/s, loss=1.0331, top1-acc=69.64%, top5-acc=93.21%, remaining_time=0:00:10.252756, arrival_time=2021-04-14 21:55:24.153342, cost_time=0:00:33.432876 2021-04-14 21:55:16,108 INFO : TRAIN, epoch=0057, iter=00160/00196, fetch data time cost=1.32ms, fps=1160 images/s, loss=1.0343, top1-acc=69.60%, top5-acc=93.22%, remaining_time=0:00:08.019108, arrival_time=2021-04-14 21:55:24.127301, cost_time=0:00:35.640423 2021-04-14 21:55:18,317 INFO : TRAIN, epoch=0057, iter=00170/00196, fetch data time cost=1.70ms, fps=1159 images/s, loss=1.0371, top1-acc=69.53%, top5-acc=93.13%, remaining_time=0:00:05.788770, arrival_time=2021-04-14 21:55:24.106144, cost_time=0:00:37.849672 2021-04-14 21:55:20,526 INFO : TRAIN, epoch=0057, iter=00180/00196, fetch data time cost=1.76ms, fps=1159 images/s, loss=1.0425, top1-acc=69.39%, top5-acc=93.03%, remaining_time=0:00:03.560768, arrival_time=2021-04-14 21:55:24.087186, cost_time=0:00:40.058716 2021-04-14 21:55:22,729 INFO : TRAIN, epoch=0057, iter=00190/00196, fetch data time cost=1.31ms, fps=1162 images/s, loss=1.0441, top1-acc=69.36%, top5-acc=93.02%, remaining_time=0:00:01.334580, arrival_time=2021-04-14 21:55:24.064113, cost_time=0:00:42.261783 2021-04-14 21:55:23,911 INFO : TRAIN, epoch=0057, iter=00196/00196, fetch data time cost=1.33ms, fps=1155 images/s, loss=1.0454, top1-acc=69.36%, top5-acc=93.00%, remaining_time=0:00:00, arrival_time=2021-04-14 21:55:23.911764, cost_time=0:00:43.444163 2021-04-14 21:55:24,783 INFO : EVAL, epoch=0057, iter=00010/00040, fetch data time cost=0.40ms, fps=2944 images/s, loss=1.7732, top1-acc=53.28%, top5-acc=81.52%, remaining_time=0:00:02.608920, arrival_time=2021-04-14 21:55:27.392244, cost_time=0:00:00.869644 2021-04-14 21:55:25,477 INFO : EVAL, epoch=0057, iter=00020/00040, fetch data time cost=1.84ms, fps=3690 images/s, loss=1.7733, top1-acc=52.89%, top5-acc=82.05%, remaining_time=0:00:01.563720, arrival_time=2021-04-14 21:55:27.041269, cost_time=0:00:01.563721 2021-04-14 21:55:26,178 INFO : EVAL, epoch=0057, iter=00030/00040, fetch data time cost=1.92ms, fps=3656 images/s, loss=1.7607, top1-acc=53.24%, top5-acc=82.16%, remaining_time=0:00:00.754930, arrival_time=2021-04-14 21:55:26.933406, cost_time=0:00:02.264784 2021-04-14 21:55:26,823 INFO : EVAL, epoch=0057, iter=00040/00040, fetch data time cost=0.14ms, fps=3599 images/s, loss=1.7722, top1-acc=53.23%, top5-acc=82.23%, remaining_time=0:00:00, arrival_time=2021-04-14 21:55:26.823610, cost_time=0:00:02.909845 2021-04-14 21:55:27,010 INFO : Epoch=0057 complete, best val top1-acc=58.03%, top5-acc=86.53% (epoch=47), remaining_time=1:51:00.357275, arrival_time=2021-04-14 23:46:27.368041, cost_time=0:44:14.827712 2021-04-14 21:55:27,012 INFO : Train start, epoch=0058, lr=0.081262 2021-04-14 21:55:29,424 INFO : TRAIN, epoch=0058, iter=00010/00196, fetch data time cost=1.42ms, fps=1061 images/s, loss=1.0095, top1-acc=69.65%, top5-acc=93.36%, remaining_time=0:00:44.863944, arrival_time=2021-04-14 21:56:14.288538, cost_time=0:00:02.412039 2021-04-14 21:55:31,633 INFO : TRAIN, epoch=0058, iter=00020/00196, fetch data time cost=3.12ms, fps=1159 images/s, loss=0.9950, top1-acc=70.18%, top5-acc=93.57%, remaining_time=0:00:40.664976, arrival_time=2021-04-14 21:56:12.298555, cost_time=0:00:04.621011 2021-04-14 21:55:33,840 INFO : TRAIN, epoch=0058, iter=00030/00196, fetch data time cost=1.58ms, fps=1161 images/s, loss=1.0032, top1-acc=69.66%, top5-acc=93.41%, remaining_time=0:00:37.778778, arrival_time=2021-04-14 21:56:11.618830, cost_time=0:00:06.827502 2021-04-14 21:55:36,052 INFO : TRAIN, epoch=0058, iter=00040/00196, fetch data time cost=1.89ms, fps=1157 images/s, loss=1.0066, top1-acc=69.88%, top5-acc=93.35%, remaining_time=0:00:35.256312, arrival_time=2021-04-14 21:56:11.309017, cost_time=0:00:09.040087 2021-04-14 21:55:38,260 INFO : TRAIN, epoch=0058, iter=00050/00196, fetch data time cost=1.94ms, fps=1160 images/s, loss=1.0089, top1-acc=69.72%, top5-acc=93.30%, remaining_time=0:00:32.845036, arrival_time=2021-04-14 21:56:11.105895, cost_time=0:00:11.248307 2021-04-14 21:55:40,463 INFO : TRAIN, epoch=0058, iter=00060/00196, fetch data time cost=1.43ms, fps=1162 images/s, loss=0.9992, top1-acc=70.06%, top5-acc=93.52%, remaining_time=0:00:30.489704, arrival_time=2021-04-14 21:56:10.953583, cost_time=0:00:13.451342 2021-04-14 21:55:42,679 INFO : TRAIN, epoch=0058, iter=00070/00196, fetch data time cost=1.65ms, fps=1156 images/s, loss=0.9991, top1-acc=70.01%, top5-acc=93.60%, remaining_time=0:00:28.200060, arrival_time=2021-04-14 21:56:10.879440, cost_time=0:00:15.666675 2021-04-14 21:55:44,900 INFO : TRAIN, epoch=0058, iter=00080/00196, fetch data time cost=1.50ms, fps=1153 images/s, loss=1.0108, top1-acc=69.77%, top5-acc=93.43%, remaining_time=0:00:25.937136, arrival_time=2021-04-14 21:56:10.837434, cost_time=0:00:17.887641 2021-04-14 21:55:47,111 INFO : TRAIN, epoch=0058, iter=00090/00196, fetch data time cost=1.51ms, fps=1158 images/s, loss=1.0153, top1-acc=69.73%, top5-acc=93.40%, remaining_time=0:00:23.671708, arrival_time=2021-04-14 21:56:10.782930, cost_time=0:00:20.098610 2021-04-14 21:55:49,313 INFO : TRAIN, epoch=0058, iter=00100/00196, fetch data time cost=1.36ms, fps=1163 images/s, loss=1.0205, top1-acc=69.59%, top5-acc=93.37%, remaining_time=0:00:21.409440, arrival_time=2021-04-14 21:56:10.723355, cost_time=0:00:22.301453 2021-04-14 21:55:51,515 INFO : TRAIN, epoch=0058, iter=00110/00196, fetch data time cost=1.86ms, fps=1163 images/s, loss=1.0238, top1-acc=69.45%, top5-acc=93.39%, remaining_time=0:00:19.157016, arrival_time=2021-04-14 21:56:10.672610, cost_time=0:00:24.503126 2021-04-14 21:55:53,722 INFO : TRAIN, epoch=0058, iter=00120/00196, fetch data time cost=1.40ms, fps=1161 images/s, loss=1.0267, top1-acc=69.43%, top5-acc=93.32%, remaining_time=0:00:16.915928, arrival_time=2021-04-14 21:56:10.637965, cost_time=0:00:26.709407 2021-04-14 21:55:55,940 INFO : TRAIN, epoch=0058, iter=00130/00196, fetch data time cost=1.53ms, fps=1155 images/s, loss=1.0312, top1-acc=69.29%, top5-acc=93.24%, remaining_time=0:00:14.686188, arrival_time=2021-04-14 21:56:10.626088, cost_time=0:00:28.927357 2021-04-14 21:55:58,153 INFO : TRAIN, epoch=0058, iter=00140/00196, fetch data time cost=2.42ms, fps=1157 images/s, loss=1.0319, top1-acc=69.32%, top5-acc=93.24%, remaining_time=0:00:12.456304, arrival_time=2021-04-14 21:56:10.609676, cost_time=0:00:31.140727 2021-04-14 21:56:00,373 INFO : TRAIN, epoch=0058, iter=00150/00196, fetch data time cost=1.36ms, fps=1154 images/s, loss=1.0369, top1-acc=69.19%, top5-acc=93.19%, remaining_time=0:00:10.230584, arrival_time=2021-04-14 21:56:10.603783, cost_time=0:00:33.360628 2021-04-14 21:56:02,584 INFO : TRAIN, epoch=0058, iter=00160/00196, fetch data time cost=1.40ms, fps=1158 images/s, loss=1.0389, top1-acc=69.14%, top5-acc=93.11%, remaining_time=0:00:08.003592, arrival_time=2021-04-14 21:56:10.587630, cost_time=0:00:35.571570 2021-04-14 21:56:04,786 INFO : TRAIN, epoch=0058, iter=00170/00196, fetch data time cost=1.61ms, fps=1163 images/s, loss=1.0394, top1-acc=69.13%, top5-acc=93.16%, remaining_time=0:00:05.777096, arrival_time=2021-04-14 21:56:10.563005, cost_time=0:00:37.773351 2021-04-14 21:56:06,989 INFO : TRAIN, epoch=0058, iter=00180/00196, fetch data time cost=1.55ms, fps=1162 images/s, loss=1.0433, top1-acc=68.98%, top5-acc=93.09%, remaining_time=0:00:03.553520, arrival_time=2021-04-14 21:56:10.543074, cost_time=0:00:39.977050 2021-04-14 21:56:09,209 INFO : TRAIN, epoch=0058, iter=00190/00196, fetch data time cost=1.35ms, fps=1154 images/s, loss=1.0469, top1-acc=68.88%, top5-acc=93.01%, remaining_time=0:00:01.332516, arrival_time=2021-04-14 21:56:10.541452, cost_time=0:00:42.196385 2021-04-14 21:56:10,398 INFO : TRAIN, epoch=0058, iter=00196/00196, fetch data time cost=1.64ms, fps=1144 images/s, loss=1.0485, top1-acc=68.80%, top5-acc=92.98%, remaining_time=0:00:00, arrival_time=2021-04-14 21:56:10.398403, cost_time=0:00:43.385935 2021-04-14 21:56:11,262 INFO : EVAL, epoch=0058, iter=00010/00040, fetch data time cost=6.08ms, fps=2968 images/s, loss=1.6079, top1-acc=54.53%, top5-acc=85.27%, remaining_time=0:00:02.587500, arrival_time=2021-04-14 21:56:13.850426, cost_time=0:00:00.862503 2021-04-14 21:56:11,959 INFO : EVAL, epoch=0058, iter=00020/00040, fetch data time cost=0.22ms, fps=3680 images/s, loss=1.6176, top1-acc=54.86%, top5-acc=84.98%, remaining_time=0:00:01.558700, arrival_time=2021-04-14 21:56:13.517855, cost_time=0:00:01.558702 2021-04-14 21:56:12,655 INFO : EVAL, epoch=0058, iter=00030/00040, fetch data time cost=1.68ms, fps=3678 images/s, loss=1.6266, top1-acc=54.97%, top5-acc=84.75%, remaining_time=0:00:00.751790, arrival_time=2021-04-14 21:56:13.407548, cost_time=0:00:02.255375 2021-04-14 21:56:13,287 INFO : EVAL, epoch=0058, iter=00040/00040, fetch data time cost=0.08ms, fps=3673 images/s, loss=1.6238, top1-acc=55.37%, top5-acc=84.55%, remaining_time=0:00:00, arrival_time=2021-04-14 21:56:13.287745, cost_time=0:00:02.887312 2021-04-14 21:56:13,519 INFO : Epoch=0058 complete, best val top1-acc=58.03%, top5-acc=86.53% (epoch=47), remaining_time=1:50:13.616914, arrival_time=2021-04-14 23:46:27.136487, cost_time=0:45:01.336513 2021-04-14 21:56:13,521 INFO : Train start, epoch=0059, lr=0.080645 2021-04-14 21:56:15,891 INFO : TRAIN, epoch=0059, iter=00010/00196, fetch data time cost=1.52ms, fps=1080 images/s, loss=1.0305, top1-acc=69.45%, top5-acc=93.09%, remaining_time=0:00:44.071584, arrival_time=2021-04-14 21:56:59.963124, cost_time=0:00:02.369445 2021-04-14 21:56:18,107 INFO : TRAIN, epoch=0059, iter=00020/00196, fetch data time cost=1.88ms, fps=1156 images/s, loss=1.0108, top1-acc=70.35%, top5-acc=93.44%, remaining_time=0:00:40.351344, arrival_time=2021-04-14 21:56:58.458893, cost_time=0:00:04.585375 2021-04-14 21:56:20,315 INFO : TRAIN, epoch=0059, iter=00030/00196, fetch data time cost=1.34ms, fps=1160 images/s, loss=1.0015, top1-acc=70.66%, top5-acc=93.59%, remaining_time=0:00:37.587214, arrival_time=2021-04-14 21:56:57.902192, cost_time=0:00:06.792877 2021-04-14 21:56:22,523 INFO : TRAIN, epoch=0059, iter=00040/00196, fetch data time cost=1.76ms, fps=1159 images/s, loss=0.9912, top1-acc=70.74%, top5-acc=93.66%, remaining_time=0:00:35.106552, arrival_time=2021-04-14 21:56:57.630325, cost_time=0:00:09.001667 2021-04-14 21:56:24,734 INFO : TRAIN, epoch=0059, iter=00050/00196, fetch data time cost=1.74ms, fps=1158 images/s, loss=0.9915, top1-acc=70.70%, top5-acc=93.57%, remaining_time=0:00:32.740938, arrival_time=2021-04-14 21:56:57.475749, cost_time=0:00:11.212656 2021-04-14 21:56:26,947 INFO : TRAIN, epoch=0059, iter=00060/00196, fetch data time cost=2.05ms, fps=1157 images/s, loss=0.9988, top1-acc=70.47%, top5-acc=93.47%, remaining_time=0:00:30.431224, arrival_time=2021-04-14 21:56:57.378950, cost_time=0:00:13.425525 2021-04-14 21:56:29,162 INFO : TRAIN, epoch=0059, iter=00070/00196, fetch data time cost=2.19ms, fps=1156 images/s, loss=1.0003, top1-acc=70.48%, top5-acc=93.52%, remaining_time=0:00:28.152306, arrival_time=2021-04-14 21:56:57.314580, cost_time=0:00:15.640181 2021-04-14 21:56:31,385 INFO : TRAIN, epoch=0059, iter=00080/00196, fetch data time cost=1.44ms, fps=1152 images/s, loss=1.0010, top1-acc=70.41%, top5-acc=93.54%, remaining_time=0:00:25.901292, arrival_time=2021-04-14 21:56:57.286461, cost_time=0:00:17.862926 2021-04-14 21:56:33,602 INFO : TRAIN, epoch=0059, iter=00090/00196, fetch data time cost=1.98ms, fps=1155 images/s, loss=1.0006, top1-acc=70.33%, top5-acc=93.57%, remaining_time=0:00:23.650084, arrival_time=2021-04-14 21:56:57.252427, cost_time=0:00:20.080246 2021-04-14 21:56:35,830 INFO : TRAIN, epoch=0059, iter=00100/00196, fetch data time cost=1.91ms, fps=1150 images/s, loss=1.0040, top1-acc=70.27%, top5-acc=93.44%, remaining_time=0:00:21.415296, arrival_time=2021-04-14 21:56:57.245178, cost_time=0:00:22.307561 2021-04-14 21:56:38,048 INFO : TRAIN, epoch=0059, iter=00110/00196, fetch data time cost=2.13ms, fps=1154 images/s, loss=1.0108, top1-acc=70.00%, top5-acc=93.35%, remaining_time=0:00:19.175420, arrival_time=2021-04-14 21:56:57.224186, cost_time=0:00:24.526662 2021-04-14 21:56:40,247 INFO : TRAIN, epoch=0059, iter=00120/00196, fetch data time cost=1.54ms, fps=1164 images/s, loss=1.0133, top1-acc=70.00%, top5-acc=93.37%, remaining_time=0:00:16.926416, arrival_time=2021-04-14 21:56:57.174343, cost_time=0:00:26.725909 2021-04-14 21:56:42,479 INFO : TRAIN, epoch=0059, iter=00130/00196, fetch data time cost=2.47ms, fps=1147 images/s, loss=1.0155, top1-acc=69.83%, top5-acc=93.39%, remaining_time=0:00:14.701434, arrival_time=2021-04-14 21:56:57.180892, cost_time=0:00:28.957360 2021-04-14 21:56:44,681 INFO : TRAIN, epoch=0059, iter=00140/00196, fetch data time cost=1.85ms, fps=1163 images/s, loss=1.0180, top1-acc=69.83%, top5-acc=93.38%, remaining_time=0:00:12.463640, arrival_time=2021-04-14 21:56:57.144956, cost_time=0:00:31.159097 2021-04-14 21:56:46,884 INFO : TRAIN, epoch=0059, iter=00150/00196, fetch data time cost=1.43ms, fps=1163 images/s, loss=1.0227, top1-acc=69.68%, top5-acc=93.30%, remaining_time=0:00:10.230998, arrival_time=2021-04-14 21:56:57.115109, cost_time=0:00:33.362021 2021-04-14 21:56:49,084 INFO : TRAIN, epoch=0059, iter=00160/00196, fetch data time cost=1.48ms, fps=1164 images/s, loss=1.0270, top1-acc=69.54%, top5-acc=93.24%, remaining_time=0:00:08.001612, arrival_time=2021-04-14 21:56:57.086416, cost_time=0:00:35.562790 2021-04-14 21:56:51,286 INFO : TRAIN, epoch=0059, iter=00170/00196, fetch data time cost=1.69ms, fps=1163 images/s, loss=1.0275, top1-acc=69.58%, top5-acc=93.25%, remaining_time=0:00:05.775796, arrival_time=2021-04-14 21:56:57.062690, cost_time=0:00:37.764842 2021-04-14 21:56:53,496 INFO : TRAIN, epoch=0059, iter=00180/00196, fetch data time cost=1.42ms, fps=1159 images/s, loss=1.0332, top1-acc=69.46%, top5-acc=93.20%, remaining_time=0:00:03.553232, arrival_time=2021-04-14 21:56:57.049210, cost_time=0:00:39.973882 2021-04-14 21:56:55,719 INFO : TRAIN, epoch=0059, iter=00190/00196, fetch data time cost=1.67ms, fps=1152 images/s, loss=1.0351, top1-acc=69.43%, top5-acc=93.17%, remaining_time=0:00:01.332546, arrival_time=2021-04-14 21:56:57.051872, cost_time=0:00:42.197241 2021-04-14 21:56:56,909 INFO : TRAIN, epoch=0059, iter=00196/00196, fetch data time cost=1.46ms, fps=1144 images/s, loss=1.0361, top1-acc=69.40%, top5-acc=93.18%, remaining_time=0:00:00, arrival_time=2021-04-14 21:56:56.909203, cost_time=0:00:43.387018 2021-04-14 21:56:57,793 INFO : EVAL, epoch=0059, iter=00010/00040, fetch data time cost=0.33ms, fps=2906 images/s, loss=1.7574, top1-acc=54.26%, top5-acc=82.62%, remaining_time=0:00:02.643180, arrival_time=2021-04-14 21:57:00.436770, cost_time=0:00:00.881057 2021-04-14 21:56:58,484 INFO : EVAL, epoch=0059, iter=00020/00040, fetch data time cost=1.91ms, fps=3710 images/s, loss=1.7466, top1-acc=54.20%, top5-acc=82.42%, remaining_time=0:00:01.571660, arrival_time=2021-04-14 21:57:00.055850, cost_time=0:00:01.571669 2021-04-14 21:56:59,176 INFO : EVAL, epoch=0059, iter=00030/00040, fetch data time cost=1.50ms, fps=3700 images/s, loss=1.7471, top1-acc=54.10%, top5-acc=82.58%, remaining_time=0:00:00.754680, arrival_time=2021-04-14 21:56:59.931291, cost_time=0:00:02.264047 2021-04-14 21:56:59,811 INFO : EVAL, epoch=0059, iter=00040/00040, fetch data time cost=0.10ms, fps=3660 images/s, loss=1.7125, top1-acc=54.26%, top5-acc=82.88%, remaining_time=0:00:00, arrival_time=2021-04-14 21:56:59.811010, cost_time=0:00:02.898581 2021-04-14 21:57:00,006 INFO : Epoch=0059 complete, best val top1-acc=58.03%, top5-acc=86.53% (epoch=47), remaining_time=1:49:26.832198, arrival_time=2021-04-14 23:46:26.838674, cost_time=0:45:47.823401 2021-04-14 21:57:00,010 INFO : Train start, epoch=0060, lr=0.080021 2021-04-14 21:57:02,401 INFO : TRAIN, epoch=0060, iter=00010/00196, fetch data time cost=1.43ms, fps=1071 images/s, loss=1.0256, top1-acc=70.23%, top5-acc=93.24%, remaining_time=0:00:44.469810, arrival_time=2021-04-14 21:57:46.871292, cost_time=0:00:02.390846 2021-04-14 21:57:04,609 INFO : TRAIN, epoch=0060, iter=00020/00196, fetch data time cost=1.64ms, fps=1160 images/s, loss=1.0222, top1-acc=69.98%, top5-acc=93.65%, remaining_time=0:00:40.465216, arrival_time=2021-04-14 21:57:45.074221, cost_time=0:00:04.598323 2021-04-14 21:57:06,815 INFO : TRAIN, epoch=0060, iter=00030/00196, fetch data time cost=1.90ms, fps=1161 images/s, loss=1.0079, top1-acc=70.33%, top5-acc=93.52%, remaining_time=0:00:37.654278, arrival_time=2021-04-14 21:57:44.469726, cost_time=0:00:06.804978 2021-04-14 21:57:09,028 INFO : TRAIN, epoch=0060, iter=00040/00196, fetch data time cost=1.46ms, fps=1157 images/s, loss=1.0026, top1-acc=70.62%, top5-acc=93.61%, remaining_time=0:00:35.167860, arrival_time=2021-04-14 21:57:44.195873, cost_time=0:00:09.017388 2021-04-14 21:57:11,248 INFO : TRAIN, epoch=0060, iter=00050/00196, fetch data time cost=1.52ms, fps=1153 images/s, loss=1.0033, top1-acc=70.37%, top5-acc=93.57%, remaining_time=0:00:32.815398, arrival_time=2021-04-14 21:57:44.064126, cost_time=0:00:11.238168 2021-04-14 21:57:13,453 INFO : TRAIN, epoch=0060, iter=00060/00196, fetch data time cost=1.39ms, fps=1162 images/s, loss=1.0120, top1-acc=70.03%, top5-acc=93.48%, remaining_time=0:00:30.469848, arrival_time=2021-04-14 21:57:43.923126, cost_time=0:00:13.442582 2021-04-14 21:57:15,654 INFO : TRAIN, epoch=0060, iter=00070/00196, fetch data time cost=2.03ms, fps=1163 images/s, loss=1.0140, top1-acc=70.11%, top5-acc=93.47%, remaining_time=0:00:28.159866, arrival_time=2021-04-14 21:57:43.814784, cost_time=0:00:15.644399 2021-04-14 21:57:17,858 INFO : TRAIN, epoch=0060, iter=00080/00196, fetch data time cost=1.89ms, fps=1162 images/s, loss=1.0204, top1-acc=69.98%, top5-acc=93.38%, remaining_time=0:00:25.878904, arrival_time=2021-04-14 21:57:43.736953, cost_time=0:00:17.847512 2021-04-14 21:57:20,066 INFO : TRAIN, epoch=0060, iter=00090/00196, fetch data time cost=1.51ms, fps=1159 images/s, loss=1.0185, top1-acc=69.84%, top5-acc=93.36%, remaining_time=0:00:23.621676, arrival_time=2021-04-14 21:57:43.688289, cost_time=0:00:20.056143 2021-04-14 21:57:22,273 INFO : TRAIN, epoch=0060, iter=00100/00196, fetch data time cost=1.56ms, fps=1160 images/s, loss=1.0211, top1-acc=69.78%, top5-acc=93.29%, remaining_time=0:00:21.372672, arrival_time=2021-04-14 21:57:43.646309, cost_time=0:00:22.263172 2021-04-14 21:57:24,491 INFO : TRAIN, epoch=0060, iter=00110/00196, fetch data time cost=2.00ms, fps=1155 images/s, loss=1.0234, top1-acc=69.74%, top5-acc=93.25%, remaining_time=0:00:19.139386, arrival_time=2021-04-14 21:57:43.630617, cost_time=0:00:24.480632 2021-04-14 21:57:26,712 INFO : TRAIN, epoch=0060, iter=00120/00196, fetch data time cost=1.62ms, fps=1153 images/s, loss=1.0293, top1-acc=69.59%, top5-acc=93.17%, remaining_time=0:00:16.911216, arrival_time=2021-04-14 21:57:43.623752, cost_time=0:00:26.701907 2021-04-14 21:57:28,915 INFO : TRAIN, epoch=0060, iter=00130/00196, fetch data time cost=1.55ms, fps=1163 images/s, loss=1.0311, top1-acc=69.54%, top5-acc=93.19%, remaining_time=0:00:14.674638, arrival_time=2021-04-14 21:57:43.589762, cost_time=0:00:28.904561 2021-04-14 21:57:31,121 INFO : TRAIN, epoch=0060, iter=00140/00196, fetch data time cost=2.03ms, fps=1160 images/s, loss=1.0343, top1-acc=69.44%, top5-acc=93.11%, remaining_time=0:00:12.444488, arrival_time=2021-04-14 21:57:43.566247, cost_time=0:00:31.111213 2021-04-14 21:57:33,324 INFO : TRAIN, epoch=0060, iter=00150/00196, fetch data time cost=1.40ms, fps=1162 images/s, loss=1.0340, top1-acc=69.48%, top5-acc=93.15%, remaining_time=0:00:10.216370, arrival_time=2021-04-14 21:57:43.541112, cost_time=0:00:33.314195 2021-04-14 21:57:35,544 INFO : TRAIN, epoch=0060, iter=00160/00196, fetch data time cost=1.65ms, fps=1154 images/s, loss=1.0310, top1-acc=69.54%, top5-acc=93.20%, remaining_time=0:00:07.995024, arrival_time=2021-04-14 21:57:43.539067, cost_time=0:00:35.533491 2021-04-14 21:57:37,759 INFO : TRAIN, epoch=0060, iter=00170/00196, fetch data time cost=1.90ms, fps=1156 images/s, loss=1.0344, top1-acc=69.43%, top5-acc=93.20%, remaining_time=0:00:05.773352, arrival_time=2021-04-14 21:57:43.532666, cost_time=0:00:37.748765 2021-04-14 21:57:39,962 INFO : TRAIN, epoch=0060, iter=00180/00196, fetch data time cost=1.50ms, fps=1162 images/s, loss=1.0355, top1-acc=69.45%, top5-acc=93.17%, remaining_time=0:00:03.551248, arrival_time=2021-04-14 21:57:43.513414, cost_time=0:00:39.951586 2021-04-14 21:57:42,178 INFO : TRAIN, epoch=0060, iter=00190/00196, fetch data time cost=1.58ms, fps=1156 images/s, loss=1.0369, top1-acc=69.34%, top5-acc=93.18%, remaining_time=0:00:01.331604, arrival_time=2021-04-14 21:57:43.509846, cost_time=0:00:42.167531 2021-04-14 21:57:43,375 INFO : TRAIN, epoch=0060, iter=00196/00196, fetch data time cost=1.44ms, fps=1137 images/s, loss=1.0396, top1-acc=69.36%, top5-acc=93.14%, remaining_time=0:00:00, arrival_time=2021-04-14 21:57:43.375123, cost_time=0:00:43.364466 2021-04-14 21:57:44,271 INFO : EVAL, epoch=0060, iter=00010/00040, fetch data time cost=0.48ms, fps=2869 images/s, loss=1.6255, top1-acc=56.09%, top5-acc=84.73%, remaining_time=0:00:02.676750, arrival_time=2021-04-14 21:57:46.947810, cost_time=0:00:00.892252 2021-04-14 21:57:44,972 INFO : EVAL, epoch=0060, iter=00020/00040, fetch data time cost=2.03ms, fps=3656 images/s, loss=1.6306, top1-acc=56.21%, top5-acc=84.49%, remaining_time=0:00:01.593260, arrival_time=2021-04-14 21:57:46.565249, cost_time=0:00:01.593253 2021-04-14 21:57:45,671 INFO : EVAL, epoch=0060, iter=00030/00040, fetch data time cost=1.82ms, fps=3665 images/s, loss=1.6433, top1-acc=55.76%, top5-acc=83.91%, remaining_time=0:00:00.764090, arrival_time=2021-04-14 21:57:46.435202, cost_time=0:00:02.292281 2021-04-14 21:57:46,306 INFO : EVAL, epoch=0060, iter=00040/00040, fetch data time cost=0.08ms, fps=3657 images/s, loss=1.6373, top1-acc=55.83%, top5-acc=84.02%, remaining_time=0:00:00, arrival_time=2021-04-14 21:57:46.306112, cost_time=0:00:02.927472 2021-04-14 21:57:46,520 INFO : Epoch=0060 complete, best val top1-acc=58.03%, top5-acc=86.53% (epoch=47), remaining_time=1:48:40.120320, arrival_time=2021-04-14 23:46:26.640659, cost_time=0:46:34.337292 2021-04-14 21:57:46,521 INFO : Train start, epoch=0061, lr=0.079389 2021-04-14 21:57:48,915 INFO : TRAIN, epoch=0061, iter=00010/00196, fetch data time cost=2.04ms, fps=1069 images/s, loss=0.9745, top1-acc=70.86%, top5-acc=93.98%, remaining_time=0:00:44.522820, arrival_time=2021-04-14 21:58:33.438492, cost_time=0:00:02.393703 2021-04-14 21:57:51,121 INFO : TRAIN, epoch=0061, iter=00020/00196, fetch data time cost=2.48ms, fps=1161 images/s, loss=0.9625, top1-acc=71.43%, top5-acc=94.18%, remaining_time=0:00:40.476128, arrival_time=2021-04-14 21:58:31.597659, cost_time=0:00:04.599550 2021-04-14 21:57:53,347 INFO : TRAIN, epoch=0061, iter=00030/00196, fetch data time cost=1.66ms, fps=1151 images/s, loss=0.9774, top1-acc=70.98%, top5-acc=94.05%, remaining_time=0:00:37.764336, arrival_time=2021-04-14 21:58:31.111214, cost_time=0:00:06.824894 2021-04-14 21:57:55,563 INFO : TRAIN, epoch=0061, iter=00040/00196, fetch data time cost=1.62ms, fps=1156 images/s, loss=0.9933, top1-acc=70.52%, top5-acc=93.70%, remaining_time=0:00:35.260056, arrival_time=2021-04-14 21:58:30.823075, cost_time=0:00:09.041033 2021-04-14 21:57:57,773 INFO : TRAIN, epoch=0061, iter=00050/00196, fetch data time cost=1.53ms, fps=1159 images/s, loss=0.9943, top1-acc=70.59%, top5-acc=93.68%, remaining_time=0:00:32.854380, arrival_time=2021-04-14 21:58:30.627838, cost_time=0:00:11.251480 2021-04-14 21:57:59,972 INFO : TRAIN, epoch=0061, iter=00060/00196, fetch data time cost=1.43ms, fps=1164 images/s, loss=0.9990, top1-acc=70.46%, top5-acc=93.70%, remaining_time=0:00:30.488616, arrival_time=2021-04-14 21:58:30.461345, cost_time=0:00:13.450846 2021-04-14 21:58:02,189 INFO : TRAIN, epoch=0061, iter=00070/00196, fetch data time cost=1.85ms, fps=1155 images/s, loss=1.0012, top1-acc=70.21%, top5-acc=93.71%, remaining_time=0:00:28.201824, arrival_time=2021-04-14 21:58:30.391426, cost_time=0:00:15.667686 2021-04-14 21:58:04,393 INFO : TRAIN, epoch=0061, iter=00080/00196, fetch data time cost=1.36ms, fps=1162 images/s, loss=0.9999, top1-acc=70.21%, top5-acc=93.71%, remaining_time=0:00:25.913240, arrival_time=2021-04-14 21:58:30.306431, cost_time=0:00:17.871216 2021-04-14 21:58:06,596 INFO : TRAIN, epoch=0061, iter=00090/00196, fetch data time cost=1.82ms, fps=1162 images/s, loss=1.0046, top1-acc=70.02%, top5-acc=93.59%, remaining_time=0:00:23.642876, arrival_time=2021-04-14 21:58:30.238872, cost_time=0:00:20.074165 2021-04-14 21:58:08,804 INFO : TRAIN, epoch=0061, iter=00100/00196, fetch data time cost=1.43ms, fps=1159 images/s, loss=1.0100, top1-acc=69.87%, top5-acc=93.52%, remaining_time=0:00:21.391200, arrival_time=2021-04-14 21:58:30.195615, cost_time=0:00:22.282455 2021-04-14 21:58:11,025 INFO : TRAIN, epoch=0061, iter=00110/00196, fetch data time cost=1.89ms, fps=1153 images/s, loss=1.0109, top1-acc=69.80%, top5-acc=93.50%, remaining_time=0:00:19.157704, arrival_time=2021-04-14 21:58:30.183598, cost_time=0:00:24.504052 2021-04-14 21:58:13,226 INFO : TRAIN, epoch=0061, iter=00120/00196, fetch data time cost=1.31ms, fps=1164 images/s, loss=1.0110, top1-acc=69.85%, top5-acc=93.50%, remaining_time=0:00:16.912584, arrival_time=2021-04-14 21:58:30.138577, cost_time=0:00:26.704071 2021-04-14 21:58:15,438 INFO : TRAIN, epoch=0061, iter=00130/00196, fetch data time cost=1.78ms, fps=1157 images/s, loss=1.0100, top1-acc=69.92%, top5-acc=93.52%, remaining_time=0:00:14.680842, arrival_time=2021-04-14 21:58:30.119633, cost_time=0:00:28.916831 2021-04-14 21:58:17,646 INFO : TRAIN, epoch=0061, iter=00140/00196, fetch data time cost=1.45ms, fps=1160 images/s, loss=1.0155, top1-acc=69.66%, top5-acc=93.47%, remaining_time=0:00:12.449752, arrival_time=2021-04-14 21:58:30.096041, cost_time=0:00:31.124384 2021-04-14 21:58:19,872 INFO : TRAIN, epoch=0061, iter=00150/00196, fetch data time cost=1.49ms, fps=1150 images/s, loss=1.0195, top1-acc=69.57%, top5-acc=93.44%, remaining_time=0:00:10.227548, arrival_time=2021-04-14 21:58:30.100249, cost_time=0:00:33.350772 2021-04-14 21:58:22,094 INFO : TRAIN, epoch=0061, iter=00160/00196, fetch data time cost=1.62ms, fps=1152 images/s, loss=1.0196, top1-acc=69.57%, top5-acc=93.39%, remaining_time=0:00:08.003880, arrival_time=2021-04-14 21:58:30.098632, cost_time=0:00:35.572827 2021-04-14 21:58:24,299 INFO : TRAIN, epoch=0061, iter=00170/00196, fetch data time cost=2.08ms, fps=1162 images/s, loss=1.0240, top1-acc=69.46%, top5-acc=93.33%, remaining_time=0:00:05.777668, arrival_time=2021-04-14 21:58:30.076782, cost_time=0:00:37.777075 2021-04-14 21:58:26,533 INFO : TRAIN, epoch=0061, iter=00180/00196, fetch data time cost=2.04ms, fps=1146 images/s, loss=1.0247, top1-acc=69.48%, top5-acc=93.31%, remaining_time=0:00:03.556592, arrival_time=2021-04-14 21:58:30.090282, cost_time=0:00:40.011727 2021-04-14 21:58:28,745 INFO : TRAIN, epoch=0061, iter=00190/00196, fetch data time cost=1.33ms, fps=1158 images/s, loss=1.0294, top1-acc=69.38%, top5-acc=93.23%, remaining_time=0:00:01.333374, arrival_time=2021-04-14 21:58:30.078789, cost_time=0:00:42.223505 2021-04-14 21:58:29,934 INFO : TRAIN, epoch=0061, iter=00196/00196, fetch data time cost=1.24ms, fps=1144 images/s, loss=1.0319, top1-acc=69.32%, top5-acc=93.21%, remaining_time=0:00:00, arrival_time=2021-04-14 21:58:29.934764, cost_time=0:00:43.412831 2021-04-14 21:58:30,802 INFO : EVAL, epoch=0061, iter=00010/00040, fetch data time cost=0.51ms, fps=2960 images/s, loss=1.6161, top1-acc=56.29%, top5-acc=85.08%, remaining_time=0:00:02.594400, arrival_time=2021-04-14 21:58:33.396358, cost_time=0:00:00.864801 2021-04-14 21:58:31,496 INFO : EVAL, epoch=0061, iter=00020/00040, fetch data time cost=1.52ms, fps=3688 images/s, loss=1.6198, top1-acc=56.17%, top5-acc=85.06%, remaining_time=0:00:01.559860, arrival_time=2021-04-14 21:58:33.056644, cost_time=0:00:01.559852 2021-04-14 21:58:32,195 INFO : EVAL, epoch=0061, iter=00030/00040, fetch data time cost=1.81ms, fps=3665 images/s, loss=1.6276, top1-acc=56.07%, top5-acc=84.93%, remaining_time=0:00:00.752910, arrival_time=2021-04-14 21:58:32.948759, cost_time=0:00:02.258742 2021-04-14 21:58:32,841 INFO : EVAL, epoch=0061, iter=00040/00040, fetch data time cost=0.14ms, fps=3596 images/s, loss=1.6266, top1-acc=56.15%, top5-acc=84.94%, remaining_time=0:00:00, arrival_time=2021-04-14 21:58:32.841685, cost_time=0:00:02.904634 2021-04-14 21:58:33,056 INFO : Epoch=0061 complete, best val top1-acc=58.03%, top5-acc=86.53% (epoch=47), remaining_time=1:47:53.464632, arrival_time=2021-04-14 23:46:26.520631, cost_time=0:47:20.872941 2021-04-14 21:58:33,057 INFO : Train start, epoch=0062, lr=0.078750 2021-04-14 21:58:35,471 INFO : TRAIN, epoch=0062, iter=00010/00196, fetch data time cost=1.68ms, fps=1061 images/s, loss=1.0124, top1-acc=70.00%, top5-acc=93.09%, remaining_time=0:00:44.898354, arrival_time=2021-04-14 21:59:20.369906, cost_time=0:00:02.413887 2021-04-14 21:58:37,682 INFO : TRAIN, epoch=0062, iter=00020/00196, fetch data time cost=2.01ms, fps=1158 images/s, loss=0.9861, top1-acc=70.94%, top5-acc=93.55%, remaining_time=0:00:40.699296, arrival_time=2021-04-14 21:59:18.382003, cost_time=0:00:04.624916 2021-04-14 21:58:39,903 INFO : TRAIN, epoch=0062, iter=00030/00196, fetch data time cost=1.41ms, fps=1153 images/s, loss=0.9892, top1-acc=70.82%, top5-acc=93.74%, remaining_time=0:00:37.880536, arrival_time=2021-04-14 21:59:17.784198, cost_time=0:00:06.845893 2021-04-14 21:58:42,116 INFO : TRAIN, epoch=0062, iter=00040/00196, fetch data time cost=2.97ms, fps=1157 images/s, loss=0.9823, top1-acc=70.96%, top5-acc=93.91%, remaining_time=0:00:35.329320, arrival_time=2021-04-14 21:59:17.445870, cost_time=0:00:09.058820 2021-04-14 21:58:44,329 INFO : TRAIN, epoch=0062, iter=00050/00196, fetch data time cost=1.53ms, fps=1157 images/s, loss=0.9815, top1-acc=71.02%, top5-acc=93.95%, remaining_time=0:00:32.913218, arrival_time=2021-04-14 21:59:17.242438, cost_time=0:00:11.271636 2021-04-14 21:58:46,538 INFO : TRAIN, epoch=0062, iter=00060/00196, fetch data time cost=1.41ms, fps=1159 images/s, loss=0.9806, top1-acc=71.11%, top5-acc=93.87%, remaining_time=0:00:30.556752, arrival_time=2021-04-14 21:59:17.095318, cost_time=0:00:13.480909 2021-04-14 21:58:48,740 INFO : TRAIN, epoch=0062, iter=00070/00196, fetch data time cost=1.87ms, fps=1163 images/s, loss=0.9844, top1-acc=70.93%, top5-acc=93.80%, remaining_time=0:00:28.228662, arrival_time=2021-04-14 21:59:16.969023, cost_time=0:00:15.682594 2021-04-14 21:58:50,949 INFO : TRAIN, epoch=0062, iter=00080/00196, fetch data time cost=1.53ms, fps=1159 images/s, loss=0.9895, top1-acc=70.78%, top5-acc=93.77%, remaining_time=0:00:25.942472, arrival_time=2021-04-14 21:59:16.891453, cost_time=0:00:17.891347 2021-04-14 21:58:53,149 INFO : TRAIN, epoch=0062, iter=00090/00196, fetch data time cost=2.24ms, fps=1164 images/s, loss=0.9869, top1-acc=70.68%, top5-acc=93.82%, remaining_time=0:00:23.663758, arrival_time=2021-04-14 21:59:16.813336, cost_time=0:00:20.091870 2021-04-14 21:58:55,364 INFO : TRAIN, epoch=0062, iter=00100/00196, fetch data time cost=1.96ms, fps=1156 images/s, loss=0.9924, top1-acc=70.64%, top5-acc=93.76%, remaining_time=0:00:21.414816, arrival_time=2021-04-14 21:59:16.779471, cost_time=0:00:22.307059 2021-04-14 21:58:57,568 INFO : TRAIN, epoch=0062, iter=00110/00196, fetch data time cost=1.41ms, fps=1162 images/s, loss=0.9962, top1-acc=70.53%, top5-acc=93.69%, remaining_time=0:00:19.162864, arrival_time=2021-04-14 21:59:16.731132, cost_time=0:00:24.510695 2021-04-14 21:58:59,773 INFO : TRAIN, epoch=0062, iter=00120/00196, fetch data time cost=1.41ms, fps=1161 images/s, loss=0.9996, top1-acc=70.48%, top5-acc=93.62%, remaining_time=0:00:16.920032, arrival_time=2021-04-14 21:59:16.693495, cost_time=0:00:26.715802 2021-04-14 21:59:01,992 INFO : TRAIN, epoch=0062, iter=00130/00196, fetch data time cost=1.34ms, fps=1154 images/s, loss=1.0052, top1-acc=70.37%, top5-acc=93.54%, remaining_time=0:00:14.689752, arrival_time=2021-04-14 21:59:16.681919, cost_time=0:00:28.934398 2021-04-14 21:59:04,196 INFO : TRAIN, epoch=0062, iter=00140/00196, fetch data time cost=2.22ms, fps=1162 images/s, loss=1.0091, top1-acc=70.25%, top5-acc=93.45%, remaining_time=0:00:12.455464, arrival_time=2021-04-14 21:59:16.651747, cost_time=0:00:31.138622 2021-04-14 21:59:06,406 INFO : TRAIN, epoch=0062, iter=00150/00196, fetch data time cost=1.67ms, fps=1159 images/s, loss=1.0148, top1-acc=70.10%, top5-acc=93.37%, remaining_time=0:00:10.226812, arrival_time=2021-04-14 21:59:16.632717, cost_time=0:00:33.348239 2021-04-14 21:59:08,640 INFO : TRAIN, epoch=0062, iter=00160/00196, fetch data time cost=2.06ms, fps=1146 images/s, loss=1.0186, top1-acc=69.99%, top5-acc=93.29%, remaining_time=0:00:08.006148, arrival_time=2021-04-14 21:59:16.646724, cost_time=0:00:35.582906 2021-04-14 21:59:10,850 INFO : TRAIN, epoch=0062, iter=00170/00196, fetch data time cost=1.67ms, fps=1159 images/s, loss=1.0203, top1-acc=70.00%, top5-acc=93.24%, remaining_time=0:00:05.780060, arrival_time=2021-04-14 21:59:16.630400, cost_time=0:00:37.792674 2021-04-14 21:59:13,061 INFO : TRAIN, epoch=0062, iter=00180/00196, fetch data time cost=1.43ms, fps=1158 images/s, loss=1.0222, top1-acc=69.89%, top5-acc=93.25%, remaining_time=0:00:03.555936, arrival_time=2021-04-14 21:59:16.617800, cost_time=0:00:40.004206 2021-04-14 21:59:15,260 INFO : TRAIN, epoch=0062, iter=00190/00196, fetch data time cost=2.05ms, fps=1165 images/s, loss=1.0252, top1-acc=69.84%, top5-acc=93.25%, remaining_time=0:00:01.332708, arrival_time=2021-04-14 21:59:16.592761, cost_time=0:00:42.202397 2021-04-14 21:59:16,453 INFO : TRAIN, epoch=0062, iter=00196/00196, fetch data time cost=1.53ms, fps=1140 images/s, loss=1.0267, top1-acc=69.81%, top5-acc=93.23%, remaining_time=0:00:00, arrival_time=2021-04-14 21:59:16.453469, cost_time=0:00:43.395829 2021-04-14 21:59:17,294 INFO : EVAL, epoch=0062, iter=00010/00040, fetch data time cost=1.95ms, fps=3055 images/s, loss=1.6185, top1-acc=57.34%, top5-acc=85.23%, remaining_time=0:00:02.513610, arrival_time=2021-04-14 21:59:19.808027, cost_time=0:00:00.837866 2021-04-14 21:59:17,985 INFO : EVAL, epoch=0062, iter=00020/00040, fetch data time cost=1.34ms, fps=3707 images/s, loss=1.6535, top1-acc=55.88%, top5-acc=85.00%, remaining_time=0:00:01.528800, arrival_time=2021-04-14 21:59:19.514204, cost_time=0:00:01.528797 2021-04-14 21:59:18,680 INFO : EVAL, epoch=0062, iter=00030/00040, fetch data time cost=1.58ms, fps=3685 images/s, loss=1.6684, top1-acc=55.51%, top5-acc=84.71%, remaining_time=0:00:00.741310, arrival_time=2021-04-14 21:59:19.421884, cost_time=0:00:02.223921 2021-04-14 21:59:19,317 INFO : EVAL, epoch=0062, iter=00040/00040, fetch data time cost=0.09ms, fps=3644 images/s, loss=1.6695, top1-acc=55.22%, top5-acc=84.43%, remaining_time=0:00:00, arrival_time=2021-04-14 21:59:19.317770, cost_time=0:00:02.861237 2021-04-14 21:59:19,508 INFO : Epoch=0062 complete, best val top1-acc=58.03%, top5-acc=86.53% (epoch=47), remaining_time=1:47:06.628260, arrival_time=2021-04-14 23:46:26.137069, cost_time=0:48:07.325765 2021-04-14 21:59:19,510 INFO : Train start, epoch=0063, lr=0.078104 2021-04-14 21:59:21,909 INFO : TRAIN, epoch=0063, iter=00010/00196, fetch data time cost=1.78ms, fps=1067 images/s, loss=1.0556, top1-acc=68.95%, top5-acc=93.44%, remaining_time=0:00:44.633118, arrival_time=2021-04-14 22:00:06.542989, cost_time=0:00:02.399630 2021-04-14 21:59:24,116 INFO : TRAIN, epoch=0063, iter=00020/00196, fetch data time cost=1.64ms, fps=1161 images/s, loss=1.0215, top1-acc=69.47%, top5-acc=93.67%, remaining_time=0:00:40.531392, arrival_time=2021-04-14 22:00:04.647621, cost_time=0:00:04.605848 2021-04-14 21:59:26,321 INFO : TRAIN, epoch=0063, iter=00030/00196, fetch data time cost=1.46ms, fps=1161 images/s, loss=1.0122, top1-acc=69.91%, top5-acc=93.72%, remaining_time=0:00:37.689470, arrival_time=2021-04-14 22:00:04.011051, cost_time=0:00:06.811342 2021-04-14 21:59:28,529 INFO : TRAIN, epoch=0063, iter=00040/00196, fetch data time cost=1.56ms, fps=1160 images/s, loss=1.0178, top1-acc=69.65%, top5-acc=93.66%, remaining_time=0:00:35.175036, arrival_time=2021-04-14 22:00:03.704593, cost_time=0:00:09.019230 2021-04-14 21:59:30,740 INFO : TRAIN, epoch=0063, iter=00050/00196, fetch data time cost=2.08ms, fps=1158 images/s, loss=1.0081, top1-acc=70.04%, top5-acc=93.77%, remaining_time=0:00:32.792476, arrival_time=2021-04-14 22:00:03.533047, cost_time=0:00:11.230291 2021-04-14 21:59:32,962 INFO : TRAIN, epoch=0063, iter=00060/00196, fetch data time cost=1.37ms, fps=1153 images/s, loss=1.0111, top1-acc=69.88%, top5-acc=93.62%, remaining_time=0:00:30.490656, arrival_time=2021-04-14 22:00:03.452687, cost_time=0:00:13.451747 2021-04-14 21:59:35,167 INFO : TRAIN, epoch=0063, iter=00070/00196, fetch data time cost=1.39ms, fps=1161 images/s, loss=1.0124, top1-acc=69.84%, top5-acc=93.52%, remaining_time=0:00:28.183176, arrival_time=2021-04-14 22:00:03.350840, cost_time=0:00:15.657300 2021-04-14 21:59:37,387 INFO : TRAIN, epoch=0063, iter=00080/00196, fetch data time cost=1.98ms, fps=1154 images/s, loss=1.0179, top1-acc=69.73%, top5-acc=93.45%, remaining_time=0:00:25.921592, arrival_time=2021-04-14 22:00:03.308752, cost_time=0:00:17.876923 2021-04-14 21:59:39,597 INFO : TRAIN, epoch=0063, iter=00090/00196, fetch data time cost=1.43ms, fps=1158 images/s, loss=1.0176, top1-acc=69.84%, top5-acc=93.42%, remaining_time=0:00:23.658246, arrival_time=2021-04-14 22:00:03.255718, cost_time=0:00:20.087153 2021-04-14 21:59:41,805 INFO : TRAIN, epoch=0063, iter=00100/00196, fetch data time cost=1.54ms, fps=1160 images/s, loss=1.0194, top1-acc=69.80%, top5-acc=93.39%, remaining_time=0:00:21.403008, arrival_time=2021-04-14 22:00:03.208106, cost_time=0:00:22.294774 2021-04-14 21:59:44,026 INFO : TRAIN, epoch=0063, iter=00110/00196, fetch data time cost=2.13ms, fps=1153 images/s, loss=1.0211, top1-acc=69.83%, top5-acc=93.39%, remaining_time=0:00:19.167422, arrival_time=2021-04-14 22:00:03.194244, cost_time=0:00:24.516444 2021-04-14 21:59:46,246 INFO : TRAIN, epoch=0063, iter=00120/00196, fetch data time cost=1.50ms, fps=1154 images/s, loss=1.0230, top1-acc=69.84%, top5-acc=93.34%, remaining_time=0:00:16.932496, arrival_time=2021-04-14 22:00:03.178459, cost_time=0:00:26.735538 2021-04-14 21:59:48,463 INFO : TRAIN, epoch=0063, iter=00130/00196, fetch data time cost=1.43ms, fps=1155 images/s, loss=1.0227, top1-acc=69.80%, top5-acc=93.34%, remaining_time=0:00:14.699256, arrival_time=2021-04-14 22:00:03.162688, cost_time=0:00:28.953108 2021-04-14 21:59:50,661 INFO : TRAIN, epoch=0063, iter=00140/00196, fetch data time cost=1.38ms, fps=1165 images/s, loss=1.0230, top1-acc=69.79%, top5-acc=93.28%, remaining_time=0:00:12.460448, arrival_time=2021-04-14 22:00:03.121940, cost_time=0:00:31.151092 2021-04-14 21:59:52,880 INFO : TRAIN, epoch=0063, iter=00150/00196, fetch data time cost=1.63ms, fps=1154 images/s, loss=1.0246, top1-acc=69.72%, top5-acc=93.27%, remaining_time=0:00:10.233298, arrival_time=2021-04-14 22:00:03.113194, cost_time=0:00:33.369487 2021-04-14 21:59:55,088 INFO : TRAIN, epoch=0063, iter=00160/00196, fetch data time cost=1.95ms, fps=1160 images/s, loss=1.0275, top1-acc=69.57%, top5-acc=93.25%, remaining_time=0:00:08.005104, arrival_time=2021-04-14 22:00:03.093662, cost_time=0:00:35.578172 2021-04-14 21:59:57,307 INFO : TRAIN, epoch=0063, iter=00170/00196, fetch data time cost=2.65ms, fps=1154 images/s, loss=1.0289, top1-acc=69.54%, top5-acc=93.24%, remaining_time=0:00:05.780788, arrival_time=2021-04-14 22:00:03.088630, cost_time=0:00:37.797522 2021-04-14 21:59:59,522 INFO : TRAIN, epoch=0063, iter=00180/00196, fetch data time cost=2.64ms, fps=1157 images/s, loss=1.0297, top1-acc=69.52%, top5-acc=93.21%, remaining_time=0:00:03.556576, arrival_time=2021-04-14 22:00:03.078469, cost_time=0:00:40.011430 2021-04-14 22:00:01,730 INFO : TRAIN, epoch=0063, iter=00190/00196, fetch data time cost=1.81ms, fps=1160 images/s, loss=1.0302, top1-acc=69.49%, top5-acc=93.21%, remaining_time=0:00:01.333260, arrival_time=2021-04-14 22:00:03.063526, cost_time=0:00:42.219908 2021-04-14 22:00:02,921 INFO : TRAIN, epoch=0063, iter=00196/00196, fetch data time cost=1.44ms, fps=1143 images/s, loss=1.0322, top1-acc=69.45%, top5-acc=93.18%, remaining_time=0:00:00, arrival_time=2021-04-14 22:00:02.921021, cost_time=0:00:43.410791 2021-04-14 22:00:03,789 INFO : EVAL, epoch=0063, iter=00010/00040, fetch data time cost=2.97ms, fps=2957 images/s, loss=1.4920, top1-acc=59.22%, top5-acc=86.56%, remaining_time=0:00:02.597460, arrival_time=2021-04-14 22:00:06.386488, cost_time=0:00:00.865815 2021-04-14 22:00:04,480 INFO : EVAL, epoch=0063, iter=00020/00040, fetch data time cost=1.59ms, fps=3708 images/s, loss=1.4933, top1-acc=59.10%, top5-acc=86.35%, remaining_time=0:00:01.557360, arrival_time=2021-04-14 22:00:06.037627, cost_time=0:00:01.557356 2021-04-14 22:00:05,169 INFO : EVAL, epoch=0063, iter=00030/00040, fetch data time cost=1.45ms, fps=3717 images/s, loss=1.4805, top1-acc=59.35%, top5-acc=86.56%, remaining_time=0:00:00.748810, arrival_time=2021-04-14 22:00:05.918140, cost_time=0:00:02.246419 2021-04-14 22:00:05,801 INFO : EVAL, epoch=0063, iter=00040/00040, fetch data time cost=0.08ms, fps=3671 images/s, loss=1.4793, top1-acc=59.60%, top5-acc=86.57%, remaining_time=0:00:00, arrival_time=2021-04-14 22:00:05.801581, cost_time=0:00:02.878700 2021-04-14 22:00:06,094 INFO : Epoch=0063 complete, best val top1-acc=59.60%, top5-acc=86.57% (epoch=63), remaining_time=1:46:20.092055, arrival_time=2021-04-14 23:46:26.186038, cost_time=0:48:53.910929 2021-04-14 22:00:06,095 INFO : Train start, epoch=0064, lr=0.077451 2021-04-14 22:00:08,480 INFO : TRAIN, epoch=0064, iter=00010/00196, fetch data time cost=1.67ms, fps=1073 images/s, loss=0.9938, top1-acc=70.78%, top5-acc=93.40%, remaining_time=0:00:44.362488, arrival_time=2021-04-14 22:00:52.843090, cost_time=0:00:02.385085 2021-04-14 22:00:10,690 INFO : TRAIN, epoch=0064, iter=00020/00196, fetch data time cost=2.00ms, fps=1159 images/s, loss=0.9680, top1-acc=71.00%, top5-acc=93.69%, remaining_time=0:00:40.435824, arrival_time=2021-04-14 22:00:51.126291, cost_time=0:00:04.594971 2021-04-14 22:00:12,897 INFO : TRAIN, epoch=0064, iter=00030/00196, fetch data time cost=2.41ms, fps=1160 images/s, loss=0.9788, top1-acc=70.94%, top5-acc=93.70%, remaining_time=0:00:37.639836, arrival_time=2021-04-14 22:00:50.537696, cost_time=0:00:06.802368 2021-04-14 22:00:15,116 INFO : TRAIN, epoch=0064, iter=00040/00196, fetch data time cost=1.77ms, fps=1154 images/s, loss=0.9747, top1-acc=70.78%, top5-acc=93.88%, remaining_time=0:00:35.180496, arrival_time=2021-04-14 22:00:50.296642, cost_time=0:00:09.020637 2021-04-14 22:00:17,322 INFO : TRAIN, epoch=0064, iter=00050/00196, fetch data time cost=1.84ms, fps=1161 images/s, loss=0.9902, top1-acc=70.34%, top5-acc=93.81%, remaining_time=0:00:32.781526, arrival_time=2021-04-14 22:00:50.103627, cost_time=0:00:11.226561 2021-04-14 22:00:19,534 INFO : TRAIN, epoch=0064, iter=00060/00196, fetch data time cost=2.12ms, fps=1157 images/s, loss=0.9934, top1-acc=70.50%, top5-acc=93.60%, remaining_time=0:00:30.461688, arrival_time=2021-04-14 22:00:49.996344, cost_time=0:00:13.439001 2021-04-14 22:00:21,742 INFO : TRAIN, epoch=0064, iter=00070/00196, fetch data time cost=1.45ms, fps=1160 images/s, loss=1.0002, top1-acc=70.38%, top5-acc=93.45%, remaining_time=0:00:28.163520, arrival_time=2021-04-14 22:00:49.905658, cost_time=0:00:15.646379 2021-04-14 22:00:23,959 INFO : TRAIN, epoch=0064, iter=00080/00196, fetch data time cost=1.56ms, fps=1155 images/s, loss=1.0025, top1-acc=70.39%, top5-acc=93.39%, remaining_time=0:00:25.902916, arrival_time=2021-04-14 22:00:49.862593, cost_time=0:00:17.864046 2021-04-14 22:00:26,168 INFO : TRAIN, epoch=0064, iter=00090/00196, fetch data time cost=2.23ms, fps=1159 images/s, loss=1.0090, top1-acc=70.15%, top5-acc=93.36%, remaining_time=0:00:23.641286, arrival_time=2021-04-14 22:00:49.809606, cost_time=0:00:20.072819 2021-04-14 22:00:28,379 INFO : TRAIN, epoch=0064, iter=00100/00196, fetch data time cost=2.12ms, fps=1158 images/s, loss=1.0086, top1-acc=70.11%, top5-acc=93.42%, remaining_time=0:00:21.392640, arrival_time=2021-04-14 22:00:49.772116, cost_time=0:00:22.284009 2021-04-14 22:00:30,582 INFO : TRAIN, epoch=0064, iter=00110/00196, fetch data time cost=1.82ms, fps=1162 images/s, loss=1.0095, top1-acc=70.02%, top5-acc=93.47%, remaining_time=0:00:19.144288, arrival_time=2021-04-14 22:00:49.726653, cost_time=0:00:24.486851 2021-04-14 22:00:32,790 INFO : TRAIN, epoch=0064, iter=00120/00196, fetch data time cost=1.44ms, fps=1160 images/s, loss=1.0081, top1-acc=69.98%, top5-acc=93.48%, remaining_time=0:00:16.906960, arrival_time=2021-04-14 22:00:49.697767, cost_time=0:00:26.695247 2021-04-14 22:00:34,996 INFO : TRAIN, epoch=0064, iter=00130/00196, fetch data time cost=1.51ms, fps=1161 images/s, loss=1.0118, top1-acc=69.89%, top5-acc=93.43%, remaining_time=0:00:14.672922, arrival_time=2021-04-14 22:00:49.669652, cost_time=0:00:28.901261 2021-04-14 22:00:37,210 INFO : TRAIN, epoch=0064, iter=00140/00196, fetch data time cost=1.63ms, fps=1157 images/s, loss=1.0118, top1-acc=69.90%, top5-acc=93.42%, remaining_time=0:00:12.446056, arrival_time=2021-04-14 22:00:49.656726, cost_time=0:00:31.115159 2021-04-14 22:00:39,414 INFO : TRAIN, epoch=0064, iter=00150/00196, fetch data time cost=1.50ms, fps=1162 images/s, loss=1.0150, top1-acc=69.79%, top5-acc=93.37%, remaining_time=0:00:10.217796, arrival_time=2021-04-14 22:00:49.632139, cost_time=0:00:33.318917 2021-04-14 22:00:41,627 INFO : TRAIN, epoch=0064, iter=00160/00196, fetch data time cost=1.34ms, fps=1157 images/s, loss=1.0188, top1-acc=69.70%, top5-acc=93.29%, remaining_time=0:00:07.994628, arrival_time=2021-04-14 22:00:49.621818, cost_time=0:00:35.531683 2021-04-14 22:00:43,826 INFO : TRAIN, epoch=0064, iter=00170/00196, fetch data time cost=1.46ms, fps=1164 images/s, loss=1.0200, top1-acc=69.68%, top5-acc=93.28%, remaining_time=0:00:05.770674, arrival_time=2021-04-14 22:00:49.597387, cost_time=0:00:37.731272 2021-04-14 22:00:46,025 INFO : TRAIN, epoch=0064, iter=00180/00196, fetch data time cost=1.57ms, fps=1165 images/s, loss=1.0220, top1-acc=69.64%, top5-acc=93.23%, remaining_time=0:00:03.549328, arrival_time=2021-04-14 22:00:49.574637, cost_time=0:00:39.929885 2021-04-14 22:00:48,230 INFO : TRAIN, epoch=0064, iter=00190/00196, fetch data time cost=1.20ms, fps=1161 images/s, loss=1.0238, top1-acc=69.58%, top5-acc=93.20%, remaining_time=0:00:01.330566, arrival_time=2021-04-14 22:00:49.560680, cost_time=0:00:42.134558 2021-04-14 22:00:49,408 INFO : TRAIN, epoch=0064, iter=00196/00196, fetch data time cost=1.22ms, fps=1155 images/s, loss=1.0231, top1-acc=69.58%, top5-acc=93.20%, remaining_time=0:00:00, arrival_time=2021-04-14 22:00:49.408338, cost_time=0:00:43.312920 2021-04-14 22:00:50,250 INFO : EVAL, epoch=0064, iter=00010/00040, fetch data time cost=1.48ms, fps=3049 images/s, loss=1.4336, top1-acc=60.98%, top5-acc=86.76%, remaining_time=0:00:02.518920, arrival_time=2021-04-14 22:00:52.769009, cost_time=0:00:00.839637 2021-04-14 22:00:50,941 INFO : EVAL, epoch=0064, iter=00020/00040, fetch data time cost=1.55ms, fps=3706 images/s, loss=1.4597, top1-acc=60.04%, top5-acc=87.03%, remaining_time=0:00:01.530840, arrival_time=2021-04-14 22:00:52.472081, cost_time=0:00:01.530832 2021-04-14 22:00:51,630 INFO : EVAL, epoch=0064, iter=00030/00040, fetch data time cost=1.62ms, fps=3714 images/s, loss=1.4611, top1-acc=59.87%, top5-acc=86.93%, remaining_time=0:00:00.740150, arrival_time=2021-04-14 22:00:52.371022, cost_time=0:00:02.220462 2021-04-14 22:00:52,261 INFO : EVAL, epoch=0064, iter=00040/00040, fetch data time cost=0.08ms, fps=3680 images/s, loss=1.4264, top1-acc=60.38%, top5-acc=87.20%, remaining_time=0:00:00, arrival_time=2021-04-14 22:00:52.261699, cost_time=0:00:02.851324 2021-04-14 22:00:52,565 INFO : Epoch=0064 complete, best val top1-acc=60.38%, top5-acc=87.20% (epoch=64), remaining_time=1:45:33.311512, arrival_time=2021-04-14 23:46:25.876479, cost_time=0:49:40.381919 2021-04-14 22:00:52,566 INFO : Train start, epoch=0065, lr=0.076791 2021-04-14 22:00:54,947 INFO : TRAIN, epoch=0065, iter=00010/00196, fetch data time cost=1.85ms, fps=1075 images/s, loss=0.9379, top1-acc=72.30%, top5-acc=94.57%, remaining_time=0:00:44.291808, arrival_time=2021-04-14 22:01:39.239522, cost_time=0:00:02.381281 2021-04-14 22:00:57,160 INFO : TRAIN, epoch=0065, iter=00020/00196, fetch data time cost=1.42ms, fps=1158 images/s, loss=0.9411, top1-acc=72.23%, top5-acc=94.32%, remaining_time=0:00:40.423504, arrival_time=2021-04-14 22:01:37.583490, cost_time=0:00:04.593587 2021-04-14 22:00:59,358 INFO : TRAIN, epoch=0065, iter=00030/00196, fetch data time cost=2.02ms, fps=1165 images/s, loss=0.9531, top1-acc=71.89%, top5-acc=94.11%, remaining_time=0:00:37.581404, arrival_time=2021-04-14 22:01:36.939672, cost_time=0:00:06.791810 2021-04-14 22:01:01,572 INFO : TRAIN, epoch=0065, iter=00040/00196, fetch data time cost=1.89ms, fps=1157 images/s, loss=0.9551, top1-acc=71.85%, top5-acc=94.15%, remaining_time=0:00:35.122464, arrival_time=2021-04-14 22:01:36.694627, cost_time=0:00:09.005759 2021-04-14 22:01:03,771 INFO : TRAIN, epoch=0065, iter=00050/00196, fetch data time cost=1.99ms, fps=1164 images/s, loss=0.9552, top1-acc=71.83%, top5-acc=94.05%, remaining_time=0:00:32.718746, arrival_time=2021-04-14 22:01:36.490216, cost_time=0:00:11.205057 2021-04-14 22:01:05,966 INFO : TRAIN, epoch=0065, iter=00060/00196, fetch data time cost=1.47ms, fps=1167 images/s, loss=0.9585, top1-acc=71.67%, top5-acc=94.01%, remaining_time=0:00:30.373152, arrival_time=2021-04-14 22:01:36.339384, cost_time=0:00:13.399906 2021-04-14 22:01:08,187 INFO : TRAIN, epoch=0065, iter=00070/00196, fetch data time cost=1.44ms, fps=1153 images/s, loss=0.9611, top1-acc=71.46%, top5-acc=93.98%, remaining_time=0:00:28.117908, arrival_time=2021-04-14 22:01:36.305334, cost_time=0:00:15.621026 2021-04-14 22:01:10,381 INFO : TRAIN, epoch=0065, iter=00080/00196, fetch data time cost=1.98ms, fps=1167 images/s, loss=0.9680, top1-acc=71.42%, top5-acc=93.93%, remaining_time=0:00:25.831692, arrival_time=2021-04-14 22:01:36.213045, cost_time=0:00:17.814939 2021-04-14 22:01:12,581 INFO : TRAIN, epoch=0065, iter=00090/00196, fetch data time cost=1.31ms, fps=1164 images/s, loss=0.9792, top1-acc=71.07%, top5-acc=93.77%, remaining_time=0:00:23.573340, arrival_time=2021-04-14 22:01:36.154726, cost_time=0:00:20.015057 2021-04-14 22:01:14,785 INFO : TRAIN, epoch=0065, iter=00100/00196, fetch data time cost=1.43ms, fps=1162 images/s, loss=0.9830, top1-acc=70.95%, top5-acc=93.82%, remaining_time=0:00:21.329856, arrival_time=2021-04-14 22:01:36.114866, cost_time=0:00:22.218560 2021-04-14 22:01:16,984 INFO : TRAIN, epoch=0065, iter=00110/00196, fetch data time cost=1.77ms, fps=1164 images/s, loss=0.9879, top1-acc=70.82%, top5-acc=93.75%, remaining_time=0:00:19.090796, arrival_time=2021-04-14 22:01:36.075663, cost_time=0:00:24.418514 2021-04-14 22:01:19,189 INFO : TRAIN, epoch=0065, iter=00120/00196, fetch data time cost=1.39ms, fps=1162 images/s, loss=0.9904, top1-acc=70.75%, top5-acc=93.71%, remaining_time=0:00:16.861208, arrival_time=2021-04-14 22:01:36.050668, cost_time=0:00:26.622952 2021-04-14 22:01:21,399 INFO : TRAIN, epoch=0065, iter=00130/00196, fetch data time cost=1.44ms, fps=1159 images/s, loss=0.9959, top1-acc=70.60%, top5-acc=93.56%, remaining_time=0:00:14.638470, arrival_time=2021-04-14 22:01:36.038194, cost_time=0:00:28.833346 2021-04-14 22:01:23,617 INFO : TRAIN, epoch=0065, iter=00140/00196, fetch data time cost=2.40ms, fps=1155 images/s, loss=0.9995, top1-acc=70.49%, top5-acc=93.52%, remaining_time=0:00:12.420408, arrival_time=2021-04-14 22:01:36.037866, cost_time=0:00:31.051004 2021-04-14 22:01:25,814 INFO : TRAIN, epoch=0065, iter=00150/00196, fetch data time cost=1.73ms, fps=1166 images/s, loss=1.0023, top1-acc=70.37%, top5-acc=93.53%, remaining_time=0:00:10.196038, arrival_time=2021-04-14 22:01:36.010455, cost_time=0:00:33.248019 2021-04-14 22:01:28,021 INFO : TRAIN, epoch=0065, iter=00160/00196, fetch data time cost=1.98ms, fps=1160 images/s, loss=1.0031, top1-acc=70.36%, top5-acc=93.53%, remaining_time=0:00:07.977312, arrival_time=2021-04-14 22:01:35.998502, cost_time=0:00:35.454793 2021-04-14 22:01:30,224 INFO : TRAIN, epoch=0065, iter=00170/00196, fetch data time cost=2.11ms, fps=1162 images/s, loss=1.0085, top1-acc=70.17%, top5-acc=93.44%, remaining_time=0:00:05.759520, arrival_time=2021-04-14 22:01:35.984356, cost_time=0:00:37.658436 2021-04-14 22:01:32,425 INFO : TRAIN, epoch=0065, iter=00180/00196, fetch data time cost=1.43ms, fps=1164 images/s, loss=1.0116, top1-acc=70.06%, top5-acc=93.40%, remaining_time=0:00:03.542992, arrival_time=2021-04-14 22:01:35.968305, cost_time=0:00:39.858629 2021-04-14 22:01:34,641 INFO : TRAIN, epoch=0065, iter=00190/00196, fetch data time cost=1.45ms, fps=1156 images/s, loss=1.0131, top1-acc=70.02%, top5-acc=93.37%, remaining_time=0:00:01.328676, arrival_time=2021-04-14 22:01:35.969961, cost_time=0:00:42.074659 2021-04-14 22:01:35,821 INFO : TRAIN, epoch=0065, iter=00196/00196, fetch data time cost=1.39ms, fps=1154 images/s, loss=1.0167, top1-acc=69.92%, top5-acc=93.33%, remaining_time=0:00:00, arrival_time=2021-04-14 22:01:35.821085, cost_time=0:00:43.254756 2021-04-14 22:01:36,679 INFO : EVAL, epoch=0065, iter=00010/00040, fetch data time cost=0.22ms, fps=2989 images/s, loss=1.8251, top1-acc=52.38%, top5-acc=82.62%, remaining_time=0:00:02.569740, arrival_time=2021-04-14 22:01:39.249513, cost_time=0:00:00.856583 2021-04-14 22:01:37,371 INFO : EVAL, epoch=0065, iter=00020/00040, fetch data time cost=1.72ms, fps=3705 images/s, loss=1.8470, top1-acc=52.36%, top5-acc=82.11%, remaining_time=0:00:01.548280, arrival_time=2021-04-14 22:01:38.919649, cost_time=0:00:01.548285 2021-04-14 22:01:38,060 INFO : EVAL, epoch=0065, iter=00030/00040, fetch data time cost=1.46ms, fps=3717 images/s, loss=1.8429, top1-acc=52.11%, top5-acc=82.47%, remaining_time=0:00:00.745760, arrival_time=2021-04-14 22:01:38.806274, cost_time=0:00:02.237281 2021-04-14 22:01:38,690 INFO : EVAL, epoch=0065, iter=00040/00040, fetch data time cost=0.08ms, fps=3688 images/s, loss=1.8489, top1-acc=51.79%, top5-acc=82.40%, remaining_time=0:00:00, arrival_time=2021-04-14 22:01:38.690089, cost_time=0:00:02.867035 2021-04-14 22:01:38,875 INFO : Epoch=0065 complete, best val top1-acc=60.38%, top5-acc=87.20% (epoch=64), remaining_time=1:44:46.207500, arrival_time=2021-04-14 23:46:25.083041, cost_time=0:50:26.692482 2021-04-14 22:01:38,876 INFO : Train start, epoch=0066, lr=0.076125 2021-04-14 22:01:41,254 INFO : TRAIN, epoch=0066, iter=00010/00196, fetch data time cost=1.37ms, fps=1077 images/s, loss=1.0228, top1-acc=69.77%, top5-acc=93.52%, remaining_time=0:00:44.218710, arrival_time=2021-04-14 22:02:25.473125, cost_time=0:00:02.377353 2021-04-14 22:01:43,469 INFO : TRAIN, epoch=0066, iter=00020/00196, fetch data time cost=1.32ms, fps=1156 images/s, loss=1.0090, top1-acc=70.35%, top5-acc=93.34%, remaining_time=0:00:40.411888, arrival_time=2021-04-14 22:02:23.881277, cost_time=0:00:04.592262 2021-04-14 22:01:45,677 INFO : TRAIN, epoch=0066, iter=00030/00196, fetch data time cost=2.41ms, fps=1160 images/s, loss=0.9946, top1-acc=71.11%, top5-acc=93.33%, remaining_time=0:00:37.627220, arrival_time=2021-04-14 22:02:23.304389, cost_time=0:00:06.800105 2021-04-14 22:01:47,881 INFO : TRAIN, epoch=0066, iter=00040/00196, fetch data time cost=1.64ms, fps=1161 images/s, loss=0.9848, top1-acc=71.21%, top5-acc=93.54%, remaining_time=0:00:35.118720, arrival_time=2021-04-14 22:02:23.000501, cost_time=0:00:09.004787 2021-04-14 22:01:50,080 INFO : TRAIN, epoch=0066, iter=00050/00196, fetch data time cost=1.48ms, fps=1165 images/s, loss=0.9932, top1-acc=70.72%, top5-acc=93.61%, remaining_time=0:00:32.712760, arrival_time=2021-04-14 22:02:22.792816, cost_time=0:00:11.202975 2021-04-14 22:01:52,276 INFO : TRAIN, epoch=0066, iter=00060/00196, fetch data time cost=1.50ms, fps=1166 images/s, loss=0.9932, top1-acc=70.61%, top5-acc=93.64%, remaining_time=0:00:30.371112, arrival_time=2021-04-14 22:02:22.647141, cost_time=0:00:13.399048 2021-04-14 22:01:54,481 INFO : TRAIN, epoch=0066, iter=00070/00196, fetch data time cost=1.43ms, fps=1161 images/s, loss=0.9952, top1-acc=70.54%, top5-acc=93.62%, remaining_time=0:00:28.087542, arrival_time=2021-04-14 22:02:22.568809, cost_time=0:00:15.604203 2021-04-14 22:01:56,678 INFO : TRAIN, epoch=0066, iter=00080/00196, fetch data time cost=1.43ms, fps=1165 images/s, loss=0.9932, top1-acc=70.64%, top5-acc=93.62%, remaining_time=0:00:25.812784, arrival_time=2021-04-14 22:02:22.491647, cost_time=0:00:17.801881 2021-04-14 22:01:58,876 INFO : TRAIN, epoch=0066, iter=00090/00196, fetch data time cost=1.83ms, fps=1165 images/s, loss=0.9916, top1-acc=70.69%, top5-acc=93.63%, remaining_time=0:00:23.554684, arrival_time=2021-04-14 22:02:22.430984, cost_time=0:00:19.999228 2021-04-14 22:02:01,073 INFO : TRAIN, epoch=0066, iter=00100/00196, fetch data time cost=1.54ms, fps=1166 images/s, loss=0.9918, top1-acc=70.70%, top5-acc=93.63%, remaining_time=0:00:21.308256, arrival_time=2021-04-14 22:02:22.381400, cost_time=0:00:22.196099 2021-04-14 22:02:03,272 INFO : TRAIN, epoch=0066, iter=00110/00196, fetch data time cost=1.38ms, fps=1164 images/s, loss=0.9953, top1-acc=70.60%, top5-acc=93.59%, remaining_time=0:00:19.072736, arrival_time=2021-04-14 22:02:22.345093, cost_time=0:00:24.395308 2021-04-14 22:02:05,499 INFO : TRAIN, epoch=0066, iter=00120/00196, fetch data time cost=1.35ms, fps=1150 images/s, loss=0.9983, top1-acc=70.53%, top5-acc=93.58%, remaining_time=0:00:16.860600, arrival_time=2021-04-14 22:02:22.359620, cost_time=0:00:26.621951 2021-04-14 22:02:07,700 INFO : TRAIN, epoch=0066, iter=00130/00196, fetch data time cost=1.43ms, fps=1163 images/s, loss=0.9982, top1-acc=70.57%, top5-acc=93.54%, remaining_time=0:00:14.633454, arrival_time=2021-04-14 22:02:22.333869, cost_time=0:00:28.823428 2021-04-14 22:02:09,904 INFO : TRAIN, epoch=0066, iter=00140/00196, fetch data time cost=1.90ms, fps=1162 images/s, loss=0.9953, top1-acc=70.66%, top5-acc=93.60%, remaining_time=0:00:12.410944, arrival_time=2021-04-14 22:02:22.315333, cost_time=0:00:31.027358 2021-04-14 22:02:12,110 INFO : TRAIN, epoch=0066, iter=00150/00196, fetch data time cost=1.42ms, fps=1161 images/s, loss=0.9980, top1-acc=70.53%, top5-acc=93.60%, remaining_time=0:00:10.191438, arrival_time=2021-04-14 22:02:22.301442, cost_time=0:00:33.232880 2021-04-14 22:02:14,310 INFO : TRAIN, epoch=0066, iter=00160/00196, fetch data time cost=1.41ms, fps=1164 images/s, loss=1.0014, top1-acc=70.37%, top5-acc=93.55%, remaining_time=0:00:07.972488, arrival_time=2021-04-14 22:02:22.282683, cost_time=0:00:35.433211 2021-04-14 22:02:16,516 INFO : TRAIN, epoch=0066, iter=00170/00196, fetch data time cost=1.99ms, fps=1161 images/s, loss=1.0031, top1-acc=70.37%, top5-acc=93.54%, remaining_time=0:00:05.756556, arrival_time=2021-04-14 22:02:22.272524, cost_time=0:00:37.638988 2021-04-14 22:02:18,717 INFO : TRAIN, epoch=0066, iter=00180/00196, fetch data time cost=2.62ms, fps=1163 images/s, loss=1.0046, top1-acc=70.32%, top5-acc=93.53%, remaining_time=0:00:03.541344, arrival_time=2021-04-14 22:02:22.258459, cost_time=0:00:39.840119 2021-04-14 22:02:20,920 INFO : TRAIN, epoch=0066, iter=00190/00196, fetch data time cost=1.22ms, fps=1162 images/s, loss=1.0080, top1-acc=70.25%, top5-acc=93.46%, remaining_time=0:00:01.327674, arrival_time=2021-04-14 22:02:22.247854, cost_time=0:00:42.043014 2021-04-14 22:02:22,106 INFO : TRAIN, epoch=0066, iter=00196/00196, fetch data time cost=1.44ms, fps=1147 images/s, loss=1.0099, top1-acc=70.22%, top5-acc=93.44%, remaining_time=0:00:00, arrival_time=2021-04-14 22:02:22.106152, cost_time=0:00:43.229175 2021-04-14 22:02:22,919 INFO : EVAL, epoch=0066, iter=00010/00040, fetch data time cost=3.43ms, fps=3156 images/s, loss=1.5795, top1-acc=56.29%, top5-acc=85.59%, remaining_time=0:00:02.433480, arrival_time=2021-04-14 22:02:25.352549, cost_time=0:00:00.811165 2021-04-14 22:02:23,614 INFO : EVAL, epoch=0066, iter=00020/00040, fetch data time cost=2.04ms, fps=3681 images/s, loss=1.5626, top1-acc=56.99%, top5-acc=85.64%, remaining_time=0:00:01.506920, arrival_time=2021-04-14 22:02:25.121788, cost_time=0:00:01.506914 2021-04-14 22:02:24,313 INFO : EVAL, epoch=0066, iter=00030/00040, fetch data time cost=2.02ms, fps=3667 images/s, loss=1.5584, top1-acc=56.91%, top5-acc=85.73%, remaining_time=0:00:00.735190, arrival_time=2021-04-14 22:02:25.048719, cost_time=0:00:02.205573 2021-04-14 22:02:24,952 INFO : EVAL, epoch=0066, iter=00040/00040, fetch data time cost=0.11ms, fps=3631 images/s, loss=1.5684, top1-acc=56.76%, top5-acc=85.65%, remaining_time=0:00:00, arrival_time=2021-04-14 22:02:24.952837, cost_time=0:00:02.844948 2021-04-14 22:02:25,120 INFO : Epoch=0066 complete, best val top1-acc=60.38%, top5-acc=87.20% (epoch=64), remaining_time=1:43:58.993368, arrival_time=2021-04-14 23:46:24.113447, cost_time=0:51:12.937032 2021-04-14 22:02:25,121 INFO : Train start, epoch=0067, lr=0.075452 2021-04-14 22:02:27,484 INFO : TRAIN, epoch=0067, iter=00010/00196, fetch data time cost=1.82ms, fps=1084 images/s, loss=0.9928, top1-acc=70.43%, top5-acc=93.91%, remaining_time=0:00:43.944732, arrival_time=2021-04-14 22:03:11.428896, cost_time=0:00:02.362615 2021-04-14 22:02:29,684 INFO : TRAIN, epoch=0067, iter=00020/00196, fetch data time cost=1.46ms, fps=1164 images/s, loss=0.9856, top1-acc=70.41%, top5-acc=94.04%, remaining_time=0:00:40.152992, arrival_time=2021-04-14 22:03:09.837403, cost_time=0:00:04.562848 2021-04-14 22:02:31,882 INFO : TRAIN, epoch=0067, iter=00030/00196, fetch data time cost=1.61ms, fps=1165 images/s, loss=0.9671, top1-acc=71.05%, top5-acc=94.17%, remaining_time=0:00:37.410424, arrival_time=2021-04-14 22:03:09.292890, cost_time=0:00:06.760909 2021-04-14 22:02:34,079 INFO : TRAIN, epoch=0067, iter=00040/00196, fetch data time cost=1.54ms, fps=1166 images/s, loss=0.9656, top1-acc=71.22%, top5-acc=94.09%, remaining_time=0:00:34.934952, arrival_time=2021-04-14 22:03:09.014383, cost_time=0:00:08.957661 2021-04-14 22:02:36,280 INFO : TRAIN, epoch=0067, iter=00050/00196, fetch data time cost=1.41ms, fps=1164 images/s, loss=0.9682, top1-acc=71.35%, top5-acc=93.99%, remaining_time=0:00:32.583696, arrival_time=2021-04-14 22:03:08.864061, cost_time=0:00:11.158824 2021-04-14 22:02:38,491 INFO : TRAIN, epoch=0067, iter=00060/00196, fetch data time cost=1.65ms, fps=1158 images/s, loss=0.9706, top1-acc=71.24%, top5-acc=93.96%, remaining_time=0:00:30.305968, arrival_time=2021-04-14 22:03:08.797801, cost_time=0:00:13.370270 2021-04-14 22:02:40,722 INFO : TRAIN, epoch=0067, iter=00070/00196, fetch data time cost=1.83ms, fps=1148 images/s, loss=0.9709, top1-acc=71.16%, top5-acc=94.01%, remaining_time=0:00:28.081872, arrival_time=2021-04-14 22:03:08.804486, cost_time=0:00:15.601043 2021-04-14 22:02:42,924 INFO : TRAIN, epoch=0067, iter=00080/00196, fetch data time cost=1.37ms, fps=1163 images/s, loss=0.9719, top1-acc=71.09%, top5-acc=94.02%, remaining_time=0:00:25.814176, arrival_time=2021-04-14 22:03:08.738551, cost_time=0:00:17.802903 2021-04-14 22:02:45,124 INFO : TRAIN, epoch=0067, iter=00090/00196, fetch data time cost=2.05ms, fps=1164 images/s, loss=0.9754, top1-acc=70.92%, top5-acc=93.90%, remaining_time=0:00:23.559454, arrival_time=2021-04-14 22:03:08.684288, cost_time=0:00:20.003275 2021-04-14 22:02:47,338 INFO : TRAIN, epoch=0067, iter=00100/00196, fetch data time cost=2.37ms, fps=1157 images/s, loss=0.9727, top1-acc=70.98%, top5-acc=93.90%, remaining_time=0:00:21.328032, arrival_time=2021-04-14 22:03:08.666496, cost_time=0:00:22.216701 2021-04-14 22:02:49,553 INFO : TRAIN, epoch=0067, iter=00110/00196, fetch data time cost=1.64ms, fps=1156 images/s, loss=0.9766, top1-acc=70.86%, top5-acc=93.91%, remaining_time=0:00:19.101374, arrival_time=2021-04-14 22:03:08.654990, cost_time=0:00:24.432023 2021-04-14 22:02:51,759 INFO : TRAIN, epoch=0067, iter=00120/00196, fetch data time cost=2.19ms, fps=1161 images/s, loss=0.9785, top1-acc=70.75%, top5-acc=93.92%, remaining_time=0:00:16.870556, arrival_time=2021-04-14 22:03:08.629730, cost_time=0:00:26.637689 2021-04-14 22:02:53,959 INFO : TRAIN, epoch=0067, iter=00130/00196, fetch data time cost=2.19ms, fps=1164 images/s, loss=0.9824, top1-acc=70.71%, top5-acc=93.85%, remaining_time=0:00:14.640978, arrival_time=2021-04-14 22:03:08.600859, cost_time=0:00:28.838312 2021-04-14 22:02:56,158 INFO : TRAIN, epoch=0067, iter=00140/00196, fetch data time cost=2.03ms, fps=1164 images/s, loss=0.9921, top1-acc=70.45%, top5-acc=93.72%, remaining_time=0:00:12.414976, arrival_time=2021-04-14 22:03:08.573862, cost_time=0:00:31.037397 2021-04-14 22:02:58,366 INFO : TRAIN, epoch=0067, iter=00150/00196, fetch data time cost=2.26ms, fps=1160 images/s, loss=0.9969, top1-acc=70.36%, top5-acc=93.62%, remaining_time=0:00:10.195210, arrival_time=2021-04-14 22:03:08.561986, cost_time=0:00:33.245230 2021-04-14 22:03:00,566 INFO : TRAIN, epoch=0067, iter=00160/00196, fetch data time cost=1.90ms, fps=1164 images/s, loss=1.0003, top1-acc=70.28%, top5-acc=93.57%, remaining_time=0:00:07.975116, arrival_time=2021-04-14 22:03:08.541658, cost_time=0:00:35.445002 2021-04-14 22:03:02,773 INFO : TRAIN, epoch=0067, iter=00170/00196, fetch data time cost=1.40ms, fps=1160 images/s, loss=1.0022, top1-acc=70.27%, top5-acc=93.55%, remaining_time=0:00:05.758480, arrival_time=2021-04-14 22:03:08.531479, cost_time=0:00:37.651524 2021-04-14 22:03:04,982 INFO : TRAIN, epoch=0067, iter=00180/00196, fetch data time cost=1.37ms, fps=1159 images/s, loss=1.0038, top1-acc=70.23%, top5-acc=93.53%, remaining_time=0:00:03.543152, arrival_time=2021-04-14 22:03:08.525154, cost_time=0:00:39.860532 2021-04-14 22:03:07,189 INFO : TRAIN, epoch=0067, iter=00190/00196, fetch data time cost=1.39ms, fps=1160 images/s, loss=1.0082, top1-acc=70.13%, top5-acc=93.47%, remaining_time=0:00:01.328472, arrival_time=2021-04-14 22:03:08.518214, cost_time=0:00:42.068186 2021-04-14 22:03:08,374 INFO : TRAIN, epoch=0067, iter=00196/00196, fetch data time cost=1.26ms, fps=1149 images/s, loss=1.0099, top1-acc=70.17%, top5-acc=93.46%, remaining_time=0:00:00, arrival_time=2021-04-14 22:03:08.374038, cost_time=0:00:43.252480 2021-04-14 22:03:09,243 INFO : EVAL, epoch=0067, iter=00010/00040, fetch data time cost=0.43ms, fps=2953 images/s, loss=1.6072, top1-acc=57.03%, top5-acc=84.37%, remaining_time=0:00:02.600880, arrival_time=2021-04-14 22:03:11.843966, cost_time=0:00:00.866965 2021-04-14 22:03:09,931 INFO : EVAL, epoch=0067, iter=00020/00040, fetch data time cost=1.31ms, fps=3721 images/s, loss=1.6062, top1-acc=56.74%, top5-acc=84.67%, remaining_time=0:00:01.555500, arrival_time=2021-04-14 22:03:11.486983, cost_time=0:00:01.555495 2021-04-14 22:03:10,626 INFO : EVAL, epoch=0067, iter=00030/00040, fetch data time cost=1.85ms, fps=3687 images/s, loss=1.6188, top1-acc=56.45%, top5-acc=84.19%, remaining_time=0:00:00.750080, arrival_time=2021-04-14 22:03:11.376375, cost_time=0:00:02.250229 2021-04-14 22:03:11,257 INFO : EVAL, epoch=0067, iter=00040/00040, fetch data time cost=0.07ms, fps=3677 images/s, loss=1.6154, top1-acc=56.49%, top5-acc=84.22%, remaining_time=0:00:00, arrival_time=2021-04-14 22:03:11.257692, cost_time=0:00:02.881714 2021-04-14 22:03:11,448 INFO : Epoch=0067 complete, best val top1-acc=60.38%, top5-acc=87.20% (epoch=64), remaining_time=1:43:11.973802, arrival_time=2021-04-14 23:46:23.421898, cost_time=0:51:59.265026 2021-04-14 22:03:11,449 INFO : Train start, epoch=0068, lr=0.074773 2021-04-14 22:03:13,856 INFO : TRAIN, epoch=0068, iter=00010/00196, fetch data time cost=1.37ms, fps=1064 images/s, loss=1.0243, top1-acc=69.02%, top5-acc=94.18%, remaining_time=0:00:44.753646, arrival_time=2021-04-14 22:03:58.609843, cost_time=0:00:02.406107 2021-04-14 22:03:16,058 INFO : TRAIN, epoch=0068, iter=00020/00196, fetch data time cost=1.46ms, fps=1163 images/s, loss=0.9964, top1-acc=70.10%, top5-acc=94.34%, remaining_time=0:00:40.551280, arrival_time=2021-04-14 22:03:56.609585, cost_time=0:00:04.608104 2021-04-14 22:03:18,261 INFO : TRAIN, epoch=0068, iter=00030/00196, fetch data time cost=1.49ms, fps=1162 images/s, loss=0.9886, top1-acc=70.16%, top5-acc=94.21%, remaining_time=0:00:37.688972, arrival_time=2021-04-14 22:03:55.950330, cost_time=0:00:06.811267 2021-04-14 22:03:20,467 INFO : TRAIN, epoch=0068, iter=00040/00196, fetch data time cost=1.54ms, fps=1161 images/s, loss=0.9983, top1-acc=70.10%, top5-acc=93.94%, remaining_time=0:00:35.167548, arrival_time=2021-04-14 22:03:55.635001, cost_time=0:00:09.017318 2021-04-14 22:03:22,665 INFO : TRAIN, epoch=0068, iter=00050/00196, fetch data time cost=2.03ms, fps=1165 images/s, loss=0.9991, top1-acc=70.19%, top5-acc=93.80%, remaining_time=0:00:32.748676, arrival_time=2021-04-14 22:03:55.414079, cost_time=0:00:11.215320 2021-04-14 22:03:24,866 INFO : TRAIN, epoch=0068, iter=00060/00196, fetch data time cost=1.48ms, fps=1163 images/s, loss=1.0016, top1-acc=70.20%, top5-acc=93.72%, remaining_time=0:00:30.410960, arrival_time=2021-04-14 22:03:55.277596, cost_time=0:00:13.416629 2021-04-14 22:03:27,061 INFO : TRAIN, epoch=0068, iter=00070/00196, fetch data time cost=2.03ms, fps=1167 images/s, loss=0.9952, top1-acc=70.26%, top5-acc=93.74%, remaining_time=0:00:28.100772, arrival_time=2021-04-14 22:03:55.162430, cost_time=0:00:15.611569 2021-04-14 22:03:29,268 INFO : TRAIN, epoch=0068, iter=00080/00196, fetch data time cost=1.54ms, fps=1161 images/s, loss=0.9920, top1-acc=70.38%, top5-acc=93.77%, remaining_time=0:00:25.835984, arrival_time=2021-04-14 22:03:55.103992, cost_time=0:00:17.817922 2021-04-14 22:03:31,468 INFO : TRAIN, epoch=0068, iter=00090/00196, fetch data time cost=1.49ms, fps=1164 images/s, loss=0.9878, top1-acc=70.45%, top5-acc=93.81%, remaining_time=0:00:23.577050, arrival_time=2021-04-14 22:03:55.045315, cost_time=0:00:20.018264 2021-04-14 22:03:33,676 INFO : TRAIN, epoch=0068, iter=00100/00196, fetch data time cost=1.57ms, fps=1159 images/s, loss=0.9898, top1-acc=70.37%, top5-acc=93.74%, remaining_time=0:00:21.337536, arrival_time=2021-04-14 22:03:55.014233, cost_time=0:00:22.226601 2021-04-14 22:03:35,896 INFO : TRAIN, epoch=0068, iter=00110/00196, fetch data time cost=1.80ms, fps=1154 images/s, loss=0.9924, top1-acc=70.38%, top5-acc=93.65%, remaining_time=0:00:19.112554, arrival_time=2021-04-14 22:03:55.008959, cost_time=0:00:24.446313 2021-04-14 22:03:38,108 INFO : TRAIN, epoch=0068, iter=00120/00196, fetch data time cost=1.74ms, fps=1158 images/s, loss=0.9932, top1-acc=70.37%, top5-acc=93.66%, remaining_time=0:00:16.883552, arrival_time=2021-04-14 22:03:54.991924, cost_time=0:00:26.658288 2021-04-14 22:03:40,320 INFO : TRAIN, epoch=0068, iter=00130/00196, fetch data time cost=1.47ms, fps=1158 images/s, loss=0.9933, top1-acc=70.35%, top5-acc=93.64%, remaining_time=0:00:14.657016, arrival_time=2021-04-14 22:03:54.977036, cost_time=0:00:28.869939 2021-04-14 22:03:42,520 INFO : TRAIN, epoch=0068, iter=00140/00196, fetch data time cost=1.55ms, fps=1164 images/s, loss=0.9986, top1-acc=70.21%, top5-acc=93.55%, remaining_time=0:00:12.428192, arrival_time=2021-04-14 22:03:54.948903, cost_time=0:00:31.070484 2021-04-14 22:03:44,728 INFO : TRAIN, epoch=0068, iter=00150/00196, fetch data time cost=1.78ms, fps=1160 images/s, loss=1.0033, top1-acc=70.10%, top5-acc=93.52%, remaining_time=0:00:10.205376, arrival_time=2021-04-14 22:03:54.933837, cost_time=0:00:33.278450 2021-04-14 22:03:46,938 INFO : TRAIN, epoch=0068, iter=00160/00196, fetch data time cost=1.32ms, fps=1159 images/s, loss=1.0051, top1-acc=70.04%, top5-acc=93.50%, remaining_time=0:00:07.984764, arrival_time=2021-04-14 22:03:54.922705, cost_time=0:00:35.487858 2021-04-14 22:03:49,152 INFO : TRAIN, epoch=0068, iter=00170/00196, fetch data time cost=1.32ms, fps=1156 images/s, loss=1.0072, top1-acc=69.94%, top5-acc=93.49%, remaining_time=0:00:05.766202, arrival_time=2021-04-14 22:03:54.918454, cost_time=0:00:37.702159 2021-04-14 22:03:51,359 INFO : TRAIN, epoch=0068, iter=00180/00196, fetch data time cost=1.42ms, fps=1160 images/s, loss=1.0068, top1-acc=70.02%, top5-acc=93.47%, remaining_time=0:00:03.547440, arrival_time=2021-04-14 22:03:54.906382, cost_time=0:00:39.908716 2021-04-14 22:03:53,563 INFO : TRAIN, epoch=0068, iter=00190/00196, fetch data time cost=1.21ms, fps=1162 images/s, loss=1.0089, top1-acc=69.99%, top5-acc=93.38%, remaining_time=0:00:01.329882, arrival_time=2021-04-14 22:03:54.892847, cost_time=0:00:42.112950 2021-04-14 22:03:54,742 INFO : TRAIN, epoch=0068, iter=00196/00196, fetch data time cost=1.36ms, fps=1153 images/s, loss=1.0105, top1-acc=69.94%, top5-acc=93.39%, remaining_time=0:00:00, arrival_time=2021-04-14 22:03:54.742546, cost_time=0:00:43.292549 2021-04-14 22:03:55,609 INFO : EVAL, epoch=0068, iter=00010/00040, fetch data time cost=0.56ms, fps=2959 images/s, loss=1.6750, top1-acc=54.53%, top5-acc=83.59%, remaining_time=0:00:02.594970, arrival_time=2021-04-14 22:03:58.204662, cost_time=0:00:00.864993 2021-04-14 22:03:56,301 INFO : EVAL, epoch=0068, iter=00020/00040, fetch data time cost=1.57ms, fps=3704 images/s, loss=1.6393, top1-acc=55.57%, top5-acc=83.65%, remaining_time=0:00:01.556960, arrival_time=2021-04-14 22:03:57.858507, cost_time=0:00:01.556950 2021-04-14 22:03:56,996 INFO : EVAL, epoch=0068, iter=00030/00040, fetch data time cost=1.38ms, fps=3687 images/s, loss=1.6567, top1-acc=55.87%, top5-acc=83.70%, remaining_time=0:00:00.750580, arrival_time=2021-04-14 22:03:57.746860, cost_time=0:00:02.251746 2021-04-14 22:03:57,632 INFO : EVAL, epoch=0068, iter=00040/00040, fetch data time cost=0.09ms, fps=3648 images/s, loss=1.6566, top1-acc=55.67%, top5-acc=83.80%, remaining_time=0:00:00, arrival_time=2021-04-14 22:03:57.632599, cost_time=0:00:02.887986 2021-04-14 22:03:57,867 INFO : Epoch=0068 complete, best val top1-acc=60.38%, top5-acc=87.20% (epoch=64), remaining_time=1:42:25.152156, arrival_time=2021-04-14 23:46:23.019694, cost_time=0:52:45.684477 2021-04-14 22:03:57,869 INFO : Train start, epoch=0069, lr=0.074088 2021-04-14 22:04:00,225 INFO : TRAIN, epoch=0069, iter=00010/00196, fetch data time cost=1.57ms, fps=1086 images/s, loss=0.9549, top1-acc=71.48%, top5-acc=94.10%, remaining_time=0:00:43.829784, arrival_time=2021-04-14 22:04:44.055420, cost_time=0:00:02.356438 2021-04-14 22:04:02,433 INFO : TRAIN, epoch=0069, iter=00020/00196, fetch data time cost=1.99ms, fps=1160 images/s, loss=0.9660, top1-acc=71.13%, top5-acc=94.14%, remaining_time=0:00:40.165488, arrival_time=2021-04-14 22:04:42.598957, cost_time=0:00:04.564265 2021-04-14 22:04:04,643 INFO : TRAIN, epoch=0069, iter=00030/00196, fetch data time cost=1.44ms, fps=1159 images/s, loss=0.9672, top1-acc=71.21%, top5-acc=93.91%, remaining_time=0:00:37.481306, arrival_time=2021-04-14 22:04:42.124230, cost_time=0:00:06.773718 2021-04-14 22:04:06,844 INFO : TRAIN, epoch=0069, iter=00040/00196, fetch data time cost=1.50ms, fps=1163 images/s, loss=0.9592, top1-acc=71.27%, top5-acc=93.96%, remaining_time=0:00:35.002500, arrival_time=2021-04-14 22:04:41.846757, cost_time=0:00:08.975004 2021-04-14 22:04:09,051 INFO : TRAIN, epoch=0069, iter=00050/00196, fetch data time cost=1.39ms, fps=1160 images/s, loss=0.9648, top1-acc=71.02%, top5-acc=93.96%, remaining_time=0:00:32.653046, arrival_time=2021-04-14 22:04:41.704797, cost_time=0:00:11.182542 2021-04-14 22:04:11,264 INFO : TRAIN, epoch=0069, iter=00060/00196, fetch data time cost=1.45ms, fps=1157 images/s, loss=0.9597, top1-acc=71.26%, top5-acc=94.03%, remaining_time=0:00:30.361592, arrival_time=2021-04-14 22:04:41.625635, cost_time=0:00:13.394843 2021-04-14 22:04:13,470 INFO : TRAIN, epoch=0069, iter=00070/00196, fetch data time cost=1.43ms, fps=1160 images/s, loss=0.9678, top1-acc=71.02%, top5-acc=93.90%, remaining_time=0:00:28.082880, arrival_time=2021-04-14 22:04:41.553661, cost_time=0:00:15.601580 2021-04-14 22:04:15,673 INFO : TRAIN, epoch=0069, iter=00080/00196, fetch data time cost=1.55ms, fps=1163 images/s, loss=0.9763, top1-acc=70.84%, top5-acc=93.73%, remaining_time=0:00:25.815800, arrival_time=2021-04-14 22:04:41.489033, cost_time=0:00:17.804029 2021-04-14 22:04:17,870 INFO : TRAIN, epoch=0069, iter=00090/00196, fetch data time cost=1.54ms, fps=1166 images/s, loss=0.9786, top1-acc=70.78%, top5-acc=93.71%, remaining_time=0:00:23.556592, arrival_time=2021-04-14 22:04:41.426708, cost_time=0:00:20.000915 2021-04-14 22:04:20,088 INFO : TRAIN, epoch=0069, iter=00100/00196, fetch data time cost=1.37ms, fps=1155 images/s, loss=0.9779, top1-acc=70.87%, top5-acc=93.72%, remaining_time=0:00:21.330048, arrival_time=2021-04-14 22:04:41.418098, cost_time=0:00:22.218844 2021-04-14 22:04:22,286 INFO : TRAIN, epoch=0069, iter=00110/00196, fetch data time cost=1.65ms, fps=1165 images/s, loss=0.9793, top1-acc=70.87%, top5-acc=93.74%, remaining_time=0:00:19.089420, arrival_time=2021-04-14 22:04:41.375336, cost_time=0:00:24.416707 2021-04-14 22:04:24,489 INFO : TRAIN, epoch=0069, iter=00120/00196, fetch data time cost=1.40ms, fps=1162 images/s, loss=0.9826, top1-acc=70.85%, top5-acc=93.76%, remaining_time=0:00:16.859764, arrival_time=2021-04-14 22:04:41.349595, cost_time=0:00:26.620626 2021-04-14 22:04:26,696 INFO : TRAIN, epoch=0069, iter=00130/00196, fetch data time cost=1.32ms, fps=1160 images/s, loss=0.9834, top1-acc=70.93%, top5-acc=93.69%, remaining_time=0:00:14.635500, arrival_time=2021-04-14 22:04:41.332167, cost_time=0:00:28.827498 2021-04-14 22:04:28,901 INFO : TRAIN, epoch=0069, iter=00140/00196, fetch data time cost=1.38ms, fps=1161 images/s, loss=0.9880, top1-acc=70.83%, top5-acc=93.69%, remaining_time=0:00:12.412960, arrival_time=2021-04-14 22:04:41.314634, cost_time=0:00:31.032466 2021-04-14 22:04:31,112 INFO : TRAIN, epoch=0069, iter=00150/00196, fetch data time cost=1.80ms, fps=1158 images/s, loss=0.9885, top1-acc=70.84%, top5-acc=93.69%, remaining_time=0:00:10.194566, arrival_time=2021-04-14 22:04:41.307075, cost_time=0:00:33.243193 2021-04-14 22:04:33,318 INFO : TRAIN, epoch=0069, iter=00160/00196, fetch data time cost=1.38ms, fps=1161 images/s, loss=0.9897, top1-acc=70.81%, top5-acc=93.70%, remaining_time=0:00:07.976052, arrival_time=2021-04-14 22:04:41.294251, cost_time=0:00:35.449073 2021-04-14 22:04:35,528 INFO : TRAIN, epoch=0069, iter=00170/00196, fetch data time cost=1.35ms, fps=1158 images/s, loss=0.9941, top1-acc=70.71%, top5-acc=93.60%, remaining_time=0:00:05.759728, arrival_time=2021-04-14 22:04:41.288644, cost_time=0:00:37.659700 2021-04-14 22:04:37,728 INFO : TRAIN, epoch=0069, iter=00180/00196, fetch data time cost=1.35ms, fps=1164 images/s, loss=0.9939, top1-acc=70.68%, top5-acc=93.62%, remaining_time=0:00:03.543040, arrival_time=2021-04-14 22:04:41.271538, cost_time=0:00:39.859204 2021-04-14 22:04:39,932 INFO : TRAIN, epoch=0069, iter=00190/00196, fetch data time cost=1.19ms, fps=1162 images/s, loss=0.9959, top1-acc=70.58%, top5-acc=93.63%, remaining_time=0:00:01.328304, arrival_time=2021-04-14 22:04:41.260367, cost_time=0:00:42.062900 2021-04-14 22:04:41,119 INFO : TRAIN, epoch=0069, iter=00196/00196, fetch data time cost=1.50ms, fps=1146 images/s, loss=0.9955, top1-acc=70.59%, top5-acc=93.61%, remaining_time=0:00:00, arrival_time=2021-04-14 22:04:41.119185, cost_time=0:00:43.250059 2021-04-14 22:04:41,972 INFO : EVAL, epoch=0069, iter=00010/00040, fetch data time cost=0.21ms, fps=3009 images/s, loss=1.5697, top1-acc=57.42%, top5-acc=85.16%, remaining_time=0:00:02.552310, arrival_time=2021-04-14 22:04:44.524302, cost_time=0:00:00.850771 2021-04-14 22:04:42,664 INFO : EVAL, epoch=0069, iter=00020/00040, fetch data time cost=1.43ms, fps=3699 images/s, loss=1.4871, top1-acc=59.04%, top5-acc=86.25%, remaining_time=0:00:01.543240, arrival_time=2021-04-14 22:04:44.207745, cost_time=0:00:01.543239 2021-04-14 22:04:43,358 INFO : EVAL, epoch=0069, iter=00030/00040, fetch data time cost=1.35ms, fps=3691 images/s, loss=1.4846, top1-acc=59.00%, top5-acc=86.25%, remaining_time=0:00:00.745770, arrival_time=2021-04-14 22:04:44.104273, cost_time=0:00:02.237316 2021-04-14 22:04:43,989 INFO : EVAL, epoch=0069, iter=00040/00040, fetch data time cost=0.08ms, fps=3676 images/s, loss=1.4793, top1-acc=59.16%, top5-acc=86.43%, remaining_time=0:00:00, arrival_time=2021-04-14 22:04:43.989908, cost_time=0:00:02.868757 2021-04-14 22:04:44,182 INFO : Epoch=0069 complete, best val top1-acc=60.38%, top5-acc=87.20% (epoch=64), remaining_time=1:41:38.143141, arrival_time=2021-04-14 23:46:22.325250, cost_time=0:53:31.999060 2021-04-14 22:04:44,183 INFO : Train start, epoch=0070, lr=0.073396 2021-04-14 22:04:46,569 INFO : TRAIN, epoch=0070, iter=00010/00196, fetch data time cost=1.46ms, fps=1073 images/s, loss=0.9445, top1-acc=72.62%, top5-acc=94.22%, remaining_time=0:00:44.376438, arrival_time=2021-04-14 22:05:30.946034, cost_time=0:00:02.385830 2021-04-14 22:04:48,780 INFO : TRAIN, epoch=0070, iter=00020/00196, fetch data time cost=2.04ms, fps=1158 images/s, loss=0.9548, top1-acc=72.46%, top5-acc=94.22%, remaining_time=0:00:40.454128, arrival_time=2021-04-14 22:05:29.234891, cost_time=0:00:04.597065 2021-04-14 22:04:50,987 INFO : TRAIN, epoch=0070, iter=00030/00196, fetch data time cost=1.55ms, fps=1161 images/s, loss=0.9551, top1-acc=72.32%, top5-acc=94.27%, remaining_time=0:00:37.646476, arrival_time=2021-04-14 22:05:28.633801, cost_time=0:00:06.803566 2021-04-14 22:04:53,193 INFO : TRAIN, epoch=0070, iter=00040/00196, fetch data time cost=3.19ms, fps=1161 images/s, loss=0.9458, top1-acc=72.79%, top5-acc=94.35%, remaining_time=0:00:35.139624, arrival_time=2021-04-14 22:05:28.333433, cost_time=0:00:09.010169 2021-04-14 22:04:55,396 INFO : TRAIN, epoch=0070, iter=00050/00196, fetch data time cost=2.11ms, fps=1163 images/s, loss=0.9392, top1-acc=72.90%, top5-acc=94.38%, remaining_time=0:00:32.740354, arrival_time=2021-04-14 22:05:28.136511, cost_time=0:00:11.212451 2021-04-14 22:04:57,601 INFO : TRAIN, epoch=0070, iter=00060/00196, fetch data time cost=1.44ms, fps=1161 images/s, loss=0.9437, top1-acc=72.47%, top5-acc=94.39%, remaining_time=0:00:30.412592, arrival_time=2021-04-14 22:05:28.013680, cost_time=0:00:13.417345 2021-04-14 22:04:59,810 INFO : TRAIN, epoch=0070, iter=00070/00196, fetch data time cost=5.69ms, fps=1159 images/s, loss=0.9503, top1-acc=72.32%, top5-acc=94.22%, remaining_time=0:00:28.129122, arrival_time=2021-04-14 22:05:27.939950, cost_time=0:00:15.627258 2021-04-14 22:05:02,014 INFO : TRAIN, epoch=0070, iter=00080/00196, fetch data time cost=1.58ms, fps=1162 images/s, loss=0.9558, top1-acc=72.06%, top5-acc=94.07%, remaining_time=0:00:25.854312, arrival_time=2021-04-14 22:05:27.868501, cost_time=0:00:17.830553 2021-04-14 22:05:04,212 INFO : TRAIN, epoch=0070, iter=00090/00196, fetch data time cost=1.56ms, fps=1165 images/s, loss=0.9574, top1-acc=71.91%, top5-acc=94.11%, remaining_time=0:00:23.589664, arrival_time=2021-04-14 22:05:27.802211, cost_time=0:00:20.028918 2021-04-14 22:05:06,434 INFO : TRAIN, epoch=0070, iter=00100/00196, fetch data time cost=1.51ms, fps=1153 images/s, loss=0.9584, top1-acc=71.82%, top5-acc=94.12%, remaining_time=0:00:21.360384, arrival_time=2021-04-14 22:05:27.794467, cost_time=0:00:22.250372 2021-04-14 22:05:08,637 INFO : TRAIN, epoch=0070, iter=00110/00196, fetch data time cost=1.58ms, fps=1162 images/s, loss=0.9613, top1-acc=71.73%, top5-acc=94.07%, remaining_time=0:00:19.118574, arrival_time=2021-04-14 22:05:27.756132, cost_time=0:00:24.454004 2021-04-14 22:05:10,842 INFO : TRAIN, epoch=0070, iter=00120/00196, fetch data time cost=1.64ms, fps=1161 images/s, loss=0.9661, top1-acc=71.49%, top5-acc=94.00%, remaining_time=0:00:16.883704, arrival_time=2021-04-14 22:05:27.725860, cost_time=0:00:26.658442 2021-04-14 22:05:13,043 INFO : TRAIN, epoch=0070, iter=00130/00196, fetch data time cost=1.53ms, fps=1163 images/s, loss=0.9652, top1-acc=71.49%, top5-acc=93.99%, remaining_time=0:00:14.652066, arrival_time=2021-04-14 22:05:27.695774, cost_time=0:00:28.860157 2021-04-14 22:05:15,245 INFO : TRAIN, epoch=0070, iter=00140/00196, fetch data time cost=1.45ms, fps=1163 images/s, loss=0.9674, top1-acc=71.43%, top5-acc=94.00%, remaining_time=0:00:12.424496, arrival_time=2021-04-14 22:05:27.669429, cost_time=0:00:31.061181 2021-04-14 22:05:17,461 INFO : TRAIN, epoch=0070, iter=00150/00196, fetch data time cost=1.39ms, fps=1155 images/s, loss=0.9688, top1-acc=71.33%, top5-acc=94.01%, remaining_time=0:00:10.205238, arrival_time=2021-04-14 22:05:27.666720, cost_time=0:00:33.277915 2021-04-14 22:05:19,666 INFO : TRAIN, epoch=0070, iter=00160/00196, fetch data time cost=1.58ms, fps=1161 images/s, loss=0.9707, top1-acc=71.35%, top5-acc=93.99%, remaining_time=0:00:07.983648, arrival_time=2021-04-14 22:05:27.650161, cost_time=0:00:35.482960 2021-04-14 22:05:21,873 INFO : TRAIN, epoch=0070, iter=00170/00196, fetch data time cost=2.53ms, fps=1160 images/s, loss=0.9731, top1-acc=71.28%, top5-acc=93.95%, remaining_time=0:00:05.764382, arrival_time=2021-04-14 22:05:27.638276, cost_time=0:00:37.690259 2021-04-14 22:05:24,095 INFO : TRAIN, epoch=0070, iter=00180/00196, fetch data time cost=2.12ms, fps=1153 images/s, loss=0.9762, top1-acc=71.19%, top5-acc=93.92%, remaining_time=0:00:03.547696, arrival_time=2021-04-14 22:05:27.642945, cost_time=0:00:39.911594 2021-04-14 22:05:26,313 INFO : TRAIN, epoch=0070, iter=00190/00196, fetch data time cost=1.34ms, fps=1154 images/s, loss=0.9791, top1-acc=71.07%, top5-acc=93.91%, remaining_time=0:00:01.330416, arrival_time=2021-04-14 22:05:27.643955, cost_time=0:00:42.129883 2021-04-14 22:05:27,499 INFO : TRAIN, epoch=0070, iter=00196/00196, fetch data time cost=1.71ms, fps=1147 images/s, loss=0.9784, top1-acc=71.10%, top5-acc=93.92%, remaining_time=0:00:00, arrival_time=2021-04-14 22:05:27.499584, cost_time=0:00:43.315948 2021-04-14 22:05:28,307 INFO : EVAL, epoch=0070, iter=00010/00040, fetch data time cost=1.41ms, fps=3177 images/s, loss=1.7090, top1-acc=54.26%, top5-acc=83.55%, remaining_time=0:00:02.417160, arrival_time=2021-04-14 22:05:30.724540, cost_time=0:00:00.805723 2021-04-14 22:05:29,000 INFO : EVAL, epoch=0070, iter=00020/00040, fetch data time cost=2.12ms, fps=3696 images/s, loss=1.6697, top1-acc=55.18%, top5-acc=84.34%, remaining_time=0:00:01.498620, arrival_time=2021-04-14 22:05:30.498980, cost_time=0:00:01.498612 2021-04-14 22:05:29,699 INFO : EVAL, epoch=0070, iter=00030/00040, fetch data time cost=1.30ms, fps=3665 images/s, loss=1.6565, top1-acc=55.73%, top5-acc=84.34%, remaining_time=0:00:00.732530, arrival_time=2021-04-14 22:05:30.431788, cost_time=0:00:02.197588 2021-04-14 22:05:30,333 INFO : EVAL, epoch=0070, iter=00040/00040, fetch data time cost=0.09ms, fps=3659 images/s, loss=1.6725, top1-acc=55.41%, top5-acc=84.09%, remaining_time=0:00:00, arrival_time=2021-04-14 22:05:30.333681, cost_time=0:00:02.831953 2021-04-14 22:05:30,538 INFO : Epoch=0070 complete, best val top1-acc=60.38%, top5-acc=87.20% (epoch=64), remaining_time=1:40:51.232070, arrival_time=2021-04-14 23:46:21.770843, cost_time=0:54:18.355727 2021-04-14 22:05:30,540 INFO : Train start, epoch=0071, lr=0.072700 2021-04-14 22:05:32,939 INFO : TRAIN, epoch=0071, iter=00010/00196, fetch data time cost=1.36ms, fps=1067 images/s, loss=0.9235, top1-acc=72.73%, top5-acc=94.80%, remaining_time=0:00:44.624748, arrival_time=2021-04-14 22:06:17.564288, cost_time=0:00:02.399184 2021-04-14 22:05:35,152 INFO : TRAIN, epoch=0071, iter=00020/00196, fetch data time cost=2.01ms, fps=1157 images/s, loss=0.9443, top1-acc=71.86%, top5-acc=94.53%, remaining_time=0:00:40.583488, arrival_time=2021-04-14 22:06:15.735601, cost_time=0:00:04.611752 2021-04-14 22:05:37,362 INFO : TRAIN, epoch=0071, iter=00030/00196, fetch data time cost=1.58ms, fps=1158 images/s, loss=0.9341, top1-acc=72.12%, top5-acc=94.48%, remaining_time=0:00:37.750890, arrival_time=2021-04-14 22:06:15.113683, cost_time=0:00:06.822438 2021-04-14 22:05:39,595 INFO : TRAIN, epoch=0071, iter=00040/00196, fetch data time cost=2.13ms, fps=1147 images/s, loss=0.9387, top1-acc=71.93%, top5-acc=94.55%, remaining_time=0:00:35.314500, arrival_time=2021-04-14 22:06:14.909928, cost_time=0:00:09.055003 2021-04-14 22:05:41,802 INFO : TRAIN, epoch=0071, iter=00050/00196, fetch data time cost=1.43ms, fps=1160 images/s, loss=0.9355, top1-acc=71.98%, top5-acc=94.53%, remaining_time=0:00:32.884602, arrival_time=2021-04-14 22:06:14.686852, cost_time=0:00:11.261842 2021-04-14 22:05:44,001 INFO : TRAIN, epoch=0071, iter=00060/00196, fetch data time cost=1.35ms, fps=1164 images/s, loss=0.9434, top1-acc=71.64%, top5-acc=94.48%, remaining_time=0:00:30.511736, arrival_time=2021-04-14 22:06:14.513204, cost_time=0:00:13.461055 2021-04-14 22:05:46,203 INFO : TRAIN, epoch=0071, iter=00070/00196, fetch data time cost=1.55ms, fps=1163 images/s, loss=0.9404, top1-acc=71.86%, top5-acc=94.39%, remaining_time=0:00:28.194264, arrival_time=2021-04-14 22:06:14.398116, cost_time=0:00:15.663488 2021-04-14 22:05:48,405 INFO : TRAIN, epoch=0071, iter=00080/00196, fetch data time cost=1.50ms, fps=1163 images/s, loss=0.9490, top1-acc=71.50%, top5-acc=94.29%, remaining_time=0:00:25.904424, arrival_time=2021-04-14 22:06:14.309922, cost_time=0:00:17.865141 2021-04-14 22:05:50,606 INFO : TRAIN, epoch=0071, iter=00090/00196, fetch data time cost=1.43ms, fps=1164 images/s, loss=0.9542, top1-acc=71.41%, top5-acc=94.18%, remaining_time=0:00:23.632806, arrival_time=2021-04-14 22:06:14.238781, cost_time=0:00:20.065615 2021-04-14 22:05:52,808 INFO : TRAIN, epoch=0071, iter=00100/00196, fetch data time cost=1.81ms, fps=1163 images/s, loss=0.9555, top1-acc=71.45%, top5-acc=94.10%, remaining_time=0:00:21.376896, arrival_time=2021-04-14 22:06:14.184922, cost_time=0:00:22.267606 2021-04-14 22:05:55,014 INFO : TRAIN, epoch=0071, iter=00110/00196, fetch data time cost=1.39ms, fps=1161 images/s, loss=0.9593, top1-acc=71.40%, top5-acc=94.08%, remaining_time=0:00:19.134398, arrival_time=2021-04-14 22:06:14.148937, cost_time=0:00:24.474181 2021-04-14 22:05:57,215 INFO : TRAIN, epoch=0071, iter=00120/00196, fetch data time cost=1.41ms, fps=1163 images/s, loss=0.9608, top1-acc=71.35%, top5-acc=94.00%, remaining_time=0:00:16.894496, arrival_time=2021-04-14 22:06:14.110374, cost_time=0:00:26.675520 2021-04-14 22:05:59,423 INFO : TRAIN, epoch=0071, iter=00130/00196, fetch data time cost=1.42ms, fps=1160 images/s, loss=0.9639, top1-acc=71.32%, top5-acc=93.98%, remaining_time=0:00:14.663814, arrival_time=2021-04-14 22:06:14.087414, cost_time=0:00:28.883232 2021-04-14 22:06:01,634 INFO : TRAIN, epoch=0071, iter=00140/00196, fetch data time cost=1.53ms, fps=1158 images/s, loss=0.9692, top1-acc=71.20%, top5-acc=93.95%, remaining_time=0:00:12.437656, arrival_time=2021-04-14 22:06:14.072212, cost_time=0:00:31.094188 2021-04-14 22:06:03,838 INFO : TRAIN, epoch=0071, iter=00150/00196, fetch data time cost=1.47ms, fps=1162 images/s, loss=0.9682, top1-acc=71.26%, top5-acc=93.96%, remaining_time=0:00:10.211310, arrival_time=2021-04-14 22:06:14.049547, cost_time=0:00:33.297784 2021-04-14 22:06:06,041 INFO : TRAIN, epoch=0071, iter=00160/00196, fetch data time cost=1.50ms, fps=1162 images/s, loss=0.9715, top1-acc=71.13%, top5-acc=93.97%, remaining_time=0:00:07.987824, arrival_time=2021-04-14 22:06:14.029643, cost_time=0:00:35.501465 2021-04-14 22:06:08,251 INFO : TRAIN, epoch=0071, iter=00170/00196, fetch data time cost=2.38ms, fps=1159 images/s, loss=0.9752, top1-acc=71.06%, top5-acc=93.92%, remaining_time=0:00:05.767606, arrival_time=2021-04-14 22:06:14.019404, cost_time=0:00:37.711189 2021-04-14 22:06:10,463 INFO : TRAIN, epoch=0071, iter=00180/00196, fetch data time cost=1.38ms, fps=1158 images/s, loss=0.9794, top1-acc=70.94%, top5-acc=93.87%, remaining_time=0:00:03.548720, arrival_time=2021-04-14 22:06:14.012094, cost_time=0:00:39.923092 2021-04-14 22:06:12,670 INFO : TRAIN, epoch=0071, iter=00190/00196, fetch data time cost=1.74ms, fps=1160 images/s, loss=0.9817, top1-acc=70.88%, top5-acc=93.83%, remaining_time=0:00:01.330416, arrival_time=2021-04-14 22:06:14.000443, cost_time=0:00:42.129750 2021-04-14 22:06:13,870 INFO : TRAIN, epoch=0071, iter=00196/00196, fetch data time cost=1.24ms, fps=1133 images/s, loss=0.9838, top1-acc=70.86%, top5-acc=93.82%, remaining_time=0:00:00, arrival_time=2021-04-14 22:06:13.870379, cost_time=0:00:43.330029 2021-04-14 22:06:14,749 INFO : EVAL, epoch=0071, iter=00010/00040, fetch data time cost=0.21ms, fps=2918 images/s, loss=1.5407, top1-acc=58.32%, top5-acc=86.80%, remaining_time=0:00:02.631840, arrival_time=2021-04-14 22:06:17.381612, cost_time=0:00:00.877283 2021-04-14 22:06:15,445 INFO : EVAL, epoch=0071, iter=00020/00040, fetch data time cost=1.36ms, fps=3682 images/s, loss=1.5400, top1-acc=58.16%, top5-acc=86.43%, remaining_time=0:00:01.573120, arrival_time=2021-04-14 22:06:17.018780, cost_time=0:00:01.573126 2021-04-14 22:06:16,141 INFO : EVAL, epoch=0071, iter=00030/00040, fetch data time cost=1.35ms, fps=3680 images/s, loss=1.5280, top1-acc=58.36%, top5-acc=86.30%, remaining_time=0:00:00.756470, arrival_time=2021-04-14 22:06:16.898303, cost_time=0:00:02.269397 2021-04-14 22:06:16,778 INFO : EVAL, epoch=0071, iter=00040/00040, fetch data time cost=0.10ms, fps=3645 images/s, loss=1.5466, top1-acc=58.54%, top5-acc=86.12%, remaining_time=0:00:00, arrival_time=2021-04-14 22:06:16.778778, cost_time=0:00:02.906310 2021-04-14 22:06:16,947 INFO : Epoch=0071 complete, best val top1-acc=60.38%, top5-acc=87.20% (epoch=64), remaining_time=1:40:04.431807, arrival_time=2021-04-14 23:46:21.379631, cost_time=0:55:04.764774 2021-04-14 22:06:16,949 INFO : Train start, epoch=0072, lr=0.071997 2021-04-14 22:06:19,354 INFO : TRAIN, epoch=0072, iter=00010/00196, fetch data time cost=1.72ms, fps=1064 images/s, loss=0.9319, top1-acc=71.72%, top5-acc=94.49%, remaining_time=0:00:44.739510, arrival_time=2021-04-14 22:07:04.094339, cost_time=0:00:02.405354 2021-04-14 22:06:21,557 INFO : TRAIN, epoch=0072, iter=00020/00196, fetch data time cost=1.62ms, fps=1163 images/s, loss=0.9323, top1-acc=71.56%, top5-acc=94.47%, remaining_time=0:00:40.551456, arrival_time=2021-04-14 22:07:02.108948, cost_time=0:00:04.608126 2021-04-14 22:06:23,759 INFO : TRAIN, epoch=0072, iter=00030/00196, fetch data time cost=1.57ms, fps=1163 images/s, loss=0.9285, top1-acc=71.86%, top5-acc=94.57%, remaining_time=0:00:37.680838, arrival_time=2021-04-14 22:07:01.439994, cost_time=0:00:06.809788 2021-04-14 22:06:25,965 INFO : TRAIN, epoch=0072, iter=00040/00196, fetch data time cost=1.98ms, fps=1161 images/s, loss=0.9323, top1-acc=71.88%, top5-acc=94.43%, remaining_time=0:00:35.160996, arrival_time=2021-04-14 22:07:01.125991, cost_time=0:00:09.015632 2021-04-14 22:06:28,163 INFO : TRAIN, epoch=0072, iter=00050/00196, fetch data time cost=1.49ms, fps=1165 images/s, loss=0.9373, top1-acc=71.82%, top5-acc=94.27%, remaining_time=0:00:32.745464, arrival_time=2021-04-14 22:07:00.908969, cost_time=0:00:11.214218 2021-04-14 22:06:30,369 INFO : TRAIN, epoch=0072, iter=00060/00196, fetch data time cost=1.53ms, fps=1161 images/s, loss=0.9389, top1-acc=72.04%, top5-acc=94.17%, remaining_time=0:00:30.417624, arrival_time=2021-04-14 22:07:00.786526, cost_time=0:00:13.419543 2021-04-14 22:06:32,570 INFO : TRAIN, epoch=0072, iter=00070/00196, fetch data time cost=2.06ms, fps=1163 images/s, loss=0.9365, top1-acc=72.10%, top5-acc=94.21%, remaining_time=0:00:28.118160, arrival_time=2021-04-14 22:07:00.688685, cost_time=0:00:15.621169 2021-04-14 22:06:34,769 INFO : TRAIN, epoch=0072, iter=00080/00196, fetch data time cost=1.42ms, fps=1164 images/s, loss=0.9342, top1-acc=72.19%, top5-acc=94.26%, remaining_time=0:00:25.839696, arrival_time=2021-04-14 22:07:00.609484, cost_time=0:00:17.820465 2021-04-14 22:06:36,977 INFO : TRAIN, epoch=0072, iter=00090/00196, fetch data time cost=2.21ms, fps=1160 images/s, loss=0.9370, top1-acc=72.01%, top5-acc=94.35%, remaining_time=0:00:23.588816, arrival_time=2021-04-14 22:07:00.566407, cost_time=0:00:20.028235 2021-04-14 22:06:39,177 INFO : TRAIN, epoch=0072, iter=00100/00196, fetch data time cost=1.51ms, fps=1164 images/s, loss=0.9365, top1-acc=71.94%, top5-acc=94.37%, remaining_time=0:00:21.338880, arrival_time=2021-04-14 22:07:00.516194, cost_time=0:00:22.228026 2021-04-14 22:06:41,376 INFO : TRAIN, epoch=0072, iter=00110/00196, fetch data time cost=1.37ms, fps=1164 images/s, loss=0.9431, top1-acc=71.74%, top5-acc=94.29%, remaining_time=0:00:19.097934, arrival_time=2021-04-14 22:07:00.474812, cost_time=0:00:24.427596 2021-04-14 22:06:43,589 INFO : TRAIN, epoch=0072, iter=00120/00196, fetch data time cost=1.57ms, fps=1157 images/s, loss=0.9464, top1-acc=71.69%, top5-acc=94.18%, remaining_time=0:00:16.871848, arrival_time=2021-04-14 22:07:00.461133, cost_time=0:00:26.639773 2021-04-14 22:06:45,803 INFO : TRAIN, epoch=0072, iter=00130/00196, fetch data time cost=1.36ms, fps=1157 images/s, loss=0.9501, top1-acc=71.60%, top5-acc=94.09%, remaining_time=0:00:14.648964, arrival_time=2021-04-14 22:07:00.452535, cost_time=0:00:28.854039 2021-04-14 22:06:48,018 INFO : TRAIN, epoch=0072, iter=00140/00196, fetch data time cost=1.33ms, fps=1156 images/s, loss=0.9568, top1-acc=71.43%, top5-acc=94.02%, remaining_time=0:00:12.427464, arrival_time=2021-04-14 22:07:00.445513, cost_time=0:00:31.068691 2021-04-14 22:06:50,219 INFO : TRAIN, epoch=0072, iter=00150/00196, fetch data time cost=1.59ms, fps=1163 images/s, loss=0.9591, top1-acc=71.32%, top5-acc=94.03%, remaining_time=0:00:10.202938, arrival_time=2021-04-14 22:07:00.422714, cost_time=0:00:33.270406 2021-04-14 22:06:52,425 INFO : TRAIN, epoch=0072, iter=00160/00196, fetch data time cost=1.61ms, fps=1161 images/s, loss=0.9606, top1-acc=71.34%, top5-acc=94.01%, remaining_time=0:00:07.982028, arrival_time=2021-04-14 22:07:00.407033, cost_time=0:00:35.475638 2021-04-14 22:06:54,632 INFO : TRAIN, epoch=0072, iter=00170/00196, fetch data time cost=1.62ms, fps=1160 images/s, loss=0.9657, top1-acc=71.22%, top5-acc=93.95%, remaining_time=0:00:05.763212, arrival_time=2021-04-14 22:07:00.395180, cost_time=0:00:37.682594 2021-04-14 22:06:56,851 INFO : TRAIN, epoch=0072, iter=00180/00196, fetch data time cost=1.91ms, fps=1154 images/s, loss=0.9699, top1-acc=71.13%, top5-acc=93.89%, remaining_time=0:00:03.546864, arrival_time=2021-04-14 22:07:00.398448, cost_time=0:00:39.902143 2021-04-14 22:06:59,070 INFO : TRAIN, epoch=0072, iter=00190/00196, fetch data time cost=1.57ms, fps=1154 images/s, loss=0.9733, top1-acc=71.03%, top5-acc=93.87%, remaining_time=0:00:01.330128, arrival_time=2021-04-14 22:07:00.400367, cost_time=0:00:42.120793 2021-04-14 22:07:00,268 INFO : TRAIN, epoch=0072, iter=00196/00196, fetch data time cost=1.79ms, fps=1136 images/s, loss=0.9744, top1-acc=70.99%, top5-acc=93.85%, remaining_time=0:00:00, arrival_time=2021-04-14 22:07:00.267933, cost_time=0:00:43.318568 2021-04-14 22:07:01,127 INFO : EVAL, epoch=0072, iter=00010/00040, fetch data time cost=0.22ms, fps=2985 images/s, loss=1.4227, top1-acc=60.70%, top5-acc=87.73%, remaining_time=0:00:02.572710, arrival_time=2021-04-14 22:07:03.700314, cost_time=0:00:00.857573 2021-04-14 22:07:01,819 INFO : EVAL, epoch=0072, iter=00020/00040, fetch data time cost=1.57ms, fps=3704 images/s, loss=1.4166, top1-acc=60.66%, top5-acc=87.93%, remaining_time=0:00:01.549340, arrival_time=2021-04-14 22:07:03.368636, cost_time=0:00:01.549338 2021-04-14 22:07:02,509 INFO : EVAL, epoch=0072, iter=00030/00040, fetch data time cost=1.32ms, fps=3714 images/s, loss=1.4190, top1-acc=60.91%, top5-acc=87.45%, remaining_time=0:00:00.746310, arrival_time=2021-04-14 22:07:03.255281, cost_time=0:00:02.238935 2021-04-14 22:07:03,140 INFO : EVAL, epoch=0072, iter=00040/00040, fetch data time cost=0.08ms, fps=3675 images/s, loss=1.4210, top1-acc=61.05%, top5-acc=87.36%, remaining_time=0:00:00, arrival_time=2021-04-14 22:07:03.140746, cost_time=0:00:02.870819 2021-04-14 22:07:03,473 INFO : Epoch=0072 complete, best val top1-acc=61.05%, top5-acc=87.36% (epoch=72), remaining_time=1:39:17.849984, arrival_time=2021-04-14 23:46:21.323631, cost_time=0:55:51.290586 2021-04-14 22:07:03,475 INFO : Train start, epoch=0073, lr=0.071289 2021-04-14 22:07:05,846 INFO : TRAIN, epoch=0073, iter=00010/00196, fetch data time cost=1.45ms, fps=1080 images/s, loss=0.9530, top1-acc=71.13%, top5-acc=94.69%, remaining_time=0:00:44.106180, arrival_time=2021-04-14 22:07:49.952765, cost_time=0:00:02.371304 2021-04-14 22:07:08,053 INFO : TRAIN, epoch=0073, iter=00020/00196, fetch data time cost=1.44ms, fps=1161 images/s, loss=0.9546, top1-acc=71.07%, top5-acc=94.71%, remaining_time=0:00:40.282880, arrival_time=2021-04-14 22:07:48.335895, cost_time=0:00:04.577603 2021-04-14 22:07:10,250 INFO : TRAIN, epoch=0073, iter=00030/00196, fetch data time cost=1.57ms, fps=1165 images/s, loss=0.9371, top1-acc=71.71%, top5-acc=94.79%, remaining_time=0:00:37.491266, arrival_time=2021-04-14 22:07:47.742078, cost_time=0:00:06.775539 2021-04-14 22:07:12,454 INFO : TRAIN, epoch=0073, iter=00040/00196, fetch data time cost=1.61ms, fps=1162 images/s, loss=0.9276, top1-acc=72.21%, top5-acc=94.66%, remaining_time=0:00:35.019504, arrival_time=2021-04-14 22:07:47.474145, cost_time=0:00:08.979359 2021-04-14 22:07:14,658 INFO : TRAIN, epoch=0073, iter=00050/00196, fetch data time cost=1.78ms, fps=1162 images/s, loss=0.9220, top1-acc=72.51%, top5-acc=94.67%, remaining_time=0:00:32.654944, arrival_time=2021-04-14 22:07:47.313590, cost_time=0:00:11.183225 2021-04-14 22:07:16,877 INFO : TRAIN, epoch=0073, iter=00060/00196, fetch data time cost=1.39ms, fps=1154 images/s, loss=0.9254, top1-acc=72.35%, top5-acc=94.56%, remaining_time=0:00:30.377912, arrival_time=2021-04-14 22:07:47.255099, cost_time=0:00:13.401998 2021-04-14 22:07:19,083 INFO : TRAIN, epoch=0073, iter=00070/00196, fetch data time cost=1.83ms, fps=1161 images/s, loss=0.9272, top1-acc=72.33%, top5-acc=94.53%, remaining_time=0:00:28.093842, arrival_time=2021-04-14 22:07:47.176796, cost_time=0:00:15.607662 2021-04-14 22:07:21,280 INFO : TRAIN, epoch=0073, iter=00080/00196, fetch data time cost=1.42ms, fps=1166 images/s, loss=0.9283, top1-acc=72.22%, top5-acc=94.46%, remaining_time=0:00:25.816844, arrival_time=2021-04-14 22:07:47.096779, cost_time=0:00:17.804692 2021-04-14 22:07:23,485 INFO : TRAIN, epoch=0073, iter=00090/00196, fetch data time cost=2.10ms, fps=1161 images/s, loss=0.9333, top1-acc=72.02%, top5-acc=94.41%, remaining_time=0:00:23.567192, arrival_time=2021-04-14 22:07:47.052316, cost_time=0:00:20.009839 2021-04-14 22:07:25,687 INFO : TRAIN, epoch=0073, iter=00100/00196, fetch data time cost=1.45ms, fps=1163 images/s, loss=0.9371, top1-acc=72.00%, top5-acc=94.36%, remaining_time=0:00:21.323520, arrival_time=2021-04-14 22:07:47.010712, cost_time=0:00:22.211994 2021-04-14 22:07:27,894 INFO : TRAIN, epoch=0073, iter=00110/00196, fetch data time cost=1.43ms, fps=1160 images/s, loss=0.9412, top1-acc=71.90%, top5-acc=94.28%, remaining_time=0:00:19.091398, arrival_time=2021-04-14 22:07:46.986022, cost_time=0:00:24.419201 2021-04-14 22:07:30,105 INFO : TRAIN, epoch=0073, iter=00120/00196, fetch data time cost=1.40ms, fps=1158 images/s, loss=0.9477, top1-acc=71.76%, top5-acc=94.20%, remaining_time=0:00:16.866148, arrival_time=2021-04-14 22:07:46.972087, cost_time=0:00:26.630733 2021-04-14 22:07:32,311 INFO : TRAIN, epoch=0073, iter=00130/00196, fetch data time cost=1.56ms, fps=1161 images/s, loss=0.9509, top1-acc=71.73%, top5-acc=94.12%, remaining_time=0:00:14.639724, arrival_time=2021-04-14 22:07:46.950805, cost_time=0:00:28.835847 2021-04-14 22:07:34,522 INFO : TRAIN, epoch=0073, iter=00140/00196, fetch data time cost=1.82ms, fps=1158 images/s, loss=0.9558, top1-acc=71.60%, top5-acc=94.00%, remaining_time=0:00:12.418840, arrival_time=2021-04-14 22:07:46.941262, cost_time=0:00:31.047148 2021-04-14 22:07:36,733 INFO : TRAIN, epoch=0073, iter=00150/00196, fetch data time cost=2.12ms, fps=1158 images/s, loss=0.9544, top1-acc=71.64%, top5-acc=94.01%, remaining_time=0:00:10.199166, arrival_time=2021-04-14 22:07:46.932593, cost_time=0:00:33.258214 2021-04-14 22:07:38,942 INFO : TRAIN, epoch=0073, iter=00160/00196, fetch data time cost=1.39ms, fps=1159 images/s, loss=0.9567, top1-acc=71.51%, top5-acc=93.98%, remaining_time=0:00:07.980048, arrival_time=2021-04-14 22:07:46.922142, cost_time=0:00:35.466899 2021-04-14 22:07:41,143 INFO : TRAIN, epoch=0073, iter=00170/00196, fetch data time cost=1.31ms, fps=1163 images/s, loss=0.9601, top1-acc=71.40%, top5-acc=93.93%, remaining_time=0:00:05.761080, arrival_time=2021-04-14 22:07:46.904802, cost_time=0:00:37.668526 2021-04-14 22:07:43,345 INFO : TRAIN, epoch=0073, iter=00180/00196, fetch data time cost=1.42ms, fps=1163 images/s, loss=0.9624, top1-acc=71.34%, top5-acc=93.95%, remaining_time=0:00:03.543968, arrival_time=2021-04-14 22:07:46.888881, cost_time=0:00:39.869629 2021-04-14 22:07:45,540 INFO : TRAIN, epoch=0073, iter=00190/00196, fetch data time cost=1.28ms, fps=1166 images/s, loss=0.9632, top1-acc=71.29%, top5-acc=93.92%, remaining_time=0:00:01.328388, arrival_time=2021-04-14 22:07:46.869178, cost_time=0:00:42.065594 2021-04-14 22:07:46,718 INFO : TRAIN, epoch=0073, iter=00196/00196, fetch data time cost=1.37ms, fps=1156 images/s, loss=0.9653, top1-acc=71.25%, top5-acc=93.87%, remaining_time=0:00:00, arrival_time=2021-04-14 22:07:46.717970, cost_time=0:00:43.242734 2021-04-14 22:07:47,529 INFO : EVAL, epoch=0073, iter=00010/00040, fetch data time cost=2.35ms, fps=3165 images/s, loss=1.5566, top1-acc=58.20%, top5-acc=85.39%, remaining_time=0:00:02.426460, arrival_time=2021-04-14 22:07:49.955689, cost_time=0:00:00.808822 2021-04-14 22:07:48,222 INFO : EVAL, epoch=0073, iter=00020/00040, fetch data time cost=1.37ms, fps=3696 images/s, loss=1.5624, top1-acc=58.30%, top5-acc=85.47%, remaining_time=0:00:01.501740, arrival_time=2021-04-14 22:07:49.723882, cost_time=0:00:01.501733 2021-04-14 22:07:48,910 INFO : EVAL, epoch=0073, iter=00030/00040, fetch data time cost=1.38ms, fps=3719 images/s, loss=1.5548, top1-acc=58.41%, top5-acc=85.70%, remaining_time=0:00:00.730140, arrival_time=2021-04-14 22:07:49.640972, cost_time=0:00:02.190409 2021-04-14 22:07:49,548 INFO : EVAL, epoch=0073, iter=00040/00040, fetch data time cost=0.10ms, fps=3639 images/s, loss=1.5463, top1-acc=58.09%, top5-acc=85.85%, remaining_time=0:00:00, arrival_time=2021-04-14 22:07:49.548669, cost_time=0:00:02.828278 2021-04-14 22:07:49,751 INFO : Epoch=0073 complete, best val top1-acc=61.05%, top5-acc=87.36% (epoch=72), remaining_time=1:38:30.838953, arrival_time=2021-04-14 23:46:20.590833, cost_time=0:56:37.568832 2021-04-14 22:07:49,753 INFO : Train start, epoch=0074, lr=0.070576 2021-04-14 22:07:52,140 INFO : TRAIN, epoch=0074, iter=00010/00196, fetch data time cost=1.63ms, fps=1072 images/s, loss=0.9336, top1-acc=72.81%, top5-acc=94.53%, remaining_time=0:00:44.401176, arrival_time=2021-04-14 22:08:36.541623, cost_time=0:00:02.387165 2021-04-14 22:07:54,351 INFO : TRAIN, epoch=0074, iter=00020/00196, fetch data time cost=1.87ms, fps=1158 images/s, loss=0.9271, top1-acc=72.30%, top5-acc=94.47%, remaining_time=0:00:40.460464, arrival_time=2021-04-14 22:08:34.811656, cost_time=0:00:04.597786 2021-04-14 22:07:56,562 INFO : TRAIN, epoch=0074, iter=00030/00196, fetch data time cost=1.71ms, fps=1158 images/s, loss=0.9307, top1-acc=71.99%, top5-acc=94.51%, remaining_time=0:00:37.679178, arrival_time=2021-04-14 22:08:34.241919, cost_time=0:00:06.809485 2021-04-14 22:07:58,760 INFO : TRAIN, epoch=0074, iter=00040/00196, fetch data time cost=1.42ms, fps=1165 images/s, loss=0.9303, top1-acc=72.05%, top5-acc=94.42%, remaining_time=0:00:35.129484, arrival_time=2021-04-14 22:08:33.890298, cost_time=0:00:09.007543 2021-04-14 22:08:00,963 INFO : TRAIN, epoch=0074, iter=00050/00196, fetch data time cost=1.43ms, fps=1162 images/s, loss=0.9258, top1-acc=72.22%, top5-acc=94.55%, remaining_time=0:00:32.735098, arrival_time=2021-04-14 22:08:33.699030, cost_time=0:00:11.210645 2021-04-14 22:08:03,169 INFO : TRAIN, epoch=0074, iter=00060/00196, fetch data time cost=1.47ms, fps=1161 images/s, loss=0.9337, top1-acc=72.03%, top5-acc=94.45%, remaining_time=0:00:30.410280, arrival_time=2021-04-14 22:08:33.579858, cost_time=0:00:13.416309 2021-04-14 22:08:05,381 INFO : TRAIN, epoch=0074, iter=00070/00196, fetch data time cost=2.17ms, fps=1158 images/s, loss=0.9380, top1-acc=71.93%, top5-acc=94.39%, remaining_time=0:00:28.129878, arrival_time=2021-04-14 22:08:33.510966, cost_time=0:00:15.627730 2021-04-14 22:08:07,576 INFO : TRAIN, epoch=0074, iter=00080/00196, fetch data time cost=1.52ms, fps=1166 images/s, loss=0.9448, top1-acc=71.55%, top5-acc=94.36%, remaining_time=0:00:25.844336, arrival_time=2021-04-14 22:08:33.421290, cost_time=0:00:17.823684 2021-04-14 22:08:09,781 INFO : TRAIN, epoch=0074, iter=00090/00196, fetch data time cost=1.57ms, fps=1162 images/s, loss=0.9524, top1-acc=71.34%, top5-acc=94.28%, remaining_time=0:00:23.588604, arrival_time=2021-04-14 22:08:33.369918, cost_time=0:00:20.028044 2021-04-14 22:08:11,975 INFO : TRAIN, epoch=0074, iter=00100/00196, fetch data time cost=1.42ms, fps=1167 images/s, loss=0.9563, top1-acc=71.26%, top5-acc=94.21%, remaining_time=0:00:21.332928, arrival_time=2021-04-14 22:08:33.308032, cost_time=0:00:22.221835 2021-04-14 22:08:14,178 INFO : TRAIN, epoch=0074, iter=00110/00196, fetch data time cost=1.53ms, fps=1162 images/s, loss=0.9583, top1-acc=71.29%, top5-acc=94.19%, remaining_time=0:00:19.096214, arrival_time=2021-04-14 22:08:33.274897, cost_time=0:00:24.425366 2021-04-14 22:08:16,392 INFO : TRAIN, epoch=0074, iter=00120/00196, fetch data time cost=1.40ms, fps=1157 images/s, loss=0.9598, top1-acc=71.22%, top5-acc=94.14%, remaining_time=0:00:16.871088, arrival_time=2021-04-14 22:08:33.263020, cost_time=0:00:26.638583 2021-04-14 22:08:18,593 INFO : TRAIN, epoch=0074, iter=00130/00196, fetch data time cost=1.36ms, fps=1163 images/s, loss=0.9640, top1-acc=71.11%, top5-acc=94.07%, remaining_time=0:00:14.642100, arrival_time=2021-04-14 22:08:33.235931, cost_time=0:00:28.840550 2021-04-14 22:08:20,799 INFO : TRAIN, epoch=0074, iter=00140/00196, fetch data time cost=1.52ms, fps=1161 images/s, loss=0.9638, top1-acc=71.19%, top5-acc=94.05%, remaining_time=0:00:12.418392, arrival_time=2021-04-14 22:08:33.217621, cost_time=0:00:31.045956 2021-04-14 22:08:22,997 INFO : TRAIN, epoch=0074, iter=00150/00196, fetch data time cost=1.55ms, fps=1165 images/s, loss=0.9658, top1-acc=71.16%, top5-acc=94.03%, remaining_time=0:00:10.194842, arrival_time=2021-04-14 22:08:33.192177, cost_time=0:00:33.244006 2021-04-14 22:08:25,207 INFO : TRAIN, epoch=0074, iter=00160/00196, fetch data time cost=1.52ms, fps=1159 images/s, loss=0.9691, top1-acc=71.14%, top5-acc=93.95%, remaining_time=0:00:07.977132, arrival_time=2021-04-14 22:08:33.184274, cost_time=0:00:35.453869 2021-04-14 22:08:27,412 INFO : TRAIN, epoch=0074, iter=00170/00196, fetch data time cost=1.60ms, fps=1161 images/s, loss=0.9667, top1-acc=71.22%, top5-acc=94.00%, remaining_time=0:00:05.759650, arrival_time=2021-04-14 22:08:33.172182, cost_time=0:00:37.659174 2021-04-14 22:08:29,616 INFO : TRAIN, epoch=0074, iter=00180/00196, fetch data time cost=1.40ms, fps=1162 images/s, loss=0.9682, top1-acc=71.20%, top5-acc=93.99%, remaining_time=0:00:03.543360, arrival_time=2021-04-14 22:08:33.159441, cost_time=0:00:39.862712 2021-04-14 22:08:31,823 INFO : TRAIN, epoch=0074, iter=00190/00196, fetch data time cost=1.54ms, fps=1160 images/s, loss=0.9704, top1-acc=71.13%, top5-acc=93.94%, remaining_time=0:00:01.328520, arrival_time=2021-04-14 22:08:33.151671, cost_time=0:00:42.069882 2021-04-14 22:08:33,000 INFO : TRAIN, epoch=0074, iter=00196/00196, fetch data time cost=1.27ms, fps=1155 images/s, loss=0.9724, top1-acc=71.09%, top5-acc=93.94%, remaining_time=0:00:00, arrival_time=2021-04-14 22:08:33.000795, cost_time=0:00:43.247536 2021-04-14 22:08:33,871 INFO : EVAL, epoch=0074, iter=00010/00040, fetch data time cost=2.03ms, fps=2947 images/s, loss=1.5226, top1-acc=59.34%, top5-acc=86.09%, remaining_time=0:00:02.606430, arrival_time=2021-04-14 22:08:36.477968, cost_time=0:00:00.868806 2021-04-14 22:08:34,562 INFO : EVAL, epoch=0074, iter=00020/00040, fetch data time cost=1.34ms, fps=3706 images/s, loss=1.5074, top1-acc=58.75%, top5-acc=86.64%, remaining_time=0:00:01.560120, arrival_time=2021-04-14 22:08:36.122966, cost_time=0:00:01.560126 2021-04-14 22:08:35,254 INFO : EVAL, epoch=0074, iter=00030/00040, fetch data time cost=0.20ms, fps=3704 images/s, loss=1.4872, top1-acc=59.56%, top5-acc=86.74%, remaining_time=0:00:00.750550, arrival_time=2021-04-14 22:08:36.004886, cost_time=0:00:02.251656 2021-04-14 22:08:35,883 INFO : EVAL, epoch=0074, iter=00040/00040, fetch data time cost=0.09ms, fps=3691 images/s, loss=1.4815, top1-acc=59.46%, top5-acc=86.71%, remaining_time=0:00:00, arrival_time=2021-04-14 22:08:35.883207, cost_time=0:00:02.880546 2021-04-14 22:08:36,072 INFO : Epoch=0074 complete, best val top1-acc=61.05%, top5-acc=87.36% (epoch=72), remaining_time=1:37:43.919040, arrival_time=2021-04-14 23:46:19.991043, cost_time=0:57:23.888956 2021-04-14 22:08:36,073 INFO : Train start, epoch=0075, lr=0.069857 2021-04-14 22:08:38,494 INFO : TRAIN, epoch=0075, iter=00010/00196, fetch data time cost=1.35ms, fps=1058 images/s, loss=0.9081, top1-acc=72.42%, top5-acc=95.08%, remaining_time=0:00:45.025764, arrival_time=2021-04-14 22:09:23.519860, cost_time=0:00:02.420737 2021-04-14 22:08:40,703 INFO : TRAIN, epoch=0075, iter=00020/00196, fetch data time cost=1.40ms, fps=1159 images/s, loss=0.9386, top1-acc=71.84%, top5-acc=94.71%, remaining_time=0:00:40.746464, arrival_time=2021-04-14 22:09:21.450099, cost_time=0:00:04.630280 2021-04-14 22:08:42,906 INFO : TRAIN, epoch=0075, iter=00030/00196, fetch data time cost=1.56ms, fps=1162 images/s, loss=0.9273, top1-acc=71.99%, top5-acc=94.70%, remaining_time=0:00:37.810982, arrival_time=2021-04-14 22:09:20.717633, cost_time=0:00:06.833300 2021-04-14 22:08:45,102 INFO : TRAIN, epoch=0075, iter=00040/00196, fetch data time cost=1.37ms, fps=1166 images/s, loss=0.9349, top1-acc=71.76%, top5-acc=94.50%, remaining_time=0:00:35.213100, arrival_time=2021-04-14 22:09:20.315457, cost_time=0:00:09.028988 2021-04-14 22:08:47,310 INFO : TRAIN, epoch=0075, iter=00050/00196, fetch data time cost=1.39ms, fps=1160 images/s, loss=0.9345, top1-acc=71.95%, top5-acc=94.40%, remaining_time=0:00:32.812040, arrival_time=2021-04-14 22:09:20.122438, cost_time=0:00:11.236978 2021-04-14 22:08:49,526 INFO : TRAIN, epoch=0075, iter=00060/00196, fetch data time cost=1.56ms, fps=1156 images/s, loss=0.9341, top1-acc=71.95%, top5-acc=94.43%, remaining_time=0:00:30.492696, arrival_time=2021-04-14 22:09:20.018732, cost_time=0:00:13.452670 2021-04-14 22:08:51,733 INFO : TRAIN, epoch=0075, iter=00070/00196, fetch data time cost=1.39ms, fps=1160 images/s, loss=0.9353, top1-acc=71.99%, top5-acc=94.34%, remaining_time=0:00:28.187964, arrival_time=2021-04-14 22:09:19.921308, cost_time=0:00:15.659979 2021-04-14 22:08:53,951 INFO : TRAIN, epoch=0075, iter=00080/00196, fetch data time cost=1.34ms, fps=1155 images/s, loss=0.9343, top1-acc=71.95%, top5-acc=94.33%, remaining_time=0:00:25.922056, arrival_time=2021-04-14 22:09:19.872977, cost_time=0:00:17.877320 2021-04-14 22:08:56,151 INFO : TRAIN, epoch=0075, iter=00090/00196, fetch data time cost=1.40ms, fps=1164 images/s, loss=0.9345, top1-acc=71.91%, top5-acc=94.29%, remaining_time=0:00:23.647010, arrival_time=2021-04-14 22:09:19.798346, cost_time=0:00:20.077646 2021-04-14 22:08:58,363 INFO : TRAIN, epoch=0075, iter=00100/00196, fetch data time cost=1.71ms, fps=1158 images/s, loss=0.9335, top1-acc=71.94%, top5-acc=94.26%, remaining_time=0:00:21.398592, arrival_time=2021-04-14 22:09:19.762235, cost_time=0:00:22.290205 2021-04-14 22:09:00,571 INFO : TRAIN, epoch=0075, iter=00110/00196, fetch data time cost=2.70ms, fps=1160 images/s, loss=0.9355, top1-acc=71.92%, top5-acc=94.26%, remaining_time=0:00:19.152802, arrival_time=2021-04-14 22:09:19.723980, cost_time=0:00:24.497738 2021-04-14 22:09:02,770 INFO : TRAIN, epoch=0075, iter=00120/00196, fetch data time cost=1.46ms, fps=1164 images/s, loss=0.9351, top1-acc=71.96%, top5-acc=94.29%, remaining_time=0:00:16.907948, arrival_time=2021-04-14 22:09:19.678185, cost_time=0:00:26.696728 2021-04-14 22:09:04,979 INFO : TRAIN, epoch=0075, iter=00130/00196, fetch data time cost=1.98ms, fps=1159 images/s, loss=0.9414, top1-acc=71.81%, top5-acc=94.24%, remaining_time=0:00:14.675298, arrival_time=2021-04-14 22:09:19.654622, cost_time=0:00:28.905902 2021-04-14 22:09:07,177 INFO : TRAIN, epoch=0075, iter=00140/00196, fetch data time cost=1.58ms, fps=1165 images/s, loss=0.9461, top1-acc=71.65%, top5-acc=94.17%, remaining_time=0:00:12.441576, arrival_time=2021-04-14 22:09:19.618868, cost_time=0:00:31.103925 2021-04-14 22:09:09,379 INFO : TRAIN, epoch=0075, iter=00150/00196, fetch data time cost=1.50ms, fps=1163 images/s, loss=0.9530, top1-acc=71.53%, top5-acc=94.11%, remaining_time=0:00:10.213886, arrival_time=2021-04-14 22:09:19.593549, cost_time=0:00:33.306223 2021-04-14 22:09:11,590 INFO : TRAIN, epoch=0075, iter=00160/00196, fetch data time cost=1.50ms, fps=1158 images/s, loss=0.9582, top1-acc=71.37%, top5-acc=94.06%, remaining_time=0:00:07.991244, arrival_time=2021-04-14 22:09:19.581321, cost_time=0:00:35.516578 2021-04-14 22:09:13,797 INFO : TRAIN, epoch=0075, iter=00170/00196, fetch data time cost=1.33ms, fps=1160 images/s, loss=0.9624, top1-acc=71.24%, top5-acc=94.03%, remaining_time=0:00:05.769530, arrival_time=2021-04-14 22:09:19.566683, cost_time=0:00:37.723785 2021-04-14 22:09:16,000 INFO : TRAIN, epoch=0075, iter=00180/00196, fetch data time cost=2.07ms, fps=1162 images/s, loss=0.9636, top1-acc=71.17%, top5-acc=94.02%, remaining_time=0:00:03.549072, arrival_time=2021-04-14 22:09:19.549493, cost_time=0:00:39.926992 2021-04-14 22:09:18,202 INFO : TRAIN, epoch=0075, iter=00190/00196, fetch data time cost=1.46ms, fps=1163 images/s, loss=0.9668, top1-acc=71.07%, top5-acc=93.99%, remaining_time=0:00:01.330398, arrival_time=2021-04-14 22:09:19.533080, cost_time=0:00:42.129331 2021-04-14 22:09:19,381 INFO : TRAIN, epoch=0075, iter=00196/00196, fetch data time cost=1.23ms, fps=1154 images/s, loss=0.9701, top1-acc=71.03%, top5-acc=93.95%, remaining_time=0:00:00, arrival_time=2021-04-14 22:09:19.381737, cost_time=0:00:43.308389 2021-04-14 22:09:20,227 INFO : EVAL, epoch=0075, iter=00010/00040, fetch data time cost=0.33ms, fps=3034 images/s, loss=1.5035, top1-acc=59.96%, top5-acc=86.29%, remaining_time=0:00:02.530950, arrival_time=2021-04-14 22:09:22.758281, cost_time=0:00:00.843649 2021-04-14 22:09:20,921 INFO : EVAL, epoch=0075, iter=00020/00040, fetch data time cost=1.44ms, fps=3693 images/s, loss=1.4996, top1-acc=59.20%, top5-acc=86.58%, remaining_time=0:00:01.537280, arrival_time=2021-04-14 22:09:22.458258, cost_time=0:00:01.537286 2021-04-14 22:09:21,622 INFO : EVAL, epoch=0075, iter=00030/00040, fetch data time cost=2.32ms, fps=3653 images/s, loss=1.4982, top1-acc=59.26%, top5-acc=86.48%, remaining_time=0:00:00.746130, arrival_time=2021-04-14 22:09:22.368369, cost_time=0:00:02.238381 2021-04-14 22:09:22,256 INFO : EVAL, epoch=0075, iter=00040/00040, fetch data time cost=0.08ms, fps=3663 images/s, loss=1.4904, top1-acc=59.48%, top5-acc=86.61%, remaining_time=0:00:00, arrival_time=2021-04-14 22:09:22.256230, cost_time=0:00:02.872566 2021-04-14 22:09:22,441 INFO : Epoch=0075 complete, best val top1-acc=61.05%, top5-acc=87.36% (epoch=72), remaining_time=1:36:57.097125, arrival_time=2021-04-14 23:46:19.538476, cost_time=0:58:10.258274 2021-04-14 22:09:22,443 INFO : Train start, epoch=0076, lr=0.069134 2021-04-14 22:09:24,883 INFO : TRAIN, epoch=0076, iter=00010/00196, fetch data time cost=1.87ms, fps=1049 images/s, loss=0.8772, top1-acc=73.24%, top5-acc=95.78%, remaining_time=0:00:45.371910, arrival_time=2021-04-14 22:10:10.254878, cost_time=0:00:02.439352 2021-04-14 22:09:27,096 INFO : TRAIN, epoch=0076, iter=00020/00196, fetch data time cost=1.84ms, fps=1157 images/s, loss=0.9086, top1-acc=72.25%, top5-acc=95.08%, remaining_time=0:00:40.944992, arrival_time=2021-04-14 22:10:08.041629, cost_time=0:00:04.652834 2021-04-14 22:09:29,300 INFO : TRAIN, epoch=0076, iter=00030/00196, fetch data time cost=1.51ms, fps=1162 images/s, loss=0.9013, top1-acc=72.80%, top5-acc=94.97%, remaining_time=0:00:37.939134, arrival_time=2021-04-14 22:10:07.239447, cost_time=0:00:06.856459 2021-04-14 22:09:31,505 INFO : TRAIN, epoch=0076, iter=00040/00196, fetch data time cost=1.36ms, fps=1162 images/s, loss=0.9017, top1-acc=72.95%, top5-acc=94.81%, remaining_time=0:00:35.338212, arrival_time=2021-04-14 22:10:06.843088, cost_time=0:00:09.061086 2021-04-14 22:09:33,715 INFO : TRAIN, epoch=0076, iter=00050/00196, fetch data time cost=1.45ms, fps=1159 images/s, loss=0.9113, top1-acc=72.70%, top5-acc=94.62%, remaining_time=0:00:32.912634, arrival_time=2021-04-14 22:10:06.627793, cost_time=0:00:11.271455 2021-04-14 22:09:35,913 INFO : TRAIN, epoch=0076, iter=00060/00196, fetch data time cost=1.51ms, fps=1165 images/s, loss=0.9021, top1-acc=72.86%, top5-acc=94.73%, remaining_time=0:00:30.531048, arrival_time=2021-04-14 22:10:06.444328, cost_time=0:00:13.469574 2021-04-14 22:09:38,120 INFO : TRAIN, epoch=0076, iter=00070/00196, fetch data time cost=1.35ms, fps=1160 images/s, loss=0.9042, top1-acc=72.72%, top5-acc=94.66%, remaining_time=0:00:28.218456, arrival_time=2021-04-14 22:10:06.339096, cost_time=0:00:15.676921 2021-04-14 22:09:40,325 INFO : TRAIN, epoch=0076, iter=00080/00196, fetch data time cost=1.50ms, fps=1161 images/s, loss=0.9052, top1-acc=72.75%, top5-acc=94.66%, remaining_time=0:00:25.928900, arrival_time=2021-04-14 22:10:06.254684, cost_time=0:00:17.882032 2021-04-14 22:09:42,552 INFO : TRAIN, epoch=0076, iter=00090/00196, fetch data time cost=1.34ms, fps=1150 images/s, loss=0.9085, top1-acc=72.67%, top5-acc=94.53%, remaining_time=0:00:23.683474, arrival_time=2021-04-14 22:10:06.235688, cost_time=0:00:20.108596 2021-04-14 22:09:44,751 INFO : TRAIN, epoch=0076, iter=00100/00196, fetch data time cost=1.47ms, fps=1164 images/s, loss=0.9149, top1-acc=72.59%, top5-acc=94.45%, remaining_time=0:00:21.415584, arrival_time=2021-04-14 22:10:06.167195, cost_time=0:00:22.307906 2021-04-14 22:09:46,953 INFO : TRAIN, epoch=0076, iter=00110/00196, fetch data time cost=1.38ms, fps=1163 images/s, loss=0.9235, top1-acc=72.39%, top5-acc=94.32%, remaining_time=0:00:19.162434, arrival_time=2021-04-14 22:10:06.116131, cost_time=0:00:24.510075 2021-04-14 22:09:49,154 INFO : TRAIN, epoch=0076, iter=00120/00196, fetch data time cost=1.40ms, fps=1163 images/s, loss=0.9259, top1-acc=72.31%, top5-acc=94.34%, remaining_time=0:00:16.916840, arrival_time=2021-04-14 22:10:06.071356, cost_time=0:00:26.710807 2021-04-14 22:09:51,349 INFO : TRAIN, epoch=0076, iter=00130/00196, fetch data time cost=1.31ms, fps=1167 images/s, loss=0.9303, top1-acc=72.22%, top5-acc=94.32%, remaining_time=0:00:14.675100, arrival_time=2021-04-14 22:10:06.024213, cost_time=0:00:28.905490 2021-04-14 22:09:53,548 INFO : TRAIN, epoch=0076, iter=00140/00196, fetch data time cost=1.43ms, fps=1164 images/s, loss=0.9347, top1-acc=72.15%, top5-acc=94.27%, remaining_time=0:00:12.441800, arrival_time=2021-04-14 22:10:05.989960, cost_time=0:00:31.104451 2021-04-14 22:09:55,757 INFO : TRAIN, epoch=0076, iter=00150/00196, fetch data time cost=1.90ms, fps=1159 images/s, loss=0.9400, top1-acc=72.00%, top5-acc=94.21%, remaining_time=0:00:10.216232, arrival_time=2021-04-14 22:10:05.973645, cost_time=0:00:33.313784 2021-04-14 22:09:57,962 INFO : TRAIN, epoch=0076, iter=00160/00196, fetch data time cost=1.41ms, fps=1161 images/s, loss=0.9437, top1-acc=71.90%, top5-acc=94.19%, remaining_time=0:00:07.991712, arrival_time=2021-04-14 22:10:05.954088, cost_time=0:00:35.518757 2021-04-14 22:10:00,170 INFO : TRAIN, epoch=0076, iter=00170/00196, fetch data time cost=2.84ms, fps=1160 images/s, loss=0.9453, top1-acc=71.88%, top5-acc=94.14%, remaining_time=0:00:05.769920, arrival_time=2021-04-14 22:10:05.939971, cost_time=0:00:37.726349 2021-04-14 22:10:02,371 INFO : TRAIN, epoch=0076, iter=00180/00196, fetch data time cost=1.49ms, fps=1163 images/s, loss=0.9493, top1-acc=71.81%, top5-acc=94.06%, remaining_time=0:00:03.549184, arrival_time=2021-04-14 22:10:05.921078, cost_time=0:00:39.928274 2021-04-14 22:10:04,567 INFO : TRAIN, epoch=0076, iter=00190/00196, fetch data time cost=1.32ms, fps=1166 images/s, loss=0.9503, top1-acc=71.76%, top5-acc=94.03%, remaining_time=0:00:01.330224, arrival_time=2021-04-14 22:10:05.897557, cost_time=0:00:42.123707 2021-04-14 22:10:05,747 INFO : TRAIN, epoch=0076, iter=00196/00196, fetch data time cost=1.27ms, fps=1153 images/s, loss=0.9518, top1-acc=71.73%, top5-acc=94.01%, remaining_time=0:00:00, arrival_time=2021-04-14 22:10:05.747586, cost_time=0:00:43.303890 2021-04-14 22:10:06,571 INFO : EVAL, epoch=0076, iter=00010/00040, fetch data time cost=2.21ms, fps=3116 images/s, loss=1.4272, top1-acc=60.39%, top5-acc=87.38%, remaining_time=0:00:02.464740, arrival_time=2021-04-14 22:10:09.035886, cost_time=0:00:00.821578 2021-04-14 22:10:07,264 INFO : EVAL, epoch=0076, iter=00020/00040, fetch data time cost=1.35ms, fps=3693 images/s, loss=1.4132, top1-acc=60.96%, top5-acc=87.66%, remaining_time=0:00:01.515300, arrival_time=2021-04-14 22:10:08.780170, cost_time=0:00:01.515294 2021-04-14 22:10:07,959 INFO : EVAL, epoch=0076, iter=00030/00040, fetch data time cost=1.81ms, fps=3686 images/s, loss=1.4001, top1-acc=60.92%, top5-acc=87.64%, remaining_time=0:00:00.736760, arrival_time=2021-04-14 22:10:08.696561, cost_time=0:00:02.210273 2021-04-14 22:10:08,588 INFO : EVAL, epoch=0076, iter=00040/00040, fetch data time cost=0.08ms, fps=3691 images/s, loss=1.4238, top1-acc=60.73%, top5-acc=87.42%, remaining_time=0:00:00, arrival_time=2021-04-14 22:10:08.588661, cost_time=0:00:02.839162 2021-04-14 22:10:08,762 INFO : Epoch=0076 complete, best val top1-acc=61.05%, top5-acc=87.36% (epoch=72), remaining_time=1:36:10.207940, arrival_time=2021-04-14 23:46:18.970070, cost_time=0:58:56.579085 2021-04-14 22:10:08,763 INFO : Train start, epoch=0077, lr=0.068406 2021-04-14 22:10:11,148 INFO : TRAIN, epoch=0077, iter=00010/00196, fetch data time cost=1.89ms, fps=1073 images/s, loss=0.8988, top1-acc=73.16%, top5-acc=94.92%, remaining_time=0:00:44.360442, arrival_time=2021-04-14 22:10:55.508938, cost_time=0:00:02.384966 2021-04-14 22:10:13,358 INFO : TRAIN, epoch=0077, iter=00020/00196, fetch data time cost=1.86ms, fps=1159 images/s, loss=0.9254, top1-acc=72.54%, top5-acc=94.43%, remaining_time=0:00:40.435472, arrival_time=2021-04-14 22:10:53.793994, cost_time=0:00:04.594931 2021-04-14 22:10:15,568 INFO : TRAIN, epoch=0077, iter=00030/00196, fetch data time cost=1.90ms, fps=1159 images/s, loss=0.9144, top1-acc=73.45%, top5-acc=94.54%, remaining_time=0:00:37.651788, arrival_time=2021-04-14 22:10:53.219938, cost_time=0:00:06.804554 2021-04-14 22:10:17,766 INFO : TRAIN, epoch=0077, iter=00040/00196, fetch data time cost=1.57ms, fps=1165 images/s, loss=0.9058, top1-acc=73.50%, top5-acc=94.52%, remaining_time=0:00:35.109204, arrival_time=2021-04-14 22:10:52.875139, cost_time=0:00:09.002342 2021-04-14 22:10:19,969 INFO : TRAIN, epoch=0077, iter=00050/00196, fetch data time cost=1.43ms, fps=1162 images/s, loss=0.9007, top1-acc=73.50%, top5-acc=94.63%, remaining_time=0:00:32.721374, arrival_time=2021-04-14 22:10:52.690855, cost_time=0:00:11.205968 2021-04-14 22:10:22,177 INFO : TRAIN, epoch=0077, iter=00060/00196, fetch data time cost=2.73ms, fps=1160 images/s, loss=0.9084, top1-acc=73.26%, top5-acc=94.45%, remaining_time=0:00:30.405248, arrival_time=2021-04-14 22:10:52.582821, cost_time=0:00:13.414066 2021-04-14 22:10:24,384 INFO : TRAIN, epoch=0077, iter=00070/00196, fetch data time cost=1.44ms, fps=1160 images/s, loss=0.9111, top1-acc=73.18%, top5-acc=94.44%, remaining_time=0:00:28.118286, arrival_time=2021-04-14 22:10:52.503162, cost_time=0:00:15.621284 2021-04-14 22:10:26,585 INFO : TRAIN, epoch=0077, iter=00080/00196, fetch data time cost=1.54ms, fps=1163 images/s, loss=0.9181, top1-acc=72.84%, top5-acc=94.41%, remaining_time=0:00:25.842132, arrival_time=2021-04-14 22:10:52.427934, cost_time=0:00:17.822198 2021-04-14 22:10:28,788 INFO : TRAIN, epoch=0077, iter=00090/00196, fetch data time cost=1.56ms, fps=1162 images/s, loss=0.9209, top1-acc=72.71%, top5-acc=94.41%, remaining_time=0:00:23.585318, arrival_time=2021-04-14 22:10:52.374209, cost_time=0:00:20.025291 2021-04-14 22:10:30,991 INFO : TRAIN, epoch=0077, iter=00100/00196, fetch data time cost=1.94ms, fps=1163 images/s, loss=0.9298, top1-acc=72.49%, top5-acc=94.28%, remaining_time=0:00:21.338880, arrival_time=2021-04-14 22:10:52.330463, cost_time=0:00:22.227985 2021-04-14 22:10:33,196 INFO : TRAIN, epoch=0077, iter=00110/00196, fetch data time cost=1.55ms, fps=1161 images/s, loss=0.9362, top1-acc=72.22%, top5-acc=94.26%, remaining_time=0:00:19.102062, arrival_time=2021-04-14 22:10:52.298480, cost_time=0:00:24.432912 2021-04-14 22:10:35,402 INFO : TRAIN, epoch=0077, iter=00120/00196, fetch data time cost=1.33ms, fps=1161 images/s, loss=0.9355, top1-acc=72.23%, top5-acc=94.25%, remaining_time=0:00:16.871392, arrival_time=2021-04-14 22:10:52.274003, cost_time=0:00:26.639019 2021-04-14 22:10:37,613 INFO : TRAIN, epoch=0077, iter=00130/00196, fetch data time cost=2.05ms, fps=1158 images/s, loss=0.9395, top1-acc=72.10%, top5-acc=94.21%, remaining_time=0:00:14.646720, arrival_time=2021-04-14 22:10:52.259847, cost_time=0:00:28.849542 2021-04-14 22:10:39,820 INFO : TRAIN, epoch=0077, iter=00140/00196, fetch data time cost=1.78ms, fps=1160 images/s, loss=0.9431, top1-acc=72.05%, top5-acc=94.17%, remaining_time=0:00:12.422592, arrival_time=2021-04-14 22:10:52.242619, cost_time=0:00:31.056442 2021-04-14 22:10:42,039 INFO : TRAIN, epoch=0077, iter=00150/00196, fetch data time cost=1.75ms, fps=1154 images/s, loss=0.9475, top1-acc=71.95%, top5-acc=94.12%, remaining_time=0:00:10.204456, arrival_time=2021-04-14 22:10:52.243452, cost_time=0:00:33.275383 2021-04-14 22:10:44,252 INFO : TRAIN, epoch=0077, iter=00160/00196, fetch data time cost=1.80ms, fps=1157 images/s, loss=0.9516, top1-acc=71.84%, top5-acc=94.09%, remaining_time=0:00:07.984872, arrival_time=2021-04-14 22:10:52.236842, cost_time=0:00:35.488345 2021-04-14 22:10:46,470 INFO : TRAIN, epoch=0077, iter=00170/00196, fetch data time cost=1.60ms, fps=1155 images/s, loss=0.9542, top1-acc=71.75%, top5-acc=94.06%, remaining_time=0:00:05.766852, arrival_time=2021-04-14 22:10:52.236882, cost_time=0:00:37.706365 2021-04-14 22:10:48,678 INFO : TRAIN, epoch=0077, iter=00180/00196, fetch data time cost=1.40ms, fps=1160 images/s, loss=0.9567, top1-acc=71.72%, top5-acc=93.98%, remaining_time=0:00:03.547984, arrival_time=2021-04-14 22:10:52.226377, cost_time=0:00:39.914798 2021-04-14 22:10:50,886 INFO : TRAIN, epoch=0077, iter=00190/00196, fetch data time cost=1.31ms, fps=1160 images/s, loss=0.9590, top1-acc=71.63%, top5-acc=93.98%, remaining_time=0:00:01.330182, arrival_time=2021-04-14 22:10:52.216178, cost_time=0:00:42.122401 2021-04-14 22:10:52,070 INFO : TRAIN, epoch=0077, iter=00196/00196, fetch data time cost=1.52ms, fps=1149 images/s, loss=0.9593, top1-acc=71.64%, top5-acc=93.97%, remaining_time=0:00:00, arrival_time=2021-04-14 22:10:52.070221, cost_time=0:00:43.306574 2021-04-14 22:10:52,881 INFO : EVAL, epoch=0077, iter=00010/00040, fetch data time cost=1.74ms, fps=3164 images/s, loss=1.4732, top1-acc=59.37%, top5-acc=87.11%, remaining_time=0:00:02.427480, arrival_time=2021-04-14 22:10:55.309165, cost_time=0:00:00.809155 2021-04-14 22:10:53,573 INFO : EVAL, epoch=0077, iter=00020/00040, fetch data time cost=1.66ms, fps=3701 images/s, loss=1.5376, top1-acc=58.57%, top5-acc=85.96%, remaining_time=0:00:01.501140, arrival_time=2021-04-14 22:10:55.074878, cost_time=0:00:01.501144 2021-04-14 22:10:54,265 INFO : EVAL, epoch=0077, iter=00030/00040, fetch data time cost=1.45ms, fps=3703 images/s, loss=1.5478, top1-acc=58.44%, top5-acc=85.73%, remaining_time=0:00:00.730980, arrival_time=2021-04-14 22:10:54.996454, cost_time=0:00:02.192946 2021-04-14 22:10:54,900 INFO : EVAL, epoch=0077, iter=00040/00040, fetch data time cost=0.11ms, fps=3656 images/s, loss=1.5201, top1-acc=58.81%, top5-acc=86.36%, remaining_time=0:00:00, arrival_time=2021-04-14 22:10:54.900439, cost_time=0:00:02.827832 2021-04-14 22:10:55,211 INFO : Epoch=0077 complete, best val top1-acc=61.05%, top5-acc=87.36% (epoch=72), remaining_time=1:35:23.538828, arrival_time=2021-04-14 23:46:18.750237, cost_time=0:59:43.028367 2021-04-14 22:10:55,212 INFO : Train start, epoch=0078, lr=0.067674 2021-04-14 22:10:57,610 INFO : TRAIN, epoch=0078, iter=00010/00196, fetch data time cost=1.64ms, fps=1068 images/s, loss=0.9034, top1-acc=72.81%, top5-acc=94.96%, remaining_time=0:00:44.590896, arrival_time=2021-04-14 22:11:42.201255, cost_time=0:00:02.397358 2021-04-14 22:10:59,833 INFO : TRAIN, epoch=0078, iter=00020/00196, fetch data time cost=2.17ms, fps=1152 images/s, loss=0.9067, top1-acc=72.64%, top5-acc=94.88%, remaining_time=0:00:40.654768, arrival_time=2021-04-14 22:11:40.487716, cost_time=0:00:04.619863 2021-04-14 22:11:02,049 INFO : TRAIN, epoch=0078, iter=00030/00196, fetch data time cost=2.66ms, fps=1155 images/s, loss=0.9186, top1-acc=72.50%, top5-acc=94.64%, remaining_time=0:00:37.829906, arrival_time=2021-04-14 22:11:39.879673, cost_time=0:00:06.836730 2021-04-14 22:11:04,267 INFO : TRAIN, epoch=0078, iter=00040/00196, fetch data time cost=2.16ms, fps=1155 images/s, loss=0.9083, top1-acc=73.03%, top5-acc=94.75%, remaining_time=0:00:35.312940, arrival_time=2021-04-14 22:11:39.580560, cost_time=0:00:09.054613 2021-04-14 22:11:06,492 INFO : TRAIN, epoch=0078, iter=00050/00196, fetch data time cost=1.42ms, fps=1151 images/s, loss=0.9085, top1-acc=72.97%, top5-acc=94.80%, remaining_time=0:00:32.937162, arrival_time=2021-04-14 22:11:39.429997, cost_time=0:00:11.279842 2021-04-14 22:11:08,697 INFO : TRAIN, epoch=0078, iter=00060/00196, fetch data time cost=1.40ms, fps=1162 images/s, loss=0.9110, top1-acc=72.94%, top5-acc=94.73%, remaining_time=0:00:30.564232, arrival_time=2021-04-14 22:11:39.261419, cost_time=0:00:13.484192 2021-04-14 22:11:10,907 INFO : TRAIN, epoch=0078, iter=00070/00196, fetch data time cost=2.31ms, fps=1159 images/s, loss=0.9115, top1-acc=72.78%, top5-acc=94.77%, remaining_time=0:00:28.250082, arrival_time=2021-04-14 22:11:39.157608, cost_time=0:00:15.694521 2021-04-14 22:11:13,110 INFO : TRAIN, epoch=0078, iter=00080/00196, fetch data time cost=2.03ms, fps=1162 images/s, loss=0.9137, top1-acc=72.64%, top5-acc=94.67%, remaining_time=0:00:25.951636, arrival_time=2021-04-14 22:11:39.062290, cost_time=0:00:17.897653 2021-04-14 22:11:15,312 INFO : TRAIN, epoch=0078, iter=00090/00196, fetch data time cost=1.62ms, fps=1163 images/s, loss=0.9150, top1-acc=72.78%, top5-acc=94.62%, remaining_time=0:00:23.672238, arrival_time=2021-04-14 22:11:38.984281, cost_time=0:00:20.099076 2021-04-14 22:11:17,515 INFO : TRAIN, epoch=0078, iter=00100/00196, fetch data time cost=1.39ms, fps=1162 images/s, loss=0.9142, top1-acc=72.73%, top5-acc=94.66%, remaining_time=0:00:21.410688, arrival_time=2021-04-14 22:11:38.926490, cost_time=0:00:22.302805 2021-04-14 22:11:19,712 INFO : TRAIN, epoch=0078, iter=00110/00196, fetch data time cost=1.46ms, fps=1166 images/s, loss=0.9185, top1-acc=72.62%, top5-acc=94.58%, remaining_time=0:00:19.153662, arrival_time=2021-04-14 22:11:38.865564, cost_time=0:00:24.498836 2021-04-14 22:11:21,913 INFO : TRAIN, epoch=0078, iter=00120/00196, fetch data time cost=1.49ms, fps=1163 images/s, loss=0.9229, top1-acc=72.44%, top5-acc=94.49%, remaining_time=0:00:16.910304, arrival_time=2021-04-14 22:11:38.823688, cost_time=0:00:26.700474 2021-04-14 22:11:24,114 INFO : TRAIN, epoch=0078, iter=00130/00196, fetch data time cost=1.39ms, fps=1164 images/s, loss=0.9270, top1-acc=72.37%, top5-acc=94.41%, remaining_time=0:00:14.672856, arrival_time=2021-04-14 22:11:38.786935, cost_time=0:00:28.901075 2021-04-14 22:11:26,315 INFO : TRAIN, epoch=0078, iter=00140/00196, fetch data time cost=1.53ms, fps=1163 images/s, loss=0.9327, top1-acc=72.20%, top5-acc=94.40%, remaining_time=0:00:12.440960, arrival_time=2021-04-14 22:11:38.756255, cost_time=0:00:31.102373 2021-04-14 22:11:28,527 INFO : TRAIN, epoch=0078, iter=00150/00196, fetch data time cost=1.52ms, fps=1157 images/s, loss=0.9335, top1-acc=72.14%, top5-acc=94.39%, remaining_time=0:00:10.216416, arrival_time=2021-04-14 22:11:38.743831, cost_time=0:00:33.314418 2021-04-14 22:11:30,744 INFO : TRAIN, epoch=0078, iter=00160/00196, fetch data time cost=1.98ms, fps=1155 images/s, loss=0.9367, top1-acc=72.06%, top5-acc=94.35%, remaining_time=0:00:07.994664, arrival_time=2021-04-14 22:11:38.739444, cost_time=0:00:35.531868 2021-04-14 22:11:32,948 INFO : TRAIN, epoch=0078, iter=00170/00196, fetch data time cost=1.42ms, fps=1162 images/s, loss=0.9389, top1-acc=71.99%, top5-acc=94.31%, remaining_time=0:00:05.771272, arrival_time=2021-04-14 22:11:38.719465, cost_time=0:00:37.735202 2021-04-14 22:11:35,156 INFO : TRAIN, epoch=0078, iter=00180/00196, fetch data time cost=1.44ms, fps=1160 images/s, loss=0.9420, top1-acc=71.90%, top5-acc=94.27%, remaining_time=0:00:03.550496, arrival_time=2021-04-14 22:11:38.706541, cost_time=0:00:39.943113 2021-04-14 22:11:37,361 INFO : TRAIN, epoch=0078, iter=00190/00196, fetch data time cost=1.24ms, fps=1161 images/s, loss=0.9444, top1-acc=71.81%, top5-acc=94.22%, remaining_time=0:00:01.330998, arrival_time=2021-04-14 22:11:38.692221, cost_time=0:00:42.148246 2021-04-14 22:11:38,546 INFO : TRAIN, epoch=0078, iter=00196/00196, fetch data time cost=1.38ms, fps=1148 images/s, loss=0.9470, top1-acc=71.76%, top5-acc=94.20%, remaining_time=0:00:00, arrival_time=2021-04-14 22:11:38.546627, cost_time=0:00:43.333640 2021-04-14 22:11:39,371 INFO : EVAL, epoch=0078, iter=00010/00040, fetch data time cost=2.34ms, fps=3112 images/s, loss=1.5966, top1-acc=57.15%, top5-acc=85.16%, remaining_time=0:00:02.467590, arrival_time=2021-04-14 22:11:41.838689, cost_time=0:00:00.822526 2021-04-14 22:11:40,056 INFO : EVAL, epoch=0078, iter=00020/00040, fetch data time cost=1.37ms, fps=3737 images/s, loss=1.6124, top1-acc=56.78%, top5-acc=84.94%, remaining_time=0:00:01.507980, arrival_time=2021-04-14 22:11:41.564533, cost_time=0:00:01.507981 2021-04-14 22:11:40,744 INFO : EVAL, epoch=0078, iter=00030/00040, fetch data time cost=1.51ms, fps=3723 images/s, loss=1.6018, top1-acc=56.94%, top5-acc=84.88%, remaining_time=0:00:00.732000, arrival_time=2021-04-14 22:11:41.476565, cost_time=0:00:02.195995 2021-04-14 22:11:41,375 INFO : EVAL, epoch=0078, iter=00040/00040, fetch data time cost=0.08ms, fps=3681 images/s, loss=1.5829, top1-acc=56.79%, top5-acc=85.01%, remaining_time=0:00:00, arrival_time=2021-04-14 22:11:41.375108, cost_time=0:00:02.826555 2021-04-14 22:11:41,558 INFO : Epoch=0078 complete, best val top1-acc=61.05%, top5-acc=87.36% (epoch=72), remaining_time=1:34:36.715022, arrival_time=2021-04-14 23:46:18.273285, cost_time=1:00:29.375203 2021-04-14 22:11:41,560 INFO : Train start, epoch=0079, lr=0.066937 2021-04-14 22:11:43,939 INFO : TRAIN, epoch=0079, iter=00010/00196, fetch data time cost=2.46ms, fps=1076 images/s, loss=0.8718, top1-acc=74.22%, top5-acc=95.47%, remaining_time=0:00:44.252748, arrival_time=2021-04-14 22:12:28.192624, cost_time=0:00:02.379183 2021-04-14 22:11:46,144 INFO : TRAIN, epoch=0079, iter=00020/00196, fetch data time cost=1.46ms, fps=1162 images/s, loss=0.8881, top1-acc=73.54%, top5-acc=95.10%, remaining_time=0:00:40.333040, arrival_time=2021-04-14 22:12:26.476998, cost_time=0:00:04.583300 2021-04-14 22:11:48,360 INFO : TRAIN, epoch=0079, iter=00030/00196, fetch data time cost=2.25ms, fps=1155 images/s, loss=0.8754, top1-acc=74.01%, top5-acc=95.13%, remaining_time=0:00:37.626224, arrival_time=2021-04-14 22:12:25.986818, cost_time=0:00:06.799922 2021-04-14 22:11:50,560 INFO : TRAIN, epoch=0079, iter=00040/00196, fetch data time cost=1.52ms, fps=1164 images/s, loss=0.8924, top1-acc=73.22%, top5-acc=95.01%, remaining_time=0:00:35.100000, arrival_time=2021-04-14 22:12:25.660718, cost_time=0:00:09.000013 2021-04-14 22:11:52,758 INFO : TRAIN, epoch=0079, iter=00050/00196, fetch data time cost=2.21ms, fps=1165 images/s, loss=0.8935, top1-acc=73.07%, top5-acc=94.98%, remaining_time=0:00:32.697722, arrival_time=2021-04-14 22:12:25.456254, cost_time=0:00:11.197871 2021-04-14 22:11:54,975 INFO : TRAIN, epoch=0079, iter=00060/00196, fetch data time cost=1.70ms, fps=1155 images/s, loss=0.8984, top1-acc=72.84%, top5-acc=94.90%, remaining_time=0:00:30.406472, arrival_time=2021-04-14 22:12:25.381661, cost_time=0:00:13.414603 2021-04-14 22:11:57,172 INFO : TRAIN, epoch=0079, iter=00070/00196, fetch data time cost=1.52ms, fps=1166 images/s, loss=0.9004, top1-acc=72.83%, top5-acc=94.92%, remaining_time=0:00:28.100394, arrival_time=2021-04-14 22:12:25.272395, cost_time=0:00:15.611345 2021-04-14 22:11:59,369 INFO : TRAIN, epoch=0079, iter=00080/00196, fetch data time cost=1.44ms, fps=1165 images/s, loss=0.9007, top1-acc=72.90%, top5-acc=94.86%, remaining_time=0:00:25.823224, arrival_time=2021-04-14 22:12:25.193007, cost_time=0:00:17.809131 2021-04-14 22:12:01,576 INFO : TRAIN, epoch=0079, iter=00090/00196, fetch data time cost=1.52ms, fps=1160 images/s, loss=0.9058, top1-acc=72.62%, top5-acc=94.78%, remaining_time=0:00:23.574188, arrival_time=2021-04-14 22:12:25.150639, cost_time=0:00:20.015855 2021-04-14 22:12:03,783 INFO : TRAIN, epoch=0079, iter=00100/00196, fetch data time cost=1.44ms, fps=1160 images/s, loss=0.9068, top1-acc=72.60%, top5-acc=94.80%, remaining_time=0:00:21.333696, arrival_time=2021-04-14 22:12:25.116922, cost_time=0:00:22.222565 2021-04-14 22:12:05,980 INFO : TRAIN, epoch=0079, iter=00110/00196, fetch data time cost=1.40ms, fps=1165 images/s, loss=0.9113, top1-acc=72.50%, top5-acc=94.71%, remaining_time=0:00:19.092086, arrival_time=2021-04-14 22:12:25.072815, cost_time=0:00:24.420147 2021-04-14 22:12:08,189 INFO : TRAIN, epoch=0079, iter=00120/00196, fetch data time cost=1.88ms, fps=1159 images/s, loss=0.9162, top1-acc=72.42%, top5-acc=94.60%, remaining_time=0:00:16.864856, arrival_time=2021-04-14 22:12:25.054405, cost_time=0:00:26.628691 2021-04-14 22:12:10,403 INFO : TRAIN, epoch=0079, iter=00130/00196, fetch data time cost=1.40ms, fps=1157 images/s, loss=0.9164, top1-acc=72.48%, top5-acc=94.59%, remaining_time=0:00:14.643222, arrival_time=2021-04-14 22:12:25.046509, cost_time=0:00:28.842705 2021-04-14 22:12:12,610 INFO : TRAIN, epoch=0079, iter=00140/00196, fetch data time cost=1.43ms, fps=1160 images/s, loss=0.9220, top1-acc=72.37%, top5-acc=94.50%, remaining_time=0:00:12.420016, arrival_time=2021-04-14 22:12:25.030601, cost_time=0:00:31.050008 2021-04-14 22:12:14,813 INFO : TRAIN, epoch=0079, iter=00150/00196, fetch data time cost=2.62ms, fps=1162 images/s, loss=0.9278, top1-acc=72.20%, top5-acc=94.45%, remaining_time=0:00:10.197602, arrival_time=2021-04-14 22:12:25.011306, cost_time=0:00:33.252978 2021-04-14 22:12:17,018 INFO : TRAIN, epoch=0079, iter=00160/00196, fetch data time cost=1.92ms, fps=1161 images/s, loss=0.9295, top1-acc=72.17%, top5-acc=94.44%, remaining_time=0:00:07.978032, arrival_time=2021-04-14 22:12:24.996537, cost_time=0:00:35.457920 2021-04-14 22:12:19,218 INFO : TRAIN, epoch=0079, iter=00170/00196, fetch data time cost=1.40ms, fps=1164 images/s, loss=0.9324, top1-acc=71.99%, top5-acc=94.43%, remaining_time=0:00:05.759494, arrival_time=2021-04-14 22:12:24.978313, cost_time=0:00:37.658202 2021-04-14 22:12:21,439 INFO : TRAIN, epoch=0079, iter=00180/00196, fetch data time cost=1.57ms, fps=1153 images/s, loss=0.9362, top1-acc=71.96%, top5-acc=94.38%, remaining_time=0:00:03.544752, arrival_time=2021-04-14 22:12:24.983891, cost_time=0:00:39.878416 2021-04-14 22:12:23,645 INFO : TRAIN, epoch=0079, iter=00190/00196, fetch data time cost=1.37ms, fps=1161 images/s, loss=0.9382, top1-acc=71.91%, top5-acc=94.35%, remaining_time=0:00:01.328994, arrival_time=2021-04-14 22:12:24.974461, cost_time=0:00:42.084847 2021-04-14 22:12:24,827 INFO : TRAIN, epoch=0079, iter=00196/00196, fetch data time cost=1.20ms, fps=1151 images/s, loss=0.9368, top1-acc=71.93%, top5-acc=94.35%, remaining_time=0:00:00, arrival_time=2021-04-14 22:12:24.827049, cost_time=0:00:43.266481 2021-04-14 22:12:25,683 INFO : EVAL, epoch=0079, iter=00010/00040, fetch data time cost=2.30ms, fps=2995 images/s, loss=1.3945, top1-acc=61.72%, top5-acc=87.27%, remaining_time=0:00:02.564220, arrival_time=2021-04-14 22:12:28.248013, cost_time=0:00:00.854738 2021-04-14 22:12:26,371 INFO : EVAL, epoch=0079, iter=00020/00040, fetch data time cost=1.36ms, fps=3725 images/s, loss=1.4043, top1-acc=61.52%, top5-acc=87.27%, remaining_time=0:00:01.542600, arrival_time=2021-04-14 22:12:27.914386, cost_time=0:00:01.542605 2021-04-14 22:12:27,063 INFO : EVAL, epoch=0079, iter=00030/00040, fetch data time cost=1.48ms, fps=3704 images/s, loss=1.4012, top1-acc=61.34%, top5-acc=87.70%, remaining_time=0:00:00.744850, arrival_time=2021-04-14 22:12:27.808464, cost_time=0:00:02.234559 2021-04-14 22:12:27,697 INFO : EVAL, epoch=0079, iter=00040/00040, fetch data time cost=0.08ms, fps=3665 images/s, loss=1.3966, top1-acc=61.75%, top5-acc=87.88%, remaining_time=0:00:00, arrival_time=2021-04-14 22:12:27.697229, cost_time=0:00:02.868201 2021-04-14 22:12:28,014 INFO : Epoch=0079 complete, best val top1-acc=61.75%, top5-acc=87.88% (epoch=79), remaining_time=1:33:50.071073, arrival_time=2021-04-14 23:46:18.085650, cost_time=1:01:15.831524 2021-04-14 22:12:28,015 INFO : Train start, epoch=0080, lr=0.066196 2021-04-14 22:12:30,478 INFO : TRAIN, epoch=0080, iter=00010/00196, fetch data time cost=1.81ms, fps=1040 images/s, loss=0.9003, top1-acc=73.55%, top5-acc=94.45%, remaining_time=0:00:45.797106, arrival_time=2021-04-14 22:13:16.275546, cost_time=0:00:02.462208 2021-04-14 22:12:32,691 INFO : TRAIN, epoch=0080, iter=00020/00196, fetch data time cost=1.70ms, fps=1157 images/s, loss=0.8812, top1-acc=73.57%, top5-acc=94.84%, remaining_time=0:00:41.144928, arrival_time=2021-04-14 22:13:13.836584, cost_time=0:00:04.675551 2021-04-14 22:12:34,897 INFO : TRAIN, epoch=0080, iter=00030/00196, fetch data time cost=1.40ms, fps=1161 images/s, loss=0.8850, top1-acc=73.40%, top5-acc=94.86%, remaining_time=0:00:38.078076, arrival_time=2021-04-14 22:13:12.975745, cost_time=0:00:06.881574 2021-04-14 22:12:37,105 INFO : TRAIN, epoch=0080, iter=00040/00196, fetch data time cost=1.58ms, fps=1160 images/s, loss=0.8801, top1-acc=73.54%, top5-acc=95.03%, remaining_time=0:00:35.447412, arrival_time=2021-04-14 22:13:12.552599, cost_time=0:00:09.089089 2021-04-14 22:12:39,314 INFO : TRAIN, epoch=0080, iter=00050/00196, fetch data time cost=1.44ms, fps=1159 images/s, loss=0.8817, top1-acc=73.35%, top5-acc=94.97%, remaining_time=0:00:32.991766, arrival_time=2021-04-14 22:13:12.306393, cost_time=0:00:11.298533 2021-04-14 22:12:41,527 INFO : TRAIN, epoch=0080, iter=00060/00196, fetch data time cost=1.67ms, fps=1157 images/s, loss=0.8829, top1-acc=73.40%, top5-acc=94.98%, remaining_time=0:00:30.625432, arrival_time=2021-04-14 22:13:12.152749, cost_time=0:00:13.511217 2021-04-14 22:12:43,738 INFO : TRAIN, epoch=0080, iter=00070/00196, fetch data time cost=1.35ms, fps=1158 images/s, loss=0.8871, top1-acc=73.28%, top5-acc=94.88%, remaining_time=0:00:28.299978, arrival_time=2021-04-14 22:13:12.038218, cost_time=0:00:15.722224 2021-04-14 22:12:45,950 INFO : TRAIN, epoch=0080, iter=00080/00196, fetch data time cost=1.94ms, fps=1158 images/s, loss=0.8898, top1-acc=73.19%, top5-acc=94.84%, remaining_time=0:00:26.004184, arrival_time=2021-04-14 22:13:11.954213, cost_time=0:00:17.933931 2021-04-14 22:12:48,151 INFO : TRAIN, epoch=0080, iter=00090/00196, fetch data time cost=1.52ms, fps=1163 images/s, loss=0.8932, top1-acc=73.18%, top5-acc=94.83%, remaining_time=0:00:23.715592, arrival_time=2021-04-14 22:13:11.867477, cost_time=0:00:20.135868 2021-04-14 22:12:50,356 INFO : TRAIN, epoch=0080, iter=00100/00196, fetch data time cost=1.44ms, fps=1162 images/s, loss=0.9033, top1-acc=72.85%, top5-acc=94.68%, remaining_time=0:00:21.446592, arrival_time=2021-04-14 22:13:11.802920, cost_time=0:00:22.340230 2021-04-14 22:12:52,554 INFO : TRAIN, epoch=0080, iter=00110/00196, fetch data time cost=1.40ms, fps=1165 images/s, loss=0.9110, top1-acc=72.62%, top5-acc=94.58%, remaining_time=0:00:19.184536, arrival_time=2021-04-14 22:13:11.738928, cost_time=0:00:24.538376 2021-04-14 22:12:54,766 INFO : TRAIN, epoch=0080, iter=00120/00196, fetch data time cost=1.58ms, fps=1158 images/s, loss=0.9171, top1-acc=72.48%, top5-acc=94.52%, remaining_time=0:00:16.941920, arrival_time=2021-04-14 22:13:11.708430, cost_time=0:00:26.750401 2021-04-14 22:12:56,976 INFO : TRAIN, epoch=0080, iter=00130/00196, fetch data time cost=1.41ms, fps=1159 images/s, loss=0.9185, top1-acc=72.47%, top5-acc=94.51%, remaining_time=0:00:14.703084, arrival_time=2021-04-14 22:13:11.679672, cost_time=0:00:28.960559 2021-04-14 22:12:59,191 INFO : TRAIN, epoch=0080, iter=00140/00196, fetch data time cost=1.41ms, fps=1156 images/s, loss=0.9244, top1-acc=72.24%, top5-acc=94.40%, remaining_time=0:00:12.470136, arrival_time=2021-04-14 22:13:11.661471, cost_time=0:00:31.175310 2021-04-14 22:13:01,401 INFO : TRAIN, epoch=0080, iter=00150/00196, fetch data time cost=1.43ms, fps=1159 images/s, loss=0.9281, top1-acc=72.13%, top5-acc=94.35%, remaining_time=0:00:10.238036, arrival_time=2021-04-14 22:13:11.639158, cost_time=0:00:33.384925 2021-04-14 22:13:03,608 INFO : TRAIN, epoch=0080, iter=00160/00196, fetch data time cost=1.34ms, fps=1160 images/s, loss=0.9319, top1-acc=72.04%, top5-acc=94.29%, remaining_time=0:00:08.008272, arrival_time=2021-04-14 22:13:11.616627, cost_time=0:00:35.592337 2021-04-14 22:13:05,802 INFO : TRAIN, epoch=0080, iter=00170/00196, fetch data time cost=1.39ms, fps=1167 images/s, loss=0.9340, top1-acc=71.97%, top5-acc=94.27%, remaining_time=0:00:05.779124, arrival_time=2021-04-14 22:13:11.581677, cost_time=0:00:37.786530 2021-04-14 22:13:08,000 INFO : TRAIN, epoch=0080, iter=00180/00196, fetch data time cost=1.67ms, fps=1165 images/s, loss=0.9347, top1-acc=71.98%, top5-acc=94.24%, remaining_time=0:00:03.554144, arrival_time=2021-04-14 22:13:11.554412, cost_time=0:00:39.984173 2021-04-14 22:13:10,202 INFO : TRAIN, epoch=0080, iter=00190/00196, fetch data time cost=1.22ms, fps=1163 images/s, loss=0.9365, top1-acc=71.95%, top5-acc=94.23%, remaining_time=0:00:01.332192, arrival_time=2021-04-14 22:13:11.534308, cost_time=0:00:42.186032 2021-04-14 22:13:11,394 INFO : TRAIN, epoch=0080, iter=00196/00196, fetch data time cost=1.38ms, fps=1141 images/s, loss=0.9396, top1-acc=71.90%, top5-acc=94.20%, remaining_time=0:00:00, arrival_time=2021-04-14 22:13:11.394139, cost_time=0:00:43.378130 2021-04-14 22:13:12,261 INFO : EVAL, epoch=0080, iter=00010/00040, fetch data time cost=0.29ms, fps=2960 images/s, loss=1.3885, top1-acc=60.78%, top5-acc=88.20%, remaining_time=0:00:02.594970, arrival_time=2021-04-14 22:13:14.855985, cost_time=0:00:00.864988 2021-04-14 22:13:12,951 INFO : EVAL, epoch=0080, iter=00020/00040, fetch data time cost=1.50ms, fps=3712 images/s, loss=1.4203, top1-acc=60.70%, top5-acc=87.87%, remaining_time=0:00:01.554960, arrival_time=2021-04-14 22:13:14.505928, cost_time=0:00:01.554962 2021-04-14 22:13:13,643 INFO : EVAL, epoch=0080, iter=00030/00040, fetch data time cost=1.43ms, fps=3696 images/s, loss=1.4256, top1-acc=60.46%, top5-acc=87.59%, remaining_time=0:00:00.749280, arrival_time=2021-04-14 22:13:14.393145, cost_time=0:00:02.247827 2021-04-14 22:13:14,275 INFO : EVAL, epoch=0080, iter=00040/00040, fetch data time cost=0.07ms, fps=3673 images/s, loss=1.4042, top1-acc=60.90%, top5-acc=87.56%, remaining_time=0:00:00, arrival_time=2021-04-14 22:13:14.275844, cost_time=0:00:02.879858 2021-04-14 22:13:14,590 INFO : Epoch=0080 complete, best val top1-acc=61.75%, top5-acc=87.88% (epoch=79), remaining_time=1:33:03.611280, arrival_time=2021-04-14 23:46:18.201837, cost_time=1:02:02.407523 2021-04-14 22:13:14,591 INFO : Train start, epoch=0081, lr=0.065451 2021-04-14 22:13:16,979 INFO : TRAIN, epoch=0081, iter=00010/00196, fetch data time cost=1.73ms, fps=1072 images/s, loss=0.9381, top1-acc=71.48%, top5-acc=94.84%, remaining_time=0:00:44.398014, arrival_time=2021-04-14 22:14:01.376991, cost_time=0:00:02.386991 2021-04-14 22:13:19,188 INFO : TRAIN, epoch=0081, iter=00020/00196, fetch data time cost=1.65ms, fps=1159 images/s, loss=0.8925, top1-acc=72.85%, top5-acc=95.37%, remaining_time=0:00:40.449552, arrival_time=2021-04-14 22:13:59.638079, cost_time=0:00:04.596534 2021-04-14 22:13:21,389 INFO : TRAIN, epoch=0081, iter=00030/00196, fetch data time cost=2.02ms, fps=1164 images/s, loss=0.8879, top1-acc=72.92%, top5-acc=95.46%, remaining_time=0:00:37.611782, arrival_time=2021-04-14 22:13:59.001092, cost_time=0:00:06.797316 2021-04-14 22:13:23,599 INFO : TRAIN, epoch=0081, iter=00040/00196, fetch data time cost=1.37ms, fps=1159 images/s, loss=0.8917, top1-acc=72.88%, top5-acc=95.17%, remaining_time=0:00:35.127300, arrival_time=2021-04-14 22:13:58.726311, cost_time=0:00:09.006982 2021-04-14 22:13:25,804 INFO : TRAIN, epoch=0081, iter=00050/00196, fetch data time cost=1.60ms, fps=1161 images/s, loss=0.8901, top1-acc=73.10%, top5-acc=95.11%, remaining_time=0:00:32.739186, arrival_time=2021-04-14 22:13:58.543241, cost_time=0:00:11.212068 2021-04-14 22:13:28,007 INFO : TRAIN, epoch=0081, iter=00060/00196, fetch data time cost=1.35ms, fps=1162 images/s, loss=0.8888, top1-acc=73.11%, top5-acc=95.07%, remaining_time=0:00:30.408512, arrival_time=2021-04-14 22:13:58.416113, cost_time=0:00:13.415542 2021-04-14 22:13:30,211 INFO : TRAIN, epoch=0081, iter=00070/00196, fetch data time cost=1.32ms, fps=1162 images/s, loss=0.8891, top1-acc=73.26%, top5-acc=95.03%, remaining_time=0:00:28.114506, arrival_time=2021-04-14 22:13:58.325663, cost_time=0:00:15.619204 2021-04-14 22:13:32,413 INFO : TRAIN, epoch=0081, iter=00080/00196, fetch data time cost=1.56ms, fps=1163 images/s, loss=0.8799, top1-acc=73.43%, top5-acc=95.14%, remaining_time=0:00:25.840624, arrival_time=2021-04-14 22:13:58.253711, cost_time=0:00:17.821092 2021-04-14 22:13:34,621 INFO : TRAIN, epoch=0081, iter=00090/00196, fetch data time cost=1.43ms, fps=1160 images/s, loss=0.8795, top1-acc=73.41%, top5-acc=95.15%, remaining_time=0:00:23.590088, arrival_time=2021-04-14 22:13:58.211499, cost_time=0:00:20.029365 2021-04-14 22:13:36,821 INFO : TRAIN, epoch=0081, iter=00100/00196, fetch data time cost=1.65ms, fps=1164 images/s, loss=0.8838, top1-acc=73.36%, top5-acc=95.04%, remaining_time=0:00:21.340128, arrival_time=2021-04-14 22:13:58.161304, cost_time=0:00:22.229270 2021-04-14 22:13:39,027 INFO : TRAIN, epoch=0081, iter=00110/00196, fetch data time cost=1.48ms, fps=1161 images/s, loss=0.8897, top1-acc=73.22%, top5-acc=94.95%, remaining_time=0:00:19.103868, arrival_time=2021-04-14 22:13:58.131106, cost_time=0:00:24.435218 2021-04-14 22:13:41,233 INFO : TRAIN, epoch=0081, iter=00120/00196, fetch data time cost=1.38ms, fps=1161 images/s, loss=0.8974, top1-acc=73.04%, top5-acc=94.82%, remaining_time=0:00:16.872684, arrival_time=2021-04-14 22:13:58.105688, cost_time=0:00:26.641057 2021-04-14 22:13:43,452 INFO : TRAIN, epoch=0081, iter=00130/00196, fetch data time cost=1.37ms, fps=1154 images/s, loss=0.9040, top1-acc=72.85%, top5-acc=94.72%, remaining_time=0:00:14.652000, arrival_time=2021-04-14 22:13:58.104067, cost_time=0:00:28.860017 2021-04-14 22:13:45,668 INFO : TRAIN, epoch=0081, iter=00140/00196, fetch data time cost=2.40ms, fps=1156 images/s, loss=0.9155, top1-acc=72.52%, top5-acc=94.55%, remaining_time=0:00:12.430376, arrival_time=2021-04-14 22:13:58.098423, cost_time=0:00:31.076005 2021-04-14 22:13:47,872 INFO : TRAIN, epoch=0081, iter=00150/00196, fetch data time cost=1.53ms, fps=1162 images/s, loss=0.9207, top1-acc=72.36%, top5-acc=94.50%, remaining_time=0:00:10.206020, arrival_time=2021-04-14 22:13:58.078468, cost_time=0:00:33.280462 2021-04-14 22:13:50,076 INFO : TRAIN, epoch=0081, iter=00160/00196, fetch data time cost=1.91ms, fps=1162 images/s, loss=0.9228, top1-acc=72.31%, top5-acc=94.49%, remaining_time=0:00:07.983936, arrival_time=2021-04-14 22:13:58.060198, cost_time=0:00:35.484196 2021-04-14 22:13:52,288 INFO : TRAIN, epoch=0081, iter=00170/00196, fetch data time cost=2.48ms, fps=1158 images/s, loss=0.9257, top1-acc=72.21%, top5-acc=94.46%, remaining_time=0:00:05.765292, arrival_time=2021-04-14 22:13:58.053440, cost_time=0:00:37.696095 2021-04-14 22:13:54,491 INFO : TRAIN, epoch=0081, iter=00180/00196, fetch data time cost=1.57ms, fps=1163 images/s, loss=0.9257, top1-acc=72.22%, top5-acc=94.49%, remaining_time=0:00:03.546608, arrival_time=2021-04-14 22:13:58.038098, cost_time=0:00:39.899360 2021-04-14 22:13:56,691 INFO : TRAIN, epoch=0081, iter=00190/00196, fetch data time cost=1.41ms, fps=1164 images/s, loss=0.9242, top1-acc=72.24%, top5-acc=94.49%, remaining_time=0:00:01.329474, arrival_time=2021-04-14 22:13:58.021381, cost_time=0:00:42.099997 2021-04-14 22:13:57,871 INFO : TRAIN, epoch=0081, iter=00196/00196, fetch data time cost=1.26ms, fps=1154 images/s, loss=0.9261, top1-acc=72.18%, top5-acc=94.50%, remaining_time=0:00:00, arrival_time=2021-04-14 22:13:57.871361, cost_time=0:00:43.279387 2021-04-14 22:13:58,720 INFO : EVAL, epoch=0081, iter=00010/00040, fetch data time cost=0.20ms, fps=3022 images/s, loss=1.4579, top1-acc=59.80%, top5-acc=86.84%, remaining_time=0:00:02.541570, arrival_time=2021-04-14 22:14:01.262245, cost_time=0:00:00.847190 2021-04-14 22:13:59,410 INFO : EVAL, epoch=0081, iter=00020/00040, fetch data time cost=1.43ms, fps=3713 images/s, loss=1.4755, top1-acc=59.20%, top5-acc=86.95%, remaining_time=0:00:01.537000, arrival_time=2021-04-14 22:14:00.947459, cost_time=0:00:01.536993 2021-04-14 22:14:00,104 INFO : EVAL, epoch=0081, iter=00030/00040, fetch data time cost=3.29ms, fps=3690 images/s, loss=1.4950, top1-acc=58.88%, top5-acc=86.71%, remaining_time=0:00:00.743680, arrival_time=2021-04-14 22:14:00.848253, cost_time=0:00:02.231055 2021-04-14 22:14:00,735 INFO : EVAL, epoch=0081, iter=00040/00040, fetch data time cost=0.08ms, fps=3678 images/s, loss=1.5126, top1-acc=58.91%, top5-acc=86.60%, remaining_time=0:00:00, arrival_time=2021-04-14 22:14:00.735846, cost_time=0:00:02.862399 2021-04-14 22:14:00,869 INFO : Epoch=0081 complete, best val top1-acc=61.75%, top5-acc=87.88% (epoch=79), remaining_time=1:32:16.711572, arrival_time=2021-04-14 23:46:17.580628, cost_time=1:02:48.686007 2021-04-14 22:14:00,870 INFO : Train start, epoch=0082, lr=0.064702 2021-04-14 22:14:03,307 INFO : TRAIN, epoch=0082, iter=00010/00196, fetch data time cost=2.03ms, fps=1051 images/s, loss=0.8851, top1-acc=73.52%, top5-acc=95.43%, remaining_time=0:00:45.309600, arrival_time=2021-04-14 22:14:48.616623, cost_time=0:00:02.435998 2021-04-14 22:14:05,514 INFO : TRAIN, epoch=0082, iter=00020/00196, fetch data time cost=1.58ms, fps=1160 images/s, loss=0.8925, top1-acc=73.40%, top5-acc=95.02%, remaining_time=0:00:40.864560, arrival_time=2021-04-14 22:14:46.379346, cost_time=0:00:04.643696 2021-04-14 22:14:07,717 INFO : TRAIN, epoch=0082, iter=00030/00196, fetch data time cost=1.43ms, fps=1163 images/s, loss=0.9048, top1-acc=72.97%, top5-acc=94.77%, remaining_time=0:00:37.884188, arrival_time=2021-04-14 22:14:45.601748, cost_time=0:00:06.846536 2021-04-14 22:14:09,924 INFO : TRAIN, epoch=0082, iter=00040/00196, fetch data time cost=1.52ms, fps=1160 images/s, loss=0.8974, top1-acc=72.98%, top5-acc=95.08%, remaining_time=0:00:35.307636, arrival_time=2021-04-14 22:14:45.231956, cost_time=0:00:09.053229 2021-04-14 22:14:12,136 INFO : TRAIN, epoch=0082, iter=00050/00196, fetch data time cost=1.37ms, fps=1158 images/s, loss=0.8916, top1-acc=73.11%, top5-acc=94.96%, remaining_time=0:00:32.895260, arrival_time=2021-04-14 22:14:45.031810, cost_time=0:00:11.265513 2021-04-14 22:14:14,350 INFO : TRAIN, epoch=0082, iter=00060/00196, fetch data time cost=1.93ms, fps=1157 images/s, loss=0.8935, top1-acc=73.15%, top5-acc=94.92%, remaining_time=0:00:30.552808, arrival_time=2021-04-14 22:14:44.902996, cost_time=0:00:13.479174 2021-04-14 22:14:16,556 INFO : TRAIN, epoch=0082, iter=00070/00196, fetch data time cost=1.99ms, fps=1161 images/s, loss=0.8969, top1-acc=72.96%, top5-acc=94.88%, remaining_time=0:00:28.234080, arrival_time=2021-04-14 22:14:44.790609, cost_time=0:00:15.685573 2021-04-14 22:14:18,757 INFO : TRAIN, epoch=0082, iter=00080/00196, fetch data time cost=1.38ms, fps=1163 images/s, loss=0.9016, top1-acc=72.96%, top5-acc=94.77%, remaining_time=0:00:25.935164, arrival_time=2021-04-14 22:14:44.692482, cost_time=0:00:17.886293 2021-04-14 22:14:20,957 INFO : TRAIN, epoch=0082, iter=00090/00196, fetch data time cost=1.41ms, fps=1164 images/s, loss=0.9022, top1-acc=73.03%, top5-acc=94.76%, remaining_time=0:00:23.657292, arrival_time=2021-04-14 22:14:44.614593, cost_time=0:00:20.086363 2021-04-14 22:14:23,159 INFO : TRAIN, epoch=0082, iter=00100/00196, fetch data time cost=1.40ms, fps=1163 images/s, loss=0.9036, top1-acc=72.97%, top5-acc=94.74%, remaining_time=0:00:21.396960, arrival_time=2021-04-14 22:14:44.556450, cost_time=0:00:22.288469 2021-04-14 22:14:25,362 INFO : TRAIN, epoch=0082, iter=00110/00196, fetch data time cost=1.39ms, fps=1162 images/s, loss=0.9049, top1-acc=72.97%, top5-acc=94.72%, remaining_time=0:00:19.148244, arrival_time=2021-04-14 22:14:44.511168, cost_time=0:00:24.491978 2021-04-14 22:14:27,558 INFO : TRAIN, epoch=0082, iter=00120/00196, fetch data time cost=1.62ms, fps=1166 images/s, loss=0.9039, top1-acc=72.96%, top5-acc=94.73%, remaining_time=0:00:16.902324, arrival_time=2021-04-14 22:14:44.461208, cost_time=0:00:26.687862 2021-04-14 22:14:29,768 INFO : TRAIN, epoch=0082, iter=00130/00196, fetch data time cost=1.46ms, fps=1159 images/s, loss=0.9026, top1-acc=72.97%, top5-acc=94.78%, remaining_time=0:00:14.671074, arrival_time=2021-04-14 22:14:44.439611, cost_time=0:00:28.897532 2021-04-14 22:14:31,984 INFO : TRAIN, epoch=0082, iter=00140/00196, fetch data time cost=2.22ms, fps=1155 images/s, loss=0.9054, top1-acc=72.82%, top5-acc=94.77%, remaining_time=0:00:12.445552, arrival_time=2021-04-14 22:14:44.430357, cost_time=0:00:31.113874 2021-04-14 22:14:34,188 INFO : TRAIN, epoch=0082, iter=00150/00196, fetch data time cost=1.40ms, fps=1162 images/s, loss=0.9110, top1-acc=72.68%, top5-acc=94.66%, remaining_time=0:00:10.217336, arrival_time=2021-04-14 22:14:44.405717, cost_time=0:00:33.317367 2021-04-14 22:14:36,384 INFO : TRAIN, epoch=0082, iter=00160/00196, fetch data time cost=1.38ms, fps=1166 images/s, loss=0.9185, top1-acc=72.47%, top5-acc=94.57%, remaining_time=0:00:07.990452, arrival_time=2021-04-14 22:14:44.374503, cost_time=0:00:35.513061 2021-04-14 22:14:38,586 INFO : TRAIN, epoch=0082, iter=00170/00196, fetch data time cost=1.50ms, fps=1163 images/s, loss=0.9228, top1-acc=72.33%, top5-acc=94.53%, remaining_time=0:00:05.768282, arrival_time=2021-04-14 22:14:44.354917, cost_time=0:00:37.715702 2021-04-14 22:14:40,791 INFO : TRAIN, epoch=0082, iter=00180/00196, fetch data time cost=1.39ms, fps=1161 images/s, loss=0.9263, top1-acc=72.24%, top5-acc=94.49%, remaining_time=0:00:03.548480, arrival_time=2021-04-14 22:14:44.340043, cost_time=0:00:39.920486 2021-04-14 22:14:42,995 INFO : TRAIN, epoch=0082, iter=00190/00196, fetch data time cost=1.22ms, fps=1162 images/s, loss=0.9289, top1-acc=72.18%, top5-acc=94.45%, remaining_time=0:00:01.330236, arrival_time=2021-04-14 22:14:44.325301, cost_time=0:00:42.124134 2021-04-14 22:14:44,175 INFO : TRAIN, epoch=0082, iter=00196/00196, fetch data time cost=1.25ms, fps=1152 images/s, loss=0.9312, top1-acc=72.12%, top5-acc=94.44%, remaining_time=0:00:00, arrival_time=2021-04-14 22:14:44.175895, cost_time=0:00:43.304909 2021-04-14 22:14:44,993 INFO : EVAL, epoch=0082, iter=00010/00040, fetch data time cost=0.22ms, fps=3143 images/s, loss=1.4814, top1-acc=59.06%, top5-acc=87.11%, remaining_time=0:00:02.443200, arrival_time=2021-04-14 22:14:47.436597, cost_time=0:00:00.814404 2021-04-14 22:14:45,681 INFO : EVAL, epoch=0082, iter=00020/00040, fetch data time cost=1.60ms, fps=3725 images/s, loss=1.5072, top1-acc=58.85%, top5-acc=86.27%, remaining_time=0:00:01.502060, arrival_time=2021-04-14 22:14:47.183112, cost_time=0:00:01.502054 2021-04-14 22:14:46,368 INFO : EVAL, epoch=0082, iter=00030/00040, fetch data time cost=1.45ms, fps=3725 images/s, loss=1.5126, top1-acc=58.52%, top5-acc=86.50%, remaining_time=0:00:00.729910, arrival_time=2021-04-14 22:14:47.098636, cost_time=0:00:02.189734 2021-04-14 22:14:46,998 INFO : EVAL, epoch=0082, iter=00040/00040, fetch data time cost=0.07ms, fps=3685 images/s, loss=1.4917, top1-acc=58.79%, top5-acc=86.70%, remaining_time=0:00:00, arrival_time=2021-04-14 22:14:46.998683, cost_time=0:00:02.819718 2021-04-14 22:14:47,188 INFO : Epoch=0082 complete, best val top1-acc=61.75%, top5-acc=87.88% (epoch=79), remaining_time=1:31:29.885454, arrival_time=2021-04-14 23:46:17.073621, cost_time=1:03:35.005121 2021-04-14 22:14:47,189 INFO : Train start, epoch=0083, lr=0.063950 2021-04-14 22:14:49,582 INFO : TRAIN, epoch=0083, iter=00010/00196, fetch data time cost=1.96ms, fps=1070 images/s, loss=0.8980, top1-acc=73.55%, top5-acc=94.61%, remaining_time=0:00:44.496408, arrival_time=2021-04-14 22:15:34.078326, cost_time=0:00:02.392283 2021-04-14 22:14:51,792 INFO : TRAIN, epoch=0083, iter=00020/00196, fetch data time cost=2.05ms, fps=1159 images/s, loss=0.8802, top1-acc=73.83%, top5-acc=95.10%, remaining_time=0:00:40.501648, arrival_time=2021-04-14 22:15:32.293696, cost_time=0:00:04.602465 2021-04-14 22:14:53,990 INFO : TRAIN, epoch=0083, iter=00030/00196, fetch data time cost=1.53ms, fps=1165 images/s, loss=0.8709, top1-acc=74.24%, top5-acc=95.17%, remaining_time=0:00:37.633030, arrival_time=2021-04-14 22:15:31.623737, cost_time=0:00:06.801148 2021-04-14 22:14:56,188 INFO : TRAIN, epoch=0083, iter=00040/00196, fetch data time cost=1.42ms, fps=1165 images/s, loss=0.8544, top1-acc=74.42%, top5-acc=95.33%, remaining_time=0:00:35.096568, arrival_time=2021-04-14 22:15:31.285273, cost_time=0:00:08.999140 2021-04-14 22:14:58,389 INFO : TRAIN, epoch=0083, iter=00050/00196, fetch data time cost=1.86ms, fps=1164 images/s, loss=0.8581, top1-acc=74.48%, top5-acc=95.20%, remaining_time=0:00:32.702540, arrival_time=2021-04-14 22:15:31.091627, cost_time=0:00:11.199520 2021-04-14 22:15:00,594 INFO : TRAIN, epoch=0083, iter=00060/00196, fetch data time cost=1.41ms, fps=1161 images/s, loss=0.8639, top1-acc=74.36%, top5-acc=95.19%, remaining_time=0:00:30.383760, arrival_time=2021-04-14 22:15:30.977987, cost_time=0:00:13.404597 2021-04-14 22:15:02,800 INFO : TRAIN, epoch=0083, iter=00070/00196, fetch data time cost=1.33ms, fps=1161 images/s, loss=0.8617, top1-acc=74.32%, top5-acc=95.22%, remaining_time=0:00:28.099512, arrival_time=2021-04-14 22:15:30.899941, cost_time=0:00:15.610822 2021-04-14 22:15:05,001 INFO : TRAIN, epoch=0083, iter=00080/00196, fetch data time cost=1.42ms, fps=1163 images/s, loss=0.8647, top1-acc=74.19%, top5-acc=95.16%, remaining_time=0:00:25.827168, arrival_time=2021-04-14 22:15:30.828540, cost_time=0:00:17.811810 2021-04-14 22:15:07,204 INFO : TRAIN, epoch=0083, iter=00090/00196, fetch data time cost=1.33ms, fps=1162 images/s, loss=0.8671, top1-acc=74.11%, top5-acc=95.13%, remaining_time=0:00:23.573022, arrival_time=2021-04-14 22:15:30.777370, cost_time=0:00:20.014786 2021-04-14 22:15:09,403 INFO : TRAIN, epoch=0083, iter=00100/00196, fetch data time cost=1.47ms, fps=1164 images/s, loss=0.8722, top1-acc=73.91%, top5-acc=95.09%, remaining_time=0:00:21.325056, arrival_time=2021-04-14 22:15:30.728243, cost_time=0:00:22.213626 2021-04-14 22:15:11,614 INFO : TRAIN, epoch=0083, iter=00110/00196, fetch data time cost=1.82ms, fps=1158 images/s, loss=0.8786, top1-acc=73.65%, top5-acc=95.02%, remaining_time=0:00:19.095268, arrival_time=2021-04-14 22:15:30.709226, cost_time=0:00:24.424218 2021-04-14 22:15:13,824 INFO : TRAIN, epoch=0083, iter=00120/00196, fetch data time cost=1.68ms, fps=1158 images/s, loss=0.8845, top1-acc=73.45%, top5-acc=94.98%, remaining_time=0:00:16.868884, arrival_time=2021-04-14 22:15:30.693596, cost_time=0:00:26.635118 2021-04-14 22:15:16,038 INFO : TRAIN, epoch=0083, iter=00130/00196, fetch data time cost=1.61ms, fps=1157 images/s, loss=0.8853, top1-acc=73.40%, top5-acc=94.96%, remaining_time=0:00:14.646456, arrival_time=2021-04-14 22:15:30.685125, cost_time=0:00:28.849087 2021-04-14 22:15:18,251 INFO : TRAIN, epoch=0083, iter=00140/00196, fetch data time cost=1.47ms, fps=1157 images/s, loss=0.8909, top1-acc=73.19%, top5-acc=94.91%, remaining_time=0:00:12.424552, arrival_time=2021-04-14 22:15:30.675560, cost_time=0:00:31.061448 2021-04-14 22:15:20,454 INFO : TRAIN, epoch=0083, iter=00150/00196, fetch data time cost=1.50ms, fps=1162 images/s, loss=0.8934, top1-acc=73.10%, top5-acc=94.90%, remaining_time=0:00:10.201374, arrival_time=2021-04-14 22:15:30.656323, cost_time=0:00:33.265390 2021-04-14 22:15:22,657 INFO : TRAIN, epoch=0083, iter=00160/00196, fetch data time cost=1.40ms, fps=1163 images/s, loss=0.8990, top1-acc=72.98%, top5-acc=94.81%, remaining_time=0:00:07.980228, arrival_time=2021-04-14 22:15:30.637540, cost_time=0:00:35.467746 2021-04-14 22:15:24,861 INFO : TRAIN, epoch=0083, iter=00170/00196, fetch data time cost=1.57ms, fps=1162 images/s, loss=0.9041, top1-acc=72.87%, top5-acc=94.74%, remaining_time=0:00:05.761522, arrival_time=2021-04-14 22:15:30.622613, cost_time=0:00:37.671523 2021-04-14 22:15:27,068 INFO : TRAIN, epoch=0083, iter=00180/00196, fetch data time cost=1.42ms, fps=1160 images/s, loss=0.9075, top1-acc=72.80%, top5-acc=94.69%, remaining_time=0:00:03.544816, arrival_time=2021-04-14 22:15:30.613523, cost_time=0:00:39.879147 2021-04-14 22:15:29,273 INFO : TRAIN, epoch=0083, iter=00190/00196, fetch data time cost=1.21ms, fps=1161 images/s, loss=0.9086, top1-acc=72.72%, top5-acc=94.67%, remaining_time=0:00:01.328970, arrival_time=2021-04-14 22:15:30.602777, cost_time=0:00:42.084117 2021-04-14 22:15:30,470 INFO : TRAIN, epoch=0083, iter=00196/00196, fetch data time cost=1.24ms, fps=1137 images/s, loss=0.9114, top1-acc=72.66%, top5-acc=94.64%, remaining_time=0:00:00, arrival_time=2021-04-14 22:15:30.470676, cost_time=0:00:43.281100 2021-04-14 22:15:31,369 INFO : EVAL, epoch=0083, iter=00010/00040, fetch data time cost=0.24ms, fps=2853 images/s, loss=1.5584, top1-acc=58.20%, top5-acc=85.39%, remaining_time=0:00:02.691540, arrival_time=2021-04-14 22:15:34.061348, cost_time=0:00:00.897181 2021-04-14 22:15:32,060 INFO : EVAL, epoch=0083, iter=00020/00040, fetch data time cost=1.51ms, fps=3708 images/s, loss=1.5661, top1-acc=58.14%, top5-acc=85.49%, remaining_time=0:00:01.588120, arrival_time=2021-04-14 22:15:33.648873, cost_time=0:00:01.588118 2021-04-14 22:15:32,751 INFO : EVAL, epoch=0083, iter=00030/00040, fetch data time cost=1.49ms, fps=3708 images/s, loss=1.5750, top1-acc=57.60%, top5-acc=85.46%, remaining_time=0:00:00.759700, arrival_time=2021-04-14 22:15:33.511367, cost_time=0:00:02.279115 2021-04-14 22:15:33,392 INFO : EVAL, epoch=0083, iter=00040/00040, fetch data time cost=0.08ms, fps=3622 images/s, loss=1.5871, top1-acc=57.25%, top5-acc=85.35%, remaining_time=0:00:00, arrival_time=2021-04-14 22:15:33.392609, cost_time=0:00:02.919984 2021-04-14 22:15:33,588 INFO : Epoch=0083 complete, best val top1-acc=61.75%, top5-acc=87.88% (epoch=79), remaining_time=1:30:43.185852, arrival_time=2021-04-14 23:46:16.774238, cost_time=1:04:21.405327 2021-04-14 22:15:33,590 INFO : Train start, epoch=0084, lr=0.063194 2021-04-14 22:15:35,969 INFO : TRAIN, epoch=0084, iter=00010/00196, fetch data time cost=1.48ms, fps=1076 images/s, loss=0.8788, top1-acc=73.79%, top5-acc=95.12%, remaining_time=0:00:44.240472, arrival_time=2021-04-14 22:16:20.209751, cost_time=0:00:02.378524 2021-04-14 22:15:38,179 INFO : TRAIN, epoch=0084, iter=00020/00196, fetch data time cost=1.43ms, fps=1158 images/s, loss=0.8948, top1-acc=72.99%, top5-acc=95.02%, remaining_time=0:00:40.383024, arrival_time=2021-04-14 22:16:18.562751, cost_time=0:00:04.588980 2021-04-14 22:15:40,390 INFO : TRAIN, epoch=0084, iter=00030/00196, fetch data time cost=1.52ms, fps=1158 images/s, loss=0.8880, top1-acc=73.02%, top5-acc=95.14%, remaining_time=0:00:37.622904, arrival_time=2021-04-14 22:16:18.012984, cost_time=0:00:06.799321 2021-04-14 22:15:42,608 INFO : TRAIN, epoch=0084, iter=00040/00196, fetch data time cost=1.46ms, fps=1155 images/s, loss=0.8839, top1-acc=72.82%, top5-acc=95.12%, remaining_time=0:00:35.167548, arrival_time=2021-04-14 22:16:17.775652, cost_time=0:00:09.017311 2021-04-14 22:15:44,814 INFO : TRAIN, epoch=0084, iter=00050/00196, fetch data time cost=1.71ms, fps=1161 images/s, loss=0.8773, top1-acc=73.07%, top5-acc=95.23%, remaining_time=0:00:32.773204, arrival_time=2021-04-14 22:16:17.587642, cost_time=0:00:11.223685 2021-04-14 22:15:47,021 INFO : TRAIN, epoch=0084, iter=00060/00196, fetch data time cost=1.39ms, fps=1160 images/s, loss=0.8808, top1-acc=72.99%, top5-acc=95.14%, remaining_time=0:00:30.443328, arrival_time=2021-04-14 22:16:17.464936, cost_time=0:00:13.430886 2021-04-14 22:15:49,216 INFO : TRAIN, epoch=0084, iter=00070/00196, fetch data time cost=1.56ms, fps=1166 images/s, loss=0.8856, top1-acc=72.98%, top5-acc=95.09%, remaining_time=0:00:28.126980, arrival_time=2021-04-14 22:16:17.343847, cost_time=0:00:15.626115 2021-04-14 22:15:51,416 INFO : TRAIN, epoch=0084, iter=00080/00196, fetch data time cost=1.50ms, fps=1164 images/s, loss=0.8883, top1-acc=73.00%, top5-acc=95.02%, remaining_time=0:00:25.847236, arrival_time=2021-04-14 22:16:17.263619, cost_time=0:00:17.825705 2021-04-14 22:15:53,629 INFO : TRAIN, epoch=0084, iter=00090/00196, fetch data time cost=1.48ms, fps=1157 images/s, loss=0.8917, top1-acc=72.93%, top5-acc=94.97%, remaining_time=0:00:23.600900, arrival_time=2021-04-14 22:16:17.230158, cost_time=0:00:20.038507 2021-04-14 22:15:55,833 INFO : TRAIN, epoch=0084, iter=00100/00196, fetch data time cost=1.48ms, fps=1162 images/s, loss=0.8961, top1-acc=72.90%, top5-acc=94.91%, remaining_time=0:00:21.353088, arrival_time=2021-04-14 22:16:17.186592, cost_time=0:00:22.242786 2021-04-14 22:15:58,056 INFO : TRAIN, epoch=0084, iter=00110/00196, fetch data time cost=1.86ms, fps=1152 images/s, loss=0.8973, top1-acc=73.02%, top5-acc=94.85%, remaining_time=0:00:19.127432, arrival_time=2021-04-14 22:16:17.183553, cost_time=0:00:24.465368 2021-04-14 22:16:00,256 INFO : TRAIN, epoch=0084, iter=00120/00196, fetch data time cost=4.06ms, fps=1164 images/s, loss=0.9005, top1-acc=72.91%, top5-acc=94.79%, remaining_time=0:00:16.888188, arrival_time=2021-04-14 22:16:17.144389, cost_time=0:00:26.665531 2021-04-14 22:16:02,464 INFO : TRAIN, epoch=0084, iter=00130/00196, fetch data time cost=1.33ms, fps=1160 images/s, loss=0.9043, top1-acc=72.82%, top5-acc=94.70%, remaining_time=0:00:14.658666, arrival_time=2021-04-14 22:16:17.122603, cost_time=0:00:28.873072 2021-04-14 22:16:04,681 INFO : TRAIN, epoch=0084, iter=00140/00196, fetch data time cost=1.56ms, fps=1155 images/s, loss=0.9078, top1-acc=72.77%, top5-acc=94.65%, remaining_time=0:00:12.436200, arrival_time=2021-04-14 22:16:17.117430, cost_time=0:00:31.090548 2021-04-14 22:16:06,896 INFO : TRAIN, epoch=0084, iter=00150/00196, fetch data time cost=1.41ms, fps=1160 images/s, loss=0.9123, top1-acc=72.65%, top5-acc=94.60%, remaining_time=0:00:10.213702, arrival_time=2021-04-14 22:16:17.110057, cost_time=0:00:33.305605 2021-04-14 22:16:09,099 INFO : TRAIN, epoch=0084, iter=00160/00196, fetch data time cost=1.70ms, fps=1162 images/s, loss=0.9121, top1-acc=72.64%, top5-acc=94.61%, remaining_time=0:00:07.989444, arrival_time=2021-04-14 22:16:17.088884, cost_time=0:00:35.508684 2021-04-14 22:16:11,297 INFO : TRAIN, epoch=0084, iter=00170/00196, fetch data time cost=1.34ms, fps=1165 images/s, loss=0.9134, top1-acc=72.59%, top5-acc=94.54%, remaining_time=0:00:05.766852, arrival_time=2021-04-14 22:16:17.064008, cost_time=0:00:37.706404 2021-04-14 22:16:13,496 INFO : TRAIN, epoch=0084, iter=00180/00196, fetch data time cost=1.34ms, fps=1164 images/s, loss=0.9155, top1-acc=72.51%, top5-acc=94.52%, remaining_time=0:00:03.547184, arrival_time=2021-04-14 22:16:17.043746, cost_time=0:00:39.905747 2021-04-14 22:16:15,699 INFO : TRAIN, epoch=0084, iter=00190/00196, fetch data time cost=1.24ms, fps=1162 images/s, loss=0.9146, top1-acc=72.52%, top5-acc=94.56%, remaining_time=0:00:01.329750, arrival_time=2021-04-14 22:16:17.029327, cost_time=0:00:42.108826 2021-04-14 22:16:16,881 INFO : TRAIN, epoch=0084, iter=00196/00196, fetch data time cost=1.27ms, fps=1151 images/s, loss=0.9151, top1-acc=72.52%, top5-acc=94.55%, remaining_time=0:00:00, arrival_time=2021-04-14 22:16:16.881522, cost_time=0:00:43.290813 2021-04-14 22:16:17,737 INFO : EVAL, epoch=0084, iter=00010/00040, fetch data time cost=0.34ms, fps=3002 images/s, loss=1.4378, top1-acc=59.73%, top5-acc=87.38%, remaining_time=0:00:02.557950, arrival_time=2021-04-14 22:16:20.295291, cost_time=0:00:00.852646 2021-04-14 22:16:18,432 INFO : EVAL, epoch=0084, iter=00020/00040, fetch data time cost=1.35ms, fps=3688 images/s, loss=1.4200, top1-acc=60.00%, top5-acc=87.64%, remaining_time=0:00:01.547460, arrival_time=2021-04-14 22:16:19.979482, cost_time=0:00:01.547459 2021-04-14 22:16:19,121 INFO : EVAL, epoch=0084, iter=00030/00040, fetch data time cost=1.37ms, fps=3717 images/s, loss=1.4005, top1-acc=60.35%, top5-acc=87.89%, remaining_time=0:00:00.745530, arrival_time=2021-04-14 22:16:19.866715, cost_time=0:00:02.236599 2021-04-14 22:16:19,756 INFO : EVAL, epoch=0084, iter=00040/00040, fetch data time cost=0.08ms, fps=3657 images/s, loss=1.3968, top1-acc=60.42%, top5-acc=87.67%, remaining_time=0:00:00, arrival_time=2021-04-14 22:16:19.756414, cost_time=0:00:02.871892 2021-04-14 22:16:19,908 INFO : Epoch=0084 complete, best val top1-acc=61.75%, top5-acc=87.88% (epoch=79), remaining_time=1:29:56.382408, arrival_time=2021-04-14 23:46:16.290663, cost_time=1:05:07.725216 2021-04-14 22:16:19,909 INFO : Train start, epoch=0085, lr=0.062434 2021-04-14 22:16:22,295 INFO : TRAIN, epoch=0085, iter=00010/00196, fetch data time cost=1.69ms, fps=1073 images/s, loss=0.8692, top1-acc=73.71%, top5-acc=95.35%, remaining_time=0:00:44.374392, arrival_time=2021-04-14 22:17:06.670037, cost_time=0:00:02.385724 2021-04-14 22:16:24,517 INFO : TRAIN, epoch=0085, iter=00020/00196, fetch data time cost=1.67ms, fps=1153 images/s, loss=0.8669, top1-acc=73.81%, top5-acc=95.35%, remaining_time=0:00:40.543008, arrival_time=2021-04-14 22:17:05.060044, cost_time=0:00:04.607163 2021-04-14 22:16:26,731 INFO : TRAIN, epoch=0085, iter=00030/00196, fetch data time cost=1.68ms, fps=1156 images/s, loss=0.8558, top1-acc=74.35%, top5-acc=95.35%, remaining_time=0:00:37.745578, arrival_time=2021-04-14 22:17:04.476957, cost_time=0:00:06.821502 2021-04-14 22:16:28,937 INFO : TRAIN, epoch=0085, iter=00040/00196, fetch data time cost=1.71ms, fps=1161 images/s, loss=0.8650, top1-acc=73.95%, top5-acc=95.07%, remaining_time=0:00:35.207640, arrival_time=2021-04-14 22:17:04.145120, cost_time=0:00:09.027601 2021-04-14 22:16:31,136 INFO : TRAIN, epoch=0085, iter=00050/00196, fetch data time cost=1.88ms, fps=1164 images/s, loss=0.8567, top1-acc=74.30%, top5-acc=95.18%, remaining_time=0:00:32.782548, arrival_time=2021-04-14 22:17:03.919345, cost_time=0:00:11.226922 2021-04-14 22:16:33,342 INFO : TRAIN, epoch=0085, iter=00060/00196, fetch data time cost=1.81ms, fps=1161 images/s, loss=0.8611, top1-acc=74.31%, top5-acc=95.11%, remaining_time=0:00:30.447000, arrival_time=2021-04-14 22:17:03.789374, cost_time=0:00:13.432509 2021-04-14 22:16:35,550 INFO : TRAIN, epoch=0085, iter=00070/00196, fetch data time cost=1.62ms, fps=1160 images/s, loss=0.8642, top1-acc=74.27%, top5-acc=95.08%, remaining_time=0:00:28.153062, arrival_time=2021-04-14 22:17:03.703556, cost_time=0:00:15.640579 2021-04-14 22:16:37,748 INFO : TRAIN, epoch=0085, iter=00080/00196, fetch data time cost=1.48ms, fps=1165 images/s, loss=0.8647, top1-acc=74.23%, top5-acc=95.11%, remaining_time=0:00:25.865448, arrival_time=2021-04-14 22:17:03.613487, cost_time=0:00:17.838248 2021-04-14 22:16:39,954 INFO : TRAIN, epoch=0085, iter=00090/00196, fetch data time cost=1.40ms, fps=1161 images/s, loss=0.8705, top1-acc=74.06%, top5-acc=95.02%, remaining_time=0:00:23.607790, arrival_time=2021-04-14 22:17:03.562042, cost_time=0:00:20.044380 2021-04-14 22:16:42,156 INFO : TRAIN, epoch=0085, iter=00100/00196, fetch data time cost=1.60ms, fps=1163 images/s, loss=0.8753, top1-acc=73.97%, top5-acc=94.91%, remaining_time=0:00:21.356736, arrival_time=2021-04-14 22:17:03.513110, cost_time=0:00:22.246583 2021-04-14 22:16:44,358 INFO : TRAIN, epoch=0085, iter=00110/00196, fetch data time cost=1.47ms, fps=1163 images/s, loss=0.8826, top1-acc=73.72%, top5-acc=94.82%, remaining_time=0:00:19.114188, arrival_time=2021-04-14 22:17:03.472422, cost_time=0:00:24.448356 2021-04-14 22:16:46,572 INFO : TRAIN, epoch=0085, iter=00120/00196, fetch data time cost=1.92ms, fps=1157 images/s, loss=0.8866, top1-acc=73.54%, top5-acc=94.80%, remaining_time=0:00:16.886060, arrival_time=2021-04-14 22:17:03.458056, cost_time=0:00:26.662213 2021-04-14 22:16:48,787 INFO : TRAIN, epoch=0085, iter=00130/00196, fetch data time cost=1.41ms, fps=1156 images/s, loss=0.8882, top1-acc=73.49%, top5-acc=94.74%, remaining_time=0:00:14.661042, arrival_time=2021-04-14 22:17:03.448700, cost_time=0:00:28.877788 2021-04-14 22:16:50,993 INFO : TRAIN, epoch=0085, iter=00140/00196, fetch data time cost=1.38ms, fps=1161 images/s, loss=0.8923, top1-acc=73.32%, top5-acc=94.72%, remaining_time=0:00:12.433288, arrival_time=2021-04-14 22:17:03.426254, cost_time=0:00:31.083179 2021-04-14 22:16:53,192 INFO : TRAIN, epoch=0085, iter=00150/00196, fetch data time cost=1.85ms, fps=1164 images/s, loss=0.8960, top1-acc=73.14%, top5-acc=94.70%, remaining_time=0:00:10.206756, arrival_time=2021-04-14 22:17:03.399468, cost_time=0:00:33.282924 2021-04-14 22:16:55,393 INFO : TRAIN, epoch=0085, iter=00160/00196, fetch data time cost=1.44ms, fps=1164 images/s, loss=0.8974, top1-acc=73.07%, top5-acc=94.68%, remaining_time=0:00:07.983684, arrival_time=2021-04-14 22:17:03.376668, cost_time=0:00:35.483108 2021-04-14 22:16:57,601 INFO : TRAIN, epoch=0085, iter=00170/00196, fetch data time cost=1.32ms, fps=1159 images/s, loss=0.9001, top1-acc=73.08%, top5-acc=94.62%, remaining_time=0:00:05.764668, arrival_time=2021-04-14 22:17:03.366456, cost_time=0:00:37.692002 2021-04-14 22:16:59,797 INFO : TRAIN, epoch=0085, iter=00180/00196, fetch data time cost=1.85ms, fps=1166 images/s, loss=0.9010, top1-acc=73.00%, top5-acc=94.62%, remaining_time=0:00:03.545600, arrival_time=2021-04-14 22:17:03.343402, cost_time=0:00:39.888009 2021-04-14 22:17:02,014 INFO : TRAIN, epoch=0085, iter=00190/00196, fetch data time cost=1.45ms, fps=1155 images/s, loss=0.9061, top1-acc=72.84%, top5-acc=94.59%, remaining_time=0:00:01.329618, arrival_time=2021-04-14 22:17:03.344152, cost_time=0:00:42.104661 2021-04-14 22:17:03,201 INFO : TRAIN, epoch=0085, iter=00196/00196, fetch data time cost=1.47ms, fps=1146 images/s, loss=0.9065, top1-acc=72.79%, top5-acc=94.57%, remaining_time=0:00:00, arrival_time=2021-04-14 22:17:03.201665, cost_time=0:00:43.291884 2021-04-14 22:17:04,027 INFO : EVAL, epoch=0085, iter=00010/00040, fetch data time cost=1.28ms, fps=3106 images/s, loss=1.5826, top1-acc=57.89%, top5-acc=84.65%, remaining_time=0:00:02.472450, arrival_time=2021-04-14 22:17:06.500033, cost_time=0:00:00.824150 2021-04-14 22:17:04,720 INFO : EVAL, epoch=0085, iter=00020/00040, fetch data time cost=0.21ms, fps=3694 images/s, loss=1.5422, top1-acc=58.44%, top5-acc=85.59%, remaining_time=0:00:01.517480, arrival_time=2021-04-14 22:17:06.238410, cost_time=0:00:01.517488 2021-04-14 22:17:05,410 INFO : EVAL, epoch=0085, iter=00030/00040, fetch data time cost=1.30ms, fps=3714 images/s, loss=1.5415, top1-acc=58.66%, top5-acc=85.30%, remaining_time=0:00:00.735720, arrival_time=2021-04-14 22:17:06.146314, cost_time=0:00:02.207150 2021-04-14 22:17:06,040 INFO : EVAL, epoch=0085, iter=00040/00040, fetch data time cost=0.08ms, fps=3685 images/s, loss=1.5202, top1-acc=58.55%, top5-acc=85.75%, remaining_time=0:00:00, arrival_time=2021-04-14 22:17:06.040513, cost_time=0:00:02.837076 2021-04-14 22:17:06,211 INFO : Epoch=0085 complete, best val top1-acc=61.75%, top5-acc=87.88% (epoch=79), remaining_time=1:29:09.567240, arrival_time=2021-04-14 23:46:15.778238, cost_time=1:05:54.027966 2021-04-14 22:17:06,212 INFO : Train start, epoch=0086, lr=0.061672 2021-04-14 22:17:08,649 INFO : TRAIN, epoch=0086, iter=00010/00196, fetch data time cost=1.48ms, fps=1051 images/s, loss=0.8801, top1-acc=74.06%, top5-acc=94.73%, remaining_time=0:00:45.321132, arrival_time=2021-04-14 22:17:53.970156, cost_time=0:00:02.436622 2021-04-14 22:17:10,861 INFO : TRAIN, epoch=0086, iter=00020/00196, fetch data time cost=2.10ms, fps=1158 images/s, loss=0.8641, top1-acc=74.14%, top5-acc=95.18%, remaining_time=0:00:40.906976, arrival_time=2021-04-14 22:17:51.767951, cost_time=0:00:04.648522 2021-04-14 22:17:13,066 INFO : TRAIN, epoch=0086, iter=00030/00196, fetch data time cost=1.60ms, fps=1161 images/s, loss=0.8568, top1-acc=74.35%, top5-acc=95.27%, remaining_time=0:00:37.928178, arrival_time=2021-04-14 22:17:50.995060, cost_time=0:00:06.854479 2021-04-14 22:17:15,284 INFO : TRAIN, epoch=0086, iter=00040/00196, fetch data time cost=1.80ms, fps=1155 images/s, loss=0.8412, top1-acc=74.92%, top5-acc=95.34%, remaining_time=0:00:35.379708, arrival_time=2021-04-14 22:17:50.663859, cost_time=0:00:09.071704 2021-04-14 22:17:17,488 INFO : TRAIN, epoch=0086, iter=00050/00196, fetch data time cost=1.50ms, fps=1162 images/s, loss=0.8405, top1-acc=74.88%, top5-acc=95.36%, remaining_time=0:00:32.925482, arrival_time=2021-04-14 22:17:50.413775, cost_time=0:00:11.275854 2021-04-14 22:17:19,694 INFO : TRAIN, epoch=0086, iter=00060/00196, fetch data time cost=1.81ms, fps=1161 images/s, loss=0.8372, top1-acc=74.99%, top5-acc=95.39%, remaining_time=0:00:30.559880, arrival_time=2021-04-14 22:17:50.254545, cost_time=0:00:13.482297 2021-04-14 22:17:21,901 INFO : TRAIN, epoch=0086, iter=00070/00196, fetch data time cost=1.33ms, fps=1160 images/s, loss=0.8418, top1-acc=74.82%, top5-acc=95.42%, remaining_time=0:00:28.240758, arrival_time=2021-04-14 22:17:50.142440, cost_time=0:00:15.689280 2021-04-14 22:17:24,100 INFO : TRAIN, epoch=0086, iter=00080/00196, fetch data time cost=1.33ms, fps=1164 images/s, loss=0.8452, top1-acc=74.85%, top5-acc=95.33%, remaining_time=0:00:25.938180, arrival_time=2021-04-14 22:17:50.038914, cost_time=0:00:17.888366 2021-04-14 22:17:26,303 INFO : TRAIN, epoch=0086, iter=00090/00196, fetch data time cost=1.51ms, fps=1162 images/s, loss=0.8463, top1-acc=74.76%, top5-acc=95.24%, remaining_time=0:00:23.663228, arrival_time=2021-04-14 22:17:49.966997, cost_time=0:00:20.091450 2021-04-14 22:17:28,503 INFO : TRAIN, epoch=0086, iter=00100/00196, fetch data time cost=1.56ms, fps=1164 images/s, loss=0.8494, top1-acc=74.57%, top5-acc=95.24%, remaining_time=0:00:21.399360, arrival_time=2021-04-14 22:17:49.902721, cost_time=0:00:22.290960 2021-04-14 22:17:30,700 INFO : TRAIN, epoch=0086, iter=00110/00196, fetch data time cost=1.48ms, fps=1165 images/s, loss=0.8532, top1-acc=74.43%, top5-acc=95.17%, remaining_time=0:00:19.145578, arrival_time=2021-04-14 22:17:49.846472, cost_time=0:00:24.488575 2021-04-14 22:17:32,907 INFO : TRAIN, epoch=0086, iter=00120/00196, fetch data time cost=1.47ms, fps=1160 images/s, loss=0.8592, top1-acc=74.33%, top5-acc=95.06%, remaining_time=0:00:16.906884, arrival_time=2021-04-14 22:17:49.814582, cost_time=0:00:26.695087 2021-04-14 22:17:35,117 INFO : TRAIN, epoch=0086, iter=00130/00196, fetch data time cost=2.28ms, fps=1159 images/s, loss=0.8651, top1-acc=74.17%, top5-acc=95.01%, remaining_time=0:00:14.675034, arrival_time=2021-04-14 22:17:49.792882, cost_time=0:00:28.905377 2021-04-14 22:17:37,339 INFO : TRAIN, epoch=0086, iter=00140/00196, fetch data time cost=2.78ms, fps=1153 images/s, loss=0.8690, top1-acc=74.01%, top5-acc=94.99%, remaining_time=0:00:12.450928, arrival_time=2021-04-14 22:17:49.790781, cost_time=0:00:31.127389 2021-04-14 22:17:39,551 INFO : TRAIN, epoch=0086, iter=00150/00196, fetch data time cost=2.22ms, fps=1158 images/s, loss=0.8724, top1-acc=73.88%, top5-acc=94.92%, remaining_time=0:00:10.223868, arrival_time=2021-04-14 22:17:49.774899, cost_time=0:00:33.338627 2021-04-14 22:17:41,756 INFO : TRAIN, epoch=0086, iter=00160/00196, fetch data time cost=1.66ms, fps=1161 images/s, loss=0.8786, top1-acc=73.68%, top5-acc=94.85%, remaining_time=0:00:07.997400, arrival_time=2021-04-14 22:17:49.753786, cost_time=0:00:35.543981 2021-04-14 22:17:43,956 INFO : TRAIN, epoch=0086, iter=00170/00196, fetch data time cost=1.50ms, fps=1164 images/s, loss=0.8810, top1-acc=73.59%, top5-acc=94.82%, remaining_time=0:00:05.772650, arrival_time=2021-04-14 22:17:49.729258, cost_time=0:00:37.744271 2021-04-14 22:17:46,161 INFO : TRAIN, epoch=0086, iter=00180/00196, fetch data time cost=1.45ms, fps=1161 images/s, loss=0.8822, top1-acc=73.52%, top5-acc=94.81%, remaining_time=0:00:03.550992, arrival_time=2021-04-14 22:17:49.712129, cost_time=0:00:39.948736 2021-04-14 22:17:48,364 INFO : TRAIN, epoch=0086, iter=00190/00196, fetch data time cost=1.25ms, fps=1162 images/s, loss=0.8855, top1-acc=73.42%, top5-acc=94.78%, remaining_time=0:00:01.331124, arrival_time=2021-04-14 22:17:49.695746, cost_time=0:00:42.152183 2021-04-14 22:17:49,545 INFO : TRAIN, epoch=0086, iter=00196/00196, fetch data time cost=1.42ms, fps=1152 images/s, loss=0.8871, top1-acc=73.37%, top5-acc=94.77%, remaining_time=0:00:00, arrival_time=2021-04-14 22:17:49.545377, cost_time=0:00:43.333060 2021-04-14 22:17:50,385 INFO : EVAL, epoch=0086, iter=00010/00040, fetch data time cost=2.32ms, fps=3054 images/s, loss=1.4076, top1-acc=61.41%, top5-acc=87.34%, remaining_time=0:00:02.514540, arrival_time=2021-04-14 22:17:52.899960, cost_time=0:00:00.838183 2021-04-14 22:17:51,076 INFO : EVAL, epoch=0086, iter=00020/00040, fetch data time cost=1.70ms, fps=3709 images/s, loss=1.4415, top1-acc=60.10%, top5-acc=86.87%, remaining_time=0:00:01.528780, arrival_time=2021-04-14 22:17:52.604846, cost_time=0:00:01.528777 2021-04-14 22:17:51,771 INFO : EVAL, epoch=0086, iter=00030/00040, fetch data time cost=1.60ms, fps=3684 images/s, loss=1.4563, top1-acc=59.47%, top5-acc=86.87%, remaining_time=0:00:00.741410, arrival_time=2021-04-14 22:17:52.512956, cost_time=0:00:02.224220 2021-04-14 22:17:52,403 INFO : EVAL, epoch=0086, iter=00040/00040, fetch data time cost=0.09ms, fps=3676 images/s, loss=1.4455, top1-acc=59.55%, top5-acc=87.06%, remaining_time=0:00:00, arrival_time=2021-04-14 22:17:52.403076, cost_time=0:00:02.855858 2021-04-14 22:17:52,591 INFO : Epoch=0086 complete, best val top1-acc=61.75%, top5-acc=87.88% (epoch=79), remaining_time=1:28:22.867434, arrival_time=2021-04-14 23:46:15.459246, cost_time=1:06:40.408747 2021-04-14 22:17:52,594 INFO : Train start, epoch=0087, lr=0.060907 2021-04-14 22:17:54,981 INFO : TRAIN, epoch=0087, iter=00010/00196, fetch data time cost=1.58ms, fps=1073 images/s, loss=0.8934, top1-acc=73.87%, top5-acc=95.00%, remaining_time=0:00:44.391690, arrival_time=2021-04-14 22:18:39.372721, cost_time=0:00:02.386651 2021-04-14 22:17:57,181 INFO : TRAIN, epoch=0087, iter=00020/00196, fetch data time cost=1.92ms, fps=1164 images/s, loss=0.8647, top1-acc=74.32%, top5-acc=95.06%, remaining_time=0:00:40.368064, arrival_time=2021-04-14 22:18:37.549829, cost_time=0:00:04.587276 2021-04-14 22:17:59,398 INFO : TRAIN, epoch=0087, iter=00030/00196, fetch data time cost=1.57ms, fps=1155 images/s, loss=0.8779, top1-acc=73.89%, top5-acc=94.83%, remaining_time=0:00:37.648966, arrival_time=2021-04-14 22:18:37.047404, cost_time=0:00:06.804044 2021-04-14 22:18:01,611 INFO : TRAIN, epoch=0087, iter=00040/00196, fetch data time cost=1.55ms, fps=1157 images/s, loss=0.8753, top1-acc=73.90%, top5-acc=94.94%, remaining_time=0:00:35.167392, arrival_time=2021-04-14 22:18:36.779049, cost_time=0:00:09.017278 2021-04-14 22:18:03,826 INFO : TRAIN, epoch=0087, iter=00050/00196, fetch data time cost=1.62ms, fps=1156 images/s, loss=0.8688, top1-acc=74.14%, top5-acc=95.02%, remaining_time=0:00:32.796710, arrival_time=2021-04-14 22:18:36.622843, cost_time=0:00:11.231756 2021-04-14 22:18:06,025 INFO : TRAIN, epoch=0087, iter=00060/00196, fetch data time cost=1.43ms, fps=1165 images/s, loss=0.8610, top1-acc=74.17%, top5-acc=95.23%, remaining_time=0:00:30.442512, arrival_time=2021-04-14 22:18:36.467490, cost_time=0:00:13.430490 2021-04-14 22:18:08,222 INFO : TRAIN, epoch=0087, iter=00070/00196, fetch data time cost=1.55ms, fps=1165 images/s, loss=0.8700, top1-acc=73.90%, top5-acc=95.08%, remaining_time=0:00:28.131012, arrival_time=2021-04-14 22:18:36.353666, cost_time=0:00:15.628328 2021-04-14 22:18:10,429 INFO : TRAIN, epoch=0087, iter=00080/00196, fetch data time cost=1.62ms, fps=1160 images/s, loss=0.8732, top1-acc=73.79%, top5-acc=95.00%, remaining_time=0:00:25.861156, arrival_time=2021-04-14 22:18:36.290850, cost_time=0:00:17.835310 2021-04-14 22:18:12,625 INFO : TRAIN, epoch=0087, iter=00090/00196, fetch data time cost=1.39ms, fps=1166 images/s, loss=0.8693, top1-acc=73.93%, top5-acc=95.00%, remaining_time=0:00:23.592844, arrival_time=2021-04-14 22:18:36.218764, cost_time=0:00:20.031627 2021-04-14 22:18:14,836 INFO : TRAIN, epoch=0087, iter=00100/00196, fetch data time cost=2.01ms, fps=1159 images/s, loss=0.8731, top1-acc=73.70%, top5-acc=94.94%, remaining_time=0:00:21.351744, arrival_time=2021-04-14 22:18:36.187656, cost_time=0:00:22.241449 2021-04-14 22:18:17,042 INFO : TRAIN, epoch=0087, iter=00110/00196, fetch data time cost=1.52ms, fps=1165 images/s, loss=0.8742, top1-acc=73.71%, top5-acc=94.89%, remaining_time=0:00:19.113758, arrival_time=2021-04-14 22:18:36.155864, cost_time=0:00:24.447812 2021-04-14 22:18:19,247 INFO : TRAIN, epoch=0087, iter=00120/00196, fetch data time cost=1.47ms, fps=1161 images/s, loss=0.8777, top1-acc=73.62%, top5-acc=94.86%, remaining_time=0:00:16.880132, arrival_time=2021-04-14 22:18:36.127366, cost_time=0:00:26.652804 2021-04-14 22:18:21,457 INFO : TRAIN, epoch=0087, iter=00130/00196, fetch data time cost=2.19ms, fps=1159 images/s, loss=0.8809, top1-acc=73.55%, top5-acc=94.83%, remaining_time=0:00:14.653584, arrival_time=2021-04-14 22:18:36.111117, cost_time=0:00:28.863098 2021-04-14 22:18:23,667 INFO : TRAIN, epoch=0087, iter=00140/00196, fetch data time cost=2.05ms, fps=1159 images/s, loss=0.8813, top1-acc=73.59%, top5-acc=94.82%, remaining_time=0:00:12.429256, arrival_time=2021-04-14 22:18:36.096759, cost_time=0:00:31.073126 2021-04-14 22:18:25,880 INFO : TRAIN, epoch=0087, iter=00150/00196, fetch data time cost=1.79ms, fps=1157 images/s, loss=0.8847, top1-acc=73.46%, top5-acc=94.78%, remaining_time=0:00:10.207768, arrival_time=2021-04-14 22:18:36.088308, cost_time=0:00:33.286150 2021-04-14 22:18:28,076 INFO : TRAIN, epoch=0087, iter=00160/00196, fetch data time cost=1.34ms, fps=1166 images/s, loss=0.8873, top1-acc=73.44%, top5-acc=94.76%, remaining_time=0:00:07.983504, arrival_time=2021-04-14 22:18:36.060097, cost_time=0:00:35.482201 2021-04-14 22:18:30,277 INFO : TRAIN, epoch=0087, iter=00170/00196, fetch data time cost=1.54ms, fps=1164 images/s, loss=0.8899, top1-acc=73.38%, top5-acc=94.72%, remaining_time=0:00:05.763290, arrival_time=2021-04-14 22:18:36.040692, cost_time=0:00:37.683023 2021-04-14 22:18:32,478 INFO : TRAIN, epoch=0087, iter=00180/00196, fetch data time cost=1.64ms, fps=1163 images/s, loss=0.8900, top1-acc=73.39%, top5-acc=94.75%, remaining_time=0:00:03.545280, arrival_time=2021-04-14 22:18:36.024104, cost_time=0:00:39.884455 2021-04-14 22:18:34,682 INFO : TRAIN, epoch=0087, iter=00190/00196, fetch data time cost=1.32ms, fps=1162 images/s, loss=0.8912, top1-acc=73.37%, top5-acc=94.74%, remaining_time=0:00:01.329096, arrival_time=2021-04-14 22:18:36.011503, cost_time=0:00:42.087952 2021-04-14 22:18:35,873 INFO : TRAIN, epoch=0087, iter=00196/00196, fetch data time cost=1.42ms, fps=1142 images/s, loss=0.8923, top1-acc=73.33%, top5-acc=94.73%, remaining_time=0:00:00, arrival_time=2021-04-14 22:18:35.873736, cost_time=0:00:43.279442 2021-04-14 22:18:36,717 INFO : EVAL, epoch=0087, iter=00010/00040, fetch data time cost=2.03ms, fps=3042 images/s, loss=1.5569, top1-acc=57.07%, top5-acc=85.27%, remaining_time=0:00:02.524290, arrival_time=2021-04-14 22:18:39.241401, cost_time=0:00:00.841426 2021-04-14 22:18:37,408 INFO : EVAL, epoch=0087, iter=00020/00040, fetch data time cost=1.39ms, fps=3706 images/s, loss=1.5537, top1-acc=57.50%, top5-acc=84.98%, remaining_time=0:00:01.532600, arrival_time=2021-04-14 22:18:38.940945, cost_time=0:00:01.532603 2021-04-14 22:18:38,099 INFO : EVAL, epoch=0087, iter=00030/00040, fetch data time cost=1.37ms, fps=3705 images/s, loss=1.5171, top1-acc=58.55%, top5-acc=85.78%, remaining_time=0:00:00.741350, arrival_time=2021-04-14 22:18:38.841110, cost_time=0:00:02.224051 2021-04-14 22:18:38,744 INFO : EVAL, epoch=0087, iter=00040/00040, fetch data time cost=0.12ms, fps=3604 images/s, loss=1.5421, top1-acc=58.24%, top5-acc=85.55%, remaining_time=0:00:00, arrival_time=2021-04-14 22:18:38.743993, cost_time=0:00:02.868321 2021-04-14 22:18:38,956 INFO : Epoch=0087 complete, best val top1-acc=61.75%, top5-acc=87.88% (epoch=79), remaining_time=1:27:36.154433, arrival_time=2021-04-14 23:46:15.111229, cost_time=1:07:26.773724 2021-04-14 22:18:38,958 INFO : Train start, epoch=0088, lr=0.060139 2021-04-14 22:18:41,364 INFO : TRAIN, epoch=0088, iter=00010/00196, fetch data time cost=1.31ms, fps=1064 images/s, loss=0.8814, top1-acc=74.02%, top5-acc=94.34%, remaining_time=0:00:44.746020, arrival_time=2021-04-14 22:19:26.110039, cost_time=0:00:02.405703 2021-04-14 22:18:43,576 INFO : TRAIN, epoch=0088, iter=00020/00196, fetch data time cost=1.52ms, fps=1158 images/s, loss=0.8621, top1-acc=74.49%, top5-acc=94.75%, remaining_time=0:00:40.635408, arrival_time=2021-04-14 22:19:24.211481, cost_time=0:00:04.617666 2021-04-14 22:18:45,779 INFO : TRAIN, epoch=0088, iter=00030/00196, fetch data time cost=1.53ms, fps=1162 images/s, loss=0.8576, top1-acc=74.22%, top5-acc=95.01%, remaining_time=0:00:37.744914, arrival_time=2021-04-14 22:19:23.524621, cost_time=0:00:06.821382 2021-04-14 22:18:47,982 INFO : TRAIN, epoch=0088, iter=00040/00196, fetch data time cost=1.46ms, fps=1162 images/s, loss=0.8602, top1-acc=74.21%, top5-acc=95.09%, remaining_time=0:00:35.193756, arrival_time=2021-04-14 22:19:23.176238, cost_time=0:00:09.024025 2021-04-14 22:18:50,196 INFO : TRAIN, epoch=0088, iter=00050/00196, fetch data time cost=2.03ms, fps=1157 images/s, loss=0.8538, top1-acc=74.44%, top5-acc=95.19%, remaining_time=0:00:32.814668, arrival_time=2021-04-14 22:19:23.010896, cost_time=0:00:11.237909 2021-04-14 22:18:52,393 INFO : TRAIN, epoch=0088, iter=00060/00196, fetch data time cost=1.55ms, fps=1166 images/s, loss=0.8515, top1-acc=74.49%, top5-acc=95.21%, remaining_time=0:00:30.451896, arrival_time=2021-04-14 22:19:22.844913, cost_time=0:00:13.434689 2021-04-14 22:18:54,608 INFO : TRAIN, epoch=0088, iter=00070/00196, fetch data time cost=1.88ms, fps=1156 images/s, loss=0.8578, top1-acc=74.20%, top5-acc=95.12%, remaining_time=0:00:28.169442, arrival_time=2021-04-14 22:19:22.777610, cost_time=0:00:15.649690 2021-04-14 22:18:56,806 INFO : TRAIN, epoch=0088, iter=00080/00196, fetch data time cost=1.66ms, fps=1165 images/s, loss=0.8574, top1-acc=74.27%, top5-acc=95.12%, remaining_time=0:00:25.880064, arrival_time=2021-04-14 22:19:22.686730, cost_time=0:00:17.848350 2021-04-14 22:18:59,006 INFO : TRAIN, epoch=0088, iter=00090/00196, fetch data time cost=1.48ms, fps=1164 images/s, loss=0.8546, top1-acc=74.46%, top5-acc=95.17%, remaining_time=0:00:23.612666, arrival_time=2021-04-14 22:19:22.619507, cost_time=0:00:20.048514 2021-04-14 22:19:01,213 INFO : TRAIN, epoch=0088, iter=00100/00196, fetch data time cost=1.53ms, fps=1160 images/s, loss=0.8571, top1-acc=74.33%, top5-acc=95.17%, remaining_time=0:00:21.364704, arrival_time=2021-04-14 22:19:22.577983, cost_time=0:00:22.254882 2021-04-14 22:19:03,419 INFO : TRAIN, epoch=0088, iter=00110/00196, fetch data time cost=1.54ms, fps=1161 images/s, loss=0.8565, top1-acc=74.34%, top5-acc=95.18%, remaining_time=0:00:19.123820, arrival_time=2021-04-14 22:19:22.542838, cost_time=0:00:24.460679 2021-04-14 22:19:05,620 INFO : TRAIN, epoch=0088, iter=00120/00196, fetch data time cost=1.54ms, fps=1163 images/s, loss=0.8628, top1-acc=74.14%, top5-acc=95.13%, remaining_time=0:00:16.885984, arrival_time=2021-04-14 22:19:22.506407, cost_time=0:00:26.662107 2021-04-14 22:19:07,824 INFO : TRAIN, epoch=0088, iter=00130/00196, fetch data time cost=1.40ms, fps=1162 images/s, loss=0.8659, top1-acc=74.11%, top5-acc=95.04%, remaining_time=0:00:14.655300, arrival_time=2021-04-14 22:19:22.480077, cost_time=0:00:28.866461 2021-04-14 22:19:10,023 INFO : TRAIN, epoch=0088, iter=00140/00196, fetch data time cost=1.42ms, fps=1165 images/s, loss=0.8690, top1-acc=74.02%, top5-acc=95.00%, remaining_time=0:00:12.425784, arrival_time=2021-04-14 22:19:22.448721, cost_time=0:00:31.064523 2021-04-14 22:19:12,218 INFO : TRAIN, epoch=0088, iter=00150/00196, fetch data time cost=1.38ms, fps=1166 images/s, loss=0.8708, top1-acc=73.94%, top5-acc=94.98%, remaining_time=0:00:10.199718, arrival_time=2021-04-14 22:19:22.418025, cost_time=0:00:33.259968 2021-04-14 22:19:14,418 INFO : TRAIN, epoch=0088, iter=00160/00196, fetch data time cost=1.40ms, fps=1164 images/s, loss=0.8735, top1-acc=73.84%, top5-acc=94.95%, remaining_time=0:00:07.978428, arrival_time=2021-04-14 22:19:22.396478, cost_time=0:00:35.459733 2021-04-14 22:19:16,619 INFO : TRAIN, epoch=0088, iter=00170/00196, fetch data time cost=1.43ms, fps=1163 images/s, loss=0.8756, top1-acc=73.71%, top5-acc=94.93%, remaining_time=0:00:05.759884, arrival_time=2021-04-14 22:19:22.378988, cost_time=0:00:37.660784 2021-04-14 22:19:18,817 INFO : TRAIN, epoch=0088, iter=00180/00196, fetch data time cost=1.51ms, fps=1165 images/s, loss=0.8772, top1-acc=73.71%, top5-acc=94.90%, remaining_time=0:00:03.543024, arrival_time=2021-04-14 22:19:22.360358, cost_time=0:00:39.859013 2021-04-14 22:19:21,017 INFO : TRAIN, epoch=0088, iter=00190/00196, fetch data time cost=1.32ms, fps=1164 images/s, loss=0.8801, top1-acc=73.63%, top5-acc=94.87%, remaining_time=0:00:01.328184, arrival_time=2021-04-14 22:19:22.345662, cost_time=0:00:42.059085 2021-04-14 22:19:22,195 INFO : TRAIN, epoch=0088, iter=00196/00196, fetch data time cost=1.39ms, fps=1155 images/s, loss=0.8823, top1-acc=73.62%, top5-acc=94.86%, remaining_time=0:00:00, arrival_time=2021-04-14 22:19:22.195924, cost_time=0:00:43.237596 2021-04-14 22:19:23,049 INFO : EVAL, epoch=0088, iter=00010/00040, fetch data time cost=0.21ms, fps=3005 images/s, loss=1.5285, top1-acc=58.09%, top5-acc=86.05%, remaining_time=0:00:02.555760, arrival_time=2021-04-14 22:19:25.605521, cost_time=0:00:00.851918 2021-04-14 22:19:23,740 INFO : EVAL, epoch=0088, iter=00020/00040, fetch data time cost=1.55ms, fps=3711 images/s, loss=1.5297, top1-acc=58.12%, top5-acc=86.27%, remaining_time=0:00:01.542280, arrival_time=2021-04-14 22:19:25.282357, cost_time=0:00:01.542286 2021-04-14 22:19:24,433 INFO : EVAL, epoch=0088, iter=00030/00040, fetch data time cost=1.29ms, fps=3694 images/s, loss=1.5592, top1-acc=57.37%, top5-acc=85.89%, remaining_time=0:00:00.745200, arrival_time=2021-04-14 22:19:25.178595, cost_time=0:00:02.235593 2021-04-14 22:19:25,073 INFO : EVAL, epoch=0088, iter=00040/00040, fetch data time cost=0.11ms, fps=3627 images/s, loss=1.5738, top1-acc=57.49%, top5-acc=85.77%, remaining_time=0:00:00, arrival_time=2021-04-14 22:19:25.073307, cost_time=0:00:02.875521 2021-04-14 22:19:25,258 INFO : Epoch=0088 complete, best val top1-acc=61.75%, top5-acc=87.88% (epoch=79), remaining_time=1:26:49.368080, arrival_time=2021-04-14 23:46:14.626107, cost_time=1:08:13.074962 2021-04-14 22:19:25,259 INFO : Train start, epoch=0089, lr=0.059369 2021-04-14 22:19:27,656 INFO : TRAIN, epoch=0089, iter=00010/00196, fetch data time cost=1.47ms, fps=1068 images/s, loss=0.8815, top1-acc=73.55%, top5-acc=95.39%, remaining_time=0:00:44.586432, arrival_time=2021-04-14 22:20:12.243346, cost_time=0:00:02.397117 2021-04-14 22:19:29,887 INFO : TRAIN, epoch=0089, iter=00020/00196, fetch data time cost=1.35ms, fps=1148 images/s, loss=0.8760, top1-acc=73.87%, top5-acc=95.21%, remaining_time=0:00:40.722880, arrival_time=2021-04-14 22:20:10.610271, cost_time=0:00:04.627592 2021-04-14 22:19:32,080 INFO : TRAIN, epoch=0089, iter=00030/00196, fetch data time cost=1.39ms, fps=1167 images/s, loss=0.8821, top1-acc=73.80%, top5-acc=95.08%, remaining_time=0:00:37.741262, arrival_time=2021-04-14 22:20:09.821794, cost_time=0:00:06.820724 2021-04-14 22:19:34,277 INFO : TRAIN, epoch=0089, iter=00040/00196, fetch data time cost=1.44ms, fps=1166 images/s, loss=0.8707, top1-acc=74.11%, top5-acc=95.12%, remaining_time=0:00:35.167704, arrival_time=2021-04-14 22:20:09.445135, cost_time=0:00:09.017373 2021-04-14 22:19:36,479 INFO : TRAIN, epoch=0089, iter=00050/00196, fetch data time cost=1.84ms, fps=1163 images/s, loss=0.8656, top1-acc=74.21%, top5-acc=95.16%, remaining_time=0:00:32.760064, arrival_time=2021-04-14 22:20:09.239096, cost_time=0:00:11.219209 2021-04-14 22:19:38,677 INFO : TRAIN, epoch=0089, iter=00060/00196, fetch data time cost=1.39ms, fps=1165 images/s, loss=0.8661, top1-acc=74.16%, top5-acc=95.15%, remaining_time=0:00:30.412320, arrival_time=2021-04-14 22:20:09.089350, cost_time=0:00:13.417186 2021-04-14 22:19:40,884 INFO : TRAIN, epoch=0089, iter=00070/00196, fetch data time cost=1.49ms, fps=1160 images/s, loss=0.8607, top1-acc=74.32%, top5-acc=95.15%, remaining_time=0:00:28.124082, arrival_time=2021-04-14 22:20:09.008431, cost_time=0:00:15.624472 2021-04-14 22:19:43,078 INFO : TRAIN, epoch=0089, iter=00080/00196, fetch data time cost=1.38ms, fps=1167 images/s, loss=0.8606, top1-acc=74.33%, top5-acc=95.11%, remaining_time=0:00:25.837724, arrival_time=2021-04-14 22:20:08.916661, cost_time=0:00:17.819137 2021-04-14 22:19:45,276 INFO : TRAIN, epoch=0089, iter=00090/00196, fetch data time cost=1.49ms, fps=1165 images/s, loss=0.8674, top1-acc=74.11%, top5-acc=95.01%, remaining_time=0:00:23.575672, arrival_time=2021-04-14 22:20:08.852519, cost_time=0:00:20.017046 2021-04-14 22:19:47,489 INFO : TRAIN, epoch=0089, iter=00100/00196, fetch data time cost=1.44ms, fps=1157 images/s, loss=0.8693, top1-acc=73.98%, top5-acc=95.00%, remaining_time=0:00:21.340608, arrival_time=2021-04-14 22:20:08.830229, cost_time=0:00:22.229783 2021-04-14 22:19:49,706 INFO : TRAIN, epoch=0089, iter=00110/00196, fetch data time cost=1.44ms, fps=1155 images/s, loss=0.8688, top1-acc=73.96%, top5-acc=95.04%, remaining_time=0:00:19.112898, arrival_time=2021-04-14 22:20:08.819543, cost_time=0:00:24.446767 2021-04-14 22:19:51,935 INFO : TRAIN, epoch=0089, iter=00120/00196, fetch data time cost=13.66ms, fps=1149 images/s, loss=0.8687, top1-acc=73.92%, top5-acc=94.98%, remaining_time=0:00:16.894420, arrival_time=2021-04-14 22:20:08.829621, cost_time=0:00:26.675350 2021-04-14 22:19:54,140 INFO : TRAIN, epoch=0089, iter=00130/00196, fetch data time cost=1.44ms, fps=1161 images/s, loss=0.8691, top1-acc=73.86%, top5-acc=94.98%, remaining_time=0:00:14.662296, arrival_time=2021-04-14 22:20:08.802399, cost_time=0:00:28.880298 2021-04-14 22:19:56,352 INFO : TRAIN, epoch=0089, iter=00140/00196, fetch data time cost=1.39ms, fps=1158 images/s, loss=0.8720, top1-acc=73.78%, top5-acc=94.96%, remaining_time=0:00:12.436816, arrival_time=2021-04-14 22:20:08.788747, cost_time=0:00:31.092046 2021-04-14 22:19:58,560 INFO : TRAIN, epoch=0089, iter=00150/00196, fetch data time cost=1.63ms, fps=1160 images/s, loss=0.8722, top1-acc=73.83%, top5-acc=94.97%, remaining_time=0:00:10.212092, arrival_time=2021-04-14 22:20:08.772205, cost_time=0:00:33.300226 2021-04-14 22:20:00,766 INFO : TRAIN, epoch=0089, iter=00160/00196, fetch data time cost=1.49ms, fps=1161 images/s, loss=0.8725, top1-acc=73.79%, top5-acc=94.97%, remaining_time=0:00:07.988976, arrival_time=2021-04-14 22:20:08.755376, cost_time=0:00:35.506511 2021-04-14 22:20:02,964 INFO : TRAIN, epoch=0089, iter=00170/00196, fetch data time cost=1.67ms, fps=1165 images/s, loss=0.8743, top1-acc=73.72%, top5-acc=94.93%, remaining_time=0:00:05.766488, arrival_time=2021-04-14 22:20:08.730413, cost_time=0:00:37.704045 2021-04-14 22:20:05,167 INFO : TRAIN, epoch=0089, iter=00180/00196, fetch data time cost=1.95ms, fps=1162 images/s, loss=0.8751, top1-acc=73.66%, top5-acc=94.95%, remaining_time=0:00:03.547328, arrival_time=2021-04-14 22:20:08.714693, cost_time=0:00:39.907477 2021-04-14 22:20:07,369 INFO : TRAIN, epoch=0089, iter=00190/00196, fetch data time cost=1.57ms, fps=1163 images/s, loss=0.8802, top1-acc=73.53%, top5-acc=94.88%, remaining_time=0:00:01.329780, arrival_time=2021-04-14 22:20:08.699475, cost_time=0:00:42.109674 2021-04-14 22:20:08,551 INFO : TRAIN, epoch=0089, iter=00196/00196, fetch data time cost=1.21ms, fps=1151 images/s, loss=0.8806, top1-acc=73.51%, top5-acc=94.89%, remaining_time=0:00:00, arrival_time=2021-04-14 22:20:08.551477, cost_time=0:00:43.291675 2021-04-14 22:20:09,419 INFO : EVAL, epoch=0089, iter=00010/00040, fetch data time cost=0.20ms, fps=2956 images/s, loss=1.3575, top1-acc=62.15%, top5-acc=88.48%, remaining_time=0:00:02.598120, arrival_time=2021-04-14 22:20:12.017592, cost_time=0:00:00.866036 2021-04-14 22:20:10,111 INFO : EVAL, epoch=0089, iter=00020/00040, fetch data time cost=1.47ms, fps=3704 images/s, loss=1.3564, top1-acc=61.97%, top5-acc=88.55%, remaining_time=0:00:01.557660, arrival_time=2021-04-14 22:20:11.668730, cost_time=0:00:01.557660 2021-04-14 22:20:10,800 INFO : EVAL, epoch=0089, iter=00030/00040, fetch data time cost=1.42ms, fps=3717 images/s, loss=1.3553, top1-acc=62.03%, top5-acc=88.54%, remaining_time=0:00:00.748900, arrival_time=2021-04-14 22:20:11.549112, cost_time=0:00:02.246708 2021-04-14 22:20:11,445 INFO : EVAL, epoch=0089, iter=00040/00040, fetch data time cost=0.13ms, fps=3600 images/s, loss=1.3495, top1-acc=62.01%, top5-acc=88.59%, remaining_time=0:00:00, arrival_time=2021-04-14 22:20:11.445258, cost_time=0:00:02.891797 2021-04-14 22:20:11,778 INFO : Epoch=0089 complete, best val top1-acc=62.01%, top5-acc=88.59% (epoch=89), remaining_time=1:26:02.866188, arrival_time=2021-04-14 23:46:14.644649, cost_time=1:08:59.595404 2021-04-14 22:20:11,779 INFO : Train start, epoch=0090, lr=0.058596 2021-04-14 22:20:14,129 INFO : TRAIN, epoch=0090, iter=00010/00196, fetch data time cost=1.55ms, fps=1090 images/s, loss=0.8211, top1-acc=74.80%, top5-acc=95.43%, remaining_time=0:00:43.703862, arrival_time=2021-04-14 22:20:57.833530, cost_time=0:00:02.349667 2021-04-14 22:20:16,338 INFO : TRAIN, epoch=0090, iter=00020/00196, fetch data time cost=1.48ms, fps=1159 images/s, loss=0.8353, top1-acc=74.37%, top5-acc=95.53%, remaining_time=0:00:40.114624, arrival_time=2021-04-14 22:20:56.453252, cost_time=0:00:04.558483 2021-04-14 22:20:18,550 INFO : TRAIN, epoch=0090, iter=00030/00196, fetch data time cost=1.57ms, fps=1158 images/s, loss=0.8329, top1-acc=74.35%, top5-acc=95.62%, remaining_time=0:00:37.464042, arrival_time=2021-04-14 22:20:56.014664, cost_time=0:00:06.770617 2021-04-14 22:20:20,747 INFO : TRAIN, epoch=0090, iter=00040/00196, fetch data time cost=1.57ms, fps=1166 images/s, loss=0.8237, top1-acc=74.70%, top5-acc=95.67%, remaining_time=0:00:34.973484, arrival_time=2021-04-14 22:20:55.721030, cost_time=0:00:08.967554 2021-04-14 22:20:22,968 INFO : TRAIN, epoch=0090, iter=00050/00196, fetch data time cost=2.23ms, fps=1153 images/s, loss=0.8225, top1-acc=74.80%, top5-acc=95.73%, remaining_time=0:00:32.668814, arrival_time=2021-04-14 22:20:55.636825, cost_time=0:00:11.187935 2021-04-14 22:20:25,187 INFO : TRAIN, epoch=0090, iter=00060/00196, fetch data time cost=1.49ms, fps=1154 images/s, loss=0.8154, top1-acc=75.02%, top5-acc=95.83%, remaining_time=0:00:30.390696, arrival_time=2021-04-14 22:20:55.578360, cost_time=0:00:13.407666 2021-04-14 22:20:27,405 INFO : TRAIN, epoch=0090, iter=00070/00196, fetch data time cost=2.61ms, fps=1154 images/s, loss=0.8179, top1-acc=75.01%, top5-acc=95.78%, remaining_time=0:00:28.126476, arrival_time=2021-04-14 22:20:55.532276, cost_time=0:00:15.625801 2021-04-14 22:20:29,611 INFO : TRAIN, epoch=0090, iter=00080/00196, fetch data time cost=1.46ms, fps=1161 images/s, loss=0.8243, top1-acc=74.86%, top5-acc=95.72%, remaining_time=0:00:25.854892, arrival_time=2021-04-14 22:20:55.465923, cost_time=0:00:17.830990 2021-04-14 22:20:31,818 INFO : TRAIN, epoch=0090, iter=00090/00196, fetch data time cost=2.09ms, fps=1160 images/s, loss=0.8309, top1-acc=74.65%, top5-acc=95.63%, remaining_time=0:00:23.600370, arrival_time=2021-04-14 22:20:55.418424, cost_time=0:00:20.038064 2021-04-14 22:20:34,016 INFO : TRAIN, epoch=0090, iter=00100/00196, fetch data time cost=1.45ms, fps=1165 images/s, loss=0.8374, top1-acc=74.50%, top5-acc=95.55%, remaining_time=0:00:21.346656, arrival_time=2021-04-14 22:20:55.362738, cost_time=0:00:22.236120 2021-04-14 22:20:36,223 INFO : TRAIN, epoch=0090, iter=00110/00196, fetch data time cost=2.10ms, fps=1160 images/s, loss=0.8450, top1-acc=74.29%, top5-acc=95.46%, remaining_time=0:00:19.110232, arrival_time=2021-04-14 22:20:55.333511, cost_time=0:00:24.443286 2021-04-14 22:20:38,424 INFO : TRAIN, epoch=0090, iter=00120/00196, fetch data time cost=1.53ms, fps=1164 images/s, loss=0.8494, top1-acc=74.25%, top5-acc=95.41%, remaining_time=0:00:16.874508, arrival_time=2021-04-14 22:20:55.298562, cost_time=0:00:26.644009 2021-04-14 22:20:40,618 INFO : TRAIN, epoch=0090, iter=00130/00196, fetch data time cost=1.40ms, fps=1167 images/s, loss=0.8540, top1-acc=74.10%, top5-acc=95.35%, remaining_time=0:00:14.641110, arrival_time=2021-04-14 22:20:55.259611, cost_time=0:00:28.838578 2021-04-14 22:20:42,820 INFO : TRAIN, epoch=0090, iter=00140/00196, fetch data time cost=1.79ms, fps=1163 images/s, loss=0.8554, top1-acc=74.10%, top5-acc=95.35%, remaining_time=0:00:12.416208, arrival_time=2021-04-14 22:20:55.236691, cost_time=0:00:31.040477 2021-04-14 22:20:45,023 INFO : TRAIN, epoch=0090, iter=00150/00196, fetch data time cost=1.40ms, fps=1163 images/s, loss=0.8586, top1-acc=74.04%, top5-acc=95.34%, remaining_time=0:00:10.194566, arrival_time=2021-04-14 22:20:55.217615, cost_time=0:00:33.243141 2021-04-14 22:20:47,229 INFO : TRAIN, epoch=0090, iter=00160/00196, fetch data time cost=1.91ms, fps=1160 images/s, loss=0.8564, top1-acc=74.09%, top5-acc=95.39%, remaining_time=0:00:07.976232, arrival_time=2021-04-14 22:20:55.206078, cost_time=0:00:35.449861 2021-04-14 22:20:49,436 INFO : TRAIN, epoch=0090, iter=00170/00196, fetch data time cost=1.65ms, fps=1160 images/s, loss=0.8623, top1-acc=73.95%, top5-acc=95.34%, remaining_time=0:00:05.759234, arrival_time=2021-04-14 22:20:55.195652, cost_time=0:00:37.656446 2021-04-14 22:20:51,640 INFO : TRAIN, epoch=0090, iter=00180/00196, fetch data time cost=1.67ms, fps=1162 images/s, loss=0.8658, top1-acc=73.89%, top5-acc=95.27%, remaining_time=0:00:03.543200, arrival_time=2021-04-14 22:20:55.184146, cost_time=0:00:39.861034 2021-04-14 22:20:53,842 INFO : TRAIN, epoch=0090, iter=00190/00196, fetch data time cost=1.38ms, fps=1163 images/s, loss=0.8688, top1-acc=73.80%, top5-acc=95.23%, remaining_time=0:00:01.328280, arrival_time=2021-04-14 22:20:55.170413, cost_time=0:00:42.062108 2021-04-14 22:20:55,025 INFO : TRAIN, epoch=0090, iter=00196/00196, fetch data time cost=1.39ms, fps=1150 images/s, loss=0.8694, top1-acc=73.77%, top5-acc=95.21%, remaining_time=0:00:00, arrival_time=2021-04-14 22:20:55.025276, cost_time=0:00:43.245366 2021-04-14 22:20:55,881 INFO : EVAL, epoch=0090, iter=00010/00040, fetch data time cost=2.40ms, fps=2998 images/s, loss=1.3298, top1-acc=62.77%, top5-acc=88.52%, remaining_time=0:00:02.561670, arrival_time=2021-04-14 22:20:58.442767, cost_time=0:00:00.853891 2021-04-14 22:20:56,571 INFO : EVAL, epoch=0090, iter=00020/00040, fetch data time cost=1.29ms, fps=3713 images/s, loss=1.3058, top1-acc=63.03%, top5-acc=88.93%, remaining_time=0:00:01.543760, arrival_time=2021-04-14 22:20:58.114730, cost_time=0:00:01.543757 2021-04-14 22:20:57,265 INFO : EVAL, epoch=0090, iter=00030/00040, fetch data time cost=2.10ms, fps=3691 images/s, loss=1.3293, top1-acc=62.42%, top5-acc=88.55%, remaining_time=0:00:00.745910, arrival_time=2021-04-14 22:20:58.010888, cost_time=0:00:02.237722 2021-04-14 22:20:57,901 INFO : EVAL, epoch=0090, iter=00040/00040, fetch data time cost=0.09ms, fps=3648 images/s, loss=1.3176, top1-acc=62.45%, top5-acc=88.85%, remaining_time=0:00:00, arrival_time=2021-04-14 22:20:57.901374, cost_time=0:00:02.874195 2021-04-14 22:20:58,249 INFO : Epoch=0090 complete, best val top1-acc=62.45%, top5-acc=88.85% (epoch=90), remaining_time=1:25:16.302840, arrival_time=2021-04-14 23:46:14.551902, cost_time=1:09:46.066001 2021-04-14 22:20:58,250 INFO : Train start, epoch=0091, lr=0.057822 2021-04-14 22:21:00,635 INFO : TRAIN, epoch=0091, iter=00010/00196, fetch data time cost=1.57ms, fps=1074 images/s, loss=0.8699, top1-acc=72.97%, top5-acc=95.39%, remaining_time=0:00:44.349654, arrival_time=2021-04-14 22:21:44.985242, cost_time=0:00:02.384393 2021-04-14 22:21:02,851 INFO : TRAIN, epoch=0091, iter=00020/00196, fetch data time cost=1.61ms, fps=1156 images/s, loss=0.8200, top1-acc=74.53%, top5-acc=96.07%, remaining_time=0:00:40.485984, arrival_time=2021-04-14 22:21:43.337750, cost_time=0:00:04.600672 2021-04-14 22:21:05,054 INFO : TRAIN, epoch=0091, iter=00030/00196, fetch data time cost=1.39ms, fps=1163 images/s, loss=0.8190, top1-acc=74.82%, top5-acc=95.87%, remaining_time=0:00:37.642492, arrival_time=2021-04-14 22:21:42.696451, cost_time=0:00:06.802860 2021-04-14 22:21:07,253 INFO : TRAIN, epoch=0091, iter=00040/00196, fetch data time cost=1.66ms, fps=1164 images/s, loss=0.8166, top1-acc=74.99%, top5-acc=95.94%, remaining_time=0:00:35.109360, arrival_time=2021-04-14 22:21:42.362849, cost_time=0:00:09.002394 2021-04-14 22:21:09,454 INFO : TRAIN, epoch=0091, iter=00050/00196, fetch data time cost=1.43ms, fps=1164 images/s, loss=0.8077, top1-acc=75.22%, top5-acc=95.95%, remaining_time=0:00:32.712906, arrival_time=2021-04-14 22:21:42.167041, cost_time=0:00:11.203034 2021-04-14 22:21:11,655 INFO : TRAIN, epoch=0091, iter=00060/00196, fetch data time cost=1.62ms, fps=1163 images/s, loss=0.8044, top1-acc=75.31%, top5-acc=95.96%, remaining_time=0:00:30.383080, arrival_time=2021-04-14 22:21:42.038513, cost_time=0:00:13.404283 2021-04-14 22:21:13,863 INFO : TRAIN, epoch=0091, iter=00070/00196, fetch data time cost=1.85ms, fps=1160 images/s, loss=0.8124, top1-acc=75.08%, top5-acc=95.83%, remaining_time=0:00:28.101654, arrival_time=2021-04-14 22:21:41.964741, cost_time=0:00:15.612043 2021-04-14 22:21:16,075 INFO : TRAIN, epoch=0091, iter=00080/00196, fetch data time cost=3.43ms, fps=1157 images/s, loss=0.8125, top1-acc=75.08%, top5-acc=95.81%, remaining_time=0:00:25.845264, arrival_time=2021-04-14 22:21:41.920685, cost_time=0:00:17.824324 2021-04-14 22:21:18,274 INFO : TRAIN, epoch=0091, iter=00090/00196, fetch data time cost=1.58ms, fps=1164 images/s, loss=0.8225, top1-acc=74.85%, top5-acc=95.67%, remaining_time=0:00:23.583092, arrival_time=2021-04-14 22:21:41.857468, cost_time=0:00:20.023375 2021-04-14 22:21:20,484 INFO : TRAIN, epoch=0091, iter=00100/00196, fetch data time cost=1.87ms, fps=1159 images/s, loss=0.8367, top1-acc=74.48%, top5-acc=95.45%, remaining_time=0:00:21.343680, arrival_time=2021-04-14 22:21:41.827891, cost_time=0:00:22.233037 2021-04-14 22:21:22,699 INFO : TRAIN, epoch=0091, iter=00110/00196, fetch data time cost=1.53ms, fps=1156 images/s, loss=0.8367, top1-acc=74.47%, top5-acc=95.49%, remaining_time=0:00:19.113930, arrival_time=2021-04-14 22:21:41.813159, cost_time=0:00:24.448020 2021-04-14 22:21:24,908 INFO : TRAIN, epoch=0091, iter=00120/00196, fetch data time cost=1.43ms, fps=1159 images/s, loss=0.8408, top1-acc=74.41%, top5-acc=95.39%, remaining_time=0:00:16.883248, arrival_time=2021-04-14 22:21:41.791958, cost_time=0:00:26.657712 2021-04-14 22:21:27,120 INFO : TRAIN, epoch=0091, iter=00130/00196, fetch data time cost=2.19ms, fps=1158 images/s, loss=0.8405, top1-acc=74.52%, top5-acc=95.41%, remaining_time=0:00:14.656950, arrival_time=2021-04-14 22:21:41.777656, cost_time=0:00:28.869701 2021-04-14 22:21:29,331 INFO : TRAIN, epoch=0091, iter=00140/00196, fetch data time cost=1.53ms, fps=1159 images/s, loss=0.8423, top1-acc=74.49%, top5-acc=95.39%, remaining_time=0:00:12.431888, arrival_time=2021-04-14 22:21:41.762788, cost_time=0:00:31.079728 2021-04-14 22:21:31,532 INFO : TRAIN, epoch=0091, iter=00150/00196, fetch data time cost=1.52ms, fps=1163 images/s, loss=0.8455, top1-acc=74.42%, top5-acc=95.35%, remaining_time=0:00:10.206296, arrival_time=2021-04-14 22:21:41.738773, cost_time=0:00:33.281462 2021-04-14 22:21:33,734 INFO : TRAIN, epoch=0091, iter=00160/00196, fetch data time cost=1.51ms, fps=1163 images/s, loss=0.8477, top1-acc=74.36%, top5-acc=95.36%, remaining_time=0:00:07.983684, arrival_time=2021-04-14 22:21:41.717688, cost_time=0:00:35.483006 2021-04-14 22:21:35,935 INFO : TRAIN, epoch=0091, iter=00170/00196, fetch data time cost=1.38ms, fps=1163 images/s, loss=0.8545, top1-acc=74.17%, top5-acc=95.32%, remaining_time=0:00:05.763472, arrival_time=2021-04-14 22:21:41.698846, cost_time=0:00:37.684281 2021-04-14 22:21:38,137 INFO : TRAIN, epoch=0091, iter=00180/00196, fetch data time cost=1.33ms, fps=1163 images/s, loss=0.8588, top1-acc=74.10%, top5-acc=95.26%, remaining_time=0:00:03.545504, arrival_time=2021-04-14 22:21:41.683391, cost_time=0:00:39.886870 2021-04-14 22:21:40,347 INFO : TRAIN, epoch=0091, iter=00190/00196, fetch data time cost=1.43ms, fps=1159 images/s, loss=0.8617, top1-acc=74.00%, top5-acc=95.24%, remaining_time=0:00:01.329366, arrival_time=2021-04-14 22:21:41.676988, cost_time=0:00:42.096624 2021-04-14 22:21:41,538 INFO : TRAIN, epoch=0091, iter=00196/00196, fetch data time cost=1.70ms, fps=1142 images/s, loss=0.8646, top1-acc=73.93%, top5-acc=95.22%, remaining_time=0:00:00, arrival_time=2021-04-14 22:21:41.538488, cost_time=0:00:43.287398 2021-04-14 22:21:42,353 INFO : EVAL, epoch=0091, iter=00010/00040, fetch data time cost=2.29ms, fps=3151 images/s, loss=1.4280, top1-acc=60.59%, top5-acc=87.66%, remaining_time=0:00:02.437020, arrival_time=2021-04-14 22:21:44.790057, cost_time=0:00:00.812345 2021-04-14 22:21:43,043 INFO : EVAL, epoch=0091, iter=00020/00040, fetch data time cost=1.90ms, fps=3710 images/s, loss=1.4200, top1-acc=61.19%, top5-acc=87.81%, remaining_time=0:00:01.503080, arrival_time=2021-04-14 22:21:44.546681, cost_time=0:00:01.503089 2021-04-14 22:21:43,734 INFO : EVAL, epoch=0091, iter=00030/00040, fetch data time cost=1.39ms, fps=3711 images/s, loss=1.4470, top1-acc=60.53%, top5-acc=87.71%, remaining_time=0:00:00.731150, arrival_time=2021-04-14 22:21:44.465175, cost_time=0:00:02.193441 2021-04-14 22:21:44,376 INFO : EVAL, epoch=0091, iter=00040/00040, fetch data time cost=0.08ms, fps=3616 images/s, loss=1.4371, top1-acc=60.59%, top5-acc=87.70%, remaining_time=0:00:00, arrival_time=2021-04-14 22:21:44.376045, cost_time=0:00:02.835575 2021-04-14 22:21:44,503 INFO : Epoch=0091 complete, best val top1-acc=62.45%, top5-acc=88.85% (epoch=90), remaining_time=1:24:29.483180, arrival_time=2021-04-14 23:46:13.987061, cost_time=1:10:32.320827 2021-04-14 22:21:44,505 INFO : Train start, epoch=0092, lr=0.057045 2021-04-14 22:21:46,891 INFO : TRAIN, epoch=0092, iter=00010/00196, fetch data time cost=1.31ms, fps=1073 images/s, loss=0.8291, top1-acc=74.65%, top5-acc=95.35%, remaining_time=0:00:44.373462, arrival_time=2021-04-14 22:22:31.264574, cost_time=0:00:02.385668 2021-04-14 22:21:49,089 INFO : TRAIN, epoch=0092, iter=00020/00196, fetch data time cost=1.59ms, fps=1165 images/s, loss=0.8241, top1-acc=75.21%, top5-acc=95.57%, remaining_time=0:00:40.333920, arrival_time=2021-04-14 22:22:29.422823, cost_time=0:00:04.583407 2021-04-14 22:21:51,287 INFO : TRAIN, epoch=0092, iter=00030/00196, fetch data time cost=1.45ms, fps=1165 images/s, loss=0.8247, top1-acc=74.83%, top5-acc=95.66%, remaining_time=0:00:37.526292, arrival_time=2021-04-14 22:22:28.813597, cost_time=0:00:06.781860 2021-04-14 22:21:53,484 INFO : TRAIN, epoch=0092, iter=00040/00196, fetch data time cost=1.44ms, fps=1166 images/s, loss=0.8184, top1-acc=75.03%, top5-acc=95.52%, remaining_time=0:00:35.017164, arrival_time=2021-04-14 22:22:28.501365, cost_time=0:00:08.978756 2021-04-14 22:21:55,693 INFO : TRAIN, epoch=0092, iter=00050/00196, fetch data time cost=1.41ms, fps=1159 images/s, loss=0.8255, top1-acc=74.77%, top5-acc=95.52%, remaining_time=0:00:32.667938, arrival_time=2021-04-14 22:22:28.361049, cost_time=0:00:11.187663 2021-04-14 22:21:57,904 INFO : TRAIN, epoch=0092, iter=00060/00196, fetch data time cost=2.04ms, fps=1158 images/s, loss=0.8197, top1-acc=74.99%, top5-acc=95.58%, remaining_time=0:00:30.370840, arrival_time=2021-04-14 22:22:28.275140, cost_time=0:00:13.398875 2021-04-14 22:22:00,111 INFO : TRAIN, epoch=0092, iter=00070/00196, fetch data time cost=1.81ms, fps=1160 images/s, loss=0.8174, top1-acc=75.10%, top5-acc=95.66%, remaining_time=0:00:28.090188, arrival_time=2021-04-14 22:22:28.201230, cost_time=0:00:15.605674 2021-04-14 22:22:02,308 INFO : TRAIN, epoch=0092, iter=00080/00196, fetch data time cost=1.70ms, fps=1165 images/s, loss=0.8215, top1-acc=75.00%, top5-acc=95.62%, remaining_time=0:00:25.814872, arrival_time=2021-04-14 22:22:28.123704, cost_time=0:00:17.803375 2021-04-14 22:22:04,507 INFO : TRAIN, epoch=0092, iter=00090/00196, fetch data time cost=1.29ms, fps=1165 images/s, loss=0.8260, top1-acc=74.95%, top5-acc=95.55%, remaining_time=0:00:23.558182, arrival_time=2021-04-14 22:22:28.065760, cost_time=0:00:20.002197 2021-04-14 22:22:06,729 INFO : TRAIN, epoch=0092, iter=00100/00196, fetch data time cost=1.74ms, fps=1153 images/s, loss=0.8274, top1-acc=74.92%, top5-acc=95.46%, remaining_time=0:00:21.334560, arrival_time=2021-04-14 22:22:28.063513, cost_time=0:00:22.223503 2021-04-14 22:22:08,941 INFO : TRAIN, epoch=0092, iter=00110/00196, fetch data time cost=1.43ms, fps=1158 images/s, loss=0.8314, top1-acc=74.82%, top5-acc=95.45%, remaining_time=0:00:19.104040, arrival_time=2021-04-14 22:22:28.044952, cost_time=0:00:24.435452 2021-04-14 22:22:11,153 INFO : TRAIN, epoch=0092, iter=00120/00196, fetch data time cost=1.37ms, fps=1157 images/s, loss=0.8328, top1-acc=74.83%, top5-acc=95.41%, remaining_time=0:00:16.877320, arrival_time=2021-04-14 22:22:28.031115, cost_time=0:00:26.648352 2021-04-14 22:22:13,360 INFO : TRAIN, epoch=0092, iter=00130/00196, fetch data time cost=1.41ms, fps=1161 images/s, loss=0.8347, top1-acc=74.78%, top5-acc=95.39%, remaining_time=0:00:14.649360, arrival_time=2021-04-14 22:22:28.009591, cost_time=0:00:28.854784 2021-04-14 22:22:15,557 INFO : TRAIN, epoch=0092, iter=00140/00196, fetch data time cost=1.66ms, fps=1165 images/s, loss=0.8357, top1-acc=74.81%, top5-acc=95.34%, remaining_time=0:00:12.420800, arrival_time=2021-04-14 22:22:27.978240, cost_time=0:00:31.051988 2021-04-14 22:22:17,757 INFO : TRAIN, epoch=0092, iter=00150/00196, fetch data time cost=1.37ms, fps=1164 images/s, loss=0.8394, top1-acc=74.68%, top5-acc=95.29%, remaining_time=0:00:10.197326, arrival_time=2021-04-14 22:22:27.954877, cost_time=0:00:33.252113 2021-04-14 22:22:19,972 INFO : TRAIN, epoch=0092, iter=00160/00196, fetch data time cost=1.90ms, fps=1156 images/s, loss=0.8438, top1-acc=74.51%, top5-acc=95.27%, remaining_time=0:00:07.980012, arrival_time=2021-04-14 22:22:27.952187, cost_time=0:00:35.466726 2021-04-14 22:22:22,181 INFO : TRAIN, epoch=0092, iter=00170/00196, fetch data time cost=1.54ms, fps=1159 images/s, loss=0.8492, top1-acc=74.39%, top5-acc=95.18%, remaining_time=0:00:05.762172, arrival_time=2021-04-14 22:22:27.943388, cost_time=0:00:37.675772 2021-04-14 22:22:24,388 INFO : TRAIN, epoch=0092, iter=00180/00196, fetch data time cost=1.71ms, fps=1160 images/s, loss=0.8513, top1-acc=74.33%, top5-acc=95.12%, remaining_time=0:00:03.545168, arrival_time=2021-04-14 22:22:27.933697, cost_time=0:00:39.883091 2021-04-14 22:22:26,603 INFO : TRAIN, epoch=0092, iter=00190/00196, fetch data time cost=1.26ms, fps=1156 images/s, loss=0.8529, top1-acc=74.34%, top5-acc=95.12%, remaining_time=0:00:01.329396, arrival_time=2021-04-14 22:22:27.932321, cost_time=0:00:42.097481 2021-04-14 22:22:27,783 INFO : TRAIN, epoch=0092, iter=00196/00196, fetch data time cost=1.25ms, fps=1153 images/s, loss=0.8550, top1-acc=74.27%, top5-acc=95.08%, remaining_time=0:00:00, arrival_time=2021-04-14 22:22:27.783054, cost_time=0:00:43.277705 2021-04-14 22:22:28,594 INFO : EVAL, epoch=0092, iter=00010/00040, fetch data time cost=0.22ms, fps=3162 images/s, loss=1.5095, top1-acc=58.83%, top5-acc=85.82%, remaining_time=0:00:02.429160, arrival_time=2021-04-14 22:22:31.023711, cost_time=0:00:00.809716 2021-04-14 22:22:29,287 INFO : EVAL, epoch=0092, iter=00020/00040, fetch data time cost=1.40ms, fps=3697 images/s, loss=1.4966, top1-acc=59.22%, top5-acc=86.05%, remaining_time=0:00:01.502540, arrival_time=2021-04-14 22:22:30.790012, cost_time=0:00:01.502538 2021-04-14 22:22:29,982 INFO : EVAL, epoch=0092, iter=00030/00040, fetch data time cost=1.42ms, fps=3687 images/s, loss=1.5447, top1-acc=58.16%, top5-acc=85.21%, remaining_time=0:00:00.732510, arrival_time=2021-04-14 22:22:30.714970, cost_time=0:00:02.197526 2021-04-14 22:22:30,622 INFO : EVAL, epoch=0092, iter=00040/00040, fetch data time cost=0.08ms, fps=3627 images/s, loss=1.5401, top1-acc=58.51%, top5-acc=85.51%, remaining_time=0:00:00, arrival_time=2021-04-14 22:22:30.622573, cost_time=0:00:02.837762 2021-04-14 22:22:30,815 INFO : Epoch=0092 complete, best val top1-acc=62.45%, top5-acc=88.85% (epoch=90), remaining_time=1:23:42.742932, arrival_time=2021-04-14 23:46:13.558844, cost_time=1:11:18.632867 2021-04-14 22:22:30,817 INFO : Train start, epoch=0093, lr=0.056267 2021-04-14 22:22:33,236 INFO : TRAIN, epoch=0093, iter=00010/00196, fetch data time cost=2.04ms, fps=1058 images/s, loss=0.8231, top1-acc=74.80%, top5-acc=95.62%, remaining_time=0:00:44.987262, arrival_time=2021-04-14 22:23:18.223576, cost_time=0:00:02.418672 2021-04-14 22:22:35,452 INFO : TRAIN, epoch=0093, iter=00020/00196, fetch data time cost=1.72ms, fps=1156 images/s, loss=0.8244, top1-acc=75.16%, top5-acc=95.41%, remaining_time=0:00:40.782192, arrival_time=2021-04-14 22:23:16.234298, cost_time=0:00:04.634348 2021-04-14 22:22:37,677 INFO : TRAIN, epoch=0093, iter=00030/00196, fetch data time cost=2.05ms, fps=1151 images/s, loss=0.8149, top1-acc=75.42%, top5-acc=95.57%, remaining_time=0:00:37.954904, arrival_time=2021-04-14 22:23:15.631858, cost_time=0:00:06.859308 2021-04-14 22:22:39,878 INFO : TRAIN, epoch=0093, iter=00040/00196, fetch data time cost=1.46ms, fps=1163 images/s, loss=0.8133, top1-acc=75.53%, top5-acc=95.50%, remaining_time=0:00:35.338368, arrival_time=2021-04-14 22:23:15.217126, cost_time=0:00:09.061121 2021-04-14 22:22:42,076 INFO : TRAIN, epoch=0093, iter=00050/00196, fetch data time cost=1.44ms, fps=1165 images/s, loss=0.8134, top1-acc=75.67%, top5-acc=95.53%, remaining_time=0:00:32.875404, arrival_time=2021-04-14 22:23:14.951744, cost_time=0:00:11.258693 2021-04-14 22:22:44,275 INFO : TRAIN, epoch=0093, iter=00060/00196, fetch data time cost=1.46ms, fps=1164 images/s, loss=0.8142, top1-acc=75.51%, top5-acc=95.56%, remaining_time=0:00:30.505072, arrival_time=2021-04-14 22:23:14.780863, cost_time=0:00:13.458145 2021-04-14 22:22:46,479 INFO : TRAIN, epoch=0093, iter=00070/00196, fetch data time cost=1.53ms, fps=1162 images/s, loss=0.8111, top1-acc=75.61%, top5-acc=95.66%, remaining_time=0:00:28.190484, arrival_time=2021-04-14 22:23:14.669480, cost_time=0:00:15.661355 2021-04-14 22:22:48,674 INFO : TRAIN, epoch=0093, iter=00080/00196, fetch data time cost=1.54ms, fps=1166 images/s, loss=0.8127, top1-acc=75.53%, top5-acc=95.68%, remaining_time=0:00:25.892940, arrival_time=2021-04-14 22:23:14.567703, cost_time=0:00:17.857207 2021-04-14 22:22:50,880 INFO : TRAIN, epoch=0093, iter=00090/00196, fetch data time cost=1.47ms, fps=1161 images/s, loss=0.8211, top1-acc=75.32%, top5-acc=95.57%, remaining_time=0:00:23.629202, arrival_time=2021-04-14 22:23:14.509356, cost_time=0:00:20.062515 2021-04-14 22:22:53,081 INFO : TRAIN, epoch=0093, iter=00100/00196, fetch data time cost=2.00ms, fps=1164 images/s, loss=0.8230, top1-acc=75.21%, top5-acc=95.56%, remaining_time=0:00:21.372768, arrival_time=2021-04-14 22:23:14.453726, cost_time=0:00:22.263286 2021-04-14 22:22:55,286 INFO : TRAIN, epoch=0093, iter=00110/00196, fetch data time cost=1.41ms, fps=1161 images/s, loss=0.8314, top1-acc=75.00%, top5-acc=95.47%, remaining_time=0:00:19.130528, arrival_time=2021-04-14 22:23:14.417427, cost_time=0:00:24.469333 2021-04-14 22:22:57,485 INFO : TRAIN, epoch=0093, iter=00120/00196, fetch data time cost=1.40ms, fps=1165 images/s, loss=0.8301, top1-acc=75.07%, top5-acc=95.43%, remaining_time=0:00:16.889480, arrival_time=2021-04-14 22:23:14.374921, cost_time=0:00:26.667639 2021-04-14 22:22:59,686 INFO : TRAIN, epoch=0093, iter=00130/00196, fetch data time cost=1.35ms, fps=1164 images/s, loss=0.8315, top1-acc=75.04%, top5-acc=95.46%, remaining_time=0:00:14.656488, arrival_time=2021-04-14 22:23:14.342825, cost_time=0:00:28.868791 2021-04-14 22:23:01,886 INFO : TRAIN, epoch=0093, iter=00140/00196, fetch data time cost=1.33ms, fps=1164 images/s, loss=0.8345, top1-acc=75.05%, top5-acc=95.34%, remaining_time=0:00:12.427632, arrival_time=2021-04-14 22:23:14.314217, cost_time=0:00:31.069034 2021-04-14 22:23:04,095 INFO : TRAIN, epoch=0093, iter=00150/00196, fetch data time cost=1.39ms, fps=1159 images/s, loss=0.8337, top1-acc=75.00%, top5-acc=95.37%, remaining_time=0:00:10.205146, arrival_time=2021-04-14 22:23:14.300552, cost_time=0:00:33.277716 2021-04-14 22:23:06,306 INFO : TRAIN, epoch=0093, iter=00160/00196, fetch data time cost=1.69ms, fps=1158 images/s, loss=0.8377, top1-acc=74.89%, top5-acc=95.34%, remaining_time=0:00:07.984908, arrival_time=2021-04-14 22:23:14.290908, cost_time=0:00:35.488448 2021-04-14 22:23:08,500 INFO : TRAIN, epoch=0093, iter=00170/00196, fetch data time cost=1.35ms, fps=1167 images/s, loss=0.8406, top1-acc=74.84%, top5-acc=95.29%, remaining_time=0:00:05.763238, arrival_time=2021-04-14 22:23:14.263543, cost_time=0:00:37.682756 2021-04-14 22:23:10,696 INFO : TRAIN, epoch=0093, iter=00180/00196, fetch data time cost=1.47ms, fps=1166 images/s, loss=0.8442, top1-acc=74.69%, top5-acc=95.27%, remaining_time=0:00:03.544816, arrival_time=2021-04-14 22:23:14.241704, cost_time=0:00:39.879250 2021-04-14 22:23:12,896 INFO : TRAIN, epoch=0093, iter=00190/00196, fetch data time cost=1.82ms, fps=1164 images/s, loss=0.8500, top1-acc=74.49%, top5-acc=95.20%, remaining_time=0:00:01.328814, arrival_time=2021-04-14 22:23:14.225501, cost_time=0:00:42.079127 2021-04-14 22:23:14,076 INFO : TRAIN, epoch=0093, iter=00196/00196, fetch data time cost=1.36ms, fps=1153 images/s, loss=0.8503, top1-acc=74.51%, top5-acc=95.21%, remaining_time=0:00:00, arrival_time=2021-04-14 22:23:14.076660, cost_time=0:00:43.259126 2021-04-14 22:23:14,951 INFO : EVAL, epoch=0093, iter=00010/00040, fetch data time cost=0.41ms, fps=2933 images/s, loss=1.4512, top1-acc=58.91%, top5-acc=86.99%, remaining_time=0:00:02.618280, arrival_time=2021-04-14 22:23:17.569484, cost_time=0:00:00.872757 2021-04-14 22:23:15,643 INFO : EVAL, epoch=0093, iter=00020/00040, fetch data time cost=1.47ms, fps=3703 images/s, loss=1.4534, top1-acc=59.45%, top5-acc=86.68%, remaining_time=0:00:01.564660, arrival_time=2021-04-14 22:23:17.207728, cost_time=0:00:01.564668 2021-04-14 22:23:16,332 INFO : EVAL, epoch=0093, iter=00030/00040, fetch data time cost=1.38ms, fps=3715 images/s, loss=1.4484, top1-acc=59.65%, top5-acc=86.97%, remaining_time=0:00:00.751350, arrival_time=2021-04-14 22:23:17.083792, cost_time=0:00:02.254044 2021-04-14 22:23:16,970 INFO : EVAL, epoch=0093, iter=00040/00040, fetch data time cost=0.09ms, fps=3637 images/s, loss=1.4556, top1-acc=59.87%, top5-acc=87.34%, remaining_time=0:00:00, arrival_time=2021-04-14 22:23:16.970646, cost_time=0:00:02.892280 2021-04-14 22:23:17,150 INFO : Epoch=0093 complete, best val top1-acc=62.45%, top5-acc=88.85% (epoch=90), remaining_time=1:22:56.037461, arrival_time=2021-04-14 23:46:13.187678, cost_time=1:12:04.967172 2021-04-14 22:23:17,151 INFO : Train start, epoch=0094, lr=0.055487 2021-04-14 22:23:19,539 INFO : TRAIN, epoch=0094, iter=00010/00196, fetch data time cost=1.48ms, fps=1072 images/s, loss=0.8425, top1-acc=74.26%, top5-acc=95.39%, remaining_time=0:00:44.408058, arrival_time=2021-04-14 22:24:03.947339, cost_time=0:00:02.387533 2021-04-14 22:23:21,748 INFO : TRAIN, epoch=0094, iter=00020/00196, fetch data time cost=1.65ms, fps=1159 images/s, loss=0.8249, top1-acc=75.14%, top5-acc=95.66%, remaining_time=0:00:40.450960, arrival_time=2021-04-14 22:24:02.199342, cost_time=0:00:04.596709 2021-04-14 22:23:23,955 INFO : TRAIN, epoch=0094, iter=00030/00196, fetch data time cost=1.58ms, fps=1160 images/s, loss=0.8129, top1-acc=75.21%, top5-acc=95.74%, remaining_time=0:00:37.648800, arrival_time=2021-04-14 22:24:01.604473, cost_time=0:00:06.804003 2021-04-14 22:23:26,172 INFO : TRAIN, epoch=0094, iter=00040/00196, fetch data time cost=1.91ms, fps=1155 images/s, loss=0.8099, top1-acc=75.38%, top5-acc=95.80%, remaining_time=0:00:35.182212, arrival_time=2021-04-14 22:24:01.354935, cost_time=0:00:09.021061 2021-04-14 22:23:28,377 INFO : TRAIN, epoch=0094, iter=00050/00196, fetch data time cost=1.66ms, fps=1162 images/s, loss=0.8156, top1-acc=75.16%, top5-acc=95.60%, remaining_time=0:00:32.778460, arrival_time=2021-04-14 22:24:01.155560, cost_time=0:00:11.225509 2021-04-14 22:23:30,581 INFO : TRAIN, epoch=0094, iter=00060/00196, fetch data time cost=1.61ms, fps=1162 images/s, loss=0.8209, top1-acc=74.99%, top5-acc=95.58%, remaining_time=0:00:30.440608, arrival_time=2021-04-14 22:24:01.021938, cost_time=0:00:13.429662 2021-04-14 22:23:32,780 INFO : TRAIN, epoch=0094, iter=00070/00196, fetch data time cost=2.09ms, fps=1164 images/s, loss=0.8239, top1-acc=74.96%, top5-acc=95.51%, remaining_time=0:00:28.132020, arrival_time=2021-04-14 22:24:00.912603, cost_time=0:00:15.628916 2021-04-14 22:23:34,983 INFO : TRAIN, epoch=0094, iter=00080/00196, fetch data time cost=1.55ms, fps=1163 images/s, loss=0.8223, top1-acc=75.00%, top5-acc=95.58%, remaining_time=0:00:25.855472, arrival_time=2021-04-14 22:24:00.838431, cost_time=0:00:17.831366 2021-04-14 22:23:37,179 INFO : TRAIN, epoch=0094, iter=00090/00196, fetch data time cost=1.36ms, fps=1166 images/s, loss=0.8164, top1-acc=75.27%, top5-acc=95.60%, remaining_time=0:00:23.588392, arrival_time=2021-04-14 22:24:00.767923, cost_time=0:00:20.027863 2021-04-14 22:23:39,377 INFO : TRAIN, epoch=0094, iter=00100/00196, fetch data time cost=1.38ms, fps=1165 images/s, loss=0.8167, top1-acc=75.24%, top5-acc=95.57%, remaining_time=0:00:21.336384, arrival_time=2021-04-14 22:24:00.713431, cost_time=0:00:22.225445 2021-04-14 22:23:41,589 INFO : TRAIN, epoch=0094, iter=00110/00196, fetch data time cost=1.41ms, fps=1157 images/s, loss=0.8189, top1-acc=75.15%, top5-acc=95.55%, remaining_time=0:00:19.106104, arrival_time=2021-04-14 22:24:00.695930, cost_time=0:00:24.438005 2021-04-14 22:23:43,803 INFO : TRAIN, epoch=0094, iter=00120/00196, fetch data time cost=1.51ms, fps=1157 images/s, loss=0.8271, top1-acc=74.86%, top5-acc=95.47%, remaining_time=0:00:16.879144, arrival_time=2021-04-14 22:24:00.682146, cost_time=0:00:26.651321 2021-04-14 22:23:46,015 INFO : TRAIN, epoch=0094, iter=00130/00196, fetch data time cost=1.42ms, fps=1158 images/s, loss=0.8326, top1-acc=74.76%, top5-acc=95.42%, remaining_time=0:00:14.653716, arrival_time=2021-04-14 22:24:00.668847, cost_time=0:00:28.863329 2021-04-14 22:23:48,223 INFO : TRAIN, epoch=0094, iter=00140/00196, fetch data time cost=1.92ms, fps=1160 images/s, loss=0.8382, top1-acc=74.58%, top5-acc=95.36%, remaining_time=0:00:12.428752, arrival_time=2021-04-14 22:24:00.652361, cost_time=0:00:31.071864 2021-04-14 22:23:50,437 INFO : TRAIN, epoch=0094, iter=00150/00196, fetch data time cost=1.51ms, fps=1157 images/s, loss=0.8396, top1-acc=74.52%, top5-acc=95.35%, remaining_time=0:00:10.207676, arrival_time=2021-04-14 22:24:00.645404, cost_time=0:00:33.285949 2021-04-14 22:23:52,653 INFO : TRAIN, epoch=0094, iter=00160/00196, fetch data time cost=1.86ms, fps=1156 images/s, loss=0.8410, top1-acc=74.44%, top5-acc=95.32%, remaining_time=0:00:07.987932, arrival_time=2021-04-14 22:24:00.641556, cost_time=0:00:35.501983 2021-04-14 22:23:54,871 INFO : TRAIN, epoch=0094, iter=00170/00196, fetch data time cost=2.14ms, fps=1155 images/s, loss=0.8424, top1-acc=74.40%, top5-acc=95.26%, remaining_time=0:00:05.768932, arrival_time=2021-04-14 22:24:00.640564, cost_time=0:00:37.719901 2021-04-14 22:23:57,080 INFO : TRAIN, epoch=0094, iter=00180/00196, fetch data time cost=1.41ms, fps=1159 images/s, loss=0.8437, top1-acc=74.38%, top5-acc=95.24%, remaining_time=0:00:03.549248, arrival_time=2021-04-14 22:24:00.630031, cost_time=0:00:39.929104 2021-04-14 22:23:59,291 INFO : TRAIN, epoch=0094, iter=00190/00196, fetch data time cost=1.83ms, fps=1159 images/s, loss=0.8465, top1-acc=74.30%, top5-acc=95.21%, remaining_time=0:00:01.330710, arrival_time=2021-04-14 22:24:00.621637, cost_time=0:00:42.139203 2021-04-14 22:24:00,477 INFO : TRAIN, epoch=0094, iter=00196/00196, fetch data time cost=1.31ms, fps=1147 images/s, loss=0.8467, top1-acc=74.28%, top5-acc=95.22%, remaining_time=0:00:00, arrival_time=2021-04-14 22:24:00.477383, cost_time=0:00:43.325811 2021-04-14 22:24:01,366 INFO : EVAL, epoch=0094, iter=00010/00040, fetch data time cost=0.23ms, fps=2887 images/s, loss=1.5253, top1-acc=59.41%, top5-acc=85.70%, remaining_time=0:00:02.660370, arrival_time=2021-04-14 22:24:04.026560, cost_time=0:00:00.886790 2021-04-14 22:24:02,058 INFO : EVAL, epoch=0094, iter=00020/00040, fetch data time cost=1.52ms, fps=3703 images/s, loss=1.5119, top1-acc=59.36%, top5-acc=86.11%, remaining_time=0:00:01.578900, arrival_time=2021-04-14 22:24:03.637055, cost_time=0:00:01.578893 2021-04-14 22:24:02,747 INFO : EVAL, epoch=0094, iter=00030/00040, fetch data time cost=1.48ms, fps=3718 images/s, loss=1.4987, top1-acc=59.75%, top5-acc=86.67%, remaining_time=0:00:00.755950, arrival_time=2021-04-14 22:24:03.503055, cost_time=0:00:02.267854 2021-04-14 22:24:03,377 INFO : EVAL, epoch=0094, iter=00040/00040, fetch data time cost=0.08ms, fps=3682 images/s, loss=1.5009, top1-acc=59.93%, top5-acc=86.81%, remaining_time=0:00:00, arrival_time=2021-04-14 22:24:03.377448, cost_time=0:00:02.898232 2021-04-14 22:24:03,573 INFO : Epoch=0094 complete, best val top1-acc=62.45%, top5-acc=88.85% (epoch=90), remaining_time=1:22:09.440112, arrival_time=2021-04-14 23:46:13.013501, cost_time=1:12:51.390286 2021-04-14 22:24:03,576 INFO : Train start, epoch=0095, lr=0.054705 2021-04-14 22:24:05,955 INFO : TRAIN, epoch=0095, iter=00010/00196, fetch data time cost=1.62ms, fps=1076 images/s, loss=0.8369, top1-acc=75.74%, top5-acc=94.92%, remaining_time=0:00:44.246052, arrival_time=2021-04-14 22:24:50.201466, cost_time=0:00:02.378821 2021-04-14 22:24:08,170 INFO : TRAIN, epoch=0095, iter=00020/00196, fetch data time cost=1.45ms, fps=1156 images/s, loss=0.8359, top1-acc=75.43%, top5-acc=95.06%, remaining_time=0:00:40.424560, arrival_time=2021-04-14 22:24:48.594879, cost_time=0:00:04.593695 2021-04-14 22:24:10,372 INFO : TRAIN, epoch=0095, iter=00030/00196, fetch data time cost=1.46ms, fps=1163 images/s, loss=0.8262, top1-acc=75.59%, top5-acc=95.26%, remaining_time=0:00:37.601490, arrival_time=2021-04-14 22:24:47.973493, cost_time=0:00:06.795459 2021-04-14 22:24:12,575 INFO : TRAIN, epoch=0095, iter=00040/00196, fetch data time cost=1.55ms, fps=1162 images/s, loss=0.8140, top1-acc=75.79%, top5-acc=95.45%, remaining_time=0:00:35.094072, arrival_time=2021-04-14 22:24:47.669268, cost_time=0:00:08.998469 2021-04-14 22:24:14,782 INFO : TRAIN, epoch=0095, iter=00050/00196, fetch data time cost=1.41ms, fps=1161 images/s, loss=0.8042, top1-acc=76.03%, top5-acc=95.54%, remaining_time=0:00:32.719476, arrival_time=2021-04-14 22:24:47.501425, cost_time=0:00:11.205316 2021-04-14 22:24:16,998 INFO : TRAIN, epoch=0095, iter=00060/00196, fetch data time cost=1.57ms, fps=1155 images/s, loss=0.8108, top1-acc=75.83%, top5-acc=95.52%, remaining_time=0:00:30.422928, arrival_time=2021-04-14 22:24:47.421418, cost_time=0:00:13.421879 2021-04-14 22:24:19,200 INFO : TRAIN, epoch=0095, iter=00070/00196, fetch data time cost=3.70ms, fps=1163 images/s, loss=0.8149, top1-acc=75.52%, top5-acc=95.51%, remaining_time=0:00:28.123452, arrival_time=2021-04-14 22:24:47.324214, cost_time=0:00:15.624117 2021-04-14 22:24:21,409 INFO : TRAIN, epoch=0095, iter=00080/00196, fetch data time cost=1.33ms, fps=1159 images/s, loss=0.8150, top1-acc=75.51%, top5-acc=95.57%, remaining_time=0:00:25.857560, arrival_time=2021-04-14 22:24:47.267073, cost_time=0:00:17.832812 2021-04-14 22:24:23,618 INFO : TRAIN, epoch=0095, iter=00090/00196, fetch data time cost=1.37ms, fps=1159 images/s, loss=0.8145, top1-acc=75.54%, top5-acc=95.59%, remaining_time=0:00:23.604928, arrival_time=2021-04-14 22:24:47.223403, cost_time=0:00:20.041914 2021-04-14 22:24:25,817 INFO : TRAIN, epoch=0095, iter=00100/00196, fetch data time cost=2.12ms, fps=1164 images/s, loss=0.8246, top1-acc=75.30%, top5-acc=95.43%, remaining_time=0:00:21.351552, arrival_time=2021-04-14 22:24:47.169376, cost_time=0:00:22.241187 2021-04-14 22:24:28,023 INFO : TRAIN, epoch=0095, iter=00110/00196, fetch data time cost=1.57ms, fps=1161 images/s, loss=0.8271, top1-acc=75.23%, top5-acc=95.43%, remaining_time=0:00:19.112812, arrival_time=2021-04-14 22:24:47.136051, cost_time=0:00:24.446610 2021-04-14 22:24:30,235 INFO : TRAIN, epoch=0095, iter=00120/00196, fetch data time cost=1.63ms, fps=1158 images/s, loss=0.8303, top1-acc=75.11%, top5-acc=95.42%, remaining_time=0:00:16.883780, arrival_time=2021-04-14 22:24:47.119082, cost_time=0:00:26.658561 2021-04-14 22:24:32,444 INFO : TRAIN, epoch=0095, iter=00130/00196, fetch data time cost=1.36ms, fps=1159 images/s, loss=0.8330, top1-acc=74.99%, top5-acc=95.44%, remaining_time=0:00:14.656224, arrival_time=2021-04-14 22:24:47.101044, cost_time=0:00:28.868275 2021-04-14 22:24:34,645 INFO : TRAIN, epoch=0095, iter=00140/00196, fetch data time cost=2.18ms, fps=1163 images/s, loss=0.8341, top1-acc=74.96%, top5-acc=95.45%, remaining_time=0:00:12.427688, arrival_time=2021-04-14 22:24:47.073542, cost_time=0:00:31.069233 2021-04-14 22:24:36,849 INFO : TRAIN, epoch=0095, iter=00150/00196, fetch data time cost=1.56ms, fps=1162 images/s, loss=0.8333, top1-acc=74.93%, top5-acc=95.50%, remaining_time=0:00:10.203536, arrival_time=2021-04-14 22:24:47.052505, cost_time=0:00:33.272421 2021-04-14 22:24:39,044 INFO : TRAIN, epoch=0095, iter=00160/00196, fetch data time cost=1.40ms, fps=1166 images/s, loss=0.8349, top1-acc=74.88%, top5-acc=95.51%, remaining_time=0:00:07.980264, arrival_time=2021-04-14 22:24:47.024724, cost_time=0:00:35.467916 2021-04-14 22:24:41,239 INFO : TRAIN, epoch=0095, iter=00170/00196, fetch data time cost=1.39ms, fps=1167 images/s, loss=0.8356, top1-acc=74.84%, top5-acc=95.49%, remaining_time=0:00:05.760196, arrival_time=2021-04-14 22:24:46.999557, cost_time=0:00:37.662737 2021-04-14 22:24:43,442 INFO : TRAIN, epoch=0095, iter=00180/00196, fetch data time cost=1.45ms, fps=1162 images/s, loss=0.8375, top1-acc=74.79%, top5-acc=95.45%, remaining_time=0:00:03.543632, arrival_time=2021-04-14 22:24:46.986080, cost_time=0:00:39.865911 2021-04-14 22:24:45,656 INFO : TRAIN, epoch=0095, iter=00190/00196, fetch data time cost=1.40ms, fps=1156 images/s, loss=0.8407, top1-acc=74.72%, top5-acc=95.43%, remaining_time=0:00:01.328850, arrival_time=2021-04-14 22:24:46.985704, cost_time=0:00:42.080229 2021-04-14 22:24:46,840 INFO : TRAIN, epoch=0095, iter=00196/00196, fetch data time cost=1.24ms, fps=1150 images/s, loss=0.8423, top1-acc=74.68%, top5-acc=95.41%, remaining_time=0:00:00, arrival_time=2021-04-14 22:24:46.840414, cost_time=0:00:43.263863 2021-04-14 22:24:47,694 INFO : EVAL, epoch=0095, iter=00010/00040, fetch data time cost=0.21ms, fps=3004 images/s, loss=1.4337, top1-acc=61.48%, top5-acc=87.30%, remaining_time=0:00:02.556540, arrival_time=2021-04-14 22:24:50.251041, cost_time=0:00:00.852176 2021-04-14 22:24:48,379 INFO : EVAL, epoch=0095, iter=00020/00040, fetch data time cost=1.36ms, fps=3738 images/s, loss=1.4586, top1-acc=60.31%, top5-acc=86.95%, remaining_time=0:00:01.537460, arrival_time=2021-04-14 22:24:49.917253, cost_time=0:00:01.537464 2021-04-14 22:24:49,067 INFO : EVAL, epoch=0095, iter=00030/00040, fetch data time cost=1.57ms, fps=3722 images/s, loss=1.4482, top1-acc=60.66%, top5-acc=87.21%, remaining_time=0:00:00.741870, arrival_time=2021-04-14 22:24:49.809794, cost_time=0:00:02.225597 2021-04-14 22:24:49,698 INFO : EVAL, epoch=0095, iter=00040/00040, fetch data time cost=0.09ms, fps=3683 images/s, loss=1.4367, top1-acc=60.41%, top5-acc=87.03%, remaining_time=0:00:00, arrival_time=2021-04-14 22:24:49.698168, cost_time=0:00:02.855874 2021-04-14 22:24:49,874 INFO : Epoch=0095 complete, best val top1-acc=62.45%, top5-acc=88.85% (epoch=90), remaining_time=1:21:22.711365, arrival_time=2021-04-14 23:46:12.585682, cost_time=1:13:37.691272 2021-04-14 22:24:49,875 INFO : Train start, epoch=0096, lr=0.053923 2021-04-14 22:24:52,241 INFO : TRAIN, epoch=0096, iter=00010/00196, fetch data time cost=1.64ms, fps=1082 images/s, loss=0.7884, top1-acc=75.59%, top5-acc=96.05%, remaining_time=0:00:44.003694, arrival_time=2021-04-14 22:25:36.245239, cost_time=0:00:02.365794 2021-04-14 22:24:54,454 INFO : TRAIN, epoch=0096, iter=00020/00196, fetch data time cost=1.34ms, fps=1157 images/s, loss=0.7825, top1-acc=75.82%, top5-acc=96.05%, remaining_time=0:00:40.290800, arrival_time=2021-04-14 22:25:34.745174, cost_time=0:00:04.578492 2021-04-14 22:24:56,665 INFO : TRAIN, epoch=0096, iter=00030/00196, fetch data time cost=1.48ms, fps=1158 images/s, loss=0.7927, top1-acc=75.89%, top5-acc=95.81%, remaining_time=0:00:37.570116, arrival_time=2021-04-14 22:25:34.235668, cost_time=0:00:06.789765 2021-04-14 22:24:58,863 INFO : TRAIN, epoch=0096, iter=00040/00196, fetch data time cost=1.81ms, fps=1165 images/s, loss=0.7947, top1-acc=75.74%, top5-acc=95.75%, remaining_time=0:00:35.052888, arrival_time=2021-04-14 22:25:33.916555, cost_time=0:00:08.987915 2021-04-14 22:25:01,074 INFO : TRAIN, epoch=0096, iter=00050/00196, fetch data time cost=1.85ms, fps=1158 images/s, loss=0.7942, top1-acc=75.69%, top5-acc=95.89%, remaining_time=0:00:32.699620, arrival_time=2021-04-14 22:25:33.773843, cost_time=0:00:11.198481 2021-04-14 22:25:03,272 INFO : TRAIN, epoch=0096, iter=00060/00196, fetch data time cost=1.45ms, fps=1165 images/s, loss=0.7903, top1-acc=75.84%, top5-acc=95.93%, remaining_time=0:00:30.366216, arrival_time=2021-04-14 22:25:33.638764, cost_time=0:00:13.396860 2021-04-14 22:25:05,480 INFO : TRAIN, epoch=0096, iter=00070/00196, fetch data time cost=1.43ms, fps=1160 images/s, loss=0.7883, top1-acc=75.91%, top5-acc=95.98%, remaining_time=0:00:28.089054, arrival_time=2021-04-14 22:25:33.569845, cost_time=0:00:15.605037 2021-04-14 22:25:07,684 INFO : TRAIN, epoch=0096, iter=00080/00196, fetch data time cost=1.56ms, fps=1162 images/s, loss=0.7852, top1-acc=76.09%, top5-acc=96.00%, remaining_time=0:00:25.822992, arrival_time=2021-04-14 22:25:33.507814, cost_time=0:00:17.808950 2021-04-14 22:25:09,903 INFO : TRAIN, epoch=0096, iter=00090/00196, fetch data time cost=1.74ms, fps=1154 images/s, loss=0.7859, top1-acc=76.06%, top5-acc=96.00%, remaining_time=0:00:23.588180, arrival_time=2021-04-14 22:25:33.491554, cost_time=0:00:20.027695 2021-04-14 22:25:12,118 INFO : TRAIN, epoch=0096, iter=00100/00196, fetch data time cost=2.55ms, fps=1156 images/s, loss=0.7890, top1-acc=75.96%, top5-acc=95.94%, remaining_time=0:00:21.353376, arrival_time=2021-04-14 22:25:33.472190, cost_time=0:00:22.243073 2021-04-14 22:25:14,322 INFO : TRAIN, epoch=0096, iter=00110/00196, fetch data time cost=1.44ms, fps=1162 images/s, loss=0.7958, top1-acc=75.80%, top5-acc=95.94%, remaining_time=0:00:19.112812, arrival_time=2021-04-14 22:25:33.435081, cost_time=0:00:24.446590 2021-04-14 22:25:16,531 INFO : TRAIN, epoch=0096, iter=00120/00196, fetch data time cost=1.42ms, fps=1159 images/s, loss=0.7997, top1-acc=75.77%, top5-acc=95.93%, remaining_time=0:00:16.881804, arrival_time=2021-04-14 22:25:33.412902, cost_time=0:00:26.655429 2021-04-14 22:25:18,729 INFO : TRAIN, epoch=0096, iter=00130/00196, fetch data time cost=1.37ms, fps=1165 images/s, loss=0.8020, top1-acc=75.65%, top5-acc=95.94%, remaining_time=0:00:14.648766, arrival_time=2021-04-14 22:25:33.378265, cost_time=0:00:28.853670 2021-04-14 22:25:20,941 INFO : TRAIN, epoch=0096, iter=00140/00196, fetch data time cost=1.56ms, fps=1158 images/s, loss=0.8057, top1-acc=75.57%, top5-acc=95.88%, remaining_time=0:00:12.426176, arrival_time=2021-04-14 22:25:33.367239, cost_time=0:00:31.065395 2021-04-14 22:25:23,141 INFO : TRAIN, epoch=0096, iter=00150/00196, fetch data time cost=2.01ms, fps=1164 images/s, loss=0.8105, top1-acc=75.44%, top5-acc=95.82%, remaining_time=0:00:10.201374, arrival_time=2021-04-14 22:25:33.342443, cost_time=0:00:33.265323 2021-04-14 22:25:25,343 INFO : TRAIN, epoch=0096, iter=00160/00196, fetch data time cost=1.68ms, fps=1163 images/s, loss=0.8148, top1-acc=75.36%, top5-acc=95.74%, remaining_time=0:00:07.980192, arrival_time=2021-04-14 22:25:33.323462, cost_time=0:00:35.467584 2021-04-14 22:25:27,539 INFO : TRAIN, epoch=0096, iter=00170/00196, fetch data time cost=1.45ms, fps=1166 images/s, loss=0.8177, top1-acc=75.29%, top5-acc=95.70%, remaining_time=0:00:05.760326, arrival_time=2021-04-14 22:25:33.299573, cost_time=0:00:37.663588 2021-04-14 22:25:29,747 INFO : TRAIN, epoch=0096, iter=00180/00196, fetch data time cost=2.38ms, fps=1160 images/s, loss=0.8202, top1-acc=75.23%, top5-acc=95.66%, remaining_time=0:00:03.544144, arrival_time=2021-04-14 22:25:33.291498, cost_time=0:00:39.871657 2021-04-14 22:25:31,955 INFO : TRAIN, epoch=0096, iter=00190/00196, fetch data time cost=1.37ms, fps=1160 images/s, loss=0.8237, top1-acc=75.11%, top5-acc=95.65%, remaining_time=0:00:01.328838, arrival_time=2021-04-14 22:25:33.284375, cost_time=0:00:42.079797 2021-04-14 22:25:33,137 INFO : TRAIN, epoch=0096, iter=00196/00196, fetch data time cost=1.47ms, fps=1151 images/s, loss=0.8245, top1-acc=75.11%, top5-acc=95.62%, remaining_time=0:00:00, arrival_time=2021-04-14 22:25:33.137691, cost_time=0:00:43.261954 2021-04-14 22:25:33,946 INFO : EVAL, epoch=0096, iter=00010/00040, fetch data time cost=1.78ms, fps=3173 images/s, loss=1.4223, top1-acc=60.66%, top5-acc=87.27%, remaining_time=0:00:02.420700, arrival_time=2021-04-14 22:25:36.367277, cost_time=0:00:00.806898 2021-04-14 22:25:34,638 INFO : EVAL, epoch=0096, iter=00020/00040, fetch data time cost=1.78ms, fps=3703 images/s, loss=1.4467, top1-acc=59.71%, top5-acc=87.05%, remaining_time=0:00:01.498800, arrival_time=2021-04-14 22:25:36.137188, cost_time=0:00:01.498802 2021-04-14 22:25:35,333 INFO : EVAL, epoch=0096, iter=00030/00040, fetch data time cost=2.19ms, fps=3687 images/s, loss=1.4296, top1-acc=60.26%, top5-acc=87.49%, remaining_time=0:00:00.731170, arrival_time=2021-04-14 22:25:36.064404, cost_time=0:00:02.193496 2021-04-14 22:25:35,970 INFO : EVAL, epoch=0096, iter=00040/00040, fetch data time cost=0.09ms, fps=3648 images/s, loss=1.4197, top1-acc=60.62%, top5-acc=87.60%, remaining_time=0:00:00, arrival_time=2021-04-14 22:25:35.970214, cost_time=0:00:02.830643 2021-04-14 22:25:36,147 INFO : Epoch=0096 complete, best val top1-acc=62.45%, top5-acc=88.85% (epoch=90), remaining_time=1:20:35.961624, arrival_time=2021-04-14 23:46:12.109226, cost_time=1:14:23.964556 2021-04-14 22:25:36,148 INFO : Train start, epoch=0097, lr=0.053140 2021-04-14 22:25:38,515 INFO : TRAIN, epoch=0097, iter=00010/00196, fetch data time cost=1.63ms, fps=1082 images/s, loss=0.7713, top1-acc=76.56%, top5-acc=96.52%, remaining_time=0:00:44.008716, arrival_time=2021-04-14 22:26:22.523940, cost_time=0:00:02.366057 2021-04-14 22:25:40,742 INFO : TRAIN, epoch=0097, iter=00020/00196, fetch data time cost=2.15ms, fps=1150 images/s, loss=0.7785, top1-acc=76.33%, top5-acc=96.41%, remaining_time=0:00:40.416640, arrival_time=2021-04-14 22:26:21.158628, cost_time=0:00:04.592802 2021-04-14 22:25:42,953 INFO : TRAIN, epoch=0097, iter=00030/00196, fetch data time cost=1.57ms, fps=1158 images/s, loss=0.7778, top1-acc=76.51%, top5-acc=96.09%, remaining_time=0:00:37.647472, arrival_time=2021-04-14 22:26:20.600408, cost_time=0:00:06.803770 2021-04-14 22:25:45,152 INFO : TRAIN, epoch=0097, iter=00040/00196, fetch data time cost=1.54ms, fps=1164 images/s, loss=0.7795, top1-acc=76.43%, top5-acc=96.19%, remaining_time=0:00:35.110764, arrival_time=2021-04-14 22:26:20.262685, cost_time=0:00:09.002748 2021-04-14 22:25:47,355 INFO : TRAIN, epoch=0097, iter=00050/00196, fetch data time cost=1.61ms, fps=1162 images/s, loss=0.7812, top1-acc=76.47%, top5-acc=96.09%, remaining_time=0:00:32.721812, arrival_time=2021-04-14 22:26:20.077096, cost_time=0:00:11.206084 2021-04-14 22:25:49,553 INFO : TRAIN, epoch=0097, iter=00060/00196, fetch data time cost=1.44ms, fps=1165 images/s, loss=0.7797, top1-acc=76.50%, top5-acc=96.16%, remaining_time=0:00:30.384032, arrival_time=2021-04-14 22:26:19.937849, cost_time=0:00:13.404745 2021-04-14 22:25:51,749 INFO : TRAIN, epoch=0097, iter=00070/00196, fetch data time cost=1.35ms, fps=1166 images/s, loss=0.7813, top1-acc=76.50%, top5-acc=96.04%, remaining_time=0:00:28.079856, arrival_time=2021-04-14 22:26:19.828918, cost_time=0:00:15.599892 2021-04-14 22:25:53,950 INFO : TRAIN, epoch=0097, iter=00080/00196, fetch data time cost=1.60ms, fps=1163 images/s, loss=0.7863, top1-acc=76.25%, top5-acc=95.99%, remaining_time=0:00:25.811276, arrival_time=2021-04-14 22:26:19.761343, cost_time=0:00:17.800882 2021-04-14 22:25:56,146 INFO : TRAIN, epoch=0097, iter=00090/00196, fetch data time cost=1.45ms, fps=1166 images/s, loss=0.7880, top1-acc=76.19%, top5-acc=95.90%, remaining_time=0:00:23.552670, arrival_time=2021-04-14 22:26:19.699315, cost_time=0:00:19.997573 2021-04-14 22:25:58,347 INFO : TRAIN, epoch=0097, iter=00100/00196, fetch data time cost=1.58ms, fps=1163 images/s, loss=0.7919, top1-acc=76.13%, top5-acc=95.84%, remaining_time=0:00:21.310368, arrival_time=2021-04-14 22:26:19.657808, cost_time=0:00:22.198269 2021-04-14 22:26:00,545 INFO : TRAIN, epoch=0097, iter=00110/00196, fetch data time cost=1.52ms, fps=1165 images/s, loss=0.7983, top1-acc=76.01%, top5-acc=95.77%, remaining_time=0:00:19.073510, arrival_time=2021-04-14 22:26:19.618887, cost_time=0:00:24.396307 2021-04-14 22:26:02,749 INFO : TRAIN, epoch=0097, iter=00120/00196, fetch data time cost=1.58ms, fps=1162 images/s, loss=0.8013, top1-acc=75.92%, top5-acc=95.74%, remaining_time=0:00:16.846692, arrival_time=2021-04-14 22:26:19.595880, cost_time=0:00:26.600030 2021-04-14 22:26:04,946 INFO : TRAIN, epoch=0097, iter=00130/00196, fetch data time cost=1.93ms, fps=1165 images/s, loss=0.8052, top1-acc=75.78%, top5-acc=95.68%, remaining_time=0:00:14.620188, arrival_time=2021-04-14 22:26:19.566601, cost_time=0:00:28.797313 2021-04-14 22:26:07,146 INFO : TRAIN, epoch=0097, iter=00140/00196, fetch data time cost=1.35ms, fps=1164 images/s, loss=0.8063, top1-acc=75.82%, top5-acc=95.69%, remaining_time=0:00:12.399128, arrival_time=2021-04-14 22:26:19.546054, cost_time=0:00:30.997849 2021-04-14 22:26:09,349 INFO : TRAIN, epoch=0097, iter=00150/00196, fetch data time cost=1.54ms, fps=1163 images/s, loss=0.8093, top1-acc=75.75%, top5-acc=95.64%, remaining_time=0:00:10.181410, arrival_time=2021-04-14 22:26:19.530818, cost_time=0:00:33.200237 2021-04-14 22:26:11,545 INFO : TRAIN, epoch=0097, iter=00160/00196, fetch data time cost=1.38ms, fps=1166 images/s, loss=0.8107, top1-acc=75.65%, top5-acc=95.65%, remaining_time=0:00:07.964280, arrival_time=2021-04-14 22:26:19.510218, cost_time=0:00:35.396864 2021-04-14 22:26:13,740 INFO : TRAIN, epoch=0097, iter=00170/00196, fetch data time cost=1.48ms, fps=1167 images/s, loss=0.8147, top1-acc=75.48%, top5-acc=95.60%, remaining_time=0:00:05.749276, arrival_time=2021-04-14 22:26:19.489698, cost_time=0:00:37.591343 2021-04-14 22:26:15,946 INFO : TRAIN, epoch=0097, iter=00180/00196, fetch data time cost=1.49ms, fps=1161 images/s, loss=0.8165, top1-acc=75.41%, top5-acc=95.60%, remaining_time=0:00:03.537520, arrival_time=2021-04-14 22:26:19.483816, cost_time=0:00:39.797078 2021-04-14 22:26:18,153 INFO : TRAIN, epoch=0097, iter=00190/00196, fetch data time cost=1.27ms, fps=1160 images/s, loss=0.8193, top1-acc=75.32%, top5-acc=95.56%, remaining_time=0:00:01.326468, arrival_time=2021-04-14 22:26:19.480284, cost_time=0:00:42.004725 2021-04-14 22:26:19,332 INFO : TRAIN, epoch=0097, iter=00196/00196, fetch data time cost=1.23ms, fps=1155 images/s, loss=0.8202, top1-acc=75.29%, top5-acc=95.55%, remaining_time=0:00:00, arrival_time=2021-04-14 22:26:19.332052, cost_time=0:00:43.182983 2021-04-14 22:26:20,137 INFO : EVAL, epoch=0097, iter=00010/00040, fetch data time cost=1.73ms, fps=3187 images/s, loss=1.6387, top1-acc=57.15%, top5-acc=84.06%, remaining_time=0:00:02.409420, arrival_time=2021-04-14 22:26:22.546494, cost_time=0:00:00.803144 2021-04-14 22:26:20,825 INFO : EVAL, epoch=0097, iter=00020/00040, fetch data time cost=1.45ms, fps=3718 images/s, loss=1.6447, top1-acc=56.70%, top5-acc=83.79%, remaining_time=0:00:01.492020, arrival_time=2021-04-14 22:26:22.317971, cost_time=0:00:01.492017 2021-04-14 22:26:21,519 INFO : EVAL, epoch=0097, iter=00030/00040, fetch data time cost=1.83ms, fps=3694 images/s, loss=1.6776, top1-acc=56.12%, top5-acc=83.37%, remaining_time=0:00:00.728430, arrival_time=2021-04-14 22:26:22.247670, cost_time=0:00:02.185304 2021-04-14 22:26:22,150 INFO : EVAL, epoch=0097, iter=00040/00040, fetch data time cost=0.08ms, fps=3675 images/s, loss=1.6764, top1-acc=56.13%, top5-acc=83.15%, remaining_time=0:00:00, arrival_time=2021-04-14 22:26:22.150837, cost_time=0:00:02.816929 2021-04-14 22:26:22,314 INFO : Epoch=0097 complete, best val top1-acc=62.45%, top5-acc=88.85% (epoch=90), remaining_time=1:19:49.108600, arrival_time=2021-04-14 23:46:11.422997, cost_time=1:15:10.131352 2021-04-14 22:26:22,315 INFO : Train start, epoch=0098, lr=0.052355 2021-04-14 22:26:24,706 INFO : TRAIN, epoch=0098, iter=00010/00196, fetch data time cost=2.33ms, fps=1071 images/s, loss=0.7777, top1-acc=76.99%, top5-acc=95.98%, remaining_time=0:00:44.465160, arrival_time=2021-04-14 22:27:09.171661, cost_time=0:00:02.390597 2021-04-14 22:26:26,910 INFO : TRAIN, epoch=0098, iter=00020/00196, fetch data time cost=1.40ms, fps=1162 images/s, loss=0.7906, top1-acc=76.35%, top5-acc=96.13%, remaining_time=0:00:40.435648, arrival_time=2021-04-14 22:27:07.346481, cost_time=0:00:04.594964 2021-04-14 22:26:29,119 INFO : TRAIN, epoch=0098, iter=00030/00196, fetch data time cost=1.47ms, fps=1159 images/s, loss=0.7946, top1-acc=76.12%, top5-acc=96.02%, remaining_time=0:00:37.648800, arrival_time=2021-04-14 22:27:06.768692, cost_time=0:00:06.803994 2021-04-14 22:26:31,320 INFO : TRAIN, epoch=0098, iter=00040/00196, fetch data time cost=1.42ms, fps=1163 images/s, loss=0.7970, top1-acc=75.85%, top5-acc=96.06%, remaining_time=0:00:35.119344, arrival_time=2021-04-14 22:27:06.440224, cost_time=0:00:09.004977 2021-04-14 22:26:33,527 INFO : TRAIN, epoch=0098, iter=00050/00196, fetch data time cost=2.08ms, fps=1161 images/s, loss=0.7994, top1-acc=75.56%, top5-acc=96.03%, remaining_time=0:00:32.736850, arrival_time=2021-04-14 22:27:06.263953, cost_time=0:00:11.211252 2021-04-14 22:26:35,729 INFO : TRAIN, epoch=0098, iter=00060/00196, fetch data time cost=1.56ms, fps=1163 images/s, loss=0.7940, top1-acc=75.79%, top5-acc=96.13%, remaining_time=0:00:30.404296, arrival_time=2021-04-14 22:27:06.133737, cost_time=0:00:13.413655 2021-04-14 22:26:37,933 INFO : TRAIN, epoch=0098, iter=00070/00196, fetch data time cost=1.57ms, fps=1162 images/s, loss=0.7961, top1-acc=75.71%, top5-acc=96.12%, remaining_time=0:00:28.111482, arrival_time=2021-04-14 22:27:06.044830, cost_time=0:00:15.617487 2021-04-14 22:26:40,141 INFO : TRAIN, epoch=0098, iter=00080/00196, fetch data time cost=1.46ms, fps=1160 images/s, loss=0.7947, top1-acc=75.74%, top5-acc=96.09%, remaining_time=0:00:25.847004, arrival_time=2021-04-14 22:27:05.988438, cost_time=0:00:17.825495 2021-04-14 22:26:42,340 INFO : TRAIN, epoch=0098, iter=00090/00196, fetch data time cost=1.45ms, fps=1164 images/s, loss=0.7910, top1-acc=75.95%, top5-acc=96.04%, remaining_time=0:00:23.584576, arrival_time=2021-04-14 22:27:05.925039, cost_time=0:00:20.024672 2021-04-14 22:26:44,547 INFO : TRAIN, epoch=0098, iter=00100/00196, fetch data time cost=1.57ms, fps=1160 images/s, loss=0.7911, top1-acc=75.93%, top5-acc=96.07%, remaining_time=0:00:21.342144, arrival_time=2021-04-14 22:27:05.889391, cost_time=0:00:22.231394 2021-04-14 22:26:46,749 INFO : TRAIN, epoch=0098, iter=00110/00196, fetch data time cost=1.38ms, fps=1163 images/s, loss=0.7918, top1-acc=75.92%, top5-acc=96.04%, remaining_time=0:00:19.102578, arrival_time=2021-04-14 22:27:05.851934, cost_time=0:00:24.433568 2021-04-14 22:26:48,961 INFO : TRAIN, epoch=0098, iter=00120/00196, fetch data time cost=1.56ms, fps=1158 images/s, loss=0.7967, top1-acc=75.80%, top5-acc=95.99%, remaining_time=0:00:16.875268, arrival_time=2021-04-14 22:27:05.836458, cost_time=0:00:26.645219 2021-04-14 22:26:51,161 INFO : TRAIN, epoch=0098, iter=00130/00196, fetch data time cost=1.56ms, fps=1164 images/s, loss=0.7997, top1-acc=75.69%, top5-acc=95.95%, remaining_time=0:00:14.644542, arrival_time=2021-04-14 22:27:05.805645, cost_time=0:00:28.845302 2021-04-14 22:26:53,365 INFO : TRAIN, epoch=0098, iter=00140/00196, fetch data time cost=1.46ms, fps=1162 images/s, loss=0.8007, top1-acc=75.69%, top5-acc=95.90%, remaining_time=0:00:12.419736, arrival_time=2021-04-14 22:27:05.784892, cost_time=0:00:31.049383 2021-04-14 22:26:55,569 INFO : TRAIN, epoch=0098, iter=00150/00196, fetch data time cost=1.61ms, fps=1161 images/s, loss=0.8061, top1-acc=75.59%, top5-acc=95.84%, remaining_time=0:00:10.197832, arrival_time=2021-04-14 22:27:05.767514, cost_time=0:00:33.253840 2021-04-14 22:26:57,779 INFO : TRAIN, epoch=0098, iter=00160/00196, fetch data time cost=1.58ms, fps=1159 images/s, loss=0.8078, top1-acc=75.53%, top5-acc=95.79%, remaining_time=0:00:07.979220, arrival_time=2021-04-14 22:27:05.758203, cost_time=0:00:35.463185 2021-04-14 22:26:59,987 INFO : TRAIN, epoch=0098, iter=00170/00196, fetch data time cost=1.37ms, fps=1160 images/s, loss=0.8093, top1-acc=75.45%, top5-acc=95.75%, remaining_time=0:00:05.761470, arrival_time=2021-04-14 22:27:05.748471, cost_time=0:00:37.671141 2021-04-14 22:27:02,188 INFO : TRAIN, epoch=0098, iter=00180/00196, fetch data time cost=1.44ms, fps=1163 images/s, loss=0.8121, top1-acc=75.37%, top5-acc=95.73%, remaining_time=0:00:03.544256, arrival_time=2021-04-14 22:27:05.732946, cost_time=0:00:39.872830 2021-04-14 22:27:04,401 INFO : TRAIN, epoch=0098, iter=00190/00196, fetch data time cost=1.32ms, fps=1157 images/s, loss=0.8131, top1-acc=75.33%, top5-acc=95.70%, remaining_time=0:00:01.329012, arrival_time=2021-04-14 22:27:05.730235, cost_time=0:00:42.085360 2021-04-14 22:27:05,588 INFO : TRAIN, epoch=0098, iter=00196/00196, fetch data time cost=1.51ms, fps=1146 images/s, loss=0.8166, top1-acc=75.24%, top5-acc=95.69%, remaining_time=0:00:00, arrival_time=2021-04-14 22:27:05.588800, cost_time=0:00:43.272931 2021-04-14 22:27:06,417 INFO : EVAL, epoch=0098, iter=00010/00040, fetch data time cost=0.22ms, fps=3098 images/s, loss=1.3578, top1-acc=63.59%, top5-acc=88.40%, remaining_time=0:00:02.479110, arrival_time=2021-04-14 22:27:08.896523, cost_time=0:00:00.826370 2021-04-14 22:27:07,106 INFO : EVAL, epoch=0098, iter=00020/00040, fetch data time cost=1.31ms, fps=3721 images/s, loss=1.3775, top1-acc=62.81%, top5-acc=88.03%, remaining_time=0:00:01.515200, arrival_time=2021-04-14 22:27:08.621271, cost_time=0:00:01.515206 2021-04-14 22:27:07,802 INFO : EVAL, epoch=0098, iter=00030/00040, fetch data time cost=1.36ms, fps=3680 images/s, loss=1.3657, top1-acc=62.97%, top5-acc=88.22%, remaining_time=0:00:00.737070, arrival_time=2021-04-14 22:27:08.539244, cost_time=0:00:02.211222 2021-04-14 22:27:08,432 INFO : EVAL, epoch=0098, iter=00040/00040, fetch data time cost=0.08ms, fps=3681 images/s, loss=1.3691, top1-acc=62.64%, top5-acc=88.25%, remaining_time=0:00:00, arrival_time=2021-04-14 22:27:08.432828, cost_time=0:00:02.842003 2021-04-14 22:27:08,777 INFO : Epoch=0098 complete, best val top1-acc=62.64%, top5-acc=88.25% (epoch=98), remaining_time=1:19:02.578230, arrival_time=2021-04-14 23:46:11.356118, cost_time=1:15:56.594810 2021-04-14 22:27:08,779 INFO : Train start, epoch=0099, lr=0.051571 2021-04-14 22:27:11,189 INFO : TRAIN, epoch=0099, iter=00010/00196, fetch data time cost=2.01ms, fps=1063 images/s, loss=0.8037, top1-acc=76.09%, top5-acc=95.66%, remaining_time=0:00:44.806656, arrival_time=2021-04-14 22:27:55.995688, cost_time=0:00:02.408962 2021-04-14 22:27:13,395 INFO : TRAIN, epoch=0099, iter=00020/00196, fetch data time cost=1.45ms, fps=1160 images/s, loss=0.7865, top1-acc=76.31%, top5-acc=95.84%, remaining_time=0:00:40.617984, arrival_time=2021-04-14 22:27:54.013683, cost_time=0:00:04.615689 2021-04-14 22:27:15,607 INFO : TRAIN, epoch=0099, iter=00030/00196, fetch data time cost=1.36ms, fps=1158 images/s, loss=0.7911, top1-acc=76.15%, top5-acc=95.82%, remaining_time=0:00:37.776952, arrival_time=2021-04-14 22:27:53.384143, cost_time=0:00:06.827165 2021-04-14 22:27:17,813 INFO : TRAIN, epoch=0099, iter=00040/00196, fetch data time cost=1.50ms, fps=1161 images/s, loss=0.7796, top1-acc=76.58%, top5-acc=95.88%, remaining_time=0:00:35.230104, arrival_time=2021-04-14 22:27:53.043468, cost_time=0:00:09.033356 2021-04-14 22:27:20,014 INFO : TRAIN, epoch=0099, iter=00050/00196, fetch data time cost=1.43ms, fps=1163 images/s, loss=0.7749, top1-acc=76.72%, top5-acc=95.91%, remaining_time=0:00:32.804010, arrival_time=2021-04-14 22:27:52.818280, cost_time=0:00:11.234260 2021-04-14 22:27:22,218 INFO : TRAIN, epoch=0099, iter=00060/00196, fetch data time cost=1.48ms, fps=1162 images/s, loss=0.7763, top1-acc=76.75%, top5-acc=95.94%, remaining_time=0:00:30.460600, arrival_time=2021-04-14 22:27:52.679137, cost_time=0:00:13.438522 2021-04-14 22:27:24,420 INFO : TRAIN, epoch=0099, iter=00070/00196, fetch data time cost=1.39ms, fps=1163 images/s, loss=0.7781, top1-acc=76.74%, top5-acc=95.94%, remaining_time=0:00:28.153188, arrival_time=2021-04-14 22:27:52.573758, cost_time=0:00:15.640649 2021-04-14 22:27:26,637 INFO : TRAIN, epoch=0099, iter=00080/00196, fetch data time cost=2.01ms, fps=1155 images/s, loss=0.7823, top1-acc=76.59%, top5-acc=95.92%, remaining_time=0:00:25.892824, arrival_time=2021-04-14 22:27:52.529969, cost_time=0:00:17.857127 2021-04-14 22:27:28,843 INFO : TRAIN, epoch=0099, iter=00090/00196, fetch data time cost=2.22ms, fps=1160 images/s, loss=0.7879, top1-acc=76.42%, top5-acc=95.88%, remaining_time=0:00:23.630686, arrival_time=2021-04-14 22:27:52.474453, cost_time=0:00:20.063758 2021-04-14 22:27:31,044 INFO : TRAIN, epoch=0099, iter=00100/00196, fetch data time cost=1.64ms, fps=1163 images/s, loss=0.7889, top1-acc=76.32%, top5-acc=95.89%, remaining_time=0:00:21.374112, arrival_time=2021-04-14 22:27:52.418786, cost_time=0:00:22.264686 2021-04-14 22:27:33,243 INFO : TRAIN, epoch=0099, iter=00110/00196, fetch data time cost=1.40ms, fps=1164 images/s, loss=0.7916, top1-acc=76.12%, top5-acc=95.90%, remaining_time=0:00:19.126400, arrival_time=2021-04-14 22:27:52.370279, cost_time=0:00:24.463955 2021-04-14 22:27:35,446 INFO : TRAIN, epoch=0099, iter=00120/00196, fetch data time cost=1.60ms, fps=1163 images/s, loss=0.7948, top1-acc=76.05%, top5-acc=95.85%, remaining_time=0:00:16.888568, arrival_time=2021-04-14 22:27:52.334767, cost_time=0:00:26.666117 2021-04-14 22:27:37,643 INFO : TRAIN, epoch=0099, iter=00130/00196, fetch data time cost=1.68ms, fps=1165 images/s, loss=0.7964, top1-acc=75.99%, top5-acc=95.85%, remaining_time=0:00:14.653914, arrival_time=2021-04-14 22:27:52.297583, cost_time=0:00:28.863755 2021-04-14 22:27:39,841 INFO : TRAIN, epoch=0099, iter=00140/00196, fetch data time cost=1.56ms, fps=1165 images/s, loss=0.7973, top1-acc=75.94%, top5-acc=95.86%, remaining_time=0:00:12.424496, arrival_time=2021-04-14 22:27:52.265738, cost_time=0:00:31.061238 2021-04-14 22:27:42,043 INFO : TRAIN, epoch=0099, iter=00150/00196, fetch data time cost=1.43ms, fps=1163 images/s, loss=0.7982, top1-acc=75.87%, top5-acc=95.84%, remaining_time=0:00:10.200914, arrival_time=2021-04-14 22:27:52.244656, cost_time=0:00:33.263808 2021-04-14 22:27:44,247 INFO : TRAIN, epoch=0099, iter=00160/00196, fetch data time cost=2.19ms, fps=1162 images/s, loss=0.7999, top1-acc=75.79%, top5-acc=95.81%, remaining_time=0:00:07.980300, arrival_time=2021-04-14 22:27:52.228147, cost_time=0:00:35.467926 2021-04-14 22:27:46,446 INFO : TRAIN, epoch=0099, iter=00170/00196, fetch data time cost=1.77ms, fps=1164 images/s, loss=0.7977, top1-acc=75.87%, top5-acc=95.83%, remaining_time=0:00:05.760820, arrival_time=2021-04-14 22:27:52.207698, cost_time=0:00:37.666855 2021-04-14 22:27:48,646 INFO : TRAIN, epoch=0099, iter=00180/00196, fetch data time cost=1.70ms, fps=1164 images/s, loss=0.8012, top1-acc=75.77%, top5-acc=95.75%, remaining_time=0:00:03.543728, arrival_time=2021-04-14 22:27:52.190577, cost_time=0:00:39.866933 2021-04-14 22:27:50,853 INFO : TRAIN, epoch=0099, iter=00190/00196, fetch data time cost=1.42ms, fps=1160 images/s, loss=0.8033, top1-acc=75.67%, top5-acc=95.72%, remaining_time=0:00:01.328640, arrival_time=2021-04-14 22:27:52.182195, cost_time=0:00:42.073593 2021-04-14 22:27:52,044 INFO : TRAIN, epoch=0099, iter=00196/00196, fetch data time cost=1.87ms, fps=1143 images/s, loss=0.8064, top1-acc=75.63%, top5-acc=95.68%, remaining_time=0:00:00, arrival_time=2021-04-14 22:27:52.044103, cost_time=0:00:43.264071 2021-04-14 22:27:52,848 INFO : EVAL, epoch=0099, iter=00010/00040, fetch data time cost=0.21ms, fps=3189 images/s, loss=1.5117, top1-acc=58.52%, top5-acc=87.15%, remaining_time=0:00:02.407980, arrival_time=2021-04-14 22:27:55.256805, cost_time=0:00:00.802655 2021-04-14 22:27:53,540 INFO : EVAL, epoch=0099, iter=00020/00040, fetch data time cost=1.40ms, fps=3705 images/s, loss=1.4609, top1-acc=59.82%, top5-acc=87.25%, remaining_time=0:00:01.493960, arrival_time=2021-04-14 22:27:55.034186, cost_time=0:00:01.493969 2021-04-14 22:27:54,234 INFO : EVAL, epoch=0099, iter=00030/00040, fetch data time cost=1.30ms, fps=3691 images/s, loss=1.4661, top1-acc=60.42%, top5-acc=87.16%, remaining_time=0:00:00.729380, arrival_time=2021-04-14 22:27:54.963790, cost_time=0:00:02.188154 2021-04-14 22:27:54,864 INFO : EVAL, epoch=0099, iter=00040/00040, fetch data time cost=0.08ms, fps=3682 images/s, loss=1.4657, top1-acc=59.97%, top5-acc=87.03%, remaining_time=0:00:00, arrival_time=2021-04-14 22:27:54.864939, cost_time=0:00:02.818804 2021-04-14 22:27:55,056 INFO : Epoch=0099 complete, best val top1-acc=62.64%, top5-acc=88.25% (epoch=98), remaining_time=1:18:15.860266, arrival_time=2021-04-14 23:46:10.916267, cost_time=1:16:42.872958 2021-04-14 22:27:55,057 INFO : Train start, epoch=0100, lr=0.050785 2021-04-14 22:27:57,440 INFO : TRAIN, epoch=0100, iter=00010/00196, fetch data time cost=1.79ms, fps=1074 images/s, loss=0.7698, top1-acc=77.03%, top5-acc=95.82%, remaining_time=0:00:44.318964, arrival_time=2021-04-14 22:28:41.759270, cost_time=0:00:02.382736 2021-04-14 22:27:59,639 INFO : TRAIN, epoch=0100, iter=00020/00196, fetch data time cost=1.54ms, fps=1165 images/s, loss=0.7617, top1-acc=76.91%, top5-acc=95.96%, remaining_time=0:00:40.319136, arrival_time=2021-04-14 22:28:39.958445, cost_time=0:00:04.581711 2021-04-14 22:28:01,839 INFO : TRAIN, epoch=0100, iter=00030/00196, fetch data time cost=1.65ms, fps=1164 images/s, loss=0.7585, top1-acc=76.94%, top5-acc=96.00%, remaining_time=0:00:37.526458, arrival_time=2021-04-14 22:28:39.365951, cost_time=0:00:06.781886 2021-04-14 22:28:04,045 INFO : TRAIN, epoch=0100, iter=00040/00196, fetch data time cost=1.38ms, fps=1161 images/s, loss=0.7542, top1-acc=76.82%, top5-acc=96.07%, remaining_time=0:00:35.050548, arrival_time=2021-04-14 22:28:39.095588, cost_time=0:00:08.987333 2021-04-14 22:28:06,247 INFO : TRAIN, epoch=0100, iter=00050/00196, fetch data time cost=1.56ms, fps=1163 images/s, loss=0.7584, top1-acc=76.83%, top5-acc=96.03%, remaining_time=0:00:32.675238, arrival_time=2021-04-14 22:28:38.922860, cost_time=0:00:11.190138 2021-04-14 22:28:08,467 INFO : TRAIN, epoch=0100, iter=00060/00196, fetch data time cost=1.98ms, fps=1154 images/s, loss=0.7548, top1-acc=77.00%, top5-acc=96.09%, remaining_time=0:00:30.395320, arrival_time=2021-04-14 22:28:38.862566, cost_time=0:00:13.409679 2021-04-14 22:28:10,669 INFO : TRAIN, epoch=0100, iter=00070/00196, fetch data time cost=1.57ms, fps=1163 images/s, loss=0.7618, top1-acc=76.65%, top5-acc=96.06%, remaining_time=0:00:28.101780, arrival_time=2021-04-14 22:28:38.771350, cost_time=0:00:15.612087 2021-04-14 22:28:12,876 INFO : TRAIN, epoch=0100, iter=00080/00196, fetch data time cost=2.06ms, fps=1160 images/s, loss=0.7678, top1-acc=76.50%, top5-acc=96.01%, remaining_time=0:00:25.837028, arrival_time=2021-04-14 22:28:38.713212, cost_time=0:00:17.818622 2021-04-14 22:28:15,077 INFO : TRAIN, epoch=0100, iter=00090/00196, fetch data time cost=1.40ms, fps=1163 images/s, loss=0.7693, top1-acc=76.50%, top5-acc=95.99%, remaining_time=0:00:23.578852, arrival_time=2021-04-14 22:28:38.656133, cost_time=0:00:20.019798 2021-04-14 22:28:17,291 INFO : TRAIN, epoch=0100, iter=00100/00196, fetch data time cost=1.42ms, fps=1157 images/s, loss=0.7736, top1-acc=76.43%, top5-acc=95.96%, remaining_time=0:00:21.344256, arrival_time=2021-04-14 22:28:38.635528, cost_time=0:00:22.233628 2021-04-14 22:28:19,496 INFO : TRAIN, epoch=0100, iter=00110/00196, fetch data time cost=1.43ms, fps=1161 images/s, loss=0.7776, top1-acc=76.33%, top5-acc=95.93%, remaining_time=0:00:19.106964, arrival_time=2021-04-14 22:28:38.603626, cost_time=0:00:24.439188 2021-04-14 22:28:21,706 INFO : TRAIN, epoch=0100, iter=00120/00196, fetch data time cost=1.39ms, fps=1159 images/s, loss=0.7828, top1-acc=76.20%, top5-acc=95.87%, remaining_time=0:00:16.877776, arrival_time=2021-04-14 22:28:38.584551, cost_time=0:00:26.649168 2021-04-14 22:28:23,915 INFO : TRAIN, epoch=0100, iter=00130/00196, fetch data time cost=1.55ms, fps=1159 images/s, loss=0.7859, top1-acc=76.17%, top5-acc=95.84%, remaining_time=0:00:14.650944, arrival_time=2021-04-14 22:28:38.566389, cost_time=0:00:28.857955 2021-04-14 22:28:26,127 INFO : TRAIN, epoch=0100, iter=00140/00196, fetch data time cost=1.52ms, fps=1157 images/s, loss=0.7870, top1-acc=76.10%, top5-acc=95.88%, remaining_time=0:00:12.428024, arrival_time=2021-04-14 22:28:38.555575, cost_time=0:00:31.070076 2021-04-14 22:28:28,343 INFO : TRAIN, epoch=0100, iter=00150/00196, fetch data time cost=1.69ms, fps=1155 images/s, loss=0.7888, top1-acc=76.02%, top5-acc=95.89%, remaining_time=0:00:10.207722, arrival_time=2021-04-14 22:28:38.551294, cost_time=0:00:33.286010 2021-04-14 22:28:30,555 INFO : TRAIN, epoch=0100, iter=00160/00196, fetch data time cost=1.89ms, fps=1158 images/s, loss=0.7915, top1-acc=75.93%, top5-acc=95.86%, remaining_time=0:00:07.986960, arrival_time=2021-04-14 22:28:38.542080, cost_time=0:00:35.497625 2021-04-14 22:28:32,752 INFO : TRAIN, epoch=0100, iter=00170/00196, fetch data time cost=1.47ms, fps=1165 images/s, loss=0.7936, top1-acc=75.87%, top5-acc=95.85%, remaining_time=0:00:05.765162, arrival_time=2021-04-14 22:28:38.517946, cost_time=0:00:37.695308 2021-04-14 22:28:34,948 INFO : TRAIN, epoch=0100, iter=00180/00196, fetch data time cost=1.37ms, fps=1166 images/s, loss=0.7945, top1-acc=75.90%, top5-acc=95.84%, remaining_time=0:00:03.545888, arrival_time=2021-04-14 22:28:38.494715, cost_time=0:00:39.891284 2021-04-14 22:28:37,156 INFO : TRAIN, epoch=0100, iter=00190/00196, fetch data time cost=1.43ms, fps=1160 images/s, loss=0.7945, top1-acc=75.91%, top5-acc=95.84%, remaining_time=0:00:01.329426, arrival_time=2021-04-14 22:28:38.485416, cost_time=0:00:42.098432 2021-04-14 22:28:38,338 INFO : TRAIN, epoch=0100, iter=00196/00196, fetch data time cost=1.46ms, fps=1151 images/s, loss=0.7964, top1-acc=75.87%, top5-acc=95.84%, remaining_time=0:00:00, arrival_time=2021-04-14 22:28:38.338200, cost_time=0:00:43.280725 2021-04-14 22:28:39,162 INFO : EVAL, epoch=0100, iter=00010/00040, fetch data time cost=2.16ms, fps=3113 images/s, loss=1.4683, top1-acc=60.43%, top5-acc=87.38%, remaining_time=0:00:02.466720, arrival_time=2021-04-14 22:28:41.629170, cost_time=0:00:00.822235 2021-04-14 22:28:39,856 INFO : EVAL, epoch=0100, iter=00020/00040, fetch data time cost=1.29ms, fps=3694 images/s, loss=1.4720, top1-acc=60.39%, top5-acc=87.50%, remaining_time=0:00:01.515820, arrival_time=2021-04-14 22:28:41.371815, cost_time=0:00:01.515827 2021-04-14 22:28:40,548 INFO : EVAL, epoch=0100, iter=00030/00040, fetch data time cost=1.51ms, fps=3701 images/s, loss=1.4650, top1-acc=60.40%, top5-acc=87.51%, remaining_time=0:00:00.735980, arrival_time=2021-04-14 22:28:41.284099, cost_time=0:00:02.207945 2021-04-14 22:28:41,181 INFO : EVAL, epoch=0100, iter=00040/00040, fetch data time cost=0.10ms, fps=3667 images/s, loss=1.4549, top1-acc=60.37%, top5-acc=87.67%, remaining_time=0:00:00, arrival_time=2021-04-14 22:28:41.181091, cost_time=0:00:02.840951 2021-04-14 22:28:41,355 INFO : Epoch=0100 complete, best val top1-acc=62.64%, top5-acc=88.25% (epoch=98), remaining_time=1:17:29.172600, arrival_time=2021-04-14 23:46:10.528266, cost_time=1:17:29.172627 2021-04-14 22:28:41,356 INFO : Train start, epoch=0101, lr=0.050000 2021-04-14 22:28:43,726 INFO : TRAIN, epoch=0101, iter=00010/00196, fetch data time cost=2.15ms, fps=1081 images/s, loss=0.7656, top1-acc=76.45%, top5-acc=96.25%, remaining_time=0:00:44.061354, arrival_time=2021-04-14 22:29:27.787551, cost_time=0:00:02.368886 2021-04-14 22:28:45,950 INFO : TRAIN, epoch=0101, iter=00020/00196, fetch data time cost=2.19ms, fps=1151 images/s, loss=0.7680, top1-acc=76.99%, top5-acc=95.98%, remaining_time=0:00:40.422624, arrival_time=2021-04-14 22:29:26.373247, cost_time=0:00:04.593487 2021-04-14 22:28:48,148 INFO : TRAIN, epoch=0101, iter=00030/00196, fetch data time cost=1.41ms, fps=1165 images/s, loss=0.7727, top1-acc=76.47%, top5-acc=96.02%, remaining_time=0:00:37.575594, arrival_time=2021-04-14 22:29:25.723500, cost_time=0:00:06.790778 2021-04-14 22:28:50,345 INFO : TRAIN, epoch=0101, iter=00040/00196, fetch data time cost=1.44ms, fps=1165 images/s, loss=0.7697, top1-acc=76.50%, top5-acc=96.13%, remaining_time=0:00:35.054916, arrival_time=2021-04-14 22:29:25.400581, cost_time=0:00:08.988459 2021-04-14 22:28:52,550 INFO : TRAIN, epoch=0101, iter=00050/00196, fetch data time cost=1.51ms, fps=1162 images/s, loss=0.7731, top1-acc=76.45%, top5-acc=96.14%, remaining_time=0:00:32.683560, arrival_time=2021-04-14 22:29:25.233679, cost_time=0:00:11.192987 2021-04-14 22:28:54,761 INFO : TRAIN, epoch=0101, iter=00060/00196, fetch data time cost=1.34ms, fps=1158 images/s, loss=0.7652, top1-acc=76.76%, top5-acc=96.20%, remaining_time=0:00:30.383080, arrival_time=2021-04-14 22:29:25.144500, cost_time=0:00:13.404290 2021-04-14 22:28:56,966 INFO : TRAIN, epoch=0101, iter=00070/00196, fetch data time cost=1.43ms, fps=1162 images/s, loss=0.7683, top1-acc=76.70%, top5-acc=96.16%, remaining_time=0:00:28.095984, arrival_time=2021-04-14 22:29:25.062002, cost_time=0:00:15.608882 2021-04-14 22:28:59,184 INFO : TRAIN, epoch=0101, iter=00080/00196, fetch data time cost=1.49ms, fps=1154 images/s, loss=0.7734, top1-acc=76.53%, top5-acc=96.10%, remaining_time=0:00:25.849556, arrival_time=2021-04-14 22:29:25.033969, cost_time=0:00:17.827245 2021-04-14 22:29:01,387 INFO : TRAIN, epoch=0101, iter=00090/00196, fetch data time cost=1.40ms, fps=1163 images/s, loss=0.7764, top1-acc=76.40%, top5-acc=96.09%, remaining_time=0:00:23.590724, arrival_time=2021-04-14 22:29:24.977813, cost_time=0:00:20.029835 2021-04-14 22:29:03,593 INFO : TRAIN, epoch=0101, iter=00100/00196, fetch data time cost=1.46ms, fps=1161 images/s, loss=0.7801, top1-acc=76.27%, top5-acc=96.05%, remaining_time=0:00:21.346560, arrival_time=2021-04-14 22:29:24.939603, cost_time=0:00:22.235990 2021-04-14 22:29:05,796 INFO : TRAIN, epoch=0101, iter=00110/00196, fetch data time cost=1.72ms, fps=1162 images/s, loss=0.7828, top1-acc=76.19%, top5-acc=96.02%, remaining_time=0:00:19.107136, arrival_time=2021-04-14 22:29:24.903566, cost_time=0:00:24.439323 2021-04-14 22:29:07,996 INFO : TRAIN, epoch=0101, iter=00120/00196, fetch data time cost=1.35ms, fps=1164 images/s, loss=0.7843, top1-acc=76.21%, top5-acc=96.03%, remaining_time=0:00:16.871544, arrival_time=2021-04-14 22:29:24.867917, cost_time=0:00:26.639300 2021-04-14 22:29:10,197 INFO : TRAIN, epoch=0101, iter=00130/00196, fetch data time cost=1.40ms, fps=1163 images/s, loss=0.7873, top1-acc=76.18%, top5-acc=96.02%, remaining_time=0:00:14.642034, arrival_time=2021-04-14 22:29:24.839400, cost_time=0:00:28.840327 2021-04-14 22:29:12,408 INFO : TRAIN, epoch=0101, iter=00140/00196, fetch data time cost=1.96ms, fps=1158 images/s, loss=0.7885, top1-acc=76.08%, top5-acc=96.02%, remaining_time=0:00:12.420352, arrival_time=2021-04-14 22:29:24.828418, cost_time=0:00:31.050933 2021-04-14 22:29:14,612 INFO : TRAIN, epoch=0101, iter=00150/00196, fetch data time cost=1.39ms, fps=1162 images/s, loss=0.7923, top1-acc=76.05%, top5-acc=95.94%, remaining_time=0:00:10.198338, arrival_time=2021-04-14 22:29:24.810997, cost_time=0:00:33.255411 2021-04-14 22:29:16,818 INFO : TRAIN, epoch=0101, iter=00160/00196, fetch data time cost=1.69ms, fps=1161 images/s, loss=0.7921, top1-acc=76.04%, top5-acc=95.94%, remaining_time=0:00:07.978788, arrival_time=2021-04-14 22:29:24.797256, cost_time=0:00:35.461340 2021-04-14 22:29:19,031 INFO : TRAIN, epoch=0101, iter=00170/00196, fetch data time cost=1.70ms, fps=1157 images/s, loss=0.7940, top1-acc=75.98%, top5-acc=95.94%, remaining_time=0:00:05.761886, arrival_time=2021-04-14 22:29:24.792912, cost_time=0:00:37.673890 2021-04-14 22:29:21,232 INFO : TRAIN, epoch=0101, iter=00180/00196, fetch data time cost=1.53ms, fps=1163 images/s, loss=0.7942, top1-acc=75.97%, top5-acc=95.93%, remaining_time=0:00:03.544496, arrival_time=2021-04-14 22:29:24.777327, cost_time=0:00:39.875660 2021-04-14 22:29:23,437 INFO : TRAIN, epoch=0101, iter=00190/00196, fetch data time cost=1.40ms, fps=1161 images/s, loss=0.7964, top1-acc=75.89%, top5-acc=95.92%, remaining_time=0:00:01.328856, arrival_time=2021-04-14 22:29:24.766333, cost_time=0:00:42.080430 2021-04-14 22:29:24,619 INFO : TRAIN, epoch=0101, iter=00196/00196, fetch data time cost=1.56ms, fps=1151 images/s, loss=0.7968, top1-acc=75.87%, top5-acc=95.92%, remaining_time=0:00:00, arrival_time=2021-04-14 22:29:24.619129, cost_time=0:00:43.262001 2021-04-14 22:29:25,490 INFO : EVAL, epoch=0101, iter=00010/00040, fetch data time cost=1.32ms, fps=2944 images/s, loss=1.5577, top1-acc=57.27%, top5-acc=86.02%, remaining_time=0:00:02.609040, arrival_time=2021-04-14 22:29:28.099848, cost_time=0:00:00.869681 2021-04-14 22:29:26,180 INFO : EVAL, epoch=0101, iter=00020/00040, fetch data time cost=1.35ms, fps=3714 images/s, loss=1.5361, top1-acc=58.52%, top5-acc=86.23%, remaining_time=0:00:01.559280, arrival_time=2021-04-14 22:29:27.739686, cost_time=0:00:01.559271 2021-04-14 22:29:26,873 INFO : EVAL, epoch=0101, iter=00030/00040, fetch data time cost=2.29ms, fps=3694 images/s, loss=1.5248, top1-acc=59.17%, top5-acc=86.59%, remaining_time=0:00:00.750900, arrival_time=2021-04-14 22:29:27.624789, cost_time=0:00:02.252699 2021-04-14 22:29:27,516 INFO : EVAL, epoch=0101, iter=00040/00040, fetch data time cost=0.09ms, fps=3613 images/s, loss=1.5374, top1-acc=59.46%, top5-acc=86.54%, remaining_time=0:00:00, arrival_time=2021-04-14 22:29:27.516650, cost_time=0:00:02.895376 2021-04-14 22:29:27,708 INFO : Epoch=0101 complete, best val top1-acc=62.64%, top5-acc=88.25% (epoch=98), remaining_time=1:16:42.544452, arrival_time=2021-04-14 23:46:10.252658, cost_time=1:18:15.525150 2021-04-14 22:29:27,709 INFO : Train start, epoch=0102, lr=0.049215 2021-04-14 22:29:30,112 INFO : TRAIN, epoch=0102, iter=00010/00196, fetch data time cost=1.40ms, fps=1066 images/s, loss=0.7574, top1-acc=76.95%, top5-acc=96.02%, remaining_time=0:00:44.684640, arrival_time=2021-04-14 22:30:14.796802, cost_time=0:00:02.402397 2021-04-14 22:29:32,320 INFO : TRAIN, epoch=0102, iter=00020/00196, fetch data time cost=2.44ms, fps=1159 images/s, loss=0.7598, top1-acc=76.64%, top5-acc=96.25%, remaining_time=0:00:40.573808, arrival_time=2021-04-14 22:30:12.894325, cost_time=0:00:04.610666 2021-04-14 22:29:34,537 INFO : TRAIN, epoch=0102, iter=00030/00196, fetch data time cost=1.85ms, fps=1155 images/s, loss=0.7623, top1-acc=76.65%, top5-acc=96.21%, remaining_time=0:00:37.779940, arrival_time=2021-04-14 22:30:12.317430, cost_time=0:00:06.827713 2021-04-14 22:29:36,744 INFO : TRAIN, epoch=0102, iter=00040/00196, fetch data time cost=1.42ms, fps=1160 images/s, loss=0.7607, top1-acc=76.72%, top5-acc=96.24%, remaining_time=0:00:35.236656, arrival_time=2021-04-14 22:30:11.981460, cost_time=0:00:09.035029 2021-04-14 22:29:38,953 INFO : TRAIN, epoch=0102, iter=00050/00196, fetch data time cost=1.50ms, fps=1159 images/s, loss=0.7562, top1-acc=77.02%, top5-acc=96.27%, remaining_time=0:00:32.831458, arrival_time=2021-04-14 22:30:11.784967, cost_time=0:00:11.243659 2021-04-14 22:29:41,159 INFO : TRAIN, epoch=0102, iter=00060/00196, fetch data time cost=1.56ms, fps=1161 images/s, loss=0.7608, top1-acc=76.82%, top5-acc=96.21%, remaining_time=0:00:30.485760, arrival_time=2021-04-14 22:30:11.645143, cost_time=0:00:13.449621 2021-04-14 22:29:43,364 INFO : TRAIN, epoch=0102, iter=00070/00196, fetch data time cost=1.63ms, fps=1161 images/s, loss=0.7627, top1-acc=76.52%, top5-acc=96.23%, remaining_time=0:00:28.178514, arrival_time=2021-04-14 22:30:11.543074, cost_time=0:00:15.654698 2021-04-14 22:29:45,562 INFO : TRAIN, epoch=0102, iter=00080/00196, fetch data time cost=1.50ms, fps=1165 images/s, loss=0.7595, top1-acc=76.53%, top5-acc=96.29%, remaining_time=0:00:25.885748, arrival_time=2021-04-14 22:30:11.447749, cost_time=0:00:17.852239 2021-04-14 22:29:47,763 INFO : TRAIN, epoch=0102, iter=00090/00196, fetch data time cost=1.46ms, fps=1163 images/s, loss=0.7589, top1-acc=76.63%, top5-acc=96.26%, remaining_time=0:00:23.618284, arrival_time=2021-04-14 22:30:11.381335, cost_time=0:00:20.053280 2021-04-14 22:29:49,967 INFO : TRAIN, epoch=0102, iter=00100/00196, fetch data time cost=1.58ms, fps=1162 images/s, loss=0.7610, top1-acc=76.72%, top5-acc=96.25%, remaining_time=0:00:21.367296, arrival_time=2021-04-14 22:30:11.334808, cost_time=0:00:22.257601 2021-04-14 22:29:52,166 INFO : TRAIN, epoch=0102, iter=00110/00196, fetch data time cost=1.47ms, fps=1165 images/s, loss=0.7612, top1-acc=76.72%, top5-acc=96.25%, remaining_time=0:00:19.120466, arrival_time=2021-04-14 22:30:11.286654, cost_time=0:00:24.456425 2021-04-14 22:29:54,362 INFO : TRAIN, epoch=0102, iter=00120/00196, fetch data time cost=1.59ms, fps=1166 images/s, loss=0.7650, top1-acc=76.63%, top5-acc=96.22%, remaining_time=0:00:16.880284, arrival_time=2021-04-14 22:30:11.243089, cost_time=0:00:26.653048 2021-04-14 22:29:56,558 INFO : TRAIN, epoch=0102, iter=00130/00196, fetch data time cost=1.57ms, fps=1166 images/s, loss=0.7664, top1-acc=76.58%, top5-acc=96.18%, remaining_time=0:00:14.646390, arrival_time=2021-04-14 22:30:11.205219, cost_time=0:00:28.848986 2021-04-14 22:29:58,759 INFO : TRAIN, epoch=0102, iter=00140/00196, fetch data time cost=1.41ms, fps=1163 images/s, loss=0.7709, top1-acc=76.42%, top5-acc=96.18%, remaining_time=0:00:12.420016, arrival_time=2021-04-14 22:30:11.179781, cost_time=0:00:31.049980 2021-04-14 22:30:00,958 INFO : TRAIN, epoch=0102, iter=00150/00196, fetch data time cost=1.39ms, fps=1165 images/s, loss=0.7743, top1-acc=76.38%, top5-acc=96.13%, remaining_time=0:00:10.196176, arrival_time=2021-04-14 22:30:11.154310, cost_time=0:00:33.248377 2021-04-14 22:30:03,165 INFO : TRAIN, epoch=0102, iter=00160/00196, fetch data time cost=2.08ms, fps=1160 images/s, loss=0.7759, top1-acc=76.30%, top5-acc=96.11%, remaining_time=0:00:07.977420, arrival_time=2021-04-14 22:30:11.142447, cost_time=0:00:35.455260 2021-04-14 22:30:05,368 INFO : TRAIN, epoch=0102, iter=00170/00196, fetch data time cost=1.39ms, fps=1162 images/s, loss=0.7826, top1-acc=76.17%, top5-acc=96.03%, remaining_time=0:00:05.759572, arrival_time=2021-04-14 22:30:11.128152, cost_time=0:00:37.658812 2021-04-14 22:30:07,576 INFO : TRAIN, epoch=0102, iter=00180/00196, fetch data time cost=1.68ms, fps=1160 images/s, loss=0.7863, top1-acc=76.02%, top5-acc=95.98%, remaining_time=0:00:03.543648, arrival_time=2021-04-14 22:30:11.119556, cost_time=0:00:39.866062 2021-04-14 22:30:09,775 INFO : TRAIN, epoch=0102, iter=00190/00196, fetch data time cost=1.41ms, fps=1164 images/s, loss=0.7877, top1-acc=75.98%, top5-acc=95.99%, remaining_time=0:00:01.328388, arrival_time=2021-04-14 22:30:11.103859, cost_time=0:00:42.065706 2021-04-14 22:30:10,955 INFO : TRAIN, epoch=0102, iter=00196/00196, fetch data time cost=1.45ms, fps=1153 images/s, loss=0.7899, top1-acc=75.97%, top5-acc=95.96%, remaining_time=0:00:00, arrival_time=2021-04-14 22:30:10.955248, cost_time=0:00:43.245496 2021-04-14 22:30:11,765 INFO : EVAL, epoch=0102, iter=00010/00040, fetch data time cost=1.30ms, fps=3165 images/s, loss=1.3375, top1-acc=61.99%, top5-acc=88.87%, remaining_time=0:00:02.426310, arrival_time=2021-04-14 22:30:14.192185, cost_time=0:00:00.808768 2021-04-14 22:30:12,457 INFO : EVAL, epoch=0102, iter=00020/00040, fetch data time cost=1.47ms, fps=3704 images/s, loss=1.3380, top1-acc=62.29%, top5-acc=88.81%, remaining_time=0:00:01.500260, arrival_time=2021-04-14 22:30:13.957616, cost_time=0:00:01.500255 2021-04-14 22:30:13,147 INFO : EVAL, epoch=0102, iter=00030/00040, fetch data time cost=1.43ms, fps=3710 images/s, loss=1.3521, top1-acc=62.14%, top5-acc=88.52%, remaining_time=0:00:00.730190, arrival_time=2021-04-14 22:30:13.877851, cost_time=0:00:02.190557 2021-04-14 22:30:13,787 INFO : EVAL, epoch=0102, iter=00040/00040, fetch data time cost=0.11ms, fps=3628 images/s, loss=1.3448, top1-acc=62.16%, top5-acc=88.27%, remaining_time=0:00:00, arrival_time=2021-04-14 22:30:13.787412, cost_time=0:00:02.830334 2021-04-14 22:30:13,966 INFO : Epoch=0102 complete, best val top1-acc=62.64%, top5-acc=88.25% (epoch=98), remaining_time=1:15:55.831056, arrival_time=2021-04-14 23:46:09.797424, cost_time=1:19:01.783328 2021-04-14 22:30:13,967 INFO : Train start, epoch=0103, lr=0.048429 2021-04-14 22:30:16,392 INFO : TRAIN, epoch=0103, iter=00010/00196, fetch data time cost=1.53ms, fps=1056 images/s, loss=0.7336, top1-acc=78.05%, top5-acc=96.95%, remaining_time=0:00:45.098490, arrival_time=2021-04-14 22:31:01.490962, cost_time=0:00:02.424647 2021-04-14 22:30:18,594 INFO : TRAIN, epoch=0103, iter=00020/00196, fetch data time cost=1.62ms, fps=1163 images/s, loss=0.7432, top1-acc=77.54%, top5-acc=96.58%, remaining_time=0:00:40.710736, arrival_time=2021-04-14 22:30:59.304789, cost_time=0:00:04.626228 2021-04-14 22:30:20,791 INFO : TRAIN, epoch=0103, iter=00030/00196, fetch data time cost=1.35ms, fps=1165 images/s, loss=0.7580, top1-acc=77.11%, top5-acc=96.32%, remaining_time=0:00:37.758194, arrival_time=2021-04-14 22:30:58.549779, cost_time=0:00:06.823766 2021-04-14 22:30:22,997 INFO : TRAIN, epoch=0103, iter=00040/00196, fetch data time cost=1.91ms, fps=1161 images/s, loss=0.7614, top1-acc=77.05%, top5-acc=96.22%, remaining_time=0:00:35.214504, arrival_time=2021-04-14 22:30:58.211692, cost_time=0:00:09.029367 2021-04-14 22:30:25,194 INFO : TRAIN, epoch=0103, iter=00050/00196, fetch data time cost=2.07ms, fps=1165 images/s, loss=0.7698, top1-acc=76.79%, top5-acc=96.25%, remaining_time=0:00:32.782256, arrival_time=2021-04-14 22:30:57.976845, cost_time=0:00:11.226782 2021-04-14 22:30:27,405 INFO : TRAIN, epoch=0103, iter=00060/00196, fetch data time cost=1.69ms, fps=1158 images/s, loss=0.7687, top1-acc=76.86%, top5-acc=96.20%, remaining_time=0:00:30.459784, arrival_time=2021-04-14 22:30:57.865677, cost_time=0:00:13.438147 2021-04-14 22:30:29,634 INFO : TRAIN, epoch=0103, iter=00070/00196, fetch data time cost=2.21ms, fps=1149 images/s, loss=0.7678, top1-acc=76.72%, top5-acc=96.24%, remaining_time=0:00:28.199052, arrival_time=2021-04-14 22:30:57.833088, cost_time=0:00:15.666147 2021-04-14 22:30:31,848 INFO : TRAIN, epoch=0103, iter=00080/00196, fetch data time cost=2.27ms, fps=1157 images/s, loss=0.7657, top1-acc=76.78%, top5-acc=96.23%, remaining_time=0:00:25.926232, arrival_time=2021-04-14 22:30:57.774244, cost_time=0:00:17.880188 2021-04-14 22:30:34,046 INFO : TRAIN, epoch=0103, iter=00090/00196, fetch data time cost=1.86ms, fps=1165 images/s, loss=0.7665, top1-acc=76.81%, top5-acc=96.28%, remaining_time=0:00:23.648388, arrival_time=2021-04-14 22:30:57.695053, cost_time=0:00:20.078798 2021-04-14 22:30:36,251 INFO : TRAIN, epoch=0103, iter=00100/00196, fetch data time cost=1.75ms, fps=1161 images/s, loss=0.7659, top1-acc=76.81%, top5-acc=96.25%, remaining_time=0:00:21.392256, arrival_time=2021-04-14 22:30:57.643753, cost_time=0:00:22.283616 2021-04-14 22:30:38,454 INFO : TRAIN, epoch=0103, iter=00110/00196, fetch data time cost=1.69ms, fps=1162 images/s, loss=0.7699, top1-acc=76.65%, top5-acc=96.17%, remaining_time=0:00:19.144374, arrival_time=2021-04-14 22:30:57.599230, cost_time=0:00:24.487029 2021-04-14 22:30:40,657 INFO : TRAIN, epoch=0103, iter=00120/00196, fetch data time cost=1.85ms, fps=1163 images/s, loss=0.7703, top1-acc=76.70%, top5-acc=96.12%, remaining_time=0:00:16.903464, arrival_time=2021-04-14 22:30:57.560948, cost_time=0:00:26.689649 2021-04-14 22:30:42,858 INFO : TRAIN, epoch=0103, iter=00130/00196, fetch data time cost=1.60ms, fps=1164 images/s, loss=0.7725, top1-acc=76.69%, top5-acc=96.03%, remaining_time=0:00:14.667246, arrival_time=2021-04-14 22:30:57.525279, cost_time=0:00:28.890080 2021-04-14 22:30:45,060 INFO : TRAIN, epoch=0103, iter=00140/00196, fetch data time cost=1.39ms, fps=1163 images/s, loss=0.7725, top1-acc=76.68%, top5-acc=96.07%, remaining_time=0:00:12.436928, arrival_time=2021-04-14 22:30:57.497042, cost_time=0:00:31.092372 2021-04-14 22:30:47,276 INFO : TRAIN, epoch=0103, iter=00150/00196, fetch data time cost=1.67ms, fps=1155 images/s, loss=0.7742, top1-acc=76.69%, top5-acc=96.05%, remaining_time=0:00:10.214714, arrival_time=2021-04-14 22:30:57.491402, cost_time=0:00:33.308822 2021-04-14 22:30:49,472 INFO : TRAIN, epoch=0103, iter=00160/00196, fetch data time cost=1.53ms, fps=1166 images/s, loss=0.7738, top1-acc=76.71%, top5-acc=96.05%, remaining_time=0:00:07.988580, arrival_time=2021-04-14 22:30:57.461087, cost_time=0:00:35.504768 2021-04-14 22:30:51,672 INFO : TRAIN, epoch=0103, iter=00170/00196, fetch data time cost=1.62ms, fps=1164 images/s, loss=0.7768, top1-acc=76.61%, top5-acc=95.99%, remaining_time=0:00:05.766618, arrival_time=2021-04-14 22:30:57.439318, cost_time=0:00:37.704877 2021-04-14 22:30:53,876 INFO : TRAIN, epoch=0103, iter=00180/00196, fetch data time cost=1.49ms, fps=1162 images/s, loss=0.7800, top1-acc=76.60%, top5-acc=95.93%, remaining_time=0:00:03.547472, arrival_time=2021-04-14 22:30:57.424197, cost_time=0:00:39.908990 2021-04-14 22:30:56,076 INFO : TRAIN, epoch=0103, iter=00190/00196, fetch data time cost=1.35ms, fps=1164 images/s, loss=0.7829, top1-acc=76.45%, top5-acc=95.91%, remaining_time=0:00:01.329732, arrival_time=2021-04-14 22:30:57.405795, cost_time=0:00:42.108178 2021-04-14 22:30:57,271 INFO : TRAIN, epoch=0103, iter=00196/00196, fetch data time cost=4.58ms, fps=1138 images/s, loss=0.7831, top1-acc=76.42%, top5-acc=95.90%, remaining_time=0:00:00, arrival_time=2021-04-14 22:30:57.271912, cost_time=0:00:43.304169 2021-04-14 22:30:58,082 INFO : EVAL, epoch=0103, iter=00010/00040, fetch data time cost=1.58ms, fps=3168 images/s, loss=1.4627, top1-acc=60.31%, top5-acc=87.50%, remaining_time=0:00:02.424510, arrival_time=2021-04-14 22:31:00.506728, cost_time=0:00:00.808167 2021-04-14 22:30:58,772 INFO : EVAL, epoch=0103, iter=00020/00040, fetch data time cost=1.38ms, fps=3713 images/s, loss=1.4359, top1-acc=60.80%, top5-acc=88.07%, remaining_time=0:00:01.498160, arrival_time=2021-04-14 22:31:00.270320, cost_time=0:00:01.498167 2021-04-14 22:30:59,466 INFO : EVAL, epoch=0103, iter=00030/00040, fetch data time cost=1.51ms, fps=3692 images/s, loss=1.4201, top1-acc=60.90%, top5-acc=88.50%, remaining_time=0:00:00.730660, arrival_time=2021-04-14 22:31:00.196781, cost_time=0:00:02.191985 2021-04-14 22:31:00,101 INFO : EVAL, epoch=0103, iter=00040/00040, fetch data time cost=0.08ms, fps=3658 images/s, loss=1.4114, top1-acc=61.16%, top5-acc=88.50%, remaining_time=0:00:00, arrival_time=2021-04-14 22:31:00.101007, cost_time=0:00:02.826985 2021-04-14 22:31:00,287 INFO : Epoch=0103 complete, best val top1-acc=62.64%, top5-acc=88.25% (epoch=98), remaining_time=1:15:09.186038, arrival_time=2021-04-14 23:46:09.473815, cost_time=1:19:48.104726 2021-04-14 22:31:00,289 INFO : Train start, epoch=0104, lr=0.047645 2021-04-14 22:31:02,643 INFO : TRAIN, epoch=0104, iter=00010/00196, fetch data time cost=1.32ms, fps=1088 images/s, loss=0.6948, top1-acc=78.20%, top5-acc=96.84%, remaining_time=0:00:43.784400, arrival_time=2021-04-14 22:31:46.427755, cost_time=0:00:02.353996 2021-04-14 22:31:04,845 INFO : TRAIN, epoch=0104, iter=00020/00196, fetch data time cost=2.30ms, fps=1163 images/s, loss=0.7039, top1-acc=78.57%, top5-acc=96.62%, remaining_time=0:00:40.095968, arrival_time=2021-04-14 22:31:44.941691, cost_time=0:00:04.556354 2021-04-14 22:31:07,047 INFO : TRAIN, epoch=0104, iter=00030/00196, fetch data time cost=2.60ms, fps=1163 images/s, loss=0.6996, top1-acc=78.83%, top5-acc=96.64%, remaining_time=0:00:37.392828, arrival_time=2021-04-14 22:31:44.439983, cost_time=0:00:06.757744 2021-04-14 22:31:09,245 INFO : TRAIN, epoch=0104, iter=00040/00196, fetch data time cost=2.04ms, fps=1165 images/s, loss=0.7126, top1-acc=78.35%, top5-acc=96.63%, remaining_time=0:00:34.927620, arrival_time=2021-04-14 22:31:44.172772, cost_time=0:00:08.955797 2021-04-14 22:31:11,445 INFO : TRAIN, epoch=0104, iter=00050/00196, fetch data time cost=1.35ms, fps=1164 images/s, loss=0.7197, top1-acc=77.85%, top5-acc=96.62%, remaining_time=0:00:32.575812, arrival_time=2021-04-14 22:31:44.021171, cost_time=0:00:11.156077 2021-04-14 22:31:13,648 INFO : TRAIN, epoch=0104, iter=00060/00196, fetch data time cost=1.42ms, fps=1162 images/s, loss=0.7237, top1-acc=77.90%, top5-acc=96.56%, remaining_time=0:00:30.281352, arrival_time=2021-04-14 22:31:43.930143, cost_time=0:00:13.359428 2021-04-14 22:31:15,855 INFO : TRAIN, epoch=0104, iter=00070/00196, fetch data time cost=1.77ms, fps=1160 images/s, loss=0.7298, top1-acc=77.78%, top5-acc=96.47%, remaining_time=0:00:28.019250, arrival_time=2021-04-14 22:31:43.874853, cost_time=0:00:15.566234 2021-04-14 22:31:18,059 INFO : TRAIN, epoch=0104, iter=00080/00196, fetch data time cost=2.08ms, fps=1162 images/s, loss=0.7279, top1-acc=77.83%, top5-acc=96.46%, remaining_time=0:00:25.767428, arrival_time=2021-04-14 22:31:43.827321, cost_time=0:00:17.770624 2021-04-14 22:31:20,273 INFO : TRAIN, epoch=0104, iter=00090/00196, fetch data time cost=2.13ms, fps=1157 images/s, loss=0.7294, top1-acc=77.72%, top5-acc=96.47%, remaining_time=0:00:23.536346, arrival_time=2021-04-14 22:31:43.809386, cost_time=0:00:19.983686 2021-04-14 22:31:22,483 INFO : TRAIN, epoch=0104, iter=00100/00196, fetch data time cost=1.62ms, fps=1159 images/s, loss=0.7293, top1-acc=77.72%, top5-acc=96.52%, remaining_time=0:00:21.306144, arrival_time=2021-04-14 22:31:43.789267, cost_time=0:00:22.193855 2021-04-14 22:31:24,692 INFO : TRAIN, epoch=0104, iter=00110/00196, fetch data time cost=1.36ms, fps=1159 images/s, loss=0.7298, top1-acc=77.70%, top5-acc=96.53%, remaining_time=0:00:19.078412, arrival_time=2021-04-14 22:31:43.770538, cost_time=0:00:24.402635 2021-04-14 22:31:26,894 INFO : TRAIN, epoch=0104, iter=00120/00196, fetch data time cost=1.48ms, fps=1163 images/s, loss=0.7336, top1-acc=77.61%, top5-acc=96.51%, remaining_time=0:00:16.849656, arrival_time=2021-04-14 22:31:43.743752, cost_time=0:00:26.604732 2021-04-14 22:31:29,090 INFO : TRAIN, epoch=0104, iter=00130/00196, fetch data time cost=1.44ms, fps=1166 images/s, loss=0.7368, top1-acc=77.56%, top5-acc=96.46%, remaining_time=0:00:14.622036, arrival_time=2021-04-14 22:31:43.712428, cost_time=0:00:28.801025 2021-04-14 22:31:31,290 INFO : TRAIN, epoch=0104, iter=00140/00196, fetch data time cost=1.47ms, fps=1164 images/s, loss=0.7413, top1-acc=77.47%, top5-acc=96.43%, remaining_time=0:00:12.400360, arrival_time=2021-04-14 22:31:43.690603, cost_time=0:00:31.000884 2021-04-14 22:31:33,493 INFO : TRAIN, epoch=0104, iter=00150/00196, fetch data time cost=1.92ms, fps=1162 images/s, loss=0.7448, top1-acc=77.38%, top5-acc=96.38%, remaining_time=0:00:10.182560, arrival_time=2021-04-14 22:31:43.675917, cost_time=0:00:33.203927 2021-04-14 22:31:35,697 INFO : TRAIN, epoch=0104, iter=00160/00196, fetch data time cost=1.48ms, fps=1162 images/s, loss=0.7506, top1-acc=77.18%, top5-acc=96.34%, remaining_time=0:00:07.966692, arrival_time=2021-04-14 22:31:43.663613, cost_time=0:00:35.407533 2021-04-14 22:31:37,891 INFO : TRAIN, epoch=0104, iter=00170/00196, fetch data time cost=1.45ms, fps=1167 images/s, loss=0.7547, top1-acc=77.04%, top5-acc=96.29%, remaining_time=0:00:05.750862, arrival_time=2021-04-14 22:31:43.641884, cost_time=0:00:37.601758 2021-04-14 22:31:40,092 INFO : TRAIN, epoch=0104, iter=00180/00196, fetch data time cost=1.61ms, fps=1163 images/s, loss=0.7573, top1-acc=76.95%, top5-acc=96.24%, remaining_time=0:00:03.538048, arrival_time=2021-04-14 22:31:43.630469, cost_time=0:00:39.802987 2021-04-14 22:31:42,289 INFO : TRAIN, epoch=0104, iter=00190/00196, fetch data time cost=1.26ms, fps=1166 images/s, loss=0.7621, top1-acc=76.80%, top5-acc=96.18%, remaining_time=0:00:01.326324, arrival_time=2021-04-14 22:31:43.615905, cost_time=0:00:42.000305 2021-04-14 22:31:43,472 INFO : TRAIN, epoch=0104, iter=00196/00196, fetch data time cost=1.30ms, fps=1150 images/s, loss=0.7648, top1-acc=76.74%, top5-acc=96.17%, remaining_time=0:00:00, arrival_time=2021-04-14 22:31:43.472342, cost_time=0:00:43.182921 2021-04-14 22:31:44,299 INFO : EVAL, epoch=0104, iter=00010/00040, fetch data time cost=0.23ms, fps=3104 images/s, loss=1.3714, top1-acc=62.38%, top5-acc=88.24%, remaining_time=0:00:02.474340, arrival_time=2021-04-14 22:31:46.773994, cost_time=0:00:00.824776 2021-04-14 22:31:44,994 INFO : EVAL, epoch=0104, iter=00020/00040, fetch data time cost=1.34ms, fps=3689 images/s, loss=1.3644, top1-acc=62.13%, top5-acc=88.59%, remaining_time=0:00:01.519140, arrival_time=2021-04-14 22:31:46.513140, cost_time=0:00:01.519149 2021-04-14 22:31:45,689 INFO : EVAL, epoch=0104, iter=00030/00040, fetch data time cost=1.85ms, fps=3681 images/s, loss=1.3502, top1-acc=62.43%, top5-acc=88.48%, remaining_time=0:00:00.738360, arrival_time=2021-04-14 22:31:46.428282, cost_time=0:00:02.215093 2021-04-14 22:31:46,324 INFO : EVAL, epoch=0104, iter=00040/00040, fetch data time cost=0.08ms, fps=3657 images/s, loss=1.3749, top1-acc=62.28%, top5-acc=88.51%, remaining_time=0:00:00, arrival_time=2021-04-14 22:31:46.324730, cost_time=0:00:02.849934 2021-04-14 22:31:46,504 INFO : Epoch=0104 complete, best val top1-acc=62.64%, top5-acc=88.25% (epoch=98), remaining_time=1:14:22.450368, arrival_time=2021-04-14 23:46:08.954718, cost_time=1:20:34.321276 2021-04-14 22:31:46,506 INFO : Train start, epoch=0105, lr=0.046860 2021-04-14 22:31:48,908 INFO : TRAIN, epoch=0105, iter=00010/00196, fetch data time cost=2.00ms, fps=1066 images/s, loss=0.7429, top1-acc=77.89%, top5-acc=96.25%, remaining_time=0:00:44.670504, arrival_time=2021-04-14 22:32:33.578862, cost_time=0:00:02.401643 2021-04-14 22:31:51,114 INFO : TRAIN, epoch=0105, iter=00020/00196, fetch data time cost=2.12ms, fps=1161 images/s, loss=0.7334, top1-acc=78.28%, top5-acc=96.56%, remaining_time=0:00:40.546352, arrival_time=2021-04-14 22:32:31.660654, cost_time=0:00:04.607540 2021-04-14 22:31:53,313 INFO : TRAIN, epoch=0105, iter=00030/00196, fetch data time cost=1.41ms, fps=1164 images/s, loss=0.7225, top1-acc=78.46%, top5-acc=96.73%, remaining_time=0:00:37.664238, arrival_time=2021-04-14 22:32:30.977732, cost_time=0:00:06.806777 2021-04-14 22:31:55,520 INFO : TRAIN, epoch=0105, iter=00040/00196, fetch data time cost=1.41ms, fps=1160 images/s, loss=0.7143, top1-acc=78.54%, top5-acc=96.84%, remaining_time=0:00:35.153820, arrival_time=2021-04-14 22:32:30.674428, cost_time=0:00:09.013816 2021-04-14 22:31:57,724 INFO : TRAIN, epoch=0105, iter=00050/00196, fetch data time cost=1.45ms, fps=1162 images/s, loss=0.7090, top1-acc=78.65%, top5-acc=96.80%, remaining_time=0:00:32.756122, arrival_time=2021-04-14 22:32:30.480786, cost_time=0:00:11.217872 2021-04-14 22:31:59,922 INFO : TRAIN, epoch=0105, iter=00060/00196, fetch data time cost=1.39ms, fps=1165 images/s, loss=0.7134, top1-acc=78.57%, top5-acc=96.61%, remaining_time=0:00:30.407832, arrival_time=2021-04-14 22:32:30.329771, cost_time=0:00:13.415220 2021-04-14 22:32:02,121 INFO : TRAIN, epoch=0105, iter=00070/00196, fetch data time cost=1.86ms, fps=1164 images/s, loss=0.7178, top1-acc=78.40%, top5-acc=96.57%, remaining_time=0:00:28.106064, arrival_time=2021-04-14 22:32:30.227231, cost_time=0:00:15.614454 2021-04-14 22:32:04,331 INFO : TRAIN, epoch=0105, iter=00080/00196, fetch data time cost=1.47ms, fps=1158 images/s, loss=0.7196, top1-acc=78.49%, top5-acc=96.52%, remaining_time=0:00:25.846192, arrival_time=2021-04-14 22:32:30.177750, cost_time=0:00:17.824926 2021-04-14 22:32:06,539 INFO : TRAIN, epoch=0105, iter=00090/00196, fetch data time cost=2.04ms, fps=1160 images/s, loss=0.7219, top1-acc=78.47%, top5-acc=96.43%, remaining_time=0:00:23.593904, arrival_time=2021-04-14 22:32:30.133201, cost_time=0:00:20.032589 2021-04-14 22:32:08,741 INFO : TRAIN, epoch=0105, iter=00100/00196, fetch data time cost=1.97ms, fps=1163 images/s, loss=0.7255, top1-acc=78.26%, top5-acc=96.42%, remaining_time=0:00:21.344928, arrival_time=2021-04-14 22:32:30.085919, cost_time=0:00:22.234275 2021-04-14 22:32:10,945 INFO : TRAIN, epoch=0105, iter=00110/00196, fetch data time cost=2.14ms, fps=1162 images/s, loss=0.7298, top1-acc=78.07%, top5-acc=96.38%, remaining_time=0:00:19.106448, arrival_time=2021-04-14 22:32:30.051668, cost_time=0:00:24.438500 2021-04-14 22:32:13,148 INFO : TRAIN, epoch=0105, iter=00120/00196, fetch data time cost=1.77ms, fps=1162 images/s, loss=0.7307, top1-acc=78.09%, top5-acc=96.36%, remaining_time=0:00:16.872988, arrival_time=2021-04-14 22:32:30.021236, cost_time=0:00:26.641538 2021-04-14 22:32:15,352 INFO : TRAIN, epoch=0105, iter=00130/00196, fetch data time cost=1.96ms, fps=1162 images/s, loss=0.7342, top1-acc=78.07%, top5-acc=96.31%, remaining_time=0:00:14.644674, arrival_time=2021-04-14 22:32:29.996986, cost_time=0:00:28.845604 2021-04-14 22:32:17,567 INFO : TRAIN, epoch=0105, iter=00140/00196, fetch data time cost=1.58ms, fps=1156 images/s, loss=0.7363, top1-acc=77.97%, top5-acc=96.28%, remaining_time=0:00:12.424104, arrival_time=2021-04-14 22:32:29.991055, cost_time=0:00:31.060240 2021-04-14 22:32:19,767 INFO : TRAIN, epoch=0105, iter=00150/00196, fetch data time cost=1.59ms, fps=1164 images/s, loss=0.7381, top1-acc=77.88%, top5-acc=96.26%, remaining_time=0:00:10.199994, arrival_time=2021-04-14 22:32:29.967597, cost_time=0:00:33.260851 2021-04-14 22:32:21,967 INFO : TRAIN, epoch=0105, iter=00160/00196, fetch data time cost=1.40ms, fps=1164 images/s, loss=0.7435, top1-acc=77.70%, top5-acc=96.19%, remaining_time=0:00:07.978716, arrival_time=2021-04-14 22:32:29.946530, cost_time=0:00:35.461027 2021-04-14 22:32:24,175 INFO : TRAIN, epoch=0105, iter=00170/00196, fetch data time cost=1.76ms, fps=1160 images/s, loss=0.7488, top1-acc=77.53%, top5-acc=96.15%, remaining_time=0:00:05.761054, arrival_time=2021-04-14 22:32:29.936137, cost_time=0:00:37.668378 2021-04-14 22:32:26,381 INFO : TRAIN, epoch=0105, iter=00180/00196, fetch data time cost=1.88ms, fps=1161 images/s, loss=0.7526, top1-acc=77.44%, top5-acc=96.11%, remaining_time=0:00:03.544416, arrival_time=2021-04-14 22:32:29.925796, cost_time=0:00:39.874673 2021-04-14 22:32:28,587 INFO : TRAIN, epoch=0105, iter=00190/00196, fetch data time cost=1.48ms, fps=1161 images/s, loss=0.7577, top1-acc=77.28%, top5-acc=96.10%, remaining_time=0:00:01.328856, arrival_time=2021-04-14 22:32:29.916053, cost_time=0:00:42.080486 2021-04-14 22:32:29,767 INFO : TRAIN, epoch=0105, iter=00196/00196, fetch data time cost=1.93ms, fps=1153 images/s, loss=0.7602, top1-acc=77.22%, top5-acc=96.08%, remaining_time=0:00:00, arrival_time=2021-04-14 22:32:29.767800, cost_time=0:00:43.261112 2021-04-14 22:32:30,577 INFO : EVAL, epoch=0105, iter=00010/00040, fetch data time cost=2.07ms, fps=3171 images/s, loss=1.3511, top1-acc=62.19%, top5-acc=88.01%, remaining_time=0:00:02.421600, arrival_time=2021-04-14 22:32:32.998613, cost_time=0:00:00.807198 2021-04-14 22:32:31,269 INFO : EVAL, epoch=0105, iter=00020/00040, fetch data time cost=1.41ms, fps=3702 images/s, loss=1.3725, top1-acc=62.30%, top5-acc=87.70%, remaining_time=0:00:01.499340, arrival_time=2021-04-14 22:32:32.768432, cost_time=0:00:01.499346 2021-04-14 22:32:31,963 INFO : EVAL, epoch=0105, iter=00030/00040, fetch data time cost=1.46ms, fps=3691 images/s, loss=1.4065, top1-acc=61.60%, top5-acc=87.42%, remaining_time=0:00:00.731080, arrival_time=2021-04-14 22:32:32.694145, cost_time=0:00:02.193231 2021-04-14 22:32:32,596 INFO : EVAL, epoch=0105, iter=00040/00040, fetch data time cost=0.08ms, fps=3667 images/s, loss=1.4366, top1-acc=61.58%, top5-acc=87.16%, remaining_time=0:00:00, arrival_time=2021-04-14 22:32:32.596137, cost_time=0:00:02.826411 2021-04-14 22:32:32,772 INFO : Epoch=0105 complete, best val top1-acc=62.64%, top5-acc=88.25% (epoch=98), remaining_time=1:13:35.771760, arrival_time=2021-04-14 23:46:08.544634, cost_time=1:21:20.589829 2021-04-14 22:32:32,774 INFO : Train start, epoch=0106, lr=0.046077 2021-04-14 22:32:35,138 INFO : TRAIN, epoch=0106, iter=00010/00196, fetch data time cost=1.62ms, fps=1083 images/s, loss=0.7422, top1-acc=77.30%, top5-acc=96.72%, remaining_time=0:00:43.965378, arrival_time=2021-04-14 22:33:19.103919, cost_time=0:00:02.363731 2021-04-14 22:32:37,340 INFO : TRAIN, epoch=0106, iter=00020/00196, fetch data time cost=1.58ms, fps=1163 images/s, loss=0.7194, top1-acc=78.28%, top5-acc=96.97%, remaining_time=0:00:40.177808, arrival_time=2021-04-14 22:33:17.518366, cost_time=0:00:04.565658 2021-04-14 22:32:39,544 INFO : TRAIN, epoch=0106, iter=00030/00196, fetch data time cost=1.65ms, fps=1162 images/s, loss=0.7130, top1-acc=78.76%, top5-acc=96.78%, remaining_time=0:00:37.458232, arrival_time=2021-04-14 22:33:17.002659, cost_time=0:00:06.769562 2021-04-14 22:32:41,749 INFO : TRAIN, epoch=0106, iter=00040/00196, fetch data time cost=1.59ms, fps=1161 images/s, loss=0.7232, top1-acc=78.43%, top5-acc=96.58%, remaining_time=0:00:35.002656, arrival_time=2021-04-14 22:33:16.752517, cost_time=0:00:08.975030 2021-04-14 22:32:43,956 INFO : TRAIN, epoch=0106, iter=00050/00196, fetch data time cost=1.98ms, fps=1161 images/s, loss=0.7260, top1-acc=78.29%, top5-acc=96.59%, remaining_time=0:00:32.649104, arrival_time=2021-04-14 22:33:16.605137, cost_time=0:00:11.181222 2021-04-14 22:32:46,169 INFO : TRAIN, epoch=0106, iter=00060/00196, fetch data time cost=1.41ms, fps=1157 images/s, loss=0.7194, top1-acc=78.52%, top5-acc=96.59%, remaining_time=0:00:30.361320, arrival_time=2021-04-14 22:33:16.530856, cost_time=0:00:13.394728 2021-04-14 22:32:48,378 INFO : TRAIN, epoch=0106, iter=00070/00196, fetch data time cost=1.42ms, fps=1159 images/s, loss=0.7261, top1-acc=78.12%, top5-acc=96.52%, remaining_time=0:00:28.085778, arrival_time=2021-04-14 22:33:16.463905, cost_time=0:00:15.603234 2021-04-14 22:32:50,584 INFO : TRAIN, epoch=0106, iter=00080/00196, fetch data time cost=1.82ms, fps=1161 images/s, loss=0.7279, top1-acc=78.06%, top5-acc=96.44%, remaining_time=0:00:25.823920, arrival_time=2021-04-14 22:33:16.408367, cost_time=0:00:17.809628 2021-04-14 22:32:52,793 INFO : TRAIN, epoch=0106, iter=00090/00196, fetch data time cost=1.85ms, fps=1159 images/s, loss=0.7323, top1-acc=77.89%, top5-acc=96.41%, remaining_time=0:00:23.577580, arrival_time=2021-04-14 22:33:16.371056, cost_time=0:00:20.018719 2021-04-14 22:32:55,006 INFO : TRAIN, epoch=0106, iter=00100/00196, fetch data time cost=1.49ms, fps=1157 images/s, loss=0.7351, top1-acc=77.86%, top5-acc=96.35%, remaining_time=0:00:21.342144, arrival_time=2021-04-14 22:33:16.348339, cost_time=0:00:22.231385 2021-04-14 22:32:57,206 INFO : TRAIN, epoch=0106, iter=00110/00196, fetch data time cost=1.57ms, fps=1164 images/s, loss=0.7391, top1-acc=77.73%, top5-acc=96.30%, remaining_time=0:00:19.101030, arrival_time=2021-04-14 22:33:16.307353, cost_time=0:00:24.431567 2021-04-14 22:32:59,413 INFO : TRAIN, epoch=0106, iter=00120/00196, fetch data time cost=1.57ms, fps=1160 images/s, loss=0.7414, top1-acc=77.54%, top5-acc=96.30%, remaining_time=0:00:16.871088, arrival_time=2021-04-14 22:33:16.284624, cost_time=0:00:26.638595 2021-04-14 22:33:01,613 INFO : TRAIN, epoch=0106, iter=00130/00196, fetch data time cost=1.47ms, fps=1164 images/s, loss=0.7450, top1-acc=77.41%, top5-acc=96.31%, remaining_time=0:00:14.641374, arrival_time=2021-04-14 22:33:16.255145, cost_time=0:00:28.839027 2021-04-14 22:33:03,815 INFO : TRAIN, epoch=0106, iter=00140/00196, fetch data time cost=1.58ms, fps=1163 images/s, loss=0.7449, top1-acc=77.42%, top5-acc=96.27%, remaining_time=0:00:12.416320, arrival_time=2021-04-14 22:33:16.231888, cost_time=0:00:31.040838 2021-04-14 22:33:06,015 INFO : TRAIN, epoch=0106, iter=00150/00196, fetch data time cost=1.45ms, fps=1164 images/s, loss=0.7477, top1-acc=77.33%, top5-acc=96.24%, remaining_time=0:00:10.193922, arrival_time=2021-04-14 22:33:16.209780, cost_time=0:00:33.241069 2021-04-14 22:33:08,219 INFO : TRAIN, epoch=0106, iter=00160/00196, fetch data time cost=1.41ms, fps=1162 images/s, loss=0.7487, top1-acc=77.23%, top5-acc=96.24%, remaining_time=0:00:07.974936, arrival_time=2021-04-14 22:33:16.193851, cost_time=0:00:35.444097 2021-04-14 22:33:10,429 INFO : TRAIN, epoch=0106, iter=00170/00196, fetch data time cost=1.38ms, fps=1158 images/s, loss=0.7511, top1-acc=77.16%, top5-acc=96.23%, remaining_time=0:00:05.758974, arrival_time=2021-04-14 22:33:16.188613, cost_time=0:00:37.654823 2021-04-14 22:33:12,633 INFO : TRAIN, epoch=0106, iter=00180/00196, fetch data time cost=1.80ms, fps=1162 images/s, loss=0.7541, top1-acc=77.08%, top5-acc=96.21%, remaining_time=0:00:03.542992, arrival_time=2021-04-14 22:33:16.176510, cost_time=0:00:39.858693 2021-04-14 22:33:14,838 INFO : TRAIN, epoch=0106, iter=00190/00196, fetch data time cost=1.44ms, fps=1161 images/s, loss=0.7545, top1-acc=77.01%, top5-acc=96.23%, remaining_time=0:00:01.328328, arrival_time=2021-04-14 22:33:16.166861, cost_time=0:00:42.063722 2021-04-14 22:33:16,018 INFO : TRAIN, epoch=0106, iter=00196/00196, fetch data time cost=1.40ms, fps=1153 images/s, loss=0.7545, top1-acc=77.04%, top5-acc=96.21%, remaining_time=0:00:00, arrival_time=2021-04-14 22:33:16.018836, cost_time=0:00:43.244004 2021-04-14 22:33:16,830 INFO : EVAL, epoch=0106, iter=00010/00040, fetch data time cost=0.31ms, fps=3164 images/s, loss=1.2824, top1-acc=63.40%, top5-acc=89.26%, remaining_time=0:00:02.427630, arrival_time=2021-04-14 22:33:19.257798, cost_time=0:00:00.809207 2021-04-14 22:33:17,519 INFO : EVAL, epoch=0106, iter=00020/00040, fetch data time cost=1.43ms, fps=3718 images/s, loss=1.2707, top1-acc=63.98%, top5-acc=89.39%, remaining_time=0:00:01.498060, arrival_time=2021-04-14 22:33:19.017080, cost_time=0:00:01.498054 2021-04-14 22:33:18,212 INFO : EVAL, epoch=0106, iter=00030/00040, fetch data time cost=1.40ms, fps=3697 images/s, loss=1.2789, top1-acc=64.10%, top5-acc=89.24%, remaining_time=0:00:00.730290, arrival_time=2021-04-14 22:33:18.942236, cost_time=0:00:02.190881 2021-04-14 22:33:18,844 INFO : EVAL, epoch=0106, iter=00040/00040, fetch data time cost=0.09ms, fps=3671 images/s, loss=1.2710, top1-acc=63.99%, top5-acc=89.09%, remaining_time=0:00:00, arrival_time=2021-04-14 22:33:18.844424, cost_time=0:00:02.823491 2021-04-14 22:33:19,201 INFO : Epoch=0106 complete, best val top1-acc=63.99%, top5-acc=89.09% (epoch=106), remaining_time=1:12:49.242294, arrival_time=2021-04-14 23:46:08.443286, cost_time=1:22:07.017934 2021-04-14 22:33:19,202 INFO : Train start, epoch=0107, lr=0.045295 2021-04-14 22:33:21,631 INFO : TRAIN, epoch=0107, iter=00010/00196, fetch data time cost=1.44ms, fps=1054 images/s, loss=0.6840, top1-acc=79.80%, top5-acc=96.60%, remaining_time=0:00:45.169728, arrival_time=2021-04-14 22:34:06.800802, cost_time=0:00:02.428478 2021-04-14 22:33:23,830 INFO : TRAIN, epoch=0107, iter=00020/00196, fetch data time cost=1.75ms, fps=1164 images/s, loss=0.6926, top1-acc=79.45%, top5-acc=96.80%, remaining_time=0:00:40.728160, arrival_time=2021-04-14 22:34:04.558949, cost_time=0:00:04.628197 2021-04-14 22:33:26,033 INFO : TRAIN, epoch=0107, iter=00030/00196, fetch data time cost=1.48ms, fps=1162 images/s, loss=0.6908, top1-acc=79.27%, top5-acc=96.87%, remaining_time=0:00:37.798034, arrival_time=2021-04-14 22:34:03.831603, cost_time=0:00:06.830965 2021-04-14 22:33:28,243 INFO : TRAIN, epoch=0107, iter=00040/00196, fetch data time cost=1.74ms, fps=1159 images/s, loss=0.7023, top1-acc=78.60%, top5-acc=96.91%, remaining_time=0:00:35.258652, arrival_time=2021-04-14 22:34:03.501927, cost_time=0:00:09.040668 2021-04-14 22:33:30,451 INFO : TRAIN, epoch=0107, iter=00050/00196, fetch data time cost=1.69ms, fps=1160 images/s, loss=0.7092, top1-acc=78.49%, top5-acc=96.86%, remaining_time=0:00:32.846788, arrival_time=2021-04-14 22:34:03.298278, cost_time=0:00:11.248890 2021-04-14 22:33:32,672 INFO : TRAIN, epoch=0107, iter=00060/00196, fetch data time cost=2.14ms, fps=1153 images/s, loss=0.7150, top1-acc=78.42%, top5-acc=96.72%, remaining_time=0:00:30.532000, arrival_time=2021-04-14 22:34:03.204524, cost_time=0:00:13.470006 2021-04-14 22:33:34,885 INFO : TRAIN, epoch=0107, iter=00070/00196, fetch data time cost=1.53ms, fps=1157 images/s, loss=0.7152, top1-acc=78.33%, top5-acc=96.82%, remaining_time=0:00:28.229544, arrival_time=2021-04-14 22:34:03.115272, cost_time=0:00:15.683046 2021-04-14 22:33:37,094 INFO : TRAIN, epoch=0107, iter=00080/00196, fetch data time cost=1.33ms, fps=1160 images/s, loss=0.7159, top1-acc=78.39%, top5-acc=96.80%, remaining_time=0:00:25.942704, arrival_time=2021-04-14 22:34:03.036827, cost_time=0:00:17.891490 2021-04-14 22:33:39,291 INFO : TRAIN, epoch=0107, iter=00090/00196, fetch data time cost=1.56ms, fps=1165 images/s, loss=0.7221, top1-acc=78.24%, top5-acc=96.73%, remaining_time=0:00:23.660578, arrival_time=2021-04-14 22:34:02.952264, cost_time=0:00:20.089182 2021-04-14 22:33:41,501 INFO : TRAIN, epoch=0107, iter=00100/00196, fetch data time cost=2.02ms, fps=1159 images/s, loss=0.7255, top1-acc=78.10%, top5-acc=96.68%, remaining_time=0:00:21.407040, arrival_time=2021-04-14 22:34:02.908620, cost_time=0:00:22.298979 2021-04-14 22:33:43,702 INFO : TRAIN, epoch=0107, iter=00110/00196, fetch data time cost=1.42ms, fps=1164 images/s, loss=0.7306, top1-acc=78.01%, top5-acc=96.60%, remaining_time=0:00:19.154350, arrival_time=2021-04-14 22:34:02.856631, cost_time=0:00:24.499772 2021-04-14 22:33:45,906 INFO : TRAIN, epoch=0107, iter=00120/00196, fetch data time cost=1.43ms, fps=1162 images/s, loss=0.7320, top1-acc=77.97%, top5-acc=96.61%, remaining_time=0:00:16.912128, arrival_time=2021-04-14 22:34:02.818122, cost_time=0:00:26.703408 2021-04-14 22:33:48,105 INFO : TRAIN, epoch=0107, iter=00130/00196, fetch data time cost=1.42ms, fps=1164 images/s, loss=0.7335, top1-acc=77.96%, top5-acc=96.57%, remaining_time=0:00:14.674044, arrival_time=2021-04-14 22:34:02.779943, cost_time=0:00:28.903373 2021-04-14 22:33:50,310 INFO : TRAIN, epoch=0107, iter=00140/00196, fetch data time cost=1.35ms, fps=1161 images/s, loss=0.7377, top1-acc=77.88%, top5-acc=96.50%, remaining_time=0:00:12.443200, arrival_time=2021-04-14 22:34:02.753753, cost_time=0:00:31.108046 2021-04-14 22:33:52,513 INFO : TRAIN, epoch=0107, iter=00150/00196, fetch data time cost=1.38ms, fps=1163 images/s, loss=0.7367, top1-acc=77.92%, top5-acc=96.50%, remaining_time=0:00:10.215174, arrival_time=2021-04-14 22:34:02.728207, cost_time=0:00:33.310382 2021-04-14 22:33:54,716 INFO : TRAIN, epoch=0107, iter=00160/00196, fetch data time cost=1.45ms, fps=1162 images/s, loss=0.7368, top1-acc=77.89%, top5-acc=96.51%, remaining_time=0:00:07.990668, arrival_time=2021-04-14 22:34:02.707303, cost_time=0:00:35.514120 2021-04-14 22:33:56,928 INFO : TRAIN, epoch=0107, iter=00170/00196, fetch data time cost=1.71ms, fps=1158 images/s, loss=0.7355, top1-acc=77.86%, top5-acc=96.51%, remaining_time=0:00:05.769816, arrival_time=2021-04-14 22:34:02.698079, cost_time=0:00:37.725751 2021-04-14 22:33:59,133 INFO : TRAIN, epoch=0107, iter=00180/00196, fetch data time cost=1.37ms, fps=1161 images/s, loss=0.7382, top1-acc=77.78%, top5-acc=96.48%, remaining_time=0:00:03.549392, arrival_time=2021-04-14 22:34:02.682622, cost_time=0:00:39.930649 2021-04-14 22:34:01,349 INFO : TRAIN, epoch=0107, iter=00190/00196, fetch data time cost=1.26ms, fps=1156 images/s, loss=0.7401, top1-acc=77.78%, top5-acc=96.45%, remaining_time=0:00:01.330944, arrival_time=2021-04-14 22:34:02.680022, cost_time=0:00:42.146559 2021-04-14 22:34:02,529 INFO : TRAIN, epoch=0107, iter=00196/00196, fetch data time cost=1.28ms, fps=1152 images/s, loss=0.7414, top1-acc=77.73%, top5-acc=96.45%, remaining_time=0:00:00, arrival_time=2021-04-14 22:34:02.529950, cost_time=0:00:43.327451 2021-04-14 22:34:03,347 INFO : EVAL, epoch=0107, iter=00010/00040, fetch data time cost=0.40ms, fps=3141 images/s, loss=1.2669, top1-acc=64.84%, top5-acc=89.49%, remaining_time=0:00:02.445270, arrival_time=2021-04-14 22:34:05.792238, cost_time=0:00:00.815093 2021-04-14 22:34:04,041 INFO : EVAL, epoch=0107, iter=00020/00040, fetch data time cost=1.32ms, fps=3690 images/s, loss=1.3213, top1-acc=63.73%, top5-acc=89.10%, remaining_time=0:00:01.509380, arrival_time=2021-04-14 22:34:05.550592, cost_time=0:00:01.509382 2021-04-14 22:34:04,731 INFO : EVAL, epoch=0107, iter=00030/00040, fetch data time cost=1.36ms, fps=3711 images/s, loss=1.3095, top1-acc=63.84%, top5-acc=89.30%, remaining_time=0:00:00.733180, arrival_time=2021-04-14 22:34:05.464545, cost_time=0:00:02.199541 2021-04-14 22:34:05,363 INFO : EVAL, epoch=0107, iter=00040/00040, fetch data time cost=0.05ms, fps=3674 images/s, loss=1.3083, top1-acc=63.90%, top5-acc=89.29%, remaining_time=0:00:00, arrival_time=2021-04-14 22:34:05.363158, cost_time=0:00:02.831357 2021-04-14 22:34:05,552 INFO : Epoch=0107 complete, best val top1-acc=63.99%, top5-acc=89.09% (epoch=106), remaining_time=1:12:02.647812, arrival_time=2021-04-14 23:46:08.199797, cost_time=1:22:53.368940 2021-04-14 22:34:05,553 INFO : Train start, epoch=0108, lr=0.044513 2021-04-14 22:34:07,918 INFO : TRAIN, epoch=0108, iter=00010/00196, fetch data time cost=1.64ms, fps=1082 images/s, loss=0.7146, top1-acc=78.98%, top5-acc=97.03%, remaining_time=0:00:43.987140, arrival_time=2021-04-14 22:34:51.905414, cost_time=0:00:02.364903 2021-04-14 22:34:10,124 INFO : TRAIN, epoch=0108, iter=00020/00196, fetch data time cost=1.66ms, fps=1160 images/s, loss=0.7092, top1-acc=78.89%, top5-acc=96.93%, remaining_time=0:00:40.227264, arrival_time=2021-04-14 22:34:50.351981, cost_time=0:00:04.571287 2021-04-14 22:34:12,322 INFO : TRAIN, epoch=0108, iter=00030/00196, fetch data time cost=1.60ms, fps=1165 images/s, loss=0.7016, top1-acc=79.13%, top5-acc=96.89%, remaining_time=0:00:37.457900, arrival_time=2021-04-14 22:34:49.780756, cost_time=0:00:06.769502 2021-04-14 22:34:14,522 INFO : TRAIN, epoch=0108, iter=00040/00196, fetch data time cost=1.35ms, fps=1164 images/s, loss=0.6975, top1-acc=79.20%, top5-acc=96.87%, remaining_time=0:00:34.980036, arrival_time=2021-04-14 22:34:49.502628, cost_time=0:00:08.969249 2021-04-14 22:34:16,726 INFO : TRAIN, epoch=0108, iter=00050/00196, fetch data time cost=1.41ms, fps=1162 images/s, loss=0.7047, top1-acc=78.95%, top5-acc=96.80%, remaining_time=0:00:32.624576, arrival_time=2021-04-14 22:34:49.350783, cost_time=0:00:11.172823 2021-04-14 22:34:18,926 INFO : TRAIN, epoch=0108, iter=00060/00196, fetch data time cost=1.96ms, fps=1164 images/s, loss=0.7053, top1-acc=78.97%, top5-acc=96.81%, remaining_time=0:00:30.311272, arrival_time=2021-04-14 22:34:49.237304, cost_time=0:00:13.372605 2021-04-14 22:34:21,130 INFO : TRAIN, epoch=0108, iter=00070/00196, fetch data time cost=1.44ms, fps=1161 images/s, loss=0.7008, top1-acc=79.15%, top5-acc=96.82%, remaining_time=0:00:28.039032, arrival_time=2021-04-14 22:34:49.169676, cost_time=0:00:15.577273 2021-04-14 22:34:23,330 INFO : TRAIN, epoch=0108, iter=00080/00196, fetch data time cost=1.63ms, fps=1164 images/s, loss=0.7044, top1-acc=79.09%, top5-acc=96.81%, remaining_time=0:00:25.776360, arrival_time=2021-04-14 22:34:49.106523, cost_time=0:00:17.776766 2021-04-14 22:34:25,538 INFO : TRAIN, epoch=0108, iter=00090/00196, fetch data time cost=1.48ms, fps=1160 images/s, loss=0.7065, top1-acc=78.95%, top5-acc=96.84%, remaining_time=0:00:23.537724, arrival_time=2021-04-14 22:34:49.075992, cost_time=0:00:19.984892 2021-04-14 22:34:27,741 INFO : TRAIN, epoch=0108, iter=00100/00196, fetch data time cost=2.38ms, fps=1162 images/s, loss=0.7070, top1-acc=78.86%, top5-acc=96.86%, remaining_time=0:00:21.300672, arrival_time=2021-04-14 22:34:49.042202, cost_time=0:00:22.188175 2021-04-14 22:34:29,952 INFO : TRAIN, epoch=0108, iter=00110/00196, fetch data time cost=1.39ms, fps=1158 images/s, loss=0.7076, top1-acc=78.74%, top5-acc=96.86%, remaining_time=0:00:19.075402, arrival_time=2021-04-14 22:34:49.027632, cost_time=0:00:24.398789 2021-04-14 22:34:32,167 INFO : TRAIN, epoch=0108, iter=00120/00196, fetch data time cost=1.42ms, fps=1156 images/s, loss=0.7117, top1-acc=78.61%, top5-acc=96.78%, remaining_time=0:00:16.855356, arrival_time=2021-04-14 22:34:49.022487, cost_time=0:00:26.613689 2021-04-14 22:34:34,375 INFO : TRAIN, epoch=0108, iter=00130/00196, fetch data time cost=1.57ms, fps=1160 images/s, loss=0.7156, top1-acc=78.43%, top5-acc=96.69%, remaining_time=0:00:14.632794, arrival_time=2021-04-14 22:34:49.008447, cost_time=0:00:28.822142 2021-04-14 22:34:36,575 INFO : TRAIN, epoch=0108, iter=00140/00196, fetch data time cost=1.40ms, fps=1164 images/s, loss=0.7167, top1-acc=78.40%, top5-acc=96.71%, remaining_time=0:00:12.408816, arrival_time=2021-04-14 22:34:48.984502, cost_time=0:00:31.022042 2021-04-14 22:34:38,788 INFO : TRAIN, epoch=0108, iter=00150/00196, fetch data time cost=1.42ms, fps=1158 images/s, loss=0.7232, top1-acc=78.23%, top5-acc=96.62%, remaining_time=0:00:10.191852, arrival_time=2021-04-14 22:34:48.979763, cost_time=0:00:33.234288 2021-04-14 22:34:40,993 INFO : TRAIN, epoch=0108, iter=00160/00196, fetch data time cost=1.46ms, fps=1161 images/s, loss=0.7267, top1-acc=78.14%, top5-acc=96.59%, remaining_time=0:00:07.973964, arrival_time=2021-04-14 22:34:48.967262, cost_time=0:00:35.439894 2021-04-14 22:34:43,203 INFO : TRAIN, epoch=0108, iter=00170/00196, fetch data time cost=1.64ms, fps=1159 images/s, loss=0.7290, top1-acc=78.06%, top5-acc=96.55%, remaining_time=0:00:05.758194, arrival_time=2021-04-14 22:34:48.961298, cost_time=0:00:37.649663 2021-04-14 22:34:45,411 INFO : TRAIN, epoch=0108, iter=00180/00196, fetch data time cost=1.98ms, fps=1160 images/s, loss=0.7336, top1-acc=77.90%, top5-acc=96.51%, remaining_time=0:00:03.542912, arrival_time=2021-04-14 22:34:48.954165, cost_time=0:00:39.857814 2021-04-14 22:34:47,608 INFO : TRAIN, epoch=0108, iter=00190/00196, fetch data time cost=1.37ms, fps=1165 images/s, loss=0.7345, top1-acc=77.83%, top5-acc=96.53%, remaining_time=0:00:01.328058, arrival_time=2021-04-14 22:34:48.936665, cost_time=0:00:42.055178 2021-04-14 22:34:48,791 INFO : TRAIN, epoch=0108, iter=00196/00196, fetch data time cost=1.27ms, fps=1151 images/s, loss=0.7367, top1-acc=77.76%, top5-acc=96.50%, remaining_time=0:00:00, arrival_time=2021-04-14 22:34:48.790987, cost_time=0:00:43.237635 2021-04-14 22:34:49,645 INFO : EVAL, epoch=0108, iter=00010/00040, fetch data time cost=0.22ms, fps=3003 images/s, loss=1.3713, top1-acc=62.54%, top5-acc=88.44%, remaining_time=0:00:02.557320, arrival_time=2021-04-14 22:34:52.202754, cost_time=0:00:00.852444 2021-04-14 22:34:50,338 INFO : EVAL, epoch=0108, iter=00020/00040, fetch data time cost=1.46ms, fps=3695 images/s, loss=1.3808, top1-acc=62.13%, top5-acc=88.16%, remaining_time=0:00:01.545920, arrival_time=2021-04-14 22:34:51.884766, cost_time=0:00:01.545912 2021-04-14 22:34:51,033 INFO : EVAL, epoch=0108, iter=00030/00040, fetch data time cost=1.39ms, fps=3688 images/s, loss=1.3776, top1-acc=62.41%, top5-acc=87.98%, remaining_time=0:00:00.746890, arrival_time=2021-04-14 22:34:51.780427, cost_time=0:00:02.240675 2021-04-14 22:34:51,664 INFO : EVAL, epoch=0108, iter=00040/00040, fetch data time cost=0.11ms, fps=3681 images/s, loss=1.3730, top1-acc=62.23%, top5-acc=88.03%, remaining_time=0:00:00, arrival_time=2021-04-14 22:34:51.664170, cost_time=0:00:02.871338 2021-04-14 22:34:51,862 INFO : Epoch=0108 complete, best val top1-acc=63.99%, top5-acc=89.09% (epoch=106), remaining_time=1:11:16.023288, arrival_time=2021-04-14 23:46:07.885847, cost_time=1:23:39.679484 2021-04-14 22:34:51,864 INFO : Train start, epoch=0109, lr=0.043733 2021-04-14 22:34:54,306 INFO : TRAIN, epoch=0109, iter=00010/00196, fetch data time cost=1.50ms, fps=1048 images/s, loss=0.6915, top1-acc=78.48%, top5-acc=96.91%, remaining_time=0:00:45.416736, arrival_time=2021-04-14 22:35:39.723516, cost_time=0:00:02.441756 2021-04-14 22:34:56,515 INFO : TRAIN, epoch=0109, iter=00020/00196, fetch data time cost=1.99ms, fps=1159 images/s, loss=0.6761, top1-acc=79.80%, top5-acc=97.11%, remaining_time=0:00:40.926512, arrival_time=2021-04-14 22:35:37.442095, cost_time=0:00:04.650732 2021-04-14 22:34:58,716 INFO : TRAIN, epoch=0109, iter=00030/00196, fetch data time cost=1.42ms, fps=1163 images/s, loss=0.6757, top1-acc=79.67%, top5-acc=97.23%, remaining_time=0:00:37.912574, arrival_time=2021-04-14 22:35:36.629114, cost_time=0:00:06.851679 2021-04-14 22:35:00,918 INFO : TRAIN, epoch=0109, iter=00040/00196, fetch data time cost=2.04ms, fps=1163 images/s, loss=0.6824, top1-acc=79.46%, top5-acc=97.04%, remaining_time=0:00:35.309820, arrival_time=2021-04-14 22:35:36.228557, cost_time=0:00:09.053817 2021-04-14 22:35:03,121 INFO : TRAIN, epoch=0109, iter=00050/00196, fetch data time cost=1.40ms, fps=1162 images/s, loss=0.6813, top1-acc=79.26%, top5-acc=97.09%, remaining_time=0:00:32.870440, arrival_time=2021-04-14 22:35:35.992348, cost_time=0:00:11.257012 2021-04-14 22:35:05,318 INFO : TRAIN, epoch=0109, iter=00060/00196, fetch data time cost=1.41ms, fps=1166 images/s, loss=0.6835, top1-acc=79.30%, top5-acc=96.99%, remaining_time=0:00:30.493920, arrival_time=2021-04-14 22:35:35.811976, cost_time=0:00:13.453181 2021-04-14 22:35:07,526 INFO : TRAIN, epoch=0109, iter=00070/00196, fetch data time cost=1.99ms, fps=1160 images/s, loss=0.6882, top1-acc=79.12%, top5-acc=96.92%, remaining_time=0:00:28.190232, arrival_time=2021-04-14 22:35:35.716403, cost_time=0:00:15.661269 2021-04-14 22:35:09,723 INFO : TRAIN, epoch=0109, iter=00080/00196, fetch data time cost=1.64ms, fps=1165 images/s, loss=0.6932, top1-acc=78.96%, top5-acc=96.96%, remaining_time=0:00:25.895376, arrival_time=2021-04-14 22:35:35.619120, cost_time=0:00:17.858880 2021-04-14 22:35:11,920 INFO : TRAIN, epoch=0109, iter=00090/00196, fetch data time cost=1.55ms, fps=1166 images/s, loss=0.6961, top1-acc=78.96%, top5-acc=96.87%, remaining_time=0:00:23.621146, arrival_time=2021-04-14 22:35:35.541689, cost_time=0:00:20.055699 2021-04-14 22:35:14,116 INFO : TRAIN, epoch=0109, iter=00100/00196, fetch data time cost=1.56ms, fps=1166 images/s, loss=0.6955, top1-acc=79.02%, top5-acc=96.86%, remaining_time=0:00:21.361824, arrival_time=2021-04-14 22:35:35.478611, cost_time=0:00:22.251943 2021-04-14 22:35:16,322 INFO : TRAIN, epoch=0109, iter=00110/00196, fetch data time cost=1.34ms, fps=1161 images/s, loss=0.6965, top1-acc=78.98%, top5-acc=96.85%, remaining_time=0:00:19.121584, arrival_time=2021-04-14 22:35:35.444279, cost_time=0:00:24.457864 2021-04-14 22:35:18,530 INFO : TRAIN, epoch=0109, iter=00120/00196, fetch data time cost=1.91ms, fps=1160 images/s, loss=0.6947, top1-acc=79.01%, top5-acc=96.87%, remaining_time=0:00:16.887884, arrival_time=2021-04-14 22:35:35.417909, cost_time=0:00:26.665091 2021-04-14 22:35:20,729 INFO : TRAIN, epoch=0109, iter=00130/00196, fetch data time cost=1.44ms, fps=1164 images/s, loss=0.6983, top1-acc=78.91%, top5-acc=96.83%, remaining_time=0:00:14.654244, arrival_time=2021-04-14 22:35:35.383528, cost_time=0:00:28.864445 2021-04-14 22:35:22,931 INFO : TRAIN, epoch=0109, iter=00140/00196, fetch data time cost=1.75ms, fps=1163 images/s, loss=0.6984, top1-acc=78.93%, top5-acc=96.82%, remaining_time=0:00:12.426792, arrival_time=2021-04-14 22:35:35.358638, cost_time=0:00:31.066962 2021-04-14 22:35:25,131 INFO : TRAIN, epoch=0109, iter=00150/00196, fetch data time cost=1.39ms, fps=1164 images/s, loss=0.7014, top1-acc=78.78%, top5-acc=96.80%, remaining_time=0:00:10.201650, arrival_time=2021-04-14 22:35:35.332748, cost_time=0:00:33.266266 2021-04-14 22:35:27,328 INFO : TRAIN, epoch=0109, iter=00160/00196, fetch data time cost=1.93ms, fps=1165 images/s, loss=0.7035, top1-acc=78.77%, top5-acc=96.77%, remaining_time=0:00:07.979364, arrival_time=2021-04-14 22:35:35.308160, cost_time=0:00:35.463881 2021-04-14 22:35:29,528 INFO : TRAIN, epoch=0109, iter=00170/00196, fetch data time cost=1.40ms, fps=1164 images/s, loss=0.7079, top1-acc=78.64%, top5-acc=96.71%, remaining_time=0:00:05.760222, arrival_time=2021-04-14 22:35:35.288114, cost_time=0:00:37.663041 2021-04-14 22:35:31,728 INFO : TRAIN, epoch=0109, iter=00180/00196, fetch data time cost=1.38ms, fps=1164 images/s, loss=0.7109, top1-acc=78.54%, top5-acc=96.68%, remaining_time=0:00:03.543408, arrival_time=2021-04-14 22:35:35.271636, cost_time=0:00:39.863392 2021-04-14 22:35:33,923 INFO : TRAIN, epoch=0109, iter=00190/00196, fetch data time cost=1.21ms, fps=1167 images/s, loss=0.7128, top1-acc=78.44%, top5-acc=96.67%, remaining_time=0:00:01.328160, arrival_time=2021-04-14 22:35:35.251338, cost_time=0:00:42.058305 2021-04-14 22:35:35,120 INFO : TRAIN, epoch=0109, iter=00196/00196, fetch data time cost=1.71ms, fps=1136 images/s, loss=0.7169, top1-acc=78.37%, top5-acc=96.61%, remaining_time=0:00:00, arrival_time=2021-04-14 22:35:35.120666, cost_time=0:00:43.255833 2021-04-14 22:35:35,933 INFO : EVAL, epoch=0109, iter=00010/00040, fetch data time cost=2.58ms, fps=3159 images/s, loss=1.3128, top1-acc=64.61%, top5-acc=88.87%, remaining_time=0:00:02.431320, arrival_time=2021-04-14 22:35:38.364423, cost_time=0:00:00.810442 2021-04-14 22:35:36,621 INFO : EVAL, epoch=0109, iter=00020/00040, fetch data time cost=1.35ms, fps=3723 images/s, loss=1.3210, top1-acc=64.12%, top5-acc=89.02%, remaining_time=0:00:01.498420, arrival_time=2021-04-14 22:35:38.119497, cost_time=0:00:01.498414 2021-04-14 22:35:37,313 INFO : EVAL, epoch=0109, iter=00030/00040, fetch data time cost=1.74ms, fps=3699 images/s, loss=1.3225, top1-acc=64.04%, top5-acc=89.05%, remaining_time=0:00:00.730270, arrival_time=2021-04-14 22:35:38.043725, cost_time=0:00:02.190797 2021-04-14 22:35:37,943 INFO : EVAL, epoch=0109, iter=00040/00040, fetch data time cost=0.08ms, fps=3682 images/s, loss=1.3137, top1-acc=64.03%, top5-acc=89.12%, remaining_time=0:00:00, arrival_time=2021-04-14 22:35:37.943947, cost_time=0:00:02.821321 2021-04-14 22:35:38,311 INFO : Epoch=0109 complete, best val top1-acc=64.03%, top5-acc=89.12% (epoch=109), remaining_time=1:10:29.519931, arrival_time=2021-04-14 23:46:07.831239, cost_time=1:24:26.128252 2021-04-14 22:35:38,312 INFO : Train start, epoch=0110, lr=0.042955 2021-04-14 22:35:40,676 INFO : TRAIN, epoch=0110, iter=00010/00196, fetch data time cost=1.40ms, fps=1083 images/s, loss=0.6927, top1-acc=79.18%, top5-acc=96.72%, remaining_time=0:00:43.960914, arrival_time=2021-04-14 22:36:24.637085, cost_time=0:00:02.363491 2021-04-14 22:35:42,873 INFO : TRAIN, epoch=0110, iter=00020/00196, fetch data time cost=1.37ms, fps=1165 images/s, loss=0.6918, top1-acc=79.41%, top5-acc=96.78%, remaining_time=0:00:40.135744, arrival_time=2021-04-14 22:36:23.009353, cost_time=0:00:04.560880 2021-04-14 22:35:45,090 INFO : TRAIN, epoch=0110, iter=00030/00196, fetch data time cost=1.49ms, fps=1155 images/s, loss=0.6973, top1-acc=79.06%, top5-acc=96.74%, remaining_time=0:00:37.503384, arrival_time=2021-04-14 22:36:22.593773, cost_time=0:00:06.777708 2021-04-14 22:35:47,300 INFO : TRAIN, epoch=0110, iter=00040/00196, fetch data time cost=1.71ms, fps=1159 images/s, loss=0.7008, top1-acc=78.91%, top5-acc=96.79%, remaining_time=0:00:35.051796, arrival_time=2021-04-14 22:36:22.352184, cost_time=0:00:08.987623 2021-04-14 22:35:49,526 INFO : TRAIN, epoch=0110, iter=00050/00196, fetch data time cost=1.57ms, fps=1151 images/s, loss=0.7031, top1-acc=78.82%, top5-acc=96.59%, remaining_time=0:00:32.742398, arrival_time=2021-04-14 22:36:22.268374, cost_time=0:00:11.213147 2021-04-14 22:35:51,746 INFO : TRAIN, epoch=0110, iter=00060/00196, fetch data time cost=1.81ms, fps=1153 images/s, loss=0.7020, top1-acc=78.78%, top5-acc=96.62%, remaining_time=0:00:30.449040, arrival_time=2021-04-14 22:36:22.195291, cost_time=0:00:13.433385 2021-04-14 22:35:53,955 INFO : TRAIN, epoch=0110, iter=00070/00196, fetch data time cost=1.36ms, fps=1159 images/s, loss=0.7037, top1-acc=78.60%, top5-acc=96.65%, remaining_time=0:00:28.156086, arrival_time=2021-04-14 22:36:22.111182, cost_time=0:00:15.642301 2021-04-14 22:35:56,156 INFO : TRAIN, epoch=0110, iter=00080/00196, fetch data time cost=1.75ms, fps=1163 images/s, loss=0.7010, top1-acc=78.63%, top5-acc=96.71%, remaining_time=0:00:25.872988, arrival_time=2021-04-14 22:36:22.029165, cost_time=0:00:17.843430 2021-04-14 22:35:58,354 INFO : TRAIN, epoch=0110, iter=00090/00196, fetch data time cost=1.54ms, fps=1165 images/s, loss=0.7014, top1-acc=78.59%, top5-acc=96.75%, remaining_time=0:00:23.604716, arrival_time=2021-04-14 22:36:21.959262, cost_time=0:00:20.041734 2021-04-14 22:36:00,555 INFO : TRAIN, epoch=0110, iter=00100/00196, fetch data time cost=1.44ms, fps=1164 images/s, loss=0.7031, top1-acc=78.58%, top5-acc=96.68%, remaining_time=0:00:21.352992, arrival_time=2021-04-14 22:36:21.908367, cost_time=0:00:22.242712 2021-04-14 22:36:02,762 INFO : TRAIN, epoch=0110, iter=00110/00196, fetch data time cost=1.63ms, fps=1160 images/s, loss=0.7056, top1-acc=78.51%, top5-acc=96.65%, remaining_time=0:00:19.115048, arrival_time=2021-04-14 22:36:21.877237, cost_time=0:00:24.449434 2021-04-14 22:36:04,974 INFO : TRAIN, epoch=0110, iter=00120/00196, fetch data time cost=1.34ms, fps=1158 images/s, loss=0.7055, top1-acc=78.50%, top5-acc=96.63%, remaining_time=0:00:16.885528, arrival_time=2021-04-14 22:36:21.859723, cost_time=0:00:26.661398 2021-04-14 22:36:07,179 INFO : TRAIN, epoch=0110, iter=00130/00196, fetch data time cost=1.66ms, fps=1161 images/s, loss=0.7056, top1-acc=78.40%, top5-acc=96.66%, remaining_time=0:00:14.655564, arrival_time=2021-04-14 22:36:21.835271, cost_time=0:00:28.867050 2021-04-14 22:36:09,381 INFO : TRAIN, epoch=0110, iter=00140/00196, fetch data time cost=1.44ms, fps=1163 images/s, loss=0.7057, top1-acc=78.39%, top5-acc=96.65%, remaining_time=0:00:12.427240, arrival_time=2021-04-14 22:36:21.808249, cost_time=0:00:31.068162 2021-04-14 22:36:11,583 INFO : TRAIN, epoch=0110, iter=00150/00196, fetch data time cost=1.40ms, fps=1163 images/s, loss=0.7074, top1-acc=78.33%, top5-acc=96.61%, remaining_time=0:00:10.203076, arrival_time=2021-04-14 22:36:21.786650, cost_time=0:00:33.270914 2021-04-14 22:36:13,792 INFO : TRAIN, epoch=0110, iter=00160/00196, fetch data time cost=2.31ms, fps=1159 images/s, loss=0.7099, top1-acc=78.24%, top5-acc=96.58%, remaining_time=0:00:07.982964, arrival_time=2021-04-14 22:36:21.775668, cost_time=0:00:35.479883 2021-04-14 22:36:15,998 INFO : TRAIN, epoch=0110, iter=00170/00196, fetch data time cost=1.45ms, fps=1161 images/s, loss=0.7153, top1-acc=78.04%, top5-acc=96.54%, remaining_time=0:00:05.763732, arrival_time=2021-04-14 22:36:21.762330, cost_time=0:00:37.685932 2021-04-14 22:36:18,197 INFO : TRAIN, epoch=0110, iter=00180/00196, fetch data time cost=1.54ms, fps=1165 images/s, loss=0.7160, top1-acc=78.06%, top5-acc=96.53%, remaining_time=0:00:03.545280, arrival_time=2021-04-14 22:36:21.742395, cost_time=0:00:39.884452 2021-04-14 22:36:20,407 INFO : TRAIN, epoch=0110, iter=00190/00196, fetch data time cost=1.46ms, fps=1158 images/s, loss=0.7177, top1-acc=78.06%, top5-acc=96.50%, remaining_time=0:00:01.329306, arrival_time=2021-04-14 22:36:21.736712, cost_time=0:00:42.094614 2021-04-14 22:36:21,593 INFO : TRAIN, epoch=0110, iter=00196/00196, fetch data time cost=1.32ms, fps=1147 images/s, loss=0.7198, top1-acc=78.02%, top5-acc=96.50%, remaining_time=0:00:00, arrival_time=2021-04-14 22:36:21.593342, cost_time=0:00:43.280695 2021-04-14 22:36:22,439 INFO : EVAL, epoch=0110, iter=00010/00040, fetch data time cost=2.18ms, fps=3033 images/s, loss=1.3116, top1-acc=63.75%, top5-acc=89.41%, remaining_time=0:00:02.532300, arrival_time=2021-04-14 22:36:24.971512, cost_time=0:00:00.844103 2021-04-14 22:36:23,126 INFO : EVAL, epoch=0110, iter=00020/00040, fetch data time cost=1.35ms, fps=3724 images/s, loss=1.3410, top1-acc=63.38%, top5-acc=89.22%, remaining_time=0:00:01.531840, arrival_time=2021-04-14 22:36:24.658781, cost_time=0:00:01.531839 2021-04-14 22:36:23,821 INFO : EVAL, epoch=0110, iter=00030/00040, fetch data time cost=1.35ms, fps=3688 images/s, loss=1.3227, top1-acc=63.84%, top5-acc=89.21%, remaining_time=0:00:00.742100, arrival_time=2021-04-14 22:36:24.563490, cost_time=0:00:02.226285 2021-04-14 22:36:24,454 INFO : EVAL, epoch=0110, iter=00040/00040, fetch data time cost=0.08ms, fps=3669 images/s, loss=1.3251, top1-acc=63.94%, top5-acc=89.22%, remaining_time=0:00:00, arrival_time=2021-04-14 22:36:24.454030, cost_time=0:00:02.858956 2021-04-14 22:36:24,603 INFO : Epoch=0110 complete, best val top1-acc=64.03%, top5-acc=89.12% (epoch=109), remaining_time=1:09:42.889320, arrival_time=2021-04-14 23:46:07.492668, cost_time=1:25:12.420307 2021-04-14 22:36:24,604 INFO : Train start, epoch=0111, lr=0.042178 2021-04-14 22:36:26,992 INFO : TRAIN, epoch=0111, iter=00010/00196, fetch data time cost=1.58ms, fps=1072 images/s, loss=0.7020, top1-acc=78.91%, top5-acc=96.72%, remaining_time=0:00:44.403408, arrival_time=2021-04-14 22:37:11.395476, cost_time=0:00:02.387280 2021-04-14 22:36:29,203 INFO : TRAIN, epoch=0111, iter=00020/00196, fetch data time cost=1.46ms, fps=1158 images/s, loss=0.6992, top1-acc=79.16%, top5-acc=96.70%, remaining_time=0:00:40.462928, arrival_time=2021-04-14 22:37:09.665889, cost_time=0:00:04.598058 2021-04-14 22:36:31,412 INFO : TRAIN, epoch=0111, iter=00030/00196, fetch data time cost=1.37ms, fps=1159 images/s, loss=0.6825, top1-acc=79.27%, top5-acc=96.97%, remaining_time=0:00:37.667392, arrival_time=2021-04-14 22:37:09.079562, cost_time=0:00:06.807348 2021-04-14 22:36:33,614 INFO : TRAIN, epoch=0111, iter=00040/00196, fetch data time cost=2.07ms, fps=1163 images/s, loss=0.6749, top1-acc=79.24%, top5-acc=97.14%, remaining_time=0:00:35.138532, arrival_time=2021-04-14 22:37:08.753178, cost_time=0:00:09.009863 2021-04-14 22:36:35,815 INFO : TRAIN, epoch=0111, iter=00050/00196, fetch data time cost=1.53ms, fps=1163 images/s, loss=0.6753, top1-acc=79.05%, top5-acc=97.11%, remaining_time=0:00:32.735390, arrival_time=2021-04-14 22:37:08.550960, cost_time=0:00:11.210731 2021-04-14 22:36:38,024 INFO : TRAIN, epoch=0111, iter=00060/00196, fetch data time cost=1.43ms, fps=1159 images/s, loss=0.6806, top1-acc=78.87%, top5-acc=97.01%, remaining_time=0:00:30.418032, arrival_time=2021-04-14 22:37:08.442463, cost_time=0:00:13.419739 2021-04-14 22:36:40,231 INFO : TRAIN, epoch=0111, iter=00070/00196, fetch data time cost=1.45ms, fps=1160 images/s, loss=0.6796, top1-acc=78.90%, top5-acc=97.04%, remaining_time=0:00:28.127988, arrival_time=2021-04-14 22:37:08.359388, cost_time=0:00:15.626625 2021-04-14 22:36:42,454 INFO : TRAIN, epoch=0111, iter=00080/00196, fetch data time cost=1.66ms, fps=1152 images/s, loss=0.6779, top1-acc=78.98%, top5-acc=97.01%, remaining_time=0:00:25.882152, arrival_time=2021-04-14 22:37:08.336678, cost_time=0:00:17.849749 2021-04-14 22:36:44,656 INFO : TRAIN, epoch=0111, iter=00090/00196, fetch data time cost=1.39ms, fps=1163 images/s, loss=0.6835, top1-acc=78.88%, top5-acc=96.96%, remaining_time=0:00:23.615846, arrival_time=2021-04-14 22:37:08.271931, cost_time=0:00:20.051197 2021-04-14 22:36:46,858 INFO : TRAIN, epoch=0111, iter=00100/00196, fetch data time cost=1.66ms, fps=1163 images/s, loss=0.6851, top1-acc=78.89%, top5-acc=96.93%, remaining_time=0:00:21.363168, arrival_time=2021-04-14 22:37:08.221258, cost_time=0:00:22.253301 2021-04-14 22:36:49,060 INFO : TRAIN, epoch=0111, iter=00110/00196, fetch data time cost=1.57ms, fps=1163 images/s, loss=0.6854, top1-acc=78.87%, top5-acc=96.92%, remaining_time=0:00:19.119950, arrival_time=2021-04-14 22:37:08.180462, cost_time=0:00:24.455726 2021-04-14 22:36:51,260 INFO : TRAIN, epoch=0111, iter=00120/00196, fetch data time cost=2.18ms, fps=1164 images/s, loss=0.6849, top1-acc=78.90%, top5-acc=96.93%, remaining_time=0:00:16.881728, arrival_time=2021-04-14 22:37:08.141891, cost_time=0:00:26.655334 2021-04-14 22:36:53,458 INFO : TRAIN, epoch=0111, iter=00130/00196, fetch data time cost=1.35ms, fps=1165 images/s, loss=0.6861, top1-acc=78.86%, top5-acc=96.87%, remaining_time=0:00:14.648964, arrival_time=2021-04-14 22:37:08.107702, cost_time=0:00:28.854042 2021-04-14 22:36:55,660 INFO : TRAIN, epoch=0111, iter=00140/00196, fetch data time cost=1.40ms, fps=1163 images/s, loss=0.6877, top1-acc=78.88%, top5-acc=96.83%, remaining_time=0:00:12.422200, arrival_time=2021-04-14 22:37:08.082453, cost_time=0:00:31.055478 2021-04-14 22:36:57,860 INFO : TRAIN, epoch=0111, iter=00150/00196, fetch data time cost=1.48ms, fps=1164 images/s, loss=0.6926, top1-acc=78.73%, top5-acc=96.77%, remaining_time=0:00:10.198384, arrival_time=2021-04-14 22:37:08.058912, cost_time=0:00:33.255612 2021-04-14 22:37:00,074 INFO : TRAIN, epoch=0111, iter=00160/00196, fetch data time cost=1.47ms, fps=1157 images/s, loss=0.6953, top1-acc=78.65%, top5-acc=96.74%, remaining_time=0:00:07.980732, arrival_time=2021-04-14 22:37:08.055413, cost_time=0:00:35.469986 2021-04-14 22:37:02,273 INFO : TRAIN, epoch=0111, iter=00170/00196, fetch data time cost=1.42ms, fps=1165 images/s, loss=0.6998, top1-acc=78.58%, top5-acc=96.70%, remaining_time=0:00:05.761028, arrival_time=2021-04-14 22:37:08.034233, cost_time=0:00:37.668300 2021-04-14 22:37:04,477 INFO : TRAIN, epoch=0111, iter=00180/00196, fetch data time cost=1.53ms, fps=1162 images/s, loss=0.7034, top1-acc=78.44%, top5-acc=96.69%, remaining_time=0:00:03.544240, arrival_time=2021-04-14 22:37:08.021708, cost_time=0:00:39.872764 2021-04-14 22:37:06,689 INFO : TRAIN, epoch=0111, iter=00190/00196, fetch data time cost=1.93ms, fps=1157 images/s, loss=0.7062, top1-acc=78.38%, top5-acc=96.64%, remaining_time=0:00:01.329000, arrival_time=2021-04-14 22:37:08.018825, cost_time=0:00:42.085067 2021-04-14 22:37:07,872 INFO : TRAIN, epoch=0111, iter=00196/00196, fetch data time cost=1.41ms, fps=1150 images/s, loss=0.7077, top1-acc=78.36%, top5-acc=96.64%, remaining_time=0:00:00, arrival_time=2021-04-14 22:37:07.872611, cost_time=0:00:43.267884 2021-04-14 22:37:08,769 INFO : EVAL, epoch=0111, iter=00010/00040, fetch data time cost=0.43ms, fps=2860 images/s, loss=1.2646, top1-acc=66.17%, top5-acc=89.77%, remaining_time=0:00:02.684880, arrival_time=2021-04-14 22:37:11.454619, cost_time=0:00:00.894958 2021-04-14 22:37:09,462 INFO : EVAL, epoch=0111, iter=00020/00040, fetch data time cost=2.09ms, fps=3699 images/s, loss=1.2891, top1-acc=65.12%, top5-acc=89.51%, remaining_time=0:00:01.587600, arrival_time=2021-04-14 22:37:11.049976, cost_time=0:00:01.587592 2021-04-14 22:37:10,159 INFO : EVAL, epoch=0111, iter=00030/00040, fetch data time cost=1.30ms, fps=3674 images/s, loss=1.3089, top1-acc=64.56%, top5-acc=89.31%, remaining_time=0:00:00.761640, arrival_time=2021-04-14 22:37:10.921372, cost_time=0:00:02.284913 2021-04-14 22:37:10,795 INFO : EVAL, epoch=0111, iter=00040/00040, fetch data time cost=0.12ms, fps=3652 images/s, loss=1.3200, top1-acc=64.39%, top5-acc=89.23%, remaining_time=0:00:00, arrival_time=2021-04-14 22:37:10.795492, cost_time=0:00:02.920721 2021-04-14 22:37:11,112 INFO : Epoch=0111 complete, best val top1-acc=64.39%, top5-acc=89.23% (epoch=111), remaining_time=1:08:56.438671, arrival_time=2021-04-14 23:46:07.550835, cost_time=1:25:58.929109 2021-04-14 22:37:11,113 INFO : Train start, epoch=0112, lr=0.041404 2021-04-14 22:37:13,485 INFO : TRAIN, epoch=0112, iter=00010/00196, fetch data time cost=2.02ms, fps=1079 images/s, loss=0.6562, top1-acc=79.69%, top5-acc=97.23%, remaining_time=0:00:44.118828, arrival_time=2021-04-14 22:37:57.604617, cost_time=0:00:02.371984 2021-04-14 22:37:15,688 INFO : TRAIN, epoch=0112, iter=00020/00196, fetch data time cost=2.07ms, fps=1163 images/s, loss=0.6589, top1-acc=79.73%, top5-acc=97.17%, remaining_time=0:00:40.256832, arrival_time=2021-04-14 22:37:55.945282, cost_time=0:00:04.574646 2021-04-14 22:37:17,890 INFO : TRAIN, epoch=0112, iter=00030/00196, fetch data time cost=1.73ms, fps=1163 images/s, loss=0.6618, top1-acc=79.57%, top5-acc=97.04%, remaining_time=0:00:37.494586, arrival_time=2021-04-14 22:37:55.384528, cost_time=0:00:06.776139 2021-04-14 22:37:20,097 INFO : TRAIN, epoch=0112, iter=00040/00196, fetch data time cost=1.61ms, fps=1160 images/s, loss=0.6624, top1-acc=79.56%, top5-acc=97.11%, remaining_time=0:00:35.035416, arrival_time=2021-04-14 22:37:55.132723, cost_time=0:00:08.983431 2021-04-14 22:37:22,300 INFO : TRAIN, epoch=0112, iter=00050/00196, fetch data time cost=1.52ms, fps=1162 images/s, loss=0.6657, top1-acc=79.55%, top5-acc=97.05%, remaining_time=0:00:32.665164, arrival_time=2021-04-14 22:37:54.965791, cost_time=0:00:11.186678 2021-04-14 22:37:24,510 INFO : TRAIN, epoch=0112, iter=00060/00196, fetch data time cost=1.45ms, fps=1159 images/s, loss=0.6672, top1-acc=79.52%, top5-acc=97.07%, remaining_time=0:00:30.365672, arrival_time=2021-04-14 22:37:54.876023, cost_time=0:00:13.396624 2021-04-14 22:37:26,709 INFO : TRAIN, epoch=0112, iter=00070/00196, fetch data time cost=1.51ms, fps=1165 images/s, loss=0.6691, top1-acc=79.48%, top5-acc=97.07%, remaining_time=0:00:28.071666, arrival_time=2021-04-14 22:37:54.780826, cost_time=0:00:15.595355 2021-04-14 22:37:28,910 INFO : TRAIN, epoch=0112, iter=00080/00196, fetch data time cost=2.08ms, fps=1163 images/s, loss=0.6691, top1-acc=79.51%, top5-acc=97.05%, remaining_time=0:00:25.804896, arrival_time=2021-04-14 22:37:54.715353, cost_time=0:00:17.796515 2021-04-14 22:37:31,112 INFO : TRAIN, epoch=0112, iter=00090/00196, fetch data time cost=1.41ms, fps=1163 images/s, loss=0.6677, top1-acc=79.59%, top5-acc=97.10%, remaining_time=0:00:23.554472, arrival_time=2021-04-14 22:37:54.667222, cost_time=0:00:19.999041 2021-04-14 22:37:33,312 INFO : TRAIN, epoch=0112, iter=00100/00196, fetch data time cost=1.73ms, fps=1164 images/s, loss=0.6746, top1-acc=79.32%, top5-acc=97.07%, remaining_time=0:00:21.310752, arrival_time=2021-04-14 22:37:54.623209, cost_time=0:00:22.198662 2021-04-14 22:37:35,521 INFO : TRAIN, epoch=0112, iter=00110/00196, fetch data time cost=1.74ms, fps=1159 images/s, loss=0.6736, top1-acc=79.37%, top5-acc=97.07%, remaining_time=0:00:19.082454, arrival_time=2021-04-14 22:37:54.604058, cost_time=0:00:24.407794 2021-04-14 22:37:37,730 INFO : TRAIN, epoch=0112, iter=00120/00196, fetch data time cost=1.50ms, fps=1159 images/s, loss=0.6778, top1-acc=79.29%, top5-acc=97.03%, remaining_time=0:00:16.857180, arrival_time=2021-04-14 22:37:54.587631, cost_time=0:00:26.616640 2021-04-14 22:37:39,938 INFO : TRAIN, epoch=0112, iter=00130/00196, fetch data time cost=1.50ms, fps=1160 images/s, loss=0.6811, top1-acc=79.20%, top5-acc=96.98%, remaining_time=0:00:14.634114, arrival_time=2021-04-14 22:37:54.572728, cost_time=0:00:28.824819 2021-04-14 22:37:42,151 INFO : TRAIN, epoch=0112, iter=00140/00196, fetch data time cost=1.51ms, fps=1157 images/s, loss=0.6829, top1-acc=79.16%, top5-acc=96.95%, remaining_time=0:00:12.414920, arrival_time=2021-04-14 22:37:54.566044, cost_time=0:00:31.037322 2021-04-14 22:37:44,356 INFO : TRAIN, epoch=0112, iter=00150/00196, fetch data time cost=1.44ms, fps=1161 images/s, loss=0.6852, top1-acc=79.09%, top5-acc=96.90%, remaining_time=0:00:10.194336, arrival_time=2021-04-14 22:37:54.550490, cost_time=0:00:33.242351 2021-04-14 22:37:46,573 INFO : TRAIN, epoch=0112, iter=00160/00196, fetch data time cost=1.38ms, fps=1155 images/s, loss=0.6865, top1-acc=79.05%, top5-acc=96.88%, remaining_time=0:00:07.978464, arrival_time=2021-04-14 22:37:54.552026, cost_time=0:00:35.459762 2021-04-14 22:37:48,783 INFO : TRAIN, epoch=0112, iter=00170/00196, fetch data time cost=1.47ms, fps=1159 images/s, loss=0.6888, top1-acc=78.99%, top5-acc=96.85%, remaining_time=0:00:05.761236, arrival_time=2021-04-14 22:37:54.544665, cost_time=0:00:37.669543 2021-04-14 22:37:50,986 INFO : TRAIN, epoch=0112, iter=00180/00196, fetch data time cost=1.57ms, fps=1163 images/s, loss=0.6928, top1-acc=78.86%, top5-acc=96.81%, remaining_time=0:00:03.544208, arrival_time=2021-04-14 22:37:54.530236, cost_time=0:00:39.872269 2021-04-14 22:37:53,188 INFO : TRAIN, epoch=0112, iter=00190/00196, fetch data time cost=1.33ms, fps=1163 images/s, loss=0.6964, top1-acc=78.75%, top5-acc=96.74%, remaining_time=0:00:01.328658, arrival_time=2021-04-14 22:37:54.516602, cost_time=0:00:42.074147 2021-04-14 22:37:54,375 INFO : TRAIN, epoch=0112, iter=00196/00196, fetch data time cost=1.25ms, fps=1145 images/s, loss=0.6985, top1-acc=78.66%, top5-acc=96.73%, remaining_time=0:00:00, arrival_time=2021-04-14 22:37:54.375912, cost_time=0:00:43.262205 2021-04-14 22:37:55,250 INFO : EVAL, epoch=0112, iter=00010/00040, fetch data time cost=0.50ms, fps=2935 images/s, loss=1.3052, top1-acc=64.06%, top5-acc=89.22%, remaining_time=0:00:02.616660, arrival_time=2021-04-14 22:37:57.866806, cost_time=0:00:00.872220 2021-04-14 22:37:55,951 INFO : EVAL, epoch=0112, iter=00020/00040, fetch data time cost=1.55ms, fps=3652 images/s, loss=1.2844, top1-acc=63.96%, top5-acc=89.55%, remaining_time=0:00:01.573740, arrival_time=2021-04-14 22:37:57.525494, cost_time=0:00:01.573732 2021-04-14 22:37:56,651 INFO : EVAL, epoch=0112, iter=00030/00040, fetch data time cost=1.49ms, fps=3663 images/s, loss=1.2829, top1-acc=64.19%, top5-acc=89.58%, remaining_time=0:00:00.757720, arrival_time=2021-04-14 22:37:57.409062, cost_time=0:00:02.273165 2021-04-14 22:37:57,285 INFO : EVAL, epoch=0112, iter=00040/00040, fetch data time cost=0.07ms, fps=3661 images/s, loss=1.2864, top1-acc=63.89%, top5-acc=89.62%, remaining_time=0:00:00, arrival_time=2021-04-14 22:37:57.285832, cost_time=0:00:02.907962 2021-04-14 22:37:57,473 INFO : Epoch=0112 complete, best val top1-acc=64.39%, top5-acc=89.23% (epoch=111), remaining_time=1:08:09.870752, arrival_time=2021-04-14 23:46:07.343810, cost_time=1:26:45.290015 2021-04-14 22:37:57,474 INFO : Train start, epoch=0113, lr=0.040631 2021-04-14 22:37:59,857 INFO : TRAIN, epoch=0113, iter=00010/00196, fetch data time cost=1.69ms, fps=1074 images/s, loss=0.6856, top1-acc=78.48%, top5-acc=97.19%, remaining_time=0:00:44.327892, arrival_time=2021-04-14 22:38:44.185699, cost_time=0:00:02.383223 2021-04-14 22:38:02,063 INFO : TRAIN, epoch=0113, iter=00020/00196, fetch data time cost=2.07ms, fps=1161 images/s, loss=0.6813, top1-acc=79.20%, top5-acc=97.19%, remaining_time=0:00:40.381088, arrival_time=2021-04-14 22:38:42.444493, cost_time=0:00:04.588761 2021-04-14 22:38:04,264 INFO : TRAIN, epoch=0113, iter=00030/00196, fetch data time cost=1.38ms, fps=1163 images/s, loss=0.6709, top1-acc=79.47%, top5-acc=97.27%, remaining_time=0:00:37.572274, arrival_time=2021-04-14 22:38:41.837051, cost_time=0:00:06.790174 2021-04-14 22:38:06,472 INFO : TRAIN, epoch=0113, iter=00040/00196, fetch data time cost=1.42ms, fps=1160 images/s, loss=0.6571, top1-acc=79.75%, top5-acc=97.47%, remaining_time=0:00:35.091264, arrival_time=2021-04-14 22:38:41.563696, cost_time=0:00:08.997771 2021-04-14 22:38:08,683 INFO : TRAIN, epoch=0113, iter=00050/00196, fetch data time cost=1.66ms, fps=1159 images/s, loss=0.6515, top1-acc=79.92%, top5-acc=97.41%, remaining_time=0:00:32.728236, arrival_time=2021-04-14 22:38:41.411162, cost_time=0:00:11.208321 2021-04-14 22:38:10,882 INFO : TRAIN, epoch=0113, iter=00060/00196, fetch data time cost=1.45ms, fps=1164 images/s, loss=0.6548, top1-acc=79.82%, top5-acc=97.36%, remaining_time=0:00:30.390560, arrival_time=2021-04-14 22:38:41.272926, cost_time=0:00:13.407627 2021-04-14 22:38:13,092 INFO : TRAIN, epoch=0113, iter=00070/00196, fetch data time cost=1.35ms, fps=1159 images/s, loss=0.6545, top1-acc=79.85%, top5-acc=97.32%, remaining_time=0:00:28.111860, arrival_time=2021-04-14 22:38:41.204078, cost_time=0:00:15.617685 2021-04-14 22:38:15,304 INFO : TRAIN, epoch=0113, iter=00080/00196, fetch data time cost=1.65ms, fps=1157 images/s, loss=0.6557, top1-acc=79.85%, top5-acc=97.21%, remaining_time=0:00:25.853848, arrival_time=2021-04-14 22:38:41.158649, cost_time=0:00:17.830202 2021-04-14 22:38:17,501 INFO : TRAIN, epoch=0113, iter=00090/00196, fetch data time cost=1.53ms, fps=1166 images/s, loss=0.6582, top1-acc=79.78%, top5-acc=97.17%, remaining_time=0:00:23.587650, arrival_time=2021-04-14 22:38:41.089459, cost_time=0:00:20.027252 2021-04-14 22:38:19,723 INFO : TRAIN, epoch=0113, iter=00100/00196, fetch data time cost=1.97ms, fps=1153 images/s, loss=0.6601, top1-acc=79.73%, top5-acc=97.11%, remaining_time=0:00:21.358752, arrival_time=2021-04-14 22:38:41.082101, cost_time=0:00:22.248744 2021-04-14 22:38:21,934 INFO : TRAIN, epoch=0113, iter=00110/00196, fetch data time cost=1.94ms, fps=1158 images/s, loss=0.6651, top1-acc=79.53%, top5-acc=97.11%, remaining_time=0:00:19.123648, arrival_time=2021-04-14 22:38:41.058590, cost_time=0:00:24.460430 2021-04-14 22:38:24,136 INFO : TRAIN, epoch=0113, iter=00120/00196, fetch data time cost=1.44ms, fps=1163 images/s, loss=0.6695, top1-acc=79.37%, top5-acc=97.09%, remaining_time=0:00:16.885756, arrival_time=2021-04-14 22:38:41.022035, cost_time=0:00:26.661695 2021-04-14 22:38:26,336 INFO : TRAIN, epoch=0113, iter=00130/00196, fetch data time cost=1.47ms, fps=1164 images/s, loss=0.6727, top1-acc=79.26%, top5-acc=97.05%, remaining_time=0:00:14.653254, arrival_time=2021-04-14 22:38:40.990195, cost_time=0:00:28.862409 2021-04-14 22:38:28,540 INFO : TRAIN, epoch=0113, iter=00140/00196, fetch data time cost=1.53ms, fps=1162 images/s, loss=0.6742, top1-acc=79.22%, top5-acc=97.02%, remaining_time=0:00:12.426344, arrival_time=2021-04-14 22:38:40.966692, cost_time=0:00:31.065827 2021-04-14 22:38:30,747 INFO : TRAIN, epoch=0113, iter=00150/00196, fetch data time cost=1.40ms, fps=1160 images/s, loss=0.6760, top1-acc=79.19%, top5-acc=96.99%, remaining_time=0:00:10.203720, arrival_time=2021-04-14 22:38:40.951373, cost_time=0:00:33.273004 2021-04-14 22:38:32,949 INFO : TRAIN, epoch=0113, iter=00160/00196, fetch data time cost=1.37ms, fps=1163 images/s, loss=0.6770, top1-acc=79.19%, top5-acc=96.98%, remaining_time=0:00:07.981776, arrival_time=2021-04-14 22:38:40.931022, cost_time=0:00:35.474600 2021-04-14 22:38:35,148 INFO : TRAIN, epoch=0113, iter=00170/00196, fetch data time cost=1.36ms, fps=1164 images/s, loss=0.6781, top1-acc=79.14%, top5-acc=96.96%, remaining_time=0:00:05.761886, arrival_time=2021-04-14 22:38:40.910320, cost_time=0:00:37.673846 2021-04-14 22:38:37,356 INFO : TRAIN, epoch=0113, iter=00180/00196, fetch data time cost=1.35ms, fps=1160 images/s, loss=0.6800, top1-acc=79.08%, top5-acc=96.96%, remaining_time=0:00:03.545088, arrival_time=2021-04-14 22:38:40.901851, cost_time=0:00:39.882165 2021-04-14 22:38:39,561 INFO : TRAIN, epoch=0113, iter=00190/00196, fetch data time cost=1.40ms, fps=1161 images/s, loss=0.6803, top1-acc=79.08%, top5-acc=96.96%, remaining_time=0:00:01.329066, arrival_time=2021-04-14 22:38:40.890700, cost_time=0:00:42.087042 2021-04-14 22:38:40,741 INFO : TRAIN, epoch=0113, iter=00196/00196, fetch data time cost=1.25ms, fps=1153 images/s, loss=0.6820, top1-acc=79.03%, top5-acc=96.96%, remaining_time=0:00:00, arrival_time=2021-04-14 22:38:40.741730, cost_time=0:00:43.267230 2021-04-14 22:38:41,604 INFO : EVAL, epoch=0113, iter=00010/00040, fetch data time cost=1.42ms, fps=2974 images/s, loss=1.3998, top1-acc=61.87%, top5-acc=88.24%, remaining_time=0:00:02.582310, arrival_time=2021-04-14 22:38:44.186821, cost_time=0:00:00.860766 2021-04-14 22:38:42,303 INFO : EVAL, epoch=0113, iter=00020/00040, fetch data time cost=1.77ms, fps=3664 images/s, loss=1.4300, top1-acc=61.95%, top5-acc=87.97%, remaining_time=0:00:01.560160, arrival_time=2021-04-14 22:38:43.864013, cost_time=0:00:01.560166 2021-04-14 22:38:42,999 INFO : EVAL, epoch=0113, iter=00030/00040, fetch data time cost=1.38ms, fps=3682 images/s, loss=1.3893, top1-acc=62.80%, top5-acc=88.27%, remaining_time=0:00:00.751980, arrival_time=2021-04-14 22:38:43.751647, cost_time=0:00:02.255954 2021-04-14 22:38:43,631 INFO : EVAL, epoch=0113, iter=00040/00040, fetch data time cost=0.09ms, fps=3673 images/s, loss=1.4028, top1-acc=62.80%, top5-acc=88.31%, remaining_time=0:00:00, arrival_time=2021-04-14 22:38:43.631819, cost_time=0:00:02.888241 2021-04-14 22:38:43,817 INFO : Epoch=0113 complete, best val top1-acc=64.39%, top5-acc=89.23% (epoch=111), remaining_time=1:07:23.293680, arrival_time=2021-04-14 23:46:07.111057, cost_time=1:27:31.634307 2021-04-14 22:38:43,820 INFO : Train start, epoch=0114, lr=0.039861 2021-04-14 22:38:46,224 INFO : TRAIN, epoch=0114, iter=00010/00196, fetch data time cost=2.16ms, fps=1065 images/s, loss=0.6353, top1-acc=80.43%, top5-acc=97.38%, remaining_time=0:00:44.706402, arrival_time=2021-04-14 22:39:30.930637, cost_time=0:00:02.403569 2021-04-14 22:38:48,438 INFO : TRAIN, epoch=0114, iter=00020/00196, fetch data time cost=1.89ms, fps=1157 images/s, loss=0.6268, top1-acc=80.80%, top5-acc=97.46%, remaining_time=0:00:40.635056, arrival_time=2021-04-14 22:39:29.073295, cost_time=0:00:04.617625 2021-04-14 22:38:50,643 INFO : TRAIN, epoch=0114, iter=00030/00196, fetch data time cost=2.09ms, fps=1161 images/s, loss=0.6363, top1-acc=80.69%, top5-acc=97.32%, remaining_time=0:00:37.754874, arrival_time=2021-04-14 22:39:28.398670, cost_time=0:00:06.823173 2021-04-14 22:38:52,850 INFO : TRAIN, epoch=0114, iter=00040/00196, fetch data time cost=1.92ms, fps=1160 images/s, loss=0.6384, top1-acc=80.63%, top5-acc=97.30%, remaining_time=0:00:35.217156, arrival_time=2021-04-14 22:39:28.067865, cost_time=0:00:09.030057 2021-04-14 22:38:55,060 INFO : TRAIN, epoch=0114, iter=00050/00196, fetch data time cost=2.08ms, fps=1159 images/s, loss=0.6417, top1-acc=80.58%, top5-acc=97.41%, remaining_time=0:00:32.821384, arrival_time=2021-04-14 22:39:27.882169, cost_time=0:00:11.240182 2021-04-14 22:38:57,280 INFO : TRAIN, epoch=0114, iter=00060/00196, fetch data time cost=1.42ms, fps=1154 images/s, loss=0.6508, top1-acc=80.33%, top5-acc=97.30%, remaining_time=0:00:30.509424, arrival_time=2021-04-14 22:39:27.790027, cost_time=0:00:13.460054 2021-04-14 22:38:59,483 INFO : TRAIN, epoch=0114, iter=00070/00196, fetch data time cost=1.62ms, fps=1162 images/s, loss=0.6467, top1-acc=80.42%, top5-acc=97.30%, remaining_time=0:00:28.192752, arrival_time=2021-04-14 22:39:27.676010, cost_time=0:00:15.662654 2021-04-14 22:39:01,686 INFO : TRAIN, epoch=0114, iter=00080/00196, fetch data time cost=2.10ms, fps=1162 images/s, loss=0.6543, top1-acc=80.12%, top5-acc=97.19%, remaining_time=0:00:25.905700, arrival_time=2021-04-14 22:39:27.592336, cost_time=0:00:17.866033 2021-04-14 22:39:03,897 INFO : TRAIN, epoch=0114, iter=00090/00196, fetch data time cost=1.69ms, fps=1158 images/s, loss=0.6555, top1-acc=80.12%, top5-acc=97.15%, remaining_time=0:00:23.646056, arrival_time=2021-04-14 22:39:27.543471, cost_time=0:00:20.076880 2021-04-14 22:39:06,092 INFO : TRAIN, epoch=0114, iter=00100/00196, fetch data time cost=1.43ms, fps=1166 images/s, loss=0.6521, top1-acc=80.15%, top5-acc=97.20%, remaining_time=0:00:21.381024, arrival_time=2021-04-14 22:39:27.473533, cost_time=0:00:22.271900 2021-04-14 22:39:08,298 INFO : TRAIN, epoch=0114, iter=00110/00196, fetch data time cost=1.42ms, fps=1161 images/s, loss=0.6607, top1-acc=79.86%, top5-acc=97.11%, remaining_time=0:00:19.136978, arrival_time=2021-04-14 22:39:27.435028, cost_time=0:00:24.477496 2021-04-14 22:39:10,499 INFO : TRAIN, epoch=0114, iter=00120/00196, fetch data time cost=1.81ms, fps=1163 images/s, loss=0.6629, top1-acc=79.70%, top5-acc=97.11%, remaining_time=0:00:16.896472, arrival_time=2021-04-14 22:39:27.395578, cost_time=0:00:26.678580 2021-04-14 22:39:12,702 INFO : TRAIN, epoch=0114, iter=00130/00196, fetch data time cost=1.36ms, fps=1162 images/s, loss=0.6641, top1-acc=79.69%, top5-acc=97.09%, remaining_time=0:00:14.663088, arrival_time=2021-04-14 22:39:27.365587, cost_time=0:00:28.881809 2021-04-14 22:39:14,913 INFO : TRAIN, epoch=0114, iter=00140/00196, fetch data time cost=1.62ms, fps=1158 images/s, loss=0.6640, top1-acc=79.69%, top5-acc=97.10%, remaining_time=0:00:12.437040, arrival_time=2021-04-14 22:39:27.350195, cost_time=0:00:31.092640 2021-04-14 22:39:17,119 INFO : TRAIN, epoch=0114, iter=00150/00196, fetch data time cost=1.79ms, fps=1160 images/s, loss=0.6662, top1-acc=79.61%, top5-acc=97.08%, remaining_time=0:00:10.211724, arrival_time=2021-04-14 22:39:27.331573, cost_time=0:00:33.299124 2021-04-14 22:39:19,332 INFO : TRAIN, epoch=0114, iter=00160/00196, fetch data time cost=1.78ms, fps=1157 images/s, loss=0.6688, top1-acc=79.54%, top5-acc=97.03%, remaining_time=0:00:07.990164, arrival_time=2021-04-14 22:39:27.322586, cost_time=0:00:35.511878 2021-04-14 22:39:21,532 INFO : TRAIN, epoch=0114, iter=00170/00196, fetch data time cost=1.39ms, fps=1164 images/s, loss=0.6721, top1-acc=79.43%, top5-acc=97.02%, remaining_time=0:00:05.767788, arrival_time=2021-04-14 22:39:27.300737, cost_time=0:00:37.712428 2021-04-14 22:39:23,732 INFO : TRAIN, epoch=0114, iter=00180/00196, fetch data time cost=1.42ms, fps=1164 images/s, loss=0.6755, top1-acc=79.33%, top5-acc=96.97%, remaining_time=0:00:03.547712, arrival_time=2021-04-14 22:39:27.280065, cost_time=0:00:39.911813 2021-04-14 22:39:25,935 INFO : TRAIN, epoch=0114, iter=00190/00196, fetch data time cost=1.50ms, fps=1162 images/s, loss=0.6752, top1-acc=79.32%, top5-acc=96.98%, remaining_time=0:00:01.329954, arrival_time=2021-04-14 22:39:27.265792, cost_time=0:00:42.115241 2021-04-14 22:39:27,116 INFO : TRAIN, epoch=0114, iter=00196/00196, fetch data time cost=1.25ms, fps=1152 images/s, loss=0.6750, top1-acc=79.37%, top5-acc=96.96%, remaining_time=0:00:00, arrival_time=2021-04-14 22:39:27.116503, cost_time=0:00:43.295979 2021-04-14 22:39:27,927 INFO : EVAL, epoch=0114, iter=00010/00040, fetch data time cost=0.32ms, fps=3163 images/s, loss=1.3210, top1-acc=64.22%, top5-acc=89.18%, remaining_time=0:00:02.427840, arrival_time=2021-04-14 22:39:30.355521, cost_time=0:00:00.809277 2021-04-14 22:39:28,617 INFO : EVAL, epoch=0114, iter=00020/00040, fetch data time cost=1.43ms, fps=3713 images/s, loss=1.2914, top1-acc=64.67%, top5-acc=89.43%, remaining_time=0:00:01.499160, arrival_time=2021-04-14 22:39:30.116735, cost_time=0:00:01.499164 2021-04-14 22:39:29,312 INFO : EVAL, epoch=0114, iter=00030/00040, fetch data time cost=1.84ms, fps=3688 images/s, loss=1.3355, top1-acc=63.63%, top5-acc=88.88%, remaining_time=0:00:00.731200, arrival_time=2021-04-14 22:39:30.043197, cost_time=0:00:02.193590 2021-04-14 22:39:29,943 INFO : EVAL, epoch=0114, iter=00040/00040, fetch data time cost=0.07ms, fps=3675 images/s, loss=1.3370, top1-acc=63.68%, top5-acc=88.75%, remaining_time=0:00:00, arrival_time=2021-04-14 22:39:29.943683, cost_time=0:00:02.825297 2021-04-14 22:39:30,115 INFO : Epoch=0114 complete, best val top1-acc=64.39%, top5-acc=89.23% (epoch=111), remaining_time=1:06:36.685826, arrival_time=2021-04-14 23:46:06.801249, cost_time=1:28:17.932378 2021-04-14 22:39:30,116 INFO : Train start, epoch=0115, lr=0.039093 2021-04-14 22:39:32,517 INFO : TRAIN, epoch=0115, iter=00010/00196, fetch data time cost=1.41ms, fps=1066 images/s, loss=0.6702, top1-acc=80.08%, top5-acc=96.99%, remaining_time=0:00:44.647440, arrival_time=2021-04-14 22:40:17.164719, cost_time=0:00:02.400400 2021-04-14 22:39:34,720 INFO : TRAIN, epoch=0115, iter=00020/00196, fetch data time cost=1.46ms, fps=1162 images/s, loss=0.6672, top1-acc=80.02%, top5-acc=96.93%, remaining_time=0:00:40.509392, arrival_time=2021-04-14 22:40:15.229556, cost_time=0:00:04.603346 2021-04-14 22:39:36,927 INFO : TRAIN, epoch=0115, iter=00030/00196, fetch data time cost=1.75ms, fps=1160 images/s, loss=0.6597, top1-acc=80.14%, top5-acc=97.03%, remaining_time=0:00:37.688142, arrival_time=2021-04-14 22:40:14.616048, cost_time=0:00:06.811103 2021-04-14 22:39:39,142 INFO : TRAIN, epoch=0115, iter=00040/00196, fetch data time cost=1.74ms, fps=1156 images/s, loss=0.6432, top1-acc=80.41%, top5-acc=97.28%, remaining_time=0:00:35.198904, arrival_time=2021-04-14 22:40:14.341077, cost_time=0:00:09.025363 2021-04-14 22:39:41,352 INFO : TRAIN, epoch=0115, iter=00050/00196, fetch data time cost=2.67ms, fps=1158 images/s, loss=0.6434, top1-acc=80.41%, top5-acc=97.32%, remaining_time=0:00:32.807806, arrival_time=2021-04-14 22:40:14.160255, cost_time=0:00:11.235555 2021-04-14 22:39:43,563 INFO : TRAIN, epoch=0115, iter=00060/00196, fetch data time cost=1.67ms, fps=1158 images/s, loss=0.6424, top1-acc=80.40%, top5-acc=97.33%, remaining_time=0:00:30.479368, arrival_time=2021-04-14 22:40:14.043060, cost_time=0:00:13.446786 2021-04-14 22:39:45,771 INFO : TRAIN, epoch=0115, iter=00070/00196, fetch data time cost=1.39ms, fps=1160 images/s, loss=0.6388, top1-acc=80.45%, top5-acc=97.42%, remaining_time=0:00:28.177128, arrival_time=2021-04-14 22:40:13.948055, cost_time=0:00:15.653954 2021-04-14 22:39:47,979 INFO : TRAIN, epoch=0115, iter=00080/00196, fetch data time cost=2.07ms, fps=1160 images/s, loss=0.6423, top1-acc=80.30%, top5-acc=97.30%, remaining_time=0:00:25.900712, arrival_time=2021-04-14 22:40:13.880244, cost_time=0:00:17.862576 2021-04-14 22:39:50,174 INFO : TRAIN, epoch=0115, iter=00090/00196, fetch data time cost=1.47ms, fps=1167 images/s, loss=0.6421, top1-acc=80.30%, top5-acc=97.29%, remaining_time=0:00:23.623372, arrival_time=2021-04-14 22:40:13.797862, cost_time=0:00:20.057599 2021-04-14 22:39:52,382 INFO : TRAIN, epoch=0115, iter=00100/00196, fetch data time cost=2.20ms, fps=1160 images/s, loss=0.6440, top1-acc=80.26%, top5-acc=97.26%, remaining_time=0:00:21.374496, arrival_time=2021-04-14 22:40:13.756535, cost_time=0:00:22.265141 2021-04-14 22:39:54,580 INFO : TRAIN, epoch=0115, iter=00110/00196, fetch data time cost=1.39ms, fps=1165 images/s, loss=0.6418, top1-acc=80.27%, top5-acc=97.27%, remaining_time=0:00:19.126314, arrival_time=2021-04-14 22:40:13.707095, cost_time=0:00:24.463921 2021-04-14 22:39:56,783 INFO : TRAIN, epoch=0115, iter=00120/00196, fetch data time cost=1.60ms, fps=1162 images/s, loss=0.6435, top1-acc=80.31%, top5-acc=97.24%, remaining_time=0:00:16.889100, arrival_time=2021-04-14 22:40:13.672965, cost_time=0:00:26.666965 2021-04-14 22:39:58,990 INFO : TRAIN, epoch=0115, iter=00130/00196, fetch data time cost=1.82ms, fps=1160 images/s, loss=0.6463, top1-acc=80.22%, top5-acc=97.19%, remaining_time=0:00:14.659062, arrival_time=2021-04-14 22:40:13.649814, cost_time=0:00:28.873853 2021-04-14 22:40:01,193 INFO : TRAIN, epoch=0115, iter=00140/00196, fetch data time cost=1.97ms, fps=1162 images/s, loss=0.6498, top1-acc=80.05%, top5-acc=97.18%, remaining_time=0:00:12.430712, arrival_time=2021-04-14 22:40:13.624432, cost_time=0:00:31.076762 2021-04-14 22:40:03,395 INFO : TRAIN, epoch=0115, iter=00150/00196, fetch data time cost=1.70ms, fps=1163 images/s, loss=0.6538, top1-acc=79.97%, top5-acc=97.14%, remaining_time=0:00:10.205422, arrival_time=2021-04-14 22:40:13.600855, cost_time=0:00:33.278546 2021-04-14 22:40:05,599 INFO : TRAIN, epoch=0115, iter=00160/00196, fetch data time cost=1.36ms, fps=1162 images/s, loss=0.6560, top1-acc=79.92%, top5-acc=97.10%, remaining_time=0:00:07.983576, arrival_time=2021-04-14 22:40:13.583065, cost_time=0:00:35.482589 2021-04-14 22:40:07,802 INFO : TRAIN, epoch=0115, iter=00170/00196, fetch data time cost=1.44ms, fps=1162 images/s, loss=0.6573, top1-acc=79.93%, top5-acc=97.08%, remaining_time=0:00:05.763732, arrival_time=2021-04-14 22:40:13.566534, cost_time=0:00:37.685910 2021-04-14 22:40:09,999 INFO : TRAIN, epoch=0115, iter=00180/00196, fetch data time cost=1.58ms, fps=1166 images/s, loss=0.6602, top1-acc=79.82%, top5-acc=97.05%, remaining_time=0:00:03.545104, arrival_time=2021-04-14 22:40:13.544505, cost_time=0:00:39.882506 2021-04-14 22:40:12,200 INFO : TRAIN, epoch=0115, iter=00190/00196, fetch data time cost=1.26ms, fps=1163 images/s, loss=0.6606, top1-acc=79.81%, top5-acc=97.05%, remaining_time=0:00:01.328952, arrival_time=2021-04-14 22:40:13.529433, cost_time=0:00:42.083560 2021-04-14 22:40:13,381 INFO : TRAIN, epoch=0115, iter=00196/00196, fetch data time cost=1.41ms, fps=1153 images/s, loss=0.6619, top1-acc=79.75%, top5-acc=97.05%, remaining_time=0:00:00, arrival_time=2021-04-14 22:40:13.381016, cost_time=0:00:43.264218 2021-04-14 22:40:14,194 INFO : EVAL, epoch=0115, iter=00010/00040, fetch data time cost=2.59ms, fps=3153 images/s, loss=1.2897, top1-acc=64.45%, top5-acc=88.24%, remaining_time=0:00:02.435640, arrival_time=2021-04-14 22:40:16.630429, cost_time=0:00:00.811879 2021-04-14 22:40:14,887 INFO : EVAL, epoch=0115, iter=00020/00040, fetch data time cost=1.36ms, fps=3701 images/s, loss=1.3311, top1-acc=63.61%, top5-acc=88.20%, remaining_time=0:00:01.504100, arrival_time=2021-04-14 22:40:16.391063, cost_time=0:00:01.504100 2021-04-14 22:40:15,581 INFO : EVAL, epoch=0115, iter=00030/00040, fetch data time cost=2.13ms, fps=3691 images/s, loss=1.3376, top1-acc=63.37%, top5-acc=88.24%, remaining_time=0:00:00.732670, arrival_time=2021-04-14 22:40:16.313652, cost_time=0:00:02.198009 2021-04-14 22:40:16,211 INFO : EVAL, epoch=0115, iter=00040/00040, fetch data time cost=0.09ms, fps=3682 images/s, loss=1.3477, top1-acc=63.53%, top5-acc=88.24%, remaining_time=0:00:00, arrival_time=2021-04-14 22:40:16.211590, cost_time=0:00:02.828753 2021-04-14 22:40:16,419 INFO : Epoch=0115 complete, best val top1-acc=64.39%, top5-acc=89.23% (epoch=111), remaining_time=1:05:50.087955, arrival_time=2021-04-14 23:46:06.507625, cost_time=1:29:04.236620 2021-04-14 22:40:16,421 INFO : Train start, epoch=0116, lr=0.038328 2021-04-14 22:40:18,798 INFO : TRAIN, epoch=0116, iter=00010/00196, fetch data time cost=1.91ms, fps=1077 images/s, loss=0.6263, top1-acc=81.13%, top5-acc=97.66%, remaining_time=0:00:44.216478, arrival_time=2021-04-14 22:41:03.014995, cost_time=0:00:02.377233 2021-04-14 22:40:20,998 INFO : TRAIN, epoch=0116, iter=00020/00196, fetch data time cost=1.53ms, fps=1164 images/s, loss=0.6100, top1-acc=81.56%, top5-acc=97.73%, remaining_time=0:00:40.277776, arrival_time=2021-04-14 22:41:01.276046, cost_time=0:00:04.577029 2021-04-14 22:40:23,205 INFO : TRAIN, epoch=0116, iter=00030/00196, fetch data time cost=1.57ms, fps=1160 images/s, loss=0.6176, top1-acc=80.87%, top5-acc=97.57%, remaining_time=0:00:37.536252, arrival_time=2021-04-14 22:41:00.741388, cost_time=0:00:06.783662 2021-04-14 22:40:25,408 INFO : TRAIN, epoch=0116, iter=00040/00196, fetch data time cost=1.55ms, fps=1162 images/s, loss=0.6192, top1-acc=80.92%, top5-acc=97.55%, remaining_time=0:00:35.050704, arrival_time=2021-04-14 22:41:00.459427, cost_time=0:00:08.987369 2021-04-14 22:40:27,620 INFO : TRAIN, epoch=0116, iter=00050/00196, fetch data time cost=2.12ms, fps=1158 images/s, loss=0.6201, top1-acc=80.66%, top5-acc=97.59%, remaining_time=0:00:32.701956, arrival_time=2021-04-14 22:41:00.322493, cost_time=0:00:11.199289 2021-04-14 22:40:29,815 INFO : TRAIN, epoch=0116, iter=00060/00196, fetch data time cost=1.49ms, fps=1166 images/s, loss=0.6249, top1-acc=80.68%, top5-acc=97.46%, remaining_time=0:00:30.360912, arrival_time=2021-04-14 22:41:00.176591, cost_time=0:00:13.394516 2021-04-14 22:40:32,028 INFO : TRAIN, epoch=0116, iter=00070/00196, fetch data time cost=1.52ms, fps=1157 images/s, loss=0.6300, top1-acc=80.56%, top5-acc=97.41%, remaining_time=0:00:28.093464, arrival_time=2021-04-14 22:41:00.122233, cost_time=0:00:15.607456 2021-04-14 22:40:34,235 INFO : TRAIN, epoch=0116, iter=00080/00196, fetch data time cost=2.03ms, fps=1161 images/s, loss=0.6313, top1-acc=80.56%, top5-acc=97.40%, remaining_time=0:00:25.830184, arrival_time=2021-04-14 22:41:00.065351, cost_time=0:00:17.813933 2021-04-14 22:40:36,436 INFO : TRAIN, epoch=0116, iter=00090/00196, fetch data time cost=1.59ms, fps=1163 images/s, loss=0.6337, top1-acc=80.43%, top5-acc=97.45%, remaining_time=0:00:23.573234, arrival_time=2021-04-14 22:41:00.009410, cost_time=0:00:20.015009 2021-04-14 22:40:38,642 INFO : TRAIN, epoch=0116, iter=00100/00196, fetch data time cost=1.43ms, fps=1161 images/s, loss=0.6353, top1-acc=80.42%, top5-acc=97.47%, remaining_time=0:00:21.332160, arrival_time=2021-04-14 22:40:59.974356, cost_time=0:00:22.220954 2021-04-14 22:40:40,848 INFO : TRAIN, epoch=0116, iter=00110/00196, fetch data time cost=1.59ms, fps=1161 images/s, loss=0.6365, top1-acc=80.38%, top5-acc=97.45%, remaining_time=0:00:19.097418, arrival_time=2021-04-14 22:40:59.945575, cost_time=0:00:24.426940 2021-04-14 22:40:43,059 INFO : TRAIN, epoch=0116, iter=00120/00196, fetch data time cost=1.57ms, fps=1158 images/s, loss=0.6398, top1-acc=80.29%, top5-acc=97.38%, remaining_time=0:00:16.870860, arrival_time=2021-04-14 22:40:59.930267, cost_time=0:00:26.638170 2021-04-14 22:40:45,264 INFO : TRAIN, epoch=0116, iter=00130/00196, fetch data time cost=1.54ms, fps=1161 images/s, loss=0.6414, top1-acc=80.34%, top5-acc=97.36%, remaining_time=0:00:14.643354, arrival_time=2021-04-14 22:40:59.907651, cost_time=0:00:28.842984 2021-04-14 22:40:47,494 INFO : TRAIN, epoch=0116, iter=00140/00196, fetch data time cost=1.63ms, fps=1148 images/s, loss=0.6428, top1-acc=80.27%, top5-acc=97.35%, remaining_time=0:00:12.429368, arrival_time=2021-04-14 22:40:59.924030, cost_time=0:00:31.073424 2021-04-14 22:40:49,694 INFO : TRAIN, epoch=0116, iter=00150/00196, fetch data time cost=1.80ms, fps=1164 images/s, loss=0.6457, top1-acc=80.17%, top5-acc=97.33%, remaining_time=0:00:10.203720, arrival_time=2021-04-14 22:40:59.898098, cost_time=0:00:33.272990 2021-04-14 22:40:51,890 INFO : TRAIN, epoch=0116, iter=00160/00196, fetch data time cost=1.58ms, fps=1166 images/s, loss=0.6488, top1-acc=80.06%, top5-acc=97.31%, remaining_time=0:00:07.980660, arrival_time=2021-04-14 22:40:59.871460, cost_time=0:00:35.469554 2021-04-14 22:40:54,096 INFO : TRAIN, epoch=0116, iter=00170/00196, fetch data time cost=1.57ms, fps=1161 images/s, loss=0.6518, top1-acc=79.96%, top5-acc=97.26%, remaining_time=0:00:05.762094, arrival_time=2021-04-14 22:40:59.858545, cost_time=0:00:37.675214 2021-04-14 22:40:56,299 INFO : TRAIN, epoch=0116, iter=00180/00196, fetch data time cost=1.41ms, fps=1163 images/s, loss=0.6551, top1-acc=79.83%, top5-acc=97.22%, remaining_time=0:00:03.544672, arrival_time=2021-04-14 22:40:59.843610, cost_time=0:00:39.877643 2021-04-14 22:40:58,501 INFO : TRAIN, epoch=0116, iter=00190/00196, fetch data time cost=1.20ms, fps=1163 images/s, loss=0.6582, top1-acc=79.72%, top5-acc=97.20%, remaining_time=0:00:01.328850, arrival_time=2021-04-14 22:40:59.830346, cost_time=0:00:42.080341 2021-04-14 22:40:59,684 INFO : TRAIN, epoch=0116, iter=00196/00196, fetch data time cost=1.63ms, fps=1151 images/s, loss=0.6593, top1-acc=79.71%, top5-acc=97.20%, remaining_time=0:00:00, arrival_time=2021-04-14 22:40:59.684047, cost_time=0:00:43.262804 2021-04-14 22:41:00,506 INFO : EVAL, epoch=0116, iter=00010/00040, fetch data time cost=2.98ms, fps=3119 images/s, loss=1.2850, top1-acc=65.23%, top5-acc=89.10%, remaining_time=0:00:02.462430, arrival_time=2021-04-14 22:41:02.969349, cost_time=0:00:00.820806 2021-04-14 22:41:01,205 INFO : EVAL, epoch=0116, iter=00020/00040, fetch data time cost=1.46ms, fps=3670 images/s, loss=1.2877, top1-acc=64.98%, top5-acc=89.65%, remaining_time=0:00:01.518880, arrival_time=2021-04-14 22:41:02.723914, cost_time=0:00:01.518875 2021-04-14 22:41:01,896 INFO : EVAL, epoch=0116, iter=00030/00040, fetch data time cost=1.73ms, fps=3708 images/s, loss=1.2877, top1-acc=64.74%, top5-acc=89.62%, remaining_time=0:00:00.736640, arrival_time=2021-04-14 22:41:02.632724, cost_time=0:00:02.209933 2021-04-14 22:41:02,528 INFO : EVAL, epoch=0116, iter=00040/00040, fetch data time cost=0.09ms, fps=3674 images/s, loss=1.2818, top1-acc=64.69%, top5-acc=89.78%, remaining_time=0:00:00, arrival_time=2021-04-14 22:41:02.528141, cost_time=0:00:02.842098 2021-04-14 22:41:02,862 INFO : Epoch=0116 complete, best val top1-acc=64.69%, top5-acc=89.78% (epoch=116), remaining_time=1:05:03.595500, arrival_time=2021-04-14 23:46:06.458107, cost_time=1:29:50.679554 2021-04-14 22:41:02,864 INFO : Train start, epoch=0117, lr=0.037566 2021-04-14 22:41:05,203 INFO : TRAIN, epoch=0117, iter=00010/00196, fetch data time cost=1.52ms, fps=1095 images/s, loss=0.6431, top1-acc=80.86%, top5-acc=96.95%, remaining_time=0:00:43.499820, arrival_time=2021-04-14 22:41:48.702783, cost_time=0:00:02.338702 2021-04-14 22:41:07,405 INFO : TRAIN, epoch=0117, iter=00020/00196, fetch data time cost=1.81ms, fps=1163 images/s, loss=0.6423, top1-acc=80.74%, top5-acc=97.09%, remaining_time=0:00:39.957632, arrival_time=2021-04-14 22:41:47.362665, cost_time=0:00:04.540632 2021-04-14 22:41:09,612 INFO : TRAIN, epoch=0117, iter=00030/00196, fetch data time cost=1.58ms, fps=1160 images/s, loss=0.6415, top1-acc=80.62%, top5-acc=97.02%, remaining_time=0:00:37.338214, arrival_time=2021-04-14 22:41:46.950362, cost_time=0:00:06.747877 2021-04-14 22:41:11,814 INFO : TRAIN, epoch=0117, iter=00040/00196, fetch data time cost=1.46ms, fps=1163 images/s, loss=0.6345, top1-acc=80.63%, top5-acc=97.29%, remaining_time=0:00:34.904532, arrival_time=2021-04-14 22:41:46.718677, cost_time=0:00:08.949870 2021-04-14 22:41:14,014 INFO : TRAIN, epoch=0117, iter=00050/00196, fetch data time cost=1.64ms, fps=1164 images/s, loss=0.6321, top1-acc=80.64%, top5-acc=97.30%, remaining_time=0:00:32.557270, arrival_time=2021-04-14 22:41:46.571322, cost_time=0:00:11.149752 2021-04-14 22:41:16,214 INFO : TRAIN, epoch=0117, iter=00060/00196, fetch data time cost=1.62ms, fps=1164 images/s, loss=0.6275, top1-acc=80.64%, top5-acc=97.37%, remaining_time=0:00:30.259864, arrival_time=2021-04-14 22:41:46.474218, cost_time=0:00:13.349957 2021-04-14 22:41:18,419 INFO : TRAIN, epoch=0117, iter=00070/00196, fetch data time cost=1.46ms, fps=1161 images/s, loss=0.6290, top1-acc=80.51%, top5-acc=97.36%, remaining_time=0:00:27.998838, arrival_time=2021-04-14 22:41:46.417934, cost_time=0:00:15.554908 2021-04-14 22:41:20,626 INFO : TRAIN, epoch=0117, iter=00080/00196, fetch data time cost=1.43ms, fps=1160 images/s, loss=0.6298, top1-acc=80.50%, top5-acc=97.39%, remaining_time=0:00:25.755016, arrival_time=2021-04-14 22:41:46.381433, cost_time=0:00:17.762114 2021-04-14 22:41:22,827 INFO : TRAIN, epoch=0117, iter=00090/00196, fetch data time cost=1.48ms, fps=1163 images/s, loss=0.6316, top1-acc=80.49%, top5-acc=97.36%, remaining_time=0:00:23.512072, arrival_time=2021-04-14 22:41:46.339336, cost_time=0:00:19.963065 2021-04-14 22:41:25,035 INFO : TRAIN, epoch=0117, iter=00100/00196, fetch data time cost=1.52ms, fps=1160 images/s, loss=0.6326, top1-acc=80.43%, top5-acc=97.36%, remaining_time=0:00:21.284160, arrival_time=2021-04-14 22:41:46.319378, cost_time=0:00:22.170950 2021-04-14 22:41:27,241 INFO : TRAIN, epoch=0117, iter=00110/00196, fetch data time cost=1.42ms, fps=1160 images/s, loss=0.6376, top1-acc=80.28%, top5-acc=97.34%, remaining_time=0:00:19.058890, arrival_time=2021-04-14 22:41:46.300732, cost_time=0:00:24.377664 2021-04-14 22:41:29,455 INFO : TRAIN, epoch=0117, iter=00120/00196, fetch data time cost=1.37ms, fps=1157 images/s, loss=0.6381, top1-acc=80.28%, top5-acc=97.33%, remaining_time=0:00:16.840916, arrival_time=2021-04-14 22:41:46.296136, cost_time=0:00:26.590954 2021-04-14 22:41:31,657 INFO : TRAIN, epoch=0117, iter=00130/00196, fetch data time cost=1.40ms, fps=1163 images/s, loss=0.6432, top1-acc=80.10%, top5-acc=97.29%, remaining_time=0:00:14.617944, arrival_time=2021-04-14 22:41:46.275115, cost_time=0:00:28.792951 2021-04-14 22:41:33,857 INFO : TRAIN, epoch=0117, iter=00140/00196, fetch data time cost=1.44ms, fps=1165 images/s, loss=0.6446, top1-acc=80.03%, top5-acc=97.29%, remaining_time=0:00:12.397224, arrival_time=2021-04-14 22:41:46.254522, cost_time=0:00:30.993123 2021-04-14 22:41:36,057 INFO : TRAIN, epoch=0117, iter=00150/00196, fetch data time cost=1.72ms, fps=1164 images/s, loss=0.6474, top1-acc=79.94%, top5-acc=97.28%, remaining_time=0:00:10.179202, arrival_time=2021-04-14 22:41:46.236569, cost_time=0:00:33.193092 2021-04-14 22:41:38,257 INFO : TRAIN, epoch=0117, iter=00160/00196, fetch data time cost=1.40ms, fps=1164 images/s, loss=0.6510, top1-acc=79.86%, top5-acc=97.22%, remaining_time=0:00:07.963488, arrival_time=2021-04-14 22:41:46.220975, cost_time=0:00:35.393309 2021-04-14 22:41:40,450 INFO : TRAIN, epoch=0117, iter=00170/00196, fetch data time cost=1.41ms, fps=1167 images/s, loss=0.6511, top1-acc=79.89%, top5-acc=97.19%, remaining_time=0:00:05.748548, arrival_time=2021-04-14 22:41:46.199433, cost_time=0:00:37.586705 2021-04-14 22:41:42,651 INFO : TRAIN, epoch=0117, iter=00180/00196, fetch data time cost=1.85ms, fps=1164 images/s, loss=0.6549, top1-acc=79.77%, top5-acc=97.14%, remaining_time=0:00:03.536608, arrival_time=2021-04-14 22:41:46.187786, cost_time=0:00:39.786916 2021-04-14 22:41:44,848 INFO : TRAIN, epoch=0117, iter=00190/00196, fetch data time cost=1.28ms, fps=1166 images/s, loss=0.6563, top1-acc=79.74%, top5-acc=97.13%, remaining_time=0:00:01.325802, arrival_time=2021-04-14 22:41:46.173811, cost_time=0:00:41.983814 2021-04-14 22:41:46,026 INFO : TRAIN, epoch=0117, iter=00196/00196, fetch data time cost=1.37ms, fps=1155 images/s, loss=0.6554, top1-acc=79.77%, top5-acc=97.12%, remaining_time=0:00:00, arrival_time=2021-04-14 22:41:46.026381, cost_time=0:00:43.162215 2021-04-14 22:41:46,833 INFO : EVAL, epoch=0117, iter=00010/00040, fetch data time cost=4.34ms, fps=3180 images/s, loss=1.2179, top1-acc=65.47%, top5-acc=90.43%, remaining_time=0:00:02.415030, arrival_time=2021-04-14 22:41:49.248147, cost_time=0:00:00.805010 2021-04-14 22:41:47,521 INFO : EVAL, epoch=0117, iter=00020/00040, fetch data time cost=1.50ms, fps=3722 images/s, loss=1.2227, top1-acc=65.78%, top5-acc=90.18%, remaining_time=0:00:01.493140, arrival_time=2021-04-14 22:41:49.014385, cost_time=0:00:01.493135 2021-04-14 22:41:48,211 INFO : EVAL, epoch=0117, iter=00030/00040, fetch data time cost=1.76ms, fps=3709 images/s, loss=1.2462, top1-acc=65.20%, top5-acc=89.93%, remaining_time=0:00:00.727920, arrival_time=2021-04-14 22:41:48.939796, cost_time=0:00:02.183765 2021-04-14 22:41:48,842 INFO : EVAL, epoch=0117, iter=00040/00040, fetch data time cost=0.09ms, fps=3681 images/s, loss=1.2792, top1-acc=65.11%, top5-acc=89.87%, remaining_time=0:00:00, arrival_time=2021-04-14 22:41:48.842498, cost_time=0:00:02.814420 2021-04-14 22:41:49,162 INFO : Epoch=0117 complete, best val top1-acc=65.11%, top5-acc=89.87% (epoch=117), remaining_time=1:04:17.002281, arrival_time=2021-04-14 23:46:06.164403, cost_time=1:30:36.979075 2021-04-14 22:41:49,163 INFO : Train start, epoch=0118, lr=0.036806 2021-04-14 22:41:51,522 INFO : TRAIN, epoch=0118, iter=00010/00196, fetch data time cost=1.35ms, fps=1085 images/s, loss=0.5602, top1-acc=82.27%, top5-acc=98.36%, remaining_time=0:00:43.869774, arrival_time=2021-04-14 22:42:35.392069, cost_time=0:00:02.358591 2021-04-14 22:41:53,722 INFO : TRAIN, epoch=0118, iter=00020/00196, fetch data time cost=1.52ms, fps=1164 images/s, loss=0.5825, top1-acc=81.66%, top5-acc=98.05%, remaining_time=0:00:40.119024, arrival_time=2021-04-14 22:42:33.841559, cost_time=0:00:04.558974 2021-04-14 22:41:55,921 INFO : TRAIN, epoch=0118, iter=00030/00196, fetch data time cost=1.46ms, fps=1165 images/s, loss=0.5882, top1-acc=81.64%, top5-acc=97.75%, remaining_time=0:00:37.392828, arrival_time=2021-04-14 22:42:33.314246, cost_time=0:00:06.757737 2021-04-14 22:41:58,135 INFO : TRAIN, epoch=0118, iter=00040/00196, fetch data time cost=1.40ms, fps=1157 images/s, loss=0.6000, top1-acc=81.37%, top5-acc=97.68%, remaining_time=0:00:34.988928, arrival_time=2021-04-14 22:42:33.124130, cost_time=0:00:08.971527 2021-04-14 22:42:00,332 INFO : TRAIN, epoch=0118, iter=00050/00196, fetch data time cost=1.44ms, fps=1166 images/s, loss=0.6000, top1-acc=81.55%, top5-acc=97.66%, remaining_time=0:00:32.612604, arrival_time=2021-04-14 22:42:32.944818, cost_time=0:00:11.168722 2021-04-14 22:42:02,532 INFO : TRAIN, epoch=0118, iter=00060/00196, fetch data time cost=1.43ms, fps=1164 images/s, loss=0.5986, top1-acc=81.63%, top5-acc=97.64%, remaining_time=0:00:30.303520, arrival_time=2021-04-14 22:42:32.836296, cost_time=0:00:13.369203 2021-04-14 22:42:04,737 INFO : TRAIN, epoch=0118, iter=00070/00196, fetch data time cost=1.52ms, fps=1162 images/s, loss=0.6036, top1-acc=81.37%, top5-acc=97.59%, remaining_time=0:00:28.032606, arrival_time=2021-04-14 22:42:32.769872, cost_time=0:00:15.573700 2021-04-14 22:42:06,936 INFO : TRAIN, epoch=0118, iter=00080/00196, fetch data time cost=1.60ms, fps=1164 images/s, loss=0.6107, top1-acc=81.23%, top5-acc=97.53%, remaining_time=0:00:25.771256, arrival_time=2021-04-14 22:42:32.708034, cost_time=0:00:17.773291 2021-04-14 22:42:09,134 INFO : TRAIN, epoch=0118, iter=00090/00196, fetch data time cost=1.53ms, fps=1165 images/s, loss=0.6139, top1-acc=81.22%, top5-acc=97.50%, remaining_time=0:00:23.520870, arrival_time=2021-04-14 22:42:32.654988, cost_time=0:00:19.970546 2021-04-14 22:42:11,330 INFO : TRAIN, epoch=0118, iter=00100/00196, fetch data time cost=1.36ms, fps=1166 images/s, loss=0.6192, top1-acc=81.10%, top5-acc=97.46%, remaining_time=0:00:21.280512, arrival_time=2021-04-14 22:42:32.611146, cost_time=0:00:22.167150 2021-04-14 22:42:13,539 INFO : TRAIN, epoch=0118, iter=00110/00196, fetch data time cost=1.57ms, fps=1159 images/s, loss=0.6226, top1-acc=81.02%, top5-acc=97.45%, remaining_time=0:00:19.057600, arrival_time=2021-04-14 22:42:32.597135, cost_time=0:00:24.375952 2021-04-14 22:42:15,743 INFO : TRAIN, epoch=0118, iter=00120/00196, fetch data time cost=1.47ms, fps=1162 images/s, loss=0.6243, top1-acc=80.88%, top5-acc=97.44%, remaining_time=0:00:16.834228, arrival_time=2021-04-14 22:42:32.578119, cost_time=0:00:26.580410 2021-04-14 22:42:17,949 INFO : TRAIN, epoch=0118, iter=00130/00196, fetch data time cost=1.55ms, fps=1161 images/s, loss=0.6250, top1-acc=80.93%, top5-acc=97.44%, remaining_time=0:00:14.614380, arrival_time=2021-04-14 22:42:32.563899, cost_time=0:00:28.785898 2021-04-14 22:42:20,163 INFO : TRAIN, epoch=0118, iter=00140/00196, fetch data time cost=1.39ms, fps=1157 images/s, loss=0.6262, top1-acc=80.89%, top5-acc=97.41%, remaining_time=0:00:12.399968, arrival_time=2021-04-14 22:42:32.563495, cost_time=0:00:30.999955 2021-04-14 22:42:22,365 INFO : TRAIN, epoch=0118, iter=00150/00196, fetch data time cost=1.44ms, fps=1163 images/s, loss=0.6298, top1-acc=80.80%, top5-acc=97.36%, remaining_time=0:00:10.181870, arrival_time=2021-04-14 22:42:32.547232, cost_time=0:00:33.201800 2021-04-14 22:42:24,565 INFO : TRAIN, epoch=0118, iter=00160/00196, fetch data time cost=1.45ms, fps=1164 images/s, loss=0.6311, top1-acc=80.73%, top5-acc=97.38%, remaining_time=0:00:07.965396, arrival_time=2021-04-14 22:42:32.530757, cost_time=0:00:35.401804 2021-04-14 22:42:26,781 INFO : TRAIN, epoch=0118, iter=00170/00196, fetch data time cost=1.48ms, fps=1155 images/s, loss=0.6313, top1-acc=80.69%, top5-acc=97.37%, remaining_time=0:00:05.753358, arrival_time=2021-04-14 22:42:32.534957, cost_time=0:00:37.618035 2021-04-14 22:42:28,987 INFO : TRAIN, epoch=0118, iter=00180/00196, fetch data time cost=1.71ms, fps=1161 images/s, loss=0.6330, top1-acc=80.61%, top5-acc=97.36%, remaining_time=0:00:03.539904, arrival_time=2021-04-14 22:42:32.527364, cost_time=0:00:39.823895 2021-04-14 22:42:31,190 INFO : TRAIN, epoch=0118, iter=00190/00196, fetch data time cost=1.47ms, fps=1163 images/s, loss=0.6358, top1-acc=80.52%, top5-acc=97.34%, remaining_time=0:00:01.327158, arrival_time=2021-04-14 22:42:32.517428, cost_time=0:00:42.026586 2021-04-14 22:42:32,376 INFO : TRAIN, epoch=0118, iter=00196/00196, fetch data time cost=1.42ms, fps=1147 images/s, loss=0.6397, top1-acc=80.45%, top5-acc=97.34%, remaining_time=0:00:00, arrival_time=2021-04-14 22:42:32.376935, cost_time=0:00:43.213353 2021-04-14 22:42:33,215 INFO : EVAL, epoch=0118, iter=00010/00040, fetch data time cost=1.66ms, fps=3060 images/s, loss=1.2879, top1-acc=65.20%, top5-acc=89.88%, remaining_time=0:00:02.510100, arrival_time=2021-04-14 22:42:35.725520, cost_time=0:00:00.836695 2021-04-14 22:42:33,907 INFO : EVAL, epoch=0118, iter=00020/00040, fetch data time cost=1.51ms, fps=3703 images/s, loss=1.2901, top1-acc=65.35%, top5-acc=89.57%, remaining_time=0:00:01.528300, arrival_time=2021-04-14 22:42:35.435433, cost_time=0:00:01.528300 2021-04-14 22:42:34,598 INFO : EVAL, epoch=0118, iter=00030/00040, fetch data time cost=1.42ms, fps=3705 images/s, loss=1.3247, top1-acc=64.71%, top5-acc=88.85%, remaining_time=0:00:00.739980, arrival_time=2021-04-14 22:42:35.338681, cost_time=0:00:02.219945 2021-04-14 22:42:35,229 INFO : EVAL, epoch=0118, iter=00040/00040, fetch data time cost=0.09ms, fps=3678 images/s, loss=1.3229, top1-acc=64.49%, top5-acc=89.04%, remaining_time=0:00:00, arrival_time=2021-04-14 22:42:35.229815, cost_time=0:00:02.851115 2021-04-14 22:42:35,368 INFO : Epoch=0118 complete, best val top1-acc=65.11%, top5-acc=89.87% (epoch=117), remaining_time=1:03:30.349350, arrival_time=2021-04-14 23:46:05.718066, cost_time=1:31:23.185673 2021-04-14 22:42:35,370 INFO : Train start, epoch=0119, lr=0.036050 2021-04-14 22:42:37,754 INFO : TRAIN, epoch=0119, iter=00010/00196, fetch data time cost=1.55ms, fps=1074 images/s, loss=0.6533, top1-acc=79.80%, top5-acc=97.38%, remaining_time=0:00:44.346492, arrival_time=2021-04-14 22:43:22.101043, cost_time=0:00:02.384216 2021-04-14 22:42:39,977 INFO : TRAIN, epoch=0119, iter=00020/00196, fetch data time cost=2.12ms, fps=1152 images/s, loss=0.6355, top1-acc=80.51%, top5-acc=97.56%, remaining_time=0:00:40.538784, arrival_time=2021-04-14 22:43:20.515853, cost_time=0:00:04.606686 2021-04-14 22:42:42,190 INFO : TRAIN, epoch=0119, iter=00030/00196, fetch data time cost=1.74ms, fps=1157 images/s, loss=0.6234, top1-acc=81.04%, top5-acc=97.59%, remaining_time=0:00:37.737610, arrival_time=2021-04-14 22:43:19.927925, cost_time=0:00:06.820047 2021-04-14 22:42:44,393 INFO : TRAIN, epoch=0119, iter=00040/00196, fetch data time cost=1.62ms, fps=1163 images/s, loss=0.6119, top1-acc=81.47%, top5-acc=97.74%, remaining_time=0:00:35.188920, arrival_time=2021-04-14 22:43:19.581982, cost_time=0:00:09.022797 2021-04-14 22:42:46,596 INFO : TRAIN, epoch=0119, iter=00050/00196, fetch data time cost=1.45ms, fps=1162 images/s, loss=0.6030, top1-acc=81.68%, top5-acc=97.82%, remaining_time=0:00:32.778752, arrival_time=2021-04-14 22:43:19.374661, cost_time=0:00:11.225591 2021-04-14 22:42:48,801 INFO : TRAIN, epoch=0119, iter=00060/00196, fetch data time cost=1.36ms, fps=1161 images/s, loss=0.6032, top1-acc=81.58%, top5-acc=97.84%, remaining_time=0:00:30.444008, arrival_time=2021-04-14 22:43:19.245351, cost_time=0:00:13.431159 2021-04-14 22:42:51,003 INFO : TRAIN, epoch=0119, iter=00070/00196, fetch data time cost=1.36ms, fps=1163 images/s, loss=0.6067, top1-acc=81.40%, top5-acc=97.77%, remaining_time=0:00:28.140462, arrival_time=2021-04-14 22:43:19.144332, cost_time=0:00:15.633597 2021-04-14 22:42:53,203 INFO : TRAIN, epoch=0119, iter=00080/00196, fetch data time cost=1.55ms, fps=1164 images/s, loss=0.6147, top1-acc=81.20%, top5-acc=97.65%, remaining_time=0:00:25.858372, arrival_time=2021-04-14 22:43:19.062044, cost_time=0:00:17.833362 2021-04-14 22:42:55,398 INFO : TRAIN, epoch=0119, iter=00090/00196, fetch data time cost=1.65ms, fps=1167 images/s, loss=0.6178, top1-acc=81.05%, top5-acc=97.61%, remaining_time=0:00:23.588604, arrival_time=2021-04-14 22:43:18.986886, cost_time=0:00:20.028100 2021-04-14 22:42:57,595 INFO : TRAIN, epoch=0119, iter=00100/00196, fetch data time cost=1.43ms, fps=1166 images/s, loss=0.6179, top1-acc=81.16%, top5-acc=97.60%, remaining_time=0:00:21.335808, arrival_time=2021-04-14 22:43:18.930873, cost_time=0:00:22.224754 2021-04-14 22:42:59,792 INFO : TRAIN, epoch=0119, iter=00110/00196, fetch data time cost=1.42ms, fps=1165 images/s, loss=0.6162, top1-acc=81.15%, top5-acc=97.65%, remaining_time=0:00:19.094064, arrival_time=2021-04-14 22:43:18.886883, cost_time=0:00:24.422643 2021-04-14 22:43:02,004 INFO : TRAIN, epoch=0119, iter=00120/00196, fetch data time cost=1.88ms, fps=1158 images/s, loss=0.6191, top1-acc=81.08%, top5-acc=97.57%, remaining_time=0:00:16.868048, arrival_time=2021-04-14 22:43:18.872009, cost_time=0:00:26.633704 2021-04-14 22:43:04,203 INFO : TRAIN, epoch=0119, iter=00130/00196, fetch data time cost=1.57ms, fps=1164 images/s, loss=0.6244, top1-acc=80.93%, top5-acc=97.50%, remaining_time=0:00:14.638272, arrival_time=2021-04-14 22:43:18.841491, cost_time=0:00:28.833022 2021-04-14 22:43:06,404 INFO : TRAIN, epoch=0119, iter=00140/00196, fetch data time cost=1.46ms, fps=1163 images/s, loss=0.6261, top1-acc=80.86%, top5-acc=97.52%, remaining_time=0:00:12.413632, arrival_time=2021-04-14 22:43:18.817878, cost_time=0:00:31.034072 2021-04-14 22:43:08,611 INFO : TRAIN, epoch=0119, iter=00150/00196, fetch data time cost=1.52ms, fps=1160 images/s, loss=0.6299, top1-acc=80.69%, top5-acc=97.51%, remaining_time=0:00:10.193830, arrival_time=2021-04-14 22:43:18.804852, cost_time=0:00:33.240742 2021-04-14 22:43:10,809 INFO : TRAIN, epoch=0119, iter=00160/00196, fetch data time cost=1.43ms, fps=1165 images/s, loss=0.6315, top1-acc=80.63%, top5-acc=97.48%, remaining_time=0:00:07.973820, arrival_time=2021-04-14 22:43:18.783253, cost_time=0:00:35.439234 2021-04-14 22:43:13,004 INFO : TRAIN, epoch=0119, iter=00170/00196, fetch data time cost=1.57ms, fps=1167 images/s, loss=0.6337, top1-acc=80.59%, top5-acc=97.47%, remaining_time=0:00:05.755776, arrival_time=2021-04-14 22:43:18.759908, cost_time=0:00:37.633959 2021-04-14 22:43:15,206 INFO : TRAIN, epoch=0119, iter=00180/00196, fetch data time cost=1.76ms, fps=1163 images/s, loss=0.6363, top1-acc=80.49%, top5-acc=97.44%, remaining_time=0:00:03.540976, arrival_time=2021-04-14 22:43:18.747170, cost_time=0:00:39.836018 2021-04-14 22:43:17,402 INFO : TRAIN, epoch=0119, iter=00190/00196, fetch data time cost=1.25ms, fps=1166 images/s, loss=0.6380, top1-acc=80.43%, top5-acc=97.40%, remaining_time=0:00:01.327338, arrival_time=2021-04-14 22:43:18.729873, cost_time=0:00:42.032355 2021-04-14 22:43:18,584 INFO : TRAIN, epoch=0119, iter=00196/00196, fetch data time cost=1.40ms, fps=1152 images/s, loss=0.6373, top1-acc=80.42%, top5-acc=97.40%, remaining_time=0:00:00, arrival_time=2021-04-14 22:43:18.583960, cost_time=0:00:43.213734 2021-04-14 22:43:19,442 INFO : EVAL, epoch=0119, iter=00010/00040, fetch data time cost=0.21ms, fps=2994 images/s, loss=1.3480, top1-acc=63.95%, top5-acc=88.71%, remaining_time=0:00:02.564940, arrival_time=2021-04-14 22:43:22.006986, cost_time=0:00:00.854983 2021-04-14 22:43:20,130 INFO : EVAL, epoch=0119, iter=00020/00040, fetch data time cost=1.50ms, fps=3720 images/s, loss=1.3128, top1-acc=64.34%, top5-acc=89.41%, remaining_time=0:00:01.543580, arrival_time=2021-04-14 22:43:21.674311, cost_time=0:00:01.543583 2021-04-14 22:43:20,820 INFO : EVAL, epoch=0119, iter=00030/00040, fetch data time cost=1.71ms, fps=3715 images/s, loss=1.3127, top1-acc=64.78%, top5-acc=89.22%, remaining_time=0:00:00.744430, arrival_time=2021-04-14 22:43:21.564836, cost_time=0:00:02.233280 2021-04-14 22:43:21,459 INFO : EVAL, epoch=0119, iter=00040/00040, fetch data time cost=0.08ms, fps=3633 images/s, loss=1.3009, top1-acc=64.66%, top5-acc=89.22%, remaining_time=0:00:00, arrival_time=2021-04-14 22:43:21.459393, cost_time=0:00:02.872366 2021-04-14 22:43:21,628 INFO : Epoch=0119 complete, best val top1-acc=65.11%, top5-acc=89.87% (epoch=117), remaining_time=1:02:43.739844, arrival_time=2021-04-14 23:46:05.367812, cost_time=1:32:09.444917 2021-04-14 22:43:21,629 INFO : Train start, epoch=0120, lr=0.035298 2021-04-14 22:43:24,022 INFO : TRAIN, epoch=0120, iter=00010/00196, fetch data time cost=1.54ms, fps=1070 images/s, loss=0.5877, top1-acc=81.52%, top5-acc=97.70%, remaining_time=0:00:44.510730, arrival_time=2021-04-14 22:44:08.533336, cost_time=0:00:02.393050 2021-04-14 22:43:26,228 INFO : TRAIN, epoch=0120, iter=00020/00196, fetch data time cost=1.46ms, fps=1161 images/s, loss=0.5913, top1-acc=81.43%, top5-acc=97.81%, remaining_time=0:00:40.469264, arrival_time=2021-04-14 22:44:06.697715, cost_time=0:00:04.598782 2021-04-14 22:43:28,429 INFO : TRAIN, epoch=0120, iter=00030/00196, fetch data time cost=2.95ms, fps=1164 images/s, loss=0.5813, top1-acc=81.90%, top5-acc=97.83%, remaining_time=0:00:37.624398, arrival_time=2021-04-14 22:44:06.053517, cost_time=0:00:06.799598 2021-04-14 22:43:30,634 INFO : TRAIN, epoch=0120, iter=00040/00196, fetch data time cost=1.48ms, fps=1161 images/s, loss=0.5781, top1-acc=82.11%, top5-acc=97.85%, remaining_time=0:00:35.120124, arrival_time=2021-04-14 22:44:05.754836, cost_time=0:00:09.005152 2021-04-14 22:43:32,840 INFO : TRAIN, epoch=0120, iter=00050/00196, fetch data time cost=2.14ms, fps=1161 images/s, loss=0.5780, top1-acc=82.09%, top5-acc=97.78%, remaining_time=0:00:32.734952, arrival_time=2021-04-14 22:44:05.575071, cost_time=0:00:11.210608 2021-04-14 22:43:35,041 INFO : TRAIN, epoch=0120, iter=00060/00196, fetch data time cost=1.40ms, fps=1163 images/s, loss=0.5792, top1-acc=82.00%, top5-acc=97.79%, remaining_time=0:00:30.399808, arrival_time=2021-04-14 22:44:05.441002, cost_time=0:00:13.411709 2021-04-14 22:43:37,243 INFO : TRAIN, epoch=0120, iter=00070/00196, fetch data time cost=1.47ms, fps=1163 images/s, loss=0.5842, top1-acc=81.79%, top5-acc=97.76%, remaining_time=0:00:28.104426, arrival_time=2021-04-14 22:44:05.347526, cost_time=0:00:15.613587 2021-04-14 22:43:39,446 INFO : TRAIN, epoch=0120, iter=00080/00196, fetch data time cost=2.12ms, fps=1162 images/s, loss=0.5855, top1-acc=81.75%, top5-acc=97.77%, remaining_time=0:00:25.835056, arrival_time=2021-04-14 22:44:05.281872, cost_time=0:00:17.817298 2021-04-14 22:43:41,650 INFO : TRAIN, epoch=0120, iter=00090/00196, fetch data time cost=1.55ms, fps=1162 images/s, loss=0.5868, top1-acc=81.71%, top5-acc=97.79%, remaining_time=0:00:23.579806, arrival_time=2021-04-14 22:44:05.229909, cost_time=0:00:20.020588 2021-04-14 22:43:43,850 INFO : TRAIN, epoch=0120, iter=00100/00196, fetch data time cost=1.96ms, fps=1164 images/s, loss=0.5907, top1-acc=81.59%, top5-acc=97.79%, remaining_time=0:00:21.332064, arrival_time=2021-04-14 22:44:05.182575, cost_time=0:00:22.220946 2021-04-14 22:43:46,051 INFO : TRAIN, epoch=0120, iter=00110/00196, fetch data time cost=1.88ms, fps=1163 images/s, loss=0.5935, top1-acc=81.56%, top5-acc=97.77%, remaining_time=0:00:19.093720, arrival_time=2021-04-14 22:44:05.145453, cost_time=0:00:24.422168 2021-04-14 22:43:48,247 INFO : TRAIN, epoch=0120, iter=00120/00196, fetch data time cost=2.13ms, fps=1166 images/s, loss=0.6000, top1-acc=81.35%, top5-acc=97.71%, remaining_time=0:00:16.857940, arrival_time=2021-04-14 22:44:05.105297, cost_time=0:00:26.617770 2021-04-14 22:43:50,464 INFO : TRAIN, epoch=0120, iter=00130/00196, fetch data time cost=1.70ms, fps=1155 images/s, loss=0.6023, top1-acc=81.30%, top5-acc=97.67%, remaining_time=0:00:14.639196, arrival_time=2021-04-14 22:44:05.103459, cost_time=0:00:28.834816 2021-04-14 22:43:52,673 INFO : TRAIN, epoch=0120, iter=00140/00196, fetch data time cost=1.73ms, fps=1159 images/s, loss=0.6054, top1-acc=81.16%, top5-acc=97.67%, remaining_time=0:00:12.417440, arrival_time=2021-04-14 22:44:05.090547, cost_time=0:00:31.043592 2021-04-14 22:43:54,871 INFO : TRAIN, epoch=0120, iter=00150/00196, fetch data time cost=1.55ms, fps=1165 images/s, loss=0.6076, top1-acc=81.11%, top5-acc=97.64%, remaining_time=0:00:10.194152, arrival_time=2021-04-14 22:44:05.065715, cost_time=0:00:33.241784 2021-04-14 22:43:57,075 INFO : TRAIN, epoch=0120, iter=00160/00196, fetch data time cost=1.47ms, fps=1162 images/s, loss=0.6086, top1-acc=81.13%, top5-acc=97.63%, remaining_time=0:00:07.975332, arrival_time=2021-04-14 22:44:05.050839, cost_time=0:00:35.445954 2021-04-14 22:43:59,281 INFO : TRAIN, epoch=0120, iter=00170/00196, fetch data time cost=1.69ms, fps=1161 images/s, loss=0.6097, top1-acc=81.08%, top5-acc=97.62%, remaining_time=0:00:05.758584, arrival_time=2021-04-14 22:44:05.040449, cost_time=0:00:37.652348 2021-04-14 22:44:01,479 INFO : TRAIN, epoch=0120, iter=00180/00196, fetch data time cost=1.81ms, fps=1165 images/s, loss=0.6111, top1-acc=81.07%, top5-acc=97.61%, remaining_time=0:00:03.542208, arrival_time=2021-04-14 22:44:05.021561, cost_time=0:00:39.849766 2021-04-14 22:44:03,689 INFO : TRAIN, epoch=0120, iter=00190/00196, fetch data time cost=1.30ms, fps=1159 images/s, loss=0.6138, top1-acc=80.95%, top5-acc=97.61%, remaining_time=0:00:01.328196, arrival_time=2021-04-14 22:44:05.017223, cost_time=0:00:42.059583 2021-04-14 22:44:04,868 INFO : TRAIN, epoch=0120, iter=00196/00196, fetch data time cost=1.40ms, fps=1153 images/s, loss=0.6150, top1-acc=80.92%, top5-acc=97.61%, remaining_time=0:00:00, arrival_time=2021-04-14 22:44:04.868809, cost_time=0:00:43.239300 2021-04-14 22:44:05,675 INFO : EVAL, epoch=0120, iter=00010/00040, fetch data time cost=0.21ms, fps=3180 images/s, loss=1.2947, top1-acc=64.69%, top5-acc=88.87%, remaining_time=0:00:02.415060, arrival_time=2021-04-14 22:44:08.090889, cost_time=0:00:00.805025 2021-04-14 22:44:06,365 INFO : EVAL, epoch=0120, iter=00020/00040, fetch data time cost=2.08ms, fps=3712 images/s, loss=1.3169, top1-acc=64.20%, top5-acc=88.89%, remaining_time=0:00:01.495040, arrival_time=2021-04-14 22:44:07.860882, cost_time=0:00:01.495030 2021-04-14 22:44:07,055 INFO : EVAL, epoch=0120, iter=00030/00040, fetch data time cost=1.42ms, fps=3716 images/s, loss=1.3002, top1-acc=64.37%, top5-acc=89.13%, remaining_time=0:00:00.728110, arrival_time=2021-04-14 22:44:07.783265, cost_time=0:00:02.184340 2021-04-14 22:44:07,689 INFO : EVAL, epoch=0120, iter=00040/00040, fetch data time cost=0.09ms, fps=3660 images/s, loss=1.2793, top1-acc=64.43%, top5-acc=89.10%, remaining_time=0:00:00, arrival_time=2021-04-14 22:44:07.689419, cost_time=0:00:02.818552 2021-04-14 22:44:07,882 INFO : Epoch=0120 complete, best val top1-acc=65.11%, top5-acc=89.87% (epoch=117), remaining_time=1:01:57.133040, arrival_time=2021-04-14 23:46:05.015700, cost_time=1:32:55.699566 2021-04-14 22:44:07,885 INFO : Train start, epoch=0121, lr=0.034549 2021-04-14 22:44:10,291 INFO : TRAIN, epoch=0121, iter=00010/00196, fetch data time cost=1.56ms, fps=1064 images/s, loss=0.6568, top1-acc=80.00%, top5-acc=97.85%, remaining_time=0:00:44.740440, arrival_time=2021-04-14 22:44:55.031541, cost_time=0:00:02.405401 2021-04-14 22:44:12,501 INFO : TRAIN, epoch=0121, iter=00020/00196, fetch data time cost=1.66ms, fps=1159 images/s, loss=0.6321, top1-acc=80.82%, top5-acc=97.71%, remaining_time=0:00:40.618160, arrival_time=2021-04-14 22:44:53.119413, cost_time=0:00:04.615691 2021-04-14 22:44:14,708 INFO : TRAIN, epoch=0121, iter=00030/00196, fetch data time cost=1.56ms, fps=1160 images/s, loss=0.6193, top1-acc=81.24%, top5-acc=97.67%, remaining_time=0:00:37.752716, arrival_time=2021-04-14 22:44:52.461216, cost_time=0:00:06.822783 2021-04-14 22:44:16,911 INFO : TRAIN, epoch=0121, iter=00040/00196, fetch data time cost=1.74ms, fps=1162 images/s, loss=0.6055, top1-acc=81.43%, top5-acc=97.71%, remaining_time=0:00:35.202336, arrival_time=2021-04-14 22:44:52.114139, cost_time=0:00:09.026238 2021-04-14 22:44:19,111 INFO : TRAIN, epoch=0121, iter=00050/00196, fetch data time cost=1.60ms, fps=1164 images/s, loss=0.5996, top1-acc=81.62%, top5-acc=97.73%, remaining_time=0:00:32.779336, arrival_time=2021-04-14 22:44:51.890716, cost_time=0:00:11.225823 2021-04-14 22:44:21,308 INFO : TRAIN, epoch=0121, iter=00060/00196, fetch data time cost=1.51ms, fps=1166 images/s, loss=0.5940, top1-acc=81.89%, top5-acc=97.80%, remaining_time=0:00:30.425240, arrival_time=2021-04-14 22:44:51.733754, cost_time=0:00:13.422903 2021-04-14 22:44:23,504 INFO : TRAIN, epoch=0121, iter=00070/00196, fetch data time cost=1.49ms, fps=1166 images/s, loss=0.5955, top1-acc=81.75%, top5-acc=97.76%, remaining_time=0:00:28.113498, arrival_time=2021-04-14 22:44:51.617574, cost_time=0:00:15.618603 2021-04-14 22:44:25,710 INFO : TRAIN, epoch=0121, iter=00080/00196, fetch data time cost=1.52ms, fps=1161 images/s, loss=0.5923, top1-acc=81.79%, top5-acc=97.76%, remaining_time=0:00:25.845960, arrival_time=2021-04-14 22:44:51.556287, cost_time=0:00:17.824768 2021-04-14 22:44:27,906 INFO : TRAIN, epoch=0121, iter=00090/00196, fetch data time cost=1.42ms, fps=1166 images/s, loss=0.5952, top1-acc=81.75%, top5-acc=97.74%, remaining_time=0:00:23.579594, arrival_time=2021-04-14 22:44:51.485588, cost_time=0:00:20.020396 2021-04-14 22:44:30,100 INFO : TRAIN, epoch=0121, iter=00100/00196, fetch data time cost=1.49ms, fps=1167 images/s, loss=0.5955, top1-acc=81.73%, top5-acc=97.73%, remaining_time=0:00:21.326592, arrival_time=2021-04-14 22:44:51.427262, cost_time=0:00:22.215200 2021-04-14 22:44:32,296 INFO : TRAIN, epoch=0121, iter=00110/00196, fetch data time cost=1.69ms, fps=1166 images/s, loss=0.5972, top1-acc=81.65%, top5-acc=97.77%, remaining_time=0:00:19.084604, arrival_time=2021-04-14 22:44:51.380692, cost_time=0:00:24.410531 2021-04-14 22:44:34,493 INFO : TRAIN, epoch=0121, iter=00120/00196, fetch data time cost=1.50ms, fps=1165 images/s, loss=0.5993, top1-acc=81.53%, top5-acc=97.74%, remaining_time=0:00:16.852012, arrival_time=2021-04-14 22:44:51.345954, cost_time=0:00:26.608471 2021-04-14 22:44:36,700 INFO : TRAIN, epoch=0121, iter=00130/00196, fetch data time cost=1.60ms, fps=1160 images/s, loss=0.6043, top1-acc=81.39%, top5-acc=97.69%, remaining_time=0:00:14.629230, arrival_time=2021-04-14 22:44:51.329975, cost_time=0:00:28.815196 2021-04-14 22:44:38,922 INFO : TRAIN, epoch=0121, iter=00140/00196, fetch data time cost=1.89ms, fps=1153 images/s, loss=0.6076, top1-acc=81.26%, top5-acc=97.68%, remaining_time=0:00:12.414696, arrival_time=2021-04-14 22:44:51.336930, cost_time=0:00:31.036752 2021-04-14 22:44:41,121 INFO : TRAIN, epoch=0121, iter=00150/00196, fetch data time cost=1.36ms, fps=1164 images/s, loss=0.6083, top1-acc=81.25%, top5-acc=97.69%, remaining_time=0:00:10.192496, arrival_time=2021-04-14 22:44:51.314397, cost_time=0:00:33.236378 2021-04-14 22:44:43,322 INFO : TRAIN, epoch=0121, iter=00160/00196, fetch data time cost=1.54ms, fps=1164 images/s, loss=0.6134, top1-acc=81.07%, top5-acc=97.66%, remaining_time=0:00:07.973316, arrival_time=2021-04-14 22:44:51.295900, cost_time=0:00:35.436983 2021-04-14 22:44:45,527 INFO : TRAIN, epoch=0121, iter=00170/00196, fetch data time cost=1.49ms, fps=1161 images/s, loss=0.6166, top1-acc=80.98%, top5-acc=97.62%, remaining_time=0:00:05.756998, arrival_time=2021-04-14 22:44:51.284343, cost_time=0:00:37.641872 2021-04-14 22:44:47,730 INFO : TRAIN, epoch=0121, iter=00180/00196, fetch data time cost=1.50ms, fps=1162 images/s, loss=0.6189, top1-acc=80.92%, top5-acc=97.60%, remaining_time=0:00:03.541776, arrival_time=2021-04-14 22:44:51.272156, cost_time=0:00:39.844913 2021-04-14 22:44:49,930 INFO : TRAIN, epoch=0121, iter=00190/00196, fetch data time cost=1.24ms, fps=1164 images/s, loss=0.6197, top1-acc=80.91%, top5-acc=97.57%, remaining_time=0:00:01.327722, arrival_time=2021-04-14 22:44:51.257722, cost_time=0:00:42.044455 2021-04-14 22:44:51,108 INFO : TRAIN, epoch=0121, iter=00196/00196, fetch data time cost=1.24ms, fps=1154 images/s, loss=0.6202, top1-acc=80.90%, top5-acc=97.55%, remaining_time=0:00:00, arrival_time=2021-04-14 22:44:51.108556, cost_time=0:00:43.223057 2021-04-14 22:44:51,924 INFO : EVAL, epoch=0121, iter=00010/00040, fetch data time cost=1.87ms, fps=3144 images/s, loss=1.2868, top1-acc=64.69%, top5-acc=89.53%, remaining_time=0:00:02.442480, arrival_time=2021-04-14 22:44:54.367147, cost_time=0:00:00.814163 2021-04-14 22:44:52,612 INFO : EVAL, epoch=0121, iter=00020/00040, fetch data time cost=1.48ms, fps=3724 images/s, loss=1.2916, top1-acc=64.49%, top5-acc=89.41%, remaining_time=0:00:01.502020, arrival_time=2021-04-14 22:44:54.114548, cost_time=0:00:01.502016 2021-04-14 22:44:53,302 INFO : EVAL, epoch=0121, iter=00030/00040, fetch data time cost=1.93ms, fps=3712 images/s, loss=1.2724, top1-acc=65.30%, top5-acc=89.53%, remaining_time=0:00:00.730670, arrival_time=2021-04-14 22:44:54.033178, cost_time=0:00:02.191999 2021-04-14 22:44:53,932 INFO : EVAL, epoch=0121, iter=00040/00040, fetch data time cost=0.09ms, fps=3682 images/s, loss=1.2944, top1-acc=65.08%, top5-acc=89.36%, remaining_time=0:00:00, arrival_time=2021-04-14 22:44:53.932930, cost_time=0:00:02.822454 2021-04-14 22:44:54,097 INFO : Epoch=0121 complete, best val top1-acc=65.11%, top5-acc=89.87% (epoch=117), remaining_time=1:01:10.505979, arrival_time=2021-04-14 23:46:04.603226, cost_time=1:33:41.914199 2021-04-14 22:44:54,098 INFO : Train start, epoch=0122, lr=0.033804 2021-04-14 22:44:56,506 INFO : TRAIN, epoch=0122, iter=00010/00196, fetch data time cost=1.50ms, fps=1063 images/s, loss=0.5588, top1-acc=82.42%, top5-acc=98.20%, remaining_time=0:00:44.788800, arrival_time=2021-04-14 22:45:41.295543, cost_time=0:00:02.408003 2021-04-14 22:44:58,713 INFO : TRAIN, epoch=0122, iter=00020/00196, fetch data time cost=1.42ms, fps=1160 images/s, loss=0.5568, top1-acc=82.27%, top5-acc=98.28%, remaining_time=0:00:40.613936, arrival_time=2021-04-14 22:45:39.327844, cost_time=0:00:04.615216 2021-04-14 22:45:00,929 INFO : TRAIN, epoch=0122, iter=00030/00196, fetch data time cost=1.36ms, fps=1156 images/s, loss=0.5668, top1-acc=82.04%, top5-acc=98.09%, remaining_time=0:00:37.795046, arrival_time=2021-04-14 22:45:38.724227, cost_time=0:00:06.830426 2021-04-14 22:45:03,131 INFO : TRAIN, epoch=0122, iter=00040/00196, fetch data time cost=1.51ms, fps=1163 images/s, loss=0.5616, top1-acc=82.23%, top5-acc=98.12%, remaining_time=0:00:35.227296, arrival_time=2021-04-14 22:45:38.358630, cost_time=0:00:09.032655 2021-04-14 22:45:05,330 INFO : TRAIN, epoch=0122, iter=00050/00196, fetch data time cost=1.44ms, fps=1164 images/s, loss=0.5577, top1-acc=82.14%, top5-acc=98.12%, remaining_time=0:00:32.797002, arrival_time=2021-04-14 22:45:38.127551, cost_time=0:00:11.231871 2021-04-14 22:45:07,535 INFO : TRAIN, epoch=0122, iter=00060/00196, fetch data time cost=1.43ms, fps=1161 images/s, loss=0.5624, top1-acc=82.19%, top5-acc=98.08%, remaining_time=0:00:30.456656, arrival_time=2021-04-14 22:45:37.992073, cost_time=0:00:13.436737 2021-04-14 22:45:09,734 INFO : TRAIN, epoch=0122, iter=00070/00196, fetch data time cost=1.41ms, fps=1165 images/s, loss=0.5628, top1-acc=82.30%, top5-acc=98.07%, remaining_time=0:00:28.143612, arrival_time=2021-04-14 22:45:37.877709, cost_time=0:00:15.635353 2021-04-14 22:45:11,931 INFO : TRAIN, epoch=0122, iter=00080/00196, fetch data time cost=1.48ms, fps=1165 images/s, loss=0.5649, top1-acc=82.26%, top5-acc=97.96%, remaining_time=0:00:25.857096, arrival_time=2021-04-14 22:45:37.788243, cost_time=0:00:17.832453 2021-04-14 22:45:14,127 INFO : TRAIN, epoch=0122, iter=00090/00196, fetch data time cost=1.42ms, fps=1166 images/s, loss=0.5693, top1-acc=82.17%, top5-acc=97.90%, remaining_time=0:00:23.589558, arrival_time=2021-04-14 22:45:37.717079, cost_time=0:00:20.028830 2021-04-14 22:45:16,324 INFO : TRAIN, epoch=0122, iter=00100/00196, fetch data time cost=1.36ms, fps=1166 images/s, loss=0.5709, top1-acc=82.12%, top5-acc=97.93%, remaining_time=0:00:21.336288, arrival_time=2021-04-14 22:45:37.660294, cost_time=0:00:22.225331 2021-04-14 22:45:18,520 INFO : TRAIN, epoch=0122, iter=00110/00196, fetch data time cost=1.57ms, fps=1166 images/s, loss=0.5696, top1-acc=82.29%, top5-acc=97.95%, remaining_time=0:00:19.093720, arrival_time=2021-04-14 22:45:37.614557, cost_time=0:00:24.422158 2021-04-14 22:45:20,730 INFO : TRAIN, epoch=0122, iter=00120/00196, fetch data time cost=1.73ms, fps=1159 images/s, loss=0.5721, top1-acc=82.21%, top5-acc=97.92%, remaining_time=0:00:16.866452, arrival_time=2021-04-14 22:45:37.596392, cost_time=0:00:26.631213 2021-04-14 22:45:22,930 INFO : TRAIN, epoch=0122, iter=00130/00196, fetch data time cost=2.59ms, fps=1164 images/s, loss=0.5737, top1-acc=82.15%, top5-acc=97.92%, remaining_time=0:00:14.637744, arrival_time=2021-04-14 22:45:37.568485, cost_time=0:00:28.831983 2021-04-14 22:45:25,128 INFO : TRAIN, epoch=0122, iter=00140/00196, fetch data time cost=1.80ms, fps=1165 images/s, loss=0.5777, top1-acc=82.04%, top5-acc=97.88%, remaining_time=0:00:12.412008, arrival_time=2021-04-14 22:45:37.540768, cost_time=0:00:31.030074 2021-04-14 22:45:27,332 INFO : TRAIN, epoch=0122, iter=00150/00196, fetch data time cost=1.91ms, fps=1162 images/s, loss=0.5803, top1-acc=81.95%, top5-acc=97.84%, remaining_time=0:00:10.191576, arrival_time=2021-04-14 22:45:37.523604, cost_time=0:00:33.233355 2021-04-14 22:45:29,534 INFO : TRAIN, epoch=0122, iter=00160/00196, fetch data time cost=1.58ms, fps=1163 images/s, loss=0.5837, top1-acc=81.85%, top5-acc=97.85%, remaining_time=0:00:07.972992, arrival_time=2021-04-14 22:45:37.507196, cost_time=0:00:35.435529 2021-04-14 22:45:31,728 INFO : TRAIN, epoch=0122, iter=00170/00196, fetch data time cost=1.32ms, fps=1167 images/s, loss=0.5874, top1-acc=81.74%, top5-acc=97.82%, remaining_time=0:00:05.755178, arrival_time=2021-04-14 22:45:37.483841, cost_time=0:00:37.629989 2021-04-14 22:45:33,923 INFO : TRAIN, epoch=0122, iter=00180/00196, fetch data time cost=1.46ms, fps=1167 images/s, loss=0.5885, top1-acc=81.71%, top5-acc=97.82%, remaining_time=0:00:03.539968, arrival_time=2021-04-14 22:45:37.463325, cost_time=0:00:39.824685 2021-04-14 22:45:36,120 INFO : TRAIN, epoch=0122, iter=00190/00196, fetch data time cost=1.25ms, fps=1165 images/s, loss=0.5904, top1-acc=81.64%, top5-acc=97.79%, remaining_time=0:00:01.326996, arrival_time=2021-04-14 22:45:37.447239, cost_time=0:00:42.021564 2021-04-14 22:45:37,299 INFO : TRAIN, epoch=0122, iter=00196/00196, fetch data time cost=1.85ms, fps=1154 images/s, loss=0.5918, top1-acc=81.58%, top5-acc=97.77%, remaining_time=0:00:00, arrival_time=2021-04-14 22:45:37.299644, cost_time=0:00:43.200894 2021-04-14 22:45:38,144 INFO : EVAL, epoch=0122, iter=00010/00040, fetch data time cost=0.20ms, fps=3038 images/s, loss=1.2820, top1-acc=65.47%, top5-acc=89.77%, remaining_time=0:00:02.527770, arrival_time=2021-04-14 22:45:40.672019, cost_time=0:00:00.842592 2021-04-14 22:45:38,832 INFO : EVAL, epoch=0122, iter=00020/00040, fetch data time cost=1.59ms, fps=3722 images/s, loss=1.2703, top1-acc=65.25%, top5-acc=90.12%, remaining_time=0:00:01.530680, arrival_time=2021-04-14 22:45:40.363095, cost_time=0:00:01.530688 2021-04-14 22:45:39,521 INFO : EVAL, epoch=0122, iter=00030/00040, fetch data time cost=1.55ms, fps=3716 images/s, loss=1.2894, top1-acc=64.62%, top5-acc=89.92%, remaining_time=0:00:00.740050, arrival_time=2021-04-14 22:45:40.261846, cost_time=0:00:02.220138 2021-04-14 22:45:40,154 INFO : EVAL, epoch=0122, iter=00040/00040, fetch data time cost=0.08ms, fps=3670 images/s, loss=1.2908, top1-acc=64.71%, top5-acc=89.87%, remaining_time=0:00:00, arrival_time=2021-04-14 22:45:40.154349, cost_time=0:00:02.852714 2021-04-14 22:45:40,341 INFO : Epoch=0122 complete, best val top1-acc=65.11%, top5-acc=89.87% (epoch=117), remaining_time=1:00:23.904180, arrival_time=2021-04-14 23:46:04.245120, cost_time=1:34:28.157871 2021-04-14 22:45:40,343 INFO : Train start, epoch=0123, lr=0.033063 2021-04-14 22:45:42,713 INFO : TRAIN, epoch=0123, iter=00010/00196, fetch data time cost=1.48ms, fps=1080 images/s, loss=0.5455, top1-acc=83.79%, top5-acc=98.05%, remaining_time=0:00:44.084976, arrival_time=2021-04-14 22:46:26.798434, cost_time=0:00:02.370164 2021-04-14 22:45:44,931 INFO : TRAIN, epoch=0123, iter=00020/00196, fetch data time cost=2.04ms, fps=1154 images/s, loss=0.5374, top1-acc=83.73%, top5-acc=98.01%, remaining_time=0:00:40.377920, arrival_time=2021-04-14 22:46:25.309757, cost_time=0:00:04.588409 2021-04-14 22:45:47,148 INFO : TRAIN, epoch=0123, iter=00030/00196, fetch data time cost=4.09ms, fps=1155 images/s, loss=0.5400, top1-acc=83.45%, top5-acc=97.97%, remaining_time=0:00:37.656104, arrival_time=2021-04-14 22:46:24.804878, cost_time=0:00:06.805320 2021-04-14 22:45:49,351 INFO : TRAIN, epoch=0123, iter=00040/00196, fetch data time cost=1.46ms, fps=1163 images/s, loss=0.5398, top1-acc=83.43%, top5-acc=97.99%, remaining_time=0:00:35.130108, arrival_time=2021-04-14 22:46:24.481236, cost_time=0:00:09.007712 2021-04-14 22:45:51,558 INFO : TRAIN, epoch=0123, iter=00050/00196, fetch data time cost=1.36ms, fps=1160 images/s, loss=0.5340, top1-acc=83.52%, top5-acc=98.03%, remaining_time=0:00:32.747946, arrival_time=2021-04-14 22:46:24.306344, cost_time=0:00:11.215059 2021-04-14 22:45:53,755 INFO : TRAIN, epoch=0123, iter=00060/00196, fetch data time cost=1.84ms, fps=1166 images/s, loss=0.5431, top1-acc=83.26%, top5-acc=97.99%, remaining_time=0:00:30.399944, arrival_time=2021-04-14 22:46:24.155044, cost_time=0:00:13.411753 2021-04-14 22:45:55,953 INFO : TRAIN, epoch=0123, iter=00070/00196, fetch data time cost=1.59ms, fps=1165 images/s, loss=0.5499, top1-acc=83.09%, top5-acc=97.94%, remaining_time=0:00:28.098378, arrival_time=2021-04-14 22:46:24.052097, cost_time=0:00:15.610180 2021-04-14 22:45:58,148 INFO : TRAIN, epoch=0123, iter=00080/00196, fetch data time cost=1.42ms, fps=1167 images/s, loss=0.5510, top1-acc=83.01%, top5-acc=97.92%, remaining_time=0:00:25.818236, arrival_time=2021-04-14 22:46:23.967178, cost_time=0:00:17.805683 2021-04-14 22:46:00,356 INFO : TRAIN, epoch=0123, iter=00090/00196, fetch data time cost=2.03ms, fps=1160 images/s, loss=0.5535, top1-acc=82.92%, top5-acc=97.92%, remaining_time=0:00:23.571432, arrival_time=2021-04-14 22:46:23.928270, cost_time=0:00:20.013501 2021-04-14 22:46:02,551 INFO : TRAIN, epoch=0123, iter=00100/00196, fetch data time cost=1.43ms, fps=1167 images/s, loss=0.5539, top1-acc=82.93%, top5-acc=97.95%, remaining_time=0:00:21.320352, arrival_time=2021-04-14 22:46:23.872271, cost_time=0:00:22.208664 2021-04-14 22:46:04,753 INFO : TRAIN, epoch=0123, iter=00110/00196, fetch data time cost=1.61ms, fps=1163 images/s, loss=0.5577, top1-acc=82.75%, top5-acc=97.92%, remaining_time=0:00:19.084002, arrival_time=2021-04-14 22:46:23.837133, cost_time=0:00:24.409780 2021-04-14 22:46:06,964 INFO : TRAIN, epoch=0123, iter=00120/00196, fetch data time cost=2.17ms, fps=1158 images/s, loss=0.5616, top1-acc=82.63%, top5-acc=97.91%, remaining_time=0:00:16.859840, arrival_time=2021-04-14 22:46:23.823904, cost_time=0:00:26.620808 2021-04-14 22:46:09,169 INFO : TRAIN, epoch=0123, iter=00130/00196, fetch data time cost=1.40ms, fps=1161 images/s, loss=0.5637, top1-acc=82.60%, top5-acc=97.90%, remaining_time=0:00:14.634510, arrival_time=2021-04-14 22:46:23.803451, cost_time=0:00:28.825610 2021-04-14 22:46:11,375 INFO : TRAIN, epoch=0123, iter=00140/00196, fetch data time cost=1.71ms, fps=1161 images/s, loss=0.5683, top1-acc=82.47%, top5-acc=97.87%, remaining_time=0:00:12.412680, arrival_time=2021-04-14 22:46:23.787714, cost_time=0:00:31.031764 2021-04-14 22:46:13,574 INFO : TRAIN, epoch=0123, iter=00150/00196, fetch data time cost=1.51ms, fps=1164 images/s, loss=0.5711, top1-acc=82.35%, top5-acc=97.85%, remaining_time=0:00:10.190978, arrival_time=2021-04-14 22:46:23.765643, cost_time=0:00:33.231420 2021-04-14 22:46:15,770 INFO : TRAIN, epoch=0123, iter=00160/00196, fetch data time cost=1.40ms, fps=1166 images/s, loss=0.5728, top1-acc=82.28%, top5-acc=97.84%, remaining_time=0:00:07.971048, arrival_time=2021-04-14 22:46:23.741271, cost_time=0:00:35.426849 2021-04-14 22:46:17,982 INFO : TRAIN, epoch=0123, iter=00170/00196, fetch data time cost=1.44ms, fps=1157 images/s, loss=0.5750, top1-acc=82.21%, top5-acc=97.84%, remaining_time=0:00:05.756608, arrival_time=2021-04-14 22:46:23.739275, cost_time=0:00:37.639413 2021-04-14 22:46:20,179 INFO : TRAIN, epoch=0123, iter=00180/00196, fetch data time cost=1.36ms, fps=1165 images/s, loss=0.5790, top1-acc=82.06%, top5-acc=97.82%, remaining_time=0:00:03.541008, arrival_time=2021-04-14 22:46:23.720539, cost_time=0:00:39.836257 2021-04-14 22:46:22,377 INFO : TRAIN, epoch=0123, iter=00190/00196, fetch data time cost=1.55ms, fps=1165 images/s, loss=0.5810, top1-acc=81.97%, top5-acc=97.79%, remaining_time=0:00:01.327380, arrival_time=2021-04-14 22:46:23.704390, cost_time=0:00:42.033681 2021-04-14 22:46:23,560 INFO : TRAIN, epoch=0123, iter=00196/00196, fetch data time cost=1.26ms, fps=1150 images/s, loss=0.5825, top1-acc=81.93%, top5-acc=97.77%, remaining_time=0:00:00, arrival_time=2021-04-14 22:46:23.560007, cost_time=0:00:43.216746 2021-04-14 22:46:24,419 INFO : EVAL, epoch=0123, iter=00010/00040, fetch data time cost=0.23ms, fps=2985 images/s, loss=1.3431, top1-acc=63.44%, top5-acc=88.44%, remaining_time=0:00:02.572530, arrival_time=2021-04-14 22:46:26.991852, cost_time=0:00:00.857511 2021-04-14 22:46:25,106 INFO : EVAL, epoch=0123, iter=00020/00040, fetch data time cost=1.28ms, fps=3728 images/s, loss=1.3465, top1-acc=62.89%, top5-acc=88.63%, remaining_time=0:00:01.544580, arrival_time=2021-04-14 22:46:26.650968, cost_time=0:00:01.544578 2021-04-14 22:46:25,796 INFO : EVAL, epoch=0123, iter=00030/00040, fetch data time cost=1.36ms, fps=3711 images/s, loss=1.3407, top1-acc=63.48%, top5-acc=88.83%, remaining_time=0:00:00.744910, arrival_time=2021-04-14 22:46:26.541467, cost_time=0:00:02.234735 2021-04-14 22:46:26,424 INFO : EVAL, epoch=0123, iter=00040/00040, fetch data time cost=0.05ms, fps=3695 images/s, loss=1.3393, top1-acc=63.50%, top5-acc=88.68%, remaining_time=0:00:00, arrival_time=2021-04-14 22:46:26.424781, cost_time=0:00:02.863003 2021-04-14 22:46:26,615 INFO : Epoch=0123 complete, best val top1-acc=65.11%, top5-acc=89.87% (epoch=117), remaining_time=0:59:37.327523, arrival_time=2021-04-14 23:46:03.942922, cost_time=1:35:14.432317 2021-04-14 22:46:26,617 INFO : Train start, epoch=0124, lr=0.032326 2021-04-14 22:46:29,028 INFO : TRAIN, epoch=0124, iter=00010/00196, fetch data time cost=1.48ms, fps=1062 images/s, loss=0.5694, top1-acc=82.70%, top5-acc=97.93%, remaining_time=0:00:44.847390, arrival_time=2021-04-14 22:47:13.876283, cost_time=0:00:02.411147 2021-04-14 22:46:31,240 INFO : TRAIN, epoch=0124, iter=00020/00196, fetch data time cost=1.37ms, fps=1158 images/s, loss=0.5447, top1-acc=83.38%, top5-acc=98.36%, remaining_time=0:00:40.680992, arrival_time=2021-04-14 22:47:11.921593, cost_time=0:00:04.622838 2021-04-14 22:46:33,441 INFO : TRAIN, epoch=0124, iter=00030/00196, fetch data time cost=1.61ms, fps=1163 images/s, loss=0.5456, top1-acc=83.32%, top5-acc=98.28%, remaining_time=0:00:37.758028, arrival_time=2021-04-14 22:47:11.199600, cost_time=0:00:06.823752 2021-04-14 22:46:35,641 INFO : TRAIN, epoch=0124, iter=00040/00196, fetch data time cost=1.43ms, fps=1164 images/s, loss=0.5561, top1-acc=82.98%, top5-acc=98.05%, remaining_time=0:00:35.193444, arrival_time=2021-04-14 22:47:10.835131, cost_time=0:00:09.023944 2021-04-14 22:46:37,842 INFO : TRAIN, epoch=0124, iter=00050/00196, fetch data time cost=1.59ms, fps=1164 images/s, loss=0.5578, top1-acc=82.73%, top5-acc=98.05%, remaining_time=0:00:32.775394, arrival_time=2021-04-14 22:47:10.617565, cost_time=0:00:11.224437 2021-04-14 22:46:40,041 INFO : TRAIN, epoch=0124, iter=00060/00196, fetch data time cost=1.44ms, fps=1164 images/s, loss=0.5567, top1-acc=82.87%, top5-acc=98.04%, remaining_time=0:00:30.426328, arrival_time=2021-04-14 22:47:10.467425, cost_time=0:00:13.423353 2021-04-14 22:46:42,237 INFO : TRAIN, epoch=0124, iter=00070/00196, fetch data time cost=1.45ms, fps=1166 images/s, loss=0.5544, top1-acc=82.86%, top5-acc=98.04%, remaining_time=0:00:28.114758, arrival_time=2021-04-14 22:47:10.351917, cost_time=0:00:15.619339 2021-04-14 22:46:44,432 INFO : TRAIN, epoch=0124, iter=00080/00196, fetch data time cost=1.54ms, fps=1166 images/s, loss=0.5569, top1-acc=82.75%, top5-acc=97.99%, remaining_time=0:00:25.831228, arrival_time=2021-04-14 22:47:10.263593, cost_time=0:00:17.814615 2021-04-14 22:46:46,626 INFO : TRAIN, epoch=0124, iter=00090/00196, fetch data time cost=1.45ms, fps=1167 images/s, loss=0.5550, top1-acc=82.75%, top5-acc=98.03%, remaining_time=0:00:23.566238, arrival_time=2021-04-14 22:47:10.193089, cost_time=0:00:20.009109 2021-04-14 22:46:48,820 INFO : TRAIN, epoch=0124, iter=00100/00196, fetch data time cost=1.37ms, fps=1167 images/s, loss=0.5575, top1-acc=82.73%, top5-acc=97.97%, remaining_time=0:00:21.314400, arrival_time=2021-04-14 22:47:10.134680, cost_time=0:00:22.202538 2021-04-14 22:46:51,021 INFO : TRAIN, epoch=0124, iter=00110/00196, fetch data time cost=1.39ms, fps=1163 images/s, loss=0.5609, top1-acc=82.58%, top5-acc=97.97%, remaining_time=0:00:19.079444, arrival_time=2021-04-14 22:47:10.101110, cost_time=0:00:24.403927 2021-04-14 22:46:53,240 INFO : TRAIN, epoch=0124, iter=00120/00196, fetch data time cost=1.97ms, fps=1154 images/s, loss=0.5618, top1-acc=82.56%, top5-acc=97.96%, remaining_time=0:00:16.861284, arrival_time=2021-04-14 22:47:10.102162, cost_time=0:00:26.623131 2021-04-14 22:46:55,455 INFO : TRAIN, epoch=0124, iter=00130/00196, fetch data time cost=2.02ms, fps=1156 images/s, loss=0.5632, top1-acc=82.50%, top5-acc=97.96%, remaining_time=0:00:14.640648, arrival_time=2021-04-14 22:47:10.096111, cost_time=0:00:28.837641 2021-04-14 22:46:57,673 INFO : TRAIN, epoch=0124, iter=00140/00196, fetch data time cost=2.06ms, fps=1155 images/s, loss=0.5664, top1-acc=82.37%, top5-acc=97.92%, remaining_time=0:00:12.422032, arrival_time=2021-04-14 22:47:10.094991, cost_time=0:00:31.055121 2021-04-14 22:46:59,881 INFO : TRAIN, epoch=0124, iter=00150/00196, fetch data time cost=1.59ms, fps=1160 images/s, loss=0.5675, top1-acc=82.34%, top5-acc=97.94%, remaining_time=0:00:10.200822, arrival_time=2021-04-14 22:47:10.082195, cost_time=0:00:33.263531 2021-04-14 22:47:02,084 INFO : TRAIN, epoch=0124, iter=00160/00196, fetch data time cost=1.55ms, fps=1162 images/s, loss=0.5696, top1-acc=82.26%, top5-acc=97.94%, remaining_time=0:00:07.979976, arrival_time=2021-04-14 22:47:10.064354, cost_time=0:00:35.466494 2021-04-14 22:47:04,283 INFO : TRAIN, epoch=0124, iter=00170/00196, fetch data time cost=1.46ms, fps=1165 images/s, loss=0.5726, top1-acc=82.12%, top5-acc=97.89%, remaining_time=0:00:05.760560, arrival_time=2021-04-14 22:47:10.043790, cost_time=0:00:37.665284 2021-04-14 22:47:06,483 INFO : TRAIN, epoch=0124, iter=00180/00196, fetch data time cost=1.51ms, fps=1164 images/s, loss=0.5736, top1-acc=82.11%, top5-acc=97.89%, remaining_time=0:00:03.543632, arrival_time=2021-04-14 22:47:10.027334, cost_time=0:00:39.865947 2021-04-14 22:47:08,687 INFO : TRAIN, epoch=0124, iter=00190/00196, fetch data time cost=1.48ms, fps=1162 images/s, loss=0.5759, top1-acc=82.04%, top5-acc=97.88%, remaining_time=0:00:01.328520, arrival_time=2021-04-14 22:47:10.016176, cost_time=0:00:42.069833 2021-04-14 22:47:09,872 INFO : TRAIN, epoch=0124, iter=00196/00196, fetch data time cost=1.62ms, fps=1148 images/s, loss=0.5774, top1-acc=82.02%, top5-acc=97.87%, remaining_time=0:00:00, arrival_time=2021-04-14 22:47:09.872839, cost_time=0:00:43.255031 2021-04-14 22:47:10,685 INFO : EVAL, epoch=0124, iter=00010/00040, fetch data time cost=2.74ms, fps=3157 images/s, loss=1.1973, top1-acc=67.54%, top5-acc=89.73%, remaining_time=0:00:02.433000, arrival_time=2021-04-14 22:47:13.118817, cost_time=0:00:00.811005 2021-04-14 22:47:11,378 INFO : EVAL, epoch=0124, iter=00020/00040, fetch data time cost=1.37ms, fps=3699 images/s, loss=1.2095, top1-acc=66.72%, top5-acc=89.80%, remaining_time=0:00:01.503420, arrival_time=2021-04-14 22:47:12.881758, cost_time=0:00:01.503411 2021-04-14 22:47:12,067 INFO : EVAL, epoch=0124, iter=00030/00040, fetch data time cost=1.44ms, fps=3718 images/s, loss=1.2168, top1-acc=66.34%, top5-acc=89.90%, remaining_time=0:00:00.730860, arrival_time=2021-04-14 22:47:12.798216, cost_time=0:00:02.192565 2021-04-14 22:47:12,703 INFO : EVAL, epoch=0124, iter=00040/00040, fetch data time cost=0.10ms, fps=3650 images/s, loss=1.2253, top1-acc=65.96%, top5-acc=89.91%, remaining_time=0:00:00, arrival_time=2021-04-14 22:47:12.703307, cost_time=0:00:02.828453 2021-04-14 22:47:12,992 INFO : Epoch=0124 complete, best val top1-acc=65.96%, top5-acc=89.91% (epoch=124), remaining_time=0:58:50.818412, arrival_time=2021-04-14 23:46:03.810441, cost_time=1:36:00.808973 2021-04-14 22:47:12,993 INFO : Train start, epoch=0125, lr=0.031594 2021-04-14 22:47:15,411 INFO : TRAIN, epoch=0125, iter=00010/00196, fetch data time cost=1.69ms, fps=1059 images/s, loss=0.5578, top1-acc=82.70%, top5-acc=98.20%, remaining_time=0:00:44.963454, arrival_time=2021-04-14 22:48:00.374454, cost_time=0:00:02.417394 2021-04-14 22:47:17,626 INFO : TRAIN, epoch=0125, iter=00020/00196, fetch data time cost=1.50ms, fps=1156 images/s, loss=0.5474, top1-acc=83.18%, top5-acc=98.24%, remaining_time=0:00:40.766528, arrival_time=2021-04-14 22:47:58.392689, cost_time=0:00:04.632552 2021-04-14 22:47:19,832 INFO : TRAIN, epoch=0125, iter=00030/00196, fetch data time cost=1.55ms, fps=1161 images/s, loss=0.5409, top1-acc=83.20%, top5-acc=98.23%, remaining_time=0:00:37.839368, arrival_time=2021-04-14 22:47:57.671479, cost_time=0:00:06.838437 2021-04-14 22:47:22,035 INFO : TRAIN, epoch=0125, iter=00040/00196, fetch data time cost=1.66ms, fps=1162 images/s, loss=0.5421, top1-acc=83.26%, top5-acc=98.16%, remaining_time=0:00:35.264892, arrival_time=2021-04-14 22:47:57.300764, cost_time=0:00:09.042266 2021-04-14 22:47:24,239 INFO : TRAIN, epoch=0125, iter=00050/00196, fetch data time cost=1.83ms, fps=1162 images/s, loss=0.5447, top1-acc=83.12%, top5-acc=98.13%, remaining_time=0:00:32.837006, arrival_time=2021-04-14 22:47:57.076270, cost_time=0:00:11.245550 2021-04-14 22:47:26,445 INFO : TRAIN, epoch=0125, iter=00060/00196, fetch data time cost=1.40ms, fps=1161 images/s, loss=0.5476, top1-acc=82.99%, top5-acc=98.01%, remaining_time=0:00:30.491064, arrival_time=2021-04-14 22:47:56.936539, cost_time=0:00:13.451942 2021-04-14 22:47:28,643 INFO : TRAIN, epoch=0125, iter=00070/00196, fetch data time cost=1.57ms, fps=1165 images/s, loss=0.5481, top1-acc=83.07%, top5-acc=98.00%, remaining_time=0:00:28.169568, arrival_time=2021-04-14 22:47:56.813005, cost_time=0:00:15.649753 2021-04-14 22:47:30,849 INFO : TRAIN, epoch=0125, iter=00080/00196, fetch data time cost=1.43ms, fps=1161 images/s, loss=0.5496, top1-acc=83.12%, top5-acc=98.03%, remaining_time=0:00:25.891200, arrival_time=2021-04-14 22:47:56.740754, cost_time=0:00:17.856034 2021-04-14 22:47:33,052 INFO : TRAIN, epoch=0125, iter=00090/00196, fetch data time cost=1.67ms, fps=1163 images/s, loss=0.5484, top1-acc=83.14%, top5-acc=98.02%, remaining_time=0:00:23.624538, arrival_time=2021-04-14 22:47:56.676676, cost_time=0:00:20.058529 2021-04-14 22:47:35,266 INFO : TRAIN, epoch=0125, iter=00100/00196, fetch data time cost=2.91ms, fps=1157 images/s, loss=0.5463, top1-acc=83.20%, top5-acc=98.05%, remaining_time=0:00:21.381408, arrival_time=2021-04-14 22:47:56.647390, cost_time=0:00:22.272327 2021-04-14 22:47:37,468 INFO : TRAIN, epoch=0125, iter=00110/00196, fetch data time cost=1.58ms, fps=1163 images/s, loss=0.5512, top1-acc=83.04%, top5-acc=98.01%, remaining_time=0:00:19.134828, arrival_time=2021-04-14 22:47:56.603336, cost_time=0:00:24.474781 2021-04-14 22:47:39,669 INFO : TRAIN, epoch=0125, iter=00120/00196, fetch data time cost=1.55ms, fps=1164 images/s, loss=0.5537, top1-acc=82.98%, top5-acc=97.99%, remaining_time=0:00:16.894420, arrival_time=2021-04-14 22:47:56.563471, cost_time=0:00:26.675444 2021-04-14 22:47:41,868 INFO : TRAIN, epoch=0125, iter=00130/00196, fetch data time cost=1.40ms, fps=1164 images/s, loss=0.5540, top1-acc=82.92%, top5-acc=97.98%, remaining_time=0:00:14.659326, arrival_time=2021-04-14 22:47:56.527453, cost_time=0:00:28.874465 2021-04-14 22:47:44,075 INFO : TRAIN, epoch=0125, iter=00140/00196, fetch data time cost=1.36ms, fps=1160 images/s, loss=0.5552, top1-acc=82.86%, top5-acc=97.99%, remaining_time=0:00:12.432672, arrival_time=2021-04-14 22:47:56.507928, cost_time=0:00:31.081638 2021-04-14 22:47:46,270 INFO : TRAIN, epoch=0125, iter=00150/00196, fetch data time cost=1.56ms, fps=1166 images/s, loss=0.5581, top1-acc=82.72%, top5-acc=97.98%, remaining_time=0:00:10.204962, arrival_time=2021-04-14 22:47:56.475598, cost_time=0:00:33.277020 2021-04-14 22:47:48,470 INFO : TRAIN, epoch=0125, iter=00160/00196, fetch data time cost=1.39ms, fps=1164 images/s, loss=0.5620, top1-acc=82.57%, top5-acc=97.94%, remaining_time=0:00:07.982244, arrival_time=2021-04-14 22:47:56.452603, cost_time=0:00:35.476708 2021-04-14 22:47:50,675 INFO : TRAIN, epoch=0125, iter=00170/00196, fetch data time cost=1.68ms, fps=1161 images/s, loss=0.5626, top1-acc=82.54%, top5-acc=97.95%, remaining_time=0:00:05.763186, arrival_time=2021-04-14 22:47:56.439056, cost_time=0:00:37.682341 2021-04-14 22:47:52,888 INFO : TRAIN, epoch=0125, iter=00180/00196, fetch data time cost=1.60ms, fps=1158 images/s, loss=0.5680, top1-acc=82.41%, top5-acc=97.89%, remaining_time=0:00:03.546160, arrival_time=2021-04-14 22:47:56.434149, cost_time=0:00:39.894374 2021-04-14 22:47:55,084 INFO : TRAIN, epoch=0125, iter=00190/00196, fetch data time cost=1.38ms, fps=1166 images/s, loss=0.5675, top1-acc=82.42%, top5-acc=97.89%, remaining_time=0:00:01.329180, arrival_time=2021-04-14 22:47:56.413372, cost_time=0:00:42.090674 2021-04-14 22:47:56,264 INFO : TRAIN, epoch=0125, iter=00196/00196, fetch data time cost=1.32ms, fps=1153 images/s, loss=0.5685, top1-acc=82.38%, top5-acc=97.88%, remaining_time=0:00:00, arrival_time=2021-04-14 22:47:56.263956, cost_time=0:00:43.270288 2021-04-14 22:47:57,151 INFO : EVAL, epoch=0125, iter=00010/00040, fetch data time cost=0.21ms, fps=2896 images/s, loss=1.1697, top1-acc=67.34%, top5-acc=91.05%, remaining_time=0:00:02.651700, arrival_time=2021-04-14 22:47:59.803300, cost_time=0:00:00.883905 2021-04-14 22:47:57,842 INFO : EVAL, epoch=0125, iter=00020/00040, fetch data time cost=1.88ms, fps=3709 images/s, loss=1.2047, top1-acc=66.91%, top5-acc=90.70%, remaining_time=0:00:01.574520, arrival_time=2021-04-14 22:47:59.416837, cost_time=0:00:01.574522 2021-04-14 22:47:58,551 INFO : EVAL, epoch=0125, iter=00030/00040, fetch data time cost=1.31ms, fps=3615 images/s, loss=1.2129, top1-acc=66.77%, top5-acc=90.73%, remaining_time=0:00:00.761110, arrival_time=2021-04-14 22:47:59.312211, cost_time=0:00:02.283332 2021-04-14 22:47:59,183 INFO : EVAL, epoch=0125, iter=00040/00040, fetch data time cost=0.08ms, fps=3671 images/s, loss=1.2236, top1-acc=66.27%, top5-acc=90.54%, remaining_time=0:00:00, arrival_time=2021-04-14 22:47:59.183474, cost_time=0:00:02.915815 2021-04-14 22:47:59,525 INFO : Epoch=0125 complete, best val top1-acc=66.27%, top5-acc=90.54% (epoch=125), remaining_time=0:58:04.405650, arrival_time=2021-04-14 23:46:03.931500, cost_time=1:36:47.342788 2021-04-14 22:47:59,527 INFO : Train start, epoch=0126, lr=0.030866 2021-04-14 22:48:01,903 INFO : TRAIN, epoch=0126, iter=00010/00196, fetch data time cost=1.93ms, fps=1077 images/s, loss=0.5260, top1-acc=84.45%, top5-acc=97.97%, remaining_time=0:00:44.193228, arrival_time=2021-04-14 22:48:46.096712, cost_time=0:00:02.375975 2021-04-14 22:48:04,109 INFO : TRAIN, epoch=0126, iter=00020/00196, fetch data time cost=1.37ms, fps=1161 images/s, loss=0.5390, top1-acc=83.79%, top5-acc=98.11%, remaining_time=0:00:40.321248, arrival_time=2021-04-14 22:48:44.430682, cost_time=0:00:04.581960 2021-04-14 22:48:06,310 INFO : TRAIN, epoch=0126, iter=00030/00196, fetch data time cost=1.58ms, fps=1164 images/s, loss=0.5359, top1-acc=83.74%, top5-acc=98.20%, remaining_time=0:00:37.529778, arrival_time=2021-04-14 22:48:43.839799, cost_time=0:00:06.782493 2021-04-14 22:48:08,511 INFO : TRAIN, epoch=0126, iter=00040/00196, fetch data time cost=2.14ms, fps=1163 images/s, loss=0.5286, top1-acc=83.97%, top5-acc=98.24%, remaining_time=0:00:35.039004, arrival_time=2021-04-14 22:48:43.550768, cost_time=0:00:08.984366 2021-04-14 22:48:10,710 INFO : TRAIN, epoch=0126, iter=00050/00196, fetch data time cost=1.40ms, fps=1165 images/s, loss=0.5265, top1-acc=83.86%, top5-acc=98.30%, remaining_time=0:00:32.653630, arrival_time=2021-04-14 22:48:43.363936, cost_time=0:00:11.182729 2021-04-14 22:48:12,920 INFO : TRAIN, epoch=0126, iter=00060/00196, fetch data time cost=1.74ms, fps=1159 images/s, loss=0.5253, top1-acc=83.80%, top5-acc=98.32%, remaining_time=0:00:30.356832, arrival_time=2021-04-14 22:48:43.276874, cost_time=0:00:13.392725 2021-04-14 22:48:15,129 INFO : TRAIN, epoch=0126, iter=00070/00196, fetch data time cost=1.88ms, fps=1159 images/s, loss=0.5253, top1-acc=83.78%, top5-acc=98.32%, remaining_time=0:00:28.084014, arrival_time=2021-04-14 22:48:43.213632, cost_time=0:00:15.602234 2021-04-14 22:48:17,326 INFO : TRAIN, epoch=0126, iter=00080/00196, fetch data time cost=1.55ms, fps=1165 images/s, loss=0.5292, top1-acc=83.58%, top5-acc=98.33%, remaining_time=0:00:25.809072, arrival_time=2021-04-14 22:48:43.135785, cost_time=0:00:17.799333 2021-04-14 22:48:19,522 INFO : TRAIN, epoch=0126, iter=00090/00196, fetch data time cost=1.37ms, fps=1166 images/s, loss=0.5345, top1-acc=83.51%, top5-acc=98.28%, remaining_time=0:00:23.549702, arrival_time=2021-04-14 22:48:43.072015, cost_time=0:00:19.994993 2021-04-14 22:48:21,724 INFO : TRAIN, epoch=0126, iter=00100/00196, fetch data time cost=2.23ms, fps=1163 images/s, loss=0.5346, top1-acc=83.56%, top5-acc=98.25%, remaining_time=0:00:21.308928, arrival_time=2021-04-14 22:48:43.033211, cost_time=0:00:22.196845 2021-04-14 22:48:23,924 INFO : TRAIN, epoch=0126, iter=00110/00196, fetch data time cost=1.69ms, fps=1164 images/s, loss=0.5371, top1-acc=83.50%, top5-acc=98.22%, remaining_time=0:00:19.074542, arrival_time=2021-04-14 22:48:42.999480, cost_time=0:00:24.397642 2021-04-14 22:48:26,127 INFO : TRAIN, epoch=0126, iter=00120/00196, fetch data time cost=2.34ms, fps=1163 images/s, loss=0.5399, top1-acc=83.37%, top5-acc=98.20%, remaining_time=0:00:16.846388, arrival_time=2021-04-14 22:48:42.973357, cost_time=0:00:26.599585 2021-04-14 22:48:28,332 INFO : TRAIN, epoch=0126, iter=00130/00196, fetch data time cost=2.12ms, fps=1161 images/s, loss=0.5404, top1-acc=83.34%, top5-acc=98.18%, remaining_time=0:00:14.623950, arrival_time=2021-04-14 22:48:42.956083, cost_time=0:00:28.804763 2021-04-14 22:48:30,536 INFO : TRAIN, epoch=0126, iter=00140/00196, fetch data time cost=1.36ms, fps=1162 images/s, loss=0.5406, top1-acc=83.35%, top5-acc=98.17%, remaining_time=0:00:12.403720, arrival_time=2021-04-14 22:48:42.940444, cost_time=0:00:31.009257 2021-04-14 22:48:32,745 INFO : TRAIN, epoch=0126, iter=00150/00196, fetch data time cost=2.14ms, fps=1159 images/s, loss=0.5432, top1-acc=83.23%, top5-acc=98.16%, remaining_time=0:00:10.186884, arrival_time=2021-04-14 22:48:42.932386, cost_time=0:00:33.218171 2021-04-14 22:48:34,948 INFO : TRAIN, epoch=0126, iter=00160/00196, fetch data time cost=1.44ms, fps=1163 images/s, loss=0.5443, top1-acc=83.23%, top5-acc=98.15%, remaining_time=0:00:07.969680, arrival_time=2021-04-14 22:48:42.917739, cost_time=0:00:35.420756 2021-04-14 22:48:37,146 INFO : TRAIN, epoch=0126, iter=00170/00196, fetch data time cost=1.51ms, fps=1165 images/s, loss=0.5474, top1-acc=83.12%, top5-acc=98.13%, remaining_time=0:00:05.753436, arrival_time=2021-04-14 22:48:42.899497, cost_time=0:00:37.618552 2021-04-14 22:48:39,343 INFO : TRAIN, epoch=0126, iter=00180/00196, fetch data time cost=1.58ms, fps=1165 images/s, loss=0.5489, top1-acc=83.10%, top5-acc=98.09%, remaining_time=0:00:03.539232, arrival_time=2021-04-14 22:48:42.882997, cost_time=0:00:39.816398 2021-04-14 22:48:41,548 INFO : TRAIN, epoch=0126, iter=00190/00196, fetch data time cost=1.39ms, fps=1162 images/s, loss=0.5513, top1-acc=82.98%, top5-acc=98.08%, remaining_time=0:00:01.326972, arrival_time=2021-04-14 22:48:42.875144, cost_time=0:00:42.020875 2021-04-14 22:48:42,728 INFO : TRAIN, epoch=0126, iter=00196/00196, fetch data time cost=1.38ms, fps=1153 images/s, loss=0.5535, top1-acc=82.92%, top5-acc=98.07%, remaining_time=0:00:00, arrival_time=2021-04-14 22:48:42.728339, cost_time=0:00:43.201041 2021-04-14 22:48:43,539 INFO : EVAL, epoch=0126, iter=00010/00040, fetch data time cost=2.07ms, fps=3164 images/s, loss=1.3098, top1-acc=64.02%, top5-acc=89.69%, remaining_time=0:00:02.426910, arrival_time=2021-04-14 22:48:45.966134, cost_time=0:00:00.808971 2021-04-14 22:48:44,230 INFO : EVAL, epoch=0126, iter=00020/00040, fetch data time cost=1.28ms, fps=3704 images/s, loss=1.3036, top1-acc=64.47%, top5-acc=89.79%, remaining_time=0:00:01.500540, arrival_time=2021-04-14 22:48:45.731345, cost_time=0:00:01.500547 2021-04-14 22:48:44,921 INFO : EVAL, epoch=0126, iter=00030/00040, fetch data time cost=1.33ms, fps=3707 images/s, loss=1.3219, top1-acc=64.44%, top5-acc=89.18%, remaining_time=0:00:00.730530, arrival_time=2021-04-14 22:48:45.652315, cost_time=0:00:02.191576 2021-04-14 22:48:45,555 INFO : EVAL, epoch=0126, iter=00040/00040, fetch data time cost=0.09ms, fps=3664 images/s, loss=1.2974, top1-acc=65.06%, top5-acc=89.39%, remaining_time=0:00:00, arrival_time=2021-04-14 22:48:45.555314, cost_time=0:00:02.825051 2021-04-14 22:48:45,725 INFO : Epoch=0126 complete, best val top1-acc=66.27%, top5-acc=90.54% (epoch=125), remaining_time=0:57:17.794764, arrival_time=2021-04-14 23:46:03.520204, cost_time=1:37:33.542390 2021-04-14 22:48:45,726 INFO : Train start, epoch=0127, lr=0.030143 2021-04-14 22:48:48,127 INFO : TRAIN, epoch=0127, iter=00010/00196, fetch data time cost=1.31ms, fps=1066 images/s, loss=0.5557, top1-acc=82.23%, top5-acc=98.24%, remaining_time=0:00:44.655996, arrival_time=2021-04-14 22:49:32.783773, cost_time=0:00:02.400862 2021-04-14 22:48:50,331 INFO : TRAIN, epoch=0127, iter=00020/00196, fetch data time cost=1.35ms, fps=1162 images/s, loss=0.5456, top1-acc=82.70%, top5-acc=98.24%, remaining_time=0:00:40.522768, arrival_time=2021-04-14 22:49:30.854473, cost_time=0:00:04.604857 2021-04-14 22:48:52,541 INFO : TRAIN, epoch=0127, iter=00030/00196, fetch data time cost=2.21ms, fps=1159 images/s, loss=0.5447, top1-acc=82.54%, top5-acc=98.23%, remaining_time=0:00:37.704244, arrival_time=2021-04-14 22:49:30.245198, cost_time=0:00:06.814011 2021-04-14 22:48:54,747 INFO : TRAIN, epoch=0127, iter=00040/00196, fetch data time cost=2.02ms, fps=1161 images/s, loss=0.5449, top1-acc=82.90%, top5-acc=98.15%, remaining_time=0:00:35.177844, arrival_time=2021-04-14 22:49:29.924802, cost_time=0:00:09.019970 2021-04-14 22:48:56,943 INFO : TRAIN, epoch=0127, iter=00050/00196, fetch data time cost=1.53ms, fps=1166 images/s, loss=0.5392, top1-acc=83.20%, top5-acc=98.20%, remaining_time=0:00:32.752034, arrival_time=2021-04-14 22:49:29.695451, cost_time=0:00:11.216465 2021-04-14 22:48:59,149 INFO : TRAIN, epoch=0127, iter=00060/00196, fetch data time cost=1.51ms, fps=1161 images/s, loss=0.5309, top1-acc=83.59%, top5-acc=98.27%, remaining_time=0:00:30.424152, arrival_time=2021-04-14 22:49:29.573532, cost_time=0:00:13.422436 2021-04-14 22:49:01,349 INFO : TRAIN, epoch=0127, iter=00070/00196, fetch data time cost=1.44ms, fps=1164 images/s, loss=0.5269, top1-acc=83.72%, top5-acc=98.21%, remaining_time=0:00:28.120932, arrival_time=2021-04-14 22:49:29.470621, cost_time=0:00:15.622736 2021-04-14 22:49:03,554 INFO : TRAIN, epoch=0127, iter=00080/00196, fetch data time cost=1.46ms, fps=1162 images/s, loss=0.5251, top1-acc=83.79%, top5-acc=98.21%, remaining_time=0:00:25.849556, arrival_time=2021-04-14 22:49:29.403804, cost_time=0:00:17.827289 2021-04-14 22:49:05,755 INFO : TRAIN, epoch=0127, iter=00090/00196, fetch data time cost=1.53ms, fps=1163 images/s, loss=0.5301, top1-acc=83.67%, top5-acc=98.21%, remaining_time=0:00:23.588922, arrival_time=2021-04-14 22:49:29.344278, cost_time=0:00:20.028362 2021-04-14 22:49:07,957 INFO : TRAIN, epoch=0127, iter=00100/00196, fetch data time cost=1.72ms, fps=1163 images/s, loss=0.5310, top1-acc=83.62%, top5-acc=98.20%, remaining_time=0:00:21.340896, arrival_time=2021-04-14 22:49:29.297896, cost_time=0:00:22.230106 2021-04-14 22:49:10,163 INFO : TRAIN, epoch=0127, iter=00110/00196, fetch data time cost=1.50ms, fps=1160 images/s, loss=0.5327, top1-acc=83.49%, top5-acc=98.19%, remaining_time=0:00:19.104986, arrival_time=2021-04-14 22:49:29.268572, cost_time=0:00:24.436634 2021-04-14 22:49:12,369 INFO : TRAIN, epoch=0127, iter=00120/00196, fetch data time cost=2.01ms, fps=1161 images/s, loss=0.5331, top1-acc=83.54%, top5-acc=98.15%, remaining_time=0:00:16.873444, arrival_time=2021-04-14 22:49:29.242570, cost_time=0:00:26.642253 2021-04-14 22:49:14,571 INFO : TRAIN, epoch=0127, iter=00130/00196, fetch data time cost=1.56ms, fps=1163 images/s, loss=0.5328, top1-acc=83.52%, top5-acc=98.16%, remaining_time=0:00:14.643816, arrival_time=2021-04-14 22:49:29.214717, cost_time=0:00:28.843879 2021-04-14 22:49:16,778 INFO : TRAIN, epoch=0127, iter=00140/00196, fetch data time cost=1.33ms, fps=1160 images/s, loss=0.5345, top1-acc=83.46%, top5-acc=98.15%, remaining_time=0:00:12.420464, arrival_time=2021-04-14 22:49:29.198450, cost_time=0:00:31.051125 2021-04-14 22:49:18,983 INFO : TRAIN, epoch=0127, iter=00150/00196, fetch data time cost=1.66ms, fps=1161 images/s, loss=0.5348, top1-acc=83.50%, top5-acc=98.16%, remaining_time=0:00:10.198752, arrival_time=2021-04-14 22:49:29.182479, cost_time=0:00:33.256777 2021-04-14 22:49:21,193 INFO : TRAIN, epoch=0127, iter=00160/00196, fetch data time cost=1.46ms, fps=1159 images/s, loss=0.5366, top1-acc=83.49%, top5-acc=98.14%, remaining_time=0:00:07.979976, arrival_time=2021-04-14 22:49:29.173376, cost_time=0:00:35.466520 2021-04-14 22:49:23,404 INFO : TRAIN, epoch=0127, iter=00170/00196, fetch data time cost=1.55ms, fps=1158 images/s, loss=0.5401, top1-acc=83.38%, top5-acc=98.12%, remaining_time=0:00:05.762510, arrival_time=2021-04-14 22:49:29.167331, cost_time=0:00:37.677958 2021-04-14 22:49:25,601 INFO : TRAIN, epoch=0127, iter=00180/00196, fetch data time cost=1.63ms, fps=1166 images/s, loss=0.5425, top1-acc=83.32%, top5-acc=98.10%, remaining_time=0:00:03.544400, arrival_time=2021-04-14 22:49:29.145901, cost_time=0:00:39.874544 2021-04-14 22:49:27,795 INFO : TRAIN, epoch=0127, iter=00190/00196, fetch data time cost=1.39ms, fps=1167 images/s, loss=0.5442, top1-acc=83.27%, top5-acc=98.09%, remaining_time=0:00:01.328496, arrival_time=2021-04-14 22:49:29.124345, cost_time=0:00:42.069001 2021-04-14 22:49:28,983 INFO : TRAIN, epoch=0127, iter=00196/00196, fetch data time cost=1.25ms, fps=1146 images/s, loss=0.5468, top1-acc=83.20%, top5-acc=98.07%, remaining_time=0:00:00, arrival_time=2021-04-14 22:49:28.983066, cost_time=0:00:43.256208 2021-04-14 22:49:29,833 INFO : EVAL, epoch=0127, iter=00010/00040, fetch data time cost=0.32ms, fps=3018 images/s, loss=1.1811, top1-acc=67.11%, top5-acc=91.09%, remaining_time=0:00:02.544510, arrival_time=2021-04-14 22:49:32.377756, cost_time=0:00:00.848168 2021-04-14 22:49:30,526 INFO : EVAL, epoch=0127, iter=00020/00040, fetch data time cost=1.27ms, fps=3697 images/s, loss=1.1926, top1-acc=66.74%, top5-acc=90.86%, remaining_time=0:00:01.541120, arrival_time=2021-04-14 22:49:32.067275, cost_time=0:00:01.541117 2021-04-14 22:49:31,219 INFO : EVAL, epoch=0127, iter=00030/00040, fetch data time cost=1.45ms, fps=3694 images/s, loss=1.2063, top1-acc=66.16%, top5-acc=90.55%, remaining_time=0:00:00.744820, arrival_time=2021-04-14 22:49:31.964322, cost_time=0:00:02.234472 2021-04-14 22:49:31,852 INFO : EVAL, epoch=0127, iter=00040/00040, fetch data time cost=0.08ms, fps=3670 images/s, loss=1.2197, top1-acc=66.42%, top5-acc=90.43%, remaining_time=0:00:00, arrival_time=2021-04-14 22:49:31.852041, cost_time=0:00:02.866940 2021-04-14 22:49:32,201 INFO : Epoch=0127 complete, best val top1-acc=66.42%, top5-acc=90.43% (epoch=127), remaining_time=0:56:31.349101, arrival_time=2021-04-14 23:46:03.550475, cost_time=1:38:20.018281 2021-04-14 22:49:32,203 INFO : Train start, epoch=0128, lr=0.029424 2021-04-14 22:49:34,569 INFO : TRAIN, epoch=0128, iter=00010/00196, fetch data time cost=2.20ms, fps=1082 images/s, loss=0.4925, top1-acc=84.84%, top5-acc=98.48%, remaining_time=0:00:43.995696, arrival_time=2021-04-14 22:50:18.565016, cost_time=0:00:02.365359 2021-04-14 22:49:36,781 INFO : TRAIN, epoch=0128, iter=00020/00196, fetch data time cost=1.47ms, fps=1158 images/s, loss=0.4927, top1-acc=85.06%, top5-acc=98.32%, remaining_time=0:00:40.279184, arrival_time=2021-04-14 22:50:17.060417, cost_time=0:00:04.577177 2021-04-14 22:49:38,989 INFO : TRAIN, epoch=0128, iter=00030/00196, fetch data time cost=1.44ms, fps=1159 images/s, loss=0.4927, top1-acc=84.43%, top5-acc=98.44%, remaining_time=0:00:37.548702, arrival_time=2021-04-14 22:50:16.538583, cost_time=0:00:06.785909 2021-04-14 22:49:41,187 INFO : TRAIN, epoch=0128, iter=00040/00196, fetch data time cost=1.61ms, fps=1165 images/s, loss=0.4946, top1-acc=84.33%, top5-acc=98.39%, remaining_time=0:00:35.034948, arrival_time=2021-04-14 22:50:16.222210, cost_time=0:00:08.983321 2021-04-14 22:49:43,386 INFO : TRAIN, epoch=0128, iter=00050/00196, fetch data time cost=2.30ms, fps=1164 images/s, loss=0.4985, top1-acc=84.23%, top5-acc=98.37%, remaining_time=0:00:32.653630, arrival_time=2021-04-14 22:50:16.040299, cost_time=0:00:11.182738 2021-04-14 22:49:45,586 INFO : TRAIN, epoch=0128, iter=00060/00196, fetch data time cost=1.61ms, fps=1164 images/s, loss=0.4983, top1-acc=84.25%, top5-acc=98.40%, remaining_time=0:00:30.334392, arrival_time=2021-04-14 22:50:15.921065, cost_time=0:00:13.382806 2021-04-14 22:49:47,787 INFO : TRAIN, epoch=0128, iter=00070/00196, fetch data time cost=1.42ms, fps=1163 images/s, loss=0.5008, top1-acc=84.24%, top5-acc=98.40%, remaining_time=0:00:28.050372, arrival_time=2021-04-14 22:50:15.837951, cost_time=0:00:15.583556 2021-04-14 22:49:49,987 INFO : TRAIN, epoch=0128, iter=00080/00196, fetch data time cost=1.57ms, fps=1164 images/s, loss=0.5025, top1-acc=84.29%, top5-acc=98.33%, remaining_time=0:00:25.786452, arrival_time=2021-04-14 22:50:15.774224, cost_time=0:00:17.783784 2021-04-14 22:49:52,186 INFO : TRAIN, epoch=0128, iter=00090/00196, fetch data time cost=1.47ms, fps=1164 images/s, loss=0.5068, top1-acc=84.18%, top5-acc=98.32%, remaining_time=0:00:23.535498, arrival_time=2021-04-14 22:50:15.722348, cost_time=0:00:19.983001 2021-04-14 22:49:54,381 INFO : TRAIN, epoch=0128, iter=00100/00196, fetch data time cost=1.58ms, fps=1167 images/s, loss=0.5093, top1-acc=84.08%, top5-acc=98.29%, remaining_time=0:00:21.290304, arrival_time=2021-04-14 22:50:15.671646, cost_time=0:00:22.177368 2021-04-14 22:49:56,580 INFO : TRAIN, epoch=0128, iter=00110/00196, fetch data time cost=1.40ms, fps=1164 images/s, loss=0.5100, top1-acc=84.14%, top5-acc=98.27%, remaining_time=0:00:19.058116, arrival_time=2021-04-14 22:50:15.638592, cost_time=0:00:24.376618 2021-04-14 22:49:58,780 INFO : TRAIN, epoch=0128, iter=00120/00196, fetch data time cost=2.21ms, fps=1164 images/s, loss=0.5106, top1-acc=84.13%, top5-acc=98.29%, remaining_time=0:00:16.831872, arrival_time=2021-04-14 22:50:15.612412, cost_time=0:00:26.576596 2021-04-14 22:50:00,984 INFO : TRAIN, epoch=0128, iter=00130/00196, fetch data time cost=2.74ms, fps=1162 images/s, loss=0.5139, top1-acc=84.07%, top5-acc=98.30%, remaining_time=0:00:14.611608, arrival_time=2021-04-14 22:50:15.596052, cost_time=0:00:28.780490 2021-04-14 22:50:03,183 INFO : TRAIN, epoch=0128, iter=00140/00196, fetch data time cost=1.44ms, fps=1164 images/s, loss=0.5150, top1-acc=84.05%, top5-acc=98.29%, remaining_time=0:00:12.391848, arrival_time=2021-04-14 22:50:15.575262, cost_time=0:00:30.979566 2021-04-14 22:50:05,380 INFO : TRAIN, epoch=0128, iter=00150/00196, fetch data time cost=1.53ms, fps=1165 images/s, loss=0.5162, top1-acc=84.04%, top5-acc=98.26%, remaining_time=0:00:10.174234, arrival_time=2021-04-14 22:50:15.554948, cost_time=0:00:33.176779 2021-04-14 22:50:07,583 INFO : TRAIN, epoch=0128, iter=00160/00196, fetch data time cost=1.43ms, fps=1162 images/s, loss=0.5170, top1-acc=84.04%, top5-acc=98.26%, remaining_time=0:00:07.960428, arrival_time=2021-04-14 22:50:15.543981, cost_time=0:00:35.379690 2021-04-14 22:50:09,787 INFO : TRAIN, epoch=0128, iter=00170/00196, fetch data time cost=1.53ms, fps=1162 images/s, loss=0.5224, top1-acc=83.88%, top5-acc=98.23%, remaining_time=0:00:05.748080, arrival_time=2021-04-14 22:50:15.535601, cost_time=0:00:37.583673 2021-04-14 22:50:11,992 INFO : TRAIN, epoch=0128, iter=00180/00196, fetch data time cost=2.04ms, fps=1162 images/s, loss=0.5274, top1-acc=83.72%, top5-acc=98.19%, remaining_time=0:00:03.536704, arrival_time=2021-04-14 22:50:15.528614, cost_time=0:00:39.787904 2021-04-14 22:50:14,210 INFO : TRAIN, epoch=0128, iter=00190/00196, fetch data time cost=1.41ms, fps=1154 images/s, loss=0.5300, top1-acc=83.61%, top5-acc=98.19%, remaining_time=0:00:01.326522, arrival_time=2021-04-14 22:50:15.536983, cost_time=0:00:42.006527 2021-04-14 22:50:15,397 INFO : TRAIN, epoch=0128, iter=00196/00196, fetch data time cost=1.24ms, fps=1147 images/s, loss=0.5317, top1-acc=83.58%, top5-acc=98.18%, remaining_time=0:00:00, arrival_time=2021-04-14 22:50:15.397181, cost_time=0:00:43.193243 2021-04-14 22:50:16,216 INFO : EVAL, epoch=0128, iter=00010/00040, fetch data time cost=4.19ms, fps=3132 images/s, loss=1.2929, top1-acc=65.47%, top5-acc=89.10%, remaining_time=0:00:02.451690, arrival_time=2021-04-14 22:50:18.668370, cost_time=0:00:00.817226 2021-04-14 22:50:16,907 INFO : EVAL, epoch=0128, iter=00020/00040, fetch data time cost=1.48ms, fps=3708 images/s, loss=1.2770, top1-acc=65.72%, top5-acc=89.02%, remaining_time=0:00:01.508420, arrival_time=2021-04-14 22:50:18.416158, cost_time=0:00:01.508412 2021-04-14 22:50:17,602 INFO : EVAL, epoch=0128, iter=00030/00040, fetch data time cost=1.41ms, fps=3687 images/s, loss=1.2863, top1-acc=65.53%, top5-acc=89.04%, remaining_time=0:00:00.734430, arrival_time=2021-04-14 22:50:18.337086, cost_time=0:00:02.203284 2021-04-14 22:50:18,233 INFO : EVAL, epoch=0128, iter=00040/00040, fetch data time cost=0.10ms, fps=3682 images/s, loss=1.2933, top1-acc=65.46%, top5-acc=89.27%, remaining_time=0:00:00, arrival_time=2021-04-14 22:50:18.233248, cost_time=0:00:02.833970 2021-04-14 22:50:18,527 INFO : Epoch=0128 complete, best val top1-acc=66.42%, top5-acc=90.43% (epoch=127), remaining_time=0:55:44.818968, arrival_time=2021-04-14 23:46:03.346897, cost_time=1:39:06.344879 2021-04-14 22:50:18,529 INFO : Train start, epoch=0129, lr=0.028711 2021-04-14 22:50:20,892 INFO : TRAIN, epoch=0129, iter=00010/00196, fetch data time cost=1.56ms, fps=1083 images/s, loss=0.5281, top1-acc=83.91%, top5-acc=98.36%, remaining_time=0:00:43.958682, arrival_time=2021-04-14 22:51:04.851508, cost_time=0:00:02.363374 2021-04-14 22:50:23,096 INFO : TRAIN, epoch=0129, iter=00020/00196, fetch data time cost=1.68ms, fps=1162 images/s, loss=0.5062, top1-acc=84.61%, top5-acc=98.44%, remaining_time=0:00:40.187488, arrival_time=2021-04-14 22:51:03.283719, cost_time=0:00:04.566760 2021-04-14 22:50:25,295 INFO : TRAIN, epoch=0129, iter=00030/00196, fetch data time cost=1.47ms, fps=1165 images/s, loss=0.5026, top1-acc=84.51%, top5-acc=98.50%, remaining_time=0:00:37.436154, arrival_time=2021-04-14 22:51:02.731169, cost_time=0:00:06.765556 2021-04-14 22:50:27,497 INFO : TRAIN, epoch=0129, iter=00040/00196, fetch data time cost=1.33ms, fps=1163 images/s, loss=0.4991, top1-acc=84.41%, top5-acc=98.56%, remaining_time=0:00:34.974264, arrival_time=2021-04-14 22:51:02.471496, cost_time=0:00:08.967775 2021-04-14 22:50:29,696 INFO : TRAIN, epoch=0129, iter=00050/00196, fetch data time cost=1.38ms, fps=1165 images/s, loss=0.4975, top1-acc=84.52%, top5-acc=98.57%, remaining_time=0:00:32.606034, arrival_time=2021-04-14 22:51:02.301942, cost_time=0:00:11.166458 2021-04-14 22:50:31,900 INFO : TRAIN, epoch=0129, iter=00060/00196, fetch data time cost=2.20ms, fps=1162 images/s, loss=0.4935, top1-acc=84.67%, top5-acc=98.54%, remaining_time=0:00:30.307464, arrival_time=2021-04-14 22:51:02.207867, cost_time=0:00:13.370967 2021-04-14 22:50:34,094 INFO : TRAIN, epoch=0129, iter=00070/00196, fetch data time cost=1.43ms, fps=1167 images/s, loss=0.4936, top1-acc=84.71%, top5-acc=98.54%, remaining_time=0:00:28.016352, arrival_time=2021-04-14 22:51:02.110405, cost_time=0:00:15.564673 2021-04-14 22:50:36,293 INFO : TRAIN, epoch=0129, iter=00080/00196, fetch data time cost=1.54ms, fps=1164 images/s, loss=0.4967, top1-acc=84.64%, top5-acc=98.54%, remaining_time=0:00:25.758380, arrival_time=2021-04-14 22:51:02.052219, cost_time=0:00:17.764382 2021-04-14 22:50:38,495 INFO : TRAIN, epoch=0129, iter=00090/00196, fetch data time cost=1.42ms, fps=1163 images/s, loss=0.5000, top1-acc=84.55%, top5-acc=98.49%, remaining_time=0:00:23.515464, arrival_time=2021-04-14 22:51:02.010805, cost_time=0:00:19.965974 2021-04-14 22:50:40,700 INFO : TRAIN, epoch=0129, iter=00100/00196, fetch data time cost=1.43ms, fps=1161 images/s, loss=0.4986, top1-acc=84.63%, top5-acc=98.50%, remaining_time=0:00:21.284544, arrival_time=2021-04-14 22:51:01.985407, cost_time=0:00:22.171396 2021-04-14 22:50:42,909 INFO : TRAIN, epoch=0129, iter=00110/00196, fetch data time cost=1.69ms, fps=1160 images/s, loss=0.4995, top1-acc=84.59%, top5-acc=98.49%, remaining_time=0:00:19.060438, arrival_time=2021-04-14 22:51:01.969414, cost_time=0:00:24.379598 2021-04-14 22:50:45,115 INFO : TRAIN, epoch=0129, iter=00120/00196, fetch data time cost=1.40ms, fps=1160 images/s, loss=0.5024, top1-acc=84.55%, top5-acc=98.42%, remaining_time=0:00:16.838028, arrival_time=2021-04-14 22:51:01.953903, cost_time=0:00:26.586367 2021-04-14 22:50:47,327 INFO : TRAIN, epoch=0129, iter=00130/00196, fetch data time cost=2.68ms, fps=1158 images/s, loss=0.5028, top1-acc=84.55%, top5-acc=98.41%, remaining_time=0:00:14.620452, arrival_time=2021-04-14 22:51:01.947722, cost_time=0:00:28.797891 2021-04-14 22:50:49,521 INFO : TRAIN, epoch=0129, iter=00140/00196, fetch data time cost=1.43ms, fps=1167 images/s, loss=0.5048, top1-acc=84.45%, top5-acc=98.42%, remaining_time=0:00:12.396720, arrival_time=2021-04-14 22:51:01.917927, cost_time=0:00:30.991834 2021-04-14 22:50:51,722 INFO : TRAIN, epoch=0129, iter=00150/00196, fetch data time cost=1.32ms, fps=1163 images/s, loss=0.5076, top1-acc=84.32%, top5-acc=98.41%, remaining_time=0:00:10.179202, arrival_time=2021-04-14 22:51:01.901666, cost_time=0:00:33.192995 2021-04-14 22:50:53,925 INFO : TRAIN, epoch=0129, iter=00160/00196, fetch data time cost=1.47ms, fps=1163 images/s, loss=0.5086, top1-acc=84.25%, top5-acc=98.42%, remaining_time=0:00:07.964028, arrival_time=2021-04-14 22:51:01.889068, cost_time=0:00:35.395671 2021-04-14 22:50:56,122 INFO : TRAIN, epoch=0129, iter=00170/00196, fetch data time cost=1.45ms, fps=1165 images/s, loss=0.5121, top1-acc=84.14%, top5-acc=98.41%, remaining_time=0:00:05.749562, arrival_time=2021-04-14 22:51:01.872224, cost_time=0:00:37.593294 2021-04-14 22:50:58,323 INFO : TRAIN, epoch=0129, iter=00180/00196, fetch data time cost=1.45ms, fps=1164 images/s, loss=0.5164, top1-acc=84.02%, top5-acc=98.37%, remaining_time=0:00:03.537200, arrival_time=2021-04-14 22:51:01.860170, cost_time=0:00:39.793522 2021-04-14 22:51:00,521 INFO : TRAIN, epoch=0129, iter=00190/00196, fetch data time cost=1.31ms, fps=1165 images/s, loss=0.5185, top1-acc=83.94%, top5-acc=98.36%, remaining_time=0:00:01.326072, arrival_time=2021-04-14 22:51:01.847702, cost_time=0:00:41.992248 2021-04-14 22:51:01,705 INFO : TRAIN, epoch=0129, iter=00196/00196, fetch data time cost=1.33ms, fps=1150 images/s, loss=0.5198, top1-acc=83.94%, top5-acc=98.34%, remaining_time=0:00:00, arrival_time=2021-04-14 22:51:01.705091, cost_time=0:00:43.175729 2021-04-14 22:51:02,521 INFO : EVAL, epoch=0129, iter=00010/00040, fetch data time cost=2.08ms, fps=3143 images/s, loss=1.2051, top1-acc=67.50%, top5-acc=90.98%, remaining_time=0:00:02.443500, arrival_time=2021-04-14 22:51:04.965051, cost_time=0:00:00.814503 2021-04-14 22:51:03,218 INFO : EVAL, epoch=0129, iter=00020/00040, fetch data time cost=1.38ms, fps=3677 images/s, loss=1.2068, top1-acc=67.05%, top5-acc=90.94%, remaining_time=0:00:01.511220, arrival_time=2021-04-14 22:51:04.729501, cost_time=0:00:01.511221 2021-04-14 22:51:03,914 INFO : EVAL, epoch=0129, iter=00030/00040, fetch data time cost=1.32ms, fps=3679 images/s, loss=1.2077, top1-acc=66.81%, top5-acc=91.08%, remaining_time=0:00:00.735870, arrival_time=2021-04-14 22:51:04.650478, cost_time=0:00:02.207600 2021-04-14 22:51:04,545 INFO : EVAL, epoch=0129, iter=00040/00040, fetch data time cost=0.07ms, fps=3679 images/s, loss=1.2213, top1-acc=67.00%, top5-acc=90.88%, remaining_time=0:00:00, arrival_time=2021-04-14 22:51:04.545626, cost_time=0:00:02.838647 2021-04-14 22:51:04,894 INFO : Epoch=0129 complete, best val top1-acc=67.00%, top5-acc=90.88% (epoch=129), remaining_time=0:54:58.313804, arrival_time=2021-04-14 23:46:03.207815, cost_time=1:39:52.710952 2021-04-14 22:51:04,895 INFO : Train start, epoch=0130, lr=0.028003 2021-04-14 22:51:07,289 INFO : TRAIN, epoch=0130, iter=00010/00196, fetch data time cost=1.56ms, fps=1069 images/s, loss=0.4783, top1-acc=85.20%, top5-acc=98.24%, remaining_time=0:00:44.528586, arrival_time=2021-04-14 22:51:51.818180, cost_time=0:00:02.394013 2021-04-14 22:51:09,486 INFO : TRAIN, epoch=0130, iter=00020/00196, fetch data time cost=1.45ms, fps=1165 images/s, loss=0.4725, top1-acc=85.70%, top5-acc=98.38%, remaining_time=0:00:40.404496, arrival_time=2021-04-14 22:51:49.891336, cost_time=0:00:04.591426 2021-04-14 22:51:11,686 INFO : TRAIN, epoch=0130, iter=00030/00196, fetch data time cost=1.34ms, fps=1164 images/s, loss=0.4704, top1-acc=85.64%, top5-acc=98.54%, remaining_time=0:00:37.577420, arrival_time=2021-04-14 22:51:49.263952, cost_time=0:00:06.791102 2021-04-14 22:51:13,882 INFO : TRAIN, epoch=0130, iter=00040/00196, fetch data time cost=1.49ms, fps=1166 images/s, loss=0.4723, top1-acc=85.58%, top5-acc=98.56%, remaining_time=0:00:35.050236, arrival_time=2021-04-14 22:51:48.932883, cost_time=0:00:08.987239 2021-04-14 22:51:16,085 INFO : TRAIN, epoch=0130, iter=00050/00196, fetch data time cost=7.45ms, fps=1162 images/s, loss=0.4802, top1-acc=85.20%, top5-acc=98.53%, remaining_time=0:00:32.674508, arrival_time=2021-04-14 22:51:48.760044, cost_time=0:00:11.189919 2021-04-14 22:51:18,289 INFO : TRAIN, epoch=0130, iter=00060/00196, fetch data time cost=1.83ms, fps=1162 images/s, loss=0.4801, top1-acc=85.25%, top5-acc=98.58%, remaining_time=0:00:30.358328, arrival_time=2021-04-14 22:51:48.647452, cost_time=0:00:13.393405 2021-04-14 22:51:20,495 INFO : TRAIN, epoch=0130, iter=00070/00196, fetch data time cost=1.57ms, fps=1161 images/s, loss=0.4818, top1-acc=85.19%, top5-acc=98.59%, remaining_time=0:00:28.079478, arrival_time=2021-04-14 22:51:48.574674, cost_time=0:00:15.599713 2021-04-14 22:51:22,702 INFO : TRAIN, epoch=0130, iter=00080/00196, fetch data time cost=1.90ms, fps=1160 images/s, loss=0.4852, top1-acc=85.06%, top5-acc=98.58%, remaining_time=0:00:25.820324, arrival_time=2021-04-14 22:51:48.523067, cost_time=0:00:17.807103 2021-04-14 22:51:24,912 INFO : TRAIN, epoch=0130, iter=00090/00196, fetch data time cost=2.13ms, fps=1159 images/s, loss=0.4857, top1-acc=85.05%, top5-acc=98.60%, remaining_time=0:00:23.575354, arrival_time=2021-04-14 22:51:48.487793, cost_time=0:00:20.016833 2021-04-14 22:51:27,122 INFO : TRAIN, epoch=0130, iter=00100/00196, fetch data time cost=1.62ms, fps=1160 images/s, loss=0.4896, top1-acc=84.95%, top5-acc=98.54%, remaining_time=0:00:21.336096, arrival_time=2021-04-14 22:51:48.458028, cost_time=0:00:22.225114 2021-04-14 22:51:29,333 INFO : TRAIN, epoch=0130, iter=00110/00196, fetch data time cost=1.49ms, fps=1158 images/s, loss=0.4924, top1-acc=84.92%, top5-acc=98.50%, remaining_time=0:00:19.106190, arrival_time=2021-04-14 22:51:48.440039, cost_time=0:00:24.438159 2021-04-14 22:51:31,549 INFO : TRAIN, epoch=0130, iter=00120/00196, fetch data time cost=1.41ms, fps=1156 images/s, loss=0.4951, top1-acc=84.84%, top5-acc=98.49%, remaining_time=0:00:16.880740, arrival_time=2021-04-14 22:51:48.430267, cost_time=0:00:26.653811 2021-04-14 22:51:33,772 INFO : TRAIN, epoch=0130, iter=00130/00196, fetch data time cost=1.83ms, fps=1152 images/s, loss=0.4968, top1-acc=84.77%, top5-acc=98.49%, remaining_time=0:00:14.660712, arrival_time=2021-04-14 22:51:48.433414, cost_time=0:00:28.877154 2021-04-14 22:51:35,977 INFO : TRAIN, epoch=0130, iter=00140/00196, fetch data time cost=1.58ms, fps=1162 images/s, loss=0.4982, top1-acc=84.72%, top5-acc=98.47%, remaining_time=0:00:12.432504, arrival_time=2021-04-14 22:51:48.409472, cost_time=0:00:31.081315 2021-04-14 22:51:38,177 INFO : TRAIN, epoch=0130, iter=00150/00196, fetch data time cost=1.40ms, fps=1164 images/s, loss=0.5002, top1-acc=84.65%, top5-acc=98.45%, remaining_time=0:00:10.206388, arrival_time=2021-04-14 22:51:48.383689, cost_time=0:00:33.281691 2021-04-14 22:51:40,379 INFO : TRAIN, epoch=0130, iter=00160/00196, fetch data time cost=1.57ms, fps=1163 images/s, loss=0.5019, top1-acc=84.60%, top5-acc=98.43%, remaining_time=0:00:07.983936, arrival_time=2021-04-14 22:51:48.363796, cost_time=0:00:35.484226 2021-04-14 22:51:42,576 INFO : TRAIN, epoch=0130, iter=00170/00196, fetch data time cost=1.49ms, fps=1166 images/s, loss=0.5041, top1-acc=84.55%, top5-acc=98.42%, remaining_time=0:00:05.762978, arrival_time=2021-04-14 22:51:48.339472, cost_time=0:00:37.681071 2021-04-14 22:51:44,784 INFO : TRAIN, epoch=0130, iter=00180/00196, fetch data time cost=1.42ms, fps=1160 images/s, loss=0.5072, top1-acc=84.41%, top5-acc=98.41%, remaining_time=0:00:03.545664, arrival_time=2021-04-14 22:51:48.329898, cost_time=0:00:39.888746 2021-04-14 22:51:46,994 INFO : TRAIN, epoch=0130, iter=00190/00196, fetch data time cost=1.87ms, fps=1159 images/s, loss=0.5116, top1-acc=84.27%, top5-acc=98.37%, remaining_time=0:00:01.329438, arrival_time=2021-04-14 22:51:48.323729, cost_time=0:00:42.098809 2021-04-14 22:51:48,184 INFO : TRAIN, epoch=0130, iter=00196/00196, fetch data time cost=1.87ms, fps=1143 images/s, loss=0.5134, top1-acc=84.24%, top5-acc=98.37%, remaining_time=0:00:00, arrival_time=2021-04-14 22:51:48.184262, cost_time=0:00:43.288836 2021-04-14 22:51:49,047 INFO : EVAL, epoch=0130, iter=00010/00040, fetch data time cost=0.33ms, fps=2974 images/s, loss=1.2406, top1-acc=65.62%, top5-acc=90.31%, remaining_time=0:00:02.582280, arrival_time=2021-04-14 22:51:51.629371, cost_time=0:00:00.860764 2021-04-14 22:51:49,740 INFO : EVAL, epoch=0130, iter=00020/00040, fetch data time cost=1.49ms, fps=3694 images/s, loss=1.2312, top1-acc=66.25%, top5-acc=90.57%, remaining_time=0:00:01.554240, arrival_time=2021-04-14 22:51:51.294772, cost_time=0:00:01.554247 2021-04-14 22:51:50,432 INFO : EVAL, epoch=0130, iter=00030/00040, fetch data time cost=2.03ms, fps=3701 images/s, loss=1.2527, top1-acc=65.98%, top5-acc=90.29%, remaining_time=0:00:00.748790, arrival_time=2021-04-14 22:51:51.181490, cost_time=0:00:02.246376 2021-04-14 22:51:51,069 INFO : EVAL, epoch=0130, iter=00040/00040, fetch data time cost=0.09ms, fps=3648 images/s, loss=1.2681, top1-acc=66.04%, top5-acc=90.42%, remaining_time=0:00:00, arrival_time=2021-04-14 22:51:51.069230, cost_time=0:00:02.882887 2021-04-14 22:51:51,254 INFO : Epoch=0130 complete, best val top1-acc=67.00%, top5-acc=90.88% (epoch=129), remaining_time=0:54:11.807650, arrival_time=2021-04-14 23:46:03.062018, cost_time=1:40:39.071317 2021-04-14 22:51:51,255 INFO : Train start, epoch=0131, lr=0.027300 2021-04-14 22:51:53,636 INFO : TRAIN, epoch=0131, iter=00010/00196, fetch data time cost=2.27ms, fps=1075 images/s, loss=0.4990, top1-acc=83.87%, top5-acc=98.52%, remaining_time=0:00:44.276928, arrival_time=2021-04-14 22:52:37.913332, cost_time=0:00:02.380483 2021-04-14 22:51:55,851 INFO : TRAIN, epoch=0131, iter=00020/00196, fetch data time cost=1.53ms, fps=1156 images/s, loss=0.4959, top1-acc=84.47%, top5-acc=98.54%, remaining_time=0:00:40.436704, arrival_time=2021-04-14 22:52:36.287660, cost_time=0:00:04.595076 2021-04-14 22:51:58,050 INFO : TRAIN, epoch=0131, iter=00030/00196, fetch data time cost=1.45ms, fps=1164 images/s, loss=0.4855, top1-acc=84.93%, top5-acc=98.48%, remaining_time=0:00:37.596676, arrival_time=2021-04-14 22:52:35.647347, cost_time=0:00:06.794592 2021-04-14 22:52:00,250 INFO : TRAIN, epoch=0131, iter=00040/00196, fetch data time cost=1.45ms, fps=1164 images/s, loss=0.4792, top1-acc=85.07%, top5-acc=98.53%, remaining_time=0:00:35.078940, arrival_time=2021-04-14 22:52:35.329452, cost_time=0:00:08.994600 2021-04-14 22:52:02,449 INFO : TRAIN, epoch=0131, iter=00050/00196, fetch data time cost=1.48ms, fps=1165 images/s, loss=0.4756, top1-acc=85.27%, top5-acc=98.55%, remaining_time=0:00:32.684144, arrival_time=2021-04-14 22:52:35.133274, cost_time=0:00:11.193218 2021-04-14 22:52:04,645 INFO : TRAIN, epoch=0131, iter=00060/00196, fetch data time cost=2.15ms, fps=1166 images/s, loss=0.4743, top1-acc=85.32%, top5-acc=98.59%, remaining_time=0:00:30.348808, arrival_time=2021-04-14 22:52:34.993842, cost_time=0:00:13.389171 2021-04-14 22:52:06,842 INFO : TRAIN, epoch=0131, iter=00070/00196, fetch data time cost=1.45ms, fps=1165 images/s, loss=0.4730, top1-acc=85.33%, top5-acc=98.64%, remaining_time=0:00:28.056420, arrival_time=2021-04-14 22:52:34.899126, cost_time=0:00:15.586910 2021-04-14 22:52:09,053 INFO : TRAIN, epoch=0131, iter=00080/00196, fetch data time cost=1.46ms, fps=1158 images/s, loss=0.4727, top1-acc=85.32%, top5-acc=98.66%, remaining_time=0:00:25.806636, arrival_time=2021-04-14 22:52:34.860203, cost_time=0:00:17.797693 2021-04-14 22:52:11,254 INFO : TRAIN, epoch=0131, iter=00090/00196, fetch data time cost=1.43ms, fps=1164 images/s, loss=0.4788, top1-acc=85.07%, top5-acc=98.60%, remaining_time=0:00:23.553412, arrival_time=2021-04-14 22:52:34.807558, cost_time=0:00:19.998219 2021-04-14 22:52:13,450 INFO : TRAIN, epoch=0131, iter=00100/00196, fetch data time cost=1.41ms, fps=1166 images/s, loss=0.4809, top1-acc=85.02%, top5-acc=98.57%, remaining_time=0:00:21.306528, arrival_time=2021-04-14 22:52:34.756602, cost_time=0:00:22.194265 2021-04-14 22:52:15,655 INFO : TRAIN, epoch=0131, iter=00110/00196, fetch data time cost=1.46ms, fps=1161 images/s, loss=0.4826, top1-acc=84.96%, top5-acc=98.56%, remaining_time=0:00:19.076262, arrival_time=2021-04-14 22:52:34.732084, cost_time=0:00:24.399883 2021-04-14 22:52:17,869 INFO : TRAIN, epoch=0131, iter=00120/00196, fetch data time cost=1.45ms, fps=1157 images/s, loss=0.4845, top1-acc=84.89%, top5-acc=98.54%, remaining_time=0:00:16.855052, arrival_time=2021-04-14 22:52:34.724139, cost_time=0:00:26.613287 2021-04-14 22:52:20,074 INFO : TRAIN, epoch=0131, iter=00130/00196, fetch data time cost=1.85ms, fps=1161 images/s, loss=0.4873, top1-acc=84.78%, top5-acc=98.54%, remaining_time=0:00:14.630682, arrival_time=2021-04-14 22:52:34.704862, cost_time=0:00:28.818053 2021-04-14 22:52:22,279 INFO : TRAIN, epoch=0131, iter=00140/00196, fetch data time cost=1.53ms, fps=1161 images/s, loss=0.4912, top1-acc=84.70%, top5-acc=98.52%, remaining_time=0:00:12.409656, arrival_time=2021-04-14 22:52:34.689574, cost_time=0:00:31.024086 2021-04-14 22:52:24,477 INFO : TRAIN, epoch=0131, iter=00150/00196, fetch data time cost=1.52ms, fps=1165 images/s, loss=0.4928, top1-acc=84.70%, top5-acc=98.49%, remaining_time=0:00:10.187850, arrival_time=2021-04-14 22:52:34.664867, cost_time=0:00:33.221206 2021-04-14 22:52:26,677 INFO : TRAIN, epoch=0131, iter=00160/00196, fetch data time cost=1.45ms, fps=1164 images/s, loss=0.4932, top1-acc=84.70%, top5-acc=98.49%, remaining_time=0:00:07.969860, arrival_time=2021-04-14 22:52:34.647330, cost_time=0:00:35.421619 2021-04-14 22:52:28,875 INFO : TRAIN, epoch=0131, iter=00170/00196, fetch data time cost=1.48ms, fps=1165 images/s, loss=0.4945, top1-acc=84.66%, top5-acc=98.49%, remaining_time=0:00:05.753644, arrival_time=2021-04-14 22:52:34.629494, cost_time=0:00:37.620043 2021-04-14 22:52:31,078 INFO : TRAIN, epoch=0131, iter=00180/00196, fetch data time cost=1.60ms, fps=1163 images/s, loss=0.4976, top1-acc=84.55%, top5-acc=98.47%, remaining_time=0:00:03.539776, arrival_time=2021-04-14 22:52:34.618037, cost_time=0:00:39.822477 2021-04-14 22:52:33,303 INFO : TRAIN, epoch=0131, iter=00190/00196, fetch data time cost=1.66ms, fps=1151 images/s, loss=0.4988, top1-acc=84.55%, top5-acc=98.45%, remaining_time=0:00:01.327812, arrival_time=2021-04-14 22:52:34.631057, cost_time=0:00:42.047351 2021-04-14 22:52:34,498 INFO : TRAIN, epoch=0131, iter=00196/00196, fetch data time cost=1.83ms, fps=1138 images/s, loss=0.5007, top1-acc=84.48%, top5-acc=98.44%, remaining_time=0:00:00, arrival_time=2021-04-14 22:52:34.498606, cost_time=0:00:43.242769 2021-04-14 22:52:35,308 INFO : EVAL, epoch=0131, iter=00010/00040, fetch data time cost=1.48ms, fps=3175 images/s, loss=1.3276, top1-acc=64.02%, top5-acc=89.10%, remaining_time=0:00:02.418540, arrival_time=2021-04-14 22:52:37.726571, cost_time=0:00:00.806177 2021-04-14 22:52:35,998 INFO : EVAL, epoch=0131, iter=00020/00040, fetch data time cost=2.40ms, fps=3712 images/s, loss=1.3080, top1-acc=64.37%, top5-acc=89.30%, remaining_time=0:00:01.496200, arrival_time=2021-04-14 22:52:37.494289, cost_time=0:00:01.496198 2021-04-14 22:52:36,693 INFO : EVAL, epoch=0131, iter=00030/00040, fetch data time cost=1.38ms, fps=3685 images/s, loss=1.3009, top1-acc=64.83%, top5-acc=89.49%, remaining_time=0:00:00.730420, arrival_time=2021-04-14 22:52:37.423540, cost_time=0:00:02.191248 2021-04-14 22:52:37,322 INFO : EVAL, epoch=0131, iter=00040/00040, fetch data time cost=0.09ms, fps=3687 images/s, loss=1.3029, top1-acc=65.18%, top5-acc=89.57%, remaining_time=0:00:00, arrival_time=2021-04-14 22:52:37.322757, cost_time=0:00:02.820928 2021-04-14 22:52:37,499 INFO : Epoch=0131 complete, best val top1-acc=67.00%, top5-acc=90.88% (epoch=129), remaining_time=0:53:25.242855, arrival_time=2021-04-14 23:46:02.742091, cost_time=1:41:25.316189 2021-04-14 22:52:37,500 INFO : Train start, epoch=0132, lr=0.026604 2021-04-14 22:52:39,856 INFO : TRAIN, epoch=0132, iter=00010/00196, fetch data time cost=1.40ms, fps=1086 images/s, loss=0.4704, top1-acc=85.43%, top5-acc=98.87%, remaining_time=0:00:43.825506, arrival_time=2021-04-14 22:53:23.682303, cost_time=0:00:02.356210 2021-04-14 22:52:42,057 INFO : TRAIN, epoch=0132, iter=00020/00196, fetch data time cost=1.47ms, fps=1164 images/s, loss=0.4802, top1-acc=85.29%, top5-acc=98.85%, remaining_time=0:00:40.099136, arrival_time=2021-04-14 22:53:22.156511, cost_time=0:00:04.556712 2021-04-14 22:52:44,253 INFO : TRAIN, epoch=0132, iter=00030/00196, fetch data time cost=1.51ms, fps=1166 images/s, loss=0.4726, top1-acc=85.48%, top5-acc=98.76%, remaining_time=0:00:37.364940, arrival_time=2021-04-14 22:53:21.618242, cost_time=0:00:06.752703 2021-04-14 22:52:46,450 INFO : TRAIN, epoch=0132, iter=00040/00196, fetch data time cost=1.52ms, fps=1165 images/s, loss=0.4693, top1-acc=85.58%, top5-acc=98.80%, remaining_time=0:00:34.905468, arrival_time=2021-04-14 22:53:21.356176, cost_time=0:00:08.950125 2021-04-14 22:52:48,644 INFO : TRAIN, epoch=0132, iter=00050/00196, fetch data time cost=1.72ms, fps=1167 images/s, loss=0.4619, top1-acc=85.71%, top5-acc=98.83%, remaining_time=0:00:32.539020, arrival_time=2021-04-14 22:53:21.183075, cost_time=0:00:11.143478 2021-04-14 22:52:50,850 INFO : TRAIN, epoch=0132, iter=00060/00196, fetch data time cost=1.93ms, fps=1161 images/s, loss=0.4571, top1-acc=85.70%, top5-acc=98.88%, remaining_time=0:00:30.258640, arrival_time=2021-04-14 22:53:21.108690, cost_time=0:00:13.349423 2021-04-14 22:52:53,059 INFO : TRAIN, epoch=0132, iter=00070/00196, fetch data time cost=1.38ms, fps=1159 images/s, loss=0.4613, top1-acc=85.50%, top5-acc=98.85%, remaining_time=0:00:28.006524, arrival_time=2021-04-14 22:53:21.066394, cost_time=0:00:15.559199 2021-04-14 22:52:55,267 INFO : TRAIN, epoch=0132, iter=00080/00196, fetch data time cost=1.92ms, fps=1160 images/s, loss=0.4616, top1-acc=85.49%, top5-acc=98.85%, remaining_time=0:00:25.761048, arrival_time=2021-04-14 22:53:21.027944, cost_time=0:00:17.766221 2021-04-14 22:52:57,468 INFO : TRAIN, epoch=0132, iter=00090/00196, fetch data time cost=1.75ms, fps=1163 images/s, loss=0.4681, top1-acc=85.33%, top5-acc=98.84%, remaining_time=0:00:23.517160, arrival_time=2021-04-14 22:53:20.985295, cost_time=0:00:19.967440 2021-04-14 22:52:59,671 INFO : TRAIN, epoch=0132, iter=00100/00196, fetch data time cost=1.58ms, fps=1162 images/s, loss=0.4704, top1-acc=85.20%, top5-acc=98.83%, remaining_time=0:00:21.283680, arrival_time=2021-04-14 22:53:20.954843, cost_time=0:00:22.170480 2021-04-14 22:53:01,868 INFO : TRAIN, epoch=0132, iter=00110/00196, fetch data time cost=1.56ms, fps=1165 images/s, loss=0.4714, top1-acc=85.16%, top5-acc=98.79%, remaining_time=0:00:19.051064, arrival_time=2021-04-14 22:53:20.919467, cost_time=0:00:24.367601 2021-04-14 22:53:04,083 INFO : TRAIN, epoch=0132, iter=00120/00196, fetch data time cost=1.50ms, fps=1156 images/s, loss=0.4750, top1-acc=85.04%, top5-acc=98.73%, remaining_time=0:00:16.835824, arrival_time=2021-04-14 22:53:20.919288, cost_time=0:00:26.582873 2021-04-14 22:53:06,289 INFO : TRAIN, epoch=0132, iter=00130/00196, fetch data time cost=2.01ms, fps=1161 images/s, loss=0.4771, top1-acc=84.99%, top5-acc=98.70%, remaining_time=0:00:14.615964, arrival_time=2021-04-14 22:53:20.905652, cost_time=0:00:28.789020 2021-04-14 22:53:08,490 INFO : TRAIN, epoch=0132, iter=00140/00196, fetch data time cost=2.82ms, fps=1163 images/s, loss=0.4806, top1-acc=84.91%, top5-acc=98.66%, remaining_time=0:00:12.396104, arrival_time=2021-04-14 22:53:20.886966, cost_time=0:00:30.990208 2021-04-14 22:53:10,694 INFO : TRAIN, epoch=0132, iter=00150/00196, fetch data time cost=1.43ms, fps=1162 images/s, loss=0.4845, top1-acc=84.79%, top5-acc=98.67%, remaining_time=0:00:10.179340, arrival_time=2021-04-14 22:53:20.873435, cost_time=0:00:33.193493 2021-04-14 22:53:12,898 INFO : TRAIN, epoch=0132, iter=00160/00196, fetch data time cost=1.75ms, fps=1161 images/s, loss=0.4845, top1-acc=84.80%, top5-acc=98.64%, remaining_time=0:00:07.964532, arrival_time=2021-04-14 22:53:20.863239, cost_time=0:00:35.397979 2021-04-14 22:53:15,103 INFO : TRAIN, epoch=0132, iter=00170/00196, fetch data time cost=1.51ms, fps=1161 images/s, loss=0.4882, top1-acc=84.70%, top5-acc=98.61%, remaining_time=0:00:05.751070, arrival_time=2021-04-14 22:53:20.854829, cost_time=0:00:37.603158 2021-04-14 22:53:17,298 INFO : TRAIN, epoch=0132, iter=00180/00196, fetch data time cost=1.53ms, fps=1166 images/s, loss=0.4915, top1-acc=84.58%, top5-acc=98.58%, remaining_time=0:00:03.537632, arrival_time=2021-04-14 22:53:20.836573, cost_time=0:00:39.798354 2021-04-14 22:53:19,504 INFO : TRAIN, epoch=0132, iter=00190/00196, fetch data time cost=1.65ms, fps=1161 images/s, loss=0.4945, top1-acc=84.46%, top5-acc=98.58%, remaining_time=0:00:01.326444, arrival_time=2021-04-14 22:53:20.831123, cost_time=0:00:42.004005 2021-04-14 22:53:20,684 INFO : TRAIN, epoch=0132, iter=00196/00196, fetch data time cost=1.32ms, fps=1154 images/s, loss=0.4957, top1-acc=84.42%, top5-acc=98.59%, remaining_time=0:00:00, arrival_time=2021-04-14 22:53:20.684049, cost_time=0:00:43.183480 2021-04-14 22:53:21,482 INFO : EVAL, epoch=0132, iter=00010/00040, fetch data time cost=1.30ms, fps=3213 images/s, loss=1.2396, top1-acc=66.91%, top5-acc=90.66%, remaining_time=0:00:02.390520, arrival_time=2021-04-14 22:53:23.873110, cost_time=0:00:00.796844 2021-04-14 22:53:22,180 INFO : EVAL, epoch=0132, iter=00020/00040, fetch data time cost=1.62ms, fps=3670 images/s, loss=1.2397, top1-acc=67.07%, top5-acc=90.41%, remaining_time=0:00:01.494600, arrival_time=2021-04-14 22:53:23.674971, cost_time=0:00:01.494599 2021-04-14 22:53:22,872 INFO : EVAL, epoch=0132, iter=00030/00040, fetch data time cost=1.47ms, fps=3701 images/s, loss=1.2237, top1-acc=67.11%, top5-acc=90.53%, remaining_time=0:00:00.728890, arrival_time=2021-04-14 22:53:23.601320, cost_time=0:00:02.186660 2021-04-14 22:53:23,505 INFO : EVAL, epoch=0132, iter=00040/00040, fetch data time cost=0.08ms, fps=3670 images/s, loss=1.2332, top1-acc=67.01%, top5-acc=90.62%, remaining_time=0:00:00, arrival_time=2021-04-14 22:53:23.504998, cost_time=0:00:02.819173 2021-04-14 22:53:23,830 INFO : Epoch=0132 complete, best val top1-acc=67.01%, top5-acc=90.62% (epoch=132), remaining_time=0:52:38.727500, arrival_time=2021-04-14 23:46:02.558135, cost_time=1:42:11.647540 2021-04-14 22:53:23,832 INFO : Train start, epoch=0133, lr=0.025912 2021-04-14 22:53:26,237 INFO : TRAIN, epoch=0133, iter=00010/00196, fetch data time cost=1.96ms, fps=1065 images/s, loss=0.4620, top1-acc=86.17%, top5-acc=98.75%, remaining_time=0:00:44.714028, arrival_time=2021-04-14 22:54:10.951276, cost_time=0:00:02.403975 2021-04-14 22:53:28,438 INFO : TRAIN, epoch=0133, iter=00020/00196, fetch data time cost=1.40ms, fps=1164 images/s, loss=0.4521, top1-acc=86.25%, top5-acc=98.81%, remaining_time=0:00:40.523120, arrival_time=2021-04-14 22:54:08.961308, cost_time=0:00:04.604907 2021-04-14 22:53:30,636 INFO : TRAIN, epoch=0133, iter=00030/00196, fetch data time cost=1.44ms, fps=1165 images/s, loss=0.4420, top1-acc=86.74%, top5-acc=98.83%, remaining_time=0:00:37.646476, arrival_time=2021-04-14 22:54:08.283222, cost_time=0:00:06.803565 2021-04-14 22:53:32,837 INFO : TRAIN, epoch=0133, iter=00040/00196, fetch data time cost=1.75ms, fps=1164 images/s, loss=0.4396, top1-acc=86.63%, top5-acc=98.81%, remaining_time=0:00:35.115756, arrival_time=2021-04-14 22:54:07.952993, cost_time=0:00:09.004058 2021-04-14 22:53:35,036 INFO : TRAIN, epoch=0133, iter=00050/00196, fetch data time cost=2.21ms, fps=1164 images/s, loss=0.4395, top1-acc=86.67%, top5-acc=98.83%, remaining_time=0:00:32.713198, arrival_time=2021-04-14 22:54:07.749472, cost_time=0:00:11.203134 2021-04-14 22:53:37,241 INFO : TRAIN, epoch=0133, iter=00060/00196, fetch data time cost=1.36ms, fps=1161 images/s, loss=0.4426, top1-acc=86.52%, top5-acc=98.76%, remaining_time=0:00:30.392328, arrival_time=2021-04-14 22:54:07.633788, cost_time=0:00:13.408394 2021-04-14 22:53:39,444 INFO : TRAIN, epoch=0133, iter=00070/00196, fetch data time cost=1.41ms, fps=1163 images/s, loss=0.4401, top1-acc=86.50%, top5-acc=98.74%, remaining_time=0:00:28.099638, arrival_time=2021-04-14 22:54:07.543705, cost_time=0:00:15.610910 2021-04-14 22:53:41,645 INFO : TRAIN, epoch=0133, iter=00080/00196, fetch data time cost=1.55ms, fps=1163 images/s, loss=0.4385, top1-acc=86.53%, top5-acc=98.74%, remaining_time=0:00:25.827400, arrival_time=2021-04-14 22:54:07.472617, cost_time=0:00:17.812020 2021-04-14 22:53:43,847 INFO : TRAIN, epoch=0133, iter=00090/00196, fetch data time cost=1.46ms, fps=1163 images/s, loss=0.4409, top1-acc=86.42%, top5-acc=98.74%, remaining_time=0:00:23.572174, arrival_time=2021-04-14 22:54:07.419413, cost_time=0:00:20.014136 2021-04-14 22:53:46,062 INFO : TRAIN, epoch=0133, iter=00100/00196, fetch data time cost=1.69ms, fps=1156 images/s, loss=0.4424, top1-acc=86.31%, top5-acc=98.73%, remaining_time=0:00:21.339936, arrival_time=2021-04-14 22:54:07.402236, cost_time=0:00:22.229143 2021-04-14 22:53:48,261 INFO : TRAIN, epoch=0133, iter=00110/00196, fetch data time cost=1.42ms, fps=1164 images/s, loss=0.4426, top1-acc=86.33%, top5-acc=98.71%, remaining_time=0:00:19.098450, arrival_time=2021-04-14 22:54:07.359750, cost_time=0:00:24.428224 2021-04-14 22:53:50,479 INFO : TRAIN, epoch=0133, iter=00120/00196, fetch data time cost=1.44ms, fps=1155 images/s, loss=0.4452, top1-acc=86.22%, top5-acc=98.70%, remaining_time=0:00:16.875724, arrival_time=2021-04-14 22:54:07.354699, cost_time=0:00:26.645849 2021-04-14 22:53:52,689 INFO : TRAIN, epoch=0133, iter=00130/00196, fetch data time cost=2.38ms, fps=1158 images/s, loss=0.4504, top1-acc=86.11%, top5-acc=98.65%, remaining_time=0:00:14.650152, arrival_time=2021-04-14 22:54:07.339574, cost_time=0:00:28.856297 2021-04-14 22:53:54,893 INFO : TRAIN, epoch=0133, iter=00140/00196, fetch data time cost=1.90ms, fps=1162 images/s, loss=0.4555, top1-acc=85.97%, top5-acc=98.63%, remaining_time=0:00:12.423992, arrival_time=2021-04-14 22:54:07.317101, cost_time=0:00:31.059962 2021-04-14 22:53:57,101 INFO : TRAIN, epoch=0133, iter=00150/00196, fetch data time cost=1.92ms, fps=1159 images/s, loss=0.4591, top1-acc=85.86%, top5-acc=98.64%, remaining_time=0:00:10.202340, arrival_time=2021-04-14 22:54:07.304022, cost_time=0:00:33.268488 2021-04-14 22:53:59,307 INFO : TRAIN, epoch=0133, iter=00160/00196, fetch data time cost=1.50ms, fps=1161 images/s, loss=0.4606, top1-acc=85.79%, top5-acc=98.63%, remaining_time=0:00:07.981740, arrival_time=2021-04-14 22:54:07.289307, cost_time=0:00:35.474416 2021-04-14 22:54:01,512 INFO : TRAIN, epoch=0133, iter=00170/00196, fetch data time cost=1.35ms, fps=1161 images/s, loss=0.4616, top1-acc=85.74%, top5-acc=98.64%, remaining_time=0:00:05.762718, arrival_time=2021-04-14 22:54:07.275115, cost_time=0:00:37.679248 2021-04-14 22:54:03,715 INFO : TRAIN, epoch=0133, iter=00180/00196, fetch data time cost=2.00ms, fps=1162 images/s, loss=0.4668, top1-acc=85.59%, top5-acc=98.60%, remaining_time=0:00:03.545104, arrival_time=2021-04-14 22:54:07.260781, cost_time=0:00:39.882474 2021-04-14 22:54:05,929 INFO : TRAIN, epoch=0133, iter=00190/00196, fetch data time cost=1.47ms, fps=1157 images/s, loss=0.4683, top1-acc=85.53%, top5-acc=98.59%, remaining_time=0:00:01.329360, arrival_time=2021-04-14 22:54:07.258963, cost_time=0:00:42.096388 2021-04-14 22:54:07,109 INFO : TRAIN, epoch=0133, iter=00196/00196, fetch data time cost=1.27ms, fps=1153 images/s, loss=0.4704, top1-acc=85.48%, top5-acc=98.57%, remaining_time=0:00:00, arrival_time=2021-04-14 22:54:07.109218, cost_time=0:00:43.276147 2021-04-14 22:54:07,920 INFO : EVAL, epoch=0133, iter=00010/00040, fetch data time cost=0.21ms, fps=3163 images/s, loss=1.2722, top1-acc=66.87%, top5-acc=89.26%, remaining_time=0:00:02.428320, arrival_time=2021-04-14 22:54:10.348969, cost_time=0:00:00.809441 2021-04-14 22:54:08,608 INFO : EVAL, epoch=0133, iter=00020/00040, fetch data time cost=1.32ms, fps=3724 images/s, loss=1.2757, top1-acc=66.23%, top5-acc=89.28%, remaining_time=0:00:01.497200, arrival_time=2021-04-14 22:54:10.105604, cost_time=0:00:01.497200 2021-04-14 22:54:09,299 INFO : EVAL, epoch=0133, iter=00030/00040, fetch data time cost=0.39ms, fps=3710 images/s, loss=1.2504, top1-acc=66.55%, top5-acc=89.95%, remaining_time=0:00:00.729200, arrival_time=2021-04-14 22:54:10.028090, cost_time=0:00:02.187585 2021-04-14 22:54:09,933 INFO : EVAL, epoch=0133, iter=00040/00040, fetch data time cost=0.14ms, fps=3661 images/s, loss=1.2478, top1-acc=66.21%, top5-acc=89.99%, remaining_time=0:00:00, arrival_time=2021-04-14 22:54:09.933257, cost_time=0:00:02.822019 2021-04-14 22:54:10,066 INFO : Epoch=0133 complete, best val top1-acc=67.01%, top5-acc=90.62% (epoch=132), remaining_time=0:51:52.166884, arrival_time=2021-04-14 23:46:02.233421, cost_time=1:42:57.883477 2021-04-14 22:54:10,068 INFO : Train start, epoch=0134, lr=0.025227 2021-04-14 22:54:12,444 INFO : TRAIN, epoch=0134, iter=00010/00196, fetch data time cost=2.07ms, fps=1077 images/s, loss=0.4326, top1-acc=86.25%, top5-acc=99.02%, remaining_time=0:00:44.195460, arrival_time=2021-04-14 22:54:56.639955, cost_time=0:00:02.376096 2021-04-14 22:54:14,655 INFO : TRAIN, epoch=0134, iter=00020/00196, fetch data time cost=1.52ms, fps=1158 images/s, loss=0.4427, top1-acc=86.19%, top5-acc=98.89%, remaining_time=0:00:40.362080, arrival_time=2021-04-14 22:54:55.017187, cost_time=0:00:04.586595 2021-04-14 22:54:16,856 INFO : TRAIN, epoch=0134, iter=00030/00196, fetch data time cost=1.74ms, fps=1163 images/s, loss=0.4444, top1-acc=86.26%, top5-acc=98.75%, remaining_time=0:00:37.559990, arrival_time=2021-04-14 22:54:54.416330, cost_time=0:00:06.787949 2021-04-14 22:54:19,062 INFO : TRAIN, epoch=0134, iter=00040/00196, fetch data time cost=2.07ms, fps=1161 images/s, loss=0.4492, top1-acc=86.01%, top5-acc=98.71%, remaining_time=0:00:35.074884, arrival_time=2021-04-14 22:54:54.136861, cost_time=0:00:08.993555 2021-04-14 22:54:21,267 INFO : TRAIN, epoch=0134, iter=00050/00196, fetch data time cost=2.31ms, fps=1161 images/s, loss=0.4489, top1-acc=86.02%, top5-acc=98.80%, remaining_time=0:00:32.699766, arrival_time=2021-04-14 22:54:53.966691, cost_time=0:00:11.198561 2021-04-14 22:54:23,472 INFO : TRAIN, epoch=0134, iter=00060/00196, fetch data time cost=1.52ms, fps=1161 images/s, loss=0.4452, top1-acc=86.17%, top5-acc=98.80%, remaining_time=0:00:30.381992, arrival_time=2021-04-14 22:54:53.854134, cost_time=0:00:13.403826 2021-04-14 22:54:25,687 INFO : TRAIN, epoch=0134, iter=00070/00196, fetch data time cost=1.43ms, fps=1156 images/s, loss=0.4499, top1-acc=86.02%, top5-acc=98.77%, remaining_time=0:00:28.113750, arrival_time=2021-04-14 22:54:53.800867, cost_time=0:00:15.618723 2021-04-14 22:54:27,901 INFO : TRAIN, epoch=0134, iter=00080/00196, fetch data time cost=1.83ms, fps=1157 images/s, loss=0.4494, top1-acc=86.01%, top5-acc=98.80%, remaining_time=0:00:25.857212, arrival_time=2021-04-14 22:54:53.758196, cost_time=0:00:17.832596 2021-04-14 22:54:30,097 INFO : TRAIN, epoch=0134, iter=00090/00196, fetch data time cost=1.34ms, fps=1166 images/s, loss=0.4499, top1-acc=86.06%, top5-acc=98.79%, remaining_time=0:00:23.589664, arrival_time=2021-04-14 22:54:53.686937, cost_time=0:00:20.028965 2021-04-14 22:54:32,305 INFO : TRAIN, epoch=0134, iter=00100/00196, fetch data time cost=2.35ms, fps=1160 images/s, loss=0.4483, top1-acc=86.09%, top5-acc=98.77%, remaining_time=0:00:21.347232, arrival_time=2021-04-14 22:54:53.652396, cost_time=0:00:22.236699 2021-04-14 22:54:34,506 INFO : TRAIN, epoch=0134, iter=00110/00196, fetch data time cost=1.46ms, fps=1163 images/s, loss=0.4493, top1-acc=86.04%, top5-acc=98.76%, remaining_time=0:00:19.106534, arrival_time=2021-04-14 22:54:53.613418, cost_time=0:00:24.438581 2021-04-14 22:54:36,718 INFO : TRAIN, epoch=0134, iter=00120/00196, fetch data time cost=2.59ms, fps=1158 images/s, loss=0.4494, top1-acc=86.00%, top5-acc=98.76%, remaining_time=0:00:16.878384, arrival_time=2021-04-14 22:54:53.596841, cost_time=0:00:26.650079 2021-04-14 22:54:38,932 INFO : TRAIN, epoch=0134, iter=00130/00196, fetch data time cost=2.19ms, fps=1156 images/s, loss=0.4515, top1-acc=85.93%, top5-acc=98.76%, remaining_time=0:00:14.654310, arrival_time=2021-04-14 22:54:53.587201, cost_time=0:00:28.864581 2021-04-14 22:54:41,138 INFO : TRAIN, epoch=0134, iter=00140/00196, fetch data time cost=1.48ms, fps=1161 images/s, loss=0.4514, top1-acc=85.95%, top5-acc=98.75%, remaining_time=0:00:12.428080, arrival_time=2021-04-14 22:54:53.566719, cost_time=0:00:31.070252 2021-04-14 22:54:43,339 INFO : TRAIN, epoch=0134, iter=00150/00196, fetch data time cost=1.59ms, fps=1164 images/s, loss=0.4539, top1-acc=85.90%, top5-acc=98.74%, remaining_time=0:00:10.202984, arrival_time=2021-04-14 22:54:53.542023, cost_time=0:00:33.270536 2021-04-14 22:54:45,544 INFO : TRAIN, epoch=0134, iter=00160/00196, fetch data time cost=1.64ms, fps=1161 images/s, loss=0.4573, top1-acc=85.80%, top5-acc=98.71%, remaining_time=0:00:07.982136, arrival_time=2021-04-14 22:54:53.526767, cost_time=0:00:35.476224 2021-04-14 22:54:47,741 INFO : TRAIN, epoch=0134, iter=00170/00196, fetch data time cost=1.45ms, fps=1166 images/s, loss=0.4583, top1-acc=85.78%, top5-acc=98.69%, remaining_time=0:00:05.761782, arrival_time=2021-04-14 22:54:53.503366, cost_time=0:00:37.673197 2021-04-14 22:54:49,948 INFO : TRAIN, epoch=0134, iter=00180/00196, fetch data time cost=1.61ms, fps=1160 images/s, loss=0.4608, top1-acc=85.70%, top5-acc=98.68%, remaining_time=0:00:03.544880, arrival_time=2021-04-14 22:54:53.493238, cost_time=0:00:39.879874 2021-04-14 22:54:52,153 INFO : TRAIN, epoch=0134, iter=00190/00196, fetch data time cost=1.34ms, fps=1161 images/s, loss=0.4639, top1-acc=85.61%, top5-acc=98.67%, remaining_time=0:00:01.329012, arrival_time=2021-04-14 22:54:53.482679, cost_time=0:00:42.085367 2021-04-14 22:54:53,340 INFO : TRAIN, epoch=0134, iter=00196/00196, fetch data time cost=1.27ms, fps=1146 images/s, loss=0.4649, top1-acc=85.57%, top5-acc=98.68%, remaining_time=0:00:00, arrival_time=2021-04-14 22:54:53.340655, cost_time=0:00:43.272258 2021-04-14 22:54:54,148 INFO : EVAL, epoch=0134, iter=00010/00040, fetch data time cost=0.22ms, fps=3177 images/s, loss=1.2518, top1-acc=67.11%, top5-acc=89.69%, remaining_time=0:00:02.417280, arrival_time=2021-04-14 22:54:56.565712, cost_time=0:00:00.805759 2021-04-14 22:54:54,836 INFO : EVAL, epoch=0134, iter=00020/00040, fetch data time cost=1.61ms, fps=3724 images/s, loss=1.2942, top1-acc=65.96%, top5-acc=89.32%, remaining_time=0:00:01.493520, arrival_time=2021-04-14 22:54:56.329709, cost_time=0:00:01.493516 2021-04-14 22:54:55,524 INFO : EVAL, epoch=0134, iter=00030/00040, fetch data time cost=1.36ms, fps=3723 images/s, loss=1.2898, top1-acc=65.78%, top5-acc=89.51%, remaining_time=0:00:00.727160, arrival_time=2021-04-14 22:54:56.251315, cost_time=0:00:02.181480 2021-04-14 22:54:56,157 INFO : EVAL, epoch=0134, iter=00040/00040, fetch data time cost=0.09ms, fps=3668 images/s, loss=1.2969, top1-acc=65.51%, top5-acc=89.51%, remaining_time=0:00:00, arrival_time=2021-04-14 22:54:56.157082, cost_time=0:00:02.814340 2021-04-14 22:54:56,336 INFO : Epoch=0134 complete, best val top1-acc=67.01%, top5-acc=90.62% (epoch=132), remaining_time=0:51:05.627598, arrival_time=2021-04-14 23:46:01.963658, cost_time=1:43:44.153006 2021-04-14 22:54:56,337 INFO : Train start, epoch=0135, lr=0.024548 2021-04-14 22:54:58,700 INFO : TRAIN, epoch=0135, iter=00010/00196, fetch data time cost=1.62ms, fps=1084 images/s, loss=0.4018, top1-acc=87.38%, top5-acc=99.10%, remaining_time=0:00:43.943988, arrival_time=2021-04-14 22:55:42.644434, cost_time=0:00:02.362584 2021-04-14 22:55:00,906 INFO : TRAIN, epoch=0135, iter=00020/00196, fetch data time cost=1.47ms, fps=1161 images/s, loss=0.3997, top1-acc=87.95%, top5-acc=98.98%, remaining_time=0:00:40.202800, arrival_time=2021-04-14 22:55:41.109078, cost_time=0:00:04.568508 2021-04-14 22:55:03,111 INFO : TRAIN, epoch=0135, iter=00030/00196, fetch data time cost=1.87ms, fps=1161 images/s, loss=0.4016, top1-acc=88.10%, top5-acc=98.95%, remaining_time=0:00:37.479812, arrival_time=2021-04-14 22:55:40.591172, cost_time=0:00:06.773457 2021-04-14 22:55:05,315 INFO : TRAIN, epoch=0135, iter=00040/00196, fetch data time cost=1.33ms, fps=1162 images/s, loss=0.4129, top1-acc=87.63%, top5-acc=98.91%, remaining_time=0:00:35.014980, arrival_time=2021-04-14 22:55:40.330817, cost_time=0:00:08.978197 2021-04-14 22:55:07,518 INFO : TRAIN, epoch=0135, iter=00050/00196, fetch data time cost=1.38ms, fps=1162 images/s, loss=0.4154, top1-acc=87.34%, top5-acc=98.96%, remaining_time=0:00:32.648958, arrival_time=2021-04-14 22:55:40.167821, cost_time=0:00:11.181173 2021-04-14 22:55:09,719 INFO : TRAIN, epoch=0135, iter=00060/00196, fetch data time cost=1.42ms, fps=1164 images/s, loss=0.4210, top1-acc=87.14%, top5-acc=98.96%, remaining_time=0:00:30.331400, arrival_time=2021-04-14 22:55:40.050597, cost_time=0:00:13.381498 2021-04-14 22:55:11,930 INFO : TRAIN, epoch=0135, iter=00070/00196, fetch data time cost=2.00ms, fps=1158 images/s, loss=0.4231, top1-acc=87.00%, top5-acc=98.95%, remaining_time=0:00:28.066878, arrival_time=2021-04-14 22:55:39.997263, cost_time=0:00:15.592695 2021-04-14 22:55:14,128 INFO : TRAIN, epoch=0135, iter=00080/00196, fetch data time cost=1.51ms, fps=1165 images/s, loss=0.4209, top1-acc=87.09%, top5-acc=98.98%, remaining_time=0:00:25.796776, arrival_time=2021-04-14 22:55:39.925232, cost_time=0:00:17.790854 2021-04-14 22:55:16,329 INFO : TRAIN, epoch=0135, iter=00090/00196, fetch data time cost=2.10ms, fps=1163 images/s, loss=0.4224, top1-acc=87.01%, top5-acc=98.97%, remaining_time=0:00:23.546204, arrival_time=2021-04-14 22:55:39.875956, cost_time=0:00:19.992054 2021-04-14 22:55:18,534 INFO : TRAIN, epoch=0135, iter=00100/00196, fetch data time cost=2.43ms, fps=1162 images/s, loss=0.4248, top1-acc=86.84%, top5-acc=98.98%, remaining_time=0:00:21.308640, arrival_time=2021-04-14 22:55:39.842813, cost_time=0:00:22.196487 2021-04-14 22:55:20,729 INFO : TRAIN, epoch=0135, iter=00110/00196, fetch data time cost=1.38ms, fps=1166 images/s, loss=0.4280, top1-acc=86.69%, top5-acc=98.96%, remaining_time=0:00:19.070070, arrival_time=2021-04-14 22:55:39.799621, cost_time=0:00:24.391934 2021-04-14 22:55:22,932 INFO : TRAIN, epoch=0135, iter=00120/00196, fetch data time cost=1.39ms, fps=1162 images/s, loss=0.4322, top1-acc=86.58%, top5-acc=98.93%, remaining_time=0:00:16.843196, arrival_time=2021-04-14 22:55:39.775355, cost_time=0:00:26.594555 2021-04-14 22:55:25,139 INFO : TRAIN, epoch=0135, iter=00130/00196, fetch data time cost=2.55ms, fps=1160 images/s, loss=0.4338, top1-acc=86.58%, top5-acc=98.92%, remaining_time=0:00:14.622564, arrival_time=2021-04-14 22:55:39.762396, cost_time=0:00:28.802075 2021-04-14 22:55:27,342 INFO : TRAIN, epoch=0135, iter=00140/00196, fetch data time cost=1.57ms, fps=1163 images/s, loss=0.4351, top1-acc=86.57%, top5-acc=98.88%, remaining_time=0:00:12.401816, arrival_time=2021-04-14 22:55:39.743956, cost_time=0:00:31.004534 2021-04-14 22:55:29,565 INFO : TRAIN, epoch=0135, iter=00150/00196, fetch data time cost=2.76ms, fps=1152 images/s, loss=0.4366, top1-acc=86.49%, top5-acc=98.87%, remaining_time=0:00:10.189690, arrival_time=2021-04-14 22:55:39.754731, cost_time=0:00:33.227296 2021-04-14 22:55:31,762 INFO : TRAIN, epoch=0135, iter=00160/00196, fetch data time cost=2.30ms, fps=1165 images/s, loss=0.4372, top1-acc=86.42%, top5-acc=98.87%, remaining_time=0:00:07.970580, arrival_time=2021-04-14 22:55:39.733013, cost_time=0:00:35.424738 2021-04-14 22:55:33,969 INFO : TRAIN, epoch=0135, iter=00170/00196, fetch data time cost=1.41ms, fps=1160 images/s, loss=0.4383, top1-acc=86.38%, top5-acc=98.86%, remaining_time=0:00:05.755412, arrival_time=2021-04-14 22:55:39.724689, cost_time=0:00:37.631576 2021-04-14 22:55:36,174 INFO : TRAIN, epoch=0135, iter=00180/00196, fetch data time cost=5.07ms, fps=1161 images/s, loss=0.4389, top1-acc=86.35%, top5-acc=98.87%, remaining_time=0:00:03.541072, arrival_time=2021-04-14 22:55:39.715853, cost_time=0:00:39.837085 2021-04-14 22:55:38,372 INFO : TRAIN, epoch=0135, iter=00190/00196, fetch data time cost=1.28ms, fps=1165 images/s, loss=0.4426, top1-acc=86.23%, top5-acc=98.83%, remaining_time=0:00:01.327404, arrival_time=2021-04-14 22:55:39.699568, cost_time=0:00:42.034477 2021-04-14 22:55:39,559 INFO : TRAIN, epoch=0135, iter=00196/00196, fetch data time cost=1.95ms, fps=1146 images/s, loss=0.4436, top1-acc=86.23%, top5-acc=98.83%, remaining_time=0:00:00, arrival_time=2021-04-14 22:55:39.559829, cost_time=0:00:43.222150 2021-04-14 22:55:40,408 INFO : EVAL, epoch=0135, iter=00010/00040, fetch data time cost=0.22ms, fps=3024 images/s, loss=1.3011, top1-acc=65.51%, top5-acc=90.04%, remaining_time=0:00:02.539680, arrival_time=2021-04-14 22:55:42.948099, cost_time=0:00:00.846555 2021-04-14 22:55:41,098 INFO : EVAL, epoch=0135, iter=00020/00040, fetch data time cost=1.37ms, fps=3711 images/s, loss=1.2260, top1-acc=67.42%, top5-acc=90.66%, remaining_time=0:00:01.536820, arrival_time=2021-04-14 22:55:42.635502, cost_time=0:00:01.536829 2021-04-14 22:55:41,789 INFO : EVAL, epoch=0135, iter=00030/00040, fetch data time cost=1.32ms, fps=3710 images/s, loss=1.2208, top1-acc=67.62%, top5-acc=90.64%, remaining_time=0:00:00.742410, arrival_time=2021-04-14 22:55:42.531479, cost_time=0:00:02.227218 2021-04-14 22:55:42,422 INFO : EVAL, epoch=0135, iter=00040/00040, fetch data time cost=0.09ms, fps=3667 images/s, loss=1.2045, top1-acc=67.98%, top5-acc=90.88%, remaining_time=0:00:00, arrival_time=2021-04-14 22:55:42.422082, cost_time=0:00:02.860171 2021-04-14 22:55:42,737 INFO : Epoch=0135 complete, best val top1-acc=67.98%, top5-acc=90.88% (epoch=135), remaining_time=0:50:19.155880, arrival_time=2021-04-14 23:46:01.893452, cost_time=1:44:30.554510 2021-04-14 22:55:42,738 INFO : Train start, epoch=0136, lr=0.023875 2021-04-14 22:55:45,147 INFO : TRAIN, epoch=0136, iter=00010/00196, fetch data time cost=2.55ms, fps=1063 images/s, loss=0.4542, top1-acc=85.86%, top5-acc=99.02%, remaining_time=0:00:44.799402, arrival_time=2021-04-14 22:56:29.947071, cost_time=0:00:02.408567 2021-04-14 22:55:47,347 INFO : TRAIN, epoch=0136, iter=00020/00196, fetch data time cost=1.46ms, fps=1164 images/s, loss=0.4542, top1-acc=85.84%, top5-acc=98.96%, remaining_time=0:00:40.548288, arrival_time=2021-04-14 22:56:27.895294, cost_time=0:00:04.607759 2021-04-14 22:55:49,557 INFO : TRAIN, epoch=0136, iter=00030/00196, fetch data time cost=1.53ms, fps=1159 images/s, loss=0.4474, top1-acc=85.95%, top5-acc=99.04%, remaining_time=0:00:37.727484, arrival_time=2021-04-14 22:56:27.284842, cost_time=0:00:06.818224 2021-04-14 22:55:51,756 INFO : TRAIN, epoch=0136, iter=00040/00196, fetch data time cost=1.86ms, fps=1164 images/s, loss=0.4372, top1-acc=86.28%, top5-acc=99.10%, remaining_time=0:00:35.167548, arrival_time=2021-04-14 22:56:26.923965, cost_time=0:00:09.017325 2021-04-14 22:55:53,958 INFO : TRAIN, epoch=0136, iter=00050/00196, fetch data time cost=2.00ms, fps=1163 images/s, loss=0.4343, top1-acc=86.48%, top5-acc=99.04%, remaining_time=0:00:32.761378, arrival_time=2021-04-14 22:56:26.720140, cost_time=0:00:11.219632 2021-04-14 22:55:56,170 INFO : TRAIN, epoch=0136, iter=00060/00196, fetch data time cost=1.76ms, fps=1158 images/s, loss=0.4278, top1-acc=86.84%, top5-acc=99.05%, remaining_time=0:00:30.444824, arrival_time=2021-04-14 22:56:26.615383, cost_time=0:00:13.431542 2021-04-14 22:55:58,382 INFO : TRAIN, epoch=0136, iter=00070/00196, fetch data time cost=1.42ms, fps=1157 images/s, loss=0.4298, top1-acc=86.69%, top5-acc=99.02%, remaining_time=0:00:28.158732, arrival_time=2021-04-14 22:56:26.541584, cost_time=0:00:15.643760 2021-04-14 22:56:00,586 INFO : TRAIN, epoch=0136, iter=00080/00196, fetch data time cost=1.90ms, fps=1162 images/s, loss=0.4292, top1-acc=86.67%, top5-acc=99.00%, remaining_time=0:00:25.879136, arrival_time=2021-04-14 22:56:26.465924, cost_time=0:00:17.847695 2021-04-14 22:56:02,782 INFO : TRAIN, epoch=0136, iter=00090/00196, fetch data time cost=1.48ms, fps=1166 images/s, loss=0.4287, top1-acc=86.60%, top5-acc=99.02%, remaining_time=0:00:23.606942, arrival_time=2021-04-14 22:56:26.389596, cost_time=0:00:20.043624 2021-04-14 22:56:04,979 INFO : TRAIN, epoch=0136, iter=00100/00196, fetch data time cost=1.62ms, fps=1165 images/s, loss=0.4310, top1-acc=86.53%, top5-acc=99.02%, remaining_time=0:00:21.351072, arrival_time=2021-04-14 22:56:26.330831, cost_time=0:00:22.240673 2021-04-14 22:56:07,176 INFO : TRAIN, epoch=0136, iter=00110/00196, fetch data time cost=1.45ms, fps=1166 images/s, loss=0.4322, top1-acc=86.50%, top5-acc=98.98%, remaining_time=0:00:19.105846, arrival_time=2021-04-14 22:56:26.282529, cost_time=0:00:24.437668 2021-04-14 22:56:09,378 INFO : TRAIN, epoch=0136, iter=00120/00196, fetch data time cost=1.42ms, fps=1163 images/s, loss=0.4339, top1-acc=86.45%, top5-acc=98.96%, remaining_time=0:00:16.871620, arrival_time=2021-04-14 22:56:26.250307, cost_time=0:00:26.639399 2021-04-14 22:56:11,576 INFO : TRAIN, epoch=0136, iter=00130/00196, fetch data time cost=1.53ms, fps=1165 images/s, loss=0.4316, top1-acc=86.54%, top5-acc=98.98%, remaining_time=0:00:14.640582, arrival_time=2021-04-14 22:56:26.217118, cost_time=0:00:28.837510 2021-04-14 22:56:13,771 INFO : TRAIN, epoch=0136, iter=00140/00196, fetch data time cost=1.35ms, fps=1167 images/s, loss=0.4324, top1-acc=86.51%, top5-acc=98.97%, remaining_time=0:00:12.412848, arrival_time=2021-04-14 22:56:26.183996, cost_time=0:00:31.032152 2021-04-14 22:56:15,967 INFO : TRAIN, epoch=0136, iter=00150/00196, fetch data time cost=1.48ms, fps=1166 images/s, loss=0.4352, top1-acc=86.42%, top5-acc=98.95%, remaining_time=0:00:10.190012, arrival_time=2021-04-14 22:56:26.157338, cost_time=0:00:33.228228 2021-04-14 22:56:18,168 INFO : TRAIN, epoch=0136, iter=00160/00196, fetch data time cost=1.35ms, fps=1163 images/s, loss=0.4363, top1-acc=86.42%, top5-acc=98.91%, remaining_time=0:00:07.971660, arrival_time=2021-04-14 22:56:26.140267, cost_time=0:00:35.429578 2021-04-14 22:56:20,368 INFO : TRAIN, epoch=0136, iter=00170/00196, fetch data time cost=1.64ms, fps=1164 images/s, loss=0.4381, top1-acc=86.37%, top5-acc=98.88%, remaining_time=0:00:05.755074, arrival_time=2021-04-14 22:56:26.123473, cost_time=0:00:37.629391 2021-04-14 22:56:22,569 INFO : TRAIN, epoch=0136, iter=00180/00196, fetch data time cost=1.97ms, fps=1163 images/s, loss=0.4396, top1-acc=86.33%, top5-acc=98.87%, remaining_time=0:00:03.540496, arrival_time=2021-04-14 22:56:26.110079, cost_time=0:00:39.830491 2021-04-14 22:56:24,773 INFO : TRAIN, epoch=0136, iter=00190/00196, fetch data time cost=1.41ms, fps=1162 images/s, loss=0.4414, top1-acc=86.24%, top5-acc=98.84%, remaining_time=0:00:01.327416, arrival_time=2021-04-14 22:56:26.101260, cost_time=0:00:42.034820 2021-04-14 22:56:25,958 INFO : TRAIN, epoch=0136, iter=00196/00196, fetch data time cost=1.88ms, fps=1149 images/s, loss=0.4434, top1-acc=86.20%, top5-acc=98.83%, remaining_time=0:00:00, arrival_time=2021-04-14 22:56:25.957923, cost_time=0:00:43.218823 2021-04-14 22:56:26,767 INFO : EVAL, epoch=0136, iter=00010/00040, fetch data time cost=4.85ms, fps=3170 images/s, loss=1.2238, top1-acc=67.42%, top5-acc=90.23%, remaining_time=0:00:02.422620, arrival_time=2021-04-14 22:56:29.190209, cost_time=0:00:00.807545 2021-04-14 22:56:27,453 INFO : EVAL, epoch=0136, iter=00020/00040, fetch data time cost=1.48ms, fps=3734 images/s, loss=1.2389, top1-acc=66.95%, top5-acc=90.45%, remaining_time=0:00:01.493680, arrival_time=2021-04-14 22:56:28.947380, cost_time=0:00:01.493680 2021-04-14 22:56:28,148 INFO : EVAL, epoch=0136, iter=00030/00040, fetch data time cost=1.81ms, fps=3690 images/s, loss=1.2407, top1-acc=66.76%, top5-acc=90.33%, remaining_time=0:00:00.729320, arrival_time=2021-04-14 22:56:28.877307, cost_time=0:00:02.187966 2021-04-14 22:56:28,781 INFO : EVAL, epoch=0136, iter=00040/00040, fetch data time cost=0.09ms, fps=3667 images/s, loss=1.2392, top1-acc=66.84%, top5-acc=90.42%, remaining_time=0:00:00, arrival_time=2021-04-14 22:56:28.781067, cost_time=0:00:02.821130 2021-04-14 22:56:28,959 INFO : Epoch=0136 complete, best val top1-acc=67.98%, top5-acc=90.88% (epoch=135), remaining_time=0:49:32.600768, arrival_time=2021-04-14 23:46:01.560464, cost_time=1:45:16.776658 2021-04-14 22:56:28,960 INFO : Train start, epoch=0137, lr=0.023209 2021-04-14 22:56:31,398 INFO : TRAIN, epoch=0137, iter=00010/00196, fetch data time cost=0.46ms, fps=1050 images/s, loss=0.4105, top1-acc=87.42%, top5-acc=98.79%, remaining_time=0:00:45.341220, arrival_time=2021-04-14 22:57:16.740029, cost_time=0:00:02.437705 2021-04-14 22:56:33,600 INFO : TRAIN, epoch=0137, iter=00020/00196, fetch data time cost=1.66ms, fps=1163 images/s, loss=0.4189, top1-acc=87.05%, top5-acc=98.79%, remaining_time=0:00:40.822320, arrival_time=2021-04-14 22:57:14.422299, cost_time=0:00:04.638907 2021-04-14 22:56:35,806 INFO : TRAIN, epoch=0137, iter=00030/00196, fetch data time cost=1.54ms, fps=1161 images/s, loss=0.4148, top1-acc=87.38%, top5-acc=98.88%, remaining_time=0:00:37.876884, arrival_time=2021-04-14 22:57:13.683193, cost_time=0:00:06.845229 2021-04-14 22:56:38,009 INFO : TRAIN, epoch=0137, iter=00040/00196, fetch data time cost=1.54ms, fps=1162 images/s, loss=0.4120, top1-acc=87.60%, top5-acc=98.87%, remaining_time=0:00:35.289072, arrival_time=2021-04-14 22:57:13.298745, cost_time=0:00:09.048490 2021-04-14 22:56:40,214 INFO : TRAIN, epoch=0137, iter=00050/00196, fetch data time cost=1.40ms, fps=1161 images/s, loss=0.4119, top1-acc=87.57%, top5-acc=98.89%, remaining_time=0:00:32.861096, arrival_time=2021-04-14 22:57:13.075990, cost_time=0:00:11.253822 2021-04-14 22:56:42,422 INFO : TRAIN, epoch=0137, iter=00060/00196, fetch data time cost=2.05ms, fps=1160 images/s, loss=0.4098, top1-acc=87.59%, top5-acc=98.96%, remaining_time=0:00:30.512552, arrival_time=2021-04-14 22:57:12.935023, cost_time=0:00:13.461411 2021-04-14 22:56:44,616 INFO : TRAIN, epoch=0137, iter=00070/00196, fetch data time cost=1.51ms, fps=1167 images/s, loss=0.4080, top1-acc=87.56%, top5-acc=98.97%, remaining_time=0:00:28.179396, arrival_time=2021-04-14 22:57:12.795711, cost_time=0:00:15.655246 2021-04-14 22:56:46,814 INFO : TRAIN, epoch=0137, iter=00080/00196, fetch data time cost=1.50ms, fps=1165 images/s, loss=0.4100, top1-acc=87.45%, top5-acc=98.94%, remaining_time=0:00:25.887488, arrival_time=2021-04-14 22:57:12.702177, cost_time=0:00:17.853427 2021-04-14 22:56:49,035 INFO : TRAIN, epoch=0137, iter=00090/00196, fetch data time cost=5.53ms, fps=1153 images/s, loss=0.4134, top1-acc=87.25%, top5-acc=98.91%, remaining_time=0:00:23.643406, arrival_time=2021-04-14 22:57:12.679049, cost_time=0:00:20.074565 2021-04-14 22:56:51,241 INFO : TRAIN, epoch=0137, iter=00100/00196, fetch data time cost=1.61ms, fps=1161 images/s, loss=0.4157, top1-acc=87.19%, top5-acc=98.91%, remaining_time=0:00:21.388992, arrival_time=2021-04-14 22:57:12.630390, cost_time=0:00:22.280240 2021-04-14 22:56:53,447 INFO : TRAIN, epoch=0137, iter=00110/00196, fetch data time cost=1.33ms, fps=1161 images/s, loss=0.4178, top1-acc=87.14%, top5-acc=98.90%, remaining_time=0:00:19.143428, arrival_time=2021-04-14 22:57:12.590599, cost_time=0:00:24.485806 2021-04-14 22:56:55,651 INFO : TRAIN, epoch=0137, iter=00120/00196, fetch data time cost=1.46ms, fps=1162 images/s, loss=0.4179, top1-acc=87.10%, top5-acc=98.90%, remaining_time=0:00:16.903768, arrival_time=2021-04-14 22:57:12.555254, cost_time=0:00:26.690166 2021-04-14 22:56:57,858 INFO : TRAIN, epoch=0137, iter=00130/00196, fetch data time cost=1.44ms, fps=1160 images/s, loss=0.4174, top1-acc=87.16%, top5-acc=98.89%, remaining_time=0:00:14.671206, arrival_time=2021-04-14 22:57:12.530058, cost_time=0:00:28.897775 2021-04-14 22:57:00,058 INFO : TRAIN, epoch=0137, iter=00140/00196, fetch data time cost=1.52ms, fps=1164 images/s, loss=0.4177, top1-acc=87.15%, top5-acc=98.91%, remaining_time=0:00:12.438888, arrival_time=2021-04-14 22:57:12.497314, cost_time=0:00:31.097275 2021-04-14 22:57:02,255 INFO : TRAIN, epoch=0137, iter=00150/00196, fetch data time cost=1.89ms, fps=1165 images/s, loss=0.4183, top1-acc=87.11%, top5-acc=98.92%, remaining_time=0:00:10.210390, arrival_time=2021-04-14 22:57:12.466300, cost_time=0:00:33.294781 2021-04-14 22:57:04,458 INFO : TRAIN, epoch=0137, iter=00160/00196, fetch data time cost=1.39ms, fps=1163 images/s, loss=0.4212, top1-acc=86.97%, top5-acc=98.92%, remaining_time=0:00:07.986816, arrival_time=2021-04-14 22:57:12.444824, cost_time=0:00:35.496908 2021-04-14 22:57:06,659 INFO : TRAIN, epoch=0137, iter=00170/00196, fetch data time cost=2.63ms, fps=1163 images/s, loss=0.4250, top1-acc=86.87%, top5-acc=98.91%, remaining_time=0:00:05.765682, arrival_time=2021-04-14 22:57:12.425583, cost_time=0:00:37.698751 2021-04-14 22:57:08,856 INFO : TRAIN, epoch=0137, iter=00180/00196, fetch data time cost=1.65ms, fps=1165 images/s, loss=0.4269, top1-acc=86.81%, top5-acc=98.90%, remaining_time=0:00:03.546304, arrival_time=2021-04-14 22:57:12.403244, cost_time=0:00:39.895866 2021-04-14 22:57:11,064 INFO : TRAIN, epoch=0137, iter=00190/00196, fetch data time cost=1.22ms, fps=1160 images/s, loss=0.4289, top1-acc=86.76%, top5-acc=98.89%, remaining_time=0:00:01.329576, arrival_time=2021-04-14 22:57:12.393948, cost_time=0:00:42.103308 2021-04-14 22:57:12,245 INFO : TRAIN, epoch=0137, iter=00196/00196, fetch data time cost=1.49ms, fps=1152 images/s, loss=0.4307, top1-acc=86.70%, top5-acc=98.88%, remaining_time=0:00:00, arrival_time=2021-04-14 22:57:12.245740, cost_time=0:00:43.284593 2021-04-14 22:57:13,061 INFO : EVAL, epoch=0137, iter=00010/00040, fetch data time cost=4.25ms, fps=3146 images/s, loss=1.1936, top1-acc=67.77%, top5-acc=91.02%, remaining_time=0:00:02.441520, arrival_time=2021-04-14 22:57:15.503186, cost_time=0:00:00.813836 2021-04-14 22:57:13,746 INFO : EVAL, epoch=0137, iter=00020/00040, fetch data time cost=1.56ms, fps=3740 images/s, loss=1.1934, top1-acc=67.95%, top5-acc=90.80%, remaining_time=0:00:01.498660, arrival_time=2021-04-14 22:57:15.245207, cost_time=0:00:01.498667 2021-04-14 22:57:14,435 INFO : EVAL, epoch=0137, iter=00030/00040, fetch data time cost=1.35ms, fps=3720 images/s, loss=1.1977, top1-acc=68.07%, top5-acc=90.52%, remaining_time=0:00:00.729130, arrival_time=2021-04-14 22:57:15.164355, cost_time=0:00:02.187402 2021-04-14 22:57:15,065 INFO : EVAL, epoch=0137, iter=00040/00040, fetch data time cost=0.06ms, fps=3685 images/s, loss=1.1958, top1-acc=67.79%, top5-acc=90.61%, remaining_time=0:00:00, arrival_time=2021-04-14 22:57:15.065063, cost_time=0:00:02.817271 2021-04-14 22:57:15,236 INFO : Epoch=0137 complete, best val top1-acc=67.98%, top5-acc=90.88% (epoch=135), remaining_time=0:48:46.075572, arrival_time=2021-04-14 23:46:01.311887, cost_time=1:46:03.053268 2021-04-14 22:57:15,237 INFO : Train start, epoch=0138, lr=0.022549 2021-04-14 22:57:17,636 INFO : TRAIN, epoch=0138, iter=00010/00196, fetch data time cost=1.43ms, fps=1067 images/s, loss=0.3986, top1-acc=87.66%, top5-acc=99.18%, remaining_time=0:00:44.611728, arrival_time=2021-04-14 22:58:02.247958, cost_time=0:00:02.398480 2021-04-14 22:57:19,836 INFO : TRAIN, epoch=0138, iter=00020/00196, fetch data time cost=1.59ms, fps=1164 images/s, loss=0.3870, top1-acc=88.07%, top5-acc=99.24%, remaining_time=0:00:40.470496, arrival_time=2021-04-14 22:58:00.307249, cost_time=0:00:04.598920 2021-04-14 22:57:22,039 INFO : TRAIN, epoch=0138, iter=00030/00196, fetch data time cost=1.57ms, fps=1163 images/s, loss=0.3939, top1-acc=87.68%, top5-acc=99.09%, remaining_time=0:00:37.635852, arrival_time=2021-04-14 22:57:59.675315, cost_time=0:00:06.801650 2021-04-14 22:57:24,249 INFO : TRAIN, epoch=0138, iter=00040/00196, fetch data time cost=1.56ms, fps=1159 images/s, loss=0.3983, top1-acc=87.62%, top5-acc=99.03%, remaining_time=0:00:35.146176, arrival_time=2021-04-14 22:57:59.395754, cost_time=0:00:09.011823 2021-04-14 22:57:26,455 INFO : TRAIN, epoch=0138, iter=00050/00196, fetch data time cost=1.69ms, fps=1161 images/s, loss=0.4002, top1-acc=87.41%, top5-acc=99.02%, remaining_time=0:00:32.754662, arrival_time=2021-04-14 22:57:59.209797, cost_time=0:00:11.217371 2021-04-14 22:57:28,666 INFO : TRAIN, epoch=0138, iter=00060/00196, fetch data time cost=2.02ms, fps=1158 images/s, loss=0.4025, top1-acc=87.33%, top5-acc=98.97%, remaining_time=0:00:30.438840, arrival_time=2021-04-14 22:57:59.105537, cost_time=0:00:13.428889 2021-04-14 22:57:30,879 INFO : TRAIN, epoch=0138, iter=00070/00196, fetch data time cost=1.64ms, fps=1157 images/s, loss=0.4036, top1-acc=87.32%, top5-acc=98.94%, remaining_time=0:00:28.155834, arrival_time=2021-04-14 22:57:59.035659, cost_time=0:00:15.642147 2021-04-14 22:57:33,083 INFO : TRAIN, epoch=0138, iter=00080/00196, fetch data time cost=1.37ms, fps=1162 images/s, loss=0.4034, top1-acc=87.29%, top5-acc=98.93%, remaining_time=0:00:25.876352, arrival_time=2021-04-14 22:57:58.959887, cost_time=0:00:17.845783 2021-04-14 22:57:35,277 INFO : TRAIN, epoch=0138, iter=00090/00196, fetch data time cost=1.46ms, fps=1167 images/s, loss=0.4024, top1-acc=87.33%, top5-acc=98.95%, remaining_time=0:00:23.602702, arrival_time=2021-04-14 22:57:58.880438, cost_time=0:00:20.040059 2021-04-14 22:57:37,478 INFO : TRAIN, epoch=0138, iter=00100/00196, fetch data time cost=1.36ms, fps=1163 images/s, loss=0.4047, top1-acc=87.31%, top5-acc=98.95%, remaining_time=0:00:21.351264, arrival_time=2021-04-14 22:57:58.829911, cost_time=0:00:22.240870 2021-04-14 22:57:39,686 INFO : TRAIN, epoch=0138, iter=00110/00196, fetch data time cost=1.38ms, fps=1160 images/s, loss=0.4030, top1-acc=87.39%, top5-acc=98.97%, remaining_time=0:00:19.114618, arrival_time=2021-04-14 22:57:58.801247, cost_time=0:00:24.448961 2021-04-14 22:57:41,896 INFO : TRAIN, epoch=0138, iter=00120/00196, fetch data time cost=1.65ms, fps=1159 images/s, loss=0.4049, top1-acc=87.36%, top5-acc=98.97%, remaining_time=0:00:16.883552, arrival_time=2021-04-14 22:57:58.779561, cost_time=0:00:26.658246 2021-04-14 22:57:44,105 INFO : TRAIN, epoch=0138, iter=00130/00196, fetch data time cost=1.32ms, fps=1159 images/s, loss=0.4048, top1-acc=87.34%, top5-acc=98.99%, remaining_time=0:00:14.656026, arrival_time=2021-04-14 22:57:58.761605, cost_time=0:00:28.867908 2021-04-14 22:57:46,303 INFO : TRAIN, epoch=0138, iter=00140/00196, fetch data time cost=1.46ms, fps=1165 images/s, loss=0.4075, top1-acc=87.29%, top5-acc=98.96%, remaining_time=0:00:12.426288, arrival_time=2021-04-14 22:57:58.729630, cost_time=0:00:31.065671 2021-04-14 22:57:48,500 INFO : TRAIN, epoch=0138, iter=00150/00196, fetch data time cost=1.70ms, fps=1165 images/s, loss=0.4072, top1-acc=87.28%, top5-acc=98.96%, remaining_time=0:00:10.200592, arrival_time=2021-04-14 22:57:58.701225, cost_time=0:00:33.262862 2021-04-14 22:57:50,702 INFO : TRAIN, epoch=0138, iter=00160/00196, fetch data time cost=1.55ms, fps=1163 images/s, loss=0.4076, top1-acc=87.27%, top5-acc=98.97%, remaining_time=0:00:07.979688, arrival_time=2021-04-14 22:57:58.682590, cost_time=0:00:35.465238 2021-04-14 22:57:52,899 INFO : TRAIN, epoch=0138, iter=00170/00196, fetch data time cost=1.65ms, fps=1166 images/s, loss=0.4085, top1-acc=87.25%, top5-acc=98.97%, remaining_time=0:00:05.760066, arrival_time=2021-04-14 22:57:58.659677, cost_time=0:00:37.661901 2021-04-14 22:57:55,099 INFO : TRAIN, epoch=0138, iter=00180/00196, fetch data time cost=1.53ms, fps=1164 images/s, loss=0.4088, top1-acc=87.25%, top5-acc=98.96%, remaining_time=0:00:03.543248, arrival_time=2021-04-14 22:57:58.642463, cost_time=0:00:39.861467 2021-04-14 22:57:57,303 INFO : TRAIN, epoch=0138, iter=00190/00196, fetch data time cost=1.22ms, fps=1162 images/s, loss=0.4121, top1-acc=87.12%, top5-acc=98.96%, remaining_time=0:00:01.328376, arrival_time=2021-04-14 22:57:58.631332, cost_time=0:00:42.065273 2021-04-14 22:57:58,480 INFO : TRAIN, epoch=0138, iter=00196/00196, fetch data time cost=1.22ms, fps=1155 images/s, loss=0.4135, top1-acc=87.11%, top5-acc=98.97%, remaining_time=0:00:00, arrival_time=2021-04-14 22:57:58.480667, cost_time=0:00:43.243004 2021-04-14 22:57:59,318 INFO : EVAL, epoch=0138, iter=00010/00040, fetch data time cost=2.38ms, fps=3062 images/s, loss=1.2859, top1-acc=65.78%, top5-acc=90.04%, remaining_time=0:00:02.508120, arrival_time=2021-04-14 22:58:01.826699, cost_time=0:00:00.836042 2021-04-14 22:58:00,004 INFO : EVAL, epoch=0138, iter=00020/00040, fetch data time cost=1.33ms, fps=3734 images/s, loss=1.2570, top1-acc=66.25%, top5-acc=90.16%, remaining_time=0:00:01.521960, arrival_time=2021-04-14 22:58:01.526465, cost_time=0:00:01.521950 2021-04-14 22:58:00,702 INFO : EVAL, epoch=0138, iter=00030/00040, fetch data time cost=2.04ms, fps=3669 images/s, loss=1.2478, top1-acc=66.87%, top5-acc=90.17%, remaining_time=0:00:00.740030, arrival_time=2021-04-14 22:58:01.442660, cost_time=0:00:02.220096 2021-04-14 22:58:01,336 INFO : EVAL, epoch=0138, iter=00040/00040, fetch data time cost=0.09ms, fps=3663 images/s, loss=1.2396, top1-acc=67.18%, top5-acc=90.35%, remaining_time=0:00:00, arrival_time=2021-04-14 22:58:01.336493, cost_time=0:00:02.853980 2021-04-14 22:58:01,532 INFO : Epoch=0138 complete, best val top1-acc=67.98%, top5-acc=90.88% (epoch=135), remaining_time=0:47:59.562782, arrival_time=2021-04-14 23:46:01.095313, cost_time=1:46:49.349475 2021-04-14 22:58:01,533 INFO : Train start, epoch=0139, lr=0.021896 2021-04-14 22:58:03,903 INFO : TRAIN, epoch=0139, iter=00010/00196, fetch data time cost=1.54ms, fps=1081 images/s, loss=0.4090, top1-acc=87.30%, top5-acc=99.02%, remaining_time=0:00:44.062842, arrival_time=2021-04-14 22:58:47.965844, cost_time=0:00:02.368968 2021-04-14 22:58:06,104 INFO : TRAIN, epoch=0139, iter=00020/00196, fetch data time cost=1.50ms, fps=1163 images/s, loss=0.3917, top1-acc=87.77%, top5-acc=99.14%, remaining_time=0:00:40.219696, arrival_time=2021-04-14 22:58:46.323985, cost_time=0:00:04.570417 2021-04-14 22:58:08,309 INFO : TRAIN, epoch=0139, iter=00030/00196, fetch data time cost=1.41ms, fps=1161 images/s, loss=0.3878, top1-acc=87.93%, top5-acc=99.19%, remaining_time=0:00:37.491100, arrival_time=2021-04-14 22:58:45.800480, cost_time=0:00:06.775514 2021-04-14 22:58:10,511 INFO : TRAIN, epoch=0139, iter=00040/00196, fetch data time cost=1.43ms, fps=1163 images/s, loss=0.3875, top1-acc=87.99%, top5-acc=99.20%, remaining_time=0:00:35.012016, arrival_time=2021-04-14 22:58:45.523313, cost_time=0:00:08.977437 2021-04-14 22:58:12,718 INFO : TRAIN, epoch=0139, iter=00050/00196, fetch data time cost=1.51ms, fps=1160 images/s, loss=0.3847, top1-acc=88.08%, top5-acc=99.23%, remaining_time=0:00:32.657718, arrival_time=2021-04-14 22:58:45.375705, cost_time=0:00:11.184131 2021-04-14 22:58:14,927 INFO : TRAIN, epoch=0139, iter=00060/00196, fetch data time cost=1.52ms, fps=1159 images/s, loss=0.3840, top1-acc=88.20%, top5-acc=99.21%, remaining_time=0:00:30.358056, arrival_time=2021-04-14 22:58:45.285251, cost_time=0:00:13.393248 2021-04-14 22:58:17,132 INFO : TRAIN, epoch=0139, iter=00070/00196, fetch data time cost=1.78ms, fps=1161 images/s, loss=0.3845, top1-acc=88.11%, top5-acc=99.21%, remaining_time=0:00:28.076454, arrival_time=2021-04-14 22:58:45.208405, cost_time=0:00:15.598059 2021-04-14 22:58:19,339 INFO : TRAIN, epoch=0139, iter=00080/00196, fetch data time cost=1.62ms, fps=1160 images/s, loss=0.3854, top1-acc=88.10%, top5-acc=99.21%, remaining_time=0:00:25.818004, arrival_time=2021-04-14 22:58:45.157371, cost_time=0:00:17.805509 2021-04-14 22:58:21,539 INFO : TRAIN, epoch=0139, iter=00090/00196, fetch data time cost=1.50ms, fps=1164 images/s, loss=0.3894, top1-acc=87.96%, top5-acc=99.17%, remaining_time=0:00:23.562422, arrival_time=2021-04-14 22:58:45.102076, cost_time=0:00:20.005797 2021-04-14 22:58:23,740 INFO : TRAIN, epoch=0139, iter=00100/00196, fetch data time cost=1.46ms, fps=1163 images/s, loss=0.3901, top1-acc=87.94%, top5-acc=99.14%, remaining_time=0:00:21.318528, arrival_time=2021-04-14 22:58:45.059222, cost_time=0:00:22.206829 2021-04-14 22:58:25,943 INFO : TRAIN, epoch=0139, iter=00110/00196, fetch data time cost=1.50ms, fps=1163 images/s, loss=0.3915, top1-acc=87.87%, top5-acc=99.15%, remaining_time=0:00:19.083486, arrival_time=2021-04-14 22:58:45.026433, cost_time=0:00:24.409063 2021-04-14 22:58:28,143 INFO : TRAIN, epoch=0139, iter=00120/00196, fetch data time cost=1.39ms, fps=1164 images/s, loss=0.3924, top1-acc=87.81%, top5-acc=99.16%, remaining_time=0:00:16.852620, arrival_time=2021-04-14 22:58:44.995970, cost_time=0:00:26.609402 2021-04-14 22:58:30,356 INFO : TRAIN, epoch=0139, iter=00130/00196, fetch data time cost=2.14ms, fps=1157 images/s, loss=0.3946, top1-acc=87.72%, top5-acc=99.16%, remaining_time=0:00:14.633190, arrival_time=2021-04-14 22:58:44.990032, cost_time=0:00:28.822968 2021-04-14 22:58:32,557 INFO : TRAIN, epoch=0139, iter=00140/00196, fetch data time cost=1.59ms, fps=1164 images/s, loss=0.3954, top1-acc=87.69%, top5-acc=99.15%, remaining_time=0:00:12.409264, arrival_time=2021-04-14 22:58:44.966382, cost_time=0:00:31.023167 2021-04-14 22:58:34,757 INFO : TRAIN, epoch=0139, iter=00150/00196, fetch data time cost=1.54ms, fps=1164 images/s, loss=0.3960, top1-acc=87.73%, top5-acc=99.13%, remaining_time=0:00:10.188540, arrival_time=2021-04-14 22:58:44.946084, cost_time=0:00:33.223446 2021-04-14 22:58:36,959 INFO : TRAIN, epoch=0139, iter=00160/00196, fetch data time cost=1.60ms, fps=1163 images/s, loss=0.3981, top1-acc=87.65%, top5-acc=99.11%, remaining_time=0:00:07.970832, arrival_time=2021-04-14 22:58:44.930691, cost_time=0:00:35.425874 2021-04-14 22:58:39,162 INFO : TRAIN, epoch=0139, iter=00170/00196, fetch data time cost=1.82ms, fps=1163 images/s, loss=0.4006, top1-acc=87.54%, top5-acc=99.09%, remaining_time=0:00:05.754918, arrival_time=2021-04-14 22:58:44.917190, cost_time=0:00:37.628314 2021-04-14 22:58:41,362 INFO : TRAIN, epoch=0139, iter=00180/00196, fetch data time cost=1.36ms, fps=1164 images/s, loss=0.4030, top1-acc=87.41%, top5-acc=99.07%, remaining_time=0:00:03.540272, arrival_time=2021-04-14 22:58:44.902328, cost_time=0:00:39.828116 2021-04-14 22:58:43,567 INFO : TRAIN, epoch=0139, iter=00190/00196, fetch data time cost=1.34ms, fps=1161 images/s, loss=0.4059, top1-acc=87.33%, top5-acc=99.05%, remaining_time=0:00:01.327368, arrival_time=2021-04-14 22:58:44.894571, cost_time=0:00:42.033319 2021-04-14 22:58:44,749 INFO : TRAIN, epoch=0139, iter=00196/00196, fetch data time cost=1.28ms, fps=1151 images/s, loss=0.4091, top1-acc=87.28%, top5-acc=99.04%, remaining_time=0:00:00, arrival_time=2021-04-14 22:58:44.748994, cost_time=0:00:43.215044 2021-04-14 22:58:45,605 INFO : EVAL, epoch=0139, iter=00010/00040, fetch data time cost=3.11ms, fps=2997 images/s, loss=1.1360, top1-acc=70.04%, top5-acc=90.98%, remaining_time=0:00:02.562720, arrival_time=2021-04-14 22:58:48.168012, cost_time=0:00:00.854236 2021-04-14 22:58:46,293 INFO : EVAL, epoch=0139, iter=00020/00040, fetch data time cost=1.49ms, fps=3724 images/s, loss=1.1687, top1-acc=68.77%, top5-acc=90.68%, remaining_time=0:00:01.542100, arrival_time=2021-04-14 22:58:47.835258, cost_time=0:00:01.542092 2021-04-14 22:58:46,982 INFO : EVAL, epoch=0139, iter=00030/00040, fetch data time cost=1.29ms, fps=3713 images/s, loss=1.1668, top1-acc=68.53%, top5-acc=90.98%, remaining_time=0:00:00.743950, arrival_time=2021-04-14 22:58:47.726873, cost_time=0:00:02.231837 2021-04-14 22:58:47,628 INFO : EVAL, epoch=0139, iter=00040/00040, fetch data time cost=0.12ms, fps=3599 images/s, loss=1.1424, top1-acc=68.54%, top5-acc=90.99%, remaining_time=0:00:00, arrival_time=2021-04-14 22:58:47.628110, cost_time=0:00:02.876929 2021-04-14 22:58:47,906 INFO : Epoch=0139 complete, best val top1-acc=68.54%, top5-acc=90.99% (epoch=139), remaining_time=0:47:13.087233, arrival_time=2021-04-14 23:46:00.993681, cost_time=1:47:35.723383 2021-04-14 22:58:47,907 INFO : Train start, epoch=0140, lr=0.021250 2021-04-14 22:58:50,304 INFO : TRAIN, epoch=0140, iter=00010/00196, fetch data time cost=1.78ms, fps=1068 images/s, loss=0.3724, top1-acc=88.83%, top5-acc=99.53%, remaining_time=0:00:44.576760, arrival_time=2021-04-14 22:59:34.881352, cost_time=0:00:02.396600 2021-04-14 22:58:52,514 INFO : TRAIN, epoch=0140, iter=00020/00196, fetch data time cost=1.61ms, fps=1159 images/s, loss=0.3794, top1-acc=88.55%, top5-acc=99.26%, remaining_time=0:00:40.538080, arrival_time=2021-04-14 22:59:33.052801, cost_time=0:00:04.606593 2021-04-14 22:58:54,731 INFO : TRAIN, epoch=0140, iter=00030/00196, fetch data time cost=1.68ms, fps=1155 images/s, loss=0.3739, top1-acc=88.82%, top5-acc=99.23%, remaining_time=0:00:37.754376, arrival_time=2021-04-14 22:59:32.485474, cost_time=0:00:06.823077 2021-04-14 22:58:56,932 INFO : TRAIN, epoch=0140, iter=00040/00196, fetch data time cost=1.71ms, fps=1163 images/s, loss=0.3689, top1-acc=88.96%, top5-acc=99.23%, remaining_time=0:00:35.195940, arrival_time=2021-04-14 22:59:32.128526, cost_time=0:00:09.024590 2021-04-14 22:58:59,131 INFO : TRAIN, epoch=0140, iter=00050/00196, fetch data time cost=2.17ms, fps=1165 images/s, loss=0.3695, top1-acc=88.86%, top5-acc=99.15%, remaining_time=0:00:32.772328, arrival_time=2021-04-14 22:59:31.903735, cost_time=0:00:11.223424 2021-04-14 22:59:01,334 INFO : TRAIN, epoch=0140, iter=00060/00196, fetch data time cost=1.37ms, fps=1162 images/s, loss=0.3706, top1-acc=88.76%, top5-acc=99.17%, remaining_time=0:00:30.433128, arrival_time=2021-04-14 22:59:31.767397, cost_time=0:00:13.426357 2021-04-14 22:59:03,551 INFO : TRAIN, epoch=0140, iter=00070/00196, fetch data time cost=1.53ms, fps=1155 images/s, loss=0.3699, top1-acc=88.78%, top5-acc=99.17%, remaining_time=0:00:28.157346, arrival_time=2021-04-14 22:59:31.708286, cost_time=0:00:15.642938 2021-04-14 22:59:05,756 INFO : TRAIN, epoch=0140, iter=00080/00196, fetch data time cost=1.56ms, fps=1161 images/s, loss=0.3711, top1-acc=88.67%, top5-acc=99.19%, remaining_time=0:00:25.879948, arrival_time=2021-04-14 22:59:31.636249, cost_time=0:00:17.848243 2021-04-14 22:59:07,956 INFO : TRAIN, epoch=0140, iter=00090/00196, fetch data time cost=1.40ms, fps=1164 images/s, loss=0.3718, top1-acc=88.62%, top5-acc=99.21%, remaining_time=0:00:23.613090, arrival_time=2021-04-14 22:59:31.569882, cost_time=0:00:20.048875 2021-04-14 22:59:10,153 INFO : TRAIN, epoch=0140, iter=00100/00196, fetch data time cost=1.53ms, fps=1166 images/s, loss=0.3765, top1-acc=88.42%, top5-acc=99.19%, remaining_time=0:00:21.355680, arrival_time=2021-04-14 22:59:31.509132, cost_time=0:00:22.245485 2021-04-14 22:59:12,361 INFO : TRAIN, epoch=0140, iter=00110/00196, fetch data time cost=1.43ms, fps=1160 images/s, loss=0.3792, top1-acc=88.35%, top5-acc=99.18%, remaining_time=0:00:19.118058, arrival_time=2021-04-14 22:59:31.479285, cost_time=0:00:24.453309 2021-04-14 22:59:14,574 INFO : TRAIN, epoch=0140, iter=00120/00196, fetch data time cost=1.37ms, fps=1157 images/s, loss=0.3807, top1-acc=88.29%, top5-acc=99.17%, remaining_time=0:00:16.888644, arrival_time=2021-04-14 22:59:31.463198, cost_time=0:00:26.666319 2021-04-14 22:59:16,781 INFO : TRAIN, epoch=0140, iter=00130/00196, fetch data time cost=1.42ms, fps=1161 images/s, loss=0.3829, top1-acc=88.16%, top5-acc=99.17%, remaining_time=0:00:14.658666, arrival_time=2021-04-14 22:59:31.439711, cost_time=0:00:28.873133 2021-04-14 22:59:18,983 INFO : TRAIN, epoch=0140, iter=00140/00196, fetch data time cost=2.13ms, fps=1163 images/s, loss=0.3843, top1-acc=88.13%, top5-acc=99.17%, remaining_time=0:00:12.429984, arrival_time=2021-04-14 22:59:31.412942, cost_time=0:00:31.075017 2021-04-14 22:59:21,195 INFO : TRAIN, epoch=0140, iter=00150/00196, fetch data time cost=1.34ms, fps=1157 images/s, loss=0.3887, top1-acc=87.96%, top5-acc=99.16%, remaining_time=0:00:10.208274, arrival_time=2021-04-14 22:59:31.404052, cost_time=0:00:33.287881 2021-04-14 22:59:23,393 INFO : TRAIN, epoch=0140, iter=00160/00196, fetch data time cost=1.52ms, fps=1165 images/s, loss=0.3923, top1-acc=87.83%, top5-acc=99.14%, remaining_time=0:00:07.984116, arrival_time=2021-04-14 22:59:31.377108, cost_time=0:00:35.485011 2021-04-14 22:59:25,600 INFO : TRAIN, epoch=0140, iter=00170/00196, fetch data time cost=2.16ms, fps=1160 images/s, loss=0.3940, top1-acc=87.81%, top5-acc=99.12%, remaining_time=0:00:05.764694, arrival_time=2021-04-14 22:59:31.364891, cost_time=0:00:37.692203 2021-04-14 22:59:27,801 INFO : TRAIN, epoch=0140, iter=00180/00196, fetch data time cost=2.58ms, fps=1164 images/s, loss=0.3974, top1-acc=87.68%, top5-acc=99.10%, remaining_time=0:00:03.546048, arrival_time=2021-04-14 22:59:31.347173, cost_time=0:00:39.893057 2021-04-14 22:59:30,009 INFO : TRAIN, epoch=0140, iter=00190/00196, fetch data time cost=1.26ms, fps=1160 images/s, loss=0.3989, top1-acc=87.59%, top5-acc=99.09%, remaining_time=0:00:01.329522, arrival_time=2021-04-14 22:59:31.339076, cost_time=0:00:42.101580 2021-04-14 22:59:31,190 INFO : TRAIN, epoch=0140, iter=00196/00196, fetch data time cost=1.42ms, fps=1153 images/s, loss=0.4004, top1-acc=87.59%, top5-acc=99.09%, remaining_time=0:00:00, arrival_time=2021-04-14 22:59:31.189932, cost_time=0:00:43.281859 2021-04-14 22:59:32,054 INFO : EVAL, epoch=0140, iter=00010/00040, fetch data time cost=0.21ms, fps=2970 images/s, loss=1.2222, top1-acc=68.24%, top5-acc=90.47%, remaining_time=0:00:02.585430, arrival_time=2021-04-14 22:59:34.639637, cost_time=0:00:00.861808 2021-04-14 22:59:32,745 INFO : EVAL, epoch=0140, iter=00020/00040, fetch data time cost=1.51ms, fps=3707 images/s, loss=1.2288, top1-acc=67.17%, top5-acc=90.61%, remaining_time=0:00:01.552780, arrival_time=2021-04-14 22:59:34.297930, cost_time=0:00:01.552773 2021-04-14 22:59:33,435 INFO : EVAL, epoch=0140, iter=00030/00040, fetch data time cost=1.27ms, fps=3710 images/s, loss=1.2294, top1-acc=67.42%, top5-acc=90.79%, remaining_time=0:00:00.747710, arrival_time=2021-04-14 22:59:34.183234, cost_time=0:00:02.243142 2021-04-14 22:59:34,066 INFO : EVAL, epoch=0140, iter=00040/00040, fetch data time cost=0.08ms, fps=3677 images/s, loss=1.2272, top1-acc=67.30%, top5-acc=90.71%, remaining_time=0:00:00, arrival_time=2021-04-14 22:59:34.066782, cost_time=0:00:02.874434 2021-04-14 22:59:34,244 INFO : Epoch=0140 complete, best val top1-acc=68.54%, top5-acc=90.99% (epoch=139), remaining_time=0:46:26.597520, arrival_time=2021-04-14 23:46:00.841519, cost_time=1:48:22.060926 2021-04-14 22:59:34,246 INFO : Train start, epoch=0141, lr=0.020611 2021-04-14 22:59:36,612 INFO : TRAIN, epoch=0141, iter=00010/00196, fetch data time cost=1.39ms, fps=1082 images/s, loss=0.3509, top1-acc=89.30%, top5-acc=99.18%, remaining_time=0:00:44.006856, arrival_time=2021-04-14 23:00:20.619768, cost_time=0:00:02.365964 2021-04-14 22:59:38,821 INFO : TRAIN, epoch=0141, iter=00020/00196, fetch data time cost=2.53ms, fps=1160 images/s, loss=0.3644, top1-acc=88.73%, top5-acc=99.37%, remaining_time=0:00:40.251024, arrival_time=2021-04-14 23:00:19.072002, cost_time=0:00:04.573987 2021-04-14 22:59:41,032 INFO : TRAIN, epoch=0141, iter=00030/00196, fetch data time cost=1.51ms, fps=1158 images/s, loss=0.3648, top1-acc=88.95%, top5-acc=99.37%, remaining_time=0:00:37.548536, arrival_time=2021-04-14 23:00:18.581370, cost_time=0:00:06.785894 2021-04-14 22:59:43,236 INFO : TRAIN, epoch=0141, iter=00040/00196, fetch data time cost=1.34ms, fps=1162 images/s, loss=0.3679, top1-acc=88.78%, top5-acc=99.28%, remaining_time=0:00:35.057724, arrival_time=2021-04-14 23:00:18.293892, cost_time=0:00:08.989160 2021-04-14 22:59:45,435 INFO : TRAIN, epoch=0141, iter=00050/00196, fetch data time cost=1.67ms, fps=1164 images/s, loss=0.3710, top1-acc=88.67%, top5-acc=99.22%, remaining_time=0:00:32.669836, arrival_time=2021-04-14 23:00:18.105089, cost_time=0:00:11.188306 2021-04-14 22:59:47,635 INFO : TRAIN, epoch=0141, iter=00060/00196, fetch data time cost=1.50ms, fps=1164 images/s, loss=0.3658, top1-acc=88.83%, top5-acc=99.21%, remaining_time=0:00:30.347720, arrival_time=2021-04-14 23:00:17.983565, cost_time=0:00:13.388708 2021-04-14 22:59:49,840 INFO : TRAIN, epoch=0141, iter=00070/00196, fetch data time cost=2.05ms, fps=1162 images/s, loss=0.3678, top1-acc=88.75%, top5-acc=99.21%, remaining_time=0:00:28.067760, arrival_time=2021-04-14 23:00:17.907891, cost_time=0:00:15.593188 2021-04-14 22:59:52,050 INFO : TRAIN, epoch=0141, iter=00080/00196, fetch data time cost=1.61ms, fps=1158 images/s, loss=0.3693, top1-acc=88.68%, top5-acc=99.19%, remaining_time=0:00:25.815104, arrival_time=2021-04-14 23:00:17.865585, cost_time=0:00:17.803554 2021-04-14 22:59:54,252 INFO : TRAIN, epoch=0141, iter=00090/00196, fetch data time cost=1.57ms, fps=1163 images/s, loss=0.3719, top1-acc=88.56%, top5-acc=99.21%, remaining_time=0:00:23.561680, arrival_time=2021-04-14 23:00:17.813870, cost_time=0:00:20.005179 2021-04-14 22:59:56,452 INFO : TRAIN, epoch=0141, iter=00100/00196, fetch data time cost=1.51ms, fps=1164 images/s, loss=0.3714, top1-acc=88.54%, top5-acc=99.23%, remaining_time=0:00:21.317088, arrival_time=2021-04-14 23:00:17.769430, cost_time=0:00:22.205344 2021-04-14 22:59:58,655 INFO : TRAIN, epoch=0141, iter=00110/00196, fetch data time cost=1.51ms, fps=1162 images/s, loss=0.3731, top1-acc=88.51%, top5-acc=99.20%, remaining_time=0:00:19.083228, arrival_time=2021-04-14 23:00:17.738931, cost_time=0:00:24.408785 2021-04-14 23:00:00,862 INFO : TRAIN, epoch=0141, iter=00120/00196, fetch data time cost=1.54ms, fps=1160 images/s, loss=0.3741, top1-acc=88.43%, top5-acc=99.19%, remaining_time=0:00:16.856192, arrival_time=2021-04-14 23:00:17.718499, cost_time=0:00:26.615070 2021-04-14 23:00:03,070 INFO : TRAIN, epoch=0141, iter=00130/00196, fetch data time cost=1.97ms, fps=1160 images/s, loss=0.3767, top1-acc=88.33%, top5-acc=99.19%, remaining_time=0:00:14.633322, arrival_time=2021-04-14 23:00:17.703525, cost_time=0:00:28.823254 2021-04-14 23:00:05,275 INFO : TRAIN, epoch=0141, iter=00140/00196, fetch data time cost=1.65ms, fps=1161 images/s, loss=0.3805, top1-acc=88.21%, top5-acc=99.16%, remaining_time=0:00:12.411280, arrival_time=2021-04-14 23:00:17.686359, cost_time=0:00:31.028153 2021-04-14 23:00:07,472 INFO : TRAIN, epoch=0141, iter=00150/00196, fetch data time cost=1.59ms, fps=1165 images/s, loss=0.3832, top1-acc=88.11%, top5-acc=99.14%, remaining_time=0:00:10.189092, arrival_time=2021-04-14 23:00:17.661286, cost_time=0:00:33.225268 2021-04-14 23:00:09,669 INFO : TRAIN, epoch=0141, iter=00160/00196, fetch data time cost=2.08ms, fps=1166 images/s, loss=0.3853, top1-acc=88.04%, top5-acc=99.13%, remaining_time=0:00:07.969968, arrival_time=2021-04-14 23:00:17.639022, cost_time=0:00:35.422054 2021-04-14 23:00:11,875 INFO : TRAIN, epoch=0141, iter=00170/00196, fetch data time cost=2.18ms, fps=1161 images/s, loss=0.3874, top1-acc=87.98%, top5-acc=99.12%, remaining_time=0:00:05.754918, arrival_time=2021-04-14 23:00:17.630211, cost_time=0:00:37.628296 2021-04-14 23:00:14,080 INFO : TRAIN, epoch=0141, iter=00180/00196, fetch data time cost=1.41ms, fps=1161 images/s, loss=0.3881, top1-acc=87.96%, top5-acc=99.11%, remaining_time=0:00:03.540784, arrival_time=2021-04-14 23:00:17.621489, cost_time=0:00:39.833776 2021-04-14 23:00:16,281 INFO : TRAIN, epoch=0141, iter=00190/00196, fetch data time cost=1.41ms, fps=1164 images/s, loss=0.3893, top1-acc=87.93%, top5-acc=99.10%, remaining_time=0:00:01.327404, arrival_time=2021-04-14 23:00:17.608835, cost_time=0:00:42.034424 2021-04-14 23:00:17,461 INFO : TRAIN, epoch=0141, iter=00196/00196, fetch data time cost=1.37ms, fps=1153 images/s, loss=0.3899, top1-acc=87.92%, top5-acc=99.10%, remaining_time=0:00:00, arrival_time=2021-04-14 23:00:17.461184, cost_time=0:00:43.214179 2021-04-14 23:00:18,297 INFO : EVAL, epoch=0141, iter=00010/00040, fetch data time cost=1.30ms, fps=3070 images/s, loss=1.1957, top1-acc=68.91%, top5-acc=90.62%, remaining_time=0:00:02.501340, arrival_time=2021-04-14 23:00:20.798425, cost_time=0:00:00.833784 2021-04-14 23:00:18,986 INFO : EVAL, epoch=0141, iter=00020/00040, fetch data time cost=1.38ms, fps=3716 images/s, loss=1.1525, top1-acc=69.79%, top5-acc=90.78%, remaining_time=0:00:01.523380, arrival_time=2021-04-14 23:00:20.509924, cost_time=0:00:01.523380 2021-04-14 23:00:19,678 INFO : EVAL, epoch=0141, iter=00030/00040, fetch data time cost=1.98ms, fps=3701 images/s, loss=1.1620, top1-acc=69.30%, top5-acc=91.04%, remaining_time=0:00:00.738480, arrival_time=2021-04-14 23:00:20.417166, cost_time=0:00:02.215454 2021-04-14 23:00:20,312 INFO : EVAL, epoch=0141, iter=00040/00040, fetch data time cost=0.08ms, fps=3665 images/s, loss=1.1946, top1-acc=69.18%, top5-acc=90.98%, remaining_time=0:00:00, arrival_time=2021-04-14 23:00:20.312180, cost_time=0:00:02.849019 2021-04-14 23:00:20,685 INFO : Epoch=0141 complete, best val top1-acc=69.18%, top5-acc=90.98% (epoch=141), remaining_time=0:45:40.153579, arrival_time=2021-04-14 23:46:00.839322, cost_time=1:49:08.502677 2021-04-14 23:00:20,687 INFO : Train start, epoch=0142, lr=0.019979 2021-04-14 23:00:23,086 INFO : TRAIN, epoch=0142, iter=00010/00196, fetch data time cost=1.79ms, fps=1067 images/s, loss=0.3350, top1-acc=90.43%, top5-acc=99.26%, remaining_time=0:00:44.623632, arrival_time=2021-04-14 23:01:07.710246, cost_time=0:00:02.399124 2021-04-14 23:00:25,289 INFO : TRAIN, epoch=0142, iter=00020/00196, fetch data time cost=1.58ms, fps=1163 images/s, loss=0.3417, top1-acc=89.98%, top5-acc=99.18%, remaining_time=0:00:40.496016, arrival_time=2021-04-14 23:01:05.785575, cost_time=0:00:04.601825 2021-04-14 23:00:27,491 INFO : TRAIN, epoch=0142, iter=00030/00196, fetch data time cost=1.54ms, fps=1163 images/s, loss=0.3407, top1-acc=89.75%, top5-acc=99.15%, remaining_time=0:00:37.646808, arrival_time=2021-04-14 23:01:05.137980, cost_time=0:00:06.803647 2021-04-14 23:00:29,696 INFO : TRAIN, epoch=0142, iter=00040/00196, fetch data time cost=1.62ms, fps=1161 images/s, loss=0.3345, top1-acc=89.97%, top5-acc=99.24%, remaining_time=0:00:35.133852, arrival_time=2021-04-14 23:01:04.830012, cost_time=0:00:09.008666 2021-04-14 23:00:31,897 INFO : TRAIN, epoch=0142, iter=00050/00196, fetch data time cost=1.62ms, fps=1163 images/s, loss=0.3328, top1-acc=89.87%, top5-acc=99.30%, remaining_time=0:00:32.734222, arrival_time=2021-04-14 23:01:04.632047, cost_time=0:00:11.210343 2021-04-14 23:00:34,104 INFO : TRAIN, epoch=0142, iter=00060/00196, fetch data time cost=1.44ms, fps=1160 images/s, loss=0.3329, top1-acc=89.89%, top5-acc=99.31%, remaining_time=0:00:30.411640, arrival_time=2021-04-14 23:01:04.515939, cost_time=0:00:13.416880 2021-04-14 23:00:36,301 INFO : TRAIN, epoch=0142, iter=00070/00196, fetch data time cost=1.62ms, fps=1166 images/s, loss=0.3324, top1-acc=89.88%, top5-acc=99.32%, remaining_time=0:00:28.104300, arrival_time=2021-04-14 23:01:04.405298, cost_time=0:00:15.613496 2021-04-14 23:00:38,507 INFO : TRAIN, epoch=0142, iter=00080/00196, fetch data time cost=1.52ms, fps=1161 images/s, loss=0.3325, top1-acc=89.85%, top5-acc=99.33%, remaining_time=0:00:25.838884, arrival_time=2021-04-14 23:01:04.346325, cost_time=0:00:17.819959 2021-04-14 23:00:40,706 INFO : TRAIN, epoch=0142, iter=00090/00196, fetch data time cost=1.46ms, fps=1165 images/s, loss=0.3345, top1-acc=89.80%, top5-acc=99.31%, remaining_time=0:00:23.577792, arrival_time=2021-04-14 23:01:04.284066, cost_time=0:00:20.018849 2021-04-14 23:00:42,901 INFO : TRAIN, epoch=0142, iter=00100/00196, fetch data time cost=1.60ms, fps=1166 images/s, loss=0.3382, top1-acc=89.68%, top5-acc=99.30%, remaining_time=0:00:21.325728, arrival_time=2021-04-14 23:01:04.227615, cost_time=0:00:22.214343 2021-04-14 23:00:45,102 INFO : TRAIN, epoch=0142, iter=00110/00196, fetch data time cost=1.54ms, fps=1163 images/s, loss=0.3406, top1-acc=89.62%, top5-acc=99.31%, remaining_time=0:00:19.088388, arrival_time=2021-04-14 23:01:04.191182, cost_time=0:00:24.415391 2021-04-14 23:00:47,307 INFO : TRAIN, epoch=0142, iter=00120/00196, fetch data time cost=2.22ms, fps=1161 images/s, loss=0.3409, top1-acc=89.64%, top5-acc=99.33%, remaining_time=0:00:16.859384, arrival_time=2021-04-14 23:01:04.166934, cost_time=0:00:26.620077 2021-04-14 23:00:49,519 INFO : TRAIN, epoch=0142, iter=00130/00196, fetch data time cost=1.36ms, fps=1157 images/s, loss=0.3445, top1-acc=89.50%, top5-acc=99.30%, remaining_time=0:00:14.638008, arrival_time=2021-04-14 23:01:04.157829, cost_time=0:00:28.832398 2021-04-14 23:00:51,714 INFO : TRAIN, epoch=0142, iter=00140/00196, fetch data time cost=1.54ms, fps=1166 images/s, loss=0.3474, top1-acc=89.37%, top5-acc=99.29%, remaining_time=0:00:12.411000, arrival_time=2021-04-14 23:01:04.125843, cost_time=0:00:31.027438 2021-04-14 23:00:53,914 INFO : TRAIN, epoch=0142, iter=00150/00196, fetch data time cost=1.38ms, fps=1164 images/s, loss=0.3488, top1-acc=89.34%, top5-acc=99.28%, remaining_time=0:00:10.189598, arrival_time=2021-04-14 23:01:04.104076, cost_time=0:00:33.226930 2021-04-14 23:00:56,123 INFO : TRAIN, epoch=0142, iter=00160/00196, fetch data time cost=1.48ms, fps=1159 images/s, loss=0.3520, top1-acc=89.23%, top5-acc=99.27%, remaining_time=0:00:07.973100, arrival_time=2021-04-14 23:01:04.096553, cost_time=0:00:35.436051 2021-04-14 23:00:58,324 INFO : TRAIN, epoch=0142, iter=00170/00196, fetch data time cost=1.42ms, fps=1163 images/s, loss=0.3534, top1-acc=89.17%, top5-acc=99.27%, remaining_time=0:00:05.756244, arrival_time=2021-04-14 23:01:04.080611, cost_time=0:00:37.636969 2021-04-14 23:01:00,532 INFO : TRAIN, epoch=0142, iter=00180/00196, fetch data time cost=1.86ms, fps=1160 images/s, loss=0.3561, top1-acc=89.04%, top5-acc=99.27%, remaining_time=0:00:03.541728, arrival_time=2021-04-14 23:01:04.073670, cost_time=0:00:39.844460 2021-04-14 23:01:02,732 INFO : TRAIN, epoch=0142, iter=00190/00196, fetch data time cost=1.59ms, fps=1163 images/s, loss=0.3569, top1-acc=88.99%, top5-acc=99.27%, remaining_time=0:00:01.327752, arrival_time=2021-04-14 23:01:04.060667, cost_time=0:00:42.045503 2021-04-14 23:01:03,921 INFO : TRAIN, epoch=0142, iter=00196/00196, fetch data time cost=1.37ms, fps=1145 images/s, loss=0.3572, top1-acc=88.98%, top5-acc=99.27%, remaining_time=0:00:00, arrival_time=2021-04-14 23:01:03.921387, cost_time=0:00:43.233998 2021-04-14 23:01:04,775 INFO : EVAL, epoch=0142, iter=00010/00040, fetch data time cost=2.11ms, fps=3003 images/s, loss=1.1467, top1-acc=69.73%, top5-acc=91.25%, remaining_time=0:00:02.557050, arrival_time=2021-04-14 23:01:07.332635, cost_time=0:00:00.852354 2021-04-14 23:01:05,463 INFO : EVAL, epoch=0142, iter=00020/00040, fetch data time cost=1.34ms, fps=3723 images/s, loss=1.1542, top1-acc=69.37%, top5-acc=91.31%, remaining_time=0:00:01.540400, arrival_time=2021-04-14 23:01:07.004016, cost_time=0:00:01.540402 2021-04-14 23:01:06,152 INFO : EVAL, epoch=0142, iter=00030/00040, fetch data time cost=1.33ms, fps=3719 images/s, loss=1.1405, top1-acc=69.67%, top5-acc=91.41%, remaining_time=0:00:00.743050, arrival_time=2021-04-14 23:01:06.895419, cost_time=0:00:02.229145 2021-04-14 23:01:06,782 INFO : EVAL, epoch=0142, iter=00040/00040, fetch data time cost=0.06ms, fps=3687 images/s, loss=1.1373, top1-acc=69.30%, top5-acc=91.33%, remaining_time=0:00:00, arrival_time=2021-04-14 23:01:06.781975, cost_time=0:00:02.858782 2021-04-14 23:01:07,095 INFO : Epoch=0142 complete, best val top1-acc=69.30%, top5-acc=91.33% (epoch=142), remaining_time=0:44:53.696552, arrival_time=2021-04-14 23:46:00.791925, cost_time=1:49:54.912311 2021-04-14 23:01:07,096 INFO : Train start, epoch=0143, lr=0.019355 2021-04-14 23:01:09,468 INFO : TRAIN, epoch=0143, iter=00010/00196, fetch data time cost=1.51ms, fps=1079 images/s, loss=0.3364, top1-acc=90.43%, top5-acc=99.65%, remaining_time=0:00:44.116968, arrival_time=2021-04-14 23:01:53.585640, cost_time=0:00:02.371875 2021-04-14 23:01:11,678 INFO : TRAIN, epoch=0143, iter=00020/00196, fetch data time cost=1.93ms, fps=1159 images/s, loss=0.3408, top1-acc=90.08%, top5-acc=99.43%, remaining_time=0:00:40.319136, arrival_time=2021-04-14 23:01:51.997710, cost_time=0:00:04.581726 2021-04-14 23:01:13,878 INFO : TRAIN, epoch=0143, iter=00030/00196, fetch data time cost=1.61ms, fps=1164 images/s, loss=0.3349, top1-acc=90.18%, top5-acc=99.43%, remaining_time=0:00:37.524964, arrival_time=2021-04-14 23:01:51.403356, cost_time=0:00:06.781625 2021-04-14 23:01:16,075 INFO : TRAIN, epoch=0143, iter=00040/00196, fetch data time cost=1.38ms, fps=1165 images/s, loss=0.3286, top1-acc=90.31%, top5-acc=99.42%, remaining_time=0:00:35.016852, arrival_time=2021-04-14 23:01:51.092343, cost_time=0:00:08.978686 2021-04-14 23:01:18,271 INFO : TRAIN, epoch=0143, iter=00050/00196, fetch data time cost=1.57ms, fps=1166 images/s, loss=0.3298, top1-acc=89.97%, top5-acc=99.43%, remaining_time=0:00:32.629540, arrival_time=2021-04-14 23:01:50.900800, cost_time=0:00:11.174481 2021-04-14 23:01:20,476 INFO : TRAIN, epoch=0143, iter=00060/00196, fetch data time cost=1.89ms, fps=1161 images/s, loss=0.3281, top1-acc=90.03%, top5-acc=99.37%, remaining_time=0:00:30.327592, arrival_time=2021-04-14 23:01:50.804292, cost_time=0:00:13.379843 2021-04-14 23:01:22,683 INFO : TRAIN, epoch=0143, iter=00070/00196, fetch data time cost=1.46ms, fps=1160 images/s, loss=0.3262, top1-acc=90.09%, top5-acc=99.41%, remaining_time=0:00:28.056798, arrival_time=2021-04-14 23:01:50.740669, cost_time=0:00:15.587080 2021-04-14 23:01:24,889 INFO : TRAIN, epoch=0143, iter=00080/00196, fetch data time cost=1.37ms, fps=1161 images/s, loss=0.3268, top1-acc=89.99%, top5-acc=99.40%, remaining_time=0:00:25.799792, arrival_time=2021-04-14 23:01:50.689570, cost_time=0:00:17.792957 2021-04-14 23:01:27,101 INFO : TRAIN, epoch=0143, iter=00090/00196, fetch data time cost=1.77ms, fps=1158 images/s, loss=0.3268, top1-acc=90.00%, top5-acc=99.41%, remaining_time=0:00:23.560938, arrival_time=2021-04-14 23:01:50.662291, cost_time=0:00:20.004579 2021-04-14 23:01:29,303 INFO : TRAIN, epoch=0143, iter=00100/00196, fetch data time cost=1.44ms, fps=1163 images/s, loss=0.3314, top1-acc=89.86%, top5-acc=99.38%, remaining_time=0:00:21.318528, arrival_time=2021-04-14 23:01:50.622111, cost_time=0:00:22.206813 2021-04-14 23:01:31,510 INFO : TRAIN, epoch=0143, iter=00110/00196, fetch data time cost=1.45ms, fps=1160 images/s, loss=0.3325, top1-acc=89.78%, top5-acc=99.37%, remaining_time=0:00:19.086840, arrival_time=2021-04-14 23:01:50.596989, cost_time=0:00:24.413378 2021-04-14 23:01:33,713 INFO : TRAIN, epoch=0143, iter=00120/00196, fetch data time cost=1.52ms, fps=1162 images/s, loss=0.3358, top1-acc=89.71%, top5-acc=99.36%, remaining_time=0:00:16.857256, arrival_time=2021-04-14 23:01:50.570851, cost_time=0:00:26.616736 2021-04-14 23:01:35,915 INFO : TRAIN, epoch=0143, iter=00130/00196, fetch data time cost=1.52ms, fps=1163 images/s, loss=0.3365, top1-acc=89.67%, top5-acc=99.37%, remaining_time=0:00:14.631078, arrival_time=2021-04-14 23:01:50.546708, cost_time=0:00:28.818837 2021-04-14 23:01:38,117 INFO : TRAIN, epoch=0143, iter=00140/00196, fetch data time cost=1.49ms, fps=1163 images/s, loss=0.3385, top1-acc=89.57%, top5-acc=99.36%, remaining_time=0:00:12.408368, arrival_time=2021-04-14 23:01:50.526156, cost_time=0:00:31.020958 2021-04-14 23:01:40,330 INFO : TRAIN, epoch=0143, iter=00150/00196, fetch data time cost=1.48ms, fps=1157 images/s, loss=0.3407, top1-acc=89.51%, top5-acc=99.35%, remaining_time=0:00:10.191668, arrival_time=2021-04-14 23:01:50.522191, cost_time=0:00:33.233688 2021-04-14 23:01:42,543 INFO : TRAIN, epoch=0143, iter=00160/00196, fetch data time cost=1.51ms, fps=1157 images/s, loss=0.3428, top1-acc=89.47%, top5-acc=99.32%, remaining_time=0:00:07.975476, arrival_time=2021-04-14 23:01:50.518830, cost_time=0:00:35.446580 2021-04-14 23:01:44,749 INFO : TRAIN, epoch=0143, iter=00170/00196, fetch data time cost=2.42ms, fps=1160 images/s, loss=0.3440, top1-acc=89.46%, top5-acc=99.30%, remaining_time=0:00:05.758688, arrival_time=2021-04-14 23:01:50.508437, cost_time=0:00:37.652974 2021-04-14 23:01:46,958 INFO : TRAIN, epoch=0143, iter=00180/00196, fetch data time cost=1.43ms, fps=1159 images/s, loss=0.3471, top1-acc=89.39%, top5-acc=99.29%, remaining_time=0:00:03.543232, arrival_time=2021-04-14 23:01:50.501433, cost_time=0:00:39.861424 2021-04-14 23:01:49,156 INFO : TRAIN, epoch=0143, iter=00190/00196, fetch data time cost=1.24ms, fps=1165 images/s, loss=0.3500, top1-acc=89.29%, top5-acc=99.30%, remaining_time=0:00:01.328214, arrival_time=2021-04-14 23:01:50.485069, cost_time=0:00:42.060017 2021-04-14 23:01:50,335 INFO : TRAIN, epoch=0143, iter=00196/00196, fetch data time cost=1.24ms, fps=1154 images/s, loss=0.3515, top1-acc=89.28%, top5-acc=99.29%, remaining_time=0:00:00, arrival_time=2021-04-14 23:01:50.335542, cost_time=0:00:43.238765 2021-04-14 23:01:51,144 INFO : EVAL, epoch=0143, iter=00010/00040, fetch data time cost=4.05ms, fps=3173 images/s, loss=1.2417, top1-acc=66.48%, top5-acc=90.82%, remaining_time=0:00:02.420310, arrival_time=2021-04-14 23:01:53.564444, cost_time=0:00:00.806770 2021-04-14 23:01:51,831 INFO : EVAL, epoch=0143, iter=00020/00040, fetch data time cost=1.44ms, fps=3725 images/s, loss=1.2530, top1-acc=66.76%, top5-acc=90.53%, remaining_time=0:00:01.494460, arrival_time=2021-04-14 23:01:53.326286, cost_time=0:00:01.494462 2021-04-14 23:01:52,523 INFO : EVAL, epoch=0143, iter=00030/00040, fetch data time cost=1.78ms, fps=3704 images/s, loss=1.2313, top1-acc=67.19%, top5-acc=90.62%, remaining_time=0:00:00.728680, arrival_time=2021-04-14 23:01:53.252071, cost_time=0:00:02.186028 2021-04-14 23:01:53,154 INFO : EVAL, epoch=0143, iter=00040/00040, fetch data time cost=0.09ms, fps=3680 images/s, loss=1.2405, top1-acc=67.15%, top5-acc=90.35%, remaining_time=0:00:00, arrival_time=2021-04-14 23:01:53.154175, cost_time=0:00:02.816845 2021-04-14 23:01:53,319 INFO : Epoch=0143 complete, best val top1-acc=69.30%, top5-acc=91.33% (epoch=142), remaining_time=0:44:07.166070, arrival_time=2021-04-14 23:46:00.485088, cost_time=1:50:41.135977 2021-04-14 23:01:53,320 INFO : Train start, epoch=0144, lr=0.018738 2021-04-14 23:01:55,689 INFO : TRAIN, epoch=0144, iter=00010/00196, fetch data time cost=1.42ms, fps=1081 images/s, loss=0.3190, top1-acc=90.55%, top5-acc=99.53%, remaining_time=0:00:44.067120, arrival_time=2021-04-14 23:02:39.756669, cost_time=0:00:02.369199 2021-04-14 23:01:57,889 INFO : TRAIN, epoch=0144, iter=00020/00196, fetch data time cost=1.40ms, fps=1164 images/s, loss=0.3209, top1-acc=90.45%, top5-acc=99.34%, remaining_time=0:00:40.211600, arrival_time=2021-04-14 23:02:38.101452, cost_time=0:00:04.569507 2021-04-14 23:02:00,104 INFO : TRAIN, epoch=0144, iter=00030/00196, fetch data time cost=2.24ms, fps=1156 images/s, loss=0.3218, top1-acc=90.23%, top5-acc=99.27%, remaining_time=0:00:37.536418, arrival_time=2021-04-14 23:02:37.640453, cost_time=0:00:06.783690 2021-04-14 23:02:02,311 INFO : TRAIN, epoch=0144, iter=00040/00196, fetch data time cost=1.69ms, fps=1160 images/s, loss=0.3180, top1-acc=90.19%, top5-acc=99.37%, remaining_time=0:00:35.063964, arrival_time=2021-04-14 23:02:37.375091, cost_time=0:00:08.990770 2021-04-14 23:02:04,518 INFO : TRAIN, epoch=0144, iter=00050/00196, fetch data time cost=1.34ms, fps=1160 images/s, loss=0.3238, top1-acc=90.04%, top5-acc=99.40%, remaining_time=0:00:32.697284, arrival_time=2021-04-14 23:02:37.215343, cost_time=0:00:11.197720 2021-04-14 23:02:06,720 INFO : TRAIN, epoch=0144, iter=00060/00196, fetch data time cost=1.82ms, fps=1163 images/s, loss=0.3248, top1-acc=89.92%, top5-acc=99.41%, remaining_time=0:00:30.372472, arrival_time=2021-04-14 23:02:37.092526, cost_time=0:00:13.399625 2021-04-14 23:02:08,926 INFO : TRAIN, epoch=0144, iter=00070/00196, fetch data time cost=1.79ms, fps=1160 images/s, loss=0.3256, top1-acc=89.87%, top5-acc=99.37%, remaining_time=0:00:28.091322, arrival_time=2021-04-14 23:02:37.018047, cost_time=0:00:15.606274 2021-04-14 23:02:11,127 INFO : TRAIN, epoch=0144, iter=00080/00196, fetch data time cost=1.48ms, fps=1163 images/s, loss=0.3264, top1-acc=89.79%, top5-acc=99.37%, remaining_time=0:00:25.820556, arrival_time=2021-04-14 23:02:36.948275, cost_time=0:00:17.807289 2021-04-14 23:02:13,328 INFO : TRAIN, epoch=0144, iter=00090/00196, fetch data time cost=1.37ms, fps=1163 images/s, loss=0.3276, top1-acc=89.77%, top5-acc=99.37%, remaining_time=0:00:23.565284, arrival_time=2021-04-14 23:02:36.894091, cost_time=0:00:20.008302 2021-04-14 23:02:15,528 INFO : TRAIN, epoch=0144, iter=00100/00196, fetch data time cost=1.68ms, fps=1164 images/s, loss=0.3292, top1-acc=89.74%, top5-acc=99.37%, remaining_time=0:00:21.319296, arrival_time=2021-04-14 23:02:36.847302, cost_time=0:00:22.207571 2021-04-14 23:02:17,744 INFO : TRAIN, epoch=0144, iter=00110/00196, fetch data time cost=1.45ms, fps=1155 images/s, loss=0.3312, top1-acc=89.64%, top5-acc=99.39%, remaining_time=0:00:19.095096, arrival_time=2021-04-14 23:02:36.839517, cost_time=0:00:24.423986 2021-04-14 23:02:19,947 INFO : TRAIN, epoch=0144, iter=00120/00196, fetch data time cost=1.70ms, fps=1163 images/s, loss=0.3336, top1-acc=89.55%, top5-acc=99.39%, remaining_time=0:00:16.863412, arrival_time=2021-04-14 23:02:36.810429, cost_time=0:00:26.626445 2021-04-14 23:02:22,151 INFO : TRAIN, epoch=0144, iter=00130/00196, fetch data time cost=1.54ms, fps=1162 images/s, loss=0.3350, top1-acc=89.50%, top5-acc=99.38%, remaining_time=0:00:14.637414, arrival_time=2021-04-14 23:02:36.789080, cost_time=0:00:28.831298 2021-04-14 23:02:24,354 INFO : TRAIN, epoch=0144, iter=00140/00196, fetch data time cost=1.46ms, fps=1162 images/s, loss=0.3348, top1-acc=89.55%, top5-acc=99.36%, remaining_time=0:00:12.413744, arrival_time=2021-04-14 23:02:36.768511, cost_time=0:00:31.034340 2021-04-14 23:02:26,551 INFO : TRAIN, epoch=0144, iter=00150/00196, fetch data time cost=1.48ms, fps=1166 images/s, loss=0.3363, top1-acc=89.46%, top5-acc=99.36%, remaining_time=0:00:10.190886, arrival_time=2021-04-14 23:02:36.742410, cost_time=0:00:33.231156 2021-04-14 23:02:28,756 INFO : TRAIN, epoch=0144, iter=00160/00196, fetch data time cost=1.51ms, fps=1161 images/s, loss=0.3374, top1-acc=89.48%, top5-acc=99.35%, remaining_time=0:00:07.973136, arrival_time=2021-04-14 23:02:36.729788, cost_time=0:00:35.436135 2021-04-14 23:02:30,977 INFO : TRAIN, epoch=0144, iter=00170/00196, fetch data time cost=1.80ms, fps=1153 images/s, loss=0.3389, top1-acc=89.39%, top5-acc=99.35%, remaining_time=0:00:05.759286, arrival_time=2021-04-14 23:02:36.736562, cost_time=0:00:37.656907 2021-04-14 23:02:33,181 INFO : TRAIN, epoch=0144, iter=00180/00196, fetch data time cost=1.37ms, fps=1162 images/s, loss=0.3398, top1-acc=89.37%, top5-acc=99.34%, remaining_time=0:00:03.543200, arrival_time=2021-04-14 23:02:36.724504, cost_time=0:00:39.860946 2021-04-14 23:02:35,377 INFO : TRAIN, epoch=0144, iter=00190/00196, fetch data time cost=1.31ms, fps=1166 images/s, loss=0.3422, top1-acc=89.27%, top5-acc=99.32%, remaining_time=0:00:01.328112, arrival_time=2021-04-14 23:02:36.705413, cost_time=0:00:42.056873 2021-04-14 23:02:36,556 INFO : TRAIN, epoch=0144, iter=00196/00196, fetch data time cost=1.36ms, fps=1154 images/s, loss=0.3437, top1-acc=89.23%, top5-acc=99.32%, remaining_time=0:00:00, arrival_time=2021-04-14 23:02:36.556338, cost_time=0:00:43.235995 2021-04-14 23:02:37,418 INFO : EVAL, epoch=0144, iter=00010/00040, fetch data time cost=1.24ms, fps=2975 images/s, loss=1.1764, top1-acc=68.40%, top5-acc=92.27%, remaining_time=0:00:02.581110, arrival_time=2021-04-14 23:02:39.999877, cost_time=0:00:00.860374 2021-04-14 23:02:38,106 INFO : EVAL, epoch=0144, iter=00020/00040, fetch data time cost=1.32ms, fps=3727 images/s, loss=1.1497, top1-acc=69.10%, top5-acc=92.17%, remaining_time=0:00:01.547580, arrival_time=2021-04-14 23:02:39.653544, cost_time=0:00:01.547583 2021-04-14 23:02:38,794 INFO : EVAL, epoch=0144, iter=00030/00040, fetch data time cost=1.36ms, fps=3720 images/s, loss=1.1711, top1-acc=68.68%, top5-acc=91.63%, remaining_time=0:00:00.745380, arrival_time=2021-04-14 23:02:39.539901, cost_time=0:00:02.236138 2021-04-14 23:02:39,425 INFO : EVAL, epoch=0144, iter=00040/00040, fetch data time cost=0.09ms, fps=3680 images/s, loss=1.2011, top1-acc=68.53%, top5-acc=91.31%, remaining_time=0:00:00, arrival_time=2021-04-14 23:02:39.425219, cost_time=0:00:02.866866 2021-04-14 23:02:39,591 INFO : Epoch=0144 complete, best val top1-acc=69.30%, top5-acc=91.33% (epoch=142), remaining_time=0:43:20.658816, arrival_time=2021-04-14 23:46:00.250293, cost_time=1:51:27.408432 2021-04-14 23:02:39,592 INFO : Train start, epoch=0145, lr=0.018129 2021-04-14 23:02:41,950 INFO : TRAIN, epoch=0145, iter=00010/00196, fetch data time cost=1.62ms, fps=1086 images/s, loss=0.2886, top1-acc=91.48%, top5-acc=99.80%, remaining_time=0:00:43.853964, arrival_time=2021-04-14 23:03:25.804631, cost_time=0:00:02.357744 2021-04-14 23:02:44,158 INFO : TRAIN, epoch=0145, iter=00020/00196, fetch data time cost=1.97ms, fps=1160 images/s, loss=0.3057, top1-acc=90.78%, top5-acc=99.69%, remaining_time=0:00:40.179392, arrival_time=2021-04-14 23:03:24.338224, cost_time=0:00:04.565849 2021-04-14 23:02:46,359 INFO : TRAIN, epoch=0145, iter=00030/00196, fetch data time cost=1.48ms, fps=1164 images/s, loss=0.3057, top1-acc=90.89%, top5-acc=99.69%, remaining_time=0:00:37.441134, arrival_time=2021-04-14 23:03:23.800522, cost_time=0:00:06.766457 2021-04-14 23:02:48,559 INFO : TRAIN, epoch=0145, iter=00040/00196, fetch data time cost=1.46ms, fps=1164 images/s, loss=0.3102, top1-acc=90.65%, top5-acc=99.65%, remaining_time=0:00:34.967556, arrival_time=2021-04-14 23:03:23.526519, cost_time=0:00:08.966033 2021-04-14 23:02:50,766 INFO : TRAIN, epoch=0145, iter=00050/00196, fetch data time cost=1.60ms, fps=1160 images/s, loss=0.3097, top1-acc=90.63%, top5-acc=99.65%, remaining_time=0:00:32.625598, arrival_time=2021-04-14 23:03:23.391693, cost_time=0:00:11.173135 2021-04-14 23:02:52,970 INFO : TRAIN, epoch=0145, iter=00060/00196, fetch data time cost=1.44ms, fps=1161 images/s, loss=0.3093, top1-acc=90.63%, top5-acc=99.66%, remaining_time=0:00:30.323376, arrival_time=2021-04-14 23:03:23.294190, cost_time=0:00:13.377978 2021-04-14 23:02:55,171 INFO : TRAIN, epoch=0145, iter=00070/00196, fetch data time cost=1.31ms, fps=1164 images/s, loss=0.3092, top1-acc=90.62%, top5-acc=99.64%, remaining_time=0:00:28.040418, arrival_time=2021-04-14 23:03:23.211333, cost_time=0:00:15.577994 2021-04-14 23:02:57,370 INFO : TRAIN, epoch=0145, iter=00080/00196, fetch data time cost=2.15ms, fps=1164 images/s, loss=0.3092, top1-acc=90.54%, top5-acc=99.64%, remaining_time=0:00:25.777636, arrival_time=2021-04-14 23:03:23.148242, cost_time=0:00:17.777677 2021-04-14 23:02:59,567 INFO : TRAIN, epoch=0145, iter=00090/00196, fetch data time cost=1.82ms, fps=1165 images/s, loss=0.3097, top1-acc=90.58%, top5-acc=99.60%, remaining_time=0:00:23.526170, arrival_time=2021-04-14 23:03:23.094017, cost_time=0:00:19.975011 2021-04-14 23:03:01,773 INFO : TRAIN, epoch=0145, iter=00100/00196, fetch data time cost=1.47ms, fps=1161 images/s, loss=0.3108, top1-acc=90.53%, top5-acc=99.59%, remaining_time=0:00:21.292800, arrival_time=2021-04-14 23:03:23.065839, cost_time=0:00:22.180026 2021-04-14 23:03:03,980 INFO : TRAIN, epoch=0145, iter=00110/00196, fetch data time cost=1.48ms, fps=1160 images/s, loss=0.3124, top1-acc=90.41%, top5-acc=99.59%, remaining_time=0:00:19.066974, arrival_time=2021-04-14 23:03:23.047849, cost_time=0:00:24.388032 2021-04-14 23:03:06,188 INFO : TRAIN, epoch=0145, iter=00120/00196, fetch data time cost=1.44ms, fps=1160 images/s, loss=0.3155, top1-acc=90.32%, top5-acc=99.58%, remaining_time=0:00:16.843728, arrival_time=2021-04-14 23:03:23.032044, cost_time=0:00:26.595373 2021-04-14 23:03:08,390 INFO : TRAIN, epoch=0145, iter=00130/00196, fetch data time cost=1.39ms, fps=1163 images/s, loss=0.3173, top1-acc=90.23%, top5-acc=99.57%, remaining_time=0:00:14.620452, arrival_time=2021-04-14 23:03:23.011144, cost_time=0:00:28.797832 2021-04-14 23:03:10,585 INFO : TRAIN, epoch=0145, iter=00140/00196, fetch data time cost=1.45ms, fps=1167 images/s, loss=0.3199, top1-acc=90.13%, top5-acc=99.55%, remaining_time=0:00:12.397000, arrival_time=2021-04-14 23:03:22.982330, cost_time=0:00:30.992491 2021-04-14 23:03:12,780 INFO : TRAIN, epoch=0145, iter=00150/00196, fetch data time cost=1.33ms, fps=1167 images/s, loss=0.3208, top1-acc=90.08%, top5-acc=99.52%, remaining_time=0:00:10.177408, arrival_time=2021-04-14 23:03:22.957569, cost_time=0:00:33.187177 2021-04-14 23:03:14,984 INFO : TRAIN, epoch=0145, iter=00160/00196, fetch data time cost=1.43ms, fps=1162 images/s, loss=0.3217, top1-acc=90.08%, top5-acc=99.51%, remaining_time=0:00:07.963020, arrival_time=2021-04-14 23:03:22.947057, cost_time=0:00:35.391181 2021-04-14 23:03:17,193 INFO : TRAIN, epoch=0145, iter=00170/00196, fetch data time cost=1.51ms, fps=1159 images/s, loss=0.3239, top1-acc=90.01%, top5-acc=99.50%, remaining_time=0:00:05.750706, arrival_time=2021-04-14 23:03:22.944385, cost_time=0:00:37.600835 2021-04-14 23:03:19,393 INFO : TRAIN, epoch=0145, iter=00180/00196, fetch data time cost=1.97ms, fps=1164 images/s, loss=0.3263, top1-acc=89.94%, top5-acc=99.48%, remaining_time=0:00:03.537824, arrival_time=2021-04-14 23:03:22.931347, cost_time=0:00:39.800601 2021-04-14 23:03:21,589 INFO : TRAIN, epoch=0145, iter=00190/00196, fetch data time cost=1.48ms, fps=1166 images/s, loss=0.3288, top1-acc=89.85%, top5-acc=99.48%, remaining_time=0:00:01.326222, arrival_time=2021-04-14 23:03:22.916106, cost_time=0:00:41.996974 2021-04-14 23:03:22,776 INFO : TRAIN, epoch=0145, iter=00196/00196, fetch data time cost=1.91ms, fps=1147 images/s, loss=0.3296, top1-acc=89.82%, top5-acc=99.47%, remaining_time=0:00:00, arrival_time=2021-04-14 23:03:22.776383, cost_time=0:00:43.183540 2021-04-14 23:03:23,622 INFO : EVAL, epoch=0145, iter=00010/00040, fetch data time cost=0.22ms, fps=3034 images/s, loss=1.1929, top1-acc=68.67%, top5-acc=91.37%, remaining_time=0:00:02.531400, arrival_time=2021-04-14 23:03:26.153538, cost_time=0:00:00.843803 2021-04-14 23:03:24,311 INFO : EVAL, epoch=0145, iter=00020/00040, fetch data time cost=1.51ms, fps=3716 images/s, loss=1.1707, top1-acc=69.16%, top5-acc=91.78%, remaining_time=0:00:01.533100, arrival_time=2021-04-14 23:03:25.844538, cost_time=0:00:01.533102 2021-04-14 23:03:24,999 INFO : EVAL, epoch=0145, iter=00030/00040, fetch data time cost=1.26ms, fps=3722 images/s, loss=1.1868, top1-acc=68.88%, top5-acc=91.50%, remaining_time=0:00:00.740450, arrival_time=2021-04-14 23:03:25.740124, cost_time=0:00:02.221339 2021-04-14 23:03:25,634 INFO : EVAL, epoch=0145, iter=00040/00040, fetch data time cost=0.07ms, fps=3656 images/s, loss=1.2022, top1-acc=68.68%, top5-acc=91.41%, remaining_time=0:00:00, arrival_time=2021-04-14 23:03:25.634523, cost_time=0:00:02.856221 2021-04-14 23:03:25,824 INFO : Epoch=0145 complete, best val top1-acc=69.30%, top5-acc=91.33% (epoch=142), remaining_time=0:42:34.139940, arrival_time=2021-04-14 23:45:59.964752, cost_time=1:52:13.641722 2021-04-14 23:03:25,826 INFO : Train start, epoch=0146, lr=0.017528 2021-04-14 23:03:28,224 INFO : TRAIN, epoch=0146, iter=00010/00196, fetch data time cost=2.02ms, fps=1067 images/s, loss=0.2858, top1-acc=91.41%, top5-acc=99.69%, remaining_time=0:00:44.610612, arrival_time=2021-04-14 23:04:12.835341, cost_time=0:00:02.398424 2021-04-14 23:03:30,420 INFO : TRAIN, epoch=0146, iter=00020/00196, fetch data time cost=1.41ms, fps=1166 images/s, loss=0.3071, top1-acc=90.78%, top5-acc=99.57%, remaining_time=0:00:40.427904, arrival_time=2021-04-14 23:04:10.848476, cost_time=0:00:04.594089 2021-04-14 23:03:32,631 INFO : TRAIN, epoch=0146, iter=00030/00196, fetch data time cost=1.59ms, fps=1158 images/s, loss=0.3083, top1-acc=90.78%, top5-acc=99.52%, remaining_time=0:00:37.657598, arrival_time=2021-04-14 23:04:10.289482, cost_time=0:00:06.805583 2021-04-14 23:03:34,828 INFO : TRAIN, epoch=0146, iter=00040/00196, fetch data time cost=1.57ms, fps=1166 images/s, loss=0.3047, top1-acc=90.77%, top5-acc=99.51%, remaining_time=0:00:35.106708, arrival_time=2021-04-14 23:04:09.934719, cost_time=0:00:09.001724 2021-04-14 23:03:37,029 INFO : TRAIN, epoch=0146, iter=00050/00196, fetch data time cost=1.42ms, fps=1163 images/s, loss=0.3057, top1-acc=90.71%, top5-acc=99.52%, remaining_time=0:00:32.712176, arrival_time=2021-04-14 23:04:09.741261, cost_time=0:00:11.202789 2021-04-14 23:03:39,230 INFO : TRAIN, epoch=0146, iter=00060/00196, fetch data time cost=1.44ms, fps=1163 images/s, loss=0.3049, top1-acc=90.69%, top5-acc=99.52%, remaining_time=0:00:30.382264, arrival_time=2021-04-14 23:04:09.612522, cost_time=0:00:13.403968 2021-04-14 23:03:41,428 INFO : TRAIN, epoch=0146, iter=00070/00196, fetch data time cost=1.69ms, fps=1165 images/s, loss=0.3056, top1-acc=90.64%, top5-acc=99.54%, remaining_time=0:00:28.084392, arrival_time=2021-04-14 23:04:09.513198, cost_time=0:00:15.602430 2021-04-14 23:03:43,624 INFO : TRAIN, epoch=0146, iter=00080/00196, fetch data time cost=1.56ms, fps=1166 images/s, loss=0.3044, top1-acc=90.72%, top5-acc=99.54%, remaining_time=0:00:25.807680, arrival_time=2021-04-14 23:04:09.432367, cost_time=0:00:17.798397 2021-04-14 23:03:45,820 INFO : TRAIN, epoch=0146, iter=00090/00196, fetch data time cost=1.55ms, fps=1166 images/s, loss=0.3074, top1-acc=90.65%, top5-acc=99.50%, remaining_time=0:00:23.548430, arrival_time=2021-04-14 23:04:09.368699, cost_time=0:00:19.993984 2021-04-14 23:03:48,025 INFO : TRAIN, epoch=0146, iter=00100/00196, fetch data time cost=1.47ms, fps=1161 images/s, loss=0.3080, top1-acc=90.68%, top5-acc=99.49%, remaining_time=0:00:21.311424, arrival_time=2021-04-14 23:04:09.337107, cost_time=0:00:22.199398 2021-04-14 23:03:50,221 INFO : TRAIN, epoch=0146, iter=00110/00196, fetch data time cost=1.52ms, fps=1166 images/s, loss=0.3103, top1-acc=90.62%, top5-acc=99.49%, remaining_time=0:00:19.072564, arrival_time=2021-04-14 23:04:09.293947, cost_time=0:00:24.395096 2021-04-14 23:03:52,418 INFO : TRAIN, epoch=0146, iter=00120/00196, fetch data time cost=1.34ms, fps=1165 images/s, loss=0.3128, top1-acc=90.50%, top5-acc=99.48%, remaining_time=0:00:16.841904, arrival_time=2021-04-14 23:04:09.260765, cost_time=0:00:26.592485 2021-04-14 23:03:54,620 INFO : TRAIN, epoch=0146, iter=00130/00196, fetch data time cost=1.52ms, fps=1163 images/s, loss=0.3149, top1-acc=90.41%, top5-acc=99.48%, remaining_time=0:00:14.618406, arrival_time=2021-04-14 23:04:09.238571, cost_time=0:00:28.793861 2021-04-14 23:03:56,830 INFO : TRAIN, epoch=0146, iter=00140/00196, fetch data time cost=1.60ms, fps=1159 images/s, loss=0.3158, top1-acc=90.35%, top5-acc=99.47%, remaining_time=0:00:12.401592, arrival_time=2021-04-14 23:04:09.231980, cost_time=0:00:31.003936 2021-04-14 23:03:59,045 INFO : TRAIN, epoch=0146, iter=00150/00196, fetch data time cost=2.02ms, fps=1156 images/s, loss=0.3171, top1-acc=90.28%, top5-acc=99.48%, remaining_time=0:00:10.187068, arrival_time=2021-04-14 23:04:09.232203, cost_time=0:00:33.218706 2021-04-14 23:04:01,244 INFO : TRAIN, epoch=0146, iter=00160/00196, fetch data time cost=1.39ms, fps=1165 images/s, loss=0.3189, top1-acc=90.23%, top5-acc=99.47%, remaining_time=0:00:07.968996, arrival_time=2021-04-14 23:04:09.213105, cost_time=0:00:35.417764 2021-04-14 23:04:03,446 INFO : TRAIN, epoch=0146, iter=00170/00196, fetch data time cost=1.37ms, fps=1163 images/s, loss=0.3202, top1-acc=90.17%, top5-acc=99.46%, remaining_time=0:00:05.753722, arrival_time=2021-04-14 23:04:09.200561, cost_time=0:00:37.620467 2021-04-14 23:04:05,641 INFO : TRAIN, epoch=0146, iter=00180/00196, fetch data time cost=1.83ms, fps=1167 images/s, loss=0.3209, top1-acc=90.13%, top5-acc=99.46%, remaining_time=0:00:03.539088, arrival_time=2021-04-14 23:04:09.180172, cost_time=0:00:39.814755 2021-04-14 23:04:07,839 INFO : TRAIN, epoch=0146, iter=00190/00196, fetch data time cost=1.20ms, fps=1165 images/s, loss=0.3222, top1-acc=90.08%, top5-acc=99.45%, remaining_time=0:00:01.326744, arrival_time=2021-04-14 23:04:09.166603, cost_time=0:00:42.013494 2021-04-14 23:04:09,026 INFO : TRAIN, epoch=0146, iter=00196/00196, fetch data time cost=1.38ms, fps=1147 images/s, loss=0.3224, top1-acc=90.06%, top5-acc=99.45%, remaining_time=0:00:00, arrival_time=2021-04-14 23:04:09.026017, cost_time=0:00:43.199731 2021-04-14 23:04:09,855 INFO : EVAL, epoch=0146, iter=00010/00040, fetch data time cost=0.33ms, fps=3102 images/s, loss=1.2462, top1-acc=67.11%, top5-acc=91.02%, remaining_time=0:00:02.475420, arrival_time=2021-04-14 23:04:12.331101, cost_time=0:00:00.825143 2021-04-14 23:04:10,542 INFO : EVAL, epoch=0146, iter=00020/00040, fetch data time cost=1.29ms, fps=3730 images/s, loss=1.1911, top1-acc=67.73%, top5-acc=91.33%, remaining_time=0:00:01.511720, arrival_time=2021-04-14 23:04:12.054032, cost_time=0:00:01.511722 2021-04-14 23:04:11,235 INFO : EVAL, epoch=0146, iter=00030/00040, fetch data time cost=1.34ms, fps=3695 images/s, loss=1.1896, top1-acc=68.18%, top5-acc=91.13%, remaining_time=0:00:00.735030, arrival_time=2021-04-14 23:04:11.970763, cost_time=0:00:02.205098 2021-04-14 23:04:11,865 INFO : EVAL, epoch=0146, iter=00040/00040, fetch data time cost=0.08ms, fps=3689 images/s, loss=1.1885, top1-acc=68.32%, top5-acc=91.13%, remaining_time=0:00:00, arrival_time=2021-04-14 23:04:11.865127, cost_time=0:00:02.834616 2021-04-14 23:04:12,029 INFO : Epoch=0146 complete, best val top1-acc=69.30%, top5-acc=91.33% (epoch=142), remaining_time=0:41:47.614578, arrival_time=2021-04-14 23:45:59.644390, cost_time=1:52:59.846766 2021-04-14 23:04:12,031 INFO : Train start, epoch=0147, lr=0.016934 2021-04-14 23:04:14,431 INFO : TRAIN, epoch=0147, iter=00010/00196, fetch data time cost=1.43ms, fps=1066 images/s, loss=0.2829, top1-acc=91.52%, top5-acc=99.61%, remaining_time=0:00:44.647254, arrival_time=2021-04-14 23:04:59.079028, cost_time=0:00:02.400393 2021-04-14 23:04:16,632 INFO : TRAIN, epoch=0147, iter=00020/00196, fetch data time cost=1.79ms, fps=1164 images/s, loss=0.2866, top1-acc=91.46%, top5-acc=99.63%, remaining_time=0:00:40.487568, arrival_time=2021-04-14 23:04:57.119759, cost_time=0:00:04.600863 2021-04-14 23:04:18,835 INFO : TRAIN, epoch=0147, iter=00030/00196, fetch data time cost=1.52ms, fps=1163 images/s, loss=0.2827, top1-acc=91.72%, top5-acc=99.54%, remaining_time=0:00:37.646144, arrival_time=2021-04-14 23:04:56.481048, cost_time=0:00:06.803529 2021-04-14 23:04:21,038 INFO : TRAIN, epoch=0147, iter=00040/00196, fetch data time cost=1.43ms, fps=1162 images/s, loss=0.2801, top1-acc=91.65%, top5-acc=99.56%, remaining_time=0:00:35.126676, arrival_time=2021-04-14 23:04:56.164761, cost_time=0:00:09.006845 2021-04-14 23:04:23,242 INFO : TRAIN, epoch=0147, iter=00050/00196, fetch data time cost=1.44ms, fps=1162 images/s, loss=0.2777, top1-acc=91.77%, top5-acc=99.58%, remaining_time=0:00:32.735536, arrival_time=2021-04-14 23:04:55.977678, cost_time=0:00:11.210806 2021-04-14 23:04:25,447 INFO : TRAIN, epoch=0147, iter=00060/00196, fetch data time cost=1.54ms, fps=1161 images/s, loss=0.2780, top1-acc=91.71%, top5-acc=99.60%, remaining_time=0:00:30.409328, arrival_time=2021-04-14 23:04:55.856547, cost_time=0:00:13.415881 2021-04-14 23:04:27,650 INFO : TRAIN, epoch=0147, iter=00070/00196, fetch data time cost=1.40ms, fps=1162 images/s, loss=0.2803, top1-acc=91.56%, top5-acc=99.59%, remaining_time=0:00:28.113750, arrival_time=2021-04-14 23:04:55.763740, cost_time=0:00:15.618740 2021-04-14 23:04:29,848 INFO : TRAIN, epoch=0147, iter=00080/00196, fetch data time cost=1.48ms, fps=1165 images/s, loss=0.2815, top1-acc=91.56%, top5-acc=99.58%, remaining_time=0:00:25.835056, arrival_time=2021-04-14 23:04:55.683708, cost_time=0:00:17.817307 2021-04-14 23:04:32,044 INFO : TRAIN, epoch=0147, iter=00090/00196, fetch data time cost=1.57ms, fps=1166 images/s, loss=0.2842, top1-acc=91.41%, top5-acc=99.57%, remaining_time=0:00:23.571220, arrival_time=2021-04-14 23:04:55.615752, cost_time=0:00:20.013280 2021-04-14 23:04:34,242 INFO : TRAIN, epoch=0147, iter=00100/00196, fetch data time cost=1.46ms, fps=1165 images/s, loss=0.2866, top1-acc=91.32%, top5-acc=99.58%, remaining_time=0:00:21.322848, arrival_time=2021-04-14 23:04:55.565479, cost_time=0:00:22.211295 2021-04-14 23:04:36,442 INFO : TRAIN, epoch=0147, iter=00110/00196, fetch data time cost=1.79ms, fps=1164 images/s, loss=0.2887, top1-acc=91.24%, top5-acc=99.57%, remaining_time=0:00:19.085206, arrival_time=2021-04-14 23:04:55.527780, cost_time=0:00:24.411335 2021-04-14 23:04:38,644 INFO : TRAIN, epoch=0147, iter=00120/00196, fetch data time cost=1.42ms, fps=1163 images/s, loss=0.2912, top1-acc=91.16%, top5-acc=99.55%, remaining_time=0:00:16.854900, arrival_time=2021-04-14 23:04:55.499229, cost_time=0:00:26.613009 2021-04-14 23:04:40,857 INFO : TRAIN, epoch=0147, iter=00130/00196, fetch data time cost=1.57ms, fps=1157 images/s, loss=0.2909, top1-acc=91.20%, top5-acc=99.56%, remaining_time=0:00:14.634708, arrival_time=2021-04-14 23:04:55.491865, cost_time=0:00:28.825892 2021-04-14 23:04:43,067 INFO : TRAIN, epoch=0147, iter=00140/00196, fetch data time cost=1.84ms, fps=1159 images/s, loss=0.2933, top1-acc=91.11%, top5-acc=99.55%, remaining_time=0:00:12.414416, arrival_time=2021-04-14 23:04:55.481837, cost_time=0:00:31.036077 2021-04-14 23:04:45,290 INFO : TRAIN, epoch=0147, iter=00150/00196, fetch data time cost=1.44ms, fps=1152 images/s, loss=0.2957, top1-acc=91.00%, top5-acc=99.54%, remaining_time=0:00:10.199258, arrival_time=2021-04-14 23:04:55.489186, cost_time=0:00:33.258450 2021-04-14 23:04:47,502 INFO : TRAIN, epoch=0147, iter=00160/00196, fetch data time cost=2.25ms, fps=1158 images/s, loss=0.2973, top1-acc=90.96%, top5-acc=99.55%, remaining_time=0:00:07.980912, arrival_time=2021-04-14 23:04:55.483085, cost_time=0:00:35.470761 2021-04-14 23:04:49,708 INFO : TRAIN, epoch=0147, iter=00170/00196, fetch data time cost=1.65ms, fps=1161 images/s, loss=0.2984, top1-acc=90.94%, top5-acc=99.54%, remaining_time=0:00:05.762328, arrival_time=2021-04-14 23:04:55.470405, cost_time=0:00:37.676749 2021-04-14 23:04:51,914 INFO : TRAIN, epoch=0147, iter=00180/00196, fetch data time cost=2.59ms, fps=1161 images/s, loss=0.2996, top1-acc=90.87%, top5-acc=99.53%, remaining_time=0:00:03.545168, arrival_time=2021-04-14 23:04:55.459651, cost_time=0:00:39.883172 2021-04-14 23:04:54,112 INFO : TRAIN, epoch=0147, iter=00190/00196, fetch data time cost=1.24ms, fps=1165 images/s, loss=0.3017, top1-acc=90.77%, top5-acc=99.52%, remaining_time=0:00:01.328874, arrival_time=2021-04-14 23:04:55.441058, cost_time=0:00:42.080922 2021-04-14 23:04:55,296 INFO : TRAIN, epoch=0147, iter=00196/00196, fetch data time cost=1.34ms, fps=1149 images/s, loss=0.3035, top1-acc=90.72%, top5-acc=99.51%, remaining_time=0:00:00, arrival_time=2021-04-14 23:04:55.296491, cost_time=0:00:43.265093 2021-04-14 23:04:56,108 INFO : EVAL, epoch=0147, iter=00010/00040, fetch data time cost=0.22ms, fps=3166 images/s, loss=1.1714, top1-acc=68.95%, top5-acc=91.09%, remaining_time=0:00:02.425590, arrival_time=2021-04-14 23:04:58.533706, cost_time=0:00:00.808531 2021-04-14 23:04:56,797 INFO : EVAL, epoch=0147, iter=00020/00040, fetch data time cost=1.48ms, fps=3716 images/s, loss=1.1596, top1-acc=69.18%, top5-acc=91.60%, remaining_time=0:00:01.497880, arrival_time=2021-04-14 23:04:58.295307, cost_time=0:00:01.497888 2021-04-14 23:04:57,488 INFO : EVAL, epoch=0147, iter=00030/00040, fetch data time cost=1.48ms, fps=3708 images/s, loss=1.1612, top1-acc=69.22%, top5-acc=91.63%, remaining_time=0:00:00.729520, arrival_time=2021-04-14 23:04:58.217665, cost_time=0:00:02.188548 2021-04-14 23:04:58,120 INFO : EVAL, epoch=0147, iter=00040/00040, fetch data time cost=0.10ms, fps=3672 images/s, loss=1.1908, top1-acc=69.19%, top5-acc=91.71%, remaining_time=0:00:00, arrival_time=2021-04-14 23:04:58.120486, cost_time=0:00:02.820878 2021-04-14 23:04:58,250 INFO : Epoch=0147 complete, best val top1-acc=69.30%, top5-acc=91.33% (epoch=142), remaining_time=0:41:01.099255, arrival_time=2021-04-14 23:45:59.349993, cost_time=1:53:46.067687 2021-04-14 23:04:58,252 INFO : Train start, epoch=0148, lr=0.016349 2021-04-14 23:05:00,703 INFO : TRAIN, epoch=0148, iter=00010/00196, fetch data time cost=2.21ms, fps=1044 images/s, loss=0.2912, top1-acc=91.56%, top5-acc=99.57%, remaining_time=0:00:45.596784, arrival_time=2021-04-14 23:05:46.300518, cost_time=0:00:02.451445 2021-04-14 23:05:02,903 INFO : TRAIN, epoch=0148, iter=00020/00196, fetch data time cost=1.38ms, fps=1164 images/s, loss=0.2786, top1-acc=91.87%, top5-acc=99.65%, remaining_time=0:00:40.930384, arrival_time=2021-04-14 23:05:43.833833, cost_time=0:00:04.651173 2021-04-14 23:05:05,102 INFO : TRAIN, epoch=0148, iter=00030/00196, fetch data time cost=1.52ms, fps=1165 images/s, loss=0.2734, top1-acc=91.86%, top5-acc=99.67%, remaining_time=0:00:37.902946, arrival_time=2021-04-14 23:05:43.005266, cost_time=0:00:06.849921 2021-04-14 23:05:07,309 INFO : TRAIN, epoch=0148, iter=00040/00196, fetch data time cost=1.46ms, fps=1161 images/s, loss=0.2697, top1-acc=91.91%, top5-acc=99.66%, remaining_time=0:00:35.319960, arrival_time=2021-04-14 23:05:42.628885, cost_time=0:00:09.056383 2021-04-14 23:05:09,512 INFO : TRAIN, epoch=0148, iter=00050/00196, fetch data time cost=1.49ms, fps=1162 images/s, loss=0.2692, top1-acc=91.86%, top5-acc=99.68%, remaining_time=0:00:32.879784, arrival_time=2021-04-14 23:05:42.392161, cost_time=0:00:11.260177 2021-04-14 23:05:11,711 INFO : TRAIN, epoch=0148, iter=00060/00196, fetch data time cost=1.54ms, fps=1164 images/s, loss=0.2722, top1-acc=91.73%, top5-acc=99.65%, remaining_time=0:00:30.507520, arrival_time=2021-04-14 23:05:42.218988, cost_time=0:00:13.459201 2021-04-14 23:05:13,915 INFO : TRAIN, epoch=0148, iter=00070/00196, fetch data time cost=1.54ms, fps=1162 images/s, loss=0.2735, top1-acc=91.67%, top5-acc=99.64%, remaining_time=0:00:28.193256, arrival_time=2021-04-14 23:05:42.108431, cost_time=0:00:15.662894 2021-04-14 23:05:16,110 INFO : TRAIN, epoch=0148, iter=00080/00196, fetch data time cost=1.36ms, fps=1166 images/s, loss=0.2745, top1-acc=91.57%, top5-acc=99.64%, remaining_time=0:00:25.894912, arrival_time=2021-04-14 23:05:42.005699, cost_time=0:00:17.858562 2021-04-14 23:05:18,317 INFO : TRAIN, epoch=0148, iter=00090/00196, fetch data time cost=1.53ms, fps=1161 images/s, loss=0.2728, top1-acc=91.71%, top5-acc=99.64%, remaining_time=0:00:23.631640, arrival_time=2021-04-14 23:05:41.948628, cost_time=0:00:20.064631 2021-04-14 23:05:20,526 INFO : TRAIN, epoch=0148, iter=00100/00196, fetch data time cost=1.45ms, fps=1159 images/s, loss=0.2722, top1-acc=91.77%, top5-acc=99.62%, remaining_time=0:00:21.382752, arrival_time=2021-04-14 23:05:41.908801, cost_time=0:00:22.273747 2021-04-14 23:05:22,722 INFO : TRAIN, epoch=0148, iter=00110/00196, fetch data time cost=1.53ms, fps=1166 images/s, loss=0.2730, top1-acc=91.73%, top5-acc=99.60%, remaining_time=0:00:19.131474, arrival_time=2021-04-14 23:05:41.854221, cost_time=0:00:24.470481 2021-04-14 23:05:24,933 INFO : TRAIN, epoch=0148, iter=00120/00196, fetch data time cost=1.49ms, fps=1158 images/s, loss=0.2738, top1-acc=91.71%, top5-acc=99.61%, remaining_time=0:00:16.897916, arrival_time=2021-04-14 23:05:41.831074, cost_time=0:00:26.680874 2021-04-14 23:05:27,152 INFO : TRAIN, epoch=0148, iter=00130/00196, fetch data time cost=1.48ms, fps=1154 images/s, loss=0.2750, top1-acc=91.66%, top5-acc=99.61%, remaining_time=0:00:14.672196, arrival_time=2021-04-14 23:05:41.824258, cost_time=0:00:28.899789 2021-04-14 23:05:29,359 INFO : TRAIN, epoch=0148, iter=00140/00196, fetch data time cost=1.46ms, fps=1160 images/s, loss=0.2761, top1-acc=91.64%, top5-acc=99.62%, remaining_time=0:00:12.442976, arrival_time=2021-04-14 23:05:41.802785, cost_time=0:00:31.107388 2021-04-14 23:05:31,559 INFO : TRAIN, epoch=0148, iter=00150/00196, fetch data time cost=1.71ms, fps=1164 images/s, loss=0.2787, top1-acc=91.53%, top5-acc=99.61%, remaining_time=0:00:10.214162, arrival_time=2021-04-14 23:05:41.773536, cost_time=0:00:33.307100 2021-04-14 23:05:33,775 INFO : TRAIN, epoch=0148, iter=00160/00196, fetch data time cost=1.50ms, fps=1155 images/s, loss=0.2826, top1-acc=91.37%, top5-acc=99.59%, remaining_time=0:00:07.992756, arrival_time=2021-04-14 23:05:41.768391, cost_time=0:00:35.523310 2021-04-14 23:05:35,973 INFO : TRAIN, epoch=0148, iter=00170/00196, fetch data time cost=1.41ms, fps=1165 images/s, loss=0.2851, top1-acc=91.29%, top5-acc=99.58%, remaining_time=0:00:05.769140, arrival_time=2021-04-14 23:05:41.742677, cost_time=0:00:37.721261 2021-04-14 23:05:38,175 INFO : TRAIN, epoch=0148, iter=00180/00196, fetch data time cost=1.45ms, fps=1163 images/s, loss=0.2870, top1-acc=91.24%, top5-acc=99.57%, remaining_time=0:00:03.548736, arrival_time=2021-04-14 23:05:41.724383, cost_time=0:00:39.923362 2021-04-14 23:05:40,386 INFO : TRAIN, epoch=0148, iter=00190/00196, fetch data time cost=1.52ms, fps=1158 images/s, loss=0.2900, top1-acc=91.10%, top5-acc=99.57%, remaining_time=0:00:01.330548, arrival_time=2021-04-14 23:05:41.716890, cost_time=0:00:42.133999 2021-04-14 23:05:41,573 INFO : TRAIN, epoch=0148, iter=00196/00196, fetch data time cost=1.52ms, fps=1146 images/s, loss=0.2908, top1-acc=91.09%, top5-acc=99.56%, remaining_time=0:00:00, arrival_time=2021-04-14 23:05:41.573921, cost_time=0:00:43.321739 2021-04-14 23:05:42,448 INFO : EVAL, epoch=0148, iter=00010/00040, fetch data time cost=1.45ms, fps=2935 images/s, loss=1.1571, top1-acc=70.74%, top5-acc=92.03%, remaining_time=0:00:02.616750, arrival_time=2021-04-14 23:05:45.064852, cost_time=0:00:00.872249 2021-04-14 23:05:43,135 INFO : EVAL, epoch=0148, iter=00020/00040, fetch data time cost=1.41ms, fps=3726 images/s, loss=1.1546, top1-acc=70.23%, top5-acc=91.72%, remaining_time=0:00:01.559620, arrival_time=2021-04-14 23:05:44.695097, cost_time=0:00:01.559624 2021-04-14 23:05:43,828 INFO : EVAL, epoch=0148, iter=00030/00040, fetch data time cost=1.62ms, fps=3696 images/s, loss=1.1793, top1-acc=69.52%, top5-acc=91.28%, remaining_time=0:00:00.750880, arrival_time=2021-04-14 23:05:44.579478, cost_time=0:00:02.252647 2021-04-14 23:05:44,460 INFO : EVAL, epoch=0148, iter=00040/00040, fetch data time cost=0.08ms, fps=3676 images/s, loss=1.1687, top1-acc=69.61%, top5-acc=91.26%, remaining_time=0:00:00, arrival_time=2021-04-14 23:05:44.460187, cost_time=0:00:02.884349 2021-04-14 23:05:44,765 INFO : Epoch=0148 complete, best val top1-acc=69.61%, top5-acc=91.26% (epoch=148), remaining_time=0:40:14.690980, arrival_time=2021-04-14 23:45:59.456007, cost_time=1:54:32.581954 2021-04-14 23:05:44,766 INFO : Train start, epoch=0149, lr=0.015773 2021-04-14 23:05:47,166 INFO : TRAIN, epoch=0149, iter=00010/00196, fetch data time cost=2.30ms, fps=1067 images/s, loss=0.2643, top1-acc=92.15%, top5-acc=99.73%, remaining_time=0:00:44.632188, arrival_time=2021-04-14 23:06:31.798479, cost_time=0:00:02.399584 2021-04-14 23:05:49,366 INFO : TRAIN, epoch=0149, iter=00020/00196, fetch data time cost=1.57ms, fps=1164 images/s, loss=0.2687, top1-acc=92.32%, top5-acc=99.61%, remaining_time=0:00:40.478768, arrival_time=2021-04-14 23:06:29.845411, cost_time=0:00:04.599868 2021-04-14 23:05:51,571 INFO : TRAIN, epoch=0149, iter=00030/00196, fetch data time cost=2.02ms, fps=1161 images/s, loss=0.2784, top1-acc=91.81%, top5-acc=99.56%, remaining_time=0:00:37.655108, arrival_time=2021-04-14 23:06:29.226943, cost_time=0:00:06.805133 2021-04-14 23:05:53,776 INFO : TRAIN, epoch=0149, iter=00040/00196, fetch data time cost=1.53ms, fps=1161 images/s, loss=0.2845, top1-acc=91.54%, top5-acc=99.50%, remaining_time=0:00:35.138688, arrival_time=2021-04-14 23:06:28.915370, cost_time=0:00:09.009931 2021-04-14 23:05:55,977 INFO : TRAIN, epoch=0149, iter=00050/00196, fetch data time cost=2.07ms, fps=1164 images/s, loss=0.2767, top1-acc=91.83%, top5-acc=99.57%, remaining_time=0:00:32.734952, arrival_time=2021-04-14 23:06:28.712273, cost_time=0:00:11.210618 2021-04-14 23:05:58,170 INFO : TRAIN, epoch=0149, iter=00060/00196, fetch data time cost=1.47ms, fps=1168 images/s, loss=0.2749, top1-acc=91.78%, top5-acc=99.62%, remaining_time=0:00:30.381856, arrival_time=2021-04-14 23:06:28.552250, cost_time=0:00:13.403769 2021-04-14 23:06:00,373 INFO : TRAIN, epoch=0149, iter=00070/00196, fetch data time cost=2.12ms, fps=1162 images/s, loss=0.2759, top1-acc=91.77%, top5-acc=99.61%, remaining_time=0:00:28.091700, arrival_time=2021-04-14 23:06:28.464907, cost_time=0:00:15.606504 2021-04-14 23:06:02,574 INFO : TRAIN, epoch=0149, iter=00080/00196, fetch data time cost=1.46ms, fps=1163 images/s, loss=0.2742, top1-acc=91.87%, top5-acc=99.63%, remaining_time=0:00:25.821832, arrival_time=2021-04-14 23:06:28.396701, cost_time=0:00:17.808169 2021-04-14 23:06:04,777 INFO : TRAIN, epoch=0149, iter=00090/00196, fetch data time cost=1.52ms, fps=1162 images/s, loss=0.2741, top1-acc=91.83%, top5-acc=99.64%, remaining_time=0:00:23.568570, arrival_time=2021-04-14 23:06:28.346222, cost_time=0:00:20.011040 2021-04-14 23:06:06,978 INFO : TRAIN, epoch=0149, iter=00100/00196, fetch data time cost=1.41ms, fps=1163 images/s, loss=0.2731, top1-acc=91.91%, top5-acc=99.62%, remaining_time=0:00:21.323712, arrival_time=2021-04-14 23:06:28.302603, cost_time=0:00:22.212201 2021-04-14 23:06:09,174 INFO : TRAIN, epoch=0149, iter=00110/00196, fetch data time cost=1.42ms, fps=1166 images/s, loss=0.2722, top1-acc=91.92%, top5-acc=99.63%, remaining_time=0:00:19.082282, arrival_time=2021-04-14 23:06:28.256530, cost_time=0:00:24.407618 2021-04-14 23:06:11,376 INFO : TRAIN, epoch=0149, iter=00120/00196, fetch data time cost=1.56ms, fps=1163 images/s, loss=0.2728, top1-acc=91.87%, top5-acc=99.63%, remaining_time=0:00:16.852924, arrival_time=2021-04-14 23:06:28.229678, cost_time=0:00:26.609930 2021-04-14 23:06:13,580 INFO : TRAIN, epoch=0149, iter=00130/00196, fetch data time cost=1.36ms, fps=1162 images/s, loss=0.2731, top1-acc=91.82%, top5-acc=99.63%, remaining_time=0:00:14.628570, arrival_time=2021-04-14 23:06:28.209010, cost_time=0:00:28.813807 2021-04-14 23:06:15,790 INFO : TRAIN, epoch=0149, iter=00140/00196, fetch data time cost=1.55ms, fps=1159 images/s, loss=0.2744, top1-acc=91.78%, top5-acc=99.63%, remaining_time=0:00:12.409376, arrival_time=2021-04-14 23:06:28.199452, cost_time=0:00:31.023463 2021-04-14 23:06:17,998 INFO : TRAIN, epoch=0149, iter=00150/00196, fetch data time cost=1.48ms, fps=1160 images/s, loss=0.2753, top1-acc=91.74%, top5-acc=99.61%, remaining_time=0:00:10.190978, arrival_time=2021-04-14 23:06:28.189133, cost_time=0:00:33.231442 2021-04-14 23:06:20,220 INFO : TRAIN, epoch=0149, iter=00160/00196, fetch data time cost=1.62ms, fps=1152 images/s, loss=0.2767, top1-acc=91.67%, top5-acc=99.60%, remaining_time=0:00:07.977168, arrival_time=2021-04-14 23:06:28.197920, cost_time=0:00:35.454086 2021-04-14 23:06:22,418 INFO : TRAIN, epoch=0149, iter=00170/00196, fetch data time cost=1.54ms, fps=1165 images/s, loss=0.2780, top1-acc=91.61%, top5-acc=99.61%, remaining_time=0:00:05.758584, arrival_time=2021-04-14 23:06:28.177406, cost_time=0:00:37.652206 2021-04-14 23:06:24,624 INFO : TRAIN, epoch=0149, iter=00180/00196, fetch data time cost=1.63ms, fps=1161 images/s, loss=0.2779, top1-acc=91.62%, top5-acc=99.61%, remaining_time=0:00:03.542864, arrival_time=2021-04-14 23:06:28.166999, cost_time=0:00:39.857224 2021-04-14 23:06:26,830 INFO : TRAIN, epoch=0149, iter=00190/00196, fetch data time cost=1.46ms, fps=1161 images/s, loss=0.2785, top1-acc=91.59%, top5-acc=99.60%, remaining_time=0:00:01.328328, arrival_time=2021-04-14 23:06:28.158716, cost_time=0:00:42.063760 2021-04-14 23:06:28,007 INFO : TRAIN, epoch=0149, iter=00196/00196, fetch data time cost=1.26ms, fps=1156 images/s, loss=0.2792, top1-acc=91.56%, top5-acc=99.60%, remaining_time=0:00:00, arrival_time=2021-04-14 23:06:28.007706, cost_time=0:00:43.241107 2021-04-14 23:06:28,839 INFO : EVAL, epoch=0149, iter=00010/00040, fetch data time cost=0.20ms, fps=3085 images/s, loss=1.1262, top1-acc=70.62%, top5-acc=91.95%, remaining_time=0:00:02.489460, arrival_time=2021-04-14 23:06:31.328926, cost_time=0:00:00.829823 2021-04-14 23:06:29,528 INFO : EVAL, epoch=0149, iter=00020/00040, fetch data time cost=1.61ms, fps=3717 images/s, loss=1.1380, top1-acc=70.53%, top5-acc=91.54%, remaining_time=0:00:01.518800, arrival_time=2021-04-14 23:06:31.047231, cost_time=0:00:01.518800 2021-04-14 23:06:30,222 INFO : EVAL, epoch=0149, iter=00030/00040, fetch data time cost=1.38ms, fps=3690 images/s, loss=1.1371, top1-acc=70.76%, top5-acc=91.68%, remaining_time=0:00:00.737640, arrival_time=2021-04-14 23:06:30.960196, cost_time=0:00:02.212921 2021-04-14 23:06:30,853 INFO : EVAL, epoch=0149, iter=00040/00040, fetch data time cost=0.07ms, fps=3680 images/s, loss=1.1306, top1-acc=70.65%, top5-acc=91.77%, remaining_time=0:00:00, arrival_time=2021-04-14 23:06:30.853364, cost_time=0:00:02.843752 2021-04-14 23:06:31,176 INFO : Epoch=0149 complete, best val top1-acc=70.65%, top5-acc=91.77% (epoch=149), remaining_time=0:39:28.245996, arrival_time=2021-04-14 23:45:59.422315, cost_time=1:55:18.993260 2021-04-14 23:06:31,177 INFO : Train start, epoch=0150, lr=0.015204 2021-04-14 23:06:33,568 INFO : TRAIN, epoch=0150, iter=00010/00196, fetch data time cost=1.72ms, fps=1071 images/s, loss=0.2326, top1-acc=93.48%, top5-acc=99.73%, remaining_time=0:00:44.463114, arrival_time=2021-04-14 23:07:18.031425, cost_time=0:00:02.390488 2021-04-14 23:06:35,766 INFO : TRAIN, epoch=0150, iter=00020/00196, fetch data time cost=1.59ms, fps=1165 images/s, loss=0.2374, top1-acc=92.97%, top5-acc=99.79%, remaining_time=0:00:40.383200, arrival_time=2021-04-14 23:07:16.150090, cost_time=0:00:04.589004 2021-04-14 23:06:37,962 INFO : TRAIN, epoch=0150, iter=00030/00196, fetch data time cost=1.40ms, fps=1167 images/s, loss=0.2399, top1-acc=92.94%, top5-acc=99.73%, remaining_time=0:00:37.538908, arrival_time=2021-04-14 23:07:15.500872, cost_time=0:00:06.784130 2021-04-14 23:06:40,165 INFO : TRAIN, epoch=0150, iter=00040/00196, fetch data time cost=1.36ms, fps=1162 images/s, loss=0.2441, top1-acc=92.73%, top5-acc=99.71%, remaining_time=0:00:35.053512, arrival_time=2021-04-14 23:07:15.219402, cost_time=0:00:08.988077 2021-04-14 23:06:42,368 INFO : TRAIN, epoch=0150, iter=00050/00196, fetch data time cost=1.59ms, fps=1163 images/s, loss=0.2438, top1-acc=92.75%, top5-acc=99.70%, remaining_time=0:00:32.675968, arrival_time=2021-04-14 23:07:15.044208, cost_time=0:00:11.190422 2021-04-14 23:06:44,562 INFO : TRAIN, epoch=0150, iter=00060/00196, fetch data time cost=1.41ms, fps=1167 images/s, loss=0.2422, top1-acc=92.86%, top5-acc=99.68%, remaining_time=0:00:30.337792, arrival_time=2021-04-14 23:07:14.899933, cost_time=0:00:13.384330 2021-04-14 23:06:46,758 INFO : TRAIN, epoch=0150, iter=00070/00196, fetch data time cost=1.51ms, fps=1166 images/s, loss=0.2391, top1-acc=93.04%, top5-acc=99.70%, remaining_time=0:00:28.045080, arrival_time=2021-04-14 23:07:14.803699, cost_time=0:00:15.580609 2021-04-14 23:06:48,971 INFO : TRAIN, epoch=0150, iter=00080/00196, fetch data time cost=1.55ms, fps=1157 images/s, loss=0.2406, top1-acc=93.01%, top5-acc=99.71%, remaining_time=0:00:25.800140, arrival_time=2021-04-14 23:07:14.771138, cost_time=0:00:17.793191 2021-04-14 23:06:51,178 INFO : TRAIN, epoch=0150, iter=00090/00196, fetch data time cost=2.17ms, fps=1160 images/s, loss=0.2416, top1-acc=92.90%, top5-acc=99.71%, remaining_time=0:00:23.556910, arrival_time=2021-04-14 23:07:14.735852, cost_time=0:00:20.001128 2021-04-14 23:06:53,378 INFO : TRAIN, epoch=0150, iter=00100/00196, fetch data time cost=2.11ms, fps=1164 images/s, loss=0.2441, top1-acc=92.80%, top5-acc=99.71%, remaining_time=0:00:21.313056, arrival_time=2021-04-14 23:07:14.691926, cost_time=0:00:22.201055 2021-04-14 23:06:55,574 INFO : TRAIN, epoch=0150, iter=00110/00196, fetch data time cost=1.61ms, fps=1166 images/s, loss=0.2449, top1-acc=92.82%, top5-acc=99.70%, remaining_time=0:00:19.073510, arrival_time=2021-04-14 23:07:14.647652, cost_time=0:00:24.396334 2021-04-14 23:06:57,792 INFO : TRAIN, epoch=0150, iter=00120/00196, fetch data time cost=1.66ms, fps=1154 images/s, loss=0.2460, top1-acc=92.78%, top5-acc=99.70%, remaining_time=0:00:16.856116, arrival_time=2021-04-14 23:07:14.648976, cost_time=0:00:26.614955 2021-04-14 23:06:59,999 INFO : TRAIN, epoch=0150, iter=00130/00196, fetch data time cost=1.47ms, fps=1161 images/s, loss=0.2487, top1-acc=92.69%, top5-acc=99.69%, remaining_time=0:00:14.632266, arrival_time=2021-04-14 23:07:14.631280, cost_time=0:00:28.821182 2021-04-14 23:07:02,197 INFO : TRAIN, epoch=0150, iter=00140/00196, fetch data time cost=1.47ms, fps=1165 images/s, loss=0.2491, top1-acc=92.68%, top5-acc=99.70%, remaining_time=0:00:12.407696, arrival_time=2021-04-14 23:07:14.604800, cost_time=0:00:31.019291 2021-04-14 23:07:04,394 INFO : TRAIN, epoch=0150, iter=00150/00196, fetch data time cost=1.45ms, fps=1165 images/s, loss=0.2508, top1-acc=92.60%, top5-acc=99.70%, remaining_time=0:00:10.186332, arrival_time=2021-04-14 23:07:14.580489, cost_time=0:00:33.216351 2021-04-14 23:07:06,594 INFO : TRAIN, epoch=0150, iter=00160/00196, fetch data time cost=1.59ms, fps=1164 images/s, loss=0.2520, top1-acc=92.55%, top5-acc=99.70%, remaining_time=0:00:07.968708, arrival_time=2021-04-14 23:07:14.563021, cost_time=0:00:35.416498 2021-04-14 23:07:08,790 INFO : TRAIN, epoch=0150, iter=00170/00196, fetch data time cost=1.45ms, fps=1166 images/s, loss=0.2523, top1-acc=92.53%, top5-acc=99.71%, remaining_time=0:00:05.752552, arrival_time=2021-04-14 23:07:14.543191, cost_time=0:00:37.612820 2021-04-14 23:07:10,985 INFO : TRAIN, epoch=0150, iter=00180/00196, fetch data time cost=1.41ms, fps=1166 images/s, loss=0.2542, top1-acc=92.43%, top5-acc=99.69%, remaining_time=0:00:03.538480, arrival_time=2021-04-14 23:07:14.524285, cost_time=0:00:39.807984 2021-04-14 23:07:13,190 INFO : TRAIN, epoch=0150, iter=00190/00196, fetch data time cost=1.23ms, fps=1161 images/s, loss=0.2567, top1-acc=92.32%, top5-acc=99.69%, remaining_time=0:00:01.326726, arrival_time=2021-04-14 23:07:14.517548, cost_time=0:00:42.012943 2021-04-14 23:07:14,371 INFO : TRAIN, epoch=0150, iter=00196/00196, fetch data time cost=1.25ms, fps=1153 images/s, loss=0.2575, top1-acc=92.31%, top5-acc=99.69%, remaining_time=0:00:00, arrival_time=2021-04-14 23:07:14.371215, cost_time=0:00:43.193328 2021-04-14 23:07:15,240 INFO : EVAL, epoch=0150, iter=00010/00040, fetch data time cost=1.50ms, fps=2955 images/s, loss=1.1940, top1-acc=69.92%, top5-acc=91.95%, remaining_time=0:00:02.599350, arrival_time=2021-04-14 23:07:17.839347, cost_time=0:00:00.866448 2021-04-14 23:07:15,932 INFO : EVAL, epoch=0150, iter=00020/00040, fetch data time cost=1.81ms, fps=3700 images/s, loss=1.1879, top1-acc=69.98%, top5-acc=91.60%, remaining_time=0:00:01.558700, arrival_time=2021-04-14 23:07:17.490946, cost_time=0:00:01.558701 2021-04-14 23:07:16,632 INFO : EVAL, epoch=0150, iter=00030/00040, fetch data time cost=1.82ms, fps=3658 images/s, loss=1.1732, top1-acc=70.14%, top5-acc=91.72%, remaining_time=0:00:00.752980, arrival_time=2021-04-14 23:07:17.385529, cost_time=0:00:02.258937 2021-04-14 23:07:17,269 INFO : EVAL, epoch=0150, iter=00040/00040, fetch data time cost=0.09ms, fps=3647 images/s, loss=1.1842, top1-acc=69.79%, top5-acc=91.58%, remaining_time=0:00:00, arrival_time=2021-04-14 23:07:17.268958, cost_time=0:00:02.895426 2021-04-14 23:07:17,442 INFO : Epoch=0150 complete, best val top1-acc=70.65%, top5-acc=91.77% (epoch=149), remaining_time=0:38:41.753200, arrival_time=2021-04-14 23:45:59.195896, cost_time=1:56:05.259645 2021-04-14 23:07:17,443 INFO : Train start, epoch=0151, lr=0.014645 2021-04-14 23:07:19,831 INFO : TRAIN, epoch=0151, iter=00010/00196, fetch data time cost=1.56ms, fps=1072 images/s, loss=0.2491, top1-acc=92.15%, top5-acc=99.73%, remaining_time=0:00:44.408616, arrival_time=2021-04-14 23:08:04.240336, cost_time=0:00:02.387557 2021-04-14 23:07:22,038 INFO : TRAIN, epoch=0151, iter=00020/00196, fetch data time cost=1.77ms, fps=1160 images/s, loss=0.2445, top1-acc=92.36%, top5-acc=99.82%, remaining_time=0:00:40.431952, arrival_time=2021-04-14 23:08:02.470665, cost_time=0:00:04.594540 2021-04-14 23:07:24,244 INFO : TRAIN, epoch=0151, iter=00030/00196, fetch data time cost=1.54ms, fps=1161 images/s, loss=0.2365, top1-acc=92.84%, top5-acc=99.78%, remaining_time=0:00:37.626058, arrival_time=2021-04-14 23:08:01.870112, cost_time=0:00:06.799894 2021-04-14 23:07:26,448 INFO : TRAIN, epoch=0151, iter=00040/00196, fetch data time cost=2.54ms, fps=1162 images/s, loss=0.2357, top1-acc=92.92%, top5-acc=99.77%, remaining_time=0:00:35.115444, arrival_time=2021-04-14 23:08:01.563570, cost_time=0:00:09.003957 2021-04-14 23:07:28,655 INFO : TRAIN, epoch=0151, iter=00050/00196, fetch data time cost=2.24ms, fps=1160 images/s, loss=0.2360, top1-acc=92.88%, top5-acc=99.77%, remaining_time=0:00:32.736120, arrival_time=2021-04-14 23:08:01.391288, cost_time=0:00:11.210989 2021-04-14 23:07:30,862 INFO : TRAIN, epoch=0151, iter=00060/00196, fetch data time cost=1.52ms, fps=1160 images/s, loss=0.2365, top1-acc=92.86%, top5-acc=99.78%, remaining_time=0:00:30.415584, arrival_time=2021-04-14 23:08:01.278380, cost_time=0:00:13.418627 2021-04-14 23:07:33,070 INFO : TRAIN, epoch=0151, iter=00070/00196, fetch data time cost=1.61ms, fps=1160 images/s, loss=0.2372, top1-acc=92.77%, top5-acc=99.79%, remaining_time=0:00:28.127358, arrival_time=2021-04-14 23:08:01.197871, cost_time=0:00:15.626315 2021-04-14 23:07:35,266 INFO : TRAIN, epoch=0151, iter=00080/00196, fetch data time cost=1.43ms, fps=1166 images/s, loss=0.2407, top1-acc=92.61%, top5-acc=99.77%, remaining_time=0:00:25.841900, arrival_time=2021-04-14 23:08:01.107963, cost_time=0:00:17.821982 2021-04-14 23:07:37,463 INFO : TRAIN, epoch=0151, iter=00090/00196, fetch data time cost=1.44ms, fps=1165 images/s, loss=0.2422, top1-acc=92.64%, top5-acc=99.76%, remaining_time=0:00:23.578322, arrival_time=2021-04-14 23:08:01.041775, cost_time=0:00:20.019289 2021-04-14 23:07:39,665 INFO : TRAIN, epoch=0151, iter=00100/00196, fetch data time cost=1.69ms, fps=1163 images/s, loss=0.2427, top1-acc=92.59%, top5-acc=99.77%, remaining_time=0:00:21.332160, arrival_time=2021-04-14 23:08:00.997198, cost_time=0:00:22.220970 2021-04-14 23:07:41,863 INFO : TRAIN, epoch=0151, iter=00110/00196, fetch data time cost=1.36ms, fps=1165 images/s, loss=0.2433, top1-acc=92.56%, top5-acc=99.78%, remaining_time=0:00:19.091570, arrival_time=2021-04-14 23:08:00.955131, cost_time=0:00:24.419403 2021-04-14 23:07:44,064 INFO : TRAIN, epoch=0151, iter=00120/00196, fetch data time cost=1.82ms, fps=1164 images/s, loss=0.2449, top1-acc=92.53%, top5-acc=99.77%, remaining_time=0:00:16.859460, arrival_time=2021-04-14 23:08:00.923749, cost_time=0:00:26.620182 2021-04-14 23:07:46,275 INFO : TRAIN, epoch=0151, iter=00130/00196, fetch data time cost=1.40ms, fps=1158 images/s, loss=0.2459, top1-acc=92.49%, top5-acc=99.76%, remaining_time=0:00:14.637414, arrival_time=2021-04-14 23:08:00.913007, cost_time=0:00:28.831268 2021-04-14 23:07:48,482 INFO : TRAIN, epoch=0151, iter=00140/00196, fetch data time cost=2.03ms, fps=1161 images/s, loss=0.2462, top1-acc=92.52%, top5-acc=99.76%, remaining_time=0:00:12.415144, arrival_time=2021-04-14 23:08:00.897194, cost_time=0:00:31.037832 2021-04-14 23:07:50,690 INFO : TRAIN, epoch=0151, iter=00150/00196, fetch data time cost=1.37ms, fps=1159 images/s, loss=0.2476, top1-acc=92.47%, top5-acc=99.74%, remaining_time=0:00:10.195578, arrival_time=2021-04-14 23:08:00.886183, cost_time=0:00:33.246439 2021-04-14 23:07:52,893 INFO : TRAIN, epoch=0151, iter=00160/00196, fetch data time cost=1.54ms, fps=1162 images/s, loss=0.2490, top1-acc=92.43%, top5-acc=99.74%, remaining_time=0:00:07.976124, arrival_time=2021-04-14 23:08:00.869695, cost_time=0:00:35.449409 2021-04-14 23:07:55,094 INFO : TRAIN, epoch=0151, iter=00170/00196, fetch data time cost=1.49ms, fps=1164 images/s, loss=0.2498, top1-acc=92.43%, top5-acc=99.72%, remaining_time=0:00:05.758220, arrival_time=2021-04-14 23:08:00.852327, cost_time=0:00:37.649936 2021-04-14 23:07:57,294 INFO : TRAIN, epoch=0151, iter=00180/00196, fetch data time cost=1.54ms, fps=1164 images/s, loss=0.2509, top1-acc=92.40%, top5-acc=99.72%, remaining_time=0:00:03.542224, arrival_time=2021-04-14 23:08:00.836475, cost_time=0:00:39.850093 2021-04-14 23:07:59,503 INFO : TRAIN, epoch=0151, iter=00190/00196, fetch data time cost=1.44ms, fps=1159 images/s, loss=0.2516, top1-acc=92.40%, top5-acc=99.71%, remaining_time=0:00:01.328190, arrival_time=2021-04-14 23:08:00.831605, cost_time=0:00:42.059257 2021-04-14 23:08:00,689 INFO : TRAIN, epoch=0151, iter=00196/00196, fetch data time cost=1.48ms, fps=1147 images/s, loss=0.2508, top1-acc=92.43%, top5-acc=99.72%, remaining_time=0:00:00, arrival_time=2021-04-14 23:08:00.689268, cost_time=0:00:43.245195 2021-04-14 23:08:01,513 INFO : EVAL, epoch=0151, iter=00010/00040, fetch data time cost=2.93ms, fps=3113 images/s, loss=1.1477, top1-acc=70.78%, top5-acc=91.76%, remaining_time=0:00:02.467170, arrival_time=2021-04-14 23:08:03.980782, cost_time=0:00:00.822394 2021-04-14 23:08:02,200 INFO : EVAL, epoch=0151, iter=00020/00040, fetch data time cost=2.00ms, fps=3728 images/s, loss=1.1081, top1-acc=71.31%, top5-acc=91.95%, remaining_time=0:00:01.509440, arrival_time=2021-04-14 23:08:03.710188, cost_time=0:00:01.509432 2021-04-14 23:08:02,894 INFO : EVAL, epoch=0151, iter=00030/00040, fetch data time cost=1.34ms, fps=3693 images/s, loss=1.1005, top1-acc=71.43%, top5-acc=92.03%, remaining_time=0:00:00.734440, arrival_time=2021-04-14 23:08:03.628991, cost_time=0:00:02.203321 2021-04-14 23:08:03,527 INFO : EVAL, epoch=0151, iter=00040/00040, fetch data time cost=0.08ms, fps=3669 images/s, loss=1.1094, top1-acc=70.93%, top5-acc=91.70%, remaining_time=0:00:00, arrival_time=2021-04-14 23:08:03.527151, cost_time=0:00:02.835963 2021-04-14 23:08:03,840 INFO : Epoch=0151 complete, best val top1-acc=70.93%, top5-acc=91.70% (epoch=151), remaining_time=0:37:55.305935, arrival_time=2021-04-14 23:45:59.146097, cost_time=1:56:51.657095 2021-04-14 23:08:03,841 INFO : Train start, epoch=0152, lr=0.014094 2021-04-14 23:08:06,245 INFO : TRAIN, epoch=0152, iter=00010/00196, fetch data time cost=1.95ms, fps=1065 images/s, loss=0.2174, top1-acc=93.44%, top5-acc=99.77%, remaining_time=0:00:44.717562, arrival_time=2021-04-14 23:08:50.963444, cost_time=0:00:02.404168 2021-04-14 23:08:08,455 INFO : TRAIN, epoch=0152, iter=00020/00196, fetch data time cost=1.59ms, fps=1159 images/s, loss=0.2265, top1-acc=93.22%, top5-acc=99.80%, remaining_time=0:00:40.602320, arrival_time=2021-04-14 23:08:49.057911, cost_time=0:00:04.613893 2021-04-14 23:08:10,657 INFO : TRAIN, epoch=0152, iter=00030/00196, fetch data time cost=1.40ms, fps=1163 images/s, loss=0.2276, top1-acc=93.18%, top5-acc=99.80%, remaining_time=0:00:37.714702, arrival_time=2021-04-14 23:08:48.372371, cost_time=0:00:06.815922 2021-04-14 23:08:12,856 INFO : TRAIN, epoch=0152, iter=00040/00196, fetch data time cost=1.46ms, fps=1165 images/s, loss=0.2268, top1-acc=93.22%, top5-acc=99.82%, remaining_time=0:00:35.157564, arrival_time=2021-04-14 23:08:48.014061, cost_time=0:00:09.014743 2021-04-14 23:08:15,063 INFO : TRAIN, epoch=0152, iter=00050/00196, fetch data time cost=2.13ms, fps=1160 images/s, loss=0.2241, top1-acc=93.39%, top5-acc=99.83%, remaining_time=0:00:32.768240, arrival_time=2021-04-14 23:08:47.831941, cost_time=0:00:11.221999 2021-04-14 23:08:17,264 INFO : TRAIN, epoch=0152, iter=00060/00196, fetch data time cost=1.47ms, fps=1164 images/s, loss=0.2214, top1-acc=93.52%, top5-acc=99.83%, remaining_time=0:00:30.424288, arrival_time=2021-04-14 23:08:47.688406, cost_time=0:00:13.422482 2021-04-14 23:08:19,469 INFO : TRAIN, epoch=0152, iter=00070/00196, fetch data time cost=1.50ms, fps=1161 images/s, loss=0.2207, top1-acc=93.66%, top5-acc=99.80%, remaining_time=0:00:28.129878, arrival_time=2021-04-14 23:08:47.599307, cost_time=0:00:15.627718 2021-04-14 23:08:21,677 INFO : TRAIN, epoch=0152, iter=00080/00196, fetch data time cost=1.54ms, fps=1160 images/s, loss=0.2217, top1-acc=93.66%, top5-acc=99.81%, remaining_time=0:00:25.861504, arrival_time=2021-04-14 23:08:47.538737, cost_time=0:00:17.835512 2021-04-14 23:08:23,889 INFO : TRAIN, epoch=0152, iter=00090/00196, fetch data time cost=1.48ms, fps=1158 images/s, loss=0.2229, top1-acc=93.62%, top5-acc=99.80%, remaining_time=0:00:23.611394, arrival_time=2021-04-14 23:08:47.500411, cost_time=0:00:20.047394 2021-04-14 23:08:26,087 INFO : TRAIN, epoch=0152, iter=00100/00196, fetch data time cost=1.44ms, fps=1165 images/s, loss=0.2244, top1-acc=93.51%, top5-acc=99.79%, remaining_time=0:00:21.355680, arrival_time=2021-04-14 23:08:47.442950, cost_time=0:00:22.245524 2021-04-14 23:08:28,284 INFO : TRAIN, epoch=0152, iter=00110/00196, fetch data time cost=1.92ms, fps=1166 images/s, loss=0.2259, top1-acc=93.43%, top5-acc=99.79%, remaining_time=0:00:19.109716, arrival_time=2021-04-14 23:08:47.393987, cost_time=0:00:24.442658 2021-04-14 23:08:30,495 INFO : TRAIN, epoch=0152, iter=00120/00196, fetch data time cost=1.57ms, fps=1158 images/s, loss=0.2271, top1-acc=93.42%, top5-acc=99.79%, remaining_time=0:00:16.880360, arrival_time=2021-04-14 23:08:47.375322, cost_time=0:00:26.653195 2021-04-14 23:08:32,708 INFO : TRAIN, epoch=0152, iter=00130/00196, fetch data time cost=2.01ms, fps=1157 images/s, loss=0.2280, top1-acc=93.36%, top5-acc=99.78%, remaining_time=0:00:14.655564, arrival_time=2021-04-14 23:08:47.364269, cost_time=0:00:28.867073 2021-04-14 23:08:34,911 INFO : TRAIN, epoch=0152, iter=00140/00196, fetch data time cost=1.44ms, fps=1163 images/s, loss=0.2279, top1-acc=93.36%, top5-acc=99.77%, remaining_time=0:00:12.427744, arrival_time=2021-04-14 23:08:47.338787, cost_time=0:00:31.069426 2021-04-14 23:08:37,115 INFO : TRAIN, epoch=0152, iter=00150/00196, fetch data time cost=1.86ms, fps=1161 images/s, loss=0.2305, top1-acc=93.26%, top5-acc=99.76%, remaining_time=0:00:10.204042, arrival_time=2021-04-14 23:08:47.319751, cost_time=0:00:33.274028 2021-04-14 23:08:39,315 INFO : TRAIN, epoch=0152, iter=00160/00196, fetch data time cost=1.55ms, fps=1164 images/s, loss=0.2326, top1-acc=93.18%, top5-acc=99.76%, remaining_time=0:00:07.981668, arrival_time=2021-04-14 23:08:47.297474, cost_time=0:00:35.474108 2021-04-14 23:08:41,512 INFO : TRAIN, epoch=0152, iter=00170/00196, fetch data time cost=2.11ms, fps=1166 images/s, loss=0.2336, top1-acc=93.15%, top5-acc=99.75%, remaining_time=0:00:05.761392, arrival_time=2021-04-14 23:08:47.273772, cost_time=0:00:37.670682 2021-04-14 23:08:43,713 INFO : TRAIN, epoch=0152, iter=00180/00196, fetch data time cost=1.36ms, fps=1163 images/s, loss=0.2344, top1-acc=93.11%, top5-acc=99.74%, remaining_time=0:00:03.544176, arrival_time=2021-04-14 23:08:47.257917, cost_time=0:00:39.871972 2021-04-14 23:08:45,927 INFO : TRAIN, epoch=0152, iter=00190/00196, fetch data time cost=1.25ms, fps=1157 images/s, loss=0.2342, top1-acc=93.10%, top5-acc=99.74%, remaining_time=0:00:01.329006, arrival_time=2021-04-14 23:08:47.255926, cost_time=0:00:42.085220 2021-04-14 23:08:47,106 INFO : TRAIN, epoch=0152, iter=00196/00196, fetch data time cost=1.41ms, fps=1153 images/s, loss=0.2346, top1-acc=93.09%, top5-acc=99.73%, remaining_time=0:00:00, arrival_time=2021-04-14 23:08:47.106727, cost_time=0:00:43.265010 2021-04-14 23:08:47,930 INFO : EVAL, epoch=0152, iter=00010/00040, fetch data time cost=1.80ms, fps=3117 images/s, loss=1.1318, top1-acc=69.73%, top5-acc=91.76%, remaining_time=0:00:02.464050, arrival_time=2021-04-14 23:08:50.394356, cost_time=0:00:00.821350 2021-04-14 23:08:48,620 INFO : EVAL, epoch=0152, iter=00020/00040, fetch data time cost=1.38ms, fps=3710 images/s, loss=1.1360, top1-acc=70.10%, top5-acc=91.95%, remaining_time=0:00:01.511980, arrival_time=2021-04-14 23:08:50.132826, cost_time=0:00:01.511983 2021-04-14 23:08:49,319 INFO : EVAL, epoch=0152, iter=00030/00040, fetch data time cost=1.82ms, fps=3669 images/s, loss=1.1291, top1-acc=70.10%, top5-acc=91.97%, remaining_time=0:00:00.736730, arrival_time=2021-04-14 23:08:50.055921, cost_time=0:00:02.210203 2021-04-14 23:08:49,954 INFO : EVAL, epoch=0152, iter=00040/00040, fetch data time cost=0.09ms, fps=3656 images/s, loss=1.1330, top1-acc=70.22%, top5-acc=91.57%, remaining_time=0:00:00, arrival_time=2021-04-14 23:08:49.954491, cost_time=0:00:02.845627 2021-04-14 23:08:50,114 INFO : Epoch=0152 complete, best val top1-acc=70.93%, top5-acc=91.70% (epoch=151), remaining_time=0:37:08.820432, arrival_time=2021-04-14 23:45:58.934925, cost_time=1:57:37.931443 2021-04-14 23:08:50,115 INFO : Train start, epoch=0153, lr=0.013552 2021-04-14 23:08:52,499 INFO : TRAIN, epoch=0153, iter=00010/00196, fetch data time cost=1.55ms, fps=1074 images/s, loss=0.2184, top1-acc=93.67%, top5-acc=99.84%, remaining_time=0:00:44.336820, arrival_time=2021-04-14 23:09:36.836535, cost_time=0:00:02.383705 2021-04-14 23:08:54,702 INFO : TRAIN, epoch=0153, iter=00020/00196, fetch data time cost=1.56ms, fps=1163 images/s, loss=0.2224, top1-acc=93.63%, top5-acc=99.84%, remaining_time=0:00:40.357328, arrival_time=2021-04-14 23:09:35.059410, cost_time=0:00:04.586060 2021-04-14 23:08:56,914 INFO : TRAIN, epoch=0153, iter=00030/00196, fetch data time cost=1.59ms, fps=1158 images/s, loss=0.2187, top1-acc=93.67%, top5-acc=99.79%, remaining_time=0:00:37.617260, arrival_time=2021-04-14 23:09:34.531595, cost_time=0:00:06.798313 2021-04-14 23:08:59,113 INFO : TRAIN, epoch=0153, iter=00040/00196, fetch data time cost=1.48ms, fps=1164 images/s, loss=0.2249, top1-acc=93.34%, top5-acc=99.79%, remaining_time=0:00:35.090952, arrival_time=2021-04-14 23:09:34.204625, cost_time=0:00:08.997660 2021-04-14 23:09:01,312 INFO : TRAIN, epoch=0153, iter=00050/00196, fetch data time cost=1.36ms, fps=1165 images/s, loss=0.2222, top1-acc=93.42%, top5-acc=99.80%, remaining_time=0:00:32.693196, arrival_time=2021-04-14 23:09:34.005528, cost_time=0:00:11.196290 2021-04-14 23:09:03,511 INFO : TRAIN, epoch=0153, iter=00060/00196, fetch data time cost=1.35ms, fps=1164 images/s, loss=0.2239, top1-acc=93.37%, top5-acc=99.79%, remaining_time=0:00:30.363360, arrival_time=2021-04-14 23:09:33.874895, cost_time=0:00:13.395597 2021-04-14 23:09:05,706 INFO : TRAIN, epoch=0153, iter=00070/00196, fetch data time cost=1.41ms, fps=1166 images/s, loss=0.2238, top1-acc=93.46%, top5-acc=99.79%, remaining_time=0:00:28.063602, arrival_time=2021-04-14 23:09:33.770489, cost_time=0:00:15.590872 2021-04-14 23:09:07,908 INFO : TRAIN, epoch=0153, iter=00080/00196, fetch data time cost=1.43ms, fps=1163 images/s, loss=0.2228, top1-acc=93.48%, top5-acc=99.78%, remaining_time=0:00:25.799676, arrival_time=2021-04-14 23:09:33.708465, cost_time=0:00:17.792862 2021-04-14 23:09:10,112 INFO : TRAIN, epoch=0153, iter=00090/00196, fetch data time cost=1.52ms, fps=1162 images/s, loss=0.2224, top1-acc=93.50%, top5-acc=99.78%, remaining_time=0:00:23.551504, arrival_time=2021-04-14 23:09:33.664056, cost_time=0:00:19.996532 2021-04-14 23:09:12,316 INFO : TRAIN, epoch=0153, iter=00100/00196, fetch data time cost=1.57ms, fps=1162 images/s, loss=0.2225, top1-acc=93.53%, top5-acc=99.78%, remaining_time=0:00:21.312192, arrival_time=2021-04-14 23:09:33.628272, cost_time=0:00:22.200150 2021-04-14 23:09:14,520 INFO : TRAIN, epoch=0153, iter=00110/00196, fetch data time cost=1.83ms, fps=1162 images/s, loss=0.2213, top1-acc=93.57%, top5-acc=99.78%, remaining_time=0:00:19.079702, arrival_time=2021-04-14 23:09:33.600098, cost_time=0:00:24.404256 2021-04-14 23:09:16,738 INFO : TRAIN, epoch=0153, iter=00120/00196, fetch data time cost=1.64ms, fps=1155 images/s, loss=0.2229, top1-acc=93.50%, top5-acc=99.78%, remaining_time=0:00:16.860524, arrival_time=2021-04-14 23:09:33.598551, cost_time=0:00:26.621919 2021-04-14 23:09:18,956 INFO : TRAIN, epoch=0153, iter=00130/00196, fetch data time cost=1.59ms, fps=1154 images/s, loss=0.2236, top1-acc=93.44%, top5-acc=99.78%, remaining_time=0:00:14.641902, arrival_time=2021-04-14 23:09:33.598315, cost_time=0:00:28.840144 2021-04-14 23:09:21,170 INFO : TRAIN, epoch=0153, iter=00140/00196, fetch data time cost=1.40ms, fps=1157 images/s, loss=0.2242, top1-acc=93.44%, top5-acc=99.79%, remaining_time=0:00:12.421864, arrival_time=2021-04-14 23:09:33.592551, cost_time=0:00:31.054626 2021-04-14 23:09:23,373 INFO : TRAIN, epoch=0153, iter=00150/00196, fetch data time cost=1.65ms, fps=1163 images/s, loss=0.2235, top1-acc=93.48%, top5-acc=99.79%, remaining_time=0:00:10.198936, arrival_time=2021-04-14 23:09:33.572410, cost_time=0:00:33.257387 2021-04-14 23:09:25,570 INFO : TRAIN, epoch=0153, iter=00160/00196, fetch data time cost=1.64ms, fps=1166 images/s, loss=0.2245, top1-acc=93.44%, top5-acc=99.80%, remaining_time=0:00:07.977204, arrival_time=2021-04-14 23:09:33.547531, cost_time=0:00:35.454187 2021-04-14 23:09:27,777 INFO : TRAIN, epoch=0153, iter=00170/00196, fetch data time cost=1.99ms, fps=1160 images/s, loss=0.2252, top1-acc=93.42%, top5-acc=99.80%, remaining_time=0:00:05.760014, arrival_time=2021-04-14 23:09:33.537658, cost_time=0:00:37.661578 2021-04-14 23:09:29,977 INFO : TRAIN, epoch=0153, iter=00180/00196, fetch data time cost=1.45ms, fps=1164 images/s, loss=0.2263, top1-acc=93.37%, top5-acc=99.79%, remaining_time=0:00:03.543184, arrival_time=2021-04-14 23:09:33.520095, cost_time=0:00:39.860897 2021-04-14 23:09:32,181 INFO : TRAIN, epoch=0153, iter=00190/00196, fetch data time cost=1.24ms, fps=1162 images/s, loss=0.2266, top1-acc=93.38%, top5-acc=99.78%, remaining_time=0:00:01.328370, arrival_time=2021-04-14 23:09:33.509468, cost_time=0:00:42.064969 2021-04-14 23:09:33,363 INFO : TRAIN, epoch=0153, iter=00196/00196, fetch data time cost=1.26ms, fps=1151 images/s, loss=0.2283, top1-acc=93.32%, top5-acc=99.77%, remaining_time=0:00:00, arrival_time=2021-04-14 23:09:33.363425, cost_time=0:00:43.247436 2021-04-14 23:09:34,241 INFO : EVAL, epoch=0153, iter=00010/00040, fetch data time cost=0.21ms, fps=2926 images/s, loss=1.1038, top1-acc=71.37%, top5-acc=92.89%, remaining_time=0:00:02.625060, arrival_time=2021-04-14 23:09:36.866617, cost_time=0:00:00.875025 2021-04-14 23:09:34,936 INFO : EVAL, epoch=0153, iter=00020/00040, fetch data time cost=1.47ms, fps=3685 images/s, loss=1.1365, top1-acc=70.31%, top5-acc=92.68%, remaining_time=0:00:01.570020, arrival_time=2021-04-14 23:09:36.506766, cost_time=0:00:01.570025 2021-04-14 23:09:35,627 INFO : EVAL, epoch=0153, iter=00030/00040, fetch data time cost=1.63ms, fps=3708 images/s, loss=1.1160, top1-acc=70.89%, top5-acc=92.37%, remaining_time=0:00:00.753730, arrival_time=2021-04-14 23:09:36.381446, cost_time=0:00:02.261179 2021-04-14 23:09:36,259 INFO : EVAL, epoch=0153, iter=00040/00040, fetch data time cost=0.10ms, fps=3675 images/s, loss=1.1195, top1-acc=70.89%, top5-acc=92.31%, remaining_time=0:00:00, arrival_time=2021-04-14 23:09:36.259298, cost_time=0:00:02.892755 2021-04-14 23:09:36,414 INFO : Epoch=0153 complete, best val top1-acc=70.93%, top5-acc=91.70% (epoch=151), remaining_time=0:36:22.345736, arrival_time=2021-04-14 23:45:58.760669, cost_time=1:58:24.231892 2021-04-14 23:09:36,416 INFO : Train start, epoch=0154, lr=0.013018 2021-04-14 23:09:38,824 INFO : TRAIN, epoch=0154, iter=00010/00196, fetch data time cost=1.56ms, fps=1063 images/s, loss=0.1887, top1-acc=94.65%, top5-acc=99.80%, remaining_time=0:00:44.779500, arrival_time=2021-04-14 23:10:23.603421, cost_time=0:00:02.407496 2021-04-14 23:09:41,020 INFO : TRAIN, epoch=0154, iter=00020/00196, fetch data time cost=2.11ms, fps=1166 images/s, loss=0.1947, top1-acc=94.49%, top5-acc=99.79%, remaining_time=0:00:40.517840, arrival_time=2021-04-14 23:10:21.538609, cost_time=0:00:04.604295 2021-04-14 23:09:43,224 INFO : TRAIN, epoch=0154, iter=00030/00196, fetch data time cost=1.47ms, fps=1162 images/s, loss=0.1976, top1-acc=94.32%, top5-acc=99.80%, remaining_time=0:00:37.669550, arrival_time=2021-04-14 23:10:20.893714, cost_time=0:00:06.807737 2021-04-14 23:09:45,423 INFO : TRAIN, epoch=0154, iter=00040/00196, fetch data time cost=1.46ms, fps=1164 images/s, loss=0.1991, top1-acc=94.37%, top5-acc=99.83%, remaining_time=0:00:35.127924, arrival_time=2021-04-14 23:10:20.551510, cost_time=0:00:09.007170 2021-04-14 23:09:47,627 INFO : TRAIN, epoch=0154, iter=00050/00196, fetch data time cost=1.47ms, fps=1162 images/s, loss=0.2026, top1-acc=94.26%, top5-acc=99.83%, remaining_time=0:00:32.735828, arrival_time=2021-04-14 23:10:20.363127, cost_time=0:00:11.210880 2021-04-14 23:09:49,823 INFO : TRAIN, epoch=0154, iter=00060/00196, fetch data time cost=2.22ms, fps=1166 images/s, loss=0.2050, top1-acc=94.15%, top5-acc=99.82%, remaining_time=0:00:30.388928, arrival_time=2021-04-14 23:10:20.212216, cost_time=0:00:13.406876 2021-04-14 23:09:52,023 INFO : TRAIN, epoch=0154, iter=00070/00196, fetch data time cost=1.55ms, fps=1164 images/s, loss=0.2065, top1-acc=94.08%, top5-acc=99.82%, remaining_time=0:00:28.091952, arrival_time=2021-04-14 23:10:20.114922, cost_time=0:00:15.606616 2021-04-14 23:09:54,217 INFO : TRAIN, epoch=0154, iter=00080/00196, fetch data time cost=1.46ms, fps=1167 images/s, loss=0.2091, top1-acc=93.94%, top5-acc=99.82%, remaining_time=0:00:25.811508, arrival_time=2021-04-14 23:10:20.029007, cost_time=0:00:17.801070 2021-04-14 23:09:56,415 INFO : TRAIN, epoch=0154, iter=00090/00196, fetch data time cost=1.50ms, fps=1165 images/s, loss=0.2099, top1-acc=93.89%, top5-acc=99.84%, remaining_time=0:00:23.555002, arrival_time=2021-04-14 23:10:19.970901, cost_time=0:00:19.999565 2021-04-14 23:09:58,624 INFO : TRAIN, epoch=0154, iter=00100/00196, fetch data time cost=1.47ms, fps=1160 images/s, loss=0.2098, top1-acc=93.90%, top5-acc=99.82%, remaining_time=0:00:21.319296, arrival_time=2021-04-14 23:10:19.943331, cost_time=0:00:22.207611 2021-04-14 23:10:00,822 INFO : TRAIN, epoch=0154, iter=00110/00196, fetch data time cost=1.85ms, fps=1165 images/s, loss=0.2090, top1-acc=93.93%, top5-acc=99.83%, remaining_time=0:00:19.081336, arrival_time=2021-04-14 23:10:19.904010, cost_time=0:00:24.406338 2021-04-14 23:10:03,023 INFO : TRAIN, epoch=0154, iter=00120/00196, fetch data time cost=1.53ms, fps=1164 images/s, loss=0.2110, top1-acc=93.91%, top5-acc=99.81%, remaining_time=0:00:16.850796, arrival_time=2021-04-14 23:10:19.873846, cost_time=0:00:26.606578 2021-04-14 23:10:05,225 INFO : TRAIN, epoch=0154, iter=00130/00196, fetch data time cost=1.59ms, fps=1163 images/s, loss=0.2111, top1-acc=93.91%, top5-acc=99.82%, remaining_time=0:00:14.625996, arrival_time=2021-04-14 23:10:19.851061, cost_time=0:00:28.808736 2021-04-14 23:10:07,422 INFO : TRAIN, epoch=0154, iter=00140/00196, fetch data time cost=1.44ms, fps=1165 images/s, loss=0.2112, top1-acc=93.90%, top5-acc=99.83%, remaining_time=0:00:12.402432, arrival_time=2021-04-14 23:10:19.824908, cost_time=0:00:31.006130 2021-04-14 23:10:09,619 INFO : TRAIN, epoch=0154, iter=00150/00196, fetch data time cost=1.41ms, fps=1166 images/s, loss=0.2123, top1-acc=93.87%, top5-acc=99.83%, remaining_time=0:00:10.182100, arrival_time=2021-04-14 23:10:19.801019, cost_time=0:00:33.202490 2021-04-14 23:10:11,814 INFO : TRAIN, epoch=0154, iter=00160/00196, fetch data time cost=1.52ms, fps=1166 images/s, loss=0.2118, top1-acc=93.88%, top5-acc=99.83%, remaining_time=0:00:07.964568, arrival_time=2021-04-14 23:10:19.779013, cost_time=0:00:35.398115 2021-04-14 23:10:14,014 INFO : TRAIN, epoch=0154, iter=00170/00196, fetch data time cost=1.60ms, fps=1164 images/s, loss=0.2126, top1-acc=93.83%, top5-acc=99.83%, remaining_time=0:00:05.750290, arrival_time=2021-04-14 23:10:19.764751, cost_time=0:00:37.598079 2021-04-14 23:10:16,241 INFO : TRAIN, epoch=0154, iter=00180/00196, fetch data time cost=1.45ms, fps=1150 images/s, loss=0.2132, top1-acc=93.80%, top5-acc=99.82%, remaining_time=0:00:03.540032, arrival_time=2021-04-14 23:10:19.781833, cost_time=0:00:39.825321 2021-04-14 23:10:18,440 INFO : TRAIN, epoch=0154, iter=00190/00196, fetch data time cost=1.39ms, fps=1165 images/s, loss=0.2141, top1-acc=93.78%, top5-acc=99.81%, remaining_time=0:00:01.327074, arrival_time=2021-04-14 23:10:19.767478, cost_time=0:00:42.024069 2021-04-14 23:10:19,620 INFO : TRAIN, epoch=0154, iter=00196/00196, fetch data time cost=1.27ms, fps=1153 images/s, loss=0.2152, top1-acc=93.74%, top5-acc=99.81%, remaining_time=0:00:00, arrival_time=2021-04-14 23:10:19.620144, cost_time=0:00:43.203810 2021-04-14 23:10:20,424 INFO : EVAL, epoch=0154, iter=00010/00040, fetch data time cost=1.55ms, fps=3190 images/s, loss=1.1085, top1-acc=71.25%, top5-acc=91.95%, remaining_time=0:00:02.407110, arrival_time=2021-04-14 23:10:22.831604, cost_time=0:00:00.802373 2021-04-14 23:10:21,122 INFO : EVAL, epoch=0154, iter=00020/00040, fetch data time cost=1.73ms, fps=3670 images/s, loss=1.1235, top1-acc=70.53%, top5-acc=92.09%, remaining_time=0:00:01.500240, arrival_time=2021-04-14 23:10:22.622632, cost_time=0:00:01.500240 2021-04-14 23:10:21,825 INFO : EVAL, epoch=0154, iter=00030/00040, fetch data time cost=1.84ms, fps=3646 images/s, loss=1.1343, top1-acc=70.56%, top5-acc=91.87%, remaining_time=0:00:00.734260, arrival_time=2021-04-14 23:10:22.559321, cost_time=0:00:02.202781 2021-04-14 23:10:22,463 INFO : EVAL, epoch=0154, iter=00040/00040, fetch data time cost=0.09ms, fps=3639 images/s, loss=1.1394, top1-acc=70.25%, top5-acc=91.77%, remaining_time=0:00:00, arrival_time=2021-04-14 23:10:22.463399, cost_time=0:00:02.841234 2021-04-14 23:10:22,632 INFO : Epoch=0154 complete, best val top1-acc=70.93%, top5-acc=91.70% (epoch=151), remaining_time=0:35:35.848540, arrival_time=2021-04-14 23:45:58.481021, cost_time=1:59:10.449413 2021-04-14 23:10:22,633 INFO : Train start, epoch=0155, lr=0.012494 2021-04-14 23:10:25,005 INFO : TRAIN, epoch=0155, iter=00010/00196, fetch data time cost=1.51ms, fps=1079 images/s, loss=0.2087, top1-acc=93.75%, top5-acc=99.80%, remaining_time=0:00:44.111946, arrival_time=2021-04-14 23:11:09.117712, cost_time=0:00:02.371607 2021-04-14 23:10:27,212 INFO : TRAIN, epoch=0155, iter=00020/00196, fetch data time cost=1.47ms, fps=1161 images/s, loss=0.2040, top1-acc=94.12%, top5-acc=99.77%, remaining_time=0:00:40.289216, arrival_time=2021-04-14 23:11:07.501569, cost_time=0:00:04.578322 2021-04-14 23:10:29,413 INFO : TRAIN, epoch=0155, iter=00030/00196, fetch data time cost=1.43ms, fps=1164 images/s, loss=0.2040, top1-acc=94.13%, top5-acc=99.80%, remaining_time=0:00:37.509692, arrival_time=2021-04-14 23:11:06.922594, cost_time=0:00:06.778862 2021-04-14 23:10:31,618 INFO : TRAIN, epoch=0155, iter=00040/00196, fetch data time cost=1.46ms, fps=1161 images/s, loss=0.1984, top1-acc=94.36%, top5-acc=99.84%, remaining_time=0:00:35.040408, arrival_time=2021-04-14 23:11:06.659187, cost_time=0:00:08.984710 2021-04-14 23:10:33,813 INFO : TRAIN, epoch=0155, iter=00050/00196, fetch data time cost=1.56ms, fps=1167 images/s, loss=0.1969, top1-acc=94.34%, top5-acc=99.86%, remaining_time=0:00:32.643848, arrival_time=2021-04-14 23:11:06.457220, cost_time=0:00:11.179420 2021-04-14 23:10:36,014 INFO : TRAIN, epoch=0155, iter=00060/00196, fetch data time cost=1.44ms, fps=1163 images/s, loss=0.1954, top1-acc=94.47%, top5-acc=99.86%, remaining_time=0:00:30.329632, arrival_time=2021-04-14 23:11:06.344361, cost_time=0:00:13.380693 2021-04-14 23:10:38,213 INFO : TRAIN, epoch=0155, iter=00070/00196, fetch data time cost=1.58ms, fps=1165 images/s, loss=0.1961, top1-acc=94.55%, top5-acc=99.86%, remaining_time=0:00:28.042686, arrival_time=2021-04-14 23:11:06.255984, cost_time=0:00:15.579267 2021-04-14 23:10:40,428 INFO : TRAIN, epoch=0155, iter=00080/00196, fetch data time cost=1.36ms, fps=1156 images/s, loss=0.1953, top1-acc=94.57%, top5-acc=99.85%, remaining_time=0:00:25.802112, arrival_time=2021-04-14 23:11:06.230661, cost_time=0:00:17.794555 2021-04-14 23:10:42,634 INFO : TRAIN, epoch=0155, iter=00090/00196, fetch data time cost=1.35ms, fps=1161 images/s, loss=0.1962, top1-acc=94.50%, top5-acc=99.85%, remaining_time=0:00:23.555638, arrival_time=2021-04-14 23:11:06.189737, cost_time=0:00:20.000057 2021-04-14 23:10:44,839 INFO : TRAIN, epoch=0155, iter=00100/00196, fetch data time cost=1.62ms, fps=1161 images/s, loss=0.1960, top1-acc=94.52%, top5-acc=99.83%, remaining_time=0:00:21.317664, arrival_time=2021-04-14 23:11:06.157473, cost_time=0:00:22.205861 2021-04-14 23:10:47,045 INFO : TRAIN, epoch=0155, iter=00110/00196, fetch data time cost=1.61ms, fps=1161 images/s, loss=0.1950, top1-acc=94.60%, top5-acc=99.84%, remaining_time=0:00:19.085120, arrival_time=2021-04-14 23:11:06.130332, cost_time=0:00:24.411179 2021-04-14 23:10:49,242 INFO : TRAIN, epoch=0155, iter=00120/00196, fetch data time cost=1.45ms, fps=1166 images/s, loss=0.1951, top1-acc=94.55%, top5-acc=99.83%, remaining_time=0:00:16.851708, arrival_time=2021-04-14 23:11:06.093620, cost_time=0:00:26.607954 2021-04-14 23:10:51,449 INFO : TRAIN, epoch=0155, iter=00130/00196, fetch data time cost=1.55ms, fps=1160 images/s, loss=0.1945, top1-acc=94.56%, top5-acc=99.84%, remaining_time=0:00:14.629230, arrival_time=2021-04-14 23:11:06.078301, cost_time=0:00:28.815122 2021-04-14 23:10:53,655 INFO : TRAIN, epoch=0155, iter=00140/00196, fetch data time cost=1.59ms, fps=1161 images/s, loss=0.1948, top1-acc=94.54%, top5-acc=99.84%, remaining_time=0:00:12.408480, arrival_time=2021-04-14 23:11:06.063698, cost_time=0:00:31.021180 2021-04-14 23:10:55,857 INFO : TRAIN, epoch=0155, iter=00150/00196, fetch data time cost=1.51ms, fps=1163 images/s, loss=0.1953, top1-acc=94.49%, top5-acc=99.84%, remaining_time=0:00:10.188448, arrival_time=2021-04-14 23:11:06.045684, cost_time=0:00:33.223236 2021-04-14 23:10:58,064 INFO : TRAIN, epoch=0155, iter=00160/00196, fetch data time cost=1.65ms, fps=1160 images/s, loss=0.1970, top1-acc=94.43%, top5-acc=99.84%, remaining_time=0:00:07.971768, arrival_time=2021-04-14 23:11:06.035840, cost_time=0:00:35.430114 2021-04-14 23:11:00,274 INFO : TRAIN, epoch=0155, iter=00170/00196, fetch data time cost=1.82ms, fps=1158 images/s, loss=0.1991, top1-acc=94.33%, top5-acc=99.83%, remaining_time=0:00:05.756816, arrival_time=2021-04-14 23:11:06.031581, cost_time=0:00:37.640726 2021-04-14 23:11:02,481 INFO : TRAIN, epoch=0155, iter=00180/00196, fetch data time cost=1.28ms, fps=1160 images/s, loss=0.2009, top1-acc=94.28%, top5-acc=99.83%, remaining_time=0:00:03.542032, arrival_time=2021-04-14 23:11:06.023896, cost_time=0:00:39.847922 2021-04-14 23:11:04,683 INFO : TRAIN, epoch=0155, iter=00190/00196, fetch data time cost=1.44ms, fps=1163 images/s, loss=0.2023, top1-acc=94.20%, top5-acc=99.82%, remaining_time=0:00:01.327878, arrival_time=2021-04-14 23:11:06.011400, cost_time=0:00:42.049542 2021-04-14 23:11:05,866 INFO : TRAIN, epoch=0155, iter=00196/00196, fetch data time cost=1.24ms, fps=1150 images/s, loss=0.2028, top1-acc=94.19%, top5-acc=99.82%, remaining_time=0:00:00, arrival_time=2021-04-14 23:11:05.866628, cost_time=0:00:43.232679 2021-04-14 23:11:06,674 INFO : EVAL, epoch=0155, iter=00010/00040, fetch data time cost=3.03ms, fps=3175 images/s, loss=1.1581, top1-acc=70.98%, top5-acc=91.29%, remaining_time=0:00:02.418840, arrival_time=2021-04-14 23:11:09.093665, cost_time=0:00:00.806282 2021-04-14 23:11:07,361 INFO : EVAL, epoch=0155, iter=00020/00040, fetch data time cost=1.34ms, fps=3732 images/s, loss=1.1778, top1-acc=69.80%, top5-acc=91.43%, remaining_time=0:00:01.492640, arrival_time=2021-04-14 23:11:08.853920, cost_time=0:00:01.492650 2021-04-14 23:11:08,049 INFO : EVAL, epoch=0155, iter=00030/00040, fetch data time cost=1.29ms, fps=3721 images/s, loss=1.1783, top1-acc=69.82%, top5-acc=91.48%, remaining_time=0:00:00.727060, arrival_time=2021-04-14 23:11:08.776787, cost_time=0:00:02.181179 2021-04-14 23:11:08,681 INFO : EVAL, epoch=0155, iter=00040/00040, fetch data time cost=0.08ms, fps=3676 images/s, loss=1.1800, top1-acc=70.14%, top5-acc=91.57%, remaining_time=0:00:00, arrival_time=2021-04-14 23:11:08.681221, cost_time=0:00:02.812696 2021-04-14 23:11:08,869 INFO : Epoch=0155 complete, best val top1-acc=70.93%, top5-acc=91.70% (epoch=151), remaining_time=0:34:49.360440, arrival_time=2021-04-14 23:45:58.229494, cost_time=1:59:56.686002 2021-04-14 23:11:08,871 INFO : Train start, epoch=0156, lr=0.011980 2021-04-14 23:11:11,285 INFO : TRAIN, epoch=0156, iter=00010/00196, fetch data time cost=1.54ms, fps=1060 images/s, loss=0.2158, top1-acc=93.20%, top5-acc=99.80%, remaining_time=0:00:44.910072, arrival_time=2021-04-14 23:11:56.195876, cost_time=0:00:02.414521 2021-04-14 23:11:13,513 INFO : TRAIN, epoch=0156, iter=00020/00196, fetch data time cost=1.65ms, fps=1150 images/s, loss=0.2010, top1-acc=93.91%, top5-acc=99.84%, remaining_time=0:00:40.851008, arrival_time=2021-04-14 23:11:54.364445, cost_time=0:00:04.642152 2021-04-14 23:11:15,722 INFO : TRAIN, epoch=0156, iter=00030/00196, fetch data time cost=1.86ms, fps=1159 images/s, loss=0.1949, top1-acc=94.30%, top5-acc=99.90%, remaining_time=0:00:37.907096, arrival_time=2021-04-14 23:11:53.629158, cost_time=0:00:06.850676 2021-04-14 23:11:17,943 INFO : TRAIN, epoch=0156, iter=00040/00196, fetch data time cost=1.49ms, fps=1153 images/s, loss=0.1889, top1-acc=94.59%, top5-acc=99.89%, remaining_time=0:00:35.380176, arrival_time=2021-04-14 23:11:53.323459, cost_time=0:00:09.071840 2021-04-14 23:11:20,153 INFO : TRAIN, epoch=0156, iter=00050/00196, fetch data time cost=1.66ms, fps=1159 images/s, loss=0.1870, top1-acc=94.73%, top5-acc=99.89%, remaining_time=0:00:32.944900, arrival_time=2021-04-14 23:11:53.098683, cost_time=0:00:11.282486 2021-04-14 23:11:22,358 INFO : TRAIN, epoch=0156, iter=00060/00196, fetch data time cost=1.52ms, fps=1162 images/s, loss=0.1852, top1-acc=94.69%, top5-acc=99.90%, remaining_time=0:00:30.569944, arrival_time=2021-04-14 23:11:52.927998, cost_time=0:00:13.486759 2021-04-14 23:11:24,558 INFO : TRAIN, epoch=0156, iter=00070/00196, fetch data time cost=1.63ms, fps=1164 images/s, loss=0.1845, top1-acc=94.71%, top5-acc=99.89%, remaining_time=0:00:28.236600, arrival_time=2021-04-14 23:11:52.794953, cost_time=0:00:15.686997 2021-04-14 23:11:26,768 INFO : TRAIN, epoch=0156, iter=00080/00196, fetch data time cost=2.11ms, fps=1159 images/s, loss=0.1843, top1-acc=94.74%, top5-acc=99.88%, remaining_time=0:00:25.951288, arrival_time=2021-04-14 23:11:52.720017, cost_time=0:00:17.897413 2021-04-14 23:11:28,970 INFO : TRAIN, epoch=0156, iter=00090/00196, fetch data time cost=1.42ms, fps=1163 images/s, loss=0.1843, top1-acc=94.75%, top5-acc=99.87%, remaining_time=0:00:23.672768, arrival_time=2021-04-14 23:11:52.643458, cost_time=0:00:20.099476 2021-04-14 23:11:31,172 INFO : TRAIN, epoch=0156, iter=00100/00196, fetch data time cost=1.57ms, fps=1163 images/s, loss=0.1851, top1-acc=94.71%, top5-acc=99.88%, remaining_time=0:00:21.408576, arrival_time=2021-04-14 23:11:52.580519, cost_time=0:00:22.300646 2021-04-14 23:11:33,373 INFO : TRAIN, epoch=0156, iter=00110/00196, fetch data time cost=1.60ms, fps=1163 images/s, loss=0.1855, top1-acc=94.69%, top5-acc=99.88%, remaining_time=0:00:19.155898, arrival_time=2021-04-14 23:11:52.528889, cost_time=0:00:24.501783 2021-04-14 23:11:35,590 INFO : TRAIN, epoch=0156, iter=00120/00196, fetch data time cost=1.59ms, fps=1155 images/s, loss=0.1856, top1-acc=94.66%, top5-acc=99.87%, remaining_time=0:00:16.922236, arrival_time=2021-04-14 23:11:52.512806, cost_time=0:00:26.719278 2021-04-14 23:11:37,800 INFO : TRAIN, epoch=0156, iter=00130/00196, fetch data time cost=1.73ms, fps=1159 images/s, loss=0.1851, top1-acc=94.68%, top5-acc=99.88%, remaining_time=0:00:14.687112, arrival_time=2021-04-14 23:11:52.487550, cost_time=0:00:28.929134 2021-04-14 23:11:40,007 INFO : TRAIN, epoch=0156, iter=00140/00196, fetch data time cost=1.32ms, fps=1160 images/s, loss=0.1856, top1-acc=94.65%, top5-acc=99.87%, remaining_time=0:00:12.454288, arrival_time=2021-04-14 23:11:52.461409, cost_time=0:00:31.135698 2021-04-14 23:11:42,212 INFO : TRAIN, epoch=0156, iter=00150/00196, fetch data time cost=1.77ms, fps=1161 images/s, loss=0.1861, top1-acc=94.66%, top5-acc=99.87%, remaining_time=0:00:10.224604, arrival_time=2021-04-14 23:11:52.437077, cost_time=0:00:33.341172 2021-04-14 23:11:44,408 INFO : TRAIN, epoch=0156, iter=00160/00196, fetch data time cost=1.39ms, fps=1166 images/s, loss=0.1871, top1-acc=94.62%, top5-acc=99.87%, remaining_time=0:00:07.995888, arrival_time=2021-04-14 23:11:52.404525, cost_time=0:00:35.537258 2021-04-14 23:11:46,614 INFO : TRAIN, epoch=0156, iter=00170/00196, fetch data time cost=2.57ms, fps=1161 images/s, loss=0.1875, top1-acc=94.60%, top5-acc=99.87%, remaining_time=0:00:05.772546, arrival_time=2021-04-14 23:11:52.387381, cost_time=0:00:37.743546 2021-04-14 23:11:48,822 INFO : TRAIN, epoch=0156, iter=00180/00196, fetch data time cost=1.46ms, fps=1160 images/s, loss=0.1885, top1-acc=94.56%, top5-acc=99.88%, remaining_time=0:00:03.551184, arrival_time=2021-04-14 23:11:52.373367, cost_time=0:00:39.950753 2021-04-14 23:11:51,026 INFO : TRAIN, epoch=0156, iter=00190/00196, fetch data time cost=1.29ms, fps=1162 images/s, loss=0.1909, top1-acc=94.46%, top5-acc=99.87%, remaining_time=0:00:01.331226, arrival_time=2021-04-14 23:11:52.357928, cost_time=0:00:42.155488 2021-04-14 23:11:52,204 INFO : TRAIN, epoch=0156, iter=00196/00196, fetch data time cost=1.25ms, fps=1155 images/s, loss=0.1923, top1-acc=94.43%, top5-acc=99.87%, remaining_time=0:00:00, arrival_time=2021-04-14 23:11:52.204617, cost_time=0:00:43.333257 2021-04-14 23:11:53,075 INFO : EVAL, epoch=0156, iter=00010/00040, fetch data time cost=1.34ms, fps=2949 images/s, loss=1.1619, top1-acc=70.98%, top5-acc=91.84%, remaining_time=0:00:02.603880, arrival_time=2021-04-14 23:11:55.678897, cost_time=0:00:00.867957 2021-04-14 23:11:53,761 INFO : EVAL, epoch=0156, iter=00020/00040, fetch data time cost=1.27ms, fps=3729 images/s, loss=1.1835, top1-acc=70.61%, top5-acc=91.45%, remaining_time=0:00:01.554760, arrival_time=2021-04-14 23:11:55.316580, cost_time=0:00:01.554759 2021-04-14 23:11:54,450 INFO : EVAL, epoch=0156, iter=00030/00040, fetch data time cost=1.37ms, fps=3718 images/s, loss=1.1775, top1-acc=70.56%, top5-acc=91.73%, remaining_time=0:00:00.747900, arrival_time=2021-04-14 23:11:55.198670, cost_time=0:00:02.243712 2021-04-14 23:11:55,082 INFO : EVAL, epoch=0156, iter=00040/00040, fetch data time cost=0.17ms, fps=3673 images/s, loss=1.1546, top1-acc=70.50%, top5-acc=91.80%, remaining_time=0:00:00, arrival_time=2021-04-14 23:11:55.082705, cost_time=0:00:02.875603 2021-04-14 23:11:55,290 INFO : Epoch=0156 complete, best val top1-acc=70.93%, top5-acc=91.70% (epoch=151), remaining_time=0:34:02.927656, arrival_time=2021-04-14 23:45:58.217879, cost_time=2:00:43.107183 2021-04-14 23:11:55,291 INFO : Train start, epoch=0157, lr=0.011474 2021-04-14 23:11:57,673 INFO : TRAIN, epoch=0157, iter=00010/00196, fetch data time cost=2.19ms, fps=1075 images/s, loss=0.1686, top1-acc=95.51%, top5-acc=99.92%, remaining_time=0:00:44.294598, arrival_time=2021-04-14 23:12:41.967814, cost_time=0:00:02.381432 2021-04-14 23:11:59,873 INFO : TRAIN, epoch=0157, iter=00020/00196, fetch data time cost=1.36ms, fps=1164 images/s, loss=0.1687, top1-acc=95.47%, top5-acc=99.92%, remaining_time=0:00:40.321248, arrival_time=2021-04-14 23:12:40.194949, cost_time=0:00:04.581963 2021-04-14 23:12:02,076 INFO : TRAIN, epoch=0157, iter=00030/00196, fetch data time cost=2.74ms, fps=1163 images/s, loss=0.1693, top1-acc=95.20%, top5-acc=99.91%, remaining_time=0:00:37.539572, arrival_time=2021-04-14 23:12:39.615604, cost_time=0:00:06.784246 2021-04-14 23:12:04,275 INFO : TRAIN, epoch=0157, iter=00040/00196, fetch data time cost=1.49ms, fps=1164 images/s, loss=0.1731, top1-acc=95.08%, top5-acc=99.88%, remaining_time=0:00:35.037444, arrival_time=2021-04-14 23:12:39.313268, cost_time=0:00:08.983971 2021-04-14 23:12:06,478 INFO : TRAIN, epoch=0157, iter=00050/00196, fetch data time cost=1.42ms, fps=1163 images/s, loss=0.1723, top1-acc=95.11%, top5-acc=99.91%, remaining_time=0:00:32.665018, arrival_time=2021-04-14 23:12:39.143533, cost_time=0:00:11.186634 2021-04-14 23:12:08,686 INFO : TRAIN, epoch=0157, iter=00060/00196, fetch data time cost=1.61ms, fps=1160 images/s, loss=0.1720, top1-acc=95.18%, top5-acc=99.91%, remaining_time=0:00:30.361864, arrival_time=2021-04-14 23:12:39.048507, cost_time=0:00:13.394917 2021-04-14 23:12:10,885 INFO : TRAIN, epoch=0157, iter=00070/00196, fetch data time cost=1.45ms, fps=1165 images/s, loss=0.1719, top1-acc=95.13%, top5-acc=99.91%, remaining_time=0:00:28.068768, arrival_time=2021-04-14 23:12:38.954290, cost_time=0:00:15.593794 2021-04-14 23:12:13,080 INFO : TRAIN, epoch=0157, iter=00080/00196, fetch data time cost=1.50ms, fps=1167 images/s, loss=0.1723, top1-acc=95.15%, top5-acc=99.89%, remaining_time=0:00:25.793064, arrival_time=2021-04-14 23:12:38.873110, cost_time=0:00:17.788314 2021-04-14 23:12:15,278 INFO : TRAIN, epoch=0157, iter=00090/00196, fetch data time cost=1.41ms, fps=1165 images/s, loss=0.1716, top1-acc=95.13%, top5-acc=99.90%, remaining_time=0:00:23.539632, arrival_time=2021-04-14 23:12:38.817745, cost_time=0:00:19.986453 2021-04-14 23:12:17,476 INFO : TRAIN, epoch=0157, iter=00100/00196, fetch data time cost=1.46ms, fps=1165 images/s, loss=0.1723, top1-acc=95.10%, top5-acc=99.91%, remaining_time=0:00:21.297312, arrival_time=2021-04-14 23:12:38.773734, cost_time=0:00:22.184655 2021-04-14 23:12:19,671 INFO : TRAIN, epoch=0157, iter=00110/00196, fetch data time cost=1.42ms, fps=1166 images/s, loss=0.1726, top1-acc=95.10%, top5-acc=99.91%, remaining_time=0:00:19.060954, arrival_time=2021-04-14 23:12:38.732908, cost_time=0:00:24.380315 2021-04-14 23:12:21,877 INFO : TRAIN, epoch=0157, iter=00120/00196, fetch data time cost=1.37ms, fps=1161 images/s, loss=0.1730, top1-acc=95.08%, top5-acc=99.91%, remaining_time=0:00:16.837724, arrival_time=2021-04-14 23:12:38.715386, cost_time=0:00:26.585880 2021-04-14 23:12:24,118 INFO : TRAIN, epoch=0157, iter=00130/00196, fetch data time cost=2.08ms, fps=1143 images/s, loss=0.1740, top1-acc=95.07%, top5-acc=99.91%, remaining_time=0:00:14.634906, arrival_time=2021-04-14 23:12:38.753030, cost_time=0:00:28.826373 2021-04-14 23:12:26,327 INFO : TRAIN, epoch=0157, iter=00140/00196, fetch data time cost=1.57ms, fps=1159 images/s, loss=0.1752, top1-acc=95.04%, top5-acc=99.91%, remaining_time=0:00:12.414080, arrival_time=2021-04-14 23:12:38.741066, cost_time=0:00:31.035252 2021-04-14 23:12:28,528 INFO : TRAIN, epoch=0157, iter=00150/00196, fetch data time cost=1.38ms, fps=1163 images/s, loss=0.1751, top1-acc=95.07%, top5-acc=99.91%, remaining_time=0:00:10.192542, arrival_time=2021-04-14 23:12:38.720987, cost_time=0:00:33.236598 2021-04-14 23:12:30,741 INFO : TRAIN, epoch=0157, iter=00160/00196, fetch data time cost=2.05ms, fps=1157 images/s, loss=0.1761, top1-acc=95.03%, top5-acc=99.90%, remaining_time=0:00:07.976052, arrival_time=2021-04-14 23:12:38.717016, cost_time=0:00:35.449166 2021-04-14 23:12:32,946 INFO : TRAIN, epoch=0157, iter=00170/00196, fetch data time cost=1.51ms, fps=1161 images/s, loss=0.1771, top1-acc=95.00%, top5-acc=99.90%, remaining_time=0:00:05.758844, arrival_time=2021-04-14 23:12:38.704782, cost_time=0:00:37.654029 2021-04-14 23:12:35,144 INFO : TRAIN, epoch=0157, iter=00180/00196, fetch data time cost=1.62ms, fps=1165 images/s, loss=0.1771, top1-acc=95.01%, top5-acc=99.90%, remaining_time=0:00:03.542480, arrival_time=2021-04-14 23:12:38.686979, cost_time=0:00:39.852825 2021-04-14 23:12:37,348 INFO : TRAIN, epoch=0157, iter=00190/00196, fetch data time cost=1.84ms, fps=1162 images/s, loss=0.1776, top1-acc=94.99%, top5-acc=99.89%, remaining_time=0:00:01.328094, arrival_time=2021-04-14 23:12:38.676199, cost_time=0:00:42.056371 2021-04-14 23:12:38,529 INFO : TRAIN, epoch=0157, iter=00196/00196, fetch data time cost=1.60ms, fps=1152 images/s, loss=0.1785, top1-acc=94.98%, top5-acc=99.89%, remaining_time=0:00:00, arrival_time=2021-04-14 23:12:38.529087, cost_time=0:00:43.237453 2021-04-14 23:12:39,340 INFO : EVAL, epoch=0157, iter=00010/00040, fetch data time cost=2.09ms, fps=3162 images/s, loss=1.1765, top1-acc=71.45%, top5-acc=91.41%, remaining_time=0:00:02.429160, arrival_time=2021-04-14 23:12:41.769754, cost_time=0:00:00.809716 2021-04-14 23:12:40,032 INFO : EVAL, epoch=0157, iter=00020/00040, fetch data time cost=1.87ms, fps=3702 images/s, loss=1.1703, top1-acc=70.64%, top5-acc=91.60%, remaining_time=0:00:01.501660, arrival_time=2021-04-14 23:12:41.534299, cost_time=0:00:01.501658 2021-04-14 23:12:40,723 INFO : EVAL, epoch=0157, iter=00030/00040, fetch data time cost=1.44ms, fps=3708 images/s, loss=1.1530, top1-acc=70.81%, top5-acc=91.72%, remaining_time=0:00:00.730900, arrival_time=2021-04-14 23:12:41.454534, cost_time=0:00:02.192701 2021-04-14 23:12:41,354 INFO : EVAL, epoch=0157, iter=00040/00040, fetch data time cost=0.08ms, fps=3678 images/s, loss=1.1297, top1-acc=71.02%, top5-acc=91.88%, remaining_time=0:00:00, arrival_time=2021-04-14 23:12:41.354881, cost_time=0:00:02.824039 2021-04-14 23:12:41,669 INFO : Epoch=0157 complete, best val top1-acc=71.02%, top5-acc=91.88% (epoch=157), remaining_time=0:33:16.483636, arrival_time=2021-04-14 23:45:58.153516, cost_time=2:01:29.486818 2021-04-14 23:12:41,671 INFO : Train start, epoch=0158, lr=0.010978 2021-04-14 23:12:44,072 INFO : TRAIN, epoch=0158, iter=00010/00196, fetch data time cost=1.51ms, fps=1066 images/s, loss=0.1640, top1-acc=95.35%, top5-acc=99.92%, remaining_time=0:00:44.657298, arrival_time=2021-04-14 23:13:28.729616, cost_time=0:00:02.400926 2021-04-14 23:12:46,289 INFO : TRAIN, epoch=0158, iter=00020/00196, fetch data time cost=1.47ms, fps=1155 images/s, loss=0.1648, top1-acc=95.33%, top5-acc=99.90%, remaining_time=0:00:40.641568, arrival_time=2021-04-14 23:13:26.931383, cost_time=0:00:04.618367 2021-04-14 23:12:48,504 INFO : TRAIN, epoch=0158, iter=00030/00196, fetch data time cost=1.37ms, fps=1156 images/s, loss=0.1652, top1-acc=95.38%, top5-acc=99.92%, remaining_time=0:00:37.809820, arrival_time=2021-04-14 23:13:26.314324, cost_time=0:00:06.833102 2021-04-14 23:12:50,713 INFO : TRAIN, epoch=0158, iter=00040/00196, fetch data time cost=1.45ms, fps=1159 images/s, loss=0.1640, top1-acc=95.50%, top5-acc=99.92%, remaining_time=0:00:35.263332, arrival_time=2021-04-14 23:13:25.976697, cost_time=0:00:09.041885 2021-04-14 23:12:52,911 INFO : TRAIN, epoch=0158, iter=00050/00196, fetch data time cost=1.58ms, fps=1165 images/s, loss=0.1661, top1-acc=95.41%, top5-acc=99.91%, remaining_time=0:00:32.820946, arrival_time=2021-04-14 23:13:25.732395, cost_time=0:00:11.240043 2021-04-14 23:12:55,120 INFO : TRAIN, epoch=0158, iter=00060/00196, fetch data time cost=1.54ms, fps=1159 images/s, loss=0.1639, top1-acc=95.46%, top5-acc=99.92%, remaining_time=0:00:30.484808, arrival_time=2021-04-14 23:13:25.605408, cost_time=0:00:13.449189 2021-04-14 23:12:57,322 INFO : TRAIN, epoch=0158, iter=00070/00196, fetch data time cost=1.63ms, fps=1163 images/s, loss=0.1633, top1-acc=95.46%, top5-acc=99.92%, remaining_time=0:00:28.172340, arrival_time=2021-04-14 23:13:25.495071, cost_time=0:00:15.651300 2021-04-14 23:12:59,525 INFO : TRAIN, epoch=0158, iter=00080/00196, fetch data time cost=1.67ms, fps=1163 images/s, loss=0.1659, top1-acc=95.33%, top5-acc=99.91%, remaining_time=0:00:25.887720, arrival_time=2021-04-14 23:13:25.412690, cost_time=0:00:17.853575 2021-04-14 23:13:01,733 INFO : TRAIN, epoch=0158, iter=00090/00196, fetch data time cost=1.68ms, fps=1160 images/s, loss=0.1652, top1-acc=95.39%, top5-acc=99.90%, remaining_time=0:00:23.628248, arrival_time=2021-04-14 23:13:25.361323, cost_time=0:00:20.061682 2021-04-14 23:13:03,937 INFO : TRAIN, epoch=0158, iter=00100/00196, fetch data time cost=1.54ms, fps=1162 images/s, loss=0.1655, top1-acc=95.38%, top5-acc=99.90%, remaining_time=0:00:21.375072, arrival_time=2021-04-14 23:13:25.312207, cost_time=0:00:22.265742 2021-04-14 23:13:06,152 INFO : TRAIN, epoch=0158, iter=00110/00196, fetch data time cost=2.39ms, fps=1156 images/s, loss=0.1653, top1-acc=95.39%, top5-acc=99.91%, remaining_time=0:00:19.139730, arrival_time=2021-04-14 23:13:25.292216, cost_time=0:00:24.481076 2021-04-14 23:13:08,382 INFO : TRAIN, epoch=0158, iter=00120/00196, fetch data time cost=15.72ms, fps=1148 images/s, loss=0.1657, top1-acc=95.38%, top5-acc=99.91%, remaining_time=0:00:16.916916, arrival_time=2021-04-14 23:13:25.299350, cost_time=0:00:26.710896 2021-04-14 23:13:10,589 INFO : TRAIN, epoch=0158, iter=00130/00196, fetch data time cost=1.34ms, fps=1160 images/s, loss=0.1663, top1-acc=95.36%, top5-acc=99.91%, remaining_time=0:00:14.681436, arrival_time=2021-04-14 23:13:25.270853, cost_time=0:00:28.918023 2021-04-14 23:13:12,793 INFO : TRAIN, epoch=0158, iter=00140/00196, fetch data time cost=1.52ms, fps=1162 images/s, loss=0.1660, top1-acc=95.39%, top5-acc=99.91%, remaining_time=0:00:12.448856, arrival_time=2021-04-14 23:13:25.242403, cost_time=0:00:31.122161 2021-04-14 23:13:14,992 INFO : TRAIN, epoch=0158, iter=00150/00196, fetch data time cost=1.34ms, fps=1165 images/s, loss=0.1660, top1-acc=95.39%, top5-acc=99.90%, remaining_time=0:00:10.218348, arrival_time=2021-04-14 23:13:25.210501, cost_time=0:00:33.320751 2021-04-14 23:13:17,195 INFO : TRAIN, epoch=0158, iter=00160/00196, fetch data time cost=1.59ms, fps=1162 images/s, loss=0.1664, top1-acc=95.38%, top5-acc=99.91%, remaining_time=0:00:07.992828, arrival_time=2021-04-14 23:13:25.187885, cost_time=0:00:35.523643 2021-04-14 23:13:19,390 INFO : TRAIN, epoch=0158, iter=00170/00196, fetch data time cost=1.36ms, fps=1166 images/s, loss=0.1674, top1-acc=95.34%, top5-acc=99.90%, remaining_time=0:00:05.768828, arrival_time=2021-04-14 23:13:25.159500, cost_time=0:00:37.719281 2021-04-14 23:13:21,597 INFO : TRAIN, epoch=0158, iter=00180/00196, fetch data time cost=1.81ms, fps=1160 images/s, loss=0.1678, top1-acc=95.33%, top5-acc=99.91%, remaining_time=0:00:03.548976, arrival_time=2021-04-14 23:13:25.146280, cost_time=0:00:39.925920 2021-04-14 23:13:23,798 INFO : TRAIN, epoch=0158, iter=00190/00196, fetch data time cost=1.27ms, fps=1164 images/s, loss=0.1684, top1-acc=95.31%, top5-acc=99.91%, remaining_time=0:00:01.330314, arrival_time=2021-04-14 23:13:25.128344, cost_time=0:00:42.126701 2021-04-14 23:13:24,977 INFO : TRAIN, epoch=0158, iter=00196/00196, fetch data time cost=1.73ms, fps=1153 images/s, loss=0.1701, top1-acc=95.25%, top5-acc=99.90%, remaining_time=0:00:00, arrival_time=2021-04-14 23:13:24.977876, cost_time=0:00:43.306499 2021-04-14 23:13:25,850 INFO : EVAL, epoch=0158, iter=00010/00040, fetch data time cost=0.31ms, fps=2942 images/s, loss=1.1233, top1-acc=71.76%, top5-acc=92.15%, remaining_time=0:00:02.610330, arrival_time=2021-04-14 23:13:28.460350, cost_time=0:00:00.870106 2021-04-14 23:13:26,537 INFO : EVAL, epoch=0158, iter=00020/00040, fetch data time cost=1.47ms, fps=3726 images/s, loss=1.1154, top1-acc=71.86%, top5-acc=91.93%, remaining_time=0:00:01.557800, arrival_time=2021-04-14 23:13:28.095449, cost_time=0:00:01.557802 2021-04-14 23:13:27,228 INFO : EVAL, epoch=0158, iter=00030/00040, fetch data time cost=1.49ms, fps=3709 images/s, loss=1.1282, top1-acc=71.69%, top5-acc=91.69%, remaining_time=0:00:00.749470, arrival_time=2021-04-14 23:13:27.977769, cost_time=0:00:02.248411 2021-04-14 23:13:27,861 INFO : EVAL, epoch=0158, iter=00040/00040, fetch data time cost=0.07ms, fps=3667 images/s, loss=1.1064, top1-acc=71.59%, top5-acc=91.91%, remaining_time=0:00:00, arrival_time=2021-04-14 23:13:27.861333, cost_time=0:00:02.881518 2021-04-14 23:13:28,174 INFO : Epoch=0158 complete, best val top1-acc=71.59%, top5-acc=91.91% (epoch=158), remaining_time=0:32:30.073734, arrival_time=2021-04-14 23:45:58.248405, cost_time=2:02:15.991605 2021-04-14 23:13:28,175 INFO : Train start, epoch=0159, lr=0.010492 2021-04-14 23:13:30,583 INFO : TRAIN, epoch=0159, iter=00010/00196, fetch data time cost=1.44ms, fps=1063 images/s, loss=0.1655, top1-acc=95.31%, top5-acc=99.88%, remaining_time=0:00:44.775408, arrival_time=2021-04-14 23:14:15.358851, cost_time=0:00:02.407282 2021-04-14 23:13:32,788 INFO : TRAIN, epoch=0159, iter=00020/00196, fetch data time cost=1.80ms, fps=1162 images/s, loss=0.1629, top1-acc=95.47%, top5-acc=99.82%, remaining_time=0:00:40.584016, arrival_time=2021-04-14 23:14:13.371965, cost_time=0:00:04.611823 2021-04-14 23:13:34,984 INFO : TRAIN, epoch=0159, iter=00030/00196, fetch data time cost=1.42ms, fps=1166 images/s, loss=0.1605, top1-acc=95.57%, top5-acc=99.86%, remaining_time=0:00:37.673866, arrival_time=2021-04-14 23:14:12.658518, cost_time=0:00:06.808517 2021-04-14 23:13:37,185 INFO : TRAIN, epoch=0159, iter=00040/00196, fetch data time cost=1.41ms, fps=1164 images/s, loss=0.1541, top1-acc=95.75%, top5-acc=99.88%, remaining_time=0:00:35.135412, arrival_time=2021-04-14 23:14:12.320613, cost_time=0:00:09.009090 2021-04-14 23:13:39,390 INFO : TRAIN, epoch=0159, iter=00050/00196, fetch data time cost=1.50ms, fps=1161 images/s, loss=0.1523, top1-acc=95.88%, top5-acc=99.89%, remaining_time=0:00:32.746048, arrival_time=2021-04-14 23:14:12.136567, cost_time=0:00:11.214389 2021-04-14 23:13:41,591 INFO : TRAIN, epoch=0159, iter=00060/00196, fetch data time cost=2.03ms, fps=1163 images/s, loss=0.1510, top1-acc=95.92%, top5-acc=99.90%, remaining_time=0:00:30.408512, arrival_time=2021-04-14 23:14:12.000140, cost_time=0:00:13.415517 2021-04-14 23:13:43,788 INFO : TRAIN, epoch=0159, iter=00070/00196, fetch data time cost=1.42ms, fps=1166 images/s, loss=0.1495, top1-acc=95.98%, top5-acc=99.92%, remaining_time=0:00:28.102536, arrival_time=2021-04-14 23:14:11.891181, cost_time=0:00:15.612509 2021-04-14 23:13:45,989 INFO : TRAIN, epoch=0159, iter=00080/00196, fetch data time cost=1.46ms, fps=1164 images/s, loss=0.1472, top1-acc=96.10%, top5-acc=99.92%, remaining_time=0:00:25.828560, arrival_time=2021-04-14 23:14:11.817504, cost_time=0:00:17.812827 2021-04-14 23:13:48,190 INFO : TRAIN, epoch=0159, iter=00090/00196, fetch data time cost=1.40ms, fps=1163 images/s, loss=0.1465, top1-acc=96.12%, top5-acc=99.93%, remaining_time=0:00:23.572174, arrival_time=2021-04-14 23:14:11.762408, cost_time=0:00:20.014154 2021-04-14 23:13:50,400 INFO : TRAIN, epoch=0159, iter=00100/00196, fetch data time cost=1.33ms, fps=1158 images/s, loss=0.1471, top1-acc=96.12%, top5-acc=99.92%, remaining_time=0:00:21.335712, arrival_time=2021-04-14 23:14:11.736564, cost_time=0:00:22.224734 2021-04-14 23:13:52,607 INFO : TRAIN, epoch=0159, iter=00110/00196, fetch data time cost=1.57ms, fps=1160 images/s, loss=0.1480, top1-acc=96.05%, top5-acc=99.93%, remaining_time=0:00:19.100858, arrival_time=2021-04-14 23:14:11.708258, cost_time=0:00:24.431370 2021-04-14 23:13:54,866 INFO : TRAIN, epoch=0159, iter=00120/00196, fetch data time cost=2.14ms, fps=1161 images/s, loss=0.1480, top1-acc=96.04%, top5-acc=99.93%, remaining_time=0:00:16.903540, arrival_time=2021-04-14 23:14:11.769490, cost_time=0:00:26.689839 2021-04-14 23:13:57,062 INFO : TRAIN, epoch=0159, iter=00130/00196, fetch data time cost=1.53ms, fps=1166 images/s, loss=0.1487, top1-acc=95.96%, top5-acc=99.93%, remaining_time=0:00:14.665332, arrival_time=2021-04-14 23:14:11.727574, cost_time=0:00:28.886203 2021-04-14 23:13:59,260 INFO : TRAIN, epoch=0159, iter=00140/00196, fetch data time cost=1.36ms, fps=1165 images/s, loss=0.1508, top1-acc=95.90%, top5-acc=99.92%, remaining_time=0:00:12.433904, arrival_time=2021-04-14 23:14:11.694723, cost_time=0:00:31.084782 2021-04-14 23:14:01,467 INFO : TRAIN, epoch=0159, iter=00150/00196, fetch data time cost=1.56ms, fps=1160 images/s, loss=0.1520, top1-acc=95.89%, top5-acc=99.93%, remaining_time=0:00:10.209378, arrival_time=2021-04-14 23:14:11.676915, cost_time=0:00:33.291415 2021-04-14 23:14:03,667 INFO : TRAIN, epoch=0159, iter=00160/00196, fetch data time cost=1.49ms, fps=1164 images/s, loss=0.1529, top1-acc=95.86%, top5-acc=99.93%, remaining_time=0:00:07.985628, arrival_time=2021-04-14 23:14:11.653311, cost_time=0:00:35.491657 2021-04-14 23:14:05,867 INFO : TRAIN, epoch=0159, iter=00170/00196, fetch data time cost=1.80ms, fps=1164 images/s, loss=0.1542, top1-acc=95.78%, top5-acc=99.93%, remaining_time=0:00:05.764538, arrival_time=2021-04-14 23:14:11.631782, cost_time=0:00:37.691207 2021-04-14 23:14:08,069 INFO : TRAIN, epoch=0159, iter=00180/00196, fetch data time cost=1.67ms, fps=1163 images/s, loss=0.1549, top1-acc=95.77%, top5-acc=99.93%, remaining_time=0:00:03.546032, arrival_time=2021-04-14 23:14:11.614970, cost_time=0:00:39.892825 2021-04-14 23:14:10,269 INFO : TRAIN, epoch=0159, iter=00190/00196, fetch data time cost=1.32ms, fps=1164 images/s, loss=0.1559, top1-acc=95.74%, top5-acc=99.93%, remaining_time=0:00:01.329252, arrival_time=2021-04-14 23:14:11.598376, cost_time=0:00:42.093068 2021-04-14 23:14:11,453 INFO : TRAIN, epoch=0159, iter=00196/00196, fetch data time cost=1.26ms, fps=1149 images/s, loss=0.1570, top1-acc=95.72%, top5-acc=99.93%, remaining_time=0:00:00, arrival_time=2021-04-14 23:14:11.453352, cost_time=0:00:43.277321 2021-04-14 23:14:12,258 INFO : EVAL, epoch=0159, iter=00010/00040, fetch data time cost=0.32ms, fps=3186 images/s, loss=1.0912, top1-acc=72.03%, top5-acc=92.19%, remaining_time=0:00:02.410290, arrival_time=2021-04-14 23:14:14.668986, cost_time=0:00:00.803427 2021-04-14 23:14:12,948 INFO : EVAL, epoch=0159, iter=00020/00040, fetch data time cost=1.51ms, fps=3713 images/s, loss=1.0842, top1-acc=72.34%, top5-acc=92.54%, remaining_time=0:00:01.493200, arrival_time=2021-04-14 23:14:14.441721, cost_time=0:00:01.493194 2021-04-14 23:14:13,637 INFO : EVAL, epoch=0159, iter=00030/00040, fetch data time cost=1.31ms, fps=3718 images/s, loss=1.1027, top1-acc=71.64%, top5-acc=92.45%, remaining_time=0:00:00.727430, arrival_time=2021-04-14 23:14:14.365001, cost_time=0:00:02.182303 2021-04-14 23:14:14,275 INFO : EVAL, epoch=0159, iter=00040/00040, fetch data time cost=0.08ms, fps=3637 images/s, loss=1.1050, top1-acc=71.56%, top5-acc=92.37%, remaining_time=0:00:00, arrival_time=2021-04-14 23:14:14.275894, cost_time=0:00:02.820613 2021-04-14 23:14:14,491 INFO : Epoch=0159 complete, best val top1-acc=71.59%, top5-acc=91.91% (epoch=158), remaining_time=0:31:43.614010, arrival_time=2021-04-14 23:45:58.105099, cost_time=2:03:02.308032 2021-04-14 23:14:14,492 INFO : Train start, epoch=0160, lr=0.010016 2021-04-14 23:14:16,924 INFO : TRAIN, epoch=0160, iter=00010/00196, fetch data time cost=1.52ms, fps=1053 images/s, loss=0.1416, top1-acc=96.41%, top5-acc=100.00%, remaining_time=0:00:45.231666, arrival_time=2021-04-14 23:15:02.156110, cost_time=0:00:02.431807 2021-04-14 23:14:19,124 INFO : TRAIN, epoch=0160, iter=00020/00196, fetch data time cost=1.61ms, fps=1164 images/s, loss=0.1377, top1-acc=96.64%, top5-acc=100.00%, remaining_time=0:00:40.759488, arrival_time=2021-04-14 23:14:59.883713, cost_time=0:00:04.631758 2021-04-14 23:14:21,332 INFO : TRAIN, epoch=0160, iter=00030/00196, fetch data time cost=1.40ms, fps=1161 images/s, loss=0.1379, top1-acc=96.54%, top5-acc=99.96%, remaining_time=0:00:37.845344, arrival_time=2021-04-14 23:14:59.177345, cost_time=0:00:06.839535 2021-04-14 23:14:23,535 INFO : TRAIN, epoch=0160, iter=00040/00196, fetch data time cost=1.40ms, fps=1162 images/s, loss=0.1384, top1-acc=96.51%, top5-acc=99.97%, remaining_time=0:00:35.266608, arrival_time=2021-04-14 23:14:58.801810, cost_time=0:00:09.042718 2021-04-14 23:14:25,739 INFO : TRAIN, epoch=0160, iter=00050/00196, fetch data time cost=2.07ms, fps=1162 images/s, loss=0.1377, top1-acc=96.57%, top5-acc=99.96%, remaining_time=0:00:32.840072, arrival_time=2021-04-14 23:14:58.579159, cost_time=0:00:11.246586 2021-04-14 23:14:27,951 INFO : TRAIN, epoch=0160, iter=00060/00196, fetch data time cost=1.76ms, fps=1157 images/s, loss=0.1373, top1-acc=96.54%, top5-acc=99.97%, remaining_time=0:00:30.506840, arrival_time=2021-04-14 23:14:58.458267, cost_time=0:00:13.458906 2021-04-14 23:14:30,160 INFO : TRAIN, epoch=0160, iter=00070/00196, fetch data time cost=1.36ms, fps=1159 images/s, loss=0.1383, top1-acc=96.51%, top5-acc=99.97%, remaining_time=0:00:28.203210, arrival_time=2021-04-14 23:14:58.364125, cost_time=0:00:15.668434 2021-04-14 23:14:32,364 INFO : TRAIN, epoch=0160, iter=00080/00196, fetch data time cost=1.63ms, fps=1162 images/s, loss=0.1376, top1-acc=96.50%, top5-acc=99.96%, remaining_time=0:00:25.913820, arrival_time=2021-04-14 23:14:58.277876, cost_time=0:00:17.871591 2021-04-14 23:14:34,571 INFO : TRAIN, epoch=0160, iter=00090/00196, fetch data time cost=1.58ms, fps=1160 images/s, loss=0.1372, top1-acc=96.47%, top5-acc=99.96%, remaining_time=0:00:23.649024, arrival_time=2021-04-14 23:14:58.220887, cost_time=0:00:20.079400 2021-04-14 23:14:36,785 INFO : TRAIN, epoch=0160, iter=00100/00196, fetch data time cost=1.57ms, fps=1157 images/s, loss=0.1386, top1-acc=96.41%, top5-acc=99.96%, remaining_time=0:00:21.400896, arrival_time=2021-04-14 23:14:58.185965, cost_time=0:00:22.292598 2021-04-14 23:14:39,008 INFO : TRAIN, epoch=0160, iter=00110/00196, fetch data time cost=1.49ms, fps=1152 images/s, loss=0.1388, top1-acc=96.37%, top5-acc=99.96%, remaining_time=0:00:19.166562, arrival_time=2021-04-14 23:14:58.174600, cost_time=0:00:24.515411 2021-04-14 23:14:41,220 INFO : TRAIN, epoch=0160, iter=00120/00196, fetch data time cost=1.45ms, fps=1157 images/s, loss=0.1400, top1-acc=96.31%, top5-acc=99.96%, remaining_time=0:00:16.927784, arrival_time=2021-04-14 23:14:58.148436, cost_time=0:00:26.728110 2021-04-14 23:14:43,424 INFO : TRAIN, epoch=0160, iter=00130/00196, fetch data time cost=1.52ms, fps=1162 images/s, loss=0.1406, top1-acc=96.31%, top5-acc=99.96%, remaining_time=0:00:14.688432, arrival_time=2021-04-14 23:14:58.112687, cost_time=0:00:28.931781 2021-04-14 23:14:45,622 INFO : TRAIN, epoch=0160, iter=00140/00196, fetch data time cost=1.65ms, fps=1165 images/s, loss=0.1419, top1-acc=96.25%, top5-acc=99.96%, remaining_time=0:00:12.452104, arrival_time=2021-04-14 23:14:58.074792, cost_time=0:00:31.130219 2021-04-14 23:14:47,821 INFO : TRAIN, epoch=0160, iter=00150/00196, fetch data time cost=1.52ms, fps=1165 images/s, loss=0.1419, top1-acc=96.25%, top5-acc=99.96%, remaining_time=0:00:10.220740, arrival_time=2021-04-14 23:14:58.041728, cost_time=0:00:33.328517 2021-04-14 23:14:50,022 INFO : TRAIN, epoch=0160, iter=00160/00196, fetch data time cost=1.39ms, fps=1163 images/s, loss=0.1432, top1-acc=96.20%, top5-acc=99.95%, remaining_time=0:00:07.994196, arrival_time=2021-04-14 23:14:58.016466, cost_time=0:00:35.529798 2021-04-14 23:14:52,222 INFO : TRAIN, epoch=0160, iter=00170/00196, fetch data time cost=1.38ms, fps=1164 images/s, loss=0.1432, top1-acc=96.20%, top5-acc=99.95%, remaining_time=0:00:05.770414, arrival_time=2021-04-14 23:14:57.992540, cost_time=0:00:37.729664 2021-04-14 23:14:54,423 INFO : TRAIN, epoch=0160, iter=00180/00196, fetch data time cost=1.42ms, fps=1163 images/s, loss=0.1439, top1-acc=96.18%, top5-acc=99.95%, remaining_time=0:00:03.549392, arrival_time=2021-04-14 23:14:57.972553, cost_time=0:00:39.930612 2021-04-14 23:14:56,627 INFO : TRAIN, epoch=0160, iter=00190/00196, fetch data time cost=1.43ms, fps=1161 images/s, loss=0.1443, top1-acc=96.14%, top5-acc=99.95%, remaining_time=0:00:01.330590, arrival_time=2021-04-14 23:14:57.958373, cost_time=0:00:42.135295 2021-04-14 23:14:57,807 INFO : TRAIN, epoch=0160, iter=00196/00196, fetch data time cost=1.26ms, fps=1153 images/s, loss=0.1454, top1-acc=96.12%, top5-acc=99.95%, remaining_time=0:00:00, arrival_time=2021-04-14 23:14:57.807818, cost_time=0:00:43.315357 2021-04-14 23:14:58,616 INFO : EVAL, epoch=0160, iter=00010/00040, fetch data time cost=2.37ms, fps=3171 images/s, loss=1.1238, top1-acc=71.02%, top5-acc=91.95%, remaining_time=0:00:02.421660, arrival_time=2021-04-14 23:15:01.038589, cost_time=0:00:00.807224 2021-04-14 23:14:59,306 INFO : EVAL, epoch=0160, iter=00020/00040, fetch data time cost=1.33ms, fps=3712 images/s, loss=1.1231, top1-acc=71.17%, top5-acc=91.99%, remaining_time=0:00:01.497200, arrival_time=2021-04-14 23:15:00.804097, cost_time=0:00:01.497192 2021-04-14 23:14:59,994 INFO : EVAL, epoch=0160, iter=00030/00040, fetch data time cost=1.32ms, fps=3726 images/s, loss=1.1219, top1-acc=71.42%, top5-acc=92.20%, remaining_time=0:00:00.728200, arrival_time=2021-04-14 23:15:00.722497, cost_time=0:00:02.184594 2021-04-14 23:15:00,623 INFO : EVAL, epoch=0160, iter=00040/00040, fetch data time cost=0.08ms, fps=3689 images/s, loss=1.1206, top1-acc=71.37%, top5-acc=92.04%, remaining_time=0:00:00, arrival_time=2021-04-14 23:15:00.623582, cost_time=0:00:02.813905 2021-04-14 23:15:00,807 INFO : Epoch=0160 complete, best val top1-acc=71.59%, top5-acc=91.91% (epoch=158), remaining_time=0:30:57.156120, arrival_time=2021-04-14 23:45:57.963690, cost_time=2:03:48.624526 2021-04-14 23:15:00,808 INFO : Train start, epoch=0161, lr=0.009549 2021-04-14 23:15:03,218 INFO : TRAIN, epoch=0161, iter=00010/00196, fetch data time cost=1.45ms, fps=1063 images/s, loss=0.1564, top1-acc=96.02%, top5-acc=99.96%, remaining_time=0:00:44.811120, arrival_time=2021-04-14 23:15:48.029370, cost_time=0:00:02.409196 2021-04-14 23:15:05,419 INFO : TRAIN, epoch=0161, iter=00020/00196, fetch data time cost=1.55ms, fps=1163 images/s, loss=0.1468, top1-acc=96.13%, top5-acc=99.98%, remaining_time=0:00:40.570640, arrival_time=2021-04-14 23:15:45.990106, cost_time=0:00:04.610298 2021-04-14 23:15:07,622 INFO : TRAIN, epoch=0161, iter=00030/00196, fetch data time cost=1.54ms, fps=1163 images/s, loss=0.1460, top1-acc=96.13%, top5-acc=99.96%, remaining_time=0:00:37.697936, arrival_time=2021-04-14 23:15:45.319910, cost_time=0:00:06.812889 2021-04-14 23:15:09,829 INFO : TRAIN, epoch=0161, iter=00040/00196, fetch data time cost=1.69ms, fps=1160 images/s, loss=0.1468, top1-acc=96.09%, top5-acc=99.94%, remaining_time=0:00:35.180808, arrival_time=2021-04-14 23:15:45.010588, cost_time=0:00:09.020722 2021-04-14 23:15:12,030 INFO : TRAIN, epoch=0161, iter=00050/00196, fetch data time cost=1.51ms, fps=1164 images/s, loss=0.1455, top1-acc=96.09%, top5-acc=99.95%, remaining_time=0:00:32.765028, arrival_time=2021-04-14 23:15:44.795098, cost_time=0:00:11.220904 2021-04-14 23:15:14,237 INFO : TRAIN, epoch=0161, iter=00060/00196, fetch data time cost=1.35ms, fps=1160 images/s, loss=0.1444, top1-acc=96.15%, top5-acc=99.94%, remaining_time=0:00:30.438432, arrival_time=2021-04-14 23:15:44.676154, cost_time=0:00:13.428747 2021-04-14 23:15:16,441 INFO : TRAIN, epoch=0161, iter=00070/00196, fetch data time cost=1.42ms, fps=1162 images/s, loss=0.1437, top1-acc=96.27%, top5-acc=99.95%, remaining_time=0:00:28.137942, arrival_time=2021-04-14 23:15:44.579182, cost_time=0:00:15.632186 2021-04-14 23:15:18,646 INFO : TRAIN, epoch=0161, iter=00080/00196, fetch data time cost=1.67ms, fps=1161 images/s, loss=0.1447, top1-acc=96.24%, top5-acc=99.95%, remaining_time=0:00:25.863476, arrival_time=2021-04-14 23:15:44.509440, cost_time=0:00:17.836911 2021-04-14 23:15:20,861 INFO : TRAIN, epoch=0161, iter=00090/00196, fetch data time cost=2.00ms, fps=1156 images/s, loss=0.1427, top1-acc=96.27%, top5-acc=99.95%, remaining_time=0:00:23.617330, arrival_time=2021-04-14 23:15:44.478722, cost_time=0:00:20.052429 2021-04-14 23:15:23,060 INFO : TRAIN, epoch=0161, iter=00100/00196, fetch data time cost=1.85ms, fps=1164 images/s, loss=0.1419, top1-acc=96.27%, top5-acc=99.96%, remaining_time=0:00:21.361440, arrival_time=2021-04-14 23:15:44.422009, cost_time=0:00:22.251502 2021-04-14 23:15:25,274 INFO : TRAIN, epoch=0161, iter=00110/00196, fetch data time cost=1.63ms, fps=1156 images/s, loss=0.1417, top1-acc=96.27%, top5-acc=99.95%, remaining_time=0:00:19.127776, arrival_time=2021-04-14 23:15:44.402518, cost_time=0:00:24.465784 2021-04-14 23:15:27,483 INFO : TRAIN, epoch=0161, iter=00120/00196, fetch data time cost=1.54ms, fps=1159 images/s, loss=0.1421, top1-acc=96.26%, top5-acc=99.95%, remaining_time=0:00:16.893660, arrival_time=2021-04-14 23:15:44.376953, cost_time=0:00:26.674254 2021-04-14 23:15:29,679 INFO : TRAIN, epoch=0161, iter=00130/00196, fetch data time cost=1.56ms, fps=1166 images/s, loss=0.1418, top1-acc=96.29%, top5-acc=99.95%, remaining_time=0:00:14.657214, arrival_time=2021-04-14 23:15:44.336436, cost_time=0:00:28.870245 2021-04-14 23:15:31,882 INFO : TRAIN, epoch=0161, iter=00140/00196, fetch data time cost=1.34ms, fps=1162 images/s, loss=0.1419, top1-acc=96.29%, top5-acc=99.95%, remaining_time=0:00:12.429592, arrival_time=2021-04-14 23:15:44.312466, cost_time=0:00:31.073916 2021-04-14 23:15:34,087 INFO : TRAIN, epoch=0161, iter=00150/00196, fetch data time cost=1.37ms, fps=1162 images/s, loss=0.1413, top1-acc=96.29%, top5-acc=99.95%, remaining_time=0:00:10.205238, arrival_time=2021-04-14 23:15:44.292296, cost_time=0:00:33.277978 2021-04-14 23:15:36,286 INFO : TRAIN, epoch=0161, iter=00160/00196, fetch data time cost=1.62ms, fps=1164 images/s, loss=0.1420, top1-acc=96.25%, top5-acc=99.94%, remaining_time=0:00:07.982388, arrival_time=2021-04-14 23:15:44.268646, cost_time=0:00:35.477297 2021-04-14 23:15:38,487 INFO : TRAIN, epoch=0161, iter=00170/00196, fetch data time cost=1.54ms, fps=1163 images/s, loss=0.1425, top1-acc=96.22%, top5-acc=99.94%, remaining_time=0:00:05.762640, arrival_time=2021-04-14 23:15:44.250378, cost_time=0:00:37.678775 2021-04-14 23:15:40,687 INFO : TRAIN, epoch=0161, iter=00180/00196, fetch data time cost=1.47ms, fps=1164 images/s, loss=0.1422, top1-acc=96.23%, top5-acc=99.95%, remaining_time=0:00:03.544720, arrival_time=2021-04-14 23:15:44.231937, cost_time=0:00:39.878172 2021-04-14 23:15:42,882 INFO : TRAIN, epoch=0161, iter=00190/00196, fetch data time cost=1.32ms, fps=1166 images/s, loss=0.1427, top1-acc=96.22%, top5-acc=99.94%, remaining_time=0:00:01.328646, arrival_time=2021-04-14 23:15:44.211356, cost_time=0:00:42.073734 2021-04-14 23:15:44,063 INFO : TRAIN, epoch=0161, iter=00196/00196, fetch data time cost=1.28ms, fps=1152 images/s, loss=0.1437, top1-acc=96.20%, top5-acc=99.94%, remaining_time=0:00:00, arrival_time=2021-04-14 23:15:44.063575, cost_time=0:00:43.254626 2021-04-14 23:15:44,927 INFO : EVAL, epoch=0161, iter=00010/00040, fetch data time cost=0.22ms, fps=2968 images/s, loss=1.1520, top1-acc=71.21%, top5-acc=91.68%, remaining_time=0:00:02.587140, arrival_time=2021-04-14 23:15:47.514868, cost_time=0:00:00.862378 2021-04-14 23:15:45,619 INFO : EVAL, epoch=0161, iter=00020/00040, fetch data time cost=1.39ms, fps=3705 images/s, loss=1.1274, top1-acc=71.64%, top5-acc=91.72%, remaining_time=0:00:01.553740, arrival_time=2021-04-14 23:15:47.172829, cost_time=0:00:01.553743 2021-04-14 23:15:46,309 INFO : EVAL, epoch=0161, iter=00030/00040, fetch data time cost=1.40ms, fps=3708 images/s, loss=1.1257, top1-acc=71.72%, top5-acc=91.76%, remaining_time=0:00:00.748170, arrival_time=2021-04-14 23:15:47.058030, cost_time=0:00:02.244506 2021-04-14 23:15:46,944 INFO : EVAL, epoch=0161, iter=00040/00040, fetch data time cost=0.09ms, fps=3658 images/s, loss=1.1152, top1-acc=71.41%, top5-acc=91.97%, remaining_time=0:00:00, arrival_time=2021-04-14 23:15:46.944365, cost_time=0:00:02.879050 2021-04-14 23:15:47,126 INFO : Epoch=0161 complete, best val top1-acc=71.59%, top5-acc=91.91% (epoch=158), remaining_time=0:30:10.700541, arrival_time=2021-04-14 23:45:57.826821, cost_time=2:04:34.943229 2021-04-14 23:15:47,127 INFO : Train start, epoch=0162, lr=0.009093 2021-04-14 23:15:49,527 INFO : TRAIN, epoch=0162, iter=00010/00196, fetch data time cost=2.10ms, fps=1067 images/s, loss=0.1278, top1-acc=96.76%, top5-acc=99.96%, remaining_time=0:00:44.626794, arrival_time=2021-04-14 23:16:34.154210, cost_time=0:00:02.399290 2021-04-14 23:15:51,725 INFO : TRAIN, epoch=0162, iter=00020/00196, fetch data time cost=1.35ms, fps=1165 images/s, loss=0.1260, top1-acc=96.91%, top5-acc=99.98%, remaining_time=0:00:40.452720, arrival_time=2021-04-14 23:16:32.177706, cost_time=0:00:04.596895 2021-04-14 23:15:53,927 INFO : TRAIN, epoch=0162, iter=00030/00196, fetch data time cost=1.76ms, fps=1163 images/s, loss=0.1263, top1-acc=96.81%, top5-acc=99.99%, remaining_time=0:00:37.624398, arrival_time=2021-04-14 23:16:31.552194, cost_time=0:00:06.799576 2021-04-14 23:15:56,141 INFO : TRAIN, epoch=0162, iter=00040/00196, fetch data time cost=1.64ms, fps=1157 images/s, loss=0.1235, top1-acc=96.86%, top5-acc=99.99%, remaining_time=0:00:35.151324, arrival_time=2021-04-14 23:16:31.292562, cost_time=0:00:09.013144 2021-04-14 23:15:58,340 INFO : TRAIN, epoch=0162, iter=00050/00196, fetch data time cost=1.44ms, fps=1164 images/s, loss=0.1235, top1-acc=96.85%, top5-acc=99.99%, remaining_time=0:00:32.739624, arrival_time=2021-04-14 23:16:31.079973, cost_time=0:00:11.212219 2021-04-14 23:16:00,537 INFO : TRAIN, epoch=0162, iter=00060/00196, fetch data time cost=1.53ms, fps=1166 images/s, loss=0.1222, top1-acc=96.95%, top5-acc=99.99%, remaining_time=0:00:30.394368, arrival_time=2021-04-14 23:16:30.931636, cost_time=0:00:13.409277 2021-04-14 23:16:02,737 INFO : TRAIN, epoch=0162, iter=00070/00196, fetch data time cost=1.48ms, fps=1164 images/s, loss=0.1218, top1-acc=96.98%, top5-acc=99.99%, remaining_time=0:00:28.096236, arrival_time=2021-04-14 23:16:30.833328, cost_time=0:00:15.609006 2021-04-14 23:16:04,936 INFO : TRAIN, epoch=0162, iter=00080/00196, fetch data time cost=1.62ms, fps=1165 images/s, loss=0.1221, top1-acc=96.95%, top5-acc=99.99%, remaining_time=0:00:25.821368, arrival_time=2021-04-14 23:16:30.757346, cost_time=0:00:17.807838 2021-04-14 23:16:07,138 INFO : TRAIN, epoch=0162, iter=00090/00196, fetch data time cost=1.62ms, fps=1163 images/s, loss=0.1222, top1-acc=96.94%, top5-acc=99.98%, remaining_time=0:00:23.567298, arrival_time=2021-04-14 23:16:30.705276, cost_time=0:00:20.009979 2021-04-14 23:16:09,342 INFO : TRAIN, epoch=0162, iter=00100/00196, fetch data time cost=1.50ms, fps=1161 images/s, loss=0.1225, top1-acc=96.96%, top5-acc=99.98%, remaining_time=0:00:21.326016, arrival_time=2021-04-14 23:16:30.668729, cost_time=0:00:22.214583 2021-04-14 23:16:11,544 INFO : TRAIN, epoch=0162, iter=00110/00196, fetch data time cost=1.39ms, fps=1163 images/s, loss=0.1232, top1-acc=96.91%, top5-acc=99.98%, remaining_time=0:00:19.089162, arrival_time=2021-04-14 23:16:30.633481, cost_time=0:00:24.416324 2021-04-14 23:16:13,753 INFO : TRAIN, epoch=0162, iter=00120/00196, fetch data time cost=2.11ms, fps=1159 images/s, loss=0.1232, top1-acc=96.91%, top5-acc=99.98%, remaining_time=0:00:16.862804, arrival_time=2021-04-14 23:16:30.616344, cost_time=0:00:26.625423 2021-04-14 23:16:15,962 INFO : TRAIN, epoch=0162, iter=00130/00196, fetch data time cost=2.77ms, fps=1159 images/s, loss=0.1220, top1-acc=96.98%, top5-acc=99.98%, remaining_time=0:00:14.639064, arrival_time=2021-04-14 23:16:30.601719, cost_time=0:00:28.834573 2021-04-14 23:16:18,166 INFO : TRAIN, epoch=0162, iter=00140/00196, fetch data time cost=1.58ms, fps=1162 images/s, loss=0.1221, top1-acc=96.99%, top5-acc=99.97%, remaining_time=0:00:12.415424, arrival_time=2021-04-14 23:16:30.582144, cost_time=0:00:31.038629 2021-04-14 23:16:20,374 INFO : TRAIN, epoch=0162, iter=00150/00196, fetch data time cost=1.41ms, fps=1160 images/s, loss=0.1226, top1-acc=96.97%, top5-acc=99.96%, remaining_time=0:00:10.195578, arrival_time=2021-04-14 23:16:30.570119, cost_time=0:00:33.246464 2021-04-14 23:16:22,586 INFO : TRAIN, epoch=0162, iter=00160/00196, fetch data time cost=1.37ms, fps=1157 images/s, loss=0.1236, top1-acc=96.92%, top5-acc=99.96%, remaining_time=0:00:07.978248, arrival_time=2021-04-14 23:16:30.565141, cost_time=0:00:35.458803 2021-04-14 23:16:24,797 INFO : TRAIN, epoch=0162, iter=00170/00196, fetch data time cost=1.46ms, fps=1159 images/s, loss=0.1245, top1-acc=96.87%, top5-acc=99.96%, remaining_time=0:00:05.761106, arrival_time=2021-04-14 23:16:30.558044, cost_time=0:00:37.668848 2021-04-14 23:16:27,009 INFO : TRAIN, epoch=0162, iter=00180/00196, fetch data time cost=1.52ms, fps=1157 images/s, loss=0.1251, top1-acc=96.86%, top5-acc=99.96%, remaining_time=0:00:03.545008, arrival_time=2021-04-14 23:16:30.554621, cost_time=0:00:39.881354 2021-04-14 23:16:29,219 INFO : TRAIN, epoch=0162, iter=00190/00196, fetch data time cost=1.40ms, fps=1159 images/s, loss=0.1261, top1-acc=96.81%, top5-acc=99.96%, remaining_time=0:00:01.329198, arrival_time=2021-04-14 23:16:30.548563, cost_time=0:00:42.091215 2021-04-14 23:16:30,401 INFO : TRAIN, epoch=0162, iter=00196/00196, fetch data time cost=1.31ms, fps=1152 images/s, loss=0.1267, top1-acc=96.82%, top5-acc=99.96%, remaining_time=0:00:00, arrival_time=2021-04-14 23:16:30.400967, cost_time=0:00:43.272875 2021-04-14 23:16:31,295 INFO : EVAL, epoch=0162, iter=00010/00040, fetch data time cost=0.54ms, fps=2994 images/s, loss=1.1035, top1-acc=72.19%, top5-acc=92.34%, remaining_time=0:00:02.565510, arrival_time=2021-04-14 23:16:33.860689, cost_time=0:00:00.855171 2021-04-14 23:16:31,984 INFO : EVAL, epoch=0162, iter=00020/00040, fetch data time cost=1.46ms, fps=3720 images/s, loss=1.1437, top1-acc=71.93%, top5-acc=92.27%, remaining_time=0:00:01.543960, arrival_time=2021-04-14 23:16:33.527908, cost_time=0:00:01.543966 2021-04-14 23:16:32,682 INFO : EVAL, epoch=0162, iter=00030/00040, fetch data time cost=1.39ms, fps=3667 images/s, loss=1.1142, top1-acc=72.54%, top5-acc=92.37%, remaining_time=0:00:00.747540, arrival_time=2021-04-14 23:16:33.430178, cost_time=0:00:02.242611 2021-04-14 23:16:33,315 INFO : EVAL, epoch=0162, iter=00040/00040, fetch data time cost=0.09ms, fps=3670 images/s, loss=1.1066, top1-acc=72.24%, top5-acc=92.31%, remaining_time=0:00:00, arrival_time=2021-04-14 23:16:33.315315, cost_time=0:00:02.875420 2021-04-14 23:16:33,623 INFO : Epoch=0162 complete, best val top1-acc=72.24%, top5-acc=92.31% (epoch=162), remaining_time=0:29:24.288472, arrival_time=2021-04-14 23:45:57.911802, cost_time=2:05:21.440264 2021-04-14 23:16:33,624 INFO : Train start, epoch=0163, lr=0.008646 2021-04-14 23:16:36,005 INFO : TRAIN, epoch=0163, iter=00010/00196, fetch data time cost=1.47ms, fps=1075 images/s, loss=0.1114, top1-acc=97.42%, top5-acc=99.96%, remaining_time=0:00:44.278416, arrival_time=2021-04-14 23:17:20.283860, cost_time=0:00:02.380561 2021-04-14 23:16:38,241 INFO : TRAIN, epoch=0163, iter=00020/00196, fetch data time cost=1.56ms, fps=1145 images/s, loss=0.1165, top1-acc=97.23%, top5-acc=99.98%, remaining_time=0:00:40.625552, arrival_time=2021-04-14 23:17:18.867124, cost_time=0:00:04.616547 2021-04-14 23:16:40,438 INFO : TRAIN, epoch=0163, iter=00030/00196, fetch data time cost=1.84ms, fps=1166 images/s, loss=0.1179, top1-acc=97.15%, top5-acc=99.99%, remaining_time=0:00:37.701754, arrival_time=2021-04-14 23:17:18.140232, cost_time=0:00:06.813576 2021-04-14 23:16:42,636 INFO : TRAIN, epoch=0163, iter=00040/00196, fetch data time cost=1.55ms, fps=1165 images/s, loss=0.1194, top1-acc=97.01%, top5-acc=99.97%, remaining_time=0:00:35.144928, arrival_time=2021-04-14 23:17:17.781468, cost_time=0:00:09.011517 2021-04-14 23:16:44,834 INFO : TRAIN, epoch=0163, iter=00050/00196, fetch data time cost=1.46ms, fps=1165 images/s, loss=0.1195, top1-acc=97.02%, top5-acc=99.98%, remaining_time=0:00:32.731448, arrival_time=2021-04-14 23:17:17.565638, cost_time=0:00:11.209385 2021-04-14 23:16:47,035 INFO : TRAIN, epoch=0163, iter=00060/00196, fetch data time cost=1.66ms, fps=1163 images/s, loss=0.1178, top1-acc=97.08%, top5-acc=99.98%, remaining_time=0:00:30.397768, arrival_time=2021-04-14 23:17:17.433408, cost_time=0:00:13.410761 2021-04-14 23:16:49,243 INFO : TRAIN, epoch=0163, iter=00070/00196, fetch data time cost=1.62ms, fps=1160 images/s, loss=0.1172, top1-acc=97.15%, top5-acc=99.98%, remaining_time=0:00:28.113624, arrival_time=2021-04-14 23:17:17.357196, cost_time=0:00:15.618662 2021-04-14 23:16:51,438 INFO : TRAIN, epoch=0163, iter=00080/00196, fetch data time cost=1.64ms, fps=1166 images/s, loss=0.1174, top1-acc=97.11%, top5-acc=99.97%, remaining_time=0:00:25.830416, arrival_time=2021-04-14 23:17:17.269280, cost_time=0:00:17.814075 2021-04-14 23:16:53,648 INFO : TRAIN, epoch=0163, iter=00090/00196, fetch data time cost=1.57ms, fps=1159 images/s, loss=0.1169, top1-acc=97.13%, top5-acc=99.97%, remaining_time=0:00:23.582880, arrival_time=2021-04-14 23:17:17.230995, cost_time=0:00:20.023228 2021-04-14 23:16:55,859 INFO : TRAIN, epoch=0163, iter=00100/00196, fetch data time cost=1.34ms, fps=1158 images/s, loss=0.1173, top1-acc=97.14%, top5-acc=99.97%, remaining_time=0:00:21.345600, arrival_time=2021-04-14 23:17:17.205472, cost_time=0:00:22.235046 2021-04-14 23:16:58,059 INFO : TRAIN, epoch=0163, iter=00110/00196, fetch data time cost=1.47ms, fps=1164 images/s, loss=0.1175, top1-acc=97.11%, top5-acc=99.97%, remaining_time=0:00:19.103008, arrival_time=2021-04-14 23:17:17.162107, cost_time=0:00:24.434105 2021-04-14 23:17:00,283 INFO : TRAIN, epoch=0163, iter=00120/00196, fetch data time cost=1.46ms, fps=1151 images/s, loss=0.1184, top1-acc=97.08%, top5-acc=99.97%, remaining_time=0:00:16.883704, arrival_time=2021-04-14 23:17:17.166968, cost_time=0:00:26.658475 2021-04-14 23:17:02,489 INFO : TRAIN, epoch=0163, iter=00130/00196, fetch data time cost=2.19ms, fps=1161 images/s, loss=0.1178, top1-acc=97.10%, top5-acc=99.97%, remaining_time=0:00:14.654310, arrival_time=2021-04-14 23:17:17.143768, cost_time=0:00:28.864553 2021-04-14 23:17:04,702 INFO : TRAIN, epoch=0163, iter=00140/00196, fetch data time cost=1.65ms, fps=1157 images/s, loss=0.1180, top1-acc=97.08%, top5-acc=99.97%, remaining_time=0:00:12.430824, arrival_time=2021-04-14 23:17:17.132763, cost_time=0:00:31.077010 2021-04-14 23:17:06,916 INFO : TRAIN, epoch=0163, iter=00150/00196, fetch data time cost=1.61ms, fps=1156 images/s, loss=0.1188, top1-acc=97.06%, top5-acc=99.96%, remaining_time=0:00:10.209516, arrival_time=2021-04-14 23:17:17.126318, cost_time=0:00:33.291877 2021-04-14 23:17:09,136 INFO : TRAIN, epoch=0163, iter=00160/00196, fetch data time cost=1.54ms, fps=1154 images/s, loss=0.1195, top1-acc=97.03%, top5-acc=99.97%, remaining_time=0:00:07.990020, arrival_time=2021-04-14 23:17:17.126130, cost_time=0:00:35.511181 2021-04-14 23:17:11,343 INFO : TRAIN, epoch=0163, iter=00170/00196, fetch data time cost=1.40ms, fps=1160 images/s, loss=0.1199, top1-acc=97.01%, top5-acc=99.97%, remaining_time=0:00:05.768698, arrival_time=2021-04-14 23:17:17.111960, cost_time=0:00:37.718462 2021-04-14 23:17:13,557 INFO : TRAIN, epoch=0163, iter=00180/00196, fetch data time cost=1.60ms, fps=1157 images/s, loss=0.1204, top1-acc=96.99%, top5-acc=99.97%, remaining_time=0:00:03.549552, arrival_time=2021-04-14 23:17:17.106910, cost_time=0:00:39.932414 2021-04-14 23:17:15,767 INFO : TRAIN, epoch=0163, iter=00190/00196, fetch data time cost=1.43ms, fps=1159 images/s, loss=0.1213, top1-acc=96.98%, top5-acc=99.97%, remaining_time=0:00:01.330806, arrival_time=2021-04-14 23:17:17.097900, cost_time=0:00:42.142165 2021-04-14 23:17:16,945 INFO : TRAIN, epoch=0163, iter=00196/00196, fetch data time cost=1.24ms, fps=1155 images/s, loss=0.1219, top1-acc=96.97%, top5-acc=99.96%, remaining_time=0:00:00, arrival_time=2021-04-14 23:17:16.944957, cost_time=0:00:43.320164 2021-04-14 23:17:17,757 INFO : EVAL, epoch=0163, iter=00010/00040, fetch data time cost=1.40ms, fps=3158 images/s, loss=1.0525, top1-acc=72.89%, top5-acc=92.93%, remaining_time=0:00:02.431980, arrival_time=2021-04-14 23:17:20.189546, cost_time=0:00:00.810665 2021-04-14 23:17:18,447 INFO : EVAL, epoch=0163, iter=00020/00040, fetch data time cost=1.30ms, fps=3715 images/s, loss=1.0830, top1-acc=72.48%, top5-acc=92.60%, remaining_time=0:00:01.500080, arrival_time=2021-04-14 23:17:19.947083, cost_time=0:00:01.500090 2021-04-14 23:17:19,139 INFO : EVAL, epoch=0163, iter=00030/00040, fetch data time cost=1.61ms, fps=3701 images/s, loss=1.0863, top1-acc=72.38%, top5-acc=92.51%, remaining_time=0:00:00.730710, arrival_time=2021-04-14 23:17:19.869741, cost_time=0:00:02.192118 2021-04-14 23:17:19,772 INFO : EVAL, epoch=0163, iter=00040/00040, fetch data time cost=0.08ms, fps=3663 images/s, loss=1.1043, top1-acc=72.05%, top5-acc=92.28%, remaining_time=0:00:00, arrival_time=2021-04-14 23:17:19.772798, cost_time=0:00:02.825836 2021-04-14 23:17:19,959 INFO : Epoch=0163 complete, best val top1-acc=72.24%, top5-acc=92.31% (epoch=162), remaining_time=0:28:37.838738, arrival_time=2021-04-14 23:45:57.797808, cost_time=2:06:07.776020 2021-04-14 23:17:19,960 INFO : Train start, epoch=0164, lr=0.008210 2021-04-14 23:17:22,352 INFO : TRAIN, epoch=0164, iter=00010/00196, fetch data time cost=1.57ms, fps=1070 images/s, loss=0.1088, top1-acc=97.19%, top5-acc=100.00%, remaining_time=0:00:44.489340, arrival_time=2021-04-14 23:18:06.841832, cost_time=0:00:02.391901 2021-04-14 23:17:24,556 INFO : TRAIN, epoch=0164, iter=00020/00196, fetch data time cost=1.35ms, fps=1162 images/s, loss=0.1138, top1-acc=97.01%, top5-acc=99.96%, remaining_time=0:00:40.447440, arrival_time=2021-04-14 23:18:05.004315, cost_time=0:00:04.596292 2021-04-14 23:17:26,757 INFO : TRAIN, epoch=0164, iter=00030/00196, fetch data time cost=1.47ms, fps=1164 images/s, loss=0.1111, top1-acc=97.12%, top5-acc=99.96%, remaining_time=0:00:37.608296, arrival_time=2021-04-14 23:18:04.365557, cost_time=0:00:06.796688 2021-04-14 23:17:28,956 INFO : TRAIN, epoch=0164, iter=00040/00196, fetch data time cost=1.36ms, fps=1164 images/s, loss=0.1103, top1-acc=97.13%, top5-acc=99.96%, remaining_time=0:00:35.084244, arrival_time=2021-04-14 23:18:04.040772, cost_time=0:00:08.995947 2021-04-14 23:17:31,153 INFO : TRAIN, epoch=0164, iter=00050/00196, fetch data time cost=1.55ms, fps=1165 images/s, loss=0.1093, top1-acc=97.16%, top5-acc=99.97%, remaining_time=0:00:32.683852, arrival_time=2021-04-14 23:18:03.837522, cost_time=0:00:11.193096 2021-04-14 23:17:33,358 INFO : TRAIN, epoch=0164, iter=00060/00196, fetch data time cost=1.45ms, fps=1161 images/s, loss=0.1091, top1-acc=97.22%, top5-acc=99.97%, remaining_time=0:00:30.369208, arrival_time=2021-04-14 23:18:03.728000, cost_time=0:00:13.398164 2021-04-14 23:17:35,558 INFO : TRAIN, epoch=0164, iter=00070/00196, fetch data time cost=1.39ms, fps=1164 images/s, loss=0.1093, top1-acc=97.23%, top5-acc=99.97%, remaining_time=0:00:28.076832, arrival_time=2021-04-14 23:18:03.635597, cost_time=0:00:15.598266 2021-04-14 23:17:37,757 INFO : TRAIN, epoch=0164, iter=00080/00196, fetch data time cost=1.38ms, fps=1165 images/s, loss=0.1095, top1-acc=97.29%, top5-acc=99.97%, remaining_time=0:00:25.804896, arrival_time=2021-04-14 23:18:03.561964, cost_time=0:00:17.796491 2021-04-14 23:17:39,959 INFO : TRAIN, epoch=0164, iter=00090/00196, fetch data time cost=1.47ms, fps=1163 images/s, loss=0.1098, top1-acc=97.30%, top5-acc=99.97%, remaining_time=0:00:23.553306, arrival_time=2021-04-14 23:18:03.512232, cost_time=0:00:19.998124 2021-04-14 23:17:42,160 INFO : TRAIN, epoch=0164, iter=00100/00196, fetch data time cost=1.61ms, fps=1163 images/s, loss=0.1096, top1-acc=97.30%, top5-acc=99.97%, remaining_time=0:00:21.312288, arrival_time=2021-04-14 23:18:03.473143, cost_time=0:00:22.200348 2021-04-14 23:17:44,366 INFO : TRAIN, epoch=0164, iter=00110/00196, fetch data time cost=1.48ms, fps=1161 images/s, loss=0.1114, top1-acc=97.24%, top5-acc=99.97%, remaining_time=0:00:19.081336, arrival_time=2021-04-14 23:18:03.448198, cost_time=0:00:24.406367 2021-04-14 23:17:46,573 INFO : TRAIN, epoch=0164, iter=00120/00196, fetch data time cost=1.40ms, fps=1160 images/s, loss=0.1118, top1-acc=97.22%, top5-acc=99.97%, remaining_time=0:00:16.854976, arrival_time=2021-04-14 23:18:03.428663, cost_time=0:00:26.613105 2021-04-14 23:17:48,782 INFO : TRAIN, epoch=0164, iter=00130/00196, fetch data time cost=1.85ms, fps=1159 images/s, loss=0.1138, top1-acc=97.15%, top5-acc=99.97%, remaining_time=0:00:14.632596, arrival_time=2021-04-14 23:18:03.415033, cost_time=0:00:28.821812 2021-04-14 23:17:50,985 INFO : TRAIN, epoch=0164, iter=00140/00196, fetch data time cost=1.43ms, fps=1163 images/s, loss=0.1141, top1-acc=97.13%, top5-acc=99.97%, remaining_time=0:00:12.409656, arrival_time=2021-04-14 23:18:03.394559, cost_time=0:00:31.024198 2021-04-14 23:17:53,187 INFO : TRAIN, epoch=0164, iter=00150/00196, fetch data time cost=1.66ms, fps=1163 images/s, loss=0.1147, top1-acc=97.10%, top5-acc=99.97%, remaining_time=0:00:10.189460, arrival_time=2021-04-14 23:18:03.376580, cost_time=0:00:33.226528 2021-04-14 23:17:55,393 INFO : TRAIN, epoch=0164, iter=00160/00196, fetch data time cost=1.45ms, fps=1161 images/s, loss=0.1155, top1-acc=97.08%, top5-acc=99.97%, remaining_time=0:00:07.972416, arrival_time=2021-04-14 23:18:03.365895, cost_time=0:00:35.432888 2021-04-14 23:17:57,592 INFO : TRAIN, epoch=0164, iter=00170/00196, fetch data time cost=1.52ms, fps=1165 images/s, loss=0.1154, top1-acc=97.09%, top5-acc=99.97%, remaining_time=0:00:05.755438, arrival_time=2021-04-14 23:18:03.347767, cost_time=0:00:37.631752 2021-04-14 23:17:59,791 INFO : TRAIN, epoch=0164, iter=00180/00196, fetch data time cost=1.91ms, fps=1165 images/s, loss=0.1165, top1-acc=97.05%, top5-acc=99.97%, remaining_time=0:00:03.540496, arrival_time=2021-04-14 23:18:03.331565, cost_time=0:00:39.830493 2021-04-14 23:18:01,999 INFO : TRAIN, epoch=0164, iter=00190/00196, fetch data time cost=1.35ms, fps=1160 images/s, loss=0.1170, top1-acc=97.03%, top5-acc=99.97%, remaining_time=0:00:01.327536, arrival_time=2021-04-14 23:18:03.326751, cost_time=0:00:42.038711 2021-04-14 23:18:03,177 INFO : TRAIN, epoch=0164, iter=00196/00196, fetch data time cost=1.26ms, fps=1155 images/s, loss=0.1175, top1-acc=97.04%, top5-acc=99.97%, remaining_time=0:00:00, arrival_time=2021-04-14 23:18:03.177435, cost_time=0:00:43.216850 2021-04-14 23:18:04,051 INFO : EVAL, epoch=0164, iter=00010/00040, fetch data time cost=0.21ms, fps=2937 images/s, loss=1.1431, top1-acc=71.17%, top5-acc=92.30%, remaining_time=0:00:02.614980, arrival_time=2021-04-14 23:18:06.666248, cost_time=0:00:00.871660 2021-04-14 23:18:04,738 INFO : EVAL, epoch=0164, iter=00020/00040, fetch data time cost=1.29ms, fps=3726 images/s, loss=1.1367, top1-acc=71.56%, top5-acc=92.01%, remaining_time=0:00:01.559120, arrival_time=2021-04-14 23:18:06.297825, cost_time=0:00:01.559117 2021-04-14 23:18:05,428 INFO : EVAL, epoch=0164, iter=00030/00040, fetch data time cost=1.30ms, fps=3711 images/s, loss=1.1521, top1-acc=71.22%, top5-acc=91.86%, remaining_time=0:00:00.749760, arrival_time=2021-04-14 23:18:06.178642, cost_time=0:00:02.249286 2021-04-14 23:18:06,058 INFO : EVAL, epoch=0164, iter=00040/00040, fetch data time cost=0.07ms, fps=3689 images/s, loss=1.1334, top1-acc=71.79%, top5-acc=92.12%, remaining_time=0:00:00, arrival_time=2021-04-14 23:18:06.058161, cost_time=0:00:02.878601 2021-04-14 23:18:06,223 INFO : Epoch=0164 complete, best val top1-acc=72.24%, top5-acc=92.31% (epoch=162), remaining_time=0:27:51.374772, arrival_time=2021-04-14 23:45:57.598514, cost_time=2:06:54.040668 2021-04-14 23:18:06,225 INFO : Train start, epoch=0165, lr=0.007784 2021-04-14 23:18:08,614 INFO : TRAIN, epoch=0165, iter=00010/00196, fetch data time cost=1.57ms, fps=1072 images/s, loss=0.0946, top1-acc=97.66%, top5-acc=99.96%, remaining_time=0:00:44.429634, arrival_time=2021-04-14 23:18:53.043565, cost_time=0:00:02.388690 2021-04-14 23:18:10,821 INFO : TRAIN, epoch=0165, iter=00020/00196, fetch data time cost=1.42ms, fps=1160 images/s, loss=0.0998, top1-acc=97.56%, top5-acc=99.98%, remaining_time=0:00:40.442512, arrival_time=2021-04-14 23:18:51.263716, cost_time=0:00:04.595740 2021-04-14 23:18:13,019 INFO : TRAIN, epoch=0165, iter=00030/00196, fetch data time cost=1.47ms, fps=1165 images/s, loss=0.1001, top1-acc=97.71%, top5-acc=99.96%, remaining_time=0:00:37.596344, arrival_time=2021-04-14 23:18:50.616140, cost_time=0:00:06.794525 2021-04-14 23:18:15,218 INFO : TRAIN, epoch=0165, iter=00040/00196, fetch data time cost=1.61ms, fps=1165 images/s, loss=0.0984, top1-acc=97.90%, top5-acc=99.96%, remaining_time=0:00:35.073012, arrival_time=2021-04-14 23:18:50.291314, cost_time=0:00:08.993070 2021-04-14 23:18:17,430 INFO : TRAIN, epoch=0165, iter=00050/00196, fetch data time cost=1.48ms, fps=1158 images/s, loss=0.1004, top1-acc=97.78%, top5-acc=99.97%, remaining_time=0:00:32.718454, arrival_time=2021-04-14 23:18:50.148663, cost_time=0:00:11.204927 2021-04-14 23:18:19,644 INFO : TRAIN, epoch=0165, iter=00060/00196, fetch data time cost=1.84ms, fps=1156 images/s, loss=0.1000, top1-acc=97.75%, top5-acc=99.97%, remaining_time=0:00:30.416944, arrival_time=2021-04-14 23:18:50.061340, cost_time=0:00:13.419240 2021-04-14 23:18:21,850 INFO : TRAIN, epoch=0165, iter=00070/00196, fetch data time cost=1.46ms, fps=1160 images/s, loss=0.0998, top1-acc=97.72%, top5-acc=99.97%, remaining_time=0:00:28.126098, arrival_time=2021-04-14 23:18:49.976955, cost_time=0:00:15.625616 2021-04-14 23:18:24,056 INFO : TRAIN, epoch=0165, iter=00080/00196, fetch data time cost=1.39ms, fps=1161 images/s, loss=0.1007, top1-acc=97.70%, top5-acc=99.98%, remaining_time=0:00:25.854776, arrival_time=2021-04-14 23:18:49.910914, cost_time=0:00:17.830860 2021-04-14 23:18:26,267 INFO : TRAIN, epoch=0165, iter=00090/00196, fetch data time cost=2.03ms, fps=1158 images/s, loss=0.1013, top1-acc=97.66%, top5-acc=99.97%, remaining_time=0:00:23.604928, arrival_time=2021-04-14 23:18:49.872035, cost_time=0:00:20.041964 2021-04-14 23:18:28,473 INFO : TRAIN, epoch=0165, iter=00100/00196, fetch data time cost=1.30ms, fps=1161 images/s, loss=0.1025, top1-acc=97.58%, top5-acc=99.98%, remaining_time=0:00:21.357984, arrival_time=2021-04-14 23:18:49.831148, cost_time=0:00:22.247907 2021-04-14 23:18:30,680 INFO : TRAIN, epoch=0165, iter=00110/00196, fetch data time cost=1.55ms, fps=1160 images/s, loss=0.1022, top1-acc=97.57%, top5-acc=99.98%, remaining_time=0:00:19.119864, arrival_time=2021-04-14 23:18:49.800690, cost_time=0:00:24.455676 2021-04-14 23:18:32,882 INFO : TRAIN, epoch=0165, iter=00120/00196, fetch data time cost=2.75ms, fps=1163 images/s, loss=0.1034, top1-acc=97.55%, top5-acc=99.97%, remaining_time=0:00:16.882868, arrival_time=2021-04-14 23:18:49.765198, cost_time=0:00:26.657105 2021-04-14 23:18:35,089 INFO : TRAIN, epoch=0165, iter=00130/00196, fetch data time cost=1.45ms, fps=1160 images/s, loss=0.1039, top1-acc=97.58%, top5-acc=99.97%, remaining_time=0:00:14.654046, arrival_time=2021-04-14 23:18:49.743248, cost_time=0:00:28.864042 2021-04-14 23:18:37,284 INFO : TRAIN, epoch=0165, iter=00140/00196, fetch data time cost=1.40ms, fps=1166 images/s, loss=0.1041, top1-acc=97.57%, top5-acc=99.97%, remaining_time=0:00:12.423880, arrival_time=2021-04-14 23:18:49.708777, cost_time=0:00:31.059748 2021-04-14 23:18:39,493 INFO : TRAIN, epoch=0165, iter=00150/00196, fetch data time cost=1.42ms, fps=1159 images/s, loss=0.1044, top1-acc=97.55%, top5-acc=99.97%, remaining_time=0:00:10.202340, arrival_time=2021-04-14 23:18:49.696073, cost_time=0:00:33.268491 2021-04-14 23:18:41,693 INFO : TRAIN, epoch=0165, iter=00160/00196, fetch data time cost=1.55ms, fps=1164 images/s, loss=0.1047, top1-acc=97.54%, top5-acc=99.97%, remaining_time=0:00:07.980444, arrival_time=2021-04-14 23:18:49.674164, cost_time=0:00:35.468564 2021-04-14 23:18:43,897 INFO : TRAIN, epoch=0165, iter=00170/00196, fetch data time cost=1.60ms, fps=1162 images/s, loss=0.1045, top1-acc=97.55%, top5-acc=99.97%, remaining_time=0:00:05.761600, arrival_time=2021-04-14 23:18:49.658758, cost_time=0:00:37.672019 2021-04-14 23:18:46,092 INFO : TRAIN, epoch=0165, iter=00180/00196, fetch data time cost=1.65ms, fps=1166 images/s, loss=0.1050, top1-acc=97.55%, top5-acc=99.98%, remaining_time=0:00:03.543792, arrival_time=2021-04-14 23:18:49.636650, cost_time=0:00:39.867586 2021-04-14 23:18:48,295 INFO : TRAIN, epoch=0165, iter=00190/00196, fetch data time cost=1.24ms, fps=1163 images/s, loss=0.1052, top1-acc=97.53%, top5-acc=99.98%, remaining_time=0:00:01.328532, arrival_time=2021-04-14 23:18:49.623907, cost_time=0:00:42.070212 2021-04-14 23:18:49,473 INFO : TRAIN, epoch=0165, iter=00196/00196, fetch data time cost=1.33ms, fps=1155 images/s, loss=0.1056, top1-acc=97.52%, top5-acc=99.98%, remaining_time=0:00:00, arrival_time=2021-04-14 23:18:49.473417, cost_time=0:00:43.248234 2021-04-14 23:18:50,346 INFO : EVAL, epoch=0165, iter=00010/00040, fetch data time cost=1.30ms, fps=2942 images/s, loss=1.1518, top1-acc=71.95%, top5-acc=92.03%, remaining_time=0:00:02.610240, arrival_time=2021-04-14 23:18:52.956775, cost_time=0:00:00.870080 2021-04-14 23:18:51,039 INFO : EVAL, epoch=0165, iter=00020/00040, fetch data time cost=1.31ms, fps=3698 images/s, loss=1.1088, top1-acc=72.62%, top5-acc=92.30%, remaining_time=0:00:01.562840, arrival_time=2021-04-14 23:18:52.602113, cost_time=0:00:01.562843 2021-04-14 23:18:51,727 INFO : EVAL, epoch=0165, iter=00030/00040, fetch data time cost=1.34ms, fps=3723 images/s, loss=1.1152, top1-acc=72.37%, top5-acc=92.28%, remaining_time=0:00:00.750250, arrival_time=2021-04-14 23:18:52.477430, cost_time=0:00:02.250757 2021-04-14 23:18:52,357 INFO : EVAL, epoch=0165, iter=00040/00040, fetch data time cost=0.20ms, fps=3683 images/s, loss=1.1300, top1-acc=72.24%, top5-acc=92.20%, remaining_time=0:00:00, arrival_time=2021-04-14 23:18:52.357455, cost_time=0:00:02.881059 2021-04-14 23:18:52,529 INFO : Epoch=0165 complete, best val top1-acc=72.24%, top5-acc=92.31% (epoch=162), remaining_time=0:27:04.922005, arrival_time=2021-04-14 23:45:57.451689, cost_time=2:07:40.346634 2021-04-14 23:18:52,530 INFO : Train start, epoch=0166, lr=0.007368 2021-04-14 23:18:54,932 INFO : TRAIN, epoch=0166, iter=00010/00196, fetch data time cost=1.39ms, fps=1066 images/s, loss=0.0957, top1-acc=98.16%, top5-acc=99.96%, remaining_time=0:00:44.668458, arrival_time=2021-04-14 23:19:39.601139, cost_time=0:00:02.401526 2021-04-14 23:18:57,135 INFO : TRAIN, epoch=0166, iter=00020/00196, fetch data time cost=1.60ms, fps=1163 images/s, loss=0.0927, top1-acc=97.95%, top5-acc=99.98%, remaining_time=0:00:40.515376, arrival_time=2021-04-14 23:19:37.650685, cost_time=0:00:04.604021 2021-04-14 23:18:59,341 INFO : TRAIN, epoch=0166, iter=00030/00196, fetch data time cost=1.46ms, fps=1161 images/s, loss=0.0913, top1-acc=97.93%, top5-acc=99.99%, remaining_time=0:00:37.681834, arrival_time=2021-04-14 23:19:37.023005, cost_time=0:00:06.809983 2021-04-14 23:19:01,538 INFO : TRAIN, epoch=0166, iter=00040/00196, fetch data time cost=1.60ms, fps=1165 images/s, loss=0.0923, top1-acc=97.92%, top5-acc=99.98%, remaining_time=0:00:35.128392, arrival_time=2021-04-14 23:19:36.666814, cost_time=0:00:09.007278 2021-04-14 23:19:03,735 INFO : TRAIN, epoch=0166, iter=00050/00196, fetch data time cost=2.02ms, fps=1166 images/s, loss=0.0936, top1-acc=97.87%, top5-acc=99.98%, remaining_time=0:00:32.716264, arrival_time=2021-04-14 23:19:36.451579, cost_time=0:00:11.204190 2021-04-14 23:19:05,936 INFO : TRAIN, epoch=0166, iter=00060/00196, fetch data time cost=1.61ms, fps=1163 images/s, loss=0.0944, top1-acc=97.82%, top5-acc=99.99%, remaining_time=0:00:30.384984, arrival_time=2021-04-14 23:19:36.321231, cost_time=0:00:13.405163 2021-04-14 23:19:08,139 INFO : TRAIN, epoch=0166, iter=00070/00196, fetch data time cost=1.87ms, fps=1162 images/s, loss=0.0942, top1-acc=97.82%, top5-acc=99.99%, remaining_time=0:00:28.094850, arrival_time=2021-04-14 23:19:36.234231, cost_time=0:00:15.608238 2021-04-14 23:19:10,348 INFO : TRAIN, epoch=0166, iter=00080/00196, fetch data time cost=1.53ms, fps=1159 images/s, loss=0.0947, top1-acc=97.76%, top5-acc=99.99%, remaining_time=0:00:25.835288, arrival_time=2021-04-14 23:19:36.183909, cost_time=0:00:17.817470 2021-04-14 23:19:12,563 INFO : TRAIN, epoch=0166, iter=00090/00196, fetch data time cost=2.10ms, fps=1156 images/s, loss=0.0950, top1-acc=97.76%, top5-acc=99.99%, remaining_time=0:00:23.593904, arrival_time=2021-04-14 23:19:36.157563, cost_time=0:00:20.032515 2021-04-14 23:19:14,763 INFO : TRAIN, epoch=0166, iter=00100/00196, fetch data time cost=1.39ms, fps=1164 images/s, loss=0.0946, top1-acc=97.78%, top5-acc=99.99%, remaining_time=0:00:21.342816, arrival_time=2021-04-14 23:19:36.106113, cost_time=0:00:22.232096 2021-04-14 23:19:16,988 INFO : TRAIN, epoch=0166, iter=00110/00196, fetch data time cost=1.58ms, fps=1151 images/s, loss=0.0943, top1-acc=97.82%, top5-acc=99.99%, remaining_time=0:00:19.121326, arrival_time=2021-04-14 23:19:36.110057, cost_time=0:00:24.457512 2021-04-14 23:19:19,221 INFO : TRAIN, epoch=0166, iter=00120/00196, fetch data time cost=1.76ms, fps=1147 images/s, loss=0.0944, top1-acc=97.80%, top5-acc=99.99%, remaining_time=0:00:16.903768, arrival_time=2021-04-14 23:19:36.125017, cost_time=0:00:26.690112 2021-04-14 23:19:21,424 INFO : TRAIN, epoch=0166, iter=00130/00196, fetch data time cost=2.06ms, fps=1163 images/s, loss=0.0952, top1-acc=97.78%, top5-acc=99.99%, remaining_time=0:00:14.668632, arrival_time=2021-04-14 23:19:36.092558, cost_time=0:00:28.892729 2021-04-14 23:19:23,620 INFO : TRAIN, epoch=0166, iter=00140/00196, fetch data time cost=1.52ms, fps=1166 images/s, loss=0.0950, top1-acc=97.80%, top5-acc=99.99%, remaining_time=0:00:12.435808, arrival_time=2021-04-14 23:19:36.056415, cost_time=0:00:31.089453 2021-04-14 23:19:25,824 INFO : TRAIN, epoch=0166, iter=00150/00196, fetch data time cost=1.55ms, fps=1162 images/s, loss=0.0950, top1-acc=97.82%, top5-acc=99.99%, remaining_time=0:00:10.209976, arrival_time=2021-04-14 23:19:36.034632, cost_time=0:00:33.293387 2021-04-14 23:19:28,027 INFO : TRAIN, epoch=0166, iter=00160/00196, fetch data time cost=1.46ms, fps=1162 images/s, loss=0.0948, top1-acc=97.84%, top5-acc=100.00%, remaining_time=0:00:07.986708, arrival_time=2021-04-14 23:19:36.014341, cost_time=0:00:35.496419 2021-04-14 23:19:30,238 INFO : TRAIN, epoch=0166, iter=00170/00196, fetch data time cost=2.13ms, fps=1159 images/s, loss=0.0950, top1-acc=97.81%, top5-acc=100.00%, remaining_time=0:00:05.766930, arrival_time=2021-04-14 23:19:36.004893, cost_time=0:00:37.706822 2021-04-14 23:19:32,438 INFO : TRAIN, epoch=0166, iter=00180/00196, fetch data time cost=1.44ms, fps=1164 images/s, loss=0.0952, top1-acc=97.80%, top5-acc=99.99%, remaining_time=0:00:03.547296, arrival_time=2021-04-14 23:19:35.985491, cost_time=0:00:39.907016 2021-04-14 23:19:34,636 INFO : TRAIN, epoch=0166, iter=00190/00196, fetch data time cost=1.23ms, fps=1165 images/s, loss=0.0955, top1-acc=97.77%, top5-acc=99.99%, remaining_time=0:00:01.329636, arrival_time=2021-04-14 23:19:35.965909, cost_time=0:00:42.105219 2021-04-14 23:19:35,814 INFO : TRAIN, epoch=0166, iter=00196/00196, fetch data time cost=1.24ms, fps=1154 images/s, loss=0.0960, top1-acc=97.77%, top5-acc=99.99%, remaining_time=0:00:00, arrival_time=2021-04-14 23:19:35.814855, cost_time=0:00:43.283713 2021-04-14 23:19:36,638 INFO : EVAL, epoch=0166, iter=00010/00040, fetch data time cost=0.22ms, fps=3115 images/s, loss=1.0729, top1-acc=73.12%, top5-acc=92.77%, remaining_time=0:00:02.465730, arrival_time=2021-04-14 23:19:39.104595, cost_time=0:00:00.821912 2021-04-14 23:19:37,327 INFO : EVAL, epoch=0166, iter=00020/00040, fetch data time cost=1.62ms, fps=3719 images/s, loss=1.0789, top1-acc=72.91%, top5-acc=92.64%, remaining_time=0:00:01.510620, arrival_time=2021-04-14 23:19:38.838187, cost_time=0:00:01.510626 2021-04-14 23:19:38,016 INFO : EVAL, epoch=0166, iter=00030/00040, fetch data time cost=1.33ms, fps=3717 images/s, loss=1.1015, top1-acc=72.64%, top5-acc=92.36%, remaining_time=0:00:00.733250, arrival_time=2021-04-14 23:19:38.749935, cost_time=0:00:02.199748 2021-04-14 23:19:38,659 INFO : EVAL, epoch=0166, iter=00040/00040, fetch data time cost=0.10ms, fps=3609 images/s, loss=1.0887, top1-acc=72.55%, top5-acc=92.50%, remaining_time=0:00:00, arrival_time=2021-04-14 23:19:38.659815, cost_time=0:00:02.842868 2021-04-14 23:19:39,010 INFO : Epoch=0166 complete, best val top1-acc=72.55%, top5-acc=92.50% (epoch=166), remaining_time=0:26:18.506712, arrival_time=2021-04-14 23:45:57.516707, cost_time=2:08:26.826930 2021-04-14 23:19:39,011 INFO : Train start, epoch=0167, lr=0.006963 2021-04-14 23:19:41,420 INFO : TRAIN, epoch=0167, iter=00010/00196, fetch data time cost=1.61ms, fps=1063 images/s, loss=0.0845, top1-acc=98.16%, top5-acc=100.00%, remaining_time=0:00:44.811678, arrival_time=2021-04-14 23:20:26.232347, cost_time=0:00:02.409233 2021-04-14 23:19:43,631 INFO : TRAIN, epoch=0167, iter=00020/00196, fetch data time cost=1.46ms, fps=1158 images/s, loss=0.0819, top1-acc=98.34%, top5-acc=99.98%, remaining_time=0:00:40.658992, arrival_time=2021-04-14 23:20:24.290800, cost_time=0:00:04.620340 2021-04-14 23:19:45,836 INFO : TRAIN, epoch=0167, iter=00030/00196, fetch data time cost=1.56ms, fps=1162 images/s, loss=0.0810, top1-acc=98.33%, top5-acc=99.99%, remaining_time=0:00:37.762842, arrival_time=2021-04-14 23:20:23.598904, cost_time=0:00:06.824620 2021-04-14 23:19:48,033 INFO : TRAIN, epoch=0167, iter=00040/00196, fetch data time cost=1.34ms, fps=1166 images/s, loss=0.0826, top1-acc=98.27%, top5-acc=99.99%, remaining_time=0:00:35.183772, arrival_time=2021-04-14 23:20:23.216673, cost_time=0:00:09.021461 2021-04-14 23:19:50,239 INFO : TRAIN, epoch=0167, iter=00050/00196, fetch data time cost=1.53ms, fps=1161 images/s, loss=0.0819, top1-acc=98.30%, top5-acc=99.99%, remaining_time=0:00:32.784592, arrival_time=2021-04-14 23:20:23.023627, cost_time=0:00:11.227596 2021-04-14 23:19:52,438 INFO : TRAIN, epoch=0167, iter=00060/00196, fetch data time cost=1.62ms, fps=1164 images/s, loss=0.0807, top1-acc=98.35%, top5-acc=99.99%, remaining_time=0:00:30.433944, arrival_time=2021-04-14 23:20:22.872223, cost_time=0:00:13.426725 2021-04-14 23:19:54,639 INFO : TRAIN, epoch=0167, iter=00070/00196, fetch data time cost=1.38ms, fps=1163 images/s, loss=0.0804, top1-acc=98.36%, top5-acc=99.99%, remaining_time=0:00:28.131390, arrival_time=2021-04-14 23:20:22.771322, cost_time=0:00:15.628565 2021-04-14 23:19:56,839 INFO : TRAIN, epoch=0167, iter=00080/00196, fetch data time cost=1.84ms, fps=1164 images/s, loss=0.0805, top1-acc=98.36%, top5-acc=100.00%, remaining_time=0:00:25.850716, arrival_time=2021-04-14 23:20:22.690265, cost_time=0:00:17.828106 2021-04-14 23:19:59,037 INFO : TRAIN, epoch=0167, iter=00090/00196, fetch data time cost=1.44ms, fps=1165 images/s, loss=0.0816, top1-acc=98.30%, top5-acc=100.00%, remaining_time=0:00:23.585954, arrival_time=2021-04-14 23:20:22.623122, cost_time=0:00:20.025817 2021-04-14 23:20:01,240 INFO : TRAIN, epoch=0167, iter=00100/00196, fetch data time cost=1.64ms, fps=1162 images/s, loss=0.0813, top1-acc=98.31%, top5-acc=100.00%, remaining_time=0:00:21.339168, arrival_time=2021-04-14 23:20:22.579091, cost_time=0:00:22.228344 2021-04-14 23:20:03,449 INFO : TRAIN, epoch=0167, iter=00110/00196, fetch data time cost=1.49ms, fps=1159 images/s, loss=0.0809, top1-acc=98.34%, top5-acc=100.00%, remaining_time=0:00:19.105846, arrival_time=2021-04-14 23:20:22.555088, cost_time=0:00:24.437727 2021-04-14 23:20:05,661 INFO : TRAIN, epoch=0167, iter=00120/00196, fetch data time cost=1.66ms, fps=1158 images/s, loss=0.0811, top1-acc=98.33%, top5-acc=100.00%, remaining_time=0:00:16.878308, arrival_time=2021-04-14 23:20:22.539700, cost_time=0:00:26.649947 2021-04-14 23:20:07,864 INFO : TRAIN, epoch=0167, iter=00130/00196, fetch data time cost=1.89ms, fps=1162 images/s, loss=0.0811, top1-acc=98.34%, top5-acc=100.00%, remaining_time=0:00:14.648436, arrival_time=2021-04-14 23:20:22.512852, cost_time=0:00:28.852974 2021-04-14 23:20:10,067 INFO : TRAIN, epoch=0167, iter=00140/00196, fetch data time cost=1.63ms, fps=1163 images/s, loss=0.0813, top1-acc=98.34%, top5-acc=100.00%, remaining_time=0:00:12.422144, arrival_time=2021-04-14 23:20:22.489013, cost_time=0:00:31.055359 2021-04-14 23:20:12,273 INFO : TRAIN, epoch=0167, iter=00150/00196, fetch data time cost=1.44ms, fps=1161 images/s, loss=0.0818, top1-acc=98.32%, top5-acc=100.00%, remaining_time=0:00:10.200270, arrival_time=2021-04-14 23:20:22.473490, cost_time=0:00:33.261771 2021-04-14 23:20:14,470 INFO : TRAIN, epoch=0167, iter=00160/00196, fetch data time cost=2.06ms, fps=1165 images/s, loss=0.0823, top1-acc=98.31%, top5-acc=100.00%, remaining_time=0:00:07.978320, arrival_time=2021-04-14 23:20:22.448982, cost_time=0:00:35.459230 2021-04-14 23:20:16,668 INFO : TRAIN, epoch=0167, iter=00170/00196, fetch data time cost=1.44ms, fps=1165 images/s, loss=0.0826, top1-acc=98.30%, top5-acc=100.00%, remaining_time=0:00:05.759312, arrival_time=2021-04-14 23:20:22.427742, cost_time=0:00:37.657068 2021-04-14 23:20:18,866 INFO : TRAIN, epoch=0167, iter=00180/00196, fetch data time cost=1.35ms, fps=1165 images/s, loss=0.0834, top1-acc=98.26%, top5-acc=99.99%, remaining_time=0:00:03.542688, arrival_time=2021-04-14 23:20:22.409356, cost_time=0:00:39.855234 2021-04-14 23:20:21,068 INFO : TRAIN, epoch=0167, iter=00190/00196, fetch data time cost=1.27ms, fps=1163 images/s, loss=0.0834, top1-acc=98.26%, top5-acc=99.99%, remaining_time=0:00:01.328106, arrival_time=2021-04-14 23:20:22.396105, cost_time=0:00:42.056650 2021-04-14 23:20:22,248 INFO : TRAIN, epoch=0167, iter=00196/00196, fetch data time cost=1.39ms, fps=1152 images/s, loss=0.0836, top1-acc=98.25%, top5-acc=99.99%, remaining_time=0:00:00, arrival_time=2021-04-14 23:20:22.248590, cost_time=0:00:43.237159 2021-04-14 23:20:23,142 INFO : EVAL, epoch=0167, iter=00010/00040, fetch data time cost=0.31ms, fps=2870 images/s, loss=1.0548, top1-acc=72.70%, top5-acc=93.12%, remaining_time=0:00:02.676180, arrival_time=2021-04-14 23:20:25.818852, cost_time=0:00:00.892065 2021-04-14 23:20:23,830 INFO : EVAL, epoch=0167, iter=00020/00040, fetch data time cost=1.77ms, fps=3725 images/s, loss=1.0808, top1-acc=72.50%, top5-acc=92.54%, remaining_time=0:00:01.579780, arrival_time=2021-04-14 23:20:25.410165, cost_time=0:00:01.579783 2021-04-14 23:20:24,517 INFO : EVAL, epoch=0167, iter=00030/00040, fetch data time cost=1.35ms, fps=3725 images/s, loss=1.0686, top1-acc=73.12%, top5-acc=92.63%, remaining_time=0:00:00.755790, arrival_time=2021-04-14 23:20:25.273743, cost_time=0:00:02.267364 2021-04-14 23:20:25,147 INFO : EVAL, epoch=0167, iter=00040/00040, fetch data time cost=0.08ms, fps=3685 images/s, loss=1.0804, top1-acc=72.90%, top5-acc=92.42%, remaining_time=0:00:00, arrival_time=2021-04-14 23:20:25.147772, cost_time=0:00:02.897209 2021-04-14 23:20:25,445 INFO : Epoch=0167 complete, best val top1-acc=72.90%, top5-acc=92.42% (epoch=167), remaining_time=0:25:32.081826, arrival_time=2021-04-14 23:45:57.527535, cost_time=2:09:13.262613 2021-04-14 23:20:25,447 INFO : Train start, epoch=0168, lr=0.006568 2021-04-14 23:20:27,821 INFO : TRAIN, epoch=0168, iter=00010/00196, fetch data time cost=2.10ms, fps=1079 images/s, loss=0.0776, top1-acc=98.28%, top5-acc=100.00%, remaining_time=0:00:44.145798, arrival_time=2021-04-14 23:21:11.967297, cost_time=0:00:02.373429 2021-04-14 23:20:30,029 INFO : TRAIN, epoch=0168, iter=00020/00196, fetch data time cost=1.44ms, fps=1160 images/s, loss=0.0805, top1-acc=98.20%, top5-acc=100.00%, remaining_time=0:00:40.317024, arrival_time=2021-04-14 23:21:10.346515, cost_time=0:00:04.581474 2021-04-14 23:20:32,231 INFO : TRAIN, epoch=0168, iter=00030/00196, fetch data time cost=1.79ms, fps=1163 images/s, loss=0.0807, top1-acc=98.18%, top5-acc=99.99%, remaining_time=0:00:37.537580, arrival_time=2021-04-14 23:21:09.769478, cost_time=0:00:06.783897 2021-04-14 23:20:34,432 INFO : TRAIN, epoch=0168, iter=00040/00196, fetch data time cost=1.50ms, fps=1164 images/s, loss=0.0787, top1-acc=98.32%, top5-acc=99.99%, remaining_time=0:00:35.038848, arrival_time=2021-04-14 23:21:09.471263, cost_time=0:00:08.984326 2021-04-14 23:20:36,629 INFO : TRAIN, epoch=0168, iter=00050/00196, fetch data time cost=1.46ms, fps=1166 images/s, loss=0.0780, top1-acc=98.39%, top5-acc=99.99%, remaining_time=0:00:32.649542, arrival_time=2021-04-14 23:21:09.278926, cost_time=0:00:11.181373 2021-04-14 23:20:38,825 INFO : TRAIN, epoch=0168, iter=00060/00196, fetch data time cost=1.36ms, fps=1166 images/s, loss=0.0767, top1-acc=98.47%, top5-acc=99.99%, remaining_time=0:00:30.322832, arrival_time=2021-04-14 23:21:09.148522, cost_time=0:00:13.377691 2021-04-14 23:20:41,022 INFO : TRAIN, epoch=0168, iter=00070/00196, fetch data time cost=1.41ms, fps=1166 images/s, loss=0.0762, top1-acc=98.47%, top5-acc=99.99%, remaining_time=0:00:28.033110, arrival_time=2021-04-14 23:21:09.055172, cost_time=0:00:15.573960 2021-04-14 23:20:43,226 INFO : TRAIN, epoch=0168, iter=00080/00196, fetch data time cost=1.41ms, fps=1161 images/s, loss=0.0772, top1-acc=98.40%, top5-acc=100.00%, remaining_time=0:00:25.779260, arrival_time=2021-04-14 23:21:09.006092, cost_time=0:00:17.778819 2021-04-14 23:20:45,427 INFO : TRAIN, epoch=0168, iter=00090/00196, fetch data time cost=1.44ms, fps=1163 images/s, loss=0.0777, top1-acc=98.41%, top5-acc=100.00%, remaining_time=0:00:23.531470, arrival_time=2021-04-14 23:21:08.959050, cost_time=0:00:19.979582 2021-04-14 23:20:47,631 INFO : TRAIN, epoch=0168, iter=00100/00196, fetch data time cost=1.74ms, fps=1162 images/s, loss=0.0784, top1-acc=98.40%, top5-acc=100.00%, remaining_time=0:00:21.296256, arrival_time=2021-04-14 23:21:08.927908, cost_time=0:00:22.183647 2021-04-14 23:20:49,838 INFO : TRAIN, epoch=0168, iter=00110/00196, fetch data time cost=1.78ms, fps=1160 images/s, loss=0.0787, top1-acc=98.38%, top5-acc=100.00%, remaining_time=0:00:19.068694, arrival_time=2021-04-14 23:21:08.906979, cost_time=0:00:24.390197 2021-04-14 23:20:52,044 INFO : TRAIN, epoch=0168, iter=00120/00196, fetch data time cost=1.47ms, fps=1161 images/s, loss=0.0786, top1-acc=98.39%, top5-acc=100.00%, remaining_time=0:00:16.844108, arrival_time=2021-04-14 23:21:08.888115, cost_time=0:00:26.595931 2021-04-14 23:20:54,246 INFO : TRAIN, epoch=0168, iter=00130/00196, fetch data time cost=1.60ms, fps=1162 images/s, loss=0.0784, top1-acc=98.41%, top5-acc=100.00%, remaining_time=0:00:14.620914, arrival_time=2021-04-14 23:21:08.867758, cost_time=0:00:28.798795 2021-04-14 23:20:56,446 INFO : TRAIN, epoch=0168, iter=00140/00196, fetch data time cost=1.60ms, fps=1164 images/s, loss=0.0791, top1-acc=98.39%, top5-acc=99.99%, remaining_time=0:00:12.399296, arrival_time=2021-04-14 23:21:08.845510, cost_time=0:00:30.998213 2021-04-14 23:20:58,647 INFO : TRAIN, epoch=0168, iter=00150/00196, fetch data time cost=2.20ms, fps=1163 images/s, loss=0.0797, top1-acc=98.36%, top5-acc=99.99%, remaining_time=0:00:10.181134, arrival_time=2021-04-14 23:21:08.828517, cost_time=0:00:33.199375 2021-04-14 23:21:00,847 INFO : TRAIN, epoch=0168, iter=00160/00196, fetch data time cost=1.55ms, fps=1164 images/s, loss=0.0799, top1-acc=98.34%, top5-acc=99.99%, remaining_time=0:00:07.964928, arrival_time=2021-04-14 23:21:08.812710, cost_time=0:00:35.399693 2021-04-14 23:21:03,060 INFO : TRAIN, epoch=0168, iter=00170/00196, fetch data time cost=1.47ms, fps=1157 images/s, loss=0.0800, top1-acc=98.34%, top5-acc=99.99%, remaining_time=0:00:05.752474, arrival_time=2021-04-14 23:21:08.812878, cost_time=0:00:37.612391 2021-04-14 23:21:05,259 INFO : TRAIN, epoch=0168, iter=00180/00196, fetch data time cost=1.66ms, fps=1164 images/s, loss=0.0798, top1-acc=98.34%, top5-acc=99.99%, remaining_time=0:00:03.538832, arrival_time=2021-04-14 23:21:08.798658, cost_time=0:00:39.811818 2021-04-14 23:21:07,459 INFO : TRAIN, epoch=0168, iter=00190/00196, fetch data time cost=1.31ms, fps=1164 images/s, loss=0.0805, top1-acc=98.31%, top5-acc=99.99%, remaining_time=0:00:01.326684, arrival_time=2021-04-14 23:21:08.786356, cost_time=0:00:42.011672 2021-04-14 23:21:08,637 INFO : TRAIN, epoch=0168, iter=00196/00196, fetch data time cost=1.44ms, fps=1155 images/s, loss=0.0809, top1-acc=98.30%, top5-acc=99.99%, remaining_time=0:00:00, arrival_time=2021-04-14 23:21:08.637951, cost_time=0:00:43.189960 2021-04-14 23:21:09,459 INFO : EVAL, epoch=0168, iter=00010/00040, fetch data time cost=3.53ms, fps=3122 images/s, loss=1.0905, top1-acc=72.62%, top5-acc=92.97%, remaining_time=0:00:02.460060, arrival_time=2021-04-14 23:21:11.919779, cost_time=0:00:00.820015 2021-04-14 23:21:10,146 INFO : EVAL, epoch=0168, iter=00020/00040, fetch data time cost=1.64ms, fps=3729 images/s, loss=1.1179, top1-acc=72.38%, top5-acc=92.56%, remaining_time=0:00:01.506980, arrival_time=2021-04-14 23:21:11.653641, cost_time=0:00:01.506974 2021-04-14 23:21:10,834 INFO : EVAL, epoch=0168, iter=00030/00040, fetch data time cost=1.34ms, fps=3723 images/s, loss=1.1154, top1-acc=72.20%, top5-acc=92.50%, remaining_time=0:00:00.731640, arrival_time=2021-04-14 23:21:11.566244, cost_time=0:00:02.194919 2021-04-14 23:21:11,466 INFO : EVAL, epoch=0168, iter=00040/00040, fetch data time cost=0.08ms, fps=3676 images/s, loss=1.0968, top1-acc=72.48%, top5-acc=92.59%, remaining_time=0:00:00, arrival_time=2021-04-14 23:21:11.466172, cost_time=0:00:02.826431 2021-04-14 23:21:11,649 INFO : Epoch=0168 complete, best val top1-acc=72.90%, top5-acc=92.42% (epoch=167), remaining_time=0:24:45.612640, arrival_time=2021-04-14 23:45:57.262104, cost_time=2:09:59.466417 2021-04-14 23:21:11,650 INFO : Train start, epoch=0169, lr=0.006185 2021-04-14 23:21:14,037 INFO : TRAIN, epoch=0169, iter=00010/00196, fetch data time cost=2.28ms, fps=1073 images/s, loss=0.0708, top1-acc=98.36%, top5-acc=100.00%, remaining_time=0:00:44.376810, arrival_time=2021-04-14 23:21:58.413710, cost_time=0:00:02.385848 2021-04-14 23:21:16,263 INFO : TRAIN, epoch=0169, iter=00020/00196, fetch data time cost=2.21ms, fps=1150 images/s, loss=0.0723, top1-acc=98.50%, top5-acc=100.00%, remaining_time=0:00:40.586304, arrival_time=2021-04-14 23:21:56.849426, cost_time=0:00:04.612082 2021-04-14 23:21:18,484 INFO : TRAIN, epoch=0169, iter=00030/00196, fetch data time cost=2.18ms, fps=1153 images/s, loss=0.0733, top1-acc=98.53%, top5-acc=99.99%, remaining_time=0:00:37.812476, arrival_time=2021-04-14 23:21:56.297111, cost_time=0:00:06.833595 2021-04-14 23:21:20,687 INFO : TRAIN, epoch=0169, iter=00040/00196, fetch data time cost=1.81ms, fps=1163 images/s, loss=0.0738, top1-acc=98.58%, top5-acc=99.98%, remaining_time=0:00:35.241648, arrival_time=2021-04-14 23:21:55.928997, cost_time=0:00:09.036334 2021-04-14 23:21:22,889 INFO : TRAIN, epoch=0169, iter=00050/00196, fetch data time cost=1.53ms, fps=1163 images/s, loss=0.0731, top1-acc=98.62%, top5-acc=99.98%, remaining_time=0:00:32.817442, arrival_time=2021-04-14 23:21:55.707318, cost_time=0:00:11.238862 2021-04-14 23:21:25,100 INFO : TRAIN, epoch=0169, iter=00060/00196, fetch data time cost=1.40ms, fps=1158 images/s, loss=0.0722, top1-acc=98.68%, top5-acc=99.99%, remaining_time=0:00:30.486032, arrival_time=2021-04-14 23:21:55.586748, cost_time=0:00:13.449696 2021-04-14 23:21:27,300 INFO : TRAIN, epoch=0169, iter=00070/00196, fetch data time cost=1.71ms, fps=1164 images/s, loss=0.0723, top1-acc=98.67%, top5-acc=99.99%, remaining_time=0:00:28.168308, arrival_time=2021-04-14 23:21:55.468438, cost_time=0:00:15.649076 2021-04-14 23:21:29,513 INFO : TRAIN, epoch=0169, iter=00080/00196, fetch data time cost=1.63ms, fps=1157 images/s, loss=0.0716, top1-acc=98.66%, top5-acc=99.99%, remaining_time=0:00:25.899900, arrival_time=2021-04-14 23:21:55.412863, cost_time=0:00:17.862030 2021-04-14 23:21:31,726 INFO : TRAIN, epoch=0169, iter=00090/00196, fetch data time cost=1.52ms, fps=1157 images/s, loss=0.0715, top1-acc=98.68%, top5-acc=99.99%, remaining_time=0:00:23.644572, arrival_time=2021-04-14 23:21:55.371151, cost_time=0:00:20.075555 2021-04-14 23:21:33,929 INFO : TRAIN, epoch=0169, iter=00100/00196, fetch data time cost=2.02ms, fps=1163 images/s, loss=0.0724, top1-acc=98.66%, top5-acc=99.99%, remaining_time=0:00:21.386976, arrival_time=2021-04-14 23:21:55.316010, cost_time=0:00:22.278107 2021-04-14 23:21:36,145 INFO : TRAIN, epoch=0169, iter=00110/00196, fetch data time cost=1.58ms, fps=1156 images/s, loss=0.0721, top1-acc=98.69%, top5-acc=99.99%, remaining_time=0:00:19.149792, arrival_time=2021-04-14 23:21:55.294781, cost_time=0:00:24.493893 2021-04-14 23:21:38,354 INFO : TRAIN, epoch=0169, iter=00120/00196, fetch data time cost=1.58ms, fps=1159 images/s, loss=0.0724, top1-acc=98.66%, top5-acc=99.99%, remaining_time=0:00:16.911976, arrival_time=2021-04-14 23:21:55.266005, cost_time=0:00:26.703102 2021-04-14 23:21:40,562 INFO : TRAIN, epoch=0169, iter=00130/00196, fetch data time cost=1.66ms, fps=1159 images/s, loss=0.0724, top1-acc=98.64%, top5-acc=99.99%, remaining_time=0:00:14.678070, arrival_time=2021-04-14 23:21:55.240442, cost_time=0:00:28.911341 2021-04-14 23:21:42,766 INFO : TRAIN, epoch=0169, iter=00140/00196, fetch data time cost=1.47ms, fps=1162 images/s, loss=0.0720, top1-acc=98.65%, top5-acc=99.99%, remaining_time=0:00:12.446056, arrival_time=2021-04-14 23:21:55.212117, cost_time=0:00:31.115138 2021-04-14 23:21:44,969 INFO : TRAIN, epoch=0169, iter=00150/00196, fetch data time cost=1.70ms, fps=1162 images/s, loss=0.0724, top1-acc=98.64%, top5-acc=99.99%, remaining_time=0:00:10.217566, arrival_time=2021-04-14 23:21:55.186683, cost_time=0:00:33.318151 2021-04-14 23:21:47,174 INFO : TRAIN, epoch=0169, iter=00160/00196, fetch data time cost=1.98ms, fps=1161 images/s, loss=0.0731, top1-acc=98.60%, top5-acc=100.00%, remaining_time=0:00:07.992684, arrival_time=2021-04-14 23:21:55.166889, cost_time=0:00:35.523119 2021-04-14 23:21:49,374 INFO : TRAIN, epoch=0169, iter=00170/00196, fetch data time cost=1.42ms, fps=1164 images/s, loss=0.0732, top1-acc=98.61%, top5-acc=100.00%, remaining_time=0:00:05.769478, arrival_time=2021-04-14 23:21:55.143926, cost_time=0:00:37.723519 2021-04-14 23:21:51,575 INFO : TRAIN, epoch=0169, iter=00180/00196, fetch data time cost=1.37ms, fps=1163 images/s, loss=0.0739, top1-acc=98.60%, top5-acc=100.00%, remaining_time=0:00:03.548816, arrival_time=2021-04-14 23:21:55.123930, cost_time=0:00:39.924178 2021-04-14 23:21:53,776 INFO : TRAIN, epoch=0169, iter=00190/00196, fetch data time cost=1.27ms, fps=1163 images/s, loss=0.0741, top1-acc=98.60%, top5-acc=100.00%, remaining_time=0:00:01.330290, arrival_time=2021-04-14 23:21:55.107158, cost_time=0:00:42.125813 2021-04-14 23:21:54,958 INFO : TRAIN, epoch=0169, iter=00196/00196, fetch data time cost=1.26ms, fps=1151 images/s, loss=0.0743, top1-acc=98.60%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-14 23:21:54.958910, cost_time=0:00:43.307995 2021-04-14 23:21:55,834 INFO : EVAL, epoch=0169, iter=00010/00040, fetch data time cost=0.21ms, fps=2931 images/s, loss=1.1517, top1-acc=71.95%, top5-acc=91.87%, remaining_time=0:00:02.620050, arrival_time=2021-04-14 23:21:58.454288, cost_time=0:00:00.873347 2021-04-14 23:21:56,526 INFO : EVAL, epoch=0169, iter=00020/00040, fetch data time cost=1.37ms, fps=3699 images/s, loss=1.1100, top1-acc=72.95%, top5-acc=92.17%, remaining_time=0:00:01.565880, arrival_time=2021-04-14 23:21:58.092599, cost_time=0:00:01.565882 2021-04-14 23:21:57,219 INFO : EVAL, epoch=0169, iter=00030/00040, fetch data time cost=1.46ms, fps=3699 images/s, loss=1.1097, top1-acc=72.67%, top5-acc=92.16%, remaining_time=0:00:00.752780, arrival_time=2021-04-14 23:21:57.971957, cost_time=0:00:02.258335 2021-04-14 23:21:57,850 INFO : EVAL, epoch=0169, iter=00040/00040, fetch data time cost=0.08ms, fps=3679 images/s, loss=1.0905, top1-acc=72.63%, top5-acc=92.28%, remaining_time=0:00:00, arrival_time=2021-04-14 23:21:57.850110, cost_time=0:00:02.889302 2021-04-14 23:21:58,008 INFO : Epoch=0169 complete, best val top1-acc=72.90%, top5-acc=92.42% (epoch=167), remaining_time=0:23:59.175155, arrival_time=2021-04-14 23:45:57.184046, cost_time=2:10:45.825842 2021-04-14 23:21:58,010 INFO : Train start, epoch=0170, lr=0.005812 2021-04-14 23:22:00,421 INFO : TRAIN, epoch=0170, iter=00010/00196, fetch data time cost=1.73ms, fps=1062 images/s, loss=0.0697, top1-acc=98.75%, top5-acc=100.00%, remaining_time=0:00:44.851296, arrival_time=2021-04-14 23:22:45.272962, cost_time=0:00:02.411355 2021-04-14 23:22:02,623 INFO : TRAIN, epoch=0170, iter=00020/00196, fetch data time cost=1.46ms, fps=1163 images/s, loss=0.0649, top1-acc=98.95%, top5-acc=100.00%, remaining_time=0:00:40.590880, arrival_time=2021-04-14 23:22:43.213924, cost_time=0:00:04.612606 2021-04-14 23:22:04,834 INFO : TRAIN, epoch=0170, iter=00030/00196, fetch data time cost=1.51ms, fps=1158 images/s, loss=0.0670, top1-acc=98.75%, top5-acc=100.00%, remaining_time=0:00:37.761514, arrival_time=2021-04-14 23:22:42.596253, cost_time=0:00:06.824383 2021-04-14 23:22:07,033 INFO : TRAIN, epoch=0170, iter=00040/00196, fetch data time cost=1.63ms, fps=1165 images/s, loss=0.0689, top1-acc=98.60%, top5-acc=100.00%, remaining_time=0:00:35.190480, arrival_time=2021-04-14 23:22:42.224034, cost_time=0:00:09.023203 2021-04-14 23:22:09,236 INFO : TRAIN, epoch=0170, iter=00050/00196, fetch data time cost=2.25ms, fps=1163 images/s, loss=0.0700, top1-acc=98.56%, top5-acc=100.00%, remaining_time=0:00:32.779044, arrival_time=2021-04-14 23:22:42.015039, cost_time=0:00:11.225707 2021-04-14 23:22:11,433 INFO : TRAIN, epoch=0170, iter=00060/00196, fetch data time cost=1.59ms, fps=1165 images/s, loss=0.0699, top1-acc=98.59%, top5-acc=99.99%, remaining_time=0:00:30.425648, arrival_time=2021-04-14 23:22:41.859011, cost_time=0:00:13.423091 2021-04-14 23:22:13,635 INFO : TRAIN, epoch=0170, iter=00070/00196, fetch data time cost=1.41ms, fps=1163 images/s, loss=0.0686, top1-acc=98.63%, top5-acc=99.99%, remaining_time=0:00:28.124838, arrival_time=2021-04-14 23:22:41.760169, cost_time=0:00:15.624925 2021-04-14 23:22:15,839 INFO : TRAIN, epoch=0170, iter=00080/00196, fetch data time cost=1.57ms, fps=1162 images/s, loss=0.0681, top1-acc=98.66%, top5-acc=100.00%, remaining_time=0:00:25.851412, arrival_time=2021-04-14 23:22:41.690409, cost_time=0:00:17.828522 2021-04-14 23:22:18,049 INFO : TRAIN, epoch=0170, iter=00090/00196, fetch data time cost=1.42ms, fps=1159 images/s, loss=0.0683, top1-acc=98.68%, top5-acc=100.00%, remaining_time=0:00:23.601430, arrival_time=2021-04-14 23:22:41.650571, cost_time=0:00:20.038928 2021-04-14 23:22:20,250 INFO : TRAIN, epoch=0170, iter=00100/00196, fetch data time cost=1.64ms, fps=1163 images/s, loss=0.0682, top1-acc=98.68%, top5-acc=99.99%, remaining_time=0:00:21.350592, arrival_time=2021-04-14 23:22:41.601061, cost_time=0:00:22.240153 2021-04-14 23:22:22,454 INFO : TRAIN, epoch=0170, iter=00110/00196, fetch data time cost=1.43ms, fps=1162 images/s, loss=0.0682, top1-acc=98.69%, top5-acc=99.99%, remaining_time=0:00:19.110662, arrival_time=2021-04-14 23:22:41.564742, cost_time=0:00:24.443864 2021-04-14 23:22:24,693 INFO : TRAIN, epoch=0170, iter=00120/00196, fetch data time cost=1.48ms, fps=1143 images/s, loss=0.0681, top1-acc=98.69%, top5-acc=99.99%, remaining_time=0:00:16.899284, arrival_time=2021-04-14 23:22:41.592707, cost_time=0:00:26.683049 2021-04-14 23:22:26,895 INFO : TRAIN, epoch=0170, iter=00130/00196, fetch data time cost=1.43ms, fps=1163 images/s, loss=0.0685, top1-acc=98.68%, top5-acc=99.99%, remaining_time=0:00:14.664738, arrival_time=2021-04-14 23:22:41.560123, cost_time=0:00:28.885089 2021-04-14 23:22:29,122 INFO : TRAIN, epoch=0170, iter=00140/00196, fetch data time cost=1.61ms, fps=1150 images/s, loss=0.0687, top1-acc=98.69%, top5-acc=99.99%, remaining_time=0:00:12.444992, arrival_time=2021-04-14 23:22:41.567735, cost_time=0:00:31.112426 2021-04-14 23:22:31,333 INFO : TRAIN, epoch=0170, iter=00150/00196, fetch data time cost=1.52ms, fps=1158 images/s, loss=0.0692, top1-acc=98.67%, top5-acc=99.99%, remaining_time=0:00:10.219130, arrival_time=2021-04-14 23:22:41.552837, cost_time=0:00:33.323284 2021-04-14 23:22:33,547 INFO : TRAIN, epoch=0170, iter=00160/00196, fetch data time cost=1.56ms, fps=1157 images/s, loss=0.0693, top1-acc=98.68%, top5-acc=99.99%, remaining_time=0:00:07.995960, arrival_time=2021-04-14 23:22:41.543770, cost_time=0:00:35.537576 2021-04-14 23:22:35,747 INFO : TRAIN, epoch=0170, iter=00170/00196, fetch data time cost=1.46ms, fps=1164 images/s, loss=0.0694, top1-acc=98.67%, top5-acc=99.99%, remaining_time=0:00:05.771636, arrival_time=2021-04-14 23:22:41.519487, cost_time=0:00:37.737546 2021-04-14 23:22:37,960 INFO : TRAIN, epoch=0170, iter=00180/00196, fetch data time cost=1.47ms, fps=1158 images/s, loss=0.0693, top1-acc=98.69%, top5-acc=99.99%, remaining_time=0:00:03.551088, arrival_time=2021-04-14 23:22:41.511174, cost_time=0:00:39.949785 2021-04-14 23:22:40,163 INFO : TRAIN, epoch=0170, iter=00190/00196, fetch data time cost=1.22ms, fps=1162 images/s, loss=0.0694, top1-acc=98.68%, top5-acc=99.99%, remaining_time=0:00:01.331142, arrival_time=2021-04-14 23:22:41.494119, cost_time=0:00:42.152758 2021-04-14 23:22:41,344 INFO : TRAIN, epoch=0170, iter=00196/00196, fetch data time cost=1.27ms, fps=1152 images/s, loss=0.0698, top1-acc=98.69%, top5-acc=99.99%, remaining_time=0:00:00, arrival_time=2021-04-14 23:22:41.344339, cost_time=0:00:43.334058 2021-04-14 23:22:42,160 INFO : EVAL, epoch=0170, iter=00010/00040, fetch data time cost=1.35ms, fps=3145 images/s, loss=1.0502, top1-acc=73.67%, top5-acc=93.01%, remaining_time=0:00:02.442150, arrival_time=2021-04-14 23:22:44.602325, cost_time=0:00:00.814049 2021-04-14 23:22:42,850 INFO : EVAL, epoch=0170, iter=00020/00040, fetch data time cost=1.50ms, fps=3712 images/s, loss=1.0776, top1-acc=72.91%, top5-acc=92.79%, remaining_time=0:00:01.504120, arrival_time=2021-04-14 23:22:44.354399, cost_time=0:00:01.504116 2021-04-14 23:22:43,538 INFO : EVAL, epoch=0170, iter=00030/00040, fetch data time cost=1.52ms, fps=3723 images/s, loss=1.0857, top1-acc=72.84%, top5-acc=92.45%, remaining_time=0:00:00.730730, arrival_time=2021-04-14 23:22:44.269042, cost_time=0:00:02.192189 2021-04-14 23:22:44,167 INFO : EVAL, epoch=0170, iter=00040/00040, fetch data time cost=0.09ms, fps=3687 images/s, loss=1.1108, top1-acc=72.54%, top5-acc=92.41%, remaining_time=0:00:00, arrival_time=2021-04-14 23:22:44.167837, cost_time=0:00:02.821736 2021-04-14 23:22:44,353 INFO : Epoch=0170 complete, best val top1-acc=72.90%, top5-acc=92.42% (epoch=167), remaining_time=0:23:12.735960, arrival_time=2021-04-14 23:45:57.089424, cost_time=2:11:32.170415 2021-04-14 23:22:44,354 INFO : Train start, epoch=0171, lr=0.005450 2021-04-14 23:22:46,772 INFO : TRAIN, epoch=0171, iter=00010/00196, fetch data time cost=1.80ms, fps=1059 images/s, loss=0.0644, top1-acc=98.79%, top5-acc=100.00%, remaining_time=0:00:44.965872, arrival_time=2021-04-14 23:23:31.738386, cost_time=0:00:02.417518 2021-04-14 23:22:48,973 INFO : TRAIN, epoch=0171, iter=00020/00196, fetch data time cost=1.45ms, fps=1164 images/s, loss=0.0667, top1-acc=98.81%, top5-acc=99.98%, remaining_time=0:00:40.638048, arrival_time=2021-04-14 23:23:29.610991, cost_time=0:00:04.617969 2021-04-14 23:22:51,175 INFO : TRAIN, epoch=0171, iter=00030/00196, fetch data time cost=1.42ms, fps=1163 images/s, loss=0.0656, top1-acc=98.84%, top5-acc=99.99%, remaining_time=0:00:37.741262, arrival_time=2021-04-14 23:23:28.916904, cost_time=0:00:06.820708 2021-04-14 23:22:53,382 INFO : TRAIN, epoch=0171, iter=00040/00196, fetch data time cost=1.38ms, fps=1160 images/s, loss=0.0658, top1-acc=98.84%, top5-acc=99.99%, remaining_time=0:00:35.206704, arrival_time=2021-04-14 23:23:28.589121, cost_time=0:00:09.027380 2021-04-14 23:22:55,579 INFO : TRAIN, epoch=0171, iter=00050/00196, fetch data time cost=1.61ms, fps=1166 images/s, loss=0.0655, top1-acc=98.83%, top5-acc=99.99%, remaining_time=0:00:32.775394, arrival_time=2021-04-14 23:23:28.354765, cost_time=0:00:11.224435 2021-04-14 23:22:57,779 INFO : TRAIN, epoch=0171, iter=00060/00196, fetch data time cost=1.32ms, fps=1164 images/s, loss=0.0645, top1-acc=98.89%, top5-acc=99.99%, remaining_time=0:00:30.428232, arrival_time=2021-04-14 23:23:28.207517, cost_time=0:00:13.424249 2021-04-14 23:22:59,989 INFO : TRAIN, epoch=0171, iter=00070/00196, fetch data time cost=2.20ms, fps=1159 images/s, loss=0.0650, top1-acc=98.88%, top5-acc=99.99%, remaining_time=0:00:28.142604, arrival_time=2021-04-14 23:23:28.132239, cost_time=0:00:15.634778 2021-04-14 23:23:02,197 INFO : TRAIN, epoch=0171, iter=00080/00196, fetch data time cost=1.68ms, fps=1160 images/s, loss=0.0651, top1-acc=98.87%, top5-acc=100.00%, remaining_time=0:00:25.871712, arrival_time=2021-04-14 23:23:28.069254, cost_time=0:00:17.842530 2021-04-14 23:23:04,397 INFO : TRAIN, epoch=0171, iter=00090/00196, fetch data time cost=1.57ms, fps=1164 images/s, loss=0.0651, top1-acc=98.89%, top5-acc=100.00%, remaining_time=0:00:23.605352, arrival_time=2021-04-14 23:23:28.002504, cost_time=0:00:20.042311 2021-04-14 23:23:06,602 INFO : TRAIN, epoch=0171, iter=00100/00196, fetch data time cost=1.91ms, fps=1161 images/s, loss=0.0651, top1-acc=98.89%, top5-acc=100.00%, remaining_time=0:00:21.357504, arrival_time=2021-04-14 23:23:27.959843, cost_time=0:00:22.247353 2021-04-14 23:23:08,806 INFO : TRAIN, epoch=0171, iter=00110/00196, fetch data time cost=1.35ms, fps=1162 images/s, loss=0.0654, top1-acc=98.86%, top5-acc=100.00%, remaining_time=0:00:19.116768, arrival_time=2021-04-14 23:23:27.923293, cost_time=0:00:24.451669 2021-04-14 23:23:11,013 INFO : TRAIN, epoch=0171, iter=00120/00196, fetch data time cost=1.45ms, fps=1160 images/s, loss=0.0654, top1-acc=98.86%, top5-acc=100.00%, remaining_time=0:00:16.883628, arrival_time=2021-04-14 23:23:27.896993, cost_time=0:00:26.658301 2021-04-14 23:23:13,218 INFO : TRAIN, epoch=0171, iter=00130/00196, fetch data time cost=1.66ms, fps=1161 images/s, loss=0.0650, top1-acc=98.87%, top5-acc=100.00%, remaining_time=0:00:14.653980, arrival_time=2021-04-14 23:23:27.872767, cost_time=0:00:28.863915 2021-04-14 23:23:15,417 INFO : TRAIN, epoch=0171, iter=00140/00196, fetch data time cost=1.43ms, fps=1165 images/s, loss=0.0650, top1-acc=98.87%, top5-acc=100.00%, remaining_time=0:00:12.424944, arrival_time=2021-04-14 23:23:27.842177, cost_time=0:00:31.062332 2021-04-14 23:23:17,627 INFO : TRAIN, epoch=0171, iter=00150/00196, fetch data time cost=1.36ms, fps=1159 images/s, loss=0.0647, top1-acc=98.88%, top5-acc=99.99%, remaining_time=0:00:10.203582, arrival_time=2021-04-14 23:23:27.831195, cost_time=0:00:33.272616 2021-04-14 23:23:19,833 INFO : TRAIN, epoch=0171, iter=00160/00196, fetch data time cost=1.41ms, fps=1161 images/s, loss=0.0645, top1-acc=98.91%, top5-acc=99.99%, remaining_time=0:00:07.982640, arrival_time=2021-04-14 23:23:27.815863, cost_time=0:00:35.478365 2021-04-14 23:23:22,033 INFO : TRAIN, epoch=0171, iter=00170/00196, fetch data time cost=1.89ms, fps=1164 images/s, loss=0.0644, top1-acc=98.91%, top5-acc=99.99%, remaining_time=0:00:05.762562, arrival_time=2021-04-14 23:23:27.795688, cost_time=0:00:37.678283 2021-04-14 23:23:24,239 INFO : TRAIN, epoch=0171, iter=00180/00196, fetch data time cost=2.58ms, fps=1160 images/s, loss=0.0646, top1-acc=98.89%, top5-acc=99.99%, remaining_time=0:00:03.545328, arrival_time=2021-04-14 23:23:27.785108, cost_time=0:00:39.884851 2021-04-14 23:23:26,450 INFO : TRAIN, epoch=0171, iter=00190/00196, fetch data time cost=1.40ms, fps=1158 images/s, loss=0.0645, top1-acc=98.90%, top5-acc=99.99%, remaining_time=0:00:01.329348, arrival_time=2021-04-14 23:23:27.780219, cost_time=0:00:42.096006 2021-04-14 23:23:27,629 INFO : TRAIN, epoch=0171, iter=00196/00196, fetch data time cost=1.21ms, fps=1154 images/s, loss=0.0646, top1-acc=98.90%, top5-acc=99.99%, remaining_time=0:00:00, arrival_time=2021-04-14 23:23:27.629897, cost_time=0:00:43.275072 2021-04-14 23:23:28,453 INFO : EVAL, epoch=0171, iter=00010/00040, fetch data time cost=2.18ms, fps=3117 images/s, loss=1.1099, top1-acc=72.62%, top5-acc=92.15%, remaining_time=0:00:02.464110, arrival_time=2021-04-14 23:23:30.917172, cost_time=0:00:00.821374 2021-04-14 23:23:29,145 INFO : EVAL, epoch=0171, iter=00020/00040, fetch data time cost=1.33ms, fps=3701 images/s, loss=1.0974, top1-acc=72.79%, top5-acc=92.34%, remaining_time=0:00:01.513340, arrival_time=2021-04-14 23:23:30.658401, cost_time=0:00:01.513340 2021-04-14 23:23:29,838 INFO : EVAL, epoch=0171, iter=00030/00040, fetch data time cost=1.46ms, fps=3694 images/s, loss=1.0790, top1-acc=73.05%, top5-acc=92.62%, remaining_time=0:00:00.735590, arrival_time=2021-04-14 23:23:30.574150, cost_time=0:00:02.206771 2021-04-14 23:23:30,475 INFO : EVAL, epoch=0171, iter=00040/00040, fetch data time cost=0.08ms, fps=3649 images/s, loss=1.0729, top1-acc=72.93%, top5-acc=92.45%, remaining_time=0:00:00, arrival_time=2021-04-14 23:23:30.474971, cost_time=0:00:02.843219 2021-04-14 23:23:30,795 INFO : Epoch=0171 complete, best val top1-acc=72.93%, top5-acc=92.45% (epoch=171), remaining_time=0:22:26.314357, arrival_time=2021-04-14 23:45:57.109607, cost_time=2:12:18.612168 2021-04-14 23:23:30,796 INFO : Train start, epoch=0172, lr=0.005099 2021-04-14 23:23:33,176 INFO : TRAIN, epoch=0172, iter=00010/00196, fetch data time cost=1.41ms, fps=1076 images/s, loss=0.0564, top1-acc=99.14%, top5-acc=100.00%, remaining_time=0:00:44.262048, arrival_time=2021-04-14 23:24:17.438650, cost_time=0:00:02.379677 2021-04-14 23:23:35,386 INFO : TRAIN, epoch=0172, iter=00020/00196, fetch data time cost=1.57ms, fps=1159 images/s, loss=0.0587, top1-acc=98.96%, top5-acc=100.00%, remaining_time=0:00:40.387952, arrival_time=2021-04-14 23:24:15.774401, cost_time=0:00:04.589531 2021-04-14 23:23:37,589 INFO : TRAIN, epoch=0172, iter=00030/00196, fetch data time cost=1.99ms, fps=1163 images/s, loss=0.0598, top1-acc=99.01%, top5-acc=100.00%, remaining_time=0:00:37.582566, arrival_time=2021-04-14 23:24:15.171670, cost_time=0:00:06.792034 2021-04-14 23:23:39,794 INFO : TRAIN, epoch=0172, iter=00040/00196, fetch data time cost=1.95ms, fps=1161 images/s, loss=0.0595, top1-acc=98.99%, top5-acc=100.00%, remaining_time=0:00:35.090484, arrival_time=2021-04-14 23:24:14.884897, cost_time=0:00:08.997576 2021-04-14 23:23:41,994 INFO : TRAIN, epoch=0172, iter=00050/00196, fetch data time cost=1.50ms, fps=1164 images/s, loss=0.0601, top1-acc=99.00%, top5-acc=100.00%, remaining_time=0:00:32.696116, arrival_time=2021-04-14 23:24:14.690320, cost_time=0:00:11.197284 2021-04-14 23:23:44,191 INFO : TRAIN, epoch=0172, iter=00060/00196, fetch data time cost=1.72ms, fps=1165 images/s, loss=0.0607, top1-acc=98.98%, top5-acc=100.00%, remaining_time=0:00:30.361048, arrival_time=2021-04-14 23:24:14.552622, cost_time=0:00:13.394582 2021-04-14 23:23:46,390 INFO : TRAIN, epoch=0172, iter=00070/00196, fetch data time cost=1.37ms, fps=1165 images/s, loss=0.0610, top1-acc=98.98%, top5-acc=100.00%, remaining_time=0:00:28.068264, arrival_time=2021-04-14 23:24:14.458623, cost_time=0:00:15.593477 2021-04-14 23:23:48,602 INFO : TRAIN, epoch=0172, iter=00080/00196, fetch data time cost=1.63ms, fps=1158 images/s, loss=0.0613, top1-acc=98.99%, top5-acc=100.00%, remaining_time=0:00:25.817308, arrival_time=2021-04-14 23:24:14.419258, cost_time=0:00:17.805016 2021-04-14 23:23:50,801 INFO : TRAIN, epoch=0172, iter=00090/00196, fetch data time cost=1.41ms, fps=1164 images/s, loss=0.0614, top1-acc=98.98%, top5-acc=100.00%, remaining_time=0:00:23.561044, arrival_time=2021-04-14 23:24:14.362562, cost_time=0:00:20.004687 2021-04-14 23:23:52,995 INFO : TRAIN, epoch=0172, iter=00100/00196, fetch data time cost=1.48ms, fps=1167 images/s, loss=0.0610, top1-acc=98.96%, top5-acc=100.00%, remaining_time=0:00:21.310464, arrival_time=2021-04-14 23:24:14.305803, cost_time=0:00:22.198421 2021-04-14 23:23:55,195 INFO : TRAIN, epoch=0172, iter=00110/00196, fetch data time cost=1.44ms, fps=1164 images/s, loss=0.0615, top1-acc=98.95%, top5-acc=100.00%, remaining_time=0:00:19.075058, arrival_time=2021-04-14 23:24:14.270211, cost_time=0:00:24.398328 2021-04-14 23:23:57,403 INFO : TRAIN, epoch=0172, iter=00120/00196, fetch data time cost=1.44ms, fps=1160 images/s, loss=0.0624, top1-acc=98.91%, top5-acc=100.00%, remaining_time=0:00:16.850568, arrival_time=2021-04-14 23:24:14.253633, cost_time=0:00:26.606127 2021-04-14 23:23:59,606 INFO : TRAIN, epoch=0172, iter=00130/00196, fetch data time cost=1.74ms, fps=1162 images/s, loss=0.0628, top1-acc=98.88%, top5-acc=100.00%, remaining_time=0:00:14.626392, arrival_time=2021-04-14 23:24:14.232740, cost_time=0:00:28.809526 2021-04-14 23:24:01,807 INFO : TRAIN, epoch=0172, iter=00140/00196, fetch data time cost=1.61ms, fps=1164 images/s, loss=0.0629, top1-acc=98.88%, top5-acc=100.00%, remaining_time=0:00:12.404000, arrival_time=2021-04-14 23:24:14.210991, cost_time=0:00:31.009937 2021-04-14 23:24:04,009 INFO : TRAIN, epoch=0172, iter=00150/00196, fetch data time cost=1.60ms, fps=1163 images/s, loss=0.0625, top1-acc=98.91%, top5-acc=100.00%, remaining_time=0:00:10.185136, arrival_time=2021-04-14 23:24:14.194458, cost_time=0:00:33.212475 2021-04-14 23:24:06,216 INFO : TRAIN, epoch=0172, iter=00160/00196, fetch data time cost=1.74ms, fps=1160 images/s, loss=0.0625, top1-acc=98.92%, top5-acc=100.00%, remaining_time=0:00:07.969320, arrival_time=2021-04-14 23:24:14.185383, cost_time=0:00:35.419206 2021-04-14 23:24:08,412 INFO : TRAIN, epoch=0172, iter=00170/00196, fetch data time cost=1.53ms, fps=1166 images/s, loss=0.0623, top1-acc=98.92%, top5-acc=100.00%, remaining_time=0:00:05.752942, arrival_time=2021-04-14 23:24:14.165133, cost_time=0:00:37.615358 2021-04-14 23:24:10,630 INFO : TRAIN, epoch=0172, iter=00180/00196, fetch data time cost=2.27ms, fps=1154 images/s, loss=0.0626, top1-acc=98.91%, top5-acc=100.00%, remaining_time=0:00:03.540784, arrival_time=2021-04-14 23:24:14.171544, cost_time=0:00:39.833828 2021-04-14 23:24:12,838 INFO : TRAIN, epoch=0172, iter=00190/00196, fetch data time cost=1.33ms, fps=1160 images/s, loss=0.0628, top1-acc=98.90%, top5-acc=100.00%, remaining_time=0:00:01.327614, arrival_time=2021-04-14 23:24:14.165619, cost_time=0:00:42.041149 2021-04-14 23:24:14,016 INFO : TRAIN, epoch=0172, iter=00196/00196, fetch data time cost=1.38ms, fps=1155 images/s, loss=0.0630, top1-acc=98.90%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-14 23:24:14.016344, cost_time=0:00:43.219527 2021-04-14 23:24:14,853 INFO : EVAL, epoch=0172, iter=00010/00040, fetch data time cost=1.47ms, fps=3064 images/s, loss=1.1520, top1-acc=71.95%, top5-acc=91.45%, remaining_time=0:00:02.506290, arrival_time=2021-04-14 23:24:17.359859, cost_time=0:00:00.835434 2021-04-14 23:24:15,546 INFO : EVAL, epoch=0172, iter=00020/00040, fetch data time cost=2.01ms, fps=3697 images/s, loss=1.1121, top1-acc=72.58%, top5-acc=91.93%, remaining_time=0:00:01.528300, arrival_time=2021-04-14 23:24:17.074737, cost_time=0:00:01.528302 2021-04-14 23:24:16,238 INFO : EVAL, epoch=0172, iter=00030/00040, fetch data time cost=1.38ms, fps=3700 images/s, loss=1.1067, top1-acc=72.60%, top5-acc=92.24%, remaining_time=0:00:00.740210, arrival_time=2021-04-14 23:24:16.978964, cost_time=0:00:02.220621 2021-04-14 23:24:16,872 INFO : EVAL, epoch=0172, iter=00040/00040, fetch data time cost=0.10ms, fps=3661 images/s, loss=1.0829, top1-acc=72.95%, top5-acc=92.52%, remaining_time=0:00:00, arrival_time=2021-04-14 23:24:16.872759, cost_time=0:00:02.854657 2021-04-14 23:24:17,228 INFO : Epoch=0172 complete, best val top1-acc=72.95%, top5-acc=92.52% (epoch=172), remaining_time=0:21:39.891068, arrival_time=2021-04-14 23:45:57.119296, cost_time=2:13:05.045154 2021-04-14 23:24:17,230 INFO : Train start, epoch=0173, lr=0.004759 2021-04-14 23:24:19,568 INFO : TRAIN, epoch=0173, iter=00010/00196, fetch data time cost=2.12ms, fps=1095 images/s, loss=0.0562, top1-acc=98.95%, top5-acc=100.00%, remaining_time=0:00:43.493124, arrival_time=2021-04-14 23:25:03.061787, cost_time=0:00:02.338343 2021-04-14 23:24:21,770 INFO : TRAIN, epoch=0173, iter=00020/00196, fetch data time cost=1.74ms, fps=1163 images/s, loss=0.0568, top1-acc=98.96%, top5-acc=100.00%, remaining_time=0:00:39.956752, arrival_time=2021-04-14 23:25:01.727617, cost_time=0:00:04.540545 2021-04-14 23:24:23,969 INFO : TRAIN, epoch=0173, iter=00030/00196, fetch data time cost=1.41ms, fps=1165 images/s, loss=0.0556, top1-acc=99.06%, top5-acc=100.00%, remaining_time=0:00:37.290406, arrival_time=2021-04-14 23:25:01.259956, cost_time=0:00:06.739231 2021-04-14 23:24:26,179 INFO : TRAIN, epoch=0173, iter=00040/00196, fetch data time cost=1.49ms, fps=1159 images/s, loss=0.0557, top1-acc=99.15%, top5-acc=100.00%, remaining_time=0:00:34.903440, arrival_time=2021-04-14 23:25:01.083326, cost_time=0:00:08.949585 2021-04-14 23:24:28,377 INFO : TRAIN, epoch=0173, iter=00050/00196, fetch data time cost=1.41ms, fps=1165 images/s, loss=0.0541, top1-acc=99.22%, top5-acc=100.00%, remaining_time=0:00:32.549824, arrival_time=2021-04-14 23:25:00.927332, cost_time=0:00:11.147192 2021-04-14 23:24:30,582 INFO : TRAIN, epoch=0173, iter=00060/00196, fetch data time cost=1.50ms, fps=1161 images/s, loss=0.0547, top1-acc=99.23%, top5-acc=99.99%, remaining_time=0:00:30.265168, arrival_time=2021-04-14 23:25:00.847775, cost_time=0:00:13.352294 2021-04-14 23:24:32,782 INFO : TRAIN, epoch=0173, iter=00070/00196, fetch data time cost=1.89ms, fps=1164 images/s, loss=0.0548, top1-acc=99.19%, top5-acc=99.99%, remaining_time=0:00:27.994050, arrival_time=2021-04-14 23:25:00.776536, cost_time=0:00:15.552220 2021-04-14 23:24:34,987 INFO : TRAIN, epoch=0173, iter=00080/00196, fetch data time cost=1.49ms, fps=1161 images/s, loss=0.0554, top1-acc=99.17%, top5-acc=99.99%, remaining_time=0:00:25.748056, arrival_time=2021-04-14 23:25:00.735686, cost_time=0:00:17.757243 2021-04-14 23:24:37,192 INFO : TRAIN, epoch=0173, iter=00090/00196, fetch data time cost=1.44ms, fps=1162 images/s, loss=0.0553, top1-acc=99.16%, top5-acc=99.99%, remaining_time=0:00:23.510588, arrival_time=2021-04-14 23:25:00.702754, cost_time=0:00:19.961843 2021-04-14 23:24:39,395 INFO : TRAIN, epoch=0173, iter=00100/00196, fetch data time cost=1.43ms, fps=1162 images/s, loss=0.0553, top1-acc=99.12%, top5-acc=99.99%, remaining_time=0:00:21.278880, arrival_time=2021-04-14 23:25:00.674648, cost_time=0:00:22.165548 2021-04-14 23:24:41,593 INFO : TRAIN, epoch=0173, iter=00110/00196, fetch data time cost=1.44ms, fps=1165 images/s, loss=0.0559, top1-acc=99.09%, top5-acc=99.99%, remaining_time=0:00:19.047710, arrival_time=2021-04-14 23:25:00.641440, cost_time=0:00:24.363359 2021-04-14 23:24:43,796 INFO : TRAIN, epoch=0173, iter=00120/00196, fetch data time cost=1.36ms, fps=1163 images/s, loss=0.0564, top1-acc=99.09%, top5-acc=99.99%, remaining_time=0:00:16.825336, arrival_time=2021-04-14 23:25:00.621833, cost_time=0:00:26.566261 2021-04-14 23:24:46,000 INFO : TRAIN, epoch=0173, iter=00130/00196, fetch data time cost=1.86ms, fps=1162 images/s, loss=0.0572, top1-acc=99.07%, top5-acc=99.99%, remaining_time=0:00:14.606460, arrival_time=2021-04-14 23:25:00.607064, cost_time=0:00:28.770284 2021-04-14 23:24:48,197 INFO : TRAIN, epoch=0173, iter=00140/00196, fetch data time cost=1.37ms, fps=1165 images/s, loss=0.0571, top1-acc=99.07%, top5-acc=99.99%, remaining_time=0:00:12.387032, arrival_time=2021-04-14 23:25:00.584928, cost_time=0:00:30.967644 2021-04-14 23:24:50,398 INFO : TRAIN, epoch=0173, iter=00150/00196, fetch data time cost=1.45ms, fps=1163 images/s, loss=0.0571, top1-acc=99.09%, top5-acc=99.99%, remaining_time=0:00:10.171704, arrival_time=2021-04-14 23:25:00.570601, cost_time=0:00:33.168664 2021-04-14 23:24:52,599 INFO : TRAIN, epoch=0173, iter=00160/00196, fetch data time cost=1.40ms, fps=1163 images/s, loss=0.0575, top1-acc=99.07%, top5-acc=99.99%, remaining_time=0:00:07.958124, arrival_time=2021-04-14 23:25:00.557927, cost_time=0:00:35.369503 2021-04-14 23:24:54,795 INFO : TRAIN, epoch=0173, iter=00170/00196, fetch data time cost=1.40ms, fps=1166 images/s, loss=0.0576, top1-acc=99.07%, top5-acc=99.99%, remaining_time=0:00:05.745246, arrival_time=2021-04-14 23:25:00.540521, cost_time=0:00:37.565036 2021-04-14 23:24:56,991 INFO : TRAIN, epoch=0173, iter=00180/00196, fetch data time cost=1.53ms, fps=1166 images/s, loss=0.0576, top1-acc=99.07%, top5-acc=99.99%, remaining_time=0:00:03.534304, arrival_time=2021-04-14 23:25:00.525424, cost_time=0:00:39.760891 2021-04-14 23:24:59,185 INFO : TRAIN, epoch=0173, iter=00190/00196, fetch data time cost=1.24ms, fps=1167 images/s, loss=0.0579, top1-acc=99.06%, top5-acc=99.99%, remaining_time=0:00:01.324914, arrival_time=2021-04-14 23:25:00.510785, cost_time=0:00:41.955642 2021-04-14 23:25:00,367 INFO : TRAIN, epoch=0173, iter=00196/00196, fetch data time cost=1.28ms, fps=1152 images/s, loss=0.0582, top1-acc=99.06%, top5-acc=99.99%, remaining_time=0:00:00, arrival_time=2021-04-14 23:25:00.367263, cost_time=0:00:43.136952 2021-04-14 23:25:01,177 INFO : EVAL, epoch=0173, iter=00010/00040, fetch data time cost=2.58ms, fps=3167 images/s, loss=1.0071, top1-acc=74.61%, top5-acc=92.89%, remaining_time=0:00:02.425320, arrival_time=2021-04-14 23:25:03.603104, cost_time=0:00:00.808440 2021-04-14 23:25:01,867 INFO : EVAL, epoch=0173, iter=00020/00040, fetch data time cost=1.41ms, fps=3716 images/s, loss=1.0380, top1-acc=73.96%, top5-acc=93.09%, remaining_time=0:00:01.497700, arrival_time=2021-04-14 23:25:03.364751, cost_time=0:00:01.497699 2021-04-14 23:25:02,557 INFO : EVAL, epoch=0173, iter=00030/00040, fetch data time cost=1.47ms, fps=3710 images/s, loss=1.0718, top1-acc=73.48%, top5-acc=92.79%, remaining_time=0:00:00.729360, arrival_time=2021-04-14 23:25:03.286760, cost_time=0:00:02.188065 2021-04-14 23:25:03,187 INFO : EVAL, epoch=0173, iter=00040/00040, fetch data time cost=0.08ms, fps=3686 images/s, loss=1.0850, top1-acc=73.28%, top5-acc=92.64%, remaining_time=0:00:00, arrival_time=2021-04-14 23:25:03.187209, cost_time=0:00:02.817888 2021-04-14 23:25:03,526 INFO : Epoch=0173 complete, best val top1-acc=73.28%, top5-acc=92.64% (epoch=173), remaining_time=0:20:53.446650, arrival_time=2021-04-14 23:45:56.973189, cost_time=2:13:51.343432 2021-04-14 23:25:03,528 INFO : Train start, epoch=0174, lr=0.004430 2021-04-14 23:25:05,937 INFO : TRAIN, epoch=0174, iter=00010/00196, fetch data time cost=2.27ms, fps=1063 images/s, loss=0.0515, top1-acc=99.18%, top5-acc=100.00%, remaining_time=0:00:44.798100, arrival_time=2021-04-14 23:25:50.735787, cost_time=0:00:02.408499 2021-04-14 23:25:08,145 INFO : TRAIN, epoch=0174, iter=00020/00196, fetch data time cost=1.54ms, fps=1160 images/s, loss=0.0505, top1-acc=99.30%, top5-acc=100.00%, remaining_time=0:00:40.626784, arrival_time=2021-04-14 23:25:48.772597, cost_time=0:00:04.616671 2021-04-14 23:25:10,349 INFO : TRAIN, epoch=0174, iter=00030/00196, fetch data time cost=1.56ms, fps=1162 images/s, loss=0.0505, top1-acc=99.24%, top5-acc=100.00%, remaining_time=0:00:37.737610, arrival_time=2021-04-14 23:25:48.087031, cost_time=0:00:06.820039 2021-04-14 23:25:12,560 INFO : TRAIN, epoch=0174, iter=00040/00196, fetch data time cost=1.94ms, fps=1159 images/s, loss=0.0529, top1-acc=99.21%, top5-acc=100.00%, remaining_time=0:00:35.222304, arrival_time=2021-04-14 23:25:47.782829, cost_time=0:00:09.031374 2021-04-14 23:25:14,758 INFO : TRAIN, epoch=0174, iter=00050/00196, fetch data time cost=2.00ms, fps=1165 images/s, loss=0.0522, top1-acc=99.25%, top5-acc=100.00%, remaining_time=0:00:32.790578, arrival_time=2021-04-14 23:25:47.549427, cost_time=0:00:11.229666 2021-04-14 23:25:16,961 INFO : TRAIN, epoch=0174, iter=00060/00196, fetch data time cost=1.57ms, fps=1163 images/s, loss=0.0531, top1-acc=99.20%, top5-acc=100.00%, remaining_time=0:00:30.445776, arrival_time=2021-04-14 23:25:47.406892, cost_time=0:00:13.431976 2021-04-14 23:25:19,160 INFO : TRAIN, epoch=0174, iter=00070/00196, fetch data time cost=1.47ms, fps=1164 images/s, loss=0.0532, top1-acc=99.19%, top5-acc=99.99%, remaining_time=0:00:28.136304, arrival_time=2021-04-14 23:25:47.296711, cost_time=0:00:15.631264 2021-04-14 23:25:21,360 INFO : TRAIN, epoch=0174, iter=00080/00196, fetch data time cost=1.35ms, fps=1164 images/s, loss=0.0535, top1-acc=99.19%, top5-acc=100.00%, remaining_time=0:00:25.855936, arrival_time=2021-04-14 23:25:47.216776, cost_time=0:00:17.831690 2021-04-14 23:25:23,562 INFO : TRAIN, epoch=0174, iter=00090/00196, fetch data time cost=1.42ms, fps=1163 images/s, loss=0.0533, top1-acc=99.21%, top5-acc=100.00%, remaining_time=0:00:23.595070, arrival_time=2021-04-14 23:25:47.157785, cost_time=0:00:20.033574 2021-04-14 23:25:25,762 INFO : TRAIN, epoch=0174, iter=00100/00196, fetch data time cost=1.57ms, fps=1164 images/s, loss=0.0534, top1-acc=99.21%, top5-acc=100.00%, remaining_time=0:00:21.343584, arrival_time=2021-04-14 23:25:47.105628, cost_time=0:00:22.232860 2021-04-14 23:25:27,967 INFO : TRAIN, epoch=0174, iter=00110/00196, fetch data time cost=1.44ms, fps=1161 images/s, loss=0.0536, top1-acc=99.21%, top5-acc=99.99%, remaining_time=0:00:19.106706, arrival_time=2021-04-14 23:25:47.074608, cost_time=0:00:24.438802 2021-04-14 23:25:30,172 INFO : TRAIN, epoch=0174, iter=00120/00196, fetch data time cost=1.57ms, fps=1161 images/s, loss=0.0535, top1-acc=99.21%, top5-acc=99.99%, remaining_time=0:00:16.874356, arrival_time=2021-04-14 23:25:47.047189, cost_time=0:00:26.643690 2021-04-14 23:25:32,374 INFO : TRAIN, epoch=0174, iter=00130/00196, fetch data time cost=1.62ms, fps=1163 images/s, loss=0.0536, top1-acc=99.19%, top5-acc=99.99%, remaining_time=0:00:14.644542, arrival_time=2021-04-14 23:25:47.018902, cost_time=0:00:28.845306 2021-04-14 23:25:34,575 INFO : TRAIN, epoch=0174, iter=00140/00196, fetch data time cost=1.46ms, fps=1163 images/s, loss=0.0540, top1-acc=99.18%, top5-acc=99.99%, remaining_time=0:00:12.418560, arrival_time=2021-04-14 23:25:46.994154, cost_time=0:00:31.046446 2021-04-14 23:25:36,778 INFO : TRAIN, epoch=0174, iter=00150/00196, fetch data time cost=1.61ms, fps=1163 images/s, loss=0.0545, top1-acc=99.16%, top5-acc=99.99%, remaining_time=0:00:10.196360, arrival_time=2021-04-14 23:25:46.974389, cost_time=0:00:33.248979 2021-04-14 23:25:38,984 INFO : TRAIN, epoch=0174, iter=00160/00196, fetch data time cost=1.55ms, fps=1160 images/s, loss=0.0544, top1-acc=99.15%, top5-acc=100.00%, remaining_time=0:00:07.977528, arrival_time=2021-04-14 23:25:46.962392, cost_time=0:00:35.455700 2021-04-14 23:25:41,180 INFO : TRAIN, epoch=0174, iter=00170/00196, fetch data time cost=1.52ms, fps=1166 images/s, loss=0.0548, top1-acc=99.13%, top5-acc=99.99%, remaining_time=0:00:05.758428, arrival_time=2021-04-14 23:25:46.938670, cost_time=0:00:37.651182 2021-04-14 23:25:43,374 INFO : TRAIN, epoch=0174, iter=00180/00196, fetch data time cost=1.42ms, fps=1167 images/s, loss=0.0548, top1-acc=99.13%, top5-acc=99.99%, remaining_time=0:00:03.541840, arrival_time=2021-04-14 23:25:46.916559, cost_time=0:00:39.845655 2021-04-14 23:25:45,582 INFO : TRAIN, epoch=0174, iter=00190/00196, fetch data time cost=1.24ms, fps=1160 images/s, loss=0.0551, top1-acc=99.12%, top5-acc=99.99%, remaining_time=0:00:01.327980, arrival_time=2021-04-14 23:25:46.909896, cost_time=0:00:42.052781 2021-04-14 23:25:46,763 INFO : TRAIN, epoch=0174, iter=00196/00196, fetch data time cost=1.24ms, fps=1152 images/s, loss=0.0551, top1-acc=99.12%, top5-acc=99.99%, remaining_time=0:00:00, arrival_time=2021-04-14 23:25:46.763316, cost_time=0:00:43.234171 2021-04-14 23:25:47,574 INFO : EVAL, epoch=0174, iter=00010/00040, fetch data time cost=0.36ms, fps=3164 images/s, loss=1.0729, top1-acc=73.98%, top5-acc=92.46%, remaining_time=0:00:02.427420, arrival_time=2021-04-14 23:25:50.002167, cost_time=0:00:00.809139 2021-04-14 23:25:48,269 INFO : EVAL, epoch=0174, iter=00020/00040, fetch data time cost=1.92ms, fps=3687 images/s, loss=1.0752, top1-acc=73.81%, top5-acc=92.48%, remaining_time=0:00:01.504040, arrival_time=2021-04-14 23:25:49.773662, cost_time=0:00:01.504030 2021-04-14 23:25:48,962 INFO : EVAL, epoch=0174, iter=00030/00040, fetch data time cost=1.34ms, fps=3700 images/s, loss=1.0898, top1-acc=73.41%, top5-acc=92.81%, remaining_time=0:00:00.732160, arrival_time=2021-04-14 23:25:49.694510, cost_time=0:00:02.196493 2021-04-14 23:25:49,595 INFO : EVAL, epoch=0174, iter=00040/00040, fetch data time cost=0.08ms, fps=3667 images/s, loss=1.0959, top1-acc=73.63%, top5-acc=92.86%, remaining_time=0:00:00, arrival_time=2021-04-14 23:25:49.595751, cost_time=0:00:02.830231 2021-04-14 23:25:49,915 INFO : Epoch=0174 complete, best val top1-acc=73.63%, top5-acc=92.86% (epoch=174), remaining_time=0:20:07.017526, arrival_time=2021-04-14 23:45:56.933254, cost_time=2:14:37.732656 2021-04-14 23:25:49,917 INFO : Train start, epoch=0175, lr=0.004112 2021-04-14 23:25:52,301 INFO : TRAIN, epoch=0175, iter=00010/00196, fetch data time cost=2.23ms, fps=1074 images/s, loss=0.0486, top1-acc=99.22%, top5-acc=100.00%, remaining_time=0:00:44.339052, arrival_time=2021-04-14 23:26:36.640153, cost_time=0:00:02.383815 2021-04-14 23:25:54,511 INFO : TRAIN, epoch=0175, iter=00020/00196, fetch data time cost=1.39ms, fps=1159 images/s, loss=0.0503, top1-acc=99.22%, top5-acc=100.00%, remaining_time=0:00:40.423680, arrival_time=2021-04-14 23:26:34.934688, cost_time=0:00:04.593607 2021-04-14 23:25:56,715 INFO : TRAIN, epoch=0175, iter=00030/00196, fetch data time cost=1.43ms, fps=1162 images/s, loss=0.0498, top1-acc=99.23%, top5-acc=100.00%, remaining_time=0:00:37.615600, arrival_time=2021-04-14 23:26:34.330925, cost_time=0:00:06.798008 2021-04-14 23:25:58,914 INFO : TRAIN, epoch=0175, iter=00040/00196, fetch data time cost=1.82ms, fps=1165 images/s, loss=0.0494, top1-acc=99.27%, top5-acc=100.00%, remaining_time=0:00:35.086896, arrival_time=2021-04-14 23:26:34.000794, cost_time=0:00:08.996627 2021-04-14 23:26:01,119 INFO : TRAIN, epoch=0175, iter=00050/00196, fetch data time cost=1.99ms, fps=1161 images/s, loss=0.0488, top1-acc=99.27%, top5-acc=100.00%, remaining_time=0:00:32.709986, arrival_time=2021-04-14 23:26:33.829301, cost_time=0:00:11.202039 2021-04-14 23:26:03,322 INFO : TRAIN, epoch=0175, iter=00060/00196, fetch data time cost=1.41ms, fps=1162 images/s, loss=0.0488, top1-acc=99.27%, top5-acc=100.00%, remaining_time=0:00:30.385664, arrival_time=2021-04-14 23:26:33.708333, cost_time=0:00:13.405454 2021-04-14 23:26:05,524 INFO : TRAIN, epoch=0175, iter=00070/00196, fetch data time cost=1.55ms, fps=1163 images/s, loss=0.0488, top1-acc=99.29%, top5-acc=100.00%, remaining_time=0:00:28.093338, arrival_time=2021-04-14 23:26:33.618034, cost_time=0:00:15.607396 2021-04-14 23:26:07,732 INFO : TRAIN, epoch=0175, iter=00080/00196, fetch data time cost=1.76ms, fps=1160 images/s, loss=0.0486, top1-acc=99.33%, top5-acc=100.00%, remaining_time=0:00:25.831692, arrival_time=2021-04-14 23:26:33.563980, cost_time=0:00:17.814935 2021-04-14 23:26:09,944 INFO : TRAIN, epoch=0175, iter=00090/00196, fetch data time cost=1.42ms, fps=1158 images/s, loss=0.0491, top1-acc=99.30%, top5-acc=100.00%, remaining_time=0:00:23.587226, arrival_time=2021-04-14 23:26:33.531296, cost_time=0:00:20.026865 2021-04-14 23:26:12,144 INFO : TRAIN, epoch=0175, iter=00100/00196, fetch data time cost=1.65ms, fps=1164 images/s, loss=0.0491, top1-acc=99.29%, top5-acc=100.00%, remaining_time=0:00:21.337632, arrival_time=2021-04-14 23:26:33.481768, cost_time=0:00:22.226738 2021-04-14 23:26:14,347 INFO : TRAIN, epoch=0175, iter=00110/00196, fetch data time cost=1.49ms, fps=1162 images/s, loss=0.0495, top1-acc=99.28%, top5-acc=99.99%, remaining_time=0:00:19.100256, arrival_time=2021-04-14 23:26:33.448076, cost_time=0:00:24.430594 2021-04-14 23:26:16,554 INFO : TRAIN, epoch=0175, iter=00120/00196, fetch data time cost=2.18ms, fps=1161 images/s, loss=0.0488, top1-acc=99.30%, top5-acc=99.99%, remaining_time=0:00:16.870024, arrival_time=2021-04-14 23:26:33.424184, cost_time=0:00:26.636886 2021-04-14 23:26:18,757 INFO : TRAIN, epoch=0175, iter=00130/00196, fetch data time cost=1.40ms, fps=1162 images/s, loss=0.0492, top1-acc=99.28%, top5-acc=99.99%, remaining_time=0:00:14.642034, arrival_time=2021-04-14 23:26:33.399663, cost_time=0:00:28.840412 2021-04-14 23:26:20,954 INFO : TRAIN, epoch=0175, iter=00140/00196, fetch data time cost=1.45ms, fps=1165 images/s, loss=0.0493, top1-acc=99.27%, top5-acc=99.99%, remaining_time=0:00:12.415088, arrival_time=2021-04-14 23:26:33.370029, cost_time=0:00:31.037744 2021-04-14 23:26:23,155 INFO : TRAIN, epoch=0175, iter=00150/00196, fetch data time cost=1.53ms, fps=1164 images/s, loss=0.0495, top1-acc=99.27%, top5-acc=99.99%, remaining_time=0:00:10.193002, arrival_time=2021-04-14 23:26:33.348360, cost_time=0:00:33.238073 2021-04-14 23:26:25,350 INFO : TRAIN, epoch=0175, iter=00160/00196, fetch data time cost=1.44ms, fps=1166 images/s, loss=0.0500, top1-acc=99.24%, top5-acc=100.00%, remaining_time=0:00:07.972560, arrival_time=2021-04-14 23:26:33.323321, cost_time=0:00:35.433553 2021-04-14 23:26:27,545 INFO : TRAIN, epoch=0175, iter=00170/00196, fetch data time cost=1.38ms, fps=1167 images/s, loss=0.0502, top1-acc=99.24%, top5-acc=100.00%, remaining_time=0:00:05.754918, arrival_time=2021-04-14 23:26:33.300482, cost_time=0:00:37.628367 2021-04-14 23:26:29,743 INFO : TRAIN, epoch=0175, iter=00180/00196, fetch data time cost=1.39ms, fps=1165 images/s, loss=0.0502, top1-acc=99.24%, top5-acc=100.00%, remaining_time=0:00:03.540128, arrival_time=2021-04-14 23:26:33.283767, cost_time=0:00:39.826353 2021-04-14 23:26:31,942 INFO : TRAIN, epoch=0175, iter=00190/00196, fetch data time cost=1.35ms, fps=1165 images/s, loss=0.0504, top1-acc=99.24%, top5-acc=100.00%, remaining_time=0:00:01.327098, arrival_time=2021-04-14 23:26:33.269041, cost_time=0:00:42.024740 2021-04-14 23:26:33,125 INFO : TRAIN, epoch=0175, iter=00196/00196, fetch data time cost=1.32ms, fps=1150 images/s, loss=0.0508, top1-acc=99.23%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-14 23:26:33.125337, cost_time=0:00:43.208153 2021-04-14 23:26:34,006 INFO : EVAL, epoch=0175, iter=00010/00040, fetch data time cost=0.32ms, fps=2911 images/s, loss=1.0790, top1-acc=72.97%, top5-acc=92.85%, remaining_time=0:00:02.637960, arrival_time=2021-04-14 23:26:36.644542, cost_time=0:00:00.879321 2021-04-14 23:26:34,695 INFO : EVAL, epoch=0175, iter=00020/00040, fetch data time cost=1.59ms, fps=3718 images/s, loss=1.1153, top1-acc=72.73%, top5-acc=92.23%, remaining_time=0:00:01.568360, arrival_time=2021-04-14 23:26:36.263936, cost_time=0:00:01.568361 2021-04-14 23:26:35,382 INFO : EVAL, epoch=0175, iter=00030/00040, fetch data time cost=1.27ms, fps=3727 images/s, loss=1.0911, top1-acc=73.12%, top5-acc=92.42%, remaining_time=0:00:00.751870, arrival_time=2021-04-14 23:26:36.134747, cost_time=0:00:02.255611 2021-04-14 23:26:36,015 INFO : EVAL, epoch=0175, iter=00040/00040, fetch data time cost=0.08ms, fps=3672 images/s, loss=1.0800, top1-acc=73.16%, top5-acc=92.33%, remaining_time=0:00:00, arrival_time=2021-04-14 23:26:36.015178, cost_time=0:00:02.888001 2021-04-14 23:26:36,160 INFO : Epoch=0175 complete, best val top1-acc=73.63%, top5-acc=92.86% (epoch=174), remaining_time=0:19:20.568200, arrival_time=2021-04-14 23:45:56.728730, cost_time=2:15:23.977473 2021-04-14 23:26:36,161 INFO : Train start, epoch=0176, lr=0.003806 2021-04-14 23:26:38,534 INFO : TRAIN, epoch=0176, iter=00010/00196, fetch data time cost=1.38ms, fps=1079 images/s, loss=0.0505, top1-acc=99.18%, top5-acc=100.00%, remaining_time=0:00:44.124036, arrival_time=2021-04-14 23:27:22.658247, cost_time=0:00:02.372262 2021-04-14 23:26:40,740 INFO : TRAIN, epoch=0176, iter=00020/00196, fetch data time cost=2.11ms, fps=1161 images/s, loss=0.0497, top1-acc=99.18%, top5-acc=100.00%, remaining_time=0:00:40.289040, arrival_time=2021-04-14 23:27:21.029347, cost_time=0:00:04.578300 2021-04-14 23:26:42,939 INFO : TRAIN, epoch=0176, iter=00030/00196, fetch data time cost=1.42ms, fps=1164 images/s, loss=0.0489, top1-acc=99.19%, top5-acc=100.00%, remaining_time=0:00:37.503384, arrival_time=2021-04-14 23:27:20.443041, cost_time=0:00:06.777706 2021-04-14 23:26:45,138 INFO : TRAIN, epoch=0176, iter=00040/00196, fetch data time cost=1.50ms, fps=1165 images/s, loss=0.0486, top1-acc=99.19%, top5-acc=100.00%, remaining_time=0:00:35.008272, arrival_time=2021-04-14 23:27:20.146699, cost_time=0:00:08.976474 2021-04-14 23:26:47,335 INFO : TRAIN, epoch=0176, iter=00050/00196, fetch data time cost=1.61ms, fps=1165 images/s, loss=0.0491, top1-acc=99.19%, top5-acc=100.00%, remaining_time=0:00:32.627058, arrival_time=2021-04-14 23:27:19.962662, cost_time=0:00:11.173644 2021-04-14 23:26:49,538 INFO : TRAIN, epoch=0176, iter=00060/00196, fetch data time cost=2.13ms, fps=1162 images/s, loss=0.0492, top1-acc=99.23%, top5-acc=100.00%, remaining_time=0:00:30.319976, arrival_time=2021-04-14 23:27:19.858377, cost_time=0:00:13.376462 2021-04-14 23:26:51,734 INFO : TRAIN, epoch=0176, iter=00070/00196, fetch data time cost=1.39ms, fps=1166 images/s, loss=0.0491, top1-acc=99.22%, top5-acc=100.00%, remaining_time=0:00:28.030716, arrival_time=2021-04-14 23:27:19.765282, cost_time=0:00:15.572632 2021-04-14 23:26:53,953 INFO : TRAIN, epoch=0176, iter=00080/00196, fetch data time cost=1.79ms, fps=1154 images/s, loss=0.0500, top1-acc=99.16%, top5-acc=100.00%, remaining_time=0:00:25.797472, arrival_time=2021-04-14 23:27:19.750768, cost_time=0:00:17.791347 2021-04-14 23:26:56,164 INFO : TRAIN, epoch=0176, iter=00090/00196, fetch data time cost=1.65ms, fps=1158 images/s, loss=0.0495, top1-acc=99.18%, top5-acc=100.00%, remaining_time=0:00:23.557970, arrival_time=2021-04-14 23:27:19.722294, cost_time=0:00:20.002093 2021-04-14 23:26:58,371 INFO : TRAIN, epoch=0176, iter=00100/00196, fetch data time cost=1.47ms, fps=1160 images/s, loss=0.0491, top1-acc=99.19%, top5-acc=100.00%, remaining_time=0:00:21.321120, arrival_time=2021-04-14 23:27:19.692733, cost_time=0:00:22.209532 2021-04-14 23:27:00,584 INFO : TRAIN, epoch=0176, iter=00110/00196, fetch data time cost=1.70ms, fps=1157 images/s, loss=0.0487, top1-acc=99.22%, top5-acc=100.00%, remaining_time=0:00:19.094064, arrival_time=2021-04-14 23:27:19.678787, cost_time=0:00:24.422657 2021-04-14 23:27:02,786 INFO : TRAIN, epoch=0176, iter=00120/00196, fetch data time cost=2.07ms, fps=1163 images/s, loss=0.0491, top1-acc=99.21%, top5-acc=100.00%, remaining_time=0:00:16.862044, arrival_time=2021-04-14 23:27:19.648214, cost_time=0:00:26.624236 2021-04-14 23:27:04,981 INFO : TRAIN, epoch=0176, iter=00130/00196, fetch data time cost=1.43ms, fps=1166 images/s, loss=0.0490, top1-acc=99.20%, top5-acc=100.00%, remaining_time=0:00:14.631540, arrival_time=2021-04-14 23:27:19.613173, cost_time=0:00:28.819746 2021-04-14 23:27:07,183 INFO : TRAIN, epoch=0176, iter=00140/00196, fetch data time cost=1.51ms, fps=1163 images/s, loss=0.0489, top1-acc=99.21%, top5-acc=100.00%, remaining_time=0:00:12.408368, arrival_time=2021-04-14 23:27:19.591296, cost_time=0:00:31.020968 2021-04-14 23:27:09,380 INFO : TRAIN, epoch=0176, iter=00150/00196, fetch data time cost=1.42ms, fps=1165 images/s, loss=0.0492, top1-acc=99.22%, top5-acc=100.00%, remaining_time=0:00:10.186884, arrival_time=2021-04-14 23:27:19.567135, cost_time=0:00:33.218170 2021-04-14 23:27:11,584 INFO : TRAIN, epoch=0176, iter=00160/00196, fetch data time cost=1.35ms, fps=1162 images/s, loss=0.0490, top1-acc=99.23%, top5-acc=100.00%, remaining_time=0:00:07.970184, arrival_time=2021-04-14 23:27:19.555055, cost_time=0:00:35.422997 2021-04-14 23:27:13,788 INFO : TRAIN, epoch=0176, iter=00170/00196, fetch data time cost=2.51ms, fps=1163 images/s, loss=0.0493, top1-acc=99.23%, top5-acc=100.00%, remaining_time=0:00:05.754606, arrival_time=2021-04-14 23:27:19.542888, cost_time=0:00:37.626278 2021-04-14 23:27:15,988 INFO : TRAIN, epoch=0176, iter=00180/00196, fetch data time cost=1.56ms, fps=1164 images/s, loss=0.0495, top1-acc=99.24%, top5-acc=100.00%, remaining_time=0:00:03.540176, arrival_time=2021-04-14 23:27:19.528946, cost_time=0:00:39.826892 2021-04-14 23:27:18,193 INFO : TRAIN, epoch=0176, iter=00190/00196, fetch data time cost=1.57ms, fps=1161 images/s, loss=0.0495, top1-acc=99.24%, top5-acc=100.00%, remaining_time=0:00:01.327326, arrival_time=2021-04-14 23:27:19.521176, cost_time=0:00:42.031976 2021-04-14 23:27:19,376 INFO : TRAIN, epoch=0176, iter=00196/00196, fetch data time cost=1.57ms, fps=1150 images/s, loss=0.0496, top1-acc=99.25%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-14 23:27:19.376639, cost_time=0:00:43.214687 2021-04-14 23:27:20,220 INFO : EVAL, epoch=0176, iter=00010/00040, fetch data time cost=0.21ms, fps=3040 images/s, loss=1.0870, top1-acc=73.55%, top5-acc=93.20%, remaining_time=0:00:02.526390, arrival_time=2021-04-14 23:27:22.747226, cost_time=0:00:00.842127 2021-04-14 23:27:20,911 INFO : EVAL, epoch=0176, iter=00020/00040, fetch data time cost=1.75ms, fps=3708 images/s, loss=1.1131, top1-acc=73.01%, top5-acc=92.36%, remaining_time=0:00:01.532780, arrival_time=2021-04-14 23:27:22.444271, cost_time=0:00:01.532789 2021-04-14 23:27:21,601 INFO : EVAL, epoch=0176, iter=00030/00040, fetch data time cost=1.41ms, fps=3710 images/s, loss=1.0899, top1-acc=73.28%, top5-acc=92.47%, remaining_time=0:00:00.741070, arrival_time=2021-04-14 23:27:22.342985, cost_time=0:00:02.223209 2021-04-14 23:27:22,233 INFO : EVAL, epoch=0176, iter=00040/00040, fetch data time cost=0.09ms, fps=3677 images/s, loss=1.0955, top1-acc=73.64%, top5-acc=92.68%, remaining_time=0:00:00, arrival_time=2021-04-14 23:27:22.233229, cost_time=0:00:02.854556 2021-04-14 23:27:22,579 INFO : Epoch=0176 complete, best val top1-acc=73.64%, top5-acc=92.68% (epoch=176), remaining_time=0:18:34.144920, arrival_time=2021-04-14 23:45:56.724146, cost_time=2:16:10.396159 2021-04-14 23:27:22,580 INFO : Train start, epoch=0177, lr=0.003511 2021-04-14 23:27:24,973 INFO : TRAIN, epoch=0177, iter=00010/00196, fetch data time cost=1.60ms, fps=1070 images/s, loss=0.0506, top1-acc=99.30%, top5-acc=100.00%, remaining_time=0:00:44.498268, arrival_time=2021-04-14 23:28:09.471295, cost_time=0:00:02.392384 2021-04-14 23:27:27,177 INFO : TRAIN, epoch=0177, iter=00020/00196, fetch data time cost=2.31ms, fps=1162 images/s, loss=0.0476, top1-acc=99.32%, top5-acc=100.00%, remaining_time=0:00:40.452368, arrival_time=2021-04-14 23:28:07.629940, cost_time=0:00:04.596852 2021-04-14 23:27:29,379 INFO : TRAIN, epoch=0177, iter=00030/00196, fetch data time cost=1.58ms, fps=1163 images/s, loss=0.0464, top1-acc=99.39%, top5-acc=99.99%, remaining_time=0:00:37.617592, arrival_time=2021-04-14 23:28:06.996594, cost_time=0:00:06.798348 2021-04-14 23:27:31,578 INFO : TRAIN, epoch=0177, iter=00040/00196, fetch data time cost=1.36ms, fps=1164 images/s, loss=0.0468, top1-acc=99.38%, top5-acc=99.99%, remaining_time=0:00:35.089548, arrival_time=2021-04-14 23:28:06.667531, cost_time=0:00:08.997331 2021-04-14 23:27:33,775 INFO : TRAIN, epoch=0177, iter=00050/00196, fetch data time cost=1.72ms, fps=1165 images/s, loss=0.0459, top1-acc=99.44%, top5-acc=99.99%, remaining_time=0:00:32.689400, arrival_time=2021-04-14 23:28:06.465073, cost_time=0:00:11.195015 2021-04-14 23:27:35,982 INFO : TRAIN, epoch=0177, iter=00060/00196, fetch data time cost=2.02ms, fps=1160 images/s, loss=0.0453, top1-acc=99.44%, top5-acc=99.99%, remaining_time=0:00:30.377504, arrival_time=2021-04-14 23:28:06.360114, cost_time=0:00:13.401829 2021-04-14 23:27:38,185 INFO : TRAIN, epoch=0177, iter=00070/00196, fetch data time cost=1.55ms, fps=1162 images/s, loss=0.0450, top1-acc=99.42%, top5-acc=99.99%, remaining_time=0:00:28.089180, arrival_time=2021-04-14 23:28:06.274880, cost_time=0:00:15.605128 2021-04-14 23:27:40,385 INFO : TRAIN, epoch=0177, iter=00080/00196, fetch data time cost=1.81ms, fps=1164 images/s, loss=0.0443, top1-acc=99.42%, top5-acc=100.00%, remaining_time=0:00:25.816728, arrival_time=2021-04-14 23:28:06.202076, cost_time=0:00:17.804605 2021-04-14 23:27:42,581 INFO : TRAIN, epoch=0177, iter=00090/00196, fetch data time cost=1.47ms, fps=1166 images/s, loss=0.0446, top1-acc=99.41%, top5-acc=100.00%, remaining_time=0:00:23.556062, arrival_time=2021-04-14 23:28:06.137088, cost_time=0:00:20.000466 2021-04-14 23:27:44,784 INFO : TRAIN, epoch=0177, iter=00100/00196, fetch data time cost=1.78ms, fps=1162 images/s, loss=0.0454, top1-acc=99.39%, top5-acc=100.00%, remaining_time=0:00:21.315264, arrival_time=2021-04-14 23:28:06.099374, cost_time=0:00:22.203422 2021-04-14 23:27:46,994 INFO : TRAIN, epoch=0177, iter=00110/00196, fetch data time cost=3.07ms, fps=1159 images/s, loss=0.0458, top1-acc=99.37%, top5-acc=100.00%, remaining_time=0:00:19.087012, arrival_time=2021-04-14 23:28:06.081140, cost_time=0:00:24.413571 2021-04-14 23:27:49,194 INFO : TRAIN, epoch=0177, iter=00120/00196, fetch data time cost=1.62ms, fps=1164 images/s, loss=0.0458, top1-acc=99.37%, top5-acc=100.00%, remaining_time=0:00:16.855356, arrival_time=2021-04-14 23:28:06.049672, cost_time=0:00:26.613663 2021-04-14 23:27:51,393 INFO : TRAIN, epoch=0177, iter=00130/00196, fetch data time cost=1.61ms, fps=1165 images/s, loss=0.0462, top1-acc=99.36%, top5-acc=100.00%, remaining_time=0:00:14.627778, arrival_time=2021-04-14 23:28:06.020775, cost_time=0:00:28.812341 2021-04-14 23:27:53,595 INFO : TRAIN, epoch=0177, iter=00140/00196, fetch data time cost=1.41ms, fps=1163 images/s, loss=0.0461, top1-acc=99.37%, top5-acc=99.99%, remaining_time=0:00:12.405960, arrival_time=2021-04-14 23:28:06.001456, cost_time=0:00:31.014843 2021-04-14 23:27:55,794 INFO : TRAIN, epoch=0177, iter=00150/00196, fetch data time cost=1.51ms, fps=1164 images/s, loss=0.0459, top1-acc=99.37%, top5-acc=99.99%, remaining_time=0:00:10.185688, arrival_time=2021-04-14 23:28:05.980566, cost_time=0:00:33.214226 2021-04-14 23:27:57,996 INFO : TRAIN, epoch=0177, iter=00160/00196, fetch data time cost=1.35ms, fps=1163 images/s, loss=0.0462, top1-acc=99.37%, top5-acc=100.00%, remaining_time=0:00:07.968636, arrival_time=2021-04-14 23:28:05.965387, cost_time=0:00:35.416099 2021-04-14 23:28:00,197 INFO : TRAIN, epoch=0177, iter=00170/00196, fetch data time cost=1.42ms, fps=1164 images/s, loss=0.0463, top1-acc=99.36%, top5-acc=100.00%, remaining_time=0:00:05.753098, arrival_time=2021-04-14 23:28:05.950191, cost_time=0:00:37.616394 2021-04-14 23:28:02,406 INFO : TRAIN, epoch=0177, iter=00180/00196, fetch data time cost=1.34ms, fps=1159 images/s, loss=0.0464, top1-acc=99.36%, top5-acc=100.00%, remaining_time=0:00:03.540064, arrival_time=2021-04-14 23:28:05.946396, cost_time=0:00:39.825769 2021-04-14 23:28:04,609 INFO : TRAIN, epoch=0177, iter=00190/00196, fetch data time cost=1.70ms, fps=1162 images/s, loss=0.0465, top1-acc=99.35%, top5-acc=100.00%, remaining_time=0:00:01.327236, arrival_time=2021-04-14 23:28:05.937004, cost_time=0:00:42.029049 2021-04-14 23:28:05,791 INFO : TRAIN, epoch=0177, iter=00196/00196, fetch data time cost=1.23ms, fps=1152 images/s, loss=0.0465, top1-acc=99.36%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-14 23:28:05.790963, cost_time=0:00:43.210405 2021-04-14 23:28:06,599 INFO : EVAL, epoch=0177, iter=00010/00040, fetch data time cost=2.33ms, fps=3175 images/s, loss=1.0735, top1-acc=73.24%, top5-acc=93.24%, remaining_time=0:00:02.419200, arrival_time=2021-04-14 23:28:09.018555, cost_time=0:00:00.806403 2021-04-14 23:28:07,294 INFO : EVAL, epoch=0177, iter=00020/00040, fetch data time cost=2.09ms, fps=3686 images/s, loss=1.1114, top1-acc=72.52%, top5-acc=92.71%, remaining_time=0:00:01.501300, arrival_time=2021-04-14 23:28:08.795914, cost_time=0:00:01.501292 2021-04-14 23:28:07,984 INFO : EVAL, epoch=0177, iter=00030/00040, fetch data time cost=1.37ms, fps=3716 images/s, loss=1.0957, top1-acc=72.88%, top5-acc=92.85%, remaining_time=0:00:00.730450, arrival_time=2021-04-14 23:28:08.714741, cost_time=0:00:02.191345 2021-04-14 23:28:08,615 INFO : EVAL, epoch=0177, iter=00040/00040, fetch data time cost=0.07ms, fps=3676 images/s, loss=1.1122, top1-acc=73.10%, top5-acc=92.88%, remaining_time=0:00:00, arrival_time=2021-04-14 23:28:08.615798, cost_time=0:00:02.822870 2021-04-14 23:28:08,810 INFO : Epoch=0177 complete, best val top1-acc=73.64%, top5-acc=92.68% (epoch=176), remaining_time=0:17:47.697375, arrival_time=2021-04-14 23:45:56.508050, cost_time=2:16:56.627567 2021-04-14 23:28:08,813 INFO : Train start, epoch=0178, lr=0.003228 2021-04-14 23:28:11,207 INFO : TRAIN, epoch=0178, iter=00010/00196, fetch data time cost=2.12ms, fps=1069 images/s, loss=0.0415, top1-acc=99.26%, top5-acc=100.00%, remaining_time=0:00:44.527284, arrival_time=2021-04-14 23:28:55.734487, cost_time=0:00:02.393942 2021-04-14 23:28:13,406 INFO : TRAIN, epoch=0178, iter=00020/00196, fetch data time cost=1.37ms, fps=1164 images/s, loss=0.0427, top1-acc=99.41%, top5-acc=99.98%, remaining_time=0:00:40.420864, arrival_time=2021-04-14 23:28:53.827356, cost_time=0:00:04.593278 2021-04-14 23:28:15,603 INFO : TRAIN, epoch=0178, iter=00030/00196, fetch data time cost=1.49ms, fps=1165 images/s, loss=0.0430, top1-acc=99.47%, top5-acc=99.96%, remaining_time=0:00:37.573602, arrival_time=2021-04-14 23:28:53.177268, cost_time=0:00:06.790403 2021-04-14 23:28:17,810 INFO : TRAIN, epoch=0178, iter=00040/00196, fetch data time cost=1.76ms, fps=1161 images/s, loss=0.0434, top1-acc=99.43%, top5-acc=99.97%, remaining_time=0:00:35.088300, arrival_time=2021-04-14 23:28:52.898507, cost_time=0:00:08.996985 2021-04-14 23:28:20,016 INFO : TRAIN, epoch=0178, iter=00050/00196, fetch data time cost=1.50ms, fps=1161 images/s, loss=0.0427, top1-acc=99.44%, top5-acc=99.98%, remaining_time=0:00:32.713928, arrival_time=2021-04-14 23:28:52.730560, cost_time=0:00:11.203404 2021-04-14 23:28:22,217 INFO : TRAIN, epoch=0178, iter=00060/00196, fetch data time cost=1.43ms, fps=1163 images/s, loss=0.0438, top1-acc=99.40%, top5-acc=99.98%, remaining_time=0:00:30.384032, arrival_time=2021-04-14 23:28:52.601881, cost_time=0:00:13.404701 2021-04-14 23:28:24,423 INFO : TRAIN, epoch=0178, iter=00070/00196, fetch data time cost=1.40ms, fps=1161 images/s, loss=0.0436, top1-acc=99.41%, top5-acc=99.98%, remaining_time=0:00:28.099134, arrival_time=2021-04-14 23:28:52.522949, cost_time=0:00:15.610610 2021-04-14 23:28:26,626 INFO : TRAIN, epoch=0178, iter=00080/00196, fetch data time cost=1.66ms, fps=1163 images/s, loss=0.0435, top1-acc=99.42%, top5-acc=99.99%, remaining_time=0:00:25.829140, arrival_time=2021-04-14 23:28:52.455670, cost_time=0:00:17.813191 2021-04-14 23:28:28,827 INFO : TRAIN, epoch=0178, iter=00090/00196, fetch data time cost=1.33ms, fps=1164 images/s, loss=0.0431, top1-acc=99.43%, top5-acc=99.99%, remaining_time=0:00:23.572280, arrival_time=2021-04-14 23:28:52.399613, cost_time=0:00:20.014202 2021-04-14 23:28:31,030 INFO : TRAIN, epoch=0178, iter=00100/00196, fetch data time cost=1.32ms, fps=1163 images/s, loss=0.0437, top1-acc=99.41%, top5-acc=99.99%, remaining_time=0:00:21.328032, arrival_time=2021-04-14 23:28:52.357958, cost_time=0:00:22.216669 2021-04-14 23:28:33,230 INFO : TRAIN, epoch=0178, iter=00110/00196, fetch data time cost=2.25ms, fps=1164 images/s, loss=0.0439, top1-acc=99.39%, top5-acc=99.99%, remaining_time=0:00:19.089936, arrival_time=2021-04-14 23:28:52.320450, cost_time=0:00:24.417306 2021-04-14 23:28:35,430 INFO : TRAIN, epoch=0178, iter=00120/00196, fetch data time cost=1.93ms, fps=1164 images/s, loss=0.0441, top1-acc=99.40%, top5-acc=99.99%, remaining_time=0:00:16.857408, arrival_time=2021-04-14 23:28:52.287519, cost_time=0:00:26.616900 2021-04-14 23:28:37,631 INFO : TRAIN, epoch=0178, iter=00130/00196, fetch data time cost=1.61ms, fps=1163 images/s, loss=0.0439, top1-acc=99.41%, top5-acc=99.99%, remaining_time=0:00:14.630814, arrival_time=2021-04-14 23:28:52.262235, cost_time=0:00:28.818281 2021-04-14 23:28:39,829 INFO : TRAIN, epoch=0178, iter=00140/00196, fetch data time cost=1.49ms, fps=1165 images/s, loss=0.0441, top1-acc=99.41%, top5-acc=99.99%, remaining_time=0:00:12.406688, arrival_time=2021-04-14 23:28:52.236557, cost_time=0:00:31.016747 2021-04-14 23:28:42,029 INFO : TRAIN, epoch=0178, iter=00150/00196, fetch data time cost=1.60ms, fps=1164 images/s, loss=0.0438, top1-acc=99.42%, top5-acc=99.99%, remaining_time=0:00:10.186378, arrival_time=2021-04-14 23:28:52.216048, cost_time=0:00:33.216405 2021-04-14 23:28:44,230 INFO : TRAIN, epoch=0178, iter=00160/00196, fetch data time cost=1.53ms, fps=1164 images/s, loss=0.0436, top1-acc=99.43%, top5-acc=99.99%, remaining_time=0:00:07.968888, arrival_time=2021-04-14 23:28:52.199293, cost_time=0:00:35.417290 2021-04-14 23:28:46,426 INFO : TRAIN, epoch=0178, iter=00170/00196, fetch data time cost=1.36ms, fps=1166 images/s, loss=0.0439, top1-acc=99.43%, top5-acc=99.99%, remaining_time=0:00:05.752552, arrival_time=2021-04-14 23:28:52.178508, cost_time=0:00:37.612828 2021-04-14 23:28:48,625 INFO : TRAIN, epoch=0178, iter=00180/00196, fetch data time cost=1.43ms, fps=1164 images/s, loss=0.0438, top1-acc=99.43%, top5-acc=99.99%, remaining_time=0:00:03.538896, arrival_time=2021-04-14 23:28:52.164646, cost_time=0:00:39.812550 2021-04-14 23:28:50,826 INFO : TRAIN, epoch=0178, iter=00190/00196, fetch data time cost=1.21ms, fps=1164 images/s, loss=0.0438, top1-acc=99.43%, top5-acc=99.99%, remaining_time=0:00:01.326726, arrival_time=2021-04-14 23:28:52.152794, cost_time=0:00:42.012924 2021-04-14 23:28:52,003 INFO : TRAIN, epoch=0178, iter=00196/00196, fetch data time cost=1.27ms, fps=1155 images/s, loss=0.0445, top1-acc=99.42%, top5-acc=99.99%, remaining_time=0:00:00, arrival_time=2021-04-14 23:28:52.003500, cost_time=0:00:43.190389 2021-04-14 23:28:52,813 INFO : EVAL, epoch=0178, iter=00010/00040, fetch data time cost=1.39ms, fps=3169 images/s, loss=1.1448, top1-acc=72.27%, top5-acc=92.23%, remaining_time=0:00:02.423340, arrival_time=2021-04-14 23:28:55.236447, cost_time=0:00:00.807777 2021-04-14 23:28:53,506 INFO : EVAL, epoch=0178, iter=00020/00040, fetch data time cost=1.99ms, fps=3695 images/s, loss=1.1083, top1-acc=73.40%, top5-acc=92.42%, remaining_time=0:00:01.500940, arrival_time=2021-04-14 23:28:55.007209, cost_time=0:00:01.500945 2021-04-14 23:28:54,203 INFO : EVAL, epoch=0178, iter=00030/00040, fetch data time cost=1.93ms, fps=3676 images/s, loss=1.0811, top1-acc=73.50%, top5-acc=92.53%, remaining_time=0:00:00.732590, arrival_time=2021-04-14 23:28:54.935691, cost_time=0:00:02.197772 2021-04-14 23:28:54,835 INFO : EVAL, epoch=0178, iter=00040/00040, fetch data time cost=0.11ms, fps=3673 images/s, loss=1.0802, top1-acc=73.95%, top5-acc=92.66%, remaining_time=0:00:00, arrival_time=2021-04-14 23:28:54.834976, cost_time=0:00:02.829681 2021-04-14 23:28:55,160 INFO : Epoch=0178 complete, best val top1-acc=73.95%, top5-acc=92.66% (epoch=178), remaining_time=0:17:01.266840, arrival_time=2021-04-14 23:45:56.427037, cost_time=2:17:42.977130 2021-04-14 23:28:55,161 INFO : Train start, epoch=0179, lr=0.002956 2021-04-14 23:28:57,572 INFO : TRAIN, epoch=0179, iter=00010/00196, fetch data time cost=1.53ms, fps=1062 images/s, loss=0.0408, top1-acc=99.61%, top5-acc=100.00%, remaining_time=0:00:44.830650, arrival_time=2021-04-14 23:29:42.402560, cost_time=0:00:02.410249 2021-04-14 23:28:59,779 INFO : TRAIN, epoch=0179, iter=00020/00196, fetch data time cost=1.55ms, fps=1160 images/s, loss=0.0420, top1-acc=99.59%, top5-acc=100.00%, remaining_time=0:00:40.631184, arrival_time=2021-04-14 23:29:40.410058, cost_time=0:00:04.617181 2021-04-14 23:29:01,996 INFO : TRAIN, epoch=0179, iter=00030/00196, fetch data time cost=1.37ms, fps=1155 images/s, loss=0.0441, top1-acc=99.40%, top5-acc=100.00%, remaining_time=0:00:37.816294, arrival_time=2021-04-14 23:29:39.812242, cost_time=0:00:06.834263 2021-04-14 23:29:04,200 INFO : TRAIN, epoch=0179, iter=00040/00196, fetch data time cost=1.66ms, fps=1162 images/s, loss=0.0440, top1-acc=99.41%, top5-acc=100.00%, remaining_time=0:00:35.250852, arrival_time=2021-04-14 23:29:39.451136, cost_time=0:00:09.038668 2021-04-14 23:29:06,413 INFO : TRAIN, epoch=0179, iter=00050/00196, fetch data time cost=1.51ms, fps=1157 images/s, loss=0.0435, top1-acc=99.41%, top5-acc=100.00%, remaining_time=0:00:32.855548, arrival_time=2021-04-14 23:29:39.269135, cost_time=0:00:11.251912 2021-04-14 23:29:08,614 INFO : TRAIN, epoch=0179, iter=00060/00196, fetch data time cost=2.26ms, fps=1164 images/s, loss=0.0429, top1-acc=99.44%, top5-acc=100.00%, remaining_time=0:00:30.492832, arrival_time=2021-04-14 23:29:39.107088, cost_time=0:00:13.452721 2021-04-14 23:29:10,816 INFO : TRAIN, epoch=0179, iter=00070/00196, fetch data time cost=1.37ms, fps=1163 images/s, loss=0.0425, top1-acc=99.45%, top5-acc=100.00%, remaining_time=0:00:28.178136, arrival_time=2021-04-14 23:29:38.994289, cost_time=0:00:15.654531 2021-04-14 23:29:13,012 INFO : TRAIN, epoch=0179, iter=00080/00196, fetch data time cost=1.33ms, fps=1166 images/s, loss=0.0423, top1-acc=99.46%, top5-acc=100.00%, remaining_time=0:00:25.883080, arrival_time=2021-04-14 23:29:38.895117, cost_time=0:00:17.850369 2021-04-14 23:29:15,207 INFO : TRAIN, epoch=0179, iter=00090/00196, fetch data time cost=1.48ms, fps=1166 images/s, loss=0.0426, top1-acc=99.45%, top5-acc=100.00%, remaining_time=0:00:23.610016, arrival_time=2021-04-14 23:29:38.817792, cost_time=0:00:20.046237 2021-04-14 23:29:17,408 INFO : TRAIN, epoch=0179, iter=00100/00196, fetch data time cost=1.78ms, fps=1164 images/s, loss=0.0426, top1-acc=99.45%, top5-acc=100.00%, remaining_time=0:00:21.356736, arrival_time=2021-04-14 23:29:38.764994, cost_time=0:00:22.246634 2021-04-14 23:29:19,625 INFO : TRAIN, epoch=0179, iter=00110/00196, fetch data time cost=1.65ms, fps=1155 images/s, loss=0.0424, top1-acc=99.47%, top5-acc=100.00%, remaining_time=0:00:19.126056, arrival_time=2021-04-14 23:29:38.751145, cost_time=0:00:24.463552 2021-04-14 23:29:21,838 INFO : TRAIN, epoch=0179, iter=00120/00196, fetch data time cost=1.47ms, fps=1157 images/s, loss=0.0424, top1-acc=99.46%, top5-acc=100.00%, remaining_time=0:00:16.895180, arrival_time=2021-04-14 23:29:38.733339, cost_time=0:00:26.676551 2021-04-14 23:29:24,052 INFO : TRAIN, epoch=0179, iter=00130/00196, fetch data time cost=1.41ms, fps=1156 images/s, loss=0.0428, top1-acc=99.44%, top5-acc=100.00%, remaining_time=0:00:14.667840, arrival_time=2021-04-14 23:29:38.720599, cost_time=0:00:28.891212 2021-04-14 23:29:26,257 INFO : TRAIN, epoch=0179, iter=00140/00196, fetch data time cost=1.59ms, fps=1161 images/s, loss=0.0426, top1-acc=99.46%, top5-acc=100.00%, remaining_time=0:00:12.438328, arrival_time=2021-04-14 23:29:38.695695, cost_time=0:00:31.095831 2021-04-14 23:29:28,465 INFO : TRAIN, epoch=0179, iter=00150/00196, fetch data time cost=1.53ms, fps=1160 images/s, loss=0.0425, top1-acc=99.45%, top5-acc=100.00%, remaining_time=0:00:10.213104, arrival_time=2021-04-14 23:29:38.678267, cost_time=0:00:33.303539 2021-04-14 23:29:30,666 INFO : TRAIN, epoch=0179, iter=00160/00196, fetch data time cost=1.40ms, fps=1163 images/s, loss=0.0425, top1-acc=99.44%, top5-acc=100.00%, remaining_time=0:00:07.988580, arrival_time=2021-04-14 23:29:38.654991, cost_time=0:00:35.504826 2021-04-14 23:29:32,869 INFO : TRAIN, epoch=0179, iter=00170/00196, fetch data time cost=1.49ms, fps=1162 images/s, loss=0.0426, top1-acc=99.43%, top5-acc=100.00%, remaining_time=0:00:05.767164, arrival_time=2021-04-14 23:29:38.637087, cost_time=0:00:37.708392 2021-04-14 23:29:35,073 INFO : TRAIN, epoch=0179, iter=00180/00196, fetch data time cost=1.36ms, fps=1162 images/s, loss=0.0424, top1-acc=99.43%, top5-acc=100.00%, remaining_time=0:00:03.547680, arrival_time=2021-04-14 23:29:38.620734, cost_time=0:00:39.911436 2021-04-14 23:29:37,268 INFO : TRAIN, epoch=0179, iter=00190/00196, fetch data time cost=1.25ms, fps=1167 images/s, loss=0.0424, top1-acc=99.43%, top5-acc=100.00%, remaining_time=0:00:01.329678, arrival_time=2021-04-14 23:29:38.597687, cost_time=0:00:42.106421 2021-04-14 23:29:38,453 INFO : TRAIN, epoch=0179, iter=00196/00196, fetch data time cost=1.29ms, fps=1148 images/s, loss=0.0430, top1-acc=99.43%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-14 23:29:38.453123, cost_time=0:00:43.291587 2021-04-14 23:29:39,264 INFO : EVAL, epoch=0179, iter=00010/00040, fetch data time cost=2.92ms, fps=3163 images/s, loss=1.0948, top1-acc=73.83%, top5-acc=92.19%, remaining_time=0:00:02.428110, arrival_time=2021-04-14 23:29:41.692588, cost_time=0:00:00.809372 2021-04-14 23:29:39,952 INFO : EVAL, epoch=0179, iter=00020/00040, fetch data time cost=1.45ms, fps=3721 images/s, loss=1.1042, top1-acc=73.07%, top5-acc=92.54%, remaining_time=0:00:01.497740, arrival_time=2021-04-14 23:29:41.450571, cost_time=0:00:01.497738 2021-04-14 23:29:40,647 INFO : EVAL, epoch=0179, iter=00030/00040, fetch data time cost=2.14ms, fps=3685 images/s, loss=1.0939, top1-acc=73.23%, top5-acc=92.63%, remaining_time=0:00:00.730910, arrival_time=2021-04-14 23:29:41.378752, cost_time=0:00:02.192722 2021-04-14 23:29:41,278 INFO : EVAL, epoch=0179, iter=00040/00040, fetch data time cost=0.08ms, fps=3679 images/s, loss=1.0728, top1-acc=73.62%, top5-acc=92.69%, remaining_time=0:00:00, arrival_time=2021-04-14 23:29:41.278892, cost_time=0:00:02.823835 2021-04-14 23:29:41,448 INFO : Epoch=0179 complete, best val top1-acc=73.95%, top5-acc=92.66% (epoch=178), remaining_time=0:16:14.829975, arrival_time=2021-04-14 23:45:56.278032, cost_time=2:18:29.265003 2021-04-14 23:29:41,449 INFO : Train start, epoch=0180, lr=0.002696 2021-04-14 23:29:43,829 INFO : TRAIN, epoch=0180, iter=00010/00196, fetch data time cost=1.49ms, fps=1076 images/s, loss=0.0372, top1-acc=99.45%, top5-acc=100.00%, remaining_time=0:00:44.266512, arrival_time=2021-04-14 23:30:28.095956, cost_time=0:00:02.379924 2021-04-14 23:29:46,031 INFO : TRAIN, epoch=0180, iter=00020/00196, fetch data time cost=1.47ms, fps=1163 images/s, loss=0.0391, top1-acc=99.47%, top5-acc=100.00%, remaining_time=0:00:40.317728, arrival_time=2021-04-14 23:30:26.348842, cost_time=0:00:04.581553 2021-04-14 23:29:48,235 INFO : TRAIN, epoch=0180, iter=00030/00196, fetch data time cost=1.56ms, fps=1162 images/s, loss=0.0389, top1-acc=99.56%, top5-acc=100.00%, remaining_time=0:00:37.548370, arrival_time=2021-04-14 23:30:25.783735, cost_time=0:00:06.785845 2021-04-14 23:29:50,433 INFO : TRAIN, epoch=0180, iter=00040/00196, fetch data time cost=1.50ms, fps=1165 images/s, loss=0.0407, top1-acc=99.49%, top5-acc=100.00%, remaining_time=0:00:35.037132, arrival_time=2021-04-14 23:30:25.470534, cost_time=0:00:08.983879 2021-04-14 23:29:52,634 INFO : TRAIN, epoch=0180, iter=00050/00196, fetch data time cost=1.49ms, fps=1163 images/s, loss=0.0400, top1-acc=99.53%, top5-acc=100.00%, remaining_time=0:00:32.660054, arrival_time=2021-04-14 23:30:25.294549, cost_time=0:00:11.184970 2021-04-14 23:29:54,839 INFO : TRAIN, epoch=0180, iter=00060/00196, fetch data time cost=1.54ms, fps=1161 images/s, loss=0.0394, top1-acc=99.57%, top5-acc=100.00%, remaining_time=0:00:30.350168, arrival_time=2021-04-14 23:30:25.189567, cost_time=0:00:13.389784 2021-04-14 23:29:57,041 INFO : TRAIN, epoch=0180, iter=00070/00196, fetch data time cost=1.37ms, fps=1163 images/s, loss=0.0393, top1-acc=99.57%, top5-acc=100.00%, remaining_time=0:00:28.065744, arrival_time=2021-04-14 23:30:25.107267, cost_time=0:00:15.592079 2021-04-14 23:29:59,241 INFO : TRAIN, epoch=0180, iter=00080/00196, fetch data time cost=1.53ms, fps=1164 images/s, loss=0.0398, top1-acc=99.54%, top5-acc=100.00%, remaining_time=0:00:25.797936, arrival_time=2021-04-14 23:30:25.039150, cost_time=0:00:17.791691 2021-04-14 23:30:01,440 INFO : TRAIN, epoch=0180, iter=00090/00196, fetch data time cost=1.50ms, fps=1164 images/s, loss=0.0403, top1-acc=99.52%, top5-acc=100.00%, remaining_time=0:00:23.545356, arrival_time=2021-04-14 23:30:24.986101, cost_time=0:00:19.991320 2021-04-14 23:30:03,648 INFO : TRAIN, epoch=0180, iter=00100/00196, fetch data time cost=1.40ms, fps=1160 images/s, loss=0.0404, top1-acc=99.53%, top5-acc=100.00%, remaining_time=0:00:21.310944, arrival_time=2021-04-14 23:30:24.959366, cost_time=0:00:22.198900 2021-04-14 23:30:05,863 INFO : TRAIN, epoch=0180, iter=00110/00196, fetch data time cost=1.80ms, fps=1156 images/s, loss=0.0404, top1-acc=99.52%, top5-acc=100.00%, remaining_time=0:00:19.087356, arrival_time=2021-04-14 23:30:24.950863, cost_time=0:00:24.414047 2021-04-14 23:30:08,080 INFO : TRAIN, epoch=0180, iter=00120/00196, fetch data time cost=1.47ms, fps=1155 images/s, loss=0.0406, top1-acc=99.51%, top5-acc=100.00%, remaining_time=0:00:16.866376, arrival_time=2021-04-14 23:30:24.947061, cost_time=0:00:26.631141 2021-04-14 23:30:10,292 INFO : TRAIN, epoch=0180, iter=00130/00196, fetch data time cost=1.73ms, fps=1158 images/s, loss=0.0410, top1-acc=99.50%, top5-acc=100.00%, remaining_time=0:00:14.643354, arrival_time=2021-04-14 23:30:24.935818, cost_time=0:00:28.842934 2021-04-14 23:30:12,489 INFO : TRAIN, epoch=0180, iter=00140/00196, fetch data time cost=1.44ms, fps=1165 images/s, loss=0.0414, top1-acc=99.49%, top5-acc=100.00%, remaining_time=0:00:12.416096, arrival_time=2021-04-14 23:30:24.905870, cost_time=0:00:31.040207 2021-04-14 23:30:14,705 INFO : TRAIN, epoch=0180, iter=00150/00196, fetch data time cost=1.44ms, fps=1156 images/s, loss=0.0416, top1-acc=99.48%, top5-acc=100.00%, remaining_time=0:00:10.198338, arrival_time=2021-04-14 23:30:24.903278, cost_time=0:00:33.255433 2021-04-14 23:30:16,914 INFO : TRAIN, epoch=0180, iter=00160/00196, fetch data time cost=1.64ms, fps=1159 images/s, loss=0.0416, top1-acc=99.48%, top5-acc=100.00%, remaining_time=0:00:07.979508, arrival_time=2021-04-14 23:30:24.893425, cost_time=0:00:35.464402 2021-04-14 23:30:19,114 INFO : TRAIN, epoch=0180, iter=00170/00196, fetch data time cost=2.15ms, fps=1164 images/s, loss=0.0414, top1-acc=99.49%, top5-acc=100.00%, remaining_time=0:00:05.760430, arrival_time=2021-04-14 23:30:24.874349, cost_time=0:00:37.664411 2021-04-14 23:30:21,310 INFO : TRAIN, epoch=0180, iter=00180/00196, fetch data time cost=1.51ms, fps=1166 images/s, loss=0.0416, top1-acc=99.49%, top5-acc=100.00%, remaining_time=0:00:03.543232, arrival_time=2021-04-14 23:30:24.854116, cost_time=0:00:39.861407 2021-04-14 23:30:23,513 INFO : TRAIN, epoch=0180, iter=00190/00196, fetch data time cost=1.30ms, fps=1163 images/s, loss=0.0415, top1-acc=99.48%, top5-acc=100.00%, remaining_time=0:00:01.328322, arrival_time=2021-04-14 23:30:24.841370, cost_time=0:00:42.063533 2021-04-14 23:30:24,696 INFO : TRAIN, epoch=0180, iter=00196/00196, fetch data time cost=1.33ms, fps=1150 images/s, loss=0.0415, top1-acc=99.49%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-14 23:30:24.696150, cost_time=0:00:43.246742 2021-04-14 23:30:25,513 INFO : EVAL, epoch=0180, iter=00010/00040, fetch data time cost=0.21ms, fps=3141 images/s, loss=1.1123, top1-acc=73.48%, top5-acc=91.72%, remaining_time=0:00:02.445300, arrival_time=2021-04-14 23:30:27.958327, cost_time=0:00:00.815105 2021-04-14 23:30:26,205 INFO : EVAL, epoch=0180, iter=00020/00040, fetch data time cost=1.49ms, fps=3700 images/s, loss=1.0734, top1-acc=74.06%, top5-acc=92.66%, remaining_time=0:00:01.507360, arrival_time=2021-04-14 23:30:27.712629, cost_time=0:00:01.507352 2021-04-14 23:30:26,896 INFO : EVAL, epoch=0180, iter=00030/00040, fetch data time cost=1.51ms, fps=3705 images/s, loss=1.0880, top1-acc=73.49%, top5-acc=92.47%, remaining_time=0:00:00.732880, arrival_time=2021-04-14 23:30:27.629534, cost_time=0:00:02.198636 2021-04-14 23:30:27,529 INFO : EVAL, epoch=0180, iter=00040/00040, fetch data time cost=0.09ms, fps=3671 images/s, loss=1.0746, top1-acc=73.55%, top5-acc=92.52%, remaining_time=0:00:00, arrival_time=2021-04-14 23:30:27.529148, cost_time=0:00:02.831242 2021-04-14 23:30:27,703 INFO : Epoch=0180 complete, best val top1-acc=73.95%, top5-acc=92.66% (epoch=178), remaining_time=0:15:28.391100, arrival_time=2021-04-14 23:45:56.094142, cost_time=2:19:15.519988 2021-04-14 23:30:27,704 INFO : Train start, epoch=0181, lr=0.002447 2021-04-14 23:30:30,115 INFO : TRAIN, epoch=0181, iter=00010/00196, fetch data time cost=1.39ms, fps=1062 images/s, loss=0.0374, top1-acc=99.61%, top5-acc=100.00%, remaining_time=0:00:44.833440, arrival_time=2021-04-14 23:31:14.948417, cost_time=0:00:02.410395 2021-04-14 23:30:32,318 INFO : TRAIN, epoch=0181, iter=00020/00196, fetch data time cost=1.69ms, fps=1162 images/s, loss=0.0393, top1-acc=99.49%, top5-acc=100.00%, remaining_time=0:00:40.598448, arrival_time=2021-04-14 23:31:12.916608, cost_time=0:00:04.613463 2021-04-14 23:30:34,525 INFO : TRAIN, epoch=0181, iter=00030/00196, fetch data time cost=1.59ms, fps=1160 images/s, loss=0.0393, top1-acc=99.51%, top5-acc=100.00%, remaining_time=0:00:37.742258, arrival_time=2021-04-14 23:31:12.267760, cost_time=0:00:06.820891 2021-04-14 23:30:36,728 INFO : TRAIN, epoch=0181, iter=00040/00196, fetch data time cost=1.71ms, fps=1163 images/s, loss=0.0403, top1-acc=99.45%, top5-acc=100.00%, remaining_time=0:00:35.191416, arrival_time=2021-04-14 23:31:11.919447, cost_time=0:00:09.023457 2021-04-14 23:30:38,927 INFO : TRAIN, epoch=0181, iter=00050/00196, fetch data time cost=1.51ms, fps=1164 images/s, loss=0.0398, top1-acc=99.51%, top5-acc=100.00%, remaining_time=0:00:32.772036, arrival_time=2021-04-14 23:31:11.699885, cost_time=0:00:11.223275 2021-04-14 23:30:41,145 INFO : TRAIN, epoch=0181, iter=00060/00196, fetch data time cost=1.49ms, fps=1155 images/s, loss=0.0401, top1-acc=99.52%, top5-acc=100.00%, remaining_time=0:00:30.466584, arrival_time=2021-04-14 23:31:11.612365, cost_time=0:00:13.441122 2021-04-14 23:30:43,348 INFO : TRAIN, epoch=0181, iter=00070/00196, fetch data time cost=1.57ms, fps=1163 images/s, loss=0.0402, top1-acc=99.52%, top5-acc=100.00%, remaining_time=0:00:28.158480, arrival_time=2021-04-14 23:31:11.506689, cost_time=0:00:15.643628 2021-04-14 23:30:45,553 INFO : TRAIN, epoch=0181, iter=00080/00196, fetch data time cost=1.67ms, fps=1161 images/s, loss=0.0405, top1-acc=99.50%, top5-acc=100.00%, remaining_time=0:00:25.881108, arrival_time=2021-04-14 23:31:11.434723, cost_time=0:00:17.849001 2021-04-14 23:30:47,760 INFO : TRAIN, epoch=0181, iter=00090/00196, fetch data time cost=1.42ms, fps=1160 images/s, loss=0.0407, top1-acc=99.49%, top5-acc=100.00%, remaining_time=0:00:23.621782, arrival_time=2021-04-14 23:31:11.382582, cost_time=0:00:20.056212 2021-04-14 23:30:49,972 INFO : TRAIN, epoch=0181, iter=00100/00196, fetch data time cost=1.47ms, fps=1158 images/s, loss=0.0403, top1-acc=99.53%, top5-acc=100.00%, remaining_time=0:00:21.377088, arrival_time=2021-04-14 23:31:11.349447, cost_time=0:00:22.267780 2021-04-14 23:30:52,178 INFO : TRAIN, epoch=0181, iter=00110/00196, fetch data time cost=2.37ms, fps=1161 images/s, loss=0.0403, top1-acc=99.53%, top5-acc=100.00%, remaining_time=0:00:19.134054, arrival_time=2021-04-14 23:31:11.312429, cost_time=0:00:24.473795 2021-04-14 23:30:54,376 INFO : TRAIN, epoch=0181, iter=00120/00196, fetch data time cost=1.44ms, fps=1165 images/s, loss=0.0402, top1-acc=99.53%, top5-acc=100.00%, remaining_time=0:00:16.891988, arrival_time=2021-04-14 23:31:11.268188, cost_time=0:00:26.671617 2021-04-14 23:30:56,568 INFO : TRAIN, epoch=0181, iter=00130/00196, fetch data time cost=1.92ms, fps=1168 images/s, loss=0.0401, top1-acc=99.53%, top5-acc=100.00%, remaining_time=0:00:14.654046, arrival_time=2021-04-14 23:31:11.222519, cost_time=0:00:28.863980 2021-04-14 23:30:58,775 INFO : TRAIN, epoch=0181, iter=00140/00196, fetch data time cost=1.57ms, fps=1160 images/s, loss=0.0404, top1-acc=99.52%, top5-acc=100.00%, remaining_time=0:00:12.428248, arrival_time=2021-04-14 23:31:11.203488, cost_time=0:00:31.070650 2021-04-14 23:31:00,976 INFO : TRAIN, epoch=0181, iter=00150/00196, fetch data time cost=1.35ms, fps=1163 images/s, loss=0.0402, top1-acc=99.53%, top5-acc=100.00%, remaining_time=0:00:10.203398, arrival_time=2021-04-14 23:31:11.180087, cost_time=0:00:33.271964 2021-04-14 23:31:03,185 INFO : TRAIN, epoch=0181, iter=00160/00196, fetch data time cost=1.55ms, fps=1160 images/s, loss=0.0405, top1-acc=99.53%, top5-acc=100.00%, remaining_time=0:00:07.983072, arrival_time=2021-04-14 23:31:11.167994, cost_time=0:00:35.480362 2021-04-14 23:31:05,389 INFO : TRAIN, epoch=0181, iter=00170/00196, fetch data time cost=1.42ms, fps=1161 images/s, loss=0.0403, top1-acc=99.53%, top5-acc=100.00%, remaining_time=0:00:05.763628, arrival_time=2021-04-14 23:31:11.153445, cost_time=0:00:37.685317 2021-04-14 23:31:07,586 INFO : TRAIN, epoch=0181, iter=00180/00196, fetch data time cost=1.40ms, fps=1166 images/s, loss=0.0404, top1-acc=99.53%, top5-acc=100.00%, remaining_time=0:00:03.545024, arrival_time=2021-04-14 23:31:11.131202, cost_time=0:00:39.881558 2021-04-14 23:31:09,783 INFO : TRAIN, epoch=0181, iter=00190/00196, fetch data time cost=1.25ms, fps=1165 images/s, loss=0.0405, top1-acc=99.53%, top5-acc=100.00%, remaining_time=0:00:01.328808, arrival_time=2021-04-14 23:31:11.112255, cost_time=0:00:42.078958 2021-04-14 23:31:10,960 INFO : TRAIN, epoch=0181, iter=00196/00196, fetch data time cost=1.28ms, fps=1155 images/s, loss=0.0408, top1-acc=99.52%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-14 23:31:10.960862, cost_time=0:00:43.256379 2021-04-14 23:31:11,831 INFO : EVAL, epoch=0181, iter=00010/00040, fetch data time cost=0.22ms, fps=2945 images/s, loss=1.0900, top1-acc=73.52%, top5-acc=92.19%, remaining_time=0:00:02.607660, arrival_time=2021-04-14 23:31:14.439577, cost_time=0:00:00.869221 2021-04-14 23:31:12,520 INFO : EVAL, epoch=0181, iter=00020/00040, fetch data time cost=1.33ms, fps=3719 images/s, loss=1.0948, top1-acc=74.00%, top5-acc=92.32%, remaining_time=0:00:01.557880, arrival_time=2021-04-14 23:31:14.078628, cost_time=0:00:01.557872 2021-04-14 23:31:13,211 INFO : EVAL, epoch=0181, iter=00030/00040, fetch data time cost=1.50ms, fps=3709 images/s, loss=1.0699, top1-acc=74.18%, top5-acc=92.66%, remaining_time=0:00:00.749620, arrival_time=2021-04-14 23:31:13.961176, cost_time=0:00:02.248863 2021-04-14 23:31:13,843 INFO : EVAL, epoch=0181, iter=00040/00040, fetch data time cost=0.09ms, fps=3674 images/s, loss=1.0724, top1-acc=73.91%, top5-acc=92.72%, remaining_time=0:00:00, arrival_time=2021-04-14 23:31:13.843253, cost_time=0:00:02.880574 2021-04-14 23:31:14,035 INFO : Epoch=0181 complete, best val top1-acc=73.95%, top5-acc=92.66% (epoch=178), remaining_time=0:14:41.962425, arrival_time=2021-04-14 23:45:55.997977, cost_time=2:20:01.852493 2021-04-14 23:31:14,036 INFO : Train start, epoch=0182, lr=0.002210 2021-04-14 23:31:16,460 INFO : TRAIN, epoch=0182, iter=00010/00196, fetch data time cost=1.33ms, fps=1056 images/s, loss=0.0333, top1-acc=99.84%, top5-acc=100.00%, remaining_time=0:00:45.079518, arrival_time=2021-04-14 23:32:01.540385, cost_time=0:00:02.423628 2021-04-14 23:31:18,669 INFO : TRAIN, epoch=0182, iter=00020/00196, fetch data time cost=1.51ms, fps=1159 images/s, loss=0.0345, top1-acc=99.75%, top5-acc=100.00%, remaining_time=0:00:40.765648, arrival_time=2021-04-14 23:31:59.435220, cost_time=0:00:04.632458 2021-04-14 23:31:20,874 INFO : TRAIN, epoch=0182, iter=00030/00196, fetch data time cost=1.64ms, fps=1161 images/s, loss=0.0359, top1-acc=99.67%, top5-acc=100.00%, remaining_time=0:00:37.832396, arrival_time=2021-04-14 23:31:58.706830, cost_time=0:00:06.837189 2021-04-14 23:31:23,079 INFO : TRAIN, epoch=0182, iter=00040/00196, fetch data time cost=1.42ms, fps=1161 images/s, loss=0.0365, top1-acc=99.62%, top5-acc=100.00%, remaining_time=0:00:35.265828, arrival_time=2021-04-14 23:31:58.345580, cost_time=0:00:09.042518 2021-04-14 23:31:25,284 INFO : TRAIN, epoch=0182, iter=00050/00196, fetch data time cost=1.38ms, fps=1161 images/s, loss=0.0363, top1-acc=99.66%, top5-acc=100.00%, remaining_time=0:00:32.842846, arrival_time=2021-04-14 23:31:58.127457, cost_time=0:00:11.247547 2021-04-14 23:31:27,489 INFO : TRAIN, epoch=0182, iter=00060/00196, fetch data time cost=1.38ms, fps=1161 images/s, loss=0.0375, top1-acc=99.62%, top5-acc=100.00%, remaining_time=0:00:30.492424, arrival_time=2021-04-14 23:31:57.982081, cost_time=0:00:13.452531 2021-04-14 23:31:29,693 INFO : TRAIN, epoch=0182, iter=00070/00196, fetch data time cost=1.44ms, fps=1162 images/s, loss=0.0372, top1-acc=99.62%, top5-acc=100.00%, remaining_time=0:00:28.181034, arrival_time=2021-04-14 23:31:57.874280, cost_time=0:00:15.656124 2021-04-14 23:31:31,892 INFO : TRAIN, epoch=0182, iter=00080/00196, fetch data time cost=1.84ms, fps=1164 images/s, loss=0.0375, top1-acc=99.58%, top5-acc=100.00%, remaining_time=0:00:25.890504, arrival_time=2021-04-14 23:31:57.783096, cost_time=0:00:17.855554 2021-04-14 23:31:34,107 INFO : TRAIN, epoch=0182, iter=00090/00196, fetch data time cost=1.43ms, fps=1156 images/s, loss=0.0373, top1-acc=99.60%, top5-acc=100.00%, remaining_time=0:00:23.638636, arrival_time=2021-04-14 23:31:57.746273, cost_time=0:00:20.070510 2021-04-14 23:31:36,314 INFO : TRAIN, epoch=0182, iter=00100/00196, fetch data time cost=1.47ms, fps=1160 images/s, loss=0.0373, top1-acc=99.60%, top5-acc=100.00%, remaining_time=0:00:21.386304, arrival_time=2021-04-14 23:31:57.700901, cost_time=0:00:22.277375 2021-04-14 23:31:38,521 INFO : TRAIN, epoch=0182, iter=00110/00196, fetch data time cost=1.48ms, fps=1160 images/s, loss=0.0372, top1-acc=99.60%, top5-acc=100.00%, remaining_time=0:00:19.142396, arrival_time=2021-04-14 23:31:57.663910, cost_time=0:00:24.484470 2021-04-14 23:31:40,715 INFO : TRAIN, epoch=0182, iter=00120/00196, fetch data time cost=1.41ms, fps=1167 images/s, loss=0.0368, top1-acc=99.61%, top5-acc=100.00%, remaining_time=0:00:16.896548, arrival_time=2021-04-14 23:31:57.612276, cost_time=0:00:26.678714 2021-04-14 23:31:42,913 INFO : TRAIN, epoch=0182, iter=00130/00196, fetch data time cost=1.52ms, fps=1165 images/s, loss=0.0368, top1-acc=99.60%, top5-acc=100.00%, remaining_time=0:00:14.660184, arrival_time=2021-04-14 23:31:57.573390, cost_time=0:00:28.876080 2021-04-14 23:31:45,114 INFO : TRAIN, epoch=0182, iter=00140/00196, fetch data time cost=1.58ms, fps=1163 images/s, loss=0.0367, top1-acc=99.61%, top5-acc=100.00%, remaining_time=0:00:12.430992, arrival_time=2021-04-14 23:31:57.545560, cost_time=0:00:31.077498 2021-04-14 23:31:47,317 INFO : TRAIN, epoch=0182, iter=00150/00196, fetch data time cost=1.43ms, fps=1162 images/s, loss=0.0369, top1-acc=99.61%, top5-acc=100.00%, remaining_time=0:00:10.206112, arrival_time=2021-04-14 23:31:57.523977, cost_time=0:00:33.280758 2021-04-14 23:31:49,512 INFO : TRAIN, epoch=0182, iter=00160/00196, fetch data time cost=1.42ms, fps=1167 images/s, loss=0.0368, top1-acc=99.61%, top5-acc=100.00%, remaining_time=0:00:07.981992, arrival_time=2021-04-14 23:31:57.494608, cost_time=0:00:35.475549 2021-04-14 23:31:51,708 INFO : TRAIN, epoch=0182, iter=00170/00196, fetch data time cost=1.61ms, fps=1166 images/s, loss=0.0371, top1-acc=99.60%, top5-acc=100.00%, remaining_time=0:00:05.761574, arrival_time=2021-04-14 23:31:57.470505, cost_time=0:00:37.671902 2021-04-14 23:31:53,909 INFO : TRAIN, epoch=0182, iter=00180/00196, fetch data time cost=1.37ms, fps=1164 images/s, loss=0.0373, top1-acc=99.61%, top5-acc=100.00%, remaining_time=0:00:03.544192, arrival_time=2021-04-14 23:31:57.453456, cost_time=0:00:39.872098 2021-04-14 23:31:56,111 INFO : TRAIN, epoch=0182, iter=00190/00196, fetch data time cost=1.26ms, fps=1163 images/s, loss=0.0372, top1-acc=99.61%, top5-acc=100.00%, remaining_time=0:00:01.328676, arrival_time=2021-04-14 23:31:57.440410, cost_time=0:00:42.074692 2021-04-14 23:31:57,300 INFO : TRAIN, epoch=0182, iter=00196/00196, fetch data time cost=1.28ms, fps=1145 images/s, loss=0.0375, top1-acc=99.60%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-14 23:31:57.300097, cost_time=0:00:43.263069 2021-04-14 23:31:58,194 INFO : EVAL, epoch=0182, iter=00010/00040, fetch data time cost=3.50ms, fps=2868 images/s, loss=1.0581, top1-acc=74.34%, top5-acc=92.93%, remaining_time=0:00:02.677470, arrival_time=2021-04-14 23:32:00.871950, cost_time=0:00:00.892491 2021-04-14 23:31:58,882 INFO : EVAL, epoch=0182, iter=00020/00040, fetch data time cost=1.54ms, fps=3720 images/s, loss=1.0931, top1-acc=73.34%, top5-acc=92.56%, remaining_time=0:00:01.580940, arrival_time=2021-04-14 23:32:00.463873, cost_time=0:00:01.580946 2021-04-14 23:31:59,573 INFO : EVAL, epoch=0182, iter=00030/00040, fetch data time cost=1.51ms, fps=3710 images/s, loss=1.0745, top1-acc=73.53%, top5-acc=92.84%, remaining_time=0:00:00.757090, arrival_time=2021-04-14 23:32:00.330354, cost_time=0:00:02.271275 2021-04-14 23:32:00,203 INFO : EVAL, epoch=0182, iter=00040/00040, fetch data time cost=0.08ms, fps=3684 images/s, loss=1.0867, top1-acc=73.63%, top5-acc=92.82%, remaining_time=0:00:00, arrival_time=2021-04-14 23:32:00.203346, cost_time=0:00:02.901389 2021-04-14 23:32:00,403 INFO : Epoch=0182 complete, best val top1-acc=73.95%, top5-acc=92.66% (epoch=178), remaining_time=0:13:55.538256, arrival_time=2021-04-14 23:45:55.941532, cost_time=2:20:48.220222 2021-04-14 23:32:00,404 INFO : Train start, epoch=0183, lr=0.001985 2021-04-14 23:32:02,776 INFO : TRAIN, epoch=0183, iter=00010/00196, fetch data time cost=1.67ms, fps=1080 images/s, loss=0.0356, top1-acc=99.57%, top5-acc=100.00%, remaining_time=0:00:44.108598, arrival_time=2021-04-14 23:32:46.884773, cost_time=0:00:02.371428 2021-04-14 23:32:04,975 INFO : TRAIN, epoch=0183, iter=00020/00196, fetch data time cost=2.16ms, fps=1165 images/s, loss=0.0373, top1-acc=99.49%, top5-acc=100.00%, remaining_time=0:00:40.217760, arrival_time=2021-04-14 23:32:45.192726, cost_time=0:00:04.570208 2021-04-14 23:32:07,180 INFO : TRAIN, epoch=0183, iter=00030/00196, fetch data time cost=1.43ms, fps=1161 images/s, loss=0.0358, top1-acc=99.58%, top5-acc=100.00%, remaining_time=0:00:37.489440, arrival_time=2021-04-14 23:32:44.669408, cost_time=0:00:06.775206 2021-04-14 23:32:09,401 INFO : TRAIN, epoch=0183, iter=00040/00196, fetch data time cost=2.21ms, fps=1153 images/s, loss=0.0357, top1-acc=99.58%, top5-acc=100.00%, remaining_time=0:00:35.085960, arrival_time=2021-04-14 23:32:44.487119, cost_time=0:00:08.996401 2021-04-14 23:32:11,615 INFO : TRAIN, epoch=0183, iter=00050/00196, fetch data time cost=2.36ms, fps=1156 images/s, loss=0.0348, top1-acc=99.61%, top5-acc=100.00%, remaining_time=0:00:32.735828, arrival_time=2021-04-14 23:32:44.351504, cost_time=0:00:11.210899 2021-04-14 23:32:13,820 INFO : TRAIN, epoch=0183, iter=00060/00196, fetch data time cost=1.99ms, fps=1161 images/s, loss=0.0352, top1-acc=99.62%, top5-acc=100.00%, remaining_time=0:00:30.408920, arrival_time=2021-04-14 23:32:44.229484, cost_time=0:00:13.415676 2021-04-14 23:32:16,033 INFO : TRAIN, epoch=0183, iter=00070/00196, fetch data time cost=1.50ms, fps=1157 images/s, loss=0.0346, top1-acc=99.65%, top5-acc=100.00%, remaining_time=0:00:28.131642, arrival_time=2021-04-14 23:32:44.165071, cost_time=0:00:15.628669 2021-04-14 23:32:18,231 INFO : TRAIN, epoch=0183, iter=00080/00196, fetch data time cost=2.13ms, fps=1165 images/s, loss=0.0347, top1-acc=99.63%, top5-acc=100.00%, remaining_time=0:00:25.848280, arrival_time=2021-04-14 23:32:44.079585, cost_time=0:00:17.826428 2021-04-14 23:32:20,430 INFO : TRAIN, epoch=0183, iter=00090/00196, fetch data time cost=1.41ms, fps=1165 images/s, loss=0.0347, top1-acc=99.62%, top5-acc=100.00%, remaining_time=0:00:23.585742, arrival_time=2021-04-14 23:32:44.016209, cost_time=0:00:20.025652 2021-04-14 23:32:22,634 INFO : TRAIN, epoch=0183, iter=00100/00196, fetch data time cost=3.36ms, fps=1162 images/s, loss=0.0348, top1-acc=99.61%, top5-acc=100.00%, remaining_time=0:00:21.340704, arrival_time=2021-04-14 23:32:43.975321, cost_time=0:00:22.229861 2021-04-14 23:32:24,840 INFO : TRAIN, epoch=0183, iter=00110/00196, fetch data time cost=1.46ms, fps=1161 images/s, loss=0.0351, top1-acc=99.62%, top5-acc=100.00%, remaining_time=0:00:19.104728, arrival_time=2021-04-14 23:32:43.945642, cost_time=0:00:24.436229 2021-04-14 23:32:27,041 INFO : TRAIN, epoch=0183, iter=00120/00196, fetch data time cost=1.37ms, fps=1164 images/s, loss=0.0352, top1-acc=99.62%, top5-acc=100.00%, remaining_time=0:00:16.869644, arrival_time=2021-04-14 23:32:43.910696, cost_time=0:00:26.636300 2021-04-14 23:32:29,241 INFO : TRAIN, epoch=0183, iter=00130/00196, fetch data time cost=2.32ms, fps=1164 images/s, loss=0.0353, top1-acc=99.61%, top5-acc=100.00%, remaining_time=0:00:14.640318, arrival_time=2021-04-14 23:32:43.882004, cost_time=0:00:28.836933 2021-04-14 23:32:31,444 INFO : TRAIN, epoch=0183, iter=00140/00196, fetch data time cost=1.89ms, fps=1162 images/s, loss=0.0354, top1-acc=99.62%, top5-acc=100.00%, remaining_time=0:00:12.415872, arrival_time=2021-04-14 23:32:43.860301, cost_time=0:00:31.039748 2021-04-14 23:32:33,644 INFO : TRAIN, epoch=0183, iter=00150/00196, fetch data time cost=1.51ms, fps=1164 images/s, loss=0.0357, top1-acc=99.62%, top5-acc=100.00%, remaining_time=0:00:10.193554, arrival_time=2021-04-14 23:32:43.838135, cost_time=0:00:33.239816 2021-04-14 23:32:35,849 INFO : TRAIN, epoch=0183, iter=00160/00196, fetch data time cost=1.34ms, fps=1161 images/s, loss=0.0356, top1-acc=99.62%, top5-acc=100.00%, remaining_time=0:00:07.975116, arrival_time=2021-04-14 23:32:43.824733, cost_time=0:00:35.444939 2021-04-14 23:32:38,044 INFO : TRAIN, epoch=0183, iter=00170/00196, fetch data time cost=1.34ms, fps=1167 images/s, loss=0.0355, top1-acc=99.62%, top5-acc=100.00%, remaining_time=0:00:05.756634, arrival_time=2021-04-14 23:32:43.800917, cost_time=0:00:37.639611 2021-04-14 23:32:40,242 INFO : TRAIN, epoch=0183, iter=00180/00196, fetch data time cost=1.41ms, fps=1165 images/s, loss=0.0358, top1-acc=99.63%, top5-acc=100.00%, remaining_time=0:00:03.541120, arrival_time=2021-04-14 23:32:43.783514, cost_time=0:00:39.837632 2021-04-14 23:32:42,441 INFO : TRAIN, epoch=0183, iter=00190/00196, fetch data time cost=1.21ms, fps=1165 images/s, loss=0.0359, top1-acc=99.62%, top5-acc=100.00%, remaining_time=0:00:01.327464, arrival_time=2021-04-14 23:32:43.768615, cost_time=0:00:42.036426 2021-04-14 23:32:43,620 INFO : TRAIN, epoch=0183, iter=00196/00196, fetch data time cost=1.35ms, fps=1153 images/s, loss=0.0360, top1-acc=99.62%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-14 23:32:43.620680, cost_time=0:00:43.216016 2021-04-14 23:32:44,429 INFO : EVAL, epoch=0183, iter=00010/00040, fetch data time cost=1.52ms, fps=3175 images/s, loss=1.0603, top1-acc=73.95%, top5-acc=93.59%, remaining_time=0:00:02.418750, arrival_time=2021-04-14 23:32:46.847714, cost_time=0:00:00.806249 2021-04-14 23:32:45,120 INFO : EVAL, epoch=0183, iter=00020/00040, fetch data time cost=1.42ms, fps=3704 images/s, loss=1.1214, top1-acc=72.81%, top5-acc=92.60%, remaining_time=0:00:01.498000, arrival_time=2021-04-14 23:32:46.618633, cost_time=0:00:01.498007 2021-04-14 23:32:45,812 INFO : EVAL, epoch=0183, iter=00030/00040, fetch data time cost=1.73ms, fps=3702 images/s, loss=1.0925, top1-acc=73.48%, top5-acc=92.51%, remaining_time=0:00:00.729920, arrival_time=2021-04-14 23:32:46.542409, cost_time=0:00:02.189760 2021-04-14 23:32:46,449 INFO : EVAL, epoch=0183, iter=00040/00040, fetch data time cost=0.08ms, fps=3647 images/s, loss=1.0831, top1-acc=73.85%, top5-acc=92.80%, remaining_time=0:00:00, arrival_time=2021-04-14 23:32:46.449637, cost_time=0:00:02.827041 2021-04-14 23:32:46,737 INFO : Epoch=0183 complete, best val top1-acc=73.95%, top5-acc=92.66% (epoch=178), remaining_time=0:13:09.111593, arrival_time=2021-04-14 23:45:55.848940, cost_time=2:21:34.554293 2021-04-14 23:32:46,738 INFO : Train start, epoch=0184, lr=0.001772 2021-04-14 23:32:49,180 INFO : TRAIN, epoch=0184, iter=00010/00196, fetch data time cost=1.49ms, fps=1048 images/s, loss=0.0335, top1-acc=99.80%, top5-acc=100.00%, remaining_time=0:00:45.421014, arrival_time=2021-04-14 23:33:34.601858, cost_time=0:00:02.441990 2021-04-14 23:32:51,378 INFO : TRAIN, epoch=0184, iter=00020/00196, fetch data time cost=1.39ms, fps=1165 images/s, loss=0.0337, top1-acc=99.80%, top5-acc=100.00%, remaining_time=0:00:40.825488, arrival_time=2021-04-14 23:33:32.203592, cost_time=0:00:04.639255 2021-04-14 23:32:53,585 INFO : TRAIN, epoch=0184, iter=00030/00196, fetch data time cost=2.01ms, fps=1160 images/s, loss=0.0348, top1-acc=99.74%, top5-acc=100.00%, remaining_time=0:00:37.886512, arrival_time=2021-04-14 23:33:31.472351, cost_time=0:00:06.846963 2021-04-14 23:32:55,785 INFO : TRAIN, epoch=0184, iter=00040/00196, fetch data time cost=1.45ms, fps=1164 images/s, loss=0.0357, top1-acc=99.68%, top5-acc=100.00%, remaining_time=0:00:35.282052, arrival_time=2021-04-14 23:33:31.067554, cost_time=0:00:09.046678 2021-04-14 23:32:57,990 INFO : TRAIN, epoch=0184, iter=00050/00196, fetch data time cost=1.48ms, fps=1161 images/s, loss=0.0366, top1-acc=99.59%, top5-acc=100.00%, remaining_time=0:00:32.855986, arrival_time=2021-04-14 23:33:30.846850, cost_time=0:00:11.252064 2021-04-14 23:33:00,190 INFO : TRAIN, epoch=0184, iter=00060/00196, fetch data time cost=1.40ms, fps=1164 images/s, loss=0.0363, top1-acc=99.60%, top5-acc=100.00%, remaining_time=0:00:30.489432, arrival_time=2021-04-14 23:33:30.679432, cost_time=0:00:13.451199 2021-04-14 23:33:02,388 INFO : TRAIN, epoch=0184, iter=00070/00196, fetch data time cost=1.42ms, fps=1165 images/s, loss=0.0361, top1-acc=99.59%, top5-acc=100.00%, remaining_time=0:00:28.168308, arrival_time=2021-04-14 23:33:30.556239, cost_time=0:00:15.649051 2021-04-14 23:33:04,584 INFO : TRAIN, epoch=0184, iter=00080/00196, fetch data time cost=1.32ms, fps=1166 images/s, loss=0.0360, top1-acc=99.59%, top5-acc=100.00%, remaining_time=0:00:25.876352, arrival_time=2021-04-14 23:33:30.460937, cost_time=0:00:17.845758 2021-04-14 23:33:06,781 INFO : TRAIN, epoch=0184, iter=00090/00196, fetch data time cost=1.43ms, fps=1166 images/s, loss=0.0358, top1-acc=99.61%, top5-acc=100.00%, remaining_time=0:00:23.605246, arrival_time=2021-04-14 23:33:30.386243, cost_time=0:00:20.042195 2021-04-14 23:33:08,978 INFO : TRAIN, epoch=0184, iter=00100/00196, fetch data time cost=1.43ms, fps=1165 images/s, loss=0.0357, top1-acc=99.61%, top5-acc=100.00%, remaining_time=0:00:21.350016, arrival_time=2021-04-14 23:33:30.328404, cost_time=0:00:22.239587 2021-04-14 23:33:11,178 INFO : TRAIN, epoch=0184, iter=00110/00196, fetch data time cost=1.51ms, fps=1164 images/s, loss=0.0356, top1-acc=99.62%, top5-acc=100.00%, remaining_time=0:00:19.107566, arrival_time=2021-04-14 23:33:30.286260, cost_time=0:00:24.439900 2021-04-14 23:33:13,380 INFO : TRAIN, epoch=0184, iter=00120/00196, fetch data time cost=1.72ms, fps=1163 images/s, loss=0.0359, top1-acc=99.61%, top5-acc=100.00%, remaining_time=0:00:16.873216, arrival_time=2021-04-14 23:33:30.253967, cost_time=0:00:26.641867 2021-04-14 23:33:15,579 INFO : TRAIN, epoch=0184, iter=00130/00196, fetch data time cost=1.37ms, fps=1164 images/s, loss=0.0356, top1-acc=99.62%, top5-acc=100.00%, remaining_time=0:00:14.642364, arrival_time=2021-04-14 23:33:30.222267, cost_time=0:00:28.841077 2021-04-14 23:33:17,777 INFO : TRAIN, epoch=0184, iter=00140/00196, fetch data time cost=1.46ms, fps=1165 images/s, loss=0.0355, top1-acc=99.62%, top5-acc=100.00%, remaining_time=0:00:12.415480, arrival_time=2021-04-14 23:33:30.193014, cost_time=0:00:31.038735 2021-04-14 23:33:19,983 INFO : TRAIN, epoch=0184, iter=00150/00196, fetch data time cost=1.47ms, fps=1161 images/s, loss=0.0356, top1-acc=99.62%, top5-acc=100.00%, remaining_time=0:00:10.194888, arrival_time=2021-04-14 23:33:30.177917, cost_time=0:00:33.244223 2021-04-14 23:33:22,186 INFO : TRAIN, epoch=0184, iter=00160/00196, fetch data time cost=1.46ms, fps=1162 images/s, loss=0.0358, top1-acc=99.62%, top5-acc=100.00%, remaining_time=0:00:07.975800, arrival_time=2021-04-14 23:33:30.162660, cost_time=0:00:35.448055 2021-04-14 23:33:24,385 INFO : TRAIN, epoch=0184, iter=00170/00196, fetch data time cost=1.48ms, fps=1165 images/s, loss=0.0357, top1-acc=99.63%, top5-acc=100.00%, remaining_time=0:00:05.757674, arrival_time=2021-04-14 23:33:30.142781, cost_time=0:00:37.646302 2021-04-14 23:33:26,581 INFO : TRAIN, epoch=0184, iter=00180/00196, fetch data time cost=1.42ms, fps=1166 images/s, loss=0.0359, top1-acc=99.62%, top5-acc=100.00%, remaining_time=0:00:03.541536, arrival_time=2021-04-14 23:33:30.122695, cost_time=0:00:39.842271 2021-04-14 23:33:28,789 INFO : TRAIN, epoch=0184, iter=00190/00196, fetch data time cost=1.34ms, fps=1159 images/s, loss=0.0357, top1-acc=99.63%, top5-acc=100.00%, remaining_time=0:00:01.327920, arrival_time=2021-04-14 23:33:30.117488, cost_time=0:00:42.050730 2021-04-14 23:33:29,979 INFO : TRAIN, epoch=0184, iter=00196/00196, fetch data time cost=1.25ms, fps=1143 images/s, loss=0.0357, top1-acc=99.63%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-14 23:33:29.979481, cost_time=0:00:43.240690 2021-04-14 23:33:30,819 INFO : EVAL, epoch=0184, iter=00010/00040, fetch data time cost=2.03ms, fps=3056 images/s, loss=1.1457, top1-acc=71.76%, top5-acc=91.72%, remaining_time=0:00:02.513430, arrival_time=2021-04-14 23:33:33.332588, cost_time=0:00:00.837814 2021-04-14 23:33:31,509 INFO : EVAL, epoch=0184, iter=00020/00040, fetch data time cost=1.50ms, fps=3709 images/s, loss=1.1160, top1-acc=72.83%, top5-acc=92.01%, remaining_time=0:00:01.528280, arrival_time=2021-04-14 23:33:33.037938, cost_time=0:00:01.528286 2021-04-14 23:33:32,204 INFO : EVAL, epoch=0184, iter=00030/00040, fetch data time cost=1.37ms, fps=3688 images/s, loss=1.1089, top1-acc=73.33%, top5-acc=92.24%, remaining_time=0:00:00.740960, arrival_time=2021-04-14 23:33:32.945205, cost_time=0:00:02.222894 2021-04-14 23:33:32,834 INFO : EVAL, epoch=0184, iter=00040/00040, fetch data time cost=0.09ms, fps=3685 images/s, loss=1.1027, top1-acc=73.41%, top5-acc=92.48%, remaining_time=0:00:00, arrival_time=2021-04-14 23:33:32.834066, cost_time=0:00:02.852751 2021-04-14 23:33:33,006 INFO : Epoch=0184 complete, best val top1-acc=73.95%, top5-acc=92.66% (epoch=178), remaining_time=0:12:22.680272, arrival_time=2021-04-14 23:45:55.686417, cost_time=2:22:20.823098 2021-04-14 23:33:33,007 INFO : Train start, epoch=0185, lr=0.001571 2021-04-14 23:33:35,436 INFO : TRAIN, epoch=0185, iter=00010/00196, fetch data time cost=1.49ms, fps=1054 images/s, loss=0.0288, top1-acc=99.80%, top5-acc=100.00%, remaining_time=0:00:45.185724, arrival_time=2021-04-14 23:34:20.622546, cost_time=0:00:02.429342 2021-04-14 23:33:37,631 INFO : TRAIN, epoch=0185, iter=00020/00196, fetch data time cost=1.52ms, fps=1167 images/s, loss=0.0319, top1-acc=99.75%, top5-acc=100.00%, remaining_time=0:00:40.691728, arrival_time=2021-04-14 23:34:18.323557, cost_time=0:00:04.624052 2021-04-14 23:33:39,843 INFO : TRAIN, epoch=0185, iter=00030/00196, fetch data time cost=1.60ms, fps=1158 images/s, loss=0.0324, top1-acc=99.69%, top5-acc=100.00%, remaining_time=0:00:37.828246, arrival_time=2021-04-14 23:34:17.672169, cost_time=0:00:06.836443 2021-04-14 23:33:42,038 INFO : TRAIN, epoch=0185, iter=00040/00196, fetch data time cost=1.34ms, fps=1167 images/s, loss=0.0324, top1-acc=99.67%, top5-acc=100.00%, remaining_time=0:00:35.221836, arrival_time=2021-04-14 23:34:17.260623, cost_time=0:00:09.031243 2021-04-14 23:33:44,249 INFO : TRAIN, epoch=0185, iter=00050/00196, fetch data time cost=1.58ms, fps=1158 images/s, loss=0.0332, top1-acc=99.70%, top5-acc=100.00%, remaining_time=0:00:32.825472, arrival_time=2021-04-14 23:34:17.074668, cost_time=0:00:11.241620 2021-04-14 23:33:46,454 INFO : TRAIN, epoch=0185, iter=00060/00196, fetch data time cost=1.43ms, fps=1161 images/s, loss=0.0336, top1-acc=99.67%, top5-acc=100.00%, remaining_time=0:00:30.480728, arrival_time=2021-04-14 23:34:16.935608, cost_time=0:00:13.447372 2021-04-14 23:33:48,652 INFO : TRAIN, epoch=0185, iter=00070/00196, fetch data time cost=1.36ms, fps=1165 images/s, loss=0.0338, top1-acc=99.67%, top5-acc=100.00%, remaining_time=0:00:28.160370, arrival_time=2021-04-14 23:34:16.812522, cost_time=0:00:15.644661 2021-04-14 23:33:50,849 INFO : TRAIN, epoch=0185, iter=00080/00196, fetch data time cost=1.46ms, fps=1165 images/s, loss=0.0339, top1-acc=99.66%, top5-acc=100.00%, remaining_time=0:00:25.870900, arrival_time=2021-04-14 23:34:16.720390, cost_time=0:00:17.841998 2021-04-14 23:33:53,044 INFO : TRAIN, epoch=0185, iter=00090/00196, fetch data time cost=1.50ms, fps=1167 images/s, loss=0.0338, top1-acc=99.67%, top5-acc=100.00%, remaining_time=0:00:23.598568, arrival_time=2021-04-14 23:34:16.642530, cost_time=0:00:20.036478 2021-04-14 23:33:55,241 INFO : TRAIN, epoch=0185, iter=00100/00196, fetch data time cost=1.61ms, fps=1165 images/s, loss=0.0340, top1-acc=99.66%, top5-acc=100.00%, remaining_time=0:00:21.345024, arrival_time=2021-04-14 23:34:16.586897, cost_time=0:00:22.234391 2021-04-14 23:33:57,444 INFO : TRAIN, epoch=0185, iter=00110/00196, fetch data time cost=1.62ms, fps=1163 images/s, loss=0.0340, top1-acc=99.66%, top5-acc=100.00%, remaining_time=0:00:19.105158, arrival_time=2021-04-14 23:34:16.549432, cost_time=0:00:24.436786 2021-04-14 23:33:59,644 INFO : TRAIN, epoch=0185, iter=00120/00196, fetch data time cost=1.40ms, fps=1164 images/s, loss=0.0343, top1-acc=99.64%, top5-acc=100.00%, remaining_time=0:00:16.870328, arrival_time=2021-04-14 23:34:16.515220, cost_time=0:00:26.637406 2021-04-14 23:34:01,841 INFO : TRAIN, epoch=0185, iter=00130/00196, fetch data time cost=1.43ms, fps=1166 images/s, loss=0.0342, top1-acc=99.64%, top5-acc=100.00%, remaining_time=0:00:14.638602, arrival_time=2021-04-14 23:34:16.479726, cost_time=0:00:28.833554 2021-04-14 23:34:04,044 INFO : TRAIN, epoch=0185, iter=00140/00196, fetch data time cost=1.69ms, fps=1162 images/s, loss=0.0344, top1-acc=99.64%, top5-acc=100.00%, remaining_time=0:00:12.414584, arrival_time=2021-04-14 23:34:16.458564, cost_time=0:00:31.036431 2021-04-14 23:34:06,242 INFO : TRAIN, epoch=0185, iter=00150/00196, fetch data time cost=1.56ms, fps=1165 images/s, loss=0.0347, top1-acc=99.64%, top5-acc=100.00%, remaining_time=0:00:10.192036, arrival_time=2021-04-14 23:34:16.434388, cost_time=0:00:33.234868 2021-04-14 23:34:08,441 INFO : TRAIN, epoch=0185, iter=00160/00196, fetch data time cost=1.45ms, fps=1164 images/s, loss=0.0347, top1-acc=99.63%, top5-acc=100.00%, remaining_time=0:00:07.972596, arrival_time=2021-04-14 23:34:16.413775, cost_time=0:00:35.433686 2021-04-14 23:34:10,639 INFO : TRAIN, epoch=0185, iter=00170/00196, fetch data time cost=1.39ms, fps=1165 images/s, loss=0.0346, top1-acc=99.64%, top5-acc=100.00%, remaining_time=0:00:05.755464, arrival_time=2021-04-14 23:34:16.394823, cost_time=0:00:37.631877 2021-04-14 23:34:12,839 INFO : TRAIN, epoch=0185, iter=00180/00196, fetch data time cost=1.44ms, fps=1164 images/s, loss=0.0349, top1-acc=99.63%, top5-acc=100.00%, remaining_time=0:00:03.540640, arrival_time=2021-04-14 23:34:16.380391, cost_time=0:00:39.832260 2021-04-14 23:34:15,033 INFO : TRAIN, epoch=0185, iter=00190/00196, fetch data time cost=1.29ms, fps=1167 images/s, loss=0.0349, top1-acc=99.63%, top5-acc=100.00%, remaining_time=0:00:01.327146, arrival_time=2021-04-14 23:34:16.360997, cost_time=0:00:42.026362 2021-04-14 23:34:16,210 INFO : TRAIN, epoch=0185, iter=00196/00196, fetch data time cost=1.28ms, fps=1156 images/s, loss=0.0351, top1-acc=99.64%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-14 23:34:16.210618, cost_time=0:00:43.203142 2021-04-14 23:34:17,051 INFO : EVAL, epoch=0185, iter=00010/00040, fetch data time cost=1.38ms, fps=3052 images/s, loss=1.1000, top1-acc=72.97%, top5-acc=92.93%, remaining_time=0:00:02.516520, arrival_time=2021-04-14 23:34:19.567796, cost_time=0:00:00.838837 2021-04-14 23:34:17,742 INFO : EVAL, epoch=0185, iter=00020/00040, fetch data time cost=1.26ms, fps=3706 images/s, loss=1.0772, top1-acc=73.85%, top5-acc=92.79%, remaining_time=0:00:01.530020, arrival_time=2021-04-14 23:34:19.272462, cost_time=0:00:01.530015 2021-04-14 23:34:18,432 INFO : EVAL, epoch=0185, iter=00030/00040, fetch data time cost=1.39ms, fps=3715 images/s, loss=1.0914, top1-acc=73.63%, top5-acc=92.70%, remaining_time=0:00:00.739800, arrival_time=2021-04-14 23:34:19.171858, cost_time=0:00:02.219403 2021-04-14 23:34:19,062 INFO : EVAL, epoch=0185, iter=00040/00040, fetch data time cost=0.16ms, fps=3681 images/s, loss=1.0799, top1-acc=73.66%, top5-acc=92.71%, remaining_time=0:00:00, arrival_time=2021-04-14 23:34:19.062827, cost_time=0:00:02.850415 2021-04-14 23:34:19,231 INFO : Epoch=0185 complete, best val top1-acc=73.95%, top5-acc=92.66% (epoch=178), remaining_time=0:11:36.247200, arrival_time=2021-04-14 23:45:55.479098, cost_time=2:23:07.048844 2021-04-14 23:34:19,233 INFO : Train start, epoch=0186, lr=0.001382 2021-04-14 23:34:21,609 INFO : TRAIN, epoch=0186, iter=00010/00196, fetch data time cost=1.68ms, fps=1078 images/s, loss=0.0419, top1-acc=99.57%, top5-acc=100.00%, remaining_time=0:00:44.186160, arrival_time=2021-04-14 23:35:05.795197, cost_time=0:00:02.375598 2021-04-14 23:34:23,805 INFO : TRAIN, epoch=0186, iter=00020/00196, fetch data time cost=1.42ms, fps=1166 images/s, loss=0.0367, top1-acc=99.65%, top5-acc=100.00%, remaining_time=0:00:40.233776, arrival_time=2021-04-14 23:35:04.039248, cost_time=0:00:04.572022 2021-04-14 23:34:26,014 INFO : TRAIN, epoch=0186, iter=00030/00196, fetch data time cost=1.59ms, fps=1159 images/s, loss=0.0351, top1-acc=99.66%, top5-acc=100.00%, remaining_time=0:00:37.520482, arrival_time=2021-04-14 23:35:03.534749, cost_time=0:00:06.780820 2021-04-14 23:34:28,225 INFO : TRAIN, epoch=0186, iter=00040/00196, fetch data time cost=2.57ms, fps=1158 images/s, loss=0.0342, top1-acc=99.67%, top5-acc=100.00%, remaining_time=0:00:35.067552, arrival_time=2021-04-14 23:35:03.292662, cost_time=0:00:08.991666 2021-04-14 23:34:30,425 INFO : TRAIN, epoch=0186, iter=00050/00196, fetch data time cost=1.53ms, fps=1163 images/s, loss=0.0345, top1-acc=99.67%, top5-acc=100.00%, remaining_time=0:00:32.682100, arrival_time=2021-04-14 23:35:03.108054, cost_time=0:00:11.192511 2021-04-14 23:34:32,627 INFO : TRAIN, epoch=0186, iter=00060/00196, fetch data time cost=1.42ms, fps=1163 images/s, loss=0.0344, top1-acc=99.66%, top5-acc=100.00%, remaining_time=0:00:30.360096, arrival_time=2021-04-14 23:35:02.987717, cost_time=0:00:13.394176 2021-04-14 23:34:34,831 INFO : TRAIN, epoch=0186, iter=00070/00196, fetch data time cost=1.91ms, fps=1162 images/s, loss=0.0342, top1-acc=99.67%, top5-acc=100.00%, remaining_time=0:00:28.075824, arrival_time=2021-04-14 23:35:02.906917, cost_time=0:00:15.597654 2021-04-14 23:34:37,031 INFO : TRAIN, epoch=0186, iter=00080/00196, fetch data time cost=1.67ms, fps=1164 images/s, loss=0.0338, top1-acc=99.69%, top5-acc=100.00%, remaining_time=0:00:25.807332, arrival_time=2021-04-14 23:35:02.838962, cost_time=0:00:17.798188 2021-04-14 23:34:39,236 INFO : TRAIN, epoch=0186, iter=00090/00196, fetch data time cost=1.41ms, fps=1161 images/s, loss=0.0340, top1-acc=99.71%, top5-acc=100.00%, remaining_time=0:00:23.559136, arrival_time=2021-04-14 23:35:02.795617, cost_time=0:00:20.003029 2021-04-14 23:34:41,442 INFO : TRAIN, epoch=0186, iter=00100/00196, fetch data time cost=1.52ms, fps=1161 images/s, loss=0.0340, top1-acc=99.71%, top5-acc=100.00%, remaining_time=0:00:21.320640, arrival_time=2021-04-14 23:35:02.763040, cost_time=0:00:22.208961 2021-04-14 23:34:43,650 INFO : TRAIN, epoch=0186, iter=00110/00196, fetch data time cost=1.38ms, fps=1160 images/s, loss=0.0339, top1-acc=99.72%, top5-acc=100.00%, remaining_time=0:00:19.089334, arrival_time=2021-04-14 23:35:02.739386, cost_time=0:00:24.416609 2021-04-14 23:34:45,849 INFO : TRAIN, epoch=0186, iter=00120/00196, fetch data time cost=1.34ms, fps=1164 images/s, loss=0.0340, top1-acc=99.71%, top5-acc=100.00%, remaining_time=0:00:16.856800, arrival_time=2021-04-14 23:35:02.706235, cost_time=0:00:26.615996 2021-04-14 23:34:48,048 INFO : TRAIN, epoch=0186, iter=00130/00196, fetch data time cost=1.44ms, fps=1164 images/s, loss=0.0340, top1-acc=99.71%, top5-acc=100.00%, remaining_time=0:00:14.629296, arrival_time=2021-04-14 23:35:02.678026, cost_time=0:00:28.815253 2021-04-14 23:34:50,245 INFO : TRAIN, epoch=0186, iter=00140/00196, fetch data time cost=1.54ms, fps=1165 images/s, loss=0.0338, top1-acc=99.70%, top5-acc=100.00%, remaining_time=0:00:12.404952, arrival_time=2021-04-14 23:35:02.650762, cost_time=0:00:31.012337 2021-04-14 23:34:52,444 INFO : TRAIN, epoch=0186, iter=00150/00196, fetch data time cost=1.41ms, fps=1165 images/s, loss=0.0338, top1-acc=99.71%, top5-acc=100.00%, remaining_time=0:00:10.184722, arrival_time=2021-04-14 23:35:02.629184, cost_time=0:00:33.211025 2021-04-14 23:34:54,650 INFO : TRAIN, epoch=0186, iter=00160/00196, fetch data time cost=1.62ms, fps=1161 images/s, loss=0.0339, top1-acc=99.70%, top5-acc=100.00%, remaining_time=0:00:07.968888, arrival_time=2021-04-14 23:35:02.619649, cost_time=0:00:35.417269 2021-04-14 23:34:56,855 INFO : TRAIN, epoch=0186, iter=00170/00196, fetch data time cost=1.47ms, fps=1161 images/s, loss=0.0339, top1-acc=99.70%, top5-acc=100.00%, remaining_time=0:00:05.753956, arrival_time=2021-04-14 23:35:02.609491, cost_time=0:00:37.622092 2021-04-14 23:34:59,059 INFO : TRAIN, epoch=0186, iter=00180/00196, fetch data time cost=1.54ms, fps=1162 images/s, loss=0.0338, top1-acc=99.70%, top5-acc=100.00%, remaining_time=0:00:03.540112, arrival_time=2021-04-14 23:35:02.599963, cost_time=0:00:39.826336 2021-04-14 23:35:01,264 INFO : TRAIN, epoch=0186, iter=00190/00196, fetch data time cost=1.63ms, fps=1161 images/s, loss=0.0337, top1-acc=99.70%, top5-acc=100.00%, remaining_time=0:00:01.327308, arrival_time=2021-04-14 23:35:02.592256, cost_time=0:00:42.031504 2021-04-14 23:35:02,442 INFO : TRAIN, epoch=0186, iter=00196/00196, fetch data time cost=1.27ms, fps=1155 images/s, loss=0.0339, top1-acc=99.70%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-14 23:35:02.442712, cost_time=0:00:43.209281 2021-04-14 23:35:03,307 INFO : EVAL, epoch=0186, iter=00010/00040, fetch data time cost=0.20ms, fps=2966 images/s, loss=1.0762, top1-acc=75.00%, top5-acc=92.97%, remaining_time=0:00:02.589600, arrival_time=2021-04-14 23:35:05.897351, cost_time=0:00:00.863205 2021-04-14 23:35:04,000 INFO : EVAL, epoch=0186, iter=00020/00040, fetch data time cost=1.50ms, fps=3699 images/s, loss=1.0695, top1-acc=74.20%, top5-acc=92.97%, remaining_time=0:00:01.555600, arrival_time=2021-04-14 23:35:05.555755, cost_time=0:00:01.555609 2021-04-14 23:35:04,691 INFO : EVAL, epoch=0186, iter=00030/00040, fetch data time cost=1.47ms, fps=3704 images/s, loss=1.0550, top1-acc=74.44%, top5-acc=92.90%, remaining_time=0:00:00.749020, arrival_time=2021-04-14 23:35:05.440664, cost_time=0:00:02.247048 2021-04-14 23:35:05,325 INFO : EVAL, epoch=0186, iter=00040/00040, fetch data time cost=0.09ms, fps=3665 images/s, loss=1.0692, top1-acc=73.83%, top5-acc=92.80%, remaining_time=0:00:00, arrival_time=2021-04-14 23:35:05.325033, cost_time=0:00:02.880519 2021-04-14 23:35:05,516 INFO : Epoch=0186 complete, best val top1-acc=73.95%, top5-acc=92.66% (epoch=178), remaining_time=0:10:49.820780, arrival_time=2021-04-14 23:45:55.337048, cost_time=2:23:53.333221 2021-04-14 23:35:05,517 INFO : Train start, epoch=0187, lr=0.001204 2021-04-14 23:35:07,889 INFO : TRAIN, epoch=0187, iter=00010/00196, fetch data time cost=1.37ms, fps=1079 images/s, loss=0.0351, top1-acc=99.57%, top5-acc=100.00%, remaining_time=0:00:44.110458, arrival_time=2021-04-14 23:35:51.999617, cost_time=0:00:02.371531 2021-04-14 23:35:10,087 INFO : TRAIN, epoch=0187, iter=00020/00196, fetch data time cost=1.44ms, fps=1165 images/s, loss=0.0343, top1-acc=99.55%, top5-acc=100.00%, remaining_time=0:00:40.214064, arrival_time=2021-04-14 23:35:50.301477, cost_time=0:00:04.569785 2021-04-14 23:35:12,281 INFO : TRAIN, epoch=0187, iter=00030/00196, fetch data time cost=1.42ms, fps=1167 images/s, loss=0.0348, top1-acc=99.57%, top5-acc=100.00%, remaining_time=0:00:37.428518, arrival_time=2021-04-14 23:35:49.710340, cost_time=0:00:06.764187 2021-04-14 23:35:14,478 INFO : TRAIN, epoch=0187, iter=00040/00196, fetch data time cost=1.48ms, fps=1165 images/s, loss=0.0341, top1-acc=99.62%, top5-acc=100.00%, remaining_time=0:00:34.948368, arrival_time=2021-04-14 23:35:49.427120, cost_time=0:00:08.961116 2021-04-14 23:35:16,674 INFO : TRAIN, epoch=0187, iter=00050/00196, fetch data time cost=1.42ms, fps=1166 images/s, loss=0.0333, top1-acc=99.63%, top5-acc=100.00%, remaining_time=0:00:32.578732, arrival_time=2021-04-14 23:35:49.253467, cost_time=0:00:11.157104 2021-04-14 23:35:18,869 INFO : TRAIN, epoch=0187, iter=00060/00196, fetch data time cost=1.36ms, fps=1167 images/s, loss=0.0335, top1-acc=99.64%, top5-acc=100.00%, remaining_time=0:00:30.263400, arrival_time=2021-04-14 23:35:49.132503, cost_time=0:00:13.351476 2021-04-14 23:35:21,064 INFO : TRAIN, epoch=0187, iter=00070/00196, fetch data time cost=1.48ms, fps=1166 images/s, loss=0.0336, top1-acc=99.64%, top5-acc=100.00%, remaining_time=0:00:27.985104, arrival_time=2021-04-14 23:35:49.050006, cost_time=0:00:15.547260 2021-04-14 23:35:23,260 INFO : TRAIN, epoch=0187, iter=00080/00196, fetch data time cost=1.69ms, fps=1166 images/s, loss=0.0334, top1-acc=99.65%, top5-acc=100.00%, remaining_time=0:00:25.726944, arrival_time=2021-04-14 23:35:48.987274, cost_time=0:00:17.742704 2021-04-14 23:35:25,461 INFO : TRAIN, epoch=0187, iter=00090/00196, fetch data time cost=1.38ms, fps=1163 images/s, loss=0.0334, top1-acc=99.65%, top5-acc=100.00%, remaining_time=0:00:23.488964, arrival_time=2021-04-14 23:35:48.950163, cost_time=0:00:19.943492 2021-04-14 23:35:27,678 INFO : TRAIN, epoch=0187, iter=00100/00196, fetch data time cost=1.52ms, fps=1155 images/s, loss=0.0331, top1-acc=99.66%, top5-acc=100.00%, remaining_time=0:00:21.274560, arrival_time=2021-04-14 23:35:48.953173, cost_time=0:00:22.160965 2021-04-14 23:35:29,877 INFO : TRAIN, epoch=0187, iter=00110/00196, fetch data time cost=1.38ms, fps=1164 images/s, loss=0.0328, top1-acc=99.67%, top5-acc=100.00%, remaining_time=0:00:19.044958, arrival_time=2021-04-14 23:35:48.922383, cost_time=0:00:24.359795 2021-04-14 23:35:32,078 INFO : TRAIN, epoch=0187, iter=00120/00196, fetch data time cost=1.42ms, fps=1163 images/s, loss=0.0327, top1-acc=99.67%, top5-acc=100.00%, remaining_time=0:00:16.821612, arrival_time=2021-04-14 23:35:48.899669, cost_time=0:00:26.560432 2021-04-14 23:35:34,281 INFO : TRAIN, epoch=0187, iter=00130/00196, fetch data time cost=1.51ms, fps=1162 images/s, loss=0.0325, top1-acc=99.68%, top5-acc=100.00%, remaining_time=0:00:14.603226, arrival_time=2021-04-14 23:35:48.884797, cost_time=0:00:28.763937 2021-04-14 23:35:36,479 INFO : TRAIN, epoch=0187, iter=00140/00196, fetch data time cost=1.44ms, fps=1165 images/s, loss=0.0325, top1-acc=99.68%, top5-acc=100.00%, remaining_time=0:00:12.384680, arrival_time=2021-04-14 23:35:48.864052, cost_time=0:00:30.961741 2021-04-14 23:35:38,690 INFO : TRAIN, epoch=0187, iter=00150/00196, fetch data time cost=1.40ms, fps=1158 images/s, loss=0.0325, top1-acc=99.68%, top5-acc=100.00%, remaining_time=0:00:10.173038, arrival_time=2021-04-14 23:35:48.863584, cost_time=0:00:33.172915 2021-04-14 23:35:40,889 INFO : TRAIN, epoch=0187, iter=00160/00196, fetch data time cost=1.46ms, fps=1164 images/s, loss=0.0326, top1-acc=99.67%, top5-acc=100.00%, remaining_time=0:00:07.958664, arrival_time=2021-04-14 23:35:48.848197, cost_time=0:00:35.371907 2021-04-14 23:35:43,094 INFO : TRAIN, epoch=0187, iter=00170/00196, fetch data time cost=1.57ms, fps=1161 images/s, loss=0.0327, top1-acc=99.67%, top5-acc=100.00%, remaining_time=0:00:05.747014, arrival_time=2021-04-14 23:35:48.841266, cost_time=0:00:37.576628 2021-04-14 23:35:45,300 INFO : TRAIN, epoch=0187, iter=00180/00196, fetch data time cost=1.52ms, fps=1160 images/s, loss=0.0326, top1-acc=99.67%, top5-acc=100.00%, remaining_time=0:00:03.536288, arrival_time=2021-04-14 23:35:48.837197, cost_time=0:00:39.783283 2021-04-14 23:35:47,497 INFO : TRAIN, epoch=0187, iter=00190/00196, fetch data time cost=1.22ms, fps=1165 images/s, loss=0.0325, top1-acc=99.68%, top5-acc=100.00%, remaining_time=0:00:01.325688, arrival_time=2021-04-14 23:35:48.823495, cost_time=0:00:41.980180 2021-04-14 23:35:48,675 INFO : TRAIN, epoch=0187, iter=00196/00196, fetch data time cost=1.36ms, fps=1155 images/s, loss=0.0326, top1-acc=99.68%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-14 23:35:48.675954, cost_time=0:00:43.158334 2021-04-14 23:35:49,540 INFO : EVAL, epoch=0187, iter=00010/00040, fetch data time cost=0.20ms, fps=2967 images/s, loss=1.0708, top1-acc=73.48%, top5-acc=93.28%, remaining_time=0:00:02.588220, arrival_time=2021-04-14 23:35:52.128752, cost_time=0:00:00.862740 2021-04-14 23:35:50,227 INFO : EVAL, epoch=0187, iter=00020/00040, fetch data time cost=1.49ms, fps=3727 images/s, loss=1.0522, top1-acc=74.12%, top5-acc=93.22%, remaining_time=0:00:01.549980, arrival_time=2021-04-14 23:35:51.777741, cost_time=0:00:01.549976 2021-04-14 23:35:50,914 INFO : EVAL, epoch=0187, iter=00030/00040, fetch data time cost=1.36ms, fps=3729 images/s, loss=1.0555, top1-acc=73.88%, top5-acc=93.03%, remaining_time=0:00:00.745600, arrival_time=2021-04-14 23:35:51.660191, cost_time=0:00:02.236806 2021-04-14 23:35:51,542 INFO : EVAL, epoch=0187, iter=00040/00040, fetch data time cost=0.05ms, fps=3698 images/s, loss=1.0557, top1-acc=73.75%, top5-acc=92.86%, remaining_time=0:00:00, arrival_time=2021-04-14 23:35:51.542254, cost_time=0:00:02.864504 2021-04-14 23:35:51,720 INFO : Epoch=0187 complete, best val top1-acc=73.95%, top5-acc=92.66% (epoch=178), remaining_time=0:10:03.390333, arrival_time=2021-04-14 23:45:55.111166, cost_time=2:24:39.537782 2021-04-14 23:35:51,722 INFO : Train start, epoch=0188, lr=0.001039 2021-04-14 23:35:54,101 INFO : TRAIN, epoch=0188, iter=00010/00196, fetch data time cost=1.37ms, fps=1076 images/s, loss=0.0299, top1-acc=99.84%, top5-acc=100.00%, remaining_time=0:00:44.251818, arrival_time=2021-04-14 23:36:38.353199, cost_time=0:00:02.379126 2021-04-14 23:35:56,304 INFO : TRAIN, epoch=0188, iter=00020/00196, fetch data time cost=1.52ms, fps=1162 images/s, loss=0.0300, top1-acc=99.88%, top5-acc=100.00%, remaining_time=0:00:40.323712, arrival_time=2021-04-14 23:36:36.628282, cost_time=0:00:04.582247 2021-04-14 23:35:58,521 INFO : TRAIN, epoch=0188, iter=00030/00196, fetch data time cost=1.57ms, fps=1155 images/s, loss=0.0312, top1-acc=99.84%, top5-acc=100.00%, remaining_time=0:00:37.623900, arrival_time=2021-04-14 23:36:36.145644, cost_time=0:00:06.799489 2021-04-14 23:36:00,727 INFO : TRAIN, epoch=0188, iter=00040/00196, fetch data time cost=1.41ms, fps=1161 images/s, loss=0.0312, top1-acc=99.81%, top5-acc=100.00%, remaining_time=0:00:35.119032, arrival_time=2021-04-14 23:36:35.846181, cost_time=0:00:09.004884 2021-04-14 23:36:02,932 INFO : TRAIN, epoch=0188, iter=00050/00196, fetch data time cost=1.43ms, fps=1161 images/s, loss=0.0312, top1-acc=99.80%, top5-acc=100.00%, remaining_time=0:00:32.732908, arrival_time=2021-04-14 23:36:35.665102, cost_time=0:00:11.209923 2021-04-14 23:36:05,139 INFO : TRAIN, epoch=0188, iter=00060/00196, fetch data time cost=1.58ms, fps=1160 images/s, loss=0.0305, top1-acc=99.80%, top5-acc=100.00%, remaining_time=0:00:30.411776, arrival_time=2021-04-14 23:36:35.551030, cost_time=0:00:13.416976 2021-04-14 23:36:07,347 INFO : TRAIN, epoch=0188, iter=00070/00196, fetch data time cost=1.38ms, fps=1160 images/s, loss=0.0308, top1-acc=99.79%, top5-acc=100.00%, remaining_time=0:00:28.125468, arrival_time=2021-04-14 23:36:35.473057, cost_time=0:00:15.625252 2021-04-14 23:36:09,554 INFO : TRAIN, epoch=0188, iter=00080/00196, fetch data time cost=1.49ms, fps=1161 images/s, loss=0.0306, top1-acc=99.79%, top5-acc=100.00%, remaining_time=0:00:25.856168, arrival_time=2021-04-14 23:36:35.410186, cost_time=0:00:17.831804 2021-04-14 23:36:11,752 INFO : TRAIN, epoch=0188, iter=00090/00196, fetch data time cost=1.58ms, fps=1165 images/s, loss=0.0309, top1-acc=99.77%, top5-acc=100.00%, remaining_time=0:00:23.590936, arrival_time=2021-04-14 23:36:35.343202, cost_time=0:00:20.030016 2021-04-14 23:36:13,958 INFO : TRAIN, epoch=0188, iter=00100/00196, fetch data time cost=1.51ms, fps=1160 images/s, loss=0.0309, top1-acc=99.77%, top5-acc=100.00%, remaining_time=0:00:21.347232, arrival_time=2021-04-14 23:36:35.306140, cost_time=0:00:22.236667 2021-04-14 23:36:16,164 INFO : TRAIN, epoch=0188, iter=00110/00196, fetch data time cost=1.85ms, fps=1161 images/s, loss=0.0309, top1-acc=99.76%, top5-acc=100.00%, remaining_time=0:00:19.109630, arrival_time=2021-04-14 23:36:35.274441, cost_time=0:00:24.442552 2021-04-14 23:36:18,367 INFO : TRAIN, epoch=0188, iter=00120/00196, fetch data time cost=1.53ms, fps=1163 images/s, loss=0.0309, top1-acc=99.77%, top5-acc=100.00%, remaining_time=0:00:16.875344, arrival_time=2021-04-14 23:36:35.242786, cost_time=0:00:26.645249 2021-04-14 23:36:20,573 INFO : TRAIN, epoch=0188, iter=00130/00196, fetch data time cost=1.70ms, fps=1161 images/s, loss=0.0310, top1-acc=99.76%, top5-acc=100.00%, remaining_time=0:00:14.647446, arrival_time=2021-04-14 23:36:35.220602, cost_time=0:00:28.850982 2021-04-14 23:36:22,782 INFO : TRAIN, epoch=0188, iter=00140/00196, fetch data time cost=1.66ms, fps=1159 images/s, loss=0.0312, top1-acc=99.75%, top5-acc=100.00%, remaining_time=0:00:12.423880, arrival_time=2021-04-14 23:36:35.205872, cost_time=0:00:31.059721 2021-04-14 23:36:24,990 INFO : TRAIN, epoch=0188, iter=00150/00196, fetch data time cost=1.69ms, fps=1160 images/s, loss=0.0312, top1-acc=99.74%, top5-acc=100.00%, remaining_time=0:00:10.202156, arrival_time=2021-04-14 23:36:35.192271, cost_time=0:00:33.267940 2021-04-14 23:36:27,188 INFO : TRAIN, epoch=0188, iter=00160/00196, fetch data time cost=1.38ms, fps=1165 images/s, loss=0.0312, top1-acc=99.74%, top5-acc=100.00%, remaining_time=0:00:07.979868, arrival_time=2021-04-14 23:36:35.168159, cost_time=0:00:35.466116 2021-04-14 23:36:29,390 INFO : TRAIN, epoch=0188, iter=00170/00196, fetch data time cost=1.51ms, fps=1163 images/s, loss=0.0313, top1-acc=99.73%, top5-acc=100.00%, remaining_time=0:00:05.761002, arrival_time=2021-04-14 23:36:35.151369, cost_time=0:00:37.668108 2021-04-14 23:36:31,589 INFO : TRAIN, epoch=0188, iter=00180/00196, fetch data time cost=1.50ms, fps=1165 images/s, loss=0.0314, top1-acc=99.72%, top5-acc=100.00%, remaining_time=0:00:03.543728, arrival_time=2021-04-14 23:36:35.132827, cost_time=0:00:39.866927 2021-04-14 23:36:33,784 INFO : TRAIN, epoch=0188, iter=00190/00196, fetch data time cost=1.24ms, fps=1166 images/s, loss=0.0312, top1-acc=99.73%, top5-acc=100.00%, remaining_time=0:00:01.328274, arrival_time=2021-04-14 23:36:35.112508, cost_time=0:00:42.062062 2021-04-14 23:36:34,966 INFO : TRAIN, epoch=0188, iter=00196/00196, fetch data time cost=1.94ms, fps=1151 images/s, loss=0.0312, top1-acc=99.73%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-14 23:36:34.965984, cost_time=0:00:43.243618 2021-04-14 23:36:35,805 INFO : EVAL, epoch=0188, iter=00010/00040, fetch data time cost=2.92ms, fps=3062 images/s, loss=1.0933, top1-acc=73.52%, top5-acc=92.89%, remaining_time=0:00:02.507880, arrival_time=2021-04-14 23:36:38.313508, cost_time=0:00:00.835962 2021-04-14 23:36:36,493 INFO : EVAL, epoch=0188, iter=00020/00040, fetch data time cost=1.47ms, fps=3726 images/s, loss=1.0984, top1-acc=73.22%, top5-acc=92.83%, remaining_time=0:00:01.523440, arrival_time=2021-04-14 23:36:38.016527, cost_time=0:00:01.523450 2021-04-14 23:36:37,183 INFO : EVAL, epoch=0188, iter=00030/00040, fetch data time cost=1.72ms, fps=3711 images/s, loss=1.0795, top1-acc=73.27%, top5-acc=93.14%, remaining_time=0:00:00.737890, arrival_time=2021-04-14 23:36:37.921185, cost_time=0:00:02.213671 2021-04-14 23:36:37,813 INFO : EVAL, epoch=0188, iter=00040/00040, fetch data time cost=0.07ms, fps=3683 images/s, loss=1.0965, top1-acc=73.34%, top5-acc=92.95%, remaining_time=0:00:00, arrival_time=2021-04-14 23:36:37.813479, cost_time=0:00:02.843892 2021-04-14 23:36:37,996 INFO : Epoch=0188 complete, best val top1-acc=73.95%, top5-acc=92.66% (epoch=178), remaining_time=0:09:16.966812, arrival_time=2021-04-14 23:45:54.963208, cost_time=2:25:25.813332 2021-04-14 23:36:37,998 INFO : Train start, epoch=0189, lr=0.000886 2021-04-14 23:36:40,395 INFO : TRAIN, epoch=0189, iter=00010/00196, fetch data time cost=1.37ms, fps=1068 images/s, loss=0.0309, top1-acc=99.69%, top5-acc=100.00%, remaining_time=0:00:44.579178, arrival_time=2021-04-14 23:37:24.974524, cost_time=0:00:02.396732 2021-04-14 23:36:42,598 INFO : TRAIN, epoch=0189, iter=00020/00196, fetch data time cost=1.36ms, fps=1162 images/s, loss=0.0286, top1-acc=99.73%, top5-acc=100.00%, remaining_time=0:00:40.481232, arrival_time=2021-04-14 23:37:23.079888, cost_time=0:00:04.600149 2021-04-14 23:36:44,808 INFO : TRAIN, epoch=0189, iter=00030/00196, fetch data time cost=4.51ms, fps=1159 images/s, loss=0.0292, top1-acc=99.69%, top5-acc=100.00%, remaining_time=0:00:37.679676, arrival_time=2021-04-14 23:37:22.487801, cost_time=0:00:06.809572 2021-04-14 23:36:47,015 INFO : TRAIN, epoch=0189, iter=00040/00196, fetch data time cost=1.62ms, fps=1160 images/s, loss=0.0299, top1-acc=99.65%, top5-acc=100.00%, remaining_time=0:00:35.167704, arrival_time=2021-04-14 23:37:22.183569, cost_time=0:00:09.017362 2021-04-14 23:36:49,215 INFO : TRAIN, epoch=0189, iter=00050/00196, fetch data time cost=1.64ms, fps=1165 images/s, loss=0.0295, top1-acc=99.67%, top5-acc=100.00%, remaining_time=0:00:32.751596, arrival_time=2021-04-14 23:37:21.966525, cost_time=0:00:11.216320 2021-04-14 23:36:51,437 INFO : TRAIN, epoch=0189, iter=00060/00196, fetch data time cost=1.74ms, fps=1152 images/s, loss=0.0302, top1-acc=99.64%, top5-acc=100.00%, remaining_time=0:00:30.460872, arrival_time=2021-04-14 23:37:21.897999, cost_time=0:00:13.438627 2021-04-14 23:36:53,643 INFO : TRAIN, epoch=0189, iter=00070/00196, fetch data time cost=2.14ms, fps=1161 images/s, loss=0.0303, top1-acc=99.64%, top5-acc=100.00%, remaining_time=0:00:28.159992, arrival_time=2021-04-14 23:37:21.802915, cost_time=0:00:15.644424 2021-04-14 23:36:55,848 INFO : TRAIN, epoch=0189, iter=00080/00196, fetch data time cost=2.52ms, fps=1161 images/s, loss=0.0301, top1-acc=99.66%, top5-acc=100.00%, remaining_time=0:00:25.882848, arrival_time=2021-04-14 23:37:21.731665, cost_time=0:00:17.850247 2021-04-14 23:36:58,049 INFO : TRAIN, epoch=0189, iter=00090/00196, fetch data time cost=1.37ms, fps=1164 images/s, loss=0.0302, top1-acc=99.67%, top5-acc=100.00%, remaining_time=0:00:23.615528, arrival_time=2021-04-14 23:37:21.664908, cost_time=0:00:20.050964 2021-04-14 23:37:00,254 INFO : TRAIN, epoch=0189, iter=00100/00196, fetch data time cost=1.41ms, fps=1161 images/s, loss=0.0300, top1-acc=99.69%, top5-acc=100.00%, remaining_time=0:00:21.365280, arrival_time=2021-04-14 23:37:21.619313, cost_time=0:00:22.255542 2021-04-14 23:37:02,481 INFO : TRAIN, epoch=0189, iter=00110/00196, fetch data time cost=6.71ms, fps=1150 images/s, loss=0.0303, top1-acc=99.69%, top5-acc=100.00%, remaining_time=0:00:19.141364, arrival_time=2021-04-14 23:37:21.623019, cost_time=0:00:24.483109 2021-04-14 23:37:04,683 INFO : TRAIN, epoch=0189, iter=00120/00196, fetch data time cost=1.61ms, fps=1163 images/s, loss=0.0303, top1-acc=99.69%, top5-acc=100.00%, remaining_time=0:00:16.900728, arrival_time=2021-04-14 23:37:21.584547, cost_time=0:00:26.685314 2021-04-14 23:37:06,895 INFO : TRAIN, epoch=0189, iter=00130/00196, fetch data time cost=1.38ms, fps=1158 images/s, loss=0.0304, top1-acc=99.70%, top5-acc=100.00%, remaining_time=0:00:14.670810, arrival_time=2021-04-14 23:37:21.566381, cost_time=0:00:28.897074 2021-04-14 23:37:09,093 INFO : TRAIN, epoch=0189, iter=00140/00196, fetch data time cost=2.26ms, fps=1165 images/s, loss=0.0305, top1-acc=99.70%, top5-acc=100.00%, remaining_time=0:00:12.437824, arrival_time=2021-04-14 23:37:21.530942, cost_time=0:00:31.094620 2021-04-14 23:37:11,294 INFO : TRAIN, epoch=0189, iter=00150/00196, fetch data time cost=1.88ms, fps=1164 images/s, loss=0.0307, top1-acc=99.70%, top5-acc=100.00%, remaining_time=0:00:10.210528, arrival_time=2021-04-14 23:37:21.504405, cost_time=0:00:33.295240 2021-04-14 23:37:13,501 INFO : TRAIN, epoch=0189, iter=00160/00196, fetch data time cost=6.10ms, fps=1160 images/s, loss=0.0308, top1-acc=99.70%, top5-acc=100.00%, remaining_time=0:00:07.988220, arrival_time=2021-04-14 23:37:21.489910, cost_time=0:00:35.503172 2021-04-14 23:37:15,696 INFO : TRAIN, epoch=0189, iter=00170/00196, fetch data time cost=1.39ms, fps=1167 images/s, loss=0.0309, top1-acc=99.70%, top5-acc=100.00%, remaining_time=0:00:05.765552, arrival_time=2021-04-14 23:37:21.461779, cost_time=0:00:37.697805 2021-04-14 23:37:17,897 INFO : TRAIN, epoch=0189, iter=00180/00196, fetch data time cost=1.54ms, fps=1163 images/s, loss=0.0309, top1-acc=99.70%, top5-acc=100.00%, remaining_time=0:00:03.546560, arrival_time=2021-04-14 23:37:21.443960, cost_time=0:00:39.898826 2021-04-14 23:37:20,104 INFO : TRAIN, epoch=0189, iter=00190/00196, fetch data time cost=1.42ms, fps=1161 images/s, loss=0.0308, top1-acc=99.70%, top5-acc=100.00%, remaining_time=0:00:01.329648, arrival_time=2021-04-14 23:37:21.433683, cost_time=0:00:42.105542 2021-04-14 23:37:21,285 INFO : TRAIN, epoch=0189, iter=00196/00196, fetch data time cost=1.28ms, fps=1152 images/s, loss=0.0308, top1-acc=99.70%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-14 23:37:21.284955, cost_time=0:00:43.286547 2021-04-14 23:37:22,142 INFO : EVAL, epoch=0189, iter=00010/00040, fetch data time cost=0.33ms, fps=2991 images/s, loss=1.0857, top1-acc=74.49%, top5-acc=92.30%, remaining_time=0:00:02.567580, arrival_time=2021-04-14 23:37:24.710392, cost_time=0:00:00.855855 2021-04-14 23:37:22,834 INFO : EVAL, epoch=0189, iter=00020/00040, fetch data time cost=1.59ms, fps=3703 images/s, loss=1.0817, top1-acc=74.12%, top5-acc=92.52%, remaining_time=0:00:01.547600, arrival_time=2021-04-14 23:37:24.382207, cost_time=0:00:01.547597 2021-04-14 23:37:23,525 INFO : EVAL, epoch=0189, iter=00030/00040, fetch data time cost=1.29ms, fps=3708 images/s, loss=1.0720, top1-acc=74.09%, top5-acc=92.50%, remaining_time=0:00:00.746130, arrival_time=2021-04-14 23:37:24.271494, cost_time=0:00:02.238404 2021-04-14 23:37:24,158 INFO : EVAL, epoch=0189, iter=00040/00040, fetch data time cost=0.08ms, fps=3669 images/s, loss=1.0651, top1-acc=74.13%, top5-acc=92.52%, remaining_time=0:00:00, arrival_time=2021-04-14 23:37:24.158051, cost_time=0:00:02.871036 2021-04-14 23:37:24,508 INFO : Epoch=0189 complete, best val top1-acc=74.13%, top5-acc=92.52% (epoch=189), remaining_time=0:08:30.558642, arrival_time=2021-04-14 23:45:55.067509, cost_time=2:26:12.325786 2021-04-14 23:37:24,510 INFO : Train start, epoch=0190, lr=0.000745 2021-04-14 23:37:26,918 INFO : TRAIN, epoch=0190, iter=00010/00196, fetch data time cost=1.49ms, fps=1063 images/s, loss=0.0304, top1-acc=99.77%, top5-acc=100.00%, remaining_time=0:00:44.785638, arrival_time=2021-04-14 23:38:11.703784, cost_time=0:00:02.407830 2021-04-14 23:37:29,116 INFO : TRAIN, epoch=0190, iter=00020/00196, fetch data time cost=1.65ms, fps=1165 images/s, loss=0.0310, top1-acc=99.69%, top5-acc=100.00%, remaining_time=0:00:40.530336, arrival_time=2021-04-14 23:38:09.646512, cost_time=0:00:04.605721 2021-04-14 23:37:31,321 INFO : TRAIN, epoch=0190, iter=00030/00196, fetch data time cost=1.45ms, fps=1161 images/s, loss=0.0315, top1-acc=99.74%, top5-acc=100.00%, remaining_time=0:00:37.686648, arrival_time=2021-04-14 23:38:09.007802, cost_time=0:00:06.810839 2021-04-14 23:37:33,524 INFO : TRAIN, epoch=0190, iter=00040/00196, fetch data time cost=1.41ms, fps=1162 images/s, loss=0.0310, top1-acc=99.76%, top5-acc=100.00%, remaining_time=0:00:35.156004, arrival_time=2021-04-14 23:38:08.680644, cost_time=0:00:09.014342 2021-04-14 23:37:35,726 INFO : TRAIN, epoch=0190, iter=00050/00196, fetch data time cost=1.44ms, fps=1163 images/s, loss=0.0316, top1-acc=99.73%, top5-acc=100.00%, remaining_time=0:00:32.750720, arrival_time=2021-04-14 23:38:08.477100, cost_time=0:00:11.215994 2021-04-14 23:37:37,924 INFO : TRAIN, epoch=0190, iter=00060/00196, fetch data time cost=1.40ms, fps=1165 images/s, loss=0.0314, top1-acc=99.74%, top5-acc=100.00%, remaining_time=0:00:30.405520, arrival_time=2021-04-14 23:38:08.330041, cost_time=0:00:13.414199 2021-04-14 23:37:40,120 INFO : TRAIN, epoch=0190, iter=00070/00196, fetch data time cost=1.41ms, fps=1166 images/s, loss=0.0311, top1-acc=99.75%, top5-acc=100.00%, remaining_time=0:00:28.098504, arrival_time=2021-04-14 23:38:08.219077, cost_time=0:00:15.610262 2021-04-14 23:37:42,315 INFO : TRAIN, epoch=0190, iter=00080/00196, fetch data time cost=1.95ms, fps=1167 images/s, loss=0.0312, top1-acc=99.76%, top5-acc=100.00%, remaining_time=0:00:25.817540, arrival_time=2021-04-14 23:38:08.133130, cost_time=0:00:17.805213 2021-04-14 23:37:44,516 INFO : TRAIN, epoch=0190, iter=00090/00196, fetch data time cost=1.36ms, fps=1164 images/s, loss=0.0313, top1-acc=99.76%, top5-acc=100.00%, remaining_time=0:00:23.562210, arrival_time=2021-04-14 23:38:08.078212, cost_time=0:00:20.005684 2021-04-14 23:37:46,717 INFO : TRAIN, epoch=0190, iter=00100/00196, fetch data time cost=1.69ms, fps=1163 images/s, loss=0.0311, top1-acc=99.77%, top5-acc=100.00%, remaining_time=0:00:21.319104, arrival_time=2021-04-14 23:38:08.036852, cost_time=0:00:22.207447 2021-04-14 23:37:48,921 INFO : TRAIN, epoch=0190, iter=00110/00196, fetch data time cost=1.39ms, fps=1162 images/s, loss=0.0311, top1-acc=99.77%, top5-acc=100.00%, remaining_time=0:00:19.085292, arrival_time=2021-04-14 23:38:08.006985, cost_time=0:00:24.411391 2021-04-14 23:37:51,126 INFO : TRAIN, epoch=0190, iter=00120/00196, fetch data time cost=1.47ms, fps=1161 images/s, loss=0.0310, top1-acc=99.77%, top5-acc=100.00%, remaining_time=0:00:16.857104, arrival_time=2021-04-14 23:38:07.983980, cost_time=0:00:26.616488 2021-04-14 23:37:53,337 INFO : TRAIN, epoch=0190, iter=00130/00196, fetch data time cost=1.88ms, fps=1159 images/s, loss=0.0309, top1-acc=99.76%, top5-acc=100.00%, remaining_time=0:00:14.635104, arrival_time=2021-04-14 23:38:07.972072, cost_time=0:00:28.826657 2021-04-14 23:37:55,538 INFO : TRAIN, epoch=0190, iter=00140/00196, fetch data time cost=1.44ms, fps=1163 images/s, loss=0.0309, top1-acc=99.77%, top5-acc=100.00%, remaining_time=0:00:12.411392, arrival_time=2021-04-14 23:38:07.950200, cost_time=0:00:31.028512 2021-04-14 23:37:57,740 INFO : TRAIN, epoch=0190, iter=00150/00196, fetch data time cost=1.42ms, fps=1163 images/s, loss=0.0309, top1-acc=99.76%, top5-acc=100.00%, remaining_time=0:00:10.190702, arrival_time=2021-04-14 23:38:07.931604, cost_time=0:00:33.230553 2021-04-14 23:37:59,938 INFO : TRAIN, epoch=0190, iter=00160/00196, fetch data time cost=1.35ms, fps=1165 images/s, loss=0.0309, top1-acc=99.77%, top5-acc=100.00%, remaining_time=0:00:07.971336, arrival_time=2021-04-14 23:38:07.909865, cost_time=0:00:35.428234 2021-04-14 23:38:02,144 INFO : TRAIN, epoch=0190, iter=00170/00196, fetch data time cost=1.54ms, fps=1161 images/s, loss=0.0310, top1-acc=99.76%, top5-acc=100.00%, remaining_time=0:00:05.755776, arrival_time=2021-04-14 23:38:07.900021, cost_time=0:00:37.633864 2021-04-14 23:38:04,342 INFO : TRAIN, epoch=0190, iter=00180/00196, fetch data time cost=1.43ms, fps=1165 images/s, loss=0.0310, top1-acc=99.75%, top5-acc=100.00%, remaining_time=0:00:03.540608, arrival_time=2021-04-14 23:38:07.882822, cost_time=0:00:39.831898 2021-04-14 23:38:06,538 INFO : TRAIN, epoch=0190, iter=00190/00196, fetch data time cost=1.25ms, fps=1166 images/s, loss=0.0309, top1-acc=99.76%, top5-acc=100.00%, remaining_time=0:00:01.327194, arrival_time=2021-04-14 23:38:07.865434, cost_time=0:00:42.027899 2021-04-14 23:38:07,716 INFO : TRAIN, epoch=0190, iter=00196/00196, fetch data time cost=1.25ms, fps=1155 images/s, loss=0.0311, top1-acc=99.75%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-14 23:38:07.716621, cost_time=0:00:43.206331 2021-04-14 23:38:08,580 INFO : EVAL, epoch=0190, iter=00010/00040, fetch data time cost=0.41ms, fps=2969 images/s, loss=1.0838, top1-acc=73.87%, top5-acc=92.77%, remaining_time=0:00:02.586690, arrival_time=2021-04-14 23:38:11.167464, cost_time=0:00:00.862232 2021-04-14 23:38:09,276 INFO : EVAL, epoch=0190, iter=00020/00040, fetch data time cost=1.45ms, fps=3684 images/s, loss=1.0664, top1-acc=74.26%, top5-acc=93.12%, remaining_time=0:00:01.557640, arrival_time=2021-04-14 23:38:10.833768, cost_time=0:00:01.557635 2021-04-14 23:38:09,963 INFO : EVAL, epoch=0190, iter=00030/00040, fetch data time cost=1.25ms, fps=3726 images/s, loss=1.0886, top1-acc=74.00%, top5-acc=92.92%, remaining_time=0:00:00.748310, arrival_time=2021-04-14 23:38:10.711736, cost_time=0:00:02.244932 2021-04-14 23:38:10,597 INFO : EVAL, epoch=0190, iter=00040/00040, fetch data time cost=0.13ms, fps=3662 images/s, loss=1.0674, top1-acc=74.05%, top5-acc=92.86%, remaining_time=0:00:00, arrival_time=2021-04-14 23:38:10.597351, cost_time=0:00:02.878884 2021-04-14 23:38:10,724 INFO : Epoch=0190 complete, best val top1-acc=74.13%, top5-acc=92.52% (epoch=189), remaining_time=0:07:44.133750, arrival_time=2021-04-14 23:45:54.858108, cost_time=2:26:58.541314 2021-04-14 23:38:10,725 INFO : Train start, epoch=0191, lr=0.000616 2021-04-14 23:38:13,106 INFO : TRAIN, epoch=0191, iter=00010/00196, fetch data time cost=2.13ms, fps=1075 images/s, loss=0.0295, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:44.273580, arrival_time=2021-04-14 23:38:57.379701, cost_time=0:00:02.380305 2021-04-14 23:38:15,310 INFO : TRAIN, epoch=0191, iter=00020/00196, fetch data time cost=2.18ms, fps=1162 images/s, loss=0.0287, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:40.346240, arrival_time=2021-04-14 23:38:55.656819, cost_time=0:00:04.584799 2021-04-14 23:38:17,523 INFO : TRAIN, epoch=0191, iter=00030/00196, fetch data time cost=1.45ms, fps=1157 images/s, loss=0.0291, top1-acc=99.90%, top5-acc=100.00%, remaining_time=0:00:37.611118, arrival_time=2021-04-14 23:38:55.134373, cost_time=0:00:06.797197 2021-04-14 23:38:19,742 INFO : TRAIN, epoch=0191, iter=00040/00196, fetch data time cost=1.59ms, fps=1154 images/s, loss=0.0293, top1-acc=99.86%, top5-acc=100.00%, remaining_time=0:00:35.163336, arrival_time=2021-04-14 23:38:54.905365, cost_time=0:00:09.016248 2021-04-14 23:38:21,952 INFO : TRAIN, epoch=0191, iter=00050/00196, fetch data time cost=1.58ms, fps=1158 images/s, loss=0.0305, top1-acc=99.81%, top5-acc=100.00%, remaining_time=0:00:32.782402, arrival_time=2021-04-14 23:38:54.735160, cost_time=0:00:11.226852 2021-04-14 23:38:24,160 INFO : TRAIN, epoch=0191, iter=00060/00196, fetch data time cost=2.07ms, fps=1160 images/s, loss=0.0302, top1-acc=99.81%, top5-acc=100.00%, remaining_time=0:00:30.451488, arrival_time=2021-04-14 23:38:54.611775, cost_time=0:00:13.434508 2021-04-14 23:38:26,363 INFO : TRAIN, epoch=0191, iter=00070/00196, fetch data time cost=1.86ms, fps=1162 images/s, loss=0.0304, top1-acc=99.80%, top5-acc=100.00%, remaining_time=0:00:28.147266, arrival_time=2021-04-14 23:38:54.510355, cost_time=0:00:15.637373 2021-04-14 23:38:28,565 INFO : TRAIN, epoch=0191, iter=00080/00196, fetch data time cost=1.36ms, fps=1162 images/s, loss=0.0301, top1-acc=99.80%, top5-acc=100.00%, remaining_time=0:00:25.868000, arrival_time=2021-04-14 23:38:54.433802, cost_time=0:00:17.840013 2021-04-14 23:38:30,765 INFO : TRAIN, epoch=0191, iter=00090/00196, fetch data time cost=1.57ms, fps=1164 images/s, loss=0.0300, top1-acc=99.80%, top5-acc=100.00%, remaining_time=0:00:23.602278, arrival_time=2021-04-14 23:38:54.367765, cost_time=0:00:20.039705 2021-04-14 23:38:32,967 INFO : TRAIN, epoch=0191, iter=00100/00196, fetch data time cost=2.09ms, fps=1163 images/s, loss=0.0300, top1-acc=99.80%, top5-acc=100.00%, remaining_time=0:00:21.351648, arrival_time=2021-04-14 23:38:54.318709, cost_time=0:00:22.241285 2021-04-14 23:38:35,164 INFO : TRAIN, epoch=0191, iter=00110/00196, fetch data time cost=1.40ms, fps=1165 images/s, loss=0.0300, top1-acc=99.79%, top5-acc=100.00%, remaining_time=0:00:19.106620, arrival_time=2021-04-14 23:38:54.271044, cost_time=0:00:24.438715 2021-04-14 23:38:37,361 INFO : TRAIN, epoch=0191, iter=00120/00196, fetch data time cost=1.55ms, fps=1165 images/s, loss=0.0300, top1-acc=99.79%, top5-acc=100.00%, remaining_time=0:00:16.869492, arrival_time=2021-04-14 23:38:54.231345, cost_time=0:00:26.636081 2021-04-14 23:38:39,569 INFO : TRAIN, epoch=0191, iter=00130/00196, fetch data time cost=2.03ms, fps=1160 images/s, loss=0.0304, top1-acc=99.77%, top5-acc=100.00%, remaining_time=0:00:14.643486, arrival_time=2021-04-14 23:38:54.212478, cost_time=0:00:28.843280 2021-04-14 23:38:41,764 INFO : TRAIN, epoch=0191, iter=00140/00196, fetch data time cost=1.55ms, fps=1166 images/s, loss=0.0304, top1-acc=99.77%, top5-acc=100.00%, remaining_time=0:00:12.415368, arrival_time=2021-04-14 23:38:54.179636, cost_time=0:00:31.038388 2021-04-14 23:38:43,963 INFO : TRAIN, epoch=0191, iter=00150/00196, fetch data time cost=1.39ms, fps=1165 images/s, loss=0.0305, top1-acc=99.77%, top5-acc=100.00%, remaining_time=0:00:10.192772, arrival_time=2021-04-14 23:38:54.155851, cost_time=0:00:33.237360 2021-04-14 23:38:46,169 INFO : TRAIN, epoch=0191, iter=00160/00196, fetch data time cost=1.44ms, fps=1161 images/s, loss=0.0304, top1-acc=99.77%, top5-acc=100.00%, remaining_time=0:00:07.974792, arrival_time=2021-04-14 23:38:54.143964, cost_time=0:00:35.443474 2021-04-14 23:38:48,370 INFO : TRAIN, epoch=0191, iter=00170/00196, fetch data time cost=1.62ms, fps=1163 images/s, loss=0.0302, top1-acc=99.77%, top5-acc=100.00%, remaining_time=0:00:05.757336, arrival_time=2021-04-14 23:38:54.127300, cost_time=0:00:37.644184 2021-04-14 23:38:50,571 INFO : TRAIN, epoch=0191, iter=00180/00196, fetch data time cost=1.54ms, fps=1163 images/s, loss=0.0301, top1-acc=99.78%, top5-acc=100.00%, remaining_time=0:00:03.541872, arrival_time=2021-04-14 23:38:54.113643, cost_time=0:00:39.846060 2021-04-14 23:38:52,775 INFO : TRAIN, epoch=0191, iter=00190/00196, fetch data time cost=1.30ms, fps=1162 images/s, loss=0.0300, top1-acc=99.78%, top5-acc=100.00%, remaining_time=0:00:01.327890, arrival_time=2021-04-14 23:38:54.103377, cost_time=0:00:42.049796 2021-04-14 23:38:53,954 INFO : TRAIN, epoch=0191, iter=00196/00196, fetch data time cost=1.36ms, fps=1154 images/s, loss=0.0301, top1-acc=99.78%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-14 23:38:53.953976, cost_time=0:00:43.228291 2021-04-14 23:38:54,767 INFO : EVAL, epoch=0191, iter=00010/00040, fetch data time cost=1.31ms, fps=3153 images/s, loss=1.0947, top1-acc=73.20%, top5-acc=92.54%, remaining_time=0:00:02.436090, arrival_time=2021-04-14 23:38:57.203879, cost_time=0:00:00.812029 2021-04-14 23:38:55,466 INFO : EVAL, epoch=0191, iter=00020/00040, fetch data time cost=1.90ms, fps=3669 images/s, loss=1.0935, top1-acc=73.54%, top5-acc=92.52%, remaining_time=0:00:01.510200, arrival_time=2021-04-14 23:38:56.976244, cost_time=0:00:01.510200 2021-04-14 23:38:56,159 INFO : EVAL, epoch=0191, iter=00030/00040, fetch data time cost=1.88ms, fps=3692 images/s, loss=1.0664, top1-acc=73.76%, top5-acc=92.75%, remaining_time=0:00:00.734700, arrival_time=2021-04-14 23:38:56.894558, cost_time=0:00:02.204088 2021-04-14 23:38:56,799 INFO : EVAL, epoch=0191, iter=00040/00040, fetch data time cost=0.16ms, fps=3633 images/s, loss=1.0787, top1-acc=73.56%, top5-acc=92.63%, remaining_time=0:00:00, arrival_time=2021-04-14 23:38:56.798977, cost_time=0:00:02.843084 2021-04-14 23:38:56,975 INFO : Epoch=0191 complete, best val top1-acc=74.13%, top5-acc=92.52% (epoch=189), remaining_time=0:06:57.712725, arrival_time=2021-04-14 23:45:54.688141, cost_time=2:27:44.792365 2021-04-14 23:38:56,977 INFO : Train start, epoch=0192, lr=0.000499 2021-04-14 23:38:59,361 INFO : TRAIN, epoch=0192, iter=00010/00196, fetch data time cost=2.04ms, fps=1074 images/s, loss=0.0303, top1-acc=99.88%, top5-acc=100.00%, remaining_time=0:00:44.342028, arrival_time=2021-04-14 23:39:43.703627, cost_time=0:00:02.383985 2021-04-14 23:39:01,571 INFO : TRAIN, epoch=0192, iter=00020/00196, fetch data time cost=1.50ms, fps=1159 images/s, loss=0.0301, top1-acc=99.79%, top5-acc=100.00%, remaining_time=0:00:40.426320, arrival_time=2021-04-14 23:39:41.997782, cost_time=0:00:04.593903 2021-04-14 23:39:03,797 INFO : TRAIN, epoch=0192, iter=00030/00196, fetch data time cost=1.42ms, fps=1150 images/s, loss=0.0293, top1-acc=99.75%, top5-acc=100.00%, remaining_time=0:00:37.736448, arrival_time=2021-04-14 23:39:41.533835, cost_time=0:00:06.819829 2021-04-14 23:39:05,995 INFO : TRAIN, epoch=0192, iter=00040/00196, fetch data time cost=1.57ms, fps=1165 images/s, loss=0.0291, top1-acc=99.75%, top5-acc=100.00%, remaining_time=0:00:35.170980, arrival_time=2021-04-14 23:39:41.166759, cost_time=0:00:09.018210 2021-04-14 23:39:08,198 INFO : TRAIN, epoch=0192, iter=00050/00196, fetch data time cost=1.39ms, fps=1163 images/s, loss=0.0292, top1-acc=99.74%, top5-acc=100.00%, remaining_time=0:00:32.765174, arrival_time=2021-04-14 23:39:40.963690, cost_time=0:00:11.220957 2021-04-14 23:39:10,396 INFO : TRAIN, epoch=0192, iter=00060/00196, fetch data time cost=1.58ms, fps=1165 images/s, loss=0.0298, top1-acc=99.75%, top5-acc=100.00%, remaining_time=0:00:30.415040, arrival_time=2021-04-14 23:39:40.811004, cost_time=0:00:13.418401 2021-04-14 23:39:12,595 INFO : TRAIN, epoch=0192, iter=00070/00196, fetch data time cost=1.41ms, fps=1164 images/s, loss=0.0298, top1-acc=99.77%, top5-acc=100.00%, remaining_time=0:00:28.111356, arrival_time=2021-04-14 23:39:40.706313, cost_time=0:00:15.617400 2021-04-14 23:39:14,794 INFO : TRAIN, epoch=0192, iter=00080/00196, fetch data time cost=1.33ms, fps=1164 images/s, loss=0.0300, top1-acc=99.76%, top5-acc=100.00%, remaining_time=0:00:25.834592, arrival_time=2021-04-14 23:39:40.629157, cost_time=0:00:17.816996 2021-04-14 23:39:17,004 INFO : TRAIN, epoch=0192, iter=00090/00196, fetch data time cost=1.41ms, fps=1159 images/s, loss=0.0299, top1-acc=99.77%, top5-acc=100.00%, remaining_time=0:00:23.587544, arrival_time=2021-04-14 23:39:40.592248, cost_time=0:00:20.027137 2021-04-14 23:39:19,208 INFO : TRAIN, epoch=0192, iter=00100/00196, fetch data time cost=1.48ms, fps=1162 images/s, loss=0.0301, top1-acc=99.77%, top5-acc=100.00%, remaining_time=0:00:21.341472, arrival_time=2021-04-14 23:39:40.549685, cost_time=0:00:22.230743 2021-04-14 23:39:21,409 INFO : TRAIN, epoch=0192, iter=00110/00196, fetch data time cost=1.58ms, fps=1163 images/s, loss=0.0301, top1-acc=99.75%, top5-acc=100.00%, remaining_time=0:00:19.100944, arrival_time=2021-04-14 23:39:40.510109, cost_time=0:00:24.431462 2021-04-14 23:39:23,610 INFO : TRAIN, epoch=0192, iter=00120/00196, fetch data time cost=1.64ms, fps=1164 images/s, loss=0.0300, top1-acc=99.76%, top5-acc=100.00%, remaining_time=0:00:16.867060, arrival_time=2021-04-14 23:39:40.477009, cost_time=0:00:26.632242 2021-04-14 23:39:25,813 INFO : TRAIN, epoch=0192, iter=00130/00196, fetch data time cost=1.34ms, fps=1162 images/s, loss=0.0300, top1-acc=99.76%, top5-acc=100.00%, remaining_time=0:00:14.639790, arrival_time=2021-04-14 23:39:40.453358, cost_time=0:00:28.835922 2021-04-14 23:39:28,016 INFO : TRAIN, epoch=0192, iter=00140/00196, fetch data time cost=1.76ms, fps=1163 images/s, loss=0.0297, top1-acc=99.77%, top5-acc=100.00%, remaining_time=0:00:12.415368, arrival_time=2021-04-14 23:39:40.431405, cost_time=0:00:31.038479 2021-04-14 23:39:30,231 INFO : TRAIN, epoch=0192, iter=00150/00196, fetch data time cost=1.53ms, fps=1156 images/s, loss=0.0297, top1-acc=99.78%, top5-acc=100.00%, remaining_time=0:00:10.197694, arrival_time=2021-04-14 23:39:40.428650, cost_time=0:00:33.253385 2021-04-14 23:39:32,449 INFO : TRAIN, epoch=0192, iter=00160/00196, fetch data time cost=1.47ms, fps=1154 images/s, loss=0.0296, top1-acc=99.78%, top5-acc=100.00%, remaining_time=0:00:07.981236, arrival_time=2021-04-14 23:39:40.430958, cost_time=0:00:35.472157 2021-04-14 23:39:34,647 INFO : TRAIN, epoch=0192, iter=00170/00196, fetch data time cost=1.54ms, fps=1165 images/s, loss=0.0297, top1-acc=99.77%, top5-acc=100.00%, remaining_time=0:00:05.761288, arrival_time=2021-04-14 23:39:40.408726, cost_time=0:00:37.669887 2021-04-14 23:39:36,849 INFO : TRAIN, epoch=0192, iter=00180/00196, fetch data time cost=1.47ms, fps=1163 images/s, loss=0.0299, top1-acc=99.76%, top5-acc=100.00%, remaining_time=0:00:03.544160, arrival_time=2021-04-14 23:39:40.393546, cost_time=0:00:39.871890 2021-04-14 23:39:39,056 INFO : TRAIN, epoch=0192, iter=00190/00196, fetch data time cost=1.24ms, fps=1160 images/s, loss=0.0299, top1-acc=99.76%, top5-acc=100.00%, remaining_time=0:00:01.328808, arrival_time=2021-04-14 23:39:40.385371, cost_time=0:00:42.078989 2021-04-14 23:39:40,239 INFO : TRAIN, epoch=0192, iter=00196/00196, fetch data time cost=1.22ms, fps=1151 images/s, loss=0.0301, top1-acc=99.76%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-14 23:39:40.239044, cost_time=0:00:43.261594 2021-04-14 23:39:41,049 INFO : EVAL, epoch=0192, iter=00010/00040, fetch data time cost=2.96ms, fps=3166 images/s, loss=1.0798, top1-acc=74.02%, top5-acc=92.81%, remaining_time=0:00:02.426040, arrival_time=2021-04-14 23:39:43.475737, cost_time=0:00:00.808678 2021-04-14 23:39:41,739 INFO : EVAL, epoch=0192, iter=00020/00040, fetch data time cost=1.34ms, fps=3713 images/s, loss=1.1015, top1-acc=73.79%, top5-acc=92.54%, remaining_time=0:00:01.498380, arrival_time=2021-04-14 23:39:43.238068, cost_time=0:00:01.498385 2021-04-14 23:39:42,431 INFO : EVAL, epoch=0192, iter=00030/00040, fetch data time cost=1.52ms, fps=3703 images/s, loss=1.0942, top1-acc=73.66%, top5-acc=92.77%, remaining_time=0:00:00.730220, arrival_time=2021-04-14 23:39:43.161909, cost_time=0:00:02.190675 2021-04-14 23:39:43,066 INFO : EVAL, epoch=0192, iter=00040/00040, fetch data time cost=0.10ms, fps=3660 images/s, loss=1.0589, top1-acc=74.20%, top5-acc=92.82%, remaining_time=0:00:00, arrival_time=2021-04-14 23:39:43.065992, cost_time=0:00:02.824962 2021-04-14 23:39:43,415 INFO : Epoch=0192 complete, best val top1-acc=74.20%, top5-acc=92.82% (epoch=192), remaining_time=0:06:11.301360, arrival_time=2021-04-14 23:45:54.717068, cost_time=2:28:31.232613 2021-04-14 23:39:43,417 INFO : Train start, epoch=0193, lr=0.000394 2021-04-14 23:39:45,855 INFO : TRAIN, epoch=0193, iter=00010/00196, fetch data time cost=1.45ms, fps=1050 images/s, loss=0.0311, top1-acc=99.77%, top5-acc=100.00%, remaining_time=0:00:45.341220, arrival_time=2021-04-14 23:40:31.196842, cost_time=0:00:02.437698 2021-04-14 23:39:48,070 INFO : TRAIN, epoch=0193, iter=00020/00196, fetch data time cost=1.80ms, fps=1156 images/s, loss=0.0317, top1-acc=99.69%, top5-acc=100.00%, remaining_time=0:00:40.944640, arrival_time=2021-04-14 23:40:29.015477, cost_time=0:00:04.652806 2021-04-14 23:39:50,272 INFO : TRAIN, epoch=0193, iter=00030/00196, fetch data time cost=1.52ms, fps=1163 images/s, loss=0.0310, top1-acc=99.74%, top5-acc=100.00%, remaining_time=0:00:37.928178, arrival_time=2021-04-14 23:40:28.200670, cost_time=0:00:06.854476 2021-04-14 23:39:52,477 INFO : TRAIN, epoch=0193, iter=00040/00196, fetch data time cost=1.63ms, fps=1162 images/s, loss=0.0312, top1-acc=99.72%, top5-acc=100.00%, remaining_time=0:00:35.330412, arrival_time=2021-04-14 23:40:27.807375, cost_time=0:00:09.059082 2021-04-14 23:39:54,673 INFO : TRAIN, epoch=0193, iter=00050/00196, fetch data time cost=1.60ms, fps=1166 images/s, loss=0.0307, top1-acc=99.74%, top5-acc=100.00%, remaining_time=0:00:32.865184, arrival_time=2021-04-14 23:40:27.538336, cost_time=0:00:11.255215 2021-04-14 23:39:56,886 INFO : TRAIN, epoch=0193, iter=00060/00196, fetch data time cost=1.54ms, fps=1157 images/s, loss=0.0303, top1-acc=99.75%, top5-acc=100.00%, remaining_time=0:00:30.528192, arrival_time=2021-04-14 23:40:27.414400, cost_time=0:00:13.468328 2021-04-14 23:39:59,087 INFO : TRAIN, epoch=0193, iter=00070/00196, fetch data time cost=1.38ms, fps=1163 images/s, loss=0.0302, top1-acc=99.73%, top5-acc=100.00%, remaining_time=0:00:28.205604, arrival_time=2021-04-14 23:40:27.293326, cost_time=0:00:15.669804 2021-04-14 23:40:01,286 INFO : TRAIN, epoch=0193, iter=00080/00196, fetch data time cost=1.43ms, fps=1164 images/s, loss=0.0305, top1-acc=99.74%, top5-acc=100.00%, remaining_time=0:00:25.909992, arrival_time=2021-04-14 23:40:27.196756, cost_time=0:00:17.868978 2021-04-14 23:40:03,496 INFO : TRAIN, epoch=0193, iter=00090/00196, fetch data time cost=1.50ms, fps=1159 images/s, loss=0.0307, top1-acc=99.73%, top5-acc=100.00%, remaining_time=0:00:23.648494, arrival_time=2021-04-14 23:40:27.145270, cost_time=0:00:20.078893 2021-04-14 23:40:05,710 INFO : TRAIN, epoch=0193, iter=00100/00196, fetch data time cost=2.61ms, fps=1157 images/s, loss=0.0304, top1-acc=99.75%, top5-acc=100.00%, remaining_time=0:00:21.400992, arrival_time=2021-04-14 23:40:27.111598, cost_time=0:00:22.292731 2021-04-14 23:40:07,917 INFO : TRAIN, epoch=0193, iter=00110/00196, fetch data time cost=1.54ms, fps=1160 images/s, loss=0.0302, top1-acc=99.75%, top5-acc=100.00%, remaining_time=0:00:19.154006, arrival_time=2021-04-14 23:40:27.071145, cost_time=0:00:24.499329 2021-04-14 23:40:10,117 INFO : TRAIN, epoch=0193, iter=00120/00196, fetch data time cost=2.48ms, fps=1164 images/s, loss=0.0301, top1-acc=99.75%, top5-acc=100.00%, remaining_time=0:00:16.909468, arrival_time=2021-04-14 23:40:27.026459, cost_time=0:00:26.699125 2021-04-14 23:40:12,318 INFO : TRAIN, epoch=0193, iter=00130/00196, fetch data time cost=1.47ms, fps=1163 images/s, loss=0.0301, top1-acc=99.76%, top5-acc=100.00%, remaining_time=0:00:14.672592, arrival_time=2021-04-14 23:40:26.991019, cost_time=0:00:28.900579 2021-04-14 23:40:14,516 INFO : TRAIN, epoch=0193, iter=00140/00196, fetch data time cost=1.42ms, fps=1165 images/s, loss=0.0297, top1-acc=99.77%, top5-acc=100.00%, remaining_time=0:00:12.439504, arrival_time=2021-04-14 23:40:26.956070, cost_time=0:00:31.098770 2021-04-14 23:40:16,724 INFO : TRAIN, epoch=0193, iter=00150/00196, fetch data time cost=1.46ms, fps=1160 images/s, loss=0.0297, top1-acc=99.77%, top5-acc=100.00%, remaining_time=0:00:10.214024, arrival_time=2021-04-14 23:40:26.938514, cost_time=0:00:33.306597 2021-04-14 23:40:18,924 INFO : TRAIN, epoch=0193, iter=00160/00196, fetch data time cost=1.54ms, fps=1164 images/s, loss=0.0296, top1-acc=99.77%, top5-acc=100.00%, remaining_time=0:00:07.989048, arrival_time=2021-04-14 23:40:26.913667, cost_time=0:00:35.506823 2021-04-14 23:40:21,131 INFO : TRAIN, epoch=0193, iter=00170/00196, fetch data time cost=1.56ms, fps=1160 images/s, loss=0.0296, top1-acc=99.77%, top5-acc=100.00%, remaining_time=0:00:05.767996, arrival_time=2021-04-14 23:40:26.899532, cost_time=0:00:37.713735 2021-04-14 23:40:23,329 INFO : TRAIN, epoch=0193, iter=00180/00196, fetch data time cost=1.44ms, fps=1165 images/s, loss=0.0296, top1-acc=99.77%, top5-acc=100.00%, remaining_time=0:00:03.547712, arrival_time=2021-04-14 23:40:26.877304, cost_time=0:00:39.911712 2021-04-14 23:40:25,534 INFO : TRAIN, epoch=0193, iter=00190/00196, fetch data time cost=1.37ms, fps=1161 images/s, loss=0.0296, top1-acc=99.77%, top5-acc=100.00%, remaining_time=0:00:01.330008, arrival_time=2021-04-14 23:40:26.864718, cost_time=0:00:42.116925 2021-04-14 23:40:26,714 INFO : TRAIN, epoch=0193, iter=00196/00196, fetch data time cost=1.33ms, fps=1153 images/s, loss=0.0299, top1-acc=99.77%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-14 23:40:26.714187, cost_time=0:00:43.296394 2021-04-14 23:40:27,522 INFO : EVAL, epoch=0193, iter=00010/00040, fetch data time cost=1.93ms, fps=3176 images/s, loss=1.0770, top1-acc=74.73%, top5-acc=92.62%, remaining_time=0:00:02.417850, arrival_time=2021-04-14 23:40:29.939947, cost_time=0:00:00.805950 2021-04-14 23:40:28,209 INFO : EVAL, epoch=0193, iter=00020/00040, fetch data time cost=1.39ms, fps=3728 images/s, loss=1.0740, top1-acc=74.43%, top5-acc=92.79%, remaining_time=0:00:01.493040, arrival_time=2021-04-14 23:40:29.702229, cost_time=0:00:01.493047 2021-04-14 23:40:28,903 INFO : EVAL, epoch=0193, iter=00030/00040, fetch data time cost=1.29ms, fps=3687 images/s, loss=1.0962, top1-acc=73.87%, top5-acc=92.70%, remaining_time=0:00:00.729230, arrival_time=2021-04-14 23:40:29.633120, cost_time=0:00:02.187697 2021-04-14 23:40:29,541 INFO : EVAL, epoch=0193, iter=00040/00040, fetch data time cost=0.12ms, fps=3640 images/s, loss=1.0803, top1-acc=73.91%, top5-acc=92.90%, remaining_time=0:00:00, arrival_time=2021-04-14 23:40:29.541858, cost_time=0:00:02.825601 2021-04-14 23:40:29,711 INFO : Epoch=0193 complete, best val top1-acc=74.20%, top5-acc=92.82% (epoch=192), remaining_time=0:05:24.884434, arrival_time=2021-04-14 23:45:54.595453, cost_time=2:29:17.527964 2021-04-14 23:40:29,712 INFO : Train start, epoch=0194, lr=0.000302 2021-04-14 23:40:32,101 INFO : TRAIN, epoch=0194, iter=00010/00196, fetch data time cost=1.51ms, fps=1072 images/s, loss=0.0295, top1-acc=99.77%, top5-acc=100.00%, remaining_time=0:00:44.420706, arrival_time=2021-04-14 23:41:16.521581, cost_time=0:00:02.388207 2021-04-14 23:40:34,308 INFO : TRAIN, epoch=0194, iter=00020/00196, fetch data time cost=1.65ms, fps=1160 images/s, loss=0.0283, top1-acc=99.75%, top5-acc=100.00%, remaining_time=0:00:40.445856, arrival_time=2021-04-14 23:41:14.754494, cost_time=0:00:04.596118 2021-04-14 23:40:36,514 INFO : TRAIN, epoch=0194, iter=00030/00196, fetch data time cost=1.57ms, fps=1161 images/s, loss=0.0304, top1-acc=99.67%, top5-acc=100.00%, remaining_time=0:00:37.634856, arrival_time=2021-04-14 23:41:14.148974, cost_time=0:00:06.801489 2021-04-14 23:40:38,709 INFO : TRAIN, epoch=0194, iter=00040/00196, fetch data time cost=1.54ms, fps=1166 images/s, loss=0.0295, top1-acc=99.69%, top5-acc=100.00%, remaining_time=0:00:35.089548, arrival_time=2021-04-14 23:41:13.799424, cost_time=0:00:08.997326 2021-04-14 23:40:40,905 INFO : TRAIN, epoch=0194, iter=00050/00196, fetch data time cost=1.91ms, fps=1166 images/s, loss=0.0292, top1-acc=99.71%, top5-acc=100.00%, remaining_time=0:00:32.684436, arrival_time=2021-04-14 23:41:13.590261, cost_time=0:00:11.193312 2021-04-14 23:40:43,102 INFO : TRAIN, epoch=0194, iter=00060/00196, fetch data time cost=1.52ms, fps=1166 images/s, loss=0.0291, top1-acc=99.73%, top5-acc=100.00%, remaining_time=0:00:30.350304, arrival_time=2021-04-14 23:41:13.452626, cost_time=0:00:13.389815 2021-04-14 23:40:45,302 INFO : TRAIN, epoch=0194, iter=00070/00196, fetch data time cost=1.46ms, fps=1164 images/s, loss=0.0292, top1-acc=99.74%, top5-acc=100.00%, remaining_time=0:00:28.061964, arrival_time=2021-04-14 23:41:13.364472, cost_time=0:00:15.590004 2021-04-14 23:40:47,509 INFO : TRAIN, epoch=0194, iter=00080/00196, fetch data time cost=1.40ms, fps=1161 images/s, loss=0.0293, top1-acc=99.74%, top5-acc=100.00%, remaining_time=0:00:25.804780, arrival_time=2021-04-14 23:41:13.313693, cost_time=0:00:17.796407 2021-04-14 23:40:49,704 INFO : TRAIN, epoch=0194, iter=00090/00196, fetch data time cost=1.58ms, fps=1166 images/s, loss=0.0295, top1-acc=99.73%, top5-acc=100.00%, remaining_time=0:00:23.546204, arrival_time=2021-04-14 23:41:13.250735, cost_time=0:00:19.992079 2021-04-14 23:40:51,912 INFO : TRAIN, epoch=0194, iter=00100/00196, fetch data time cost=1.54ms, fps=1160 images/s, loss=0.0292, top1-acc=99.73%, top5-acc=100.00%, remaining_time=0:00:21.311712, arrival_time=2021-04-14 23:41:13.224009, cost_time=0:00:22.199725 2021-04-14 23:40:54,125 INFO : TRAIN, epoch=0194, iter=00110/00196, fetch data time cost=1.35ms, fps=1157 images/s, loss=0.0293, top1-acc=99.73%, top5-acc=100.00%, remaining_time=0:00:19.086152, arrival_time=2021-04-14 23:41:13.211216, cost_time=0:00:24.412522 2021-04-14 23:40:56,326 INFO : TRAIN, epoch=0194, iter=00120/00196, fetch data time cost=2.02ms, fps=1163 images/s, loss=0.0293, top1-acc=99.73%, top5-acc=100.00%, remaining_time=0:00:16.855356, arrival_time=2021-04-14 23:41:13.181628, cost_time=0:00:26.613705 2021-04-14 23:40:58,522 INFO : TRAIN, epoch=0194, iter=00130/00196, fetch data time cost=1.34ms, fps=1166 images/s, loss=0.0291, top1-acc=99.73%, top5-acc=100.00%, remaining_time=0:00:14.626788, arrival_time=2021-04-14 23:41:13.149659, cost_time=0:00:28.810358 2021-04-14 23:41:00,720 INFO : TRAIN, epoch=0194, iter=00140/00196, fetch data time cost=1.43ms, fps=1165 images/s, loss=0.0294, top1-acc=99.72%, top5-acc=100.00%, remaining_time=0:00:12.403104, arrival_time=2021-04-14 23:41:13.123409, cost_time=0:00:31.007789 2021-04-14 23:41:02,919 INFO : TRAIN, epoch=0194, iter=00150/00196, fetch data time cost=1.36ms, fps=1164 images/s, loss=0.0294, top1-acc=99.73%, top5-acc=100.00%, remaining_time=0:00:10.183572, arrival_time=2021-04-14 23:41:13.103445, cost_time=0:00:33.207354 2021-04-14 23:41:05,131 INFO : TRAIN, epoch=0194, iter=00160/00196, fetch data time cost=2.00ms, fps=1158 images/s, loss=0.0294, top1-acc=99.73%, top5-acc=100.00%, remaining_time=0:00:07.969212, arrival_time=2021-04-14 23:41:13.100536, cost_time=0:00:35.418799 2021-04-14 23:41:07,334 INFO : TRAIN, epoch=0194, iter=00170/00196, fetch data time cost=1.55ms, fps=1162 images/s, loss=0.0295, top1-acc=99.73%, top5-acc=100.00%, remaining_time=0:00:05.753956, arrival_time=2021-04-14 23:41:13.088593, cost_time=0:00:37.622071 2021-04-14 23:41:09,534 INFO : TRAIN, epoch=0194, iter=00180/00196, fetch data time cost=1.43ms, fps=1164 images/s, loss=0.0295, top1-acc=99.73%, top5-acc=100.00%, remaining_time=0:00:03.539696, arrival_time=2021-04-14 23:41:13.073770, cost_time=0:00:39.821651 2021-04-14 23:41:11,735 INFO : TRAIN, epoch=0194, iter=00190/00196, fetch data time cost=1.42ms, fps=1163 images/s, loss=0.0296, top1-acc=99.73%, top5-acc=100.00%, remaining_time=0:00:01.327050, arrival_time=2021-04-14 23:41:13.062826, cost_time=0:00:42.023260 2021-04-14 23:41:12,919 INFO : TRAIN, epoch=0194, iter=00196/00196, fetch data time cost=1.83ms, fps=1150 images/s, loss=0.0296, top1-acc=99.73%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-14 23:41:12.919241, cost_time=0:00:43.206822 2021-04-14 23:41:13,777 INFO : EVAL, epoch=0194, iter=00010/00040, fetch data time cost=0.21ms, fps=2991 images/s, loss=1.0447, top1-acc=75.20%, top5-acc=93.44%, remaining_time=0:00:02.567880, arrival_time=2021-04-14 23:41:16.344929, cost_time=0:00:00.855964 2021-04-14 23:41:14,467 INFO : EVAL, epoch=0194, iter=00020/00040, fetch data time cost=2.12ms, fps=3712 images/s, loss=1.0547, top1-acc=74.67%, top5-acc=93.09%, remaining_time=0:00:01.545960, arrival_time=2021-04-14 23:41:16.013097, cost_time=0:00:01.545967 2021-04-14 23:41:15,158 INFO : EVAL, epoch=0194, iter=00030/00040, fetch data time cost=1.90ms, fps=3705 images/s, loss=1.0827, top1-acc=74.17%, top5-acc=92.80%, remaining_time=0:00:00.745860, arrival_time=2021-04-14 23:41:15.904521, cost_time=0:00:02.237569 2021-04-14 23:41:15,793 INFO : EVAL, epoch=0194, iter=00040/00040, fetch data time cost=0.09ms, fps=3657 images/s, loss=1.0752, top1-acc=74.15%, top5-acc=92.84%, remaining_time=0:00:00, arrival_time=2021-04-14 23:41:15.793476, cost_time=0:00:02.872407 2021-04-14 23:41:15,967 INFO : Epoch=0194 complete, best val top1-acc=74.20%, top5-acc=92.82% (epoch=192), remaining_time=0:04:38.467554, arrival_time=2021-04-14 23:45:54.434889, cost_time=2:30:03.784249 2021-04-14 23:41:15,969 INFO : Train start, epoch=0195, lr=0.000222 2021-04-14 23:41:18,362 INFO : TRAIN, epoch=0195, iter=00010/00196, fetch data time cost=2.86ms, fps=1070 images/s, loss=0.0292, top1-acc=99.73%, top5-acc=100.00%, remaining_time=0:00:44.507010, arrival_time=2021-04-14 23:42:02.869575, cost_time=0:00:02.392848 2021-04-14 23:41:20,568 INFO : TRAIN, epoch=0195, iter=00020/00196, fetch data time cost=1.57ms, fps=1161 images/s, loss=0.0289, top1-acc=99.82%, top5-acc=100.00%, remaining_time=0:00:40.470848, arrival_time=2021-04-14 23:42:01.039502, cost_time=0:00:04.598965 2021-04-14 23:41:22,771 INFO : TRAIN, epoch=0195, iter=00030/00196, fetch data time cost=2.21ms, fps=1163 images/s, loss=0.0293, top1-acc=99.80%, top5-acc=100.00%, remaining_time=0:00:37.634026, arrival_time=2021-04-14 23:42:00.405069, cost_time=0:00:06.801318 2021-04-14 23:41:24,974 INFO : TRAIN, epoch=0195, iter=00040/00196, fetch data time cost=1.56ms, fps=1162 images/s, loss=0.0289, top1-acc=99.82%, top5-acc=100.00%, remaining_time=0:00:35.119188, arrival_time=2021-04-14 23:42:00.093839, cost_time=0:00:09.004930 2021-04-14 23:41:27,188 INFO : TRAIN, epoch=0195, iter=00050/00196, fetch data time cost=1.60ms, fps=1157 images/s, loss=0.0291, top1-acc=99.84%, top5-acc=100.00%, remaining_time=0:00:32.758020, arrival_time=2021-04-14 23:41:59.946268, cost_time=0:00:11.218497 2021-04-14 23:41:29,386 INFO : TRAIN, epoch=0195, iter=00060/00196, fetch data time cost=1.45ms, fps=1165 images/s, loss=0.0290, top1-acc=99.83%, top5-acc=100.00%, remaining_time=0:00:30.411776, arrival_time=2021-04-14 23:41:59.798405, cost_time=0:00:13.416986 2021-04-14 23:41:31,590 INFO : TRAIN, epoch=0195, iter=00070/00196, fetch data time cost=1.39ms, fps=1162 images/s, loss=0.0295, top1-acc=99.80%, top5-acc=100.00%, remaining_time=0:00:28.116774, arrival_time=2021-04-14 23:41:59.706943, cost_time=0:00:15.620453 2021-04-14 23:41:33,799 INFO : TRAIN, epoch=0195, iter=00080/00196, fetch data time cost=1.70ms, fps=1159 images/s, loss=0.0301, top1-acc=99.77%, top5-acc=100.00%, remaining_time=0:00:25.852572, arrival_time=2021-04-14 23:41:59.651708, cost_time=0:00:17.829376 2021-04-14 23:41:36,001 INFO : TRAIN, epoch=0195, iter=00090/00196, fetch data time cost=1.63ms, fps=1163 images/s, loss=0.0302, top1-acc=99.77%, top5-acc=100.00%, remaining_time=0:00:23.593162, arrival_time=2021-04-14 23:41:59.594808, cost_time=0:00:20.031907 2021-04-14 23:41:38,211 INFO : TRAIN, epoch=0195, iter=00100/00196, fetch data time cost=1.66ms, fps=1159 images/s, loss=0.0300, top1-acc=99.77%, top5-acc=100.00%, remaining_time=0:00:21.352320, arrival_time=2021-04-14 23:41:59.564061, cost_time=0:00:22.242044 2021-04-14 23:41:40,420 INFO : TRAIN, epoch=0195, iter=00110/00196, fetch data time cost=1.41ms, fps=1159 images/s, loss=0.0300, top1-acc=99.77%, top5-acc=100.00%, remaining_time=0:00:19.115994, arrival_time=2021-04-14 23:41:59.536406, cost_time=0:00:24.450732 2021-04-14 23:41:42,633 INFO : TRAIN, epoch=0195, iter=00120/00196, fetch data time cost=1.54ms, fps=1157 images/s, loss=0.0299, top1-acc=99.78%, top5-acc=100.00%, remaining_time=0:00:16.886972, arrival_time=2021-04-14 23:41:59.520252, cost_time=0:00:26.663610 2021-04-14 23:41:44,841 INFO : TRAIN, epoch=0195, iter=00130/00196, fetch data time cost=1.53ms, fps=1160 images/s, loss=0.0300, top1-acc=99.77%, top5-acc=100.00%, remaining_time=0:00:14.657874, arrival_time=2021-04-14 23:41:59.499302, cost_time=0:00:28.871634 2021-04-14 23:41:47,048 INFO : TRAIN, epoch=0195, iter=00140/00196, fetch data time cost=2.22ms, fps=1160 images/s, loss=0.0300, top1-acc=99.76%, top5-acc=100.00%, remaining_time=0:00:12.431664, arrival_time=2021-04-14 23:41:59.480500, cost_time=0:00:31.079165 2021-04-14 23:41:49,255 INFO : TRAIN, epoch=0195, iter=00150/00196, fetch data time cost=1.44ms, fps=1160 images/s, loss=0.0298, top1-acc=99.76%, top5-acc=100.00%, remaining_time=0:00:10.207722, arrival_time=2021-04-14 23:41:59.463564, cost_time=0:00:33.286058 2021-04-14 23:41:51,459 INFO : TRAIN, epoch=0195, iter=00160/00196, fetch data time cost=1.58ms, fps=1162 images/s, loss=0.0297, top1-acc=99.76%, top5-acc=100.00%, remaining_time=0:00:07.985232, arrival_time=2021-04-14 23:41:59.444736, cost_time=0:00:35.489909 2021-04-14 23:41:53,657 INFO : TRAIN, epoch=0195, iter=00170/00196, fetch data time cost=2.76ms, fps=1165 images/s, loss=0.0297, top1-acc=99.76%, top5-acc=100.00%, remaining_time=0:00:05.764018, arrival_time=2021-04-14 23:41:59.421463, cost_time=0:00:37.687776 2021-04-14 23:41:55,858 INFO : TRAIN, epoch=0195, iter=00180/00196, fetch data time cost=1.38ms, fps=1163 images/s, loss=0.0295, top1-acc=99.76%, top5-acc=100.00%, remaining_time=0:00:03.545664, arrival_time=2021-04-14 23:41:59.404241, cost_time=0:00:39.888797 2021-04-14 23:41:58,059 INFO : TRAIN, epoch=0195, iter=00190/00196, fetch data time cost=1.72ms, fps=1164 images/s, loss=0.0294, top1-acc=99.76%, top5-acc=100.00%, remaining_time=0:00:01.329150, arrival_time=2021-04-14 23:41:59.388418, cost_time=0:00:42.089671 2021-04-14 23:41:59,246 INFO : TRAIN, epoch=0195, iter=00196/00196, fetch data time cost=1.30ms, fps=1146 images/s, loss=0.0294, top1-acc=99.76%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-14 23:41:59.246507, cost_time=0:00:43.276927 2021-04-14 23:42:00,080 INFO : EVAL, epoch=0195, iter=00010/00040, fetch data time cost=0.40ms, fps=3078 images/s, loss=1.1047, top1-acc=73.48%, top5-acc=92.34%, remaining_time=0:00:02.494890, arrival_time=2021-04-14 23:42:02.575037, cost_time=0:00:00.831631 2021-04-14 23:42:00,774 INFO : EVAL, epoch=0195, iter=00020/00040, fetch data time cost=1.46ms, fps=3693 images/s, loss=1.1100, top1-acc=73.73%, top5-acc=92.19%, remaining_time=0:00:01.525460, arrival_time=2021-04-14 23:42:02.299423, cost_time=0:00:01.525467 2021-04-14 23:42:01,465 INFO : EVAL, epoch=0195, iter=00030/00040, fetch data time cost=1.52ms, fps=3703 images/s, loss=1.1010, top1-acc=73.85%, top5-acc=92.38%, remaining_time=0:00:00.739060, arrival_time=2021-04-14 23:42:02.204739, cost_time=0:00:02.217188 2021-04-14 23:42:02,102 INFO : EVAL, epoch=0195, iter=00040/00040, fetch data time cost=0.09ms, fps=3647 images/s, loss=1.0830, top1-acc=74.16%, top5-acc=92.63%, remaining_time=0:00:00, arrival_time=2021-04-14 23:42:02.102199, cost_time=0:00:02.853793 2021-04-14 23:42:02,269 INFO : Epoch=0195 complete, best val top1-acc=74.20%, top5-acc=92.82% (epoch=192), remaining_time=0:03:52.053495, arrival_time=2021-04-14 23:45:54.322904, cost_time=2:30:50.086350 2021-04-14 23:42:02,270 INFO : Train start, epoch=0196, lr=0.000154 2021-04-14 23:42:04,672 INFO : TRAIN, epoch=0196, iter=00010/00196, fetch data time cost=1.27ms, fps=1066 images/s, loss=0.0272, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:44.668086, arrival_time=2021-04-14 23:42:49.340477, cost_time=0:00:02.401512 2021-04-14 23:42:06,892 INFO : TRAIN, epoch=0196, iter=00020/00196, fetch data time cost=1.46ms, fps=1154 images/s, loss=0.0284, top1-acc=99.86%, top5-acc=100.00%, remaining_time=0:00:40.665328, arrival_time=2021-04-14 23:42:47.557594, cost_time=0:00:04.621055 2021-04-14 23:42:09,100 INFO : TRAIN, epoch=0196, iter=00030/00196, fetch data time cost=1.55ms, fps=1160 images/s, loss=0.0291, top1-acc=99.84%, top5-acc=99.99%, remaining_time=0:00:37.786580, arrival_time=2021-04-14 23:42:46.886502, cost_time=0:00:06.828887 2021-04-14 23:42:11,308 INFO : TRAIN, epoch=0196, iter=00040/00196, fetch data time cost=1.45ms, fps=1160 images/s, loss=0.0297, top1-acc=99.80%, top5-acc=99.99%, remaining_time=0:00:35.246328, arrival_time=2021-04-14 23:42:46.554944, cost_time=0:00:09.037522 2021-04-14 23:42:13,508 INFO : TRAIN, epoch=0196, iter=00050/00196, fetch data time cost=1.66ms, fps=1164 images/s, loss=0.0294, top1-acc=99.81%, top5-acc=99.99%, remaining_time=0:00:32.812040, arrival_time=2021-04-14 23:42:46.320115, cost_time=0:00:11.236995 2021-04-14 23:42:15,718 INFO : TRAIN, epoch=0196, iter=00060/00196, fetch data time cost=4.57ms, fps=1159 images/s, loss=0.0295, top1-acc=99.80%, top5-acc=99.99%, remaining_time=0:00:30.480184, arrival_time=2021-04-14 23:42:46.198285, cost_time=0:00:13.447112 2021-04-14 23:42:17,917 INFO : TRAIN, epoch=0196, iter=00070/00196, fetch data time cost=1.63ms, fps=1164 images/s, loss=0.0298, top1-acc=99.76%, top5-acc=99.99%, remaining_time=0:00:28.164024, arrival_time=2021-04-14 23:42:46.081705, cost_time=0:00:15.646705 2021-04-14 23:42:20,117 INFO : TRAIN, epoch=0196, iter=00080/00196, fetch data time cost=1.82ms, fps=1164 images/s, loss=0.0302, top1-acc=99.75%, top5-acc=100.00%, remaining_time=0:00:25.877976, arrival_time=2021-04-14 23:42:45.995782, cost_time=0:00:17.846840 2021-04-14 23:42:22,317 INFO : TRAIN, epoch=0196, iter=00090/00196, fetch data time cost=1.60ms, fps=1164 images/s, loss=0.0298, top1-acc=99.77%, top5-acc=100.00%, remaining_time=0:00:23.610652, arrival_time=2021-04-14 23:42:45.928442, cost_time=0:00:20.046763 2021-04-14 23:42:24,532 INFO : TRAIN, epoch=0196, iter=00100/00196, fetch data time cost=1.83ms, fps=1156 images/s, loss=0.0302, top1-acc=99.76%, top5-acc=100.00%, remaining_time=0:00:21.371040, arrival_time=2021-04-14 23:42:45.903559, cost_time=0:00:22.261542 2021-04-14 23:42:26,738 INFO : TRAIN, epoch=0196, iter=00110/00196, fetch data time cost=1.82ms, fps=1161 images/s, loss=0.0302, top1-acc=99.76%, top5-acc=100.00%, remaining_time=0:00:19.128722, arrival_time=2021-04-14 23:42:45.866772, cost_time=0:00:24.467014 2021-04-14 23:42:28,946 INFO : TRAIN, epoch=0196, iter=00120/00196, fetch data time cost=1.55ms, fps=1160 images/s, loss=0.0301, top1-acc=99.76%, top5-acc=100.00%, remaining_time=0:00:16.894192, arrival_time=2021-04-14 23:42:45.840231, cost_time=0:00:26.675075 2021-04-14 23:42:31,143 INFO : TRAIN, epoch=0196, iter=00130/00196, fetch data time cost=1.38ms, fps=1166 images/s, loss=0.0302, top1-acc=99.75%, top5-acc=100.00%, remaining_time=0:00:14.658138, arrival_time=2021-04-14 23:42:45.801141, cost_time=0:00:28.872128 2021-04-14 23:42:33,341 INFO : TRAIN, epoch=0196, iter=00140/00196, fetch data time cost=1.35ms, fps=1165 images/s, loss=0.0302, top1-acc=99.73%, top5-acc=100.00%, remaining_time=0:00:12.427968, arrival_time=2021-04-14 23:42:45.768976, cost_time=0:00:31.069980 2021-04-14 23:42:35,544 INFO : TRAIN, epoch=0196, iter=00150/00196, fetch data time cost=1.51ms, fps=1162 images/s, loss=0.0300, top1-acc=99.74%, top5-acc=100.00%, remaining_time=0:00:10.203904, arrival_time=2021-04-14 23:42:45.748320, cost_time=0:00:33.273548 2021-04-14 23:42:37,741 INFO : TRAIN, epoch=0196, iter=00160/00196, fetch data time cost=1.48ms, fps=1166 images/s, loss=0.0300, top1-acc=99.74%, top5-acc=100.00%, remaining_time=0:00:07.980768, arrival_time=2021-04-14 23:42:45.721788, cost_time=0:00:35.470060 2021-04-14 23:42:39,944 INFO : TRAIN, epoch=0196, iter=00170/00196, fetch data time cost=1.63ms, fps=1162 images/s, loss=0.0301, top1-acc=99.73%, top5-acc=100.00%, remaining_time=0:00:05.761808, arrival_time=2021-04-14 23:42:45.706109, cost_time=0:00:37.673425 2021-04-14 23:42:42,151 INFO : TRAIN, epoch=0196, iter=00180/00196, fetch data time cost=1.42ms, fps=1160 images/s, loss=0.0303, top1-acc=99.73%, top5-acc=100.00%, remaining_time=0:00:03.544896, arrival_time=2021-04-14 23:42:45.695861, cost_time=0:00:39.879994 2021-04-14 23:42:44,348 INFO : TRAIN, epoch=0196, iter=00190/00196, fetch data time cost=1.38ms, fps=1165 images/s, loss=0.0301, top1-acc=99.73%, top5-acc=100.00%, remaining_time=0:00:01.328760, arrival_time=2021-04-14 23:42:45.676934, cost_time=0:00:42.077305 2021-04-14 23:42:45,529 INFO : TRAIN, epoch=0196, iter=00196/00196, fetch data time cost=1.26ms, fps=1152 images/s, loss=0.0302, top1-acc=99.74%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-14 23:42:45.529613, cost_time=0:00:43.258741 2021-04-14 23:42:46,383 INFO : EVAL, epoch=0196, iter=00010/00040, fetch data time cost=0.21ms, fps=3006 images/s, loss=1.0549, top1-acc=74.77%, top5-acc=93.16%, remaining_time=0:00:02.554440, arrival_time=2021-04-14 23:42:48.937411, cost_time=0:00:00.851479 2021-04-14 23:42:47,076 INFO : EVAL, epoch=0196, iter=00020/00040, fetch data time cost=1.48ms, fps=3696 images/s, loss=1.0573, top1-acc=74.65%, top5-acc=93.01%, remaining_time=0:00:01.544400, arrival_time=2021-04-14 23:42:48.620455, cost_time=0:00:01.544391 2021-04-14 23:42:47,774 INFO : EVAL, epoch=0196, iter=00030/00040, fetch data time cost=1.48ms, fps=3671 images/s, loss=1.0633, top1-acc=74.52%, top5-acc=92.93%, remaining_time=0:00:00.747490, arrival_time=2021-04-14 23:42:48.521469, cost_time=0:00:02.242472 2021-04-14 23:42:48,416 INFO : EVAL, epoch=0196, iter=00040/00040, fetch data time cost=0.12ms, fps=3613 images/s, loss=1.0858, top1-acc=73.99%, top5-acc=92.83%, remaining_time=0:00:00, arrival_time=2021-04-14 23:42:48.416479, cost_time=0:00:02.884941 2021-04-14 23:42:48,633 INFO : Epoch=0196 complete, best val top1-acc=74.20%, top5-acc=92.82% (epoch=192), remaining_time=0:03:05.641836, arrival_time=2021-04-14 23:45:54.274914, cost_time=2:31:36.449985 2021-04-14 23:42:48,635 INFO : Train start, epoch=0197, lr=0.000099 2021-04-14 23:42:51,033 INFO : TRAIN, epoch=0197, iter=00010/00196, fetch data time cost=1.46ms, fps=1068 images/s, loss=0.0335, top1-acc=99.61%, top5-acc=100.00%, remaining_time=0:00:44.600568, arrival_time=2021-04-14 23:43:35.634257, cost_time=0:00:02.397875 2021-04-14 23:42:53,237 INFO : TRAIN, epoch=0197, iter=00020/00196, fetch data time cost=1.40ms, fps=1163 images/s, loss=0.0297, top1-acc=99.75%, top5-acc=100.00%, remaining_time=0:00:40.493376, arrival_time=2021-04-14 23:43:33.730478, cost_time=0:00:04.601511 2021-04-14 23:42:55,443 INFO : TRAIN, epoch=0197, iter=00030/00196, fetch data time cost=1.93ms, fps=1161 images/s, loss=0.0296, top1-acc=99.77%, top5-acc=100.00%, remaining_time=0:00:37.669882, arrival_time=2021-04-14 23:43:33.113275, cost_time=0:00:06.807799 2021-04-14 23:42:57,642 INFO : TRAIN, epoch=0197, iter=00040/00196, fetch data time cost=1.49ms, fps=1165 images/s, loss=0.0297, top1-acc=99.77%, top5-acc=100.00%, remaining_time=0:00:35.126052, arrival_time=2021-04-14 23:43:32.768327, cost_time=0:00:09.006681 2021-04-14 23:42:59,842 INFO : TRAIN, epoch=0197, iter=00050/00196, fetch data time cost=1.69ms, fps=1164 images/s, loss=0.0301, top1-acc=99.72%, top5-acc=100.00%, remaining_time=0:00:32.723418, arrival_time=2021-04-14 23:43:32.565669, cost_time=0:00:11.206654 2021-04-14 23:43:02,047 INFO : TRAIN, epoch=0197, iter=00060/00196, fetch data time cost=1.63ms, fps=1161 images/s, loss=0.0299, top1-acc=99.73%, top5-acc=100.00%, remaining_time=0:00:30.399672, arrival_time=2021-04-14 23:43:32.446887, cost_time=0:00:13.411595 2021-04-14 23:43:04,251 INFO : TRAIN, epoch=0197, iter=00070/00196, fetch data time cost=1.37ms, fps=1162 images/s, loss=0.0294, top1-acc=99.73%, top5-acc=100.00%, remaining_time=0:00:28.108332, arrival_time=2021-04-14 23:43:32.359737, cost_time=0:00:15.615742 2021-04-14 23:43:06,448 INFO : TRAIN, epoch=0197, iter=00080/00196, fetch data time cost=1.48ms, fps=1165 images/s, loss=0.0288, top1-acc=99.76%, top5-acc=100.00%, remaining_time=0:00:25.828676, arrival_time=2021-04-14 23:43:32.277103, cost_time=0:00:17.812895 2021-04-14 23:43:08,645 INFO : TRAIN, epoch=0197, iter=00090/00196, fetch data time cost=1.42ms, fps=1166 images/s, loss=0.0289, top1-acc=99.75%, top5-acc=100.00%, remaining_time=0:00:23.566768, arrival_time=2021-04-14 23:43:32.212031, cost_time=0:00:20.009534 2021-04-14 23:43:10,857 INFO : TRAIN, epoch=0197, iter=00100/00196, fetch data time cost=1.37ms, fps=1158 images/s, loss=0.0288, top1-acc=99.76%, top5-acc=100.00%, remaining_time=0:00:21.332928, arrival_time=2021-04-14 23:43:32.190186, cost_time=0:00:22.221761 2021-04-14 23:43:13,057 INFO : TRAIN, epoch=0197, iter=00110/00196, fetch data time cost=1.64ms, fps=1164 images/s, loss=0.0288, top1-acc=99.77%, top5-acc=100.00%, remaining_time=0:00:19.093118, arrival_time=2021-04-14 23:43:32.150166, cost_time=0:00:24.421376 2021-04-14 23:43:15,257 INFO : TRAIN, epoch=0197, iter=00120/00196, fetch data time cost=1.36ms, fps=1164 images/s, loss=0.0287, top1-acc=99.78%, top5-acc=100.00%, remaining_time=0:00:16.860600, arrival_time=2021-04-14 23:43:32.118059, cost_time=0:00:26.621955 2021-04-14 23:43:17,463 INFO : TRAIN, epoch=0197, iter=00130/00196, fetch data time cost=1.60ms, fps=1161 images/s, loss=0.0289, top1-acc=99.77%, top5-acc=100.00%, remaining_time=0:00:14.635368, arrival_time=2021-04-14 23:43:32.098249, cost_time=0:00:28.827288 2021-04-14 23:43:19,665 INFO : TRAIN, epoch=0197, iter=00140/00196, fetch data time cost=1.46ms, fps=1163 images/s, loss=0.0288, top1-acc=99.78%, top5-acc=100.00%, remaining_time=0:00:12.411896, arrival_time=2021-04-14 23:43:32.077174, cost_time=0:00:31.029751 2021-04-14 23:43:21,873 INFO : TRAIN, epoch=0197, iter=00150/00196, fetch data time cost=1.44ms, fps=1160 images/s, loss=0.0290, top1-acc=99.77%, top5-acc=100.00%, remaining_time=0:00:10.192910, arrival_time=2021-04-14 23:43:32.066227, cost_time=0:00:33.237811 2021-04-14 23:43:24,085 INFO : TRAIN, epoch=0197, iter=00160/00196, fetch data time cost=1.44ms, fps=1158 images/s, loss=0.0291, top1-acc=99.77%, top5-acc=100.00%, remaining_time=0:00:07.976124, arrival_time=2021-04-14 23:43:32.061228, cost_time=0:00:35.449464 2021-04-14 23:43:26,288 INFO : TRAIN, epoch=0197, iter=00170/00196, fetch data time cost=1.44ms, fps=1162 images/s, loss=0.0291, top1-acc=99.77%, top5-acc=100.00%, remaining_time=0:00:05.758740, arrival_time=2021-04-14 23:43:32.047482, cost_time=0:00:37.653244 2021-04-14 23:43:28,495 INFO : TRAIN, epoch=0197, iter=00180/00196, fetch data time cost=1.61ms, fps=1160 images/s, loss=0.0290, top1-acc=99.78%, top5-acc=100.00%, remaining_time=0:00:03.543088, arrival_time=2021-04-14 23:43:32.038394, cost_time=0:00:39.859811 2021-04-14 23:43:30,701 INFO : TRAIN, epoch=0197, iter=00190/00196, fetch data time cost=1.62ms, fps=1161 images/s, loss=0.0288, top1-acc=99.78%, top5-acc=100.00%, remaining_time=0:00:01.328382, arrival_time=2021-04-14 23:43:32.029555, cost_time=0:00:42.065523 2021-04-14 23:43:31,880 INFO : TRAIN, epoch=0197, iter=00196/00196, fetch data time cost=1.23ms, fps=1154 images/s, loss=0.0289, top1-acc=99.79%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-14 23:43:31.880474, cost_time=0:00:43.244960 2021-04-14 23:43:32,687 INFO : EVAL, epoch=0197, iter=00010/00040, fetch data time cost=1.36ms, fps=3179 images/s, loss=1.0475, top1-acc=75.00%, top5-acc=92.58%, remaining_time=0:00:02.416110, arrival_time=2021-04-14 23:43:35.103870, cost_time=0:00:00.805371 2021-04-14 23:43:33,382 INFO : EVAL, epoch=0197, iter=00020/00040, fetch data time cost=1.70ms, fps=3685 images/s, loss=1.0698, top1-acc=73.91%, top5-acc=92.66%, remaining_time=0:00:01.500520, arrival_time=2021-04-14 23:43:34.883437, cost_time=0:00:01.500524 2021-04-14 23:43:34,076 INFO : EVAL, epoch=0197, iter=00030/00040, fetch data time cost=2.03ms, fps=3692 images/s, loss=1.0619, top1-acc=74.11%, top5-acc=92.98%, remaining_time=0:00:00.731410, arrival_time=2021-04-14 23:43:34.808026, cost_time=0:00:02.194219 2021-04-14 23:43:34,706 INFO : EVAL, epoch=0197, iter=00040/00040, fetch data time cost=0.09ms, fps=3684 images/s, loss=1.0818, top1-acc=74.05%, top5-acc=92.99%, remaining_time=0:00:00, arrival_time=2021-04-14 23:43:34.706730, cost_time=0:00:02.824362 2021-04-14 23:43:34,868 INFO : Epoch=0197 complete, best val top1-acc=74.20%, top5-acc=92.82% (epoch=192), remaining_time=0:02:19.228707, arrival_time=2021-04-14 23:45:54.096791, cost_time=2:32:22.685040 2021-04-14 23:43:34,869 INFO : Train start, epoch=0198, lr=0.000056 2021-04-14 23:43:37,258 INFO : TRAIN, epoch=0198, iter=00010/00196, fetch data time cost=1.89ms, fps=1072 images/s, loss=0.0280, top1-acc=99.80%, top5-acc=100.00%, remaining_time=0:00:44.427588, arrival_time=2021-04-14 23:44:21.685593, cost_time=0:00:02.388576 2021-04-14 23:43:39,458 INFO : TRAIN, epoch=0198, iter=00020/00196, fetch data time cost=1.37ms, fps=1163 images/s, loss=0.0304, top1-acc=99.82%, top5-acc=100.00%, remaining_time=0:00:40.387776, arrival_time=2021-04-14 23:44:19.846729, cost_time=0:00:04.589515 2021-04-14 23:43:41,659 INFO : TRAIN, epoch=0198, iter=00030/00196, fetch data time cost=1.47ms, fps=1164 images/s, loss=0.0296, top1-acc=99.83%, top5-acc=100.00%, remaining_time=0:00:37.569950, arrival_time=2021-04-14 23:44:19.229274, cost_time=0:00:06.789763 2021-04-14 23:43:43,858 INFO : TRAIN, epoch=0198, iter=00040/00196, fetch data time cost=1.38ms, fps=1164 images/s, loss=0.0292, top1-acc=99.79%, top5-acc=100.00%, remaining_time=0:00:35.058816, arrival_time=2021-04-14 23:44:18.917673, cost_time=0:00:08.989435 2021-04-14 23:43:46,053 INFO : TRAIN, epoch=0198, iter=00050/00196, fetch data time cost=1.62ms, fps=1167 images/s, loss=0.0292, top1-acc=99.79%, top5-acc=100.00%, remaining_time=0:00:32.658448, arrival_time=2021-04-14 23:44:18.712267, cost_time=0:00:11.184399 2021-04-14 23:43:48,262 INFO : TRAIN, epoch=0198, iter=00060/00196, fetch data time cost=1.73ms, fps=1159 images/s, loss=0.0294, top1-acc=99.77%, top5-acc=100.00%, remaining_time=0:00:30.358736, arrival_time=2021-04-14 23:44:18.621683, cost_time=0:00:13.393531 2021-04-14 23:43:50,461 INFO : TRAIN, epoch=0198, iter=00070/00196, fetch data time cost=1.60ms, fps=1165 images/s, loss=0.0292, top1-acc=99.77%, top5-acc=100.00%, remaining_time=0:00:28.064862, arrival_time=2021-04-14 23:44:18.525977, cost_time=0:00:15.591610 2021-04-14 23:43:52,674 INFO : TRAIN, epoch=0198, iter=00080/00196, fetch data time cost=1.50ms, fps=1164 images/s, loss=0.0292, top1-acc=99.77%, top5-acc=100.00%, remaining_time=0:00:25.817192, arrival_time=2021-04-14 23:44:18.491615, cost_time=0:00:17.804982 2021-04-14 23:43:54,886 INFO : TRAIN, epoch=0198, iter=00090/00196, fetch data time cost=1.49ms, fps=1158 images/s, loss=0.0293, top1-acc=99.76%, top5-acc=100.00%, remaining_time=0:00:23.575460, arrival_time=2021-04-14 23:44:18.461856, cost_time=0:00:20.016939 2021-04-14 23:43:57,088 INFO : TRAIN, epoch=0198, iter=00100/00196, fetch data time cost=1.55ms, fps=1163 images/s, loss=0.0295, top1-acc=99.76%, top5-acc=100.00%, remaining_time=0:00:21.329760, arrival_time=2021-04-14 23:44:18.417758, cost_time=0:00:22.218542 2021-04-14 23:43:59,292 INFO : TRAIN, epoch=0198, iter=00110/00196, fetch data time cost=1.43ms, fps=1162 images/s, loss=0.0294, top1-acc=99.77%, top5-acc=100.00%, remaining_time=0:00:19.094408, arrival_time=2021-04-14 23:44:18.386863, cost_time=0:00:24.423041 2021-04-14 23:44:01,494 INFO : TRAIN, epoch=0198, iter=00120/00196, fetch data time cost=1.41ms, fps=1163 images/s, loss=0.0295, top1-acc=99.75%, top5-acc=100.00%, remaining_time=0:00:16.862424, arrival_time=2021-04-14 23:44:18.356727, cost_time=0:00:26.624887 2021-04-14 23:44:03,689 INFO : TRAIN, epoch=0198, iter=00130/00196, fetch data time cost=1.58ms, fps=1166 images/s, loss=0.0297, top1-acc=99.73%, top5-acc=100.00%, remaining_time=0:00:14.631804, arrival_time=2021-04-14 23:44:18.321492, cost_time=0:00:28.820188 2021-04-14 23:44:05,887 INFO : TRAIN, epoch=0198, iter=00140/00196, fetch data time cost=1.42ms, fps=1165 images/s, loss=0.0297, top1-acc=99.73%, top5-acc=100.00%, remaining_time=0:00:12.407248, arrival_time=2021-04-14 23:44:18.294742, cost_time=0:00:31.018064 2021-04-14 23:44:08,081 INFO : TRAIN, epoch=0198, iter=00150/00196, fetch data time cost=1.51ms, fps=1167 images/s, loss=0.0299, top1-acc=99.73%, top5-acc=100.00%, remaining_time=0:00:10.184952, arrival_time=2021-04-14 23:44:18.266239, cost_time=0:00:33.211863 2021-04-14 23:44:10,277 INFO : TRAIN, epoch=0198, iter=00160/00196, fetch data time cost=1.86ms, fps=1166 images/s, loss=0.0299, top1-acc=99.73%, top5-acc=100.00%, remaining_time=0:00:07.966872, arrival_time=2021-04-14 23:44:18.244665, cost_time=0:00:35.408370 2021-04-14 23:44:12,475 INFO : TRAIN, epoch=0198, iter=00170/00196, fetch data time cost=1.45ms, fps=1165 images/s, loss=0.0299, top1-acc=99.74%, top5-acc=100.00%, remaining_time=0:00:05.751538, arrival_time=2021-04-14 23:44:18.227110, cost_time=0:00:37.606155 2021-04-14 23:44:14,678 INFO : TRAIN, epoch=0198, iter=00180/00196, fetch data time cost=1.61ms, fps=1162 images/s, loss=0.0300, top1-acc=99.73%, top5-acc=100.00%, remaining_time=0:00:03.538560, arrival_time=2021-04-14 23:44:18.216716, cost_time=0:00:39.808734 2021-04-14 23:44:16,880 INFO : TRAIN, epoch=0198, iter=00190/00196, fetch data time cost=2.02ms, fps=1163 images/s, loss=0.0299, top1-acc=99.73%, top5-acc=100.00%, remaining_time=0:00:01.326672, arrival_time=2021-04-14 23:44:18.207412, cost_time=0:00:42.011240 2021-04-14 23:44:18,058 INFO : TRAIN, epoch=0198, iter=00196/00196, fetch data time cost=1.22ms, fps=1155 images/s, loss=0.0300, top1-acc=99.73%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-14 23:44:18.058475, cost_time=0:00:43.189066 2021-04-14 23:44:18,932 INFO : EVAL, epoch=0198, iter=00010/00040, fetch data time cost=0.32ms, fps=2937 images/s, loss=1.1072, top1-acc=73.75%, top5-acc=92.23%, remaining_time=0:00:02.615220, arrival_time=2021-04-14 23:44:21.547375, cost_time=0:00:00.871735 2021-04-14 23:44:19,630 INFO : EVAL, epoch=0198, iter=00020/00040, fetch data time cost=1.82ms, fps=3670 images/s, loss=1.0938, top1-acc=73.71%, top5-acc=92.46%, remaining_time=0:00:01.569800, arrival_time=2021-04-14 23:44:21.199997, cost_time=0:00:01.569809 2021-04-14 23:44:20,324 INFO : EVAL, epoch=0198, iter=00030/00040, fetch data time cost=1.83ms, fps=3692 images/s, loss=1.0909, top1-acc=73.55%, top5-acc=92.34%, remaining_time=0:00:00.754520, arrival_time=2021-04-14 23:44:21.078516, cost_time=0:00:02.263567 2021-04-14 23:44:20,957 INFO : EVAL, epoch=0198, iter=00040/00040, fetch data time cost=0.09ms, fps=3664 images/s, loss=1.0614, top1-acc=74.03%, top5-acc=92.61%, remaining_time=0:00:00, arrival_time=2021-04-14 23:44:20.957676, cost_time=0:00:02.897329 2021-04-14 23:44:21,134 INFO : Epoch=0198 complete, best val top1-acc=74.20%, top5-acc=92.82% (epoch=192), remaining_time=0:01:32.817688, arrival_time=2021-04-14 23:45:53.951989, cost_time=2:33:08.951209 2021-04-14 23:44:21,136 INFO : Train start, epoch=0199, lr=0.000025 2021-04-14 23:44:23,531 INFO : TRAIN, epoch=0199, iter=00010/00196, fetch data time cost=1.48ms, fps=1069 images/s, loss=0.0333, top1-acc=99.80%, top5-acc=100.00%, remaining_time=0:00:44.543466, arrival_time=2021-04-14 23:45:08.074954, cost_time=0:00:02.394806 2021-04-14 23:44:25,731 INFO : TRAIN, epoch=0199, iter=00020/00196, fetch data time cost=1.38ms, fps=1164 images/s, loss=0.0315, top1-acc=99.84%, top5-acc=100.00%, remaining_time=0:00:40.435648, arrival_time=2021-04-14 23:45:06.167153, cost_time=0:00:04.594964 2021-04-14 23:44:27,938 INFO : TRAIN, epoch=0199, iter=00030/00196, fetch data time cost=1.45ms, fps=1160 images/s, loss=0.0305, top1-acc=99.80%, top5-acc=100.00%, remaining_time=0:00:37.637844, arrival_time=2021-04-14 23:45:05.576511, cost_time=0:00:06.802009 2021-04-14 23:44:30,143 INFO : TRAIN, epoch=0199, iter=00040/00196, fetch data time cost=2.02ms, fps=1162 images/s, loss=0.0310, top1-acc=99.79%, top5-acc=100.00%, remaining_time=0:00:35.125584, arrival_time=2021-04-14 23:45:05.268736, cost_time=0:00:09.006571 2021-04-14 23:44:32,346 INFO : TRAIN, epoch=0199, iter=00050/00196, fetch data time cost=1.76ms, fps=1163 images/s, loss=0.0298, top1-acc=99.81%, top5-acc=100.00%, remaining_time=0:00:32.730718, arrival_time=2021-04-14 23:45:05.076647, cost_time=0:00:11.209136 2021-04-14 23:44:34,547 INFO : TRAIN, epoch=0199, iter=00060/00196, fetch data time cost=1.39ms, fps=1164 images/s, loss=0.0296, top1-acc=99.79%, top5-acc=100.00%, remaining_time=0:00:30.397088, arrival_time=2021-04-14 23:45:04.944060, cost_time=0:00:13.410508 2021-04-14 23:44:36,760 INFO : TRAIN, epoch=0199, iter=00070/00196, fetch data time cost=1.51ms, fps=1157 images/s, loss=0.0294, top1-acc=99.80%, top5-acc=100.00%, remaining_time=0:00:28.122822, arrival_time=2021-04-14 23:45:04.883133, cost_time=0:00:15.623775 2021-04-14 23:44:38,958 INFO : TRAIN, epoch=0199, iter=00080/00196, fetch data time cost=1.67ms, fps=1165 images/s, loss=0.0291, top1-acc=99.82%, top5-acc=100.00%, remaining_time=0:00:25.842132, arrival_time=2021-04-14 23:45:04.800958, cost_time=0:00:17.822175 2021-04-14 23:44:41,159 INFO : TRAIN, epoch=0199, iter=00090/00196, fetch data time cost=1.59ms, fps=1164 images/s, loss=0.0289, top1-acc=99.83%, top5-acc=100.00%, remaining_time=0:00:23.582032, arrival_time=2021-04-14 23:45:04.740984, cost_time=0:00:20.022487 2021-04-14 23:44:43,367 INFO : TRAIN, epoch=0199, iter=00100/00196, fetch data time cost=2.27ms, fps=1160 images/s, loss=0.0289, top1-acc=99.83%, top5-acc=100.00%, remaining_time=0:00:21.341280, arrival_time=2021-04-14 23:45:04.708338, cost_time=0:00:22.230530 2021-04-14 23:44:45,571 INFO : TRAIN, epoch=0199, iter=00110/00196, fetch data time cost=1.53ms, fps=1162 images/s, loss=0.0287, top1-acc=99.83%, top5-acc=100.00%, remaining_time=0:00:19.103438, arrival_time=2021-04-14 23:45:04.674514, cost_time=0:00:24.434605 2021-04-14 23:44:47,768 INFO : TRAIN, epoch=0199, iter=00120/00196, fetch data time cost=1.53ms, fps=1165 images/s, loss=0.0286, top1-acc=99.83%, top5-acc=100.00%, remaining_time=0:00:16.866832, arrival_time=2021-04-14 23:45:04.635054, cost_time=0:00:26.631781 2021-04-14 23:44:49,975 INFO : TRAIN, epoch=0199, iter=00130/00196, fetch data time cost=1.39ms, fps=1160 images/s, loss=0.0286, top1-acc=99.83%, top5-acc=100.00%, remaining_time=0:00:14.641110, arrival_time=2021-04-14 23:45:04.616254, cost_time=0:00:28.838611 2021-04-14 23:44:52,172 INFO : TRAIN, epoch=0199, iter=00140/00196, fetch data time cost=1.50ms, fps=1165 images/s, loss=0.0287, top1-acc=99.82%, top5-acc=100.00%, remaining_time=0:00:12.414584, arrival_time=2021-04-14 23:45:04.587504, cost_time=0:00:31.036478 2021-04-14 23:44:54,377 INFO : TRAIN, epoch=0199, iter=00150/00196, fetch data time cost=1.36ms, fps=1161 images/s, loss=0.0287, top1-acc=99.81%, top5-acc=100.00%, remaining_time=0:00:10.193968, arrival_time=2021-04-14 23:45:04.571765, cost_time=0:00:33.241275 2021-04-14 23:44:56,574 INFO : TRAIN, epoch=0199, iter=00160/00196, fetch data time cost=1.47ms, fps=1166 images/s, loss=0.0286, top1-acc=99.81%, top5-acc=100.00%, remaining_time=0:00:07.973532, arrival_time=2021-04-14 23:45:04.547838, cost_time=0:00:35.437845 2021-04-14 23:44:58,782 INFO : TRAIN, epoch=0199, iter=00170/00196, fetch data time cost=1.39ms, fps=1159 images/s, loss=0.0286, top1-acc=99.80%, top5-acc=100.00%, remaining_time=0:00:05.757648, arrival_time=2021-04-14 23:45:04.540275, cost_time=0:00:37.646179 2021-04-14 23:45:00,987 INFO : TRAIN, epoch=0199, iter=00180/00196, fetch data time cost=1.62ms, fps=1161 images/s, loss=0.0289, top1-acc=99.80%, top5-acc=100.00%, remaining_time=0:00:03.542288, arrival_time=2021-04-14 23:45:04.529423, cost_time=0:00:39.850684 2021-04-14 23:45:03,184 INFO : TRAIN, epoch=0199, iter=00190/00196, fetch data time cost=1.24ms, fps=1165 images/s, loss=0.0289, top1-acc=99.78%, top5-acc=100.00%, remaining_time=0:00:01.327818, arrival_time=2021-04-14 23:45:04.512011, cost_time=0:00:42.047659 2021-04-14 23:45:04,364 INFO : TRAIN, epoch=0199, iter=00196/00196, fetch data time cost=1.26ms, fps=1153 images/s, loss=0.0289, top1-acc=99.78%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-14 23:45:04.364683, cost_time=0:00:43.228241 2021-04-14 23:45:05,239 INFO : EVAL, epoch=0199, iter=00010/00040, fetch data time cost=0.21ms, fps=2933 images/s, loss=1.1635, top1-acc=73.16%, top5-acc=92.30%, remaining_time=0:00:02.618340, arrival_time=2021-04-14 23:45:07.857643, cost_time=0:00:00.872777 2021-04-14 23:45:05,931 INFO : EVAL, epoch=0199, iter=00020/00040, fetch data time cost=1.40ms, fps=3702 images/s, loss=1.1039, top1-acc=73.96%, top5-acc=92.81%, remaining_time=0:00:01.564560, arrival_time=2021-04-14 23:45:07.495647, cost_time=0:00:01.564560 2021-04-14 23:45:06,624 INFO : EVAL, epoch=0199, iter=00030/00040, fetch data time cost=1.47ms, fps=3693 images/s, loss=1.1030, top1-acc=73.98%, top5-acc=92.70%, remaining_time=0:00:00.752690, arrival_time=2021-04-14 23:45:07.377310, cost_time=0:00:02.258083 2021-04-14 23:45:07,255 INFO : EVAL, epoch=0199, iter=00040/00040, fetch data time cost=0.10ms, fps=3677 images/s, loss=1.0943, top1-acc=73.89%, top5-acc=92.77%, remaining_time=0:00:00, arrival_time=2021-04-14 23:45:07.255877, cost_time=0:00:02.889380 2021-04-14 23:45:07,422 INFO : Epoch=0199 complete, best val top1-acc=74.20%, top5-acc=92.82% (epoch=192), remaining_time=0:00:46.408240, arrival_time=2021-04-14 23:45:53.831096, cost_time=2:33:55.239800 2021-04-14 23:45:07,424 INFO : Train start, epoch=0200, lr=0.000006 2021-04-14 23:45:09,799 INFO : TRAIN, epoch=0200, iter=00010/00196, fetch data time cost=1.58ms, fps=1078 images/s, loss=0.0279, top1-acc=99.88%, top5-acc=100.00%, remaining_time=0:00:44.169234, arrival_time=2021-04-14 23:45:53.968232, cost_time=0:00:02.374691 2021-04-14 23:45:11,999 INFO : TRAIN, epoch=0200, iter=00020/00196, fetch data time cost=2.27ms, fps=1164 images/s, loss=0.0305, top1-acc=99.80%, top5-acc=100.00%, remaining_time=0:00:40.259472, arrival_time=2021-04-14 23:45:52.258764, cost_time=0:00:04.574934 2021-04-14 23:45:14,200 INFO : TRAIN, epoch=0200, iter=00030/00196, fetch data time cost=1.46ms, fps=1164 images/s, loss=0.0297, top1-acc=99.80%, top5-acc=100.00%, remaining_time=0:00:37.492760, arrival_time=2021-04-14 23:45:51.692847, cost_time=0:00:06.775796 2021-04-14 23:45:16,409 INFO : TRAIN, epoch=0200, iter=00040/00196, fetch data time cost=2.03ms, fps=1159 images/s, loss=0.0291, top1-acc=99.82%, top5-acc=100.00%, remaining_time=0:00:35.040876, arrival_time=2021-04-14 23:45:51.450030, cost_time=0:00:08.984843 2021-04-14 23:45:18,608 INFO : TRAIN, epoch=0200, iter=00050/00196, fetch data time cost=1.37ms, fps=1164 images/s, loss=0.0285, top1-acc=99.83%, top5-acc=100.00%, remaining_time=0:00:32.658302, arrival_time=2021-04-14 23:45:51.266951, cost_time=0:00:11.184335 2021-04-14 23:45:20,806 INFO : TRAIN, epoch=0200, iter=00060/00196, fetch data time cost=2.21ms, fps=1165 images/s, loss=0.0286, top1-acc=99.82%, top5-acc=100.00%, remaining_time=0:00:30.332216, arrival_time=2021-04-14 23:45:51.138341, cost_time=0:00:13.381837 2021-04-14 23:45:23,004 INFO : TRAIN, epoch=0200, iter=00070/00196, fetch data time cost=1.43ms, fps=1165 images/s, loss=0.0286, top1-acc=99.82%, top5-acc=100.00%, remaining_time=0:00:28.043568, arrival_time=2021-04-14 23:45:51.047557, cost_time=0:00:15.579756 2021-04-14 23:45:25,201 INFO : TRAIN, epoch=0200, iter=00080/00196, fetch data time cost=1.86ms, fps=1165 images/s, loss=0.0286, top1-acc=99.81%, top5-acc=100.00%, remaining_time=0:00:25.777172, arrival_time=2021-04-14 23:45:50.978812, cost_time=0:00:17.777325 2021-04-14 23:45:27,412 INFO : TRAIN, epoch=0200, iter=00090/00196, fetch data time cost=1.96ms, fps=1158 images/s, loss=0.0287, top1-acc=99.81%, top5-acc=100.00%, remaining_time=0:00:23.541540, arrival_time=2021-04-14 23:45:50.953825, cost_time=0:00:19.988070 2021-04-14 23:45:29,618 INFO : TRAIN, epoch=0200, iter=00100/00196, fetch data time cost=1.44ms, fps=1160 images/s, loss=0.0287, top1-acc=99.80%, top5-acc=100.00%, remaining_time=0:00:21.306816, arrival_time=2021-04-14 23:45:50.925669, cost_time=0:00:22.194556 2021-04-14 23:45:31,824 INFO : TRAIN, epoch=0200, iter=00110/00196, fetch data time cost=1.34ms, fps=1161 images/s, loss=0.0286, top1-acc=99.80%, top5-acc=100.00%, remaining_time=0:00:19.076864, arrival_time=2021-04-14 23:45:50.901721, cost_time=0:00:24.400636 2021-04-14 23:45:34,024 INFO : TRAIN, epoch=0200, iter=00120/00196, fetch data time cost=1.45ms, fps=1164 images/s, loss=0.0286, top1-acc=99.81%, top5-acc=100.00%, remaining_time=0:00:16.846464, arrival_time=2021-04-14 23:45:50.870401, cost_time=0:00:26.599645 2021-04-14 23:45:36,224 INFO : TRAIN, epoch=0200, iter=00130/00196, fetch data time cost=1.35ms, fps=1164 images/s, loss=0.0286, top1-acc=99.80%, top5-acc=100.00%, remaining_time=0:00:14.621442, arrival_time=2021-04-14 23:45:50.845505, cost_time=0:00:28.799851 2021-04-14 23:45:38,428 INFO : TRAIN, epoch=0200, iter=00140/00196, fetch data time cost=1.42ms, fps=1161 images/s, loss=0.0286, top1-acc=99.80%, top5-acc=100.00%, remaining_time=0:00:12.401704, arrival_time=2021-04-14 23:45:50.830329, cost_time=0:00:31.004324 2021-04-14 23:45:40,631 INFO : TRAIN, epoch=0200, iter=00150/00196, fetch data time cost=1.33ms, fps=1162 images/s, loss=0.0286, top1-acc=99.79%, top5-acc=100.00%, remaining_time=0:00:10.183710, arrival_time=2021-04-14 23:45:50.815637, cost_time=0:00:33.207699 2021-04-14 23:45:42,831 INFO : TRAIN, epoch=0200, iter=00160/00196, fetch data time cost=1.46ms, fps=1164 images/s, loss=0.0287, top1-acc=99.79%, top5-acc=100.00%, remaining_time=0:00:07.966548, arrival_time=2021-04-14 23:45:50.797593, cost_time=0:00:35.406832 2021-04-14 23:45:45,029 INFO : TRAIN, epoch=0200, iter=00170/00196, fetch data time cost=1.34ms, fps=1165 images/s, loss=0.0287, top1-acc=99.79%, top5-acc=100.00%, remaining_time=0:00:05.751356, arrival_time=2021-04-14 23:45:50.780725, cost_time=0:00:37.605073 2021-04-14 23:45:47,231 INFO : TRAIN, epoch=0200, iter=00180/00196, fetch data time cost=1.85ms, fps=1163 images/s, loss=0.0285, top1-acc=99.79%, top5-acc=100.00%, remaining_time=0:00:03.538384, arrival_time=2021-04-14 23:45:50.769441, cost_time=0:00:39.806827 2021-04-14 23:45:49,431 INFO : TRAIN, epoch=0200, iter=00190/00196, fetch data time cost=1.21ms, fps=1163 images/s, loss=0.0284, top1-acc=99.79%, top5-acc=100.00%, remaining_time=0:00:01.326558, arrival_time=2021-04-14 23:45:50.758401, cost_time=0:00:42.007635 2021-04-14 23:45:50,612 INFO : TRAIN, epoch=0200, iter=00196/00196, fetch data time cost=1.28ms, fps=1152 images/s, loss=0.0286, top1-acc=99.79%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-14 23:45:50.612288, cost_time=0:00:43.188078 2021-04-14 23:45:51,428 INFO : EVAL, epoch=0200, iter=00010/00040, fetch data time cost=2.16ms, fps=3143 images/s, loss=1.1196, top1-acc=72.93%, top5-acc=92.66%, remaining_time=0:00:02.443800, arrival_time=2021-04-14 23:45:53.872573, cost_time=0:00:00.814603 2021-04-14 23:45:52,124 INFO : EVAL, epoch=0200, iter=00020/00040, fetch data time cost=1.82ms, fps=3683 images/s, loss=1.1173, top1-acc=73.20%, top5-acc=92.52%, remaining_time=0:00:01.510020, arrival_time=2021-04-14 23:45:53.634216, cost_time=0:00:01.510016 2021-04-14 23:45:52,818 INFO : EVAL, epoch=0200, iter=00030/00040, fetch data time cost=1.36ms, fps=3691 images/s, loss=1.0753, top1-acc=73.87%, top5-acc=92.97%, remaining_time=0:00:00.734630, arrival_time=2021-04-14 23:45:53.552779, cost_time=0:00:02.203889 2021-04-14 23:45:53,447 INFO : EVAL, epoch=0200, iter=00040/00040, fetch data time cost=0.08ms, fps=3690 images/s, loss=1.0561, top1-acc=73.76%, top5-acc=92.84%, remaining_time=0:00:00, arrival_time=2021-04-14 23:45:53.447485, cost_time=0:00:02.833334 2021-04-14 23:45:53,634 INFO : Epoch=0200 complete, best val top1-acc=74.20%, top5-acc=92.82% (epoch=192), remaining_time=0:00:00, arrival_time=2021-04-14 23:45:53.634234, cost_time=2:34:41.451162