2021-04-10 01:22:08,842 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 2021-04-10 01:22:08,849 INFO : Args: {'conf': ConfigTree([('max_epochs', 200), ('log_interval', 10), ('use_amp', False), ('only_evaluate', False), ('auto_resume', True), ('data', ConfigTree([('type_', 'cifar10'), ('image_size', 32), ('num_classes', 10), ('root', 'data/cifar10'), ('mean', [0.4914, 0.4822, 0.4465]), ('std', [0.2023, 0.1994, 0.201]), ('batch_size', 256), ('num_workers', 4)])), ('model', ConfigTree([('type_', 'PyTorchHub'), ('force_reload', False), ('repo', 'chenyaofo/pytorch-cifar-models'), ('name', 'cifar10_resnet56'), ('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://127.0.0.1:59321', 'modifications': ['model.name=cifar10_resnet56'], 'node_rank': 0, 'output_dir': PosixPath('output/cifar10/resnet56'), 'world_size': 1} 2021-04-10 01:22:08,950 INFO : Model details: n_params=0.86M, flops=125.75M. 2021-04-10 01:22:15,323 INFO : Train start, epoch=0001, lr=0.100000 2021-04-10 01:22:18,360 INFO : TRAIN, epoch=0001, iter=00010/00196, fetch data time cost=1.67ms, fps=843 images/s, loss=3.0447, top1-acc=11.68%, top5-acc=51.09%, remaining_time=0:00:56.479830, arrival_time=2021-04-10 01:23:14.839752, cost_time=0:00:03.036552 2021-04-10 01:22:20,219 INFO : TRAIN, epoch=0001, iter=00020/00196, fetch data time cost=1.70ms, fps=1377 images/s, loss=2.6879, top1-acc=11.50%, top5-acc=52.99%, remaining_time=0:00:43.083392, arrival_time=2021-04-10 01:23:03.302428, cost_time=0:00:04.895836 2021-04-10 01:22:22,078 INFO : TRAIN, epoch=0001, iter=00030/00196, fetch data time cost=1.89ms, fps=1378 images/s, loss=2.5506, top1-acc=12.10%, top5-acc=54.48%, remaining_time=0:00:37.375896, arrival_time=2021-04-10 01:22:59.453831, cost_time=0:00:06.754687 2021-04-10 01:22:23,951 INFO : TRAIN, epoch=0001, iter=00040/00196, fetch data time cost=1.70ms, fps=1367 images/s, loss=2.4542, top1-acc=13.91%, top5-acc=57.92%, remaining_time=0:00:33.647484, arrival_time=2021-04-10 01:22:57.598380, cost_time=0:00:08.627557 2021-04-10 01:22:25,809 INFO : TRAIN, epoch=0001, iter=00050/00196, fetch data time cost=1.64ms, fps=1378 images/s, loss=2.3675, top1-acc=15.75%, top5-acc=61.85%, remaining_time=0:00:30.618974, arrival_time=2021-04-10 01:22:56.428192, cost_time=0:00:10.485965 2021-04-10 01:22:27,670 INFO : TRAIN, epoch=0001, iter=00060/00196, fetch data time cost=1.93ms, fps=1376 images/s, loss=2.3006, top1-acc=17.22%, top5-acc=64.77%, remaining_time=0:00:27.986760, arrival_time=2021-04-10 01:22:55.657049, cost_time=0:00:12.347104 2021-04-10 01:22:29,531 INFO : TRAIN, epoch=0001, iter=00070/00196, fetch data time cost=1.92ms, fps=1376 images/s, loss=2.2413, top1-acc=18.91%, top5-acc=67.41%, remaining_time=0:00:25.573716, arrival_time=2021-04-10 01:22:55.104651, cost_time=0:00:14.207649 2021-04-10 01:22:31,389 INFO : TRAIN, epoch=0001, iter=00080/00196, fetch data time cost=1.47ms, fps=1378 images/s, loss=2.1887, top1-acc=20.45%, top5-acc=69.53%, remaining_time=0:00:23.295584, arrival_time=2021-04-10 01:22:54.684732, cost_time=0:00:16.065900 2021-04-10 01:22:33,277 INFO : TRAIN, epoch=0001, iter=00090/00196, fetch data time cost=1.60ms, fps=1356 images/s, loss=2.1460, top1-acc=21.69%, top5-acc=71.39%, remaining_time=0:00:21.145834, arrival_time=2021-04-10 01:22:54.423010, cost_time=0:00:17.953998 2021-04-10 01:22:35,142 INFO : TRAIN, epoch=0001, iter=00100/00196, fetch data time cost=1.44ms, fps=1373 images/s, loss=2.1073, top1-acc=22.79%, top5-acc=72.92%, remaining_time=0:00:19.026144, arrival_time=2021-04-10 01:22:54.168390, cost_time=0:00:19.818932 2021-04-10 01:22:37,014 INFO : TRAIN, epoch=0001, iter=00110/00196, fetch data time cost=1.55ms, fps=1368 images/s, loss=2.0713, top1-acc=23.85%, top5-acc=74.35%, remaining_time=0:00:16.958770, arrival_time=2021-04-10 01:22:53.973411, cost_time=0:00:21.691460 2021-04-10 01:22:38,882 INFO : TRAIN, epoch=0001, iter=00120/00196, fetch data time cost=2.23ms, fps=1371 images/s, loss=2.0409, top1-acc=24.83%, top5-acc=75.48%, remaining_time=0:00:14.920928, arrival_time=2021-04-10 01:22:53.803555, cost_time=0:00:23.559308 2021-04-10 01:22:40,749 INFO : TRAIN, epoch=0001, iter=00130/00196, fetch data time cost=2.13ms, fps=1372 images/s, loss=2.0144, top1-acc=25.74%, top5-acc=76.39%, remaining_time=0:00:12.908874, arrival_time=2021-04-10 01:22:53.658655, cost_time=0:00:25.426532 2021-04-10 01:22:42,617 INFO : TRAIN, epoch=0001, iter=00140/00196, fetch data time cost=2.13ms, fps=1371 images/s, loss=1.9893, top1-acc=26.57%, top5-acc=77.25%, remaining_time=0:00:10.917760, arrival_time=2021-04-10 01:22:53.535345, cost_time=0:00:27.294346 2021-04-10 01:22:44,490 INFO : TRAIN, epoch=0001, iter=00150/00196, fetch data time cost=1.88ms, fps=1367 images/s, loss=1.9637, top1-acc=27.37%, top5-acc=78.16%, remaining_time=0:00:08.944700, arrival_time=2021-04-10 01:22:53.435422, cost_time=0:00:29.167518 2021-04-10 01:22:46,356 INFO : TRAIN, epoch=0001, iter=00160/00196, fetch data time cost=1.51ms, fps=1372 images/s, loss=1.9428, top1-acc=28.17%, top5-acc=78.88%, remaining_time=0:00:06.982524, arrival_time=2021-04-10 01:22:53.339265, cost_time=0:00:31.033383 2021-04-10 01:22:48,274 INFO : TRAIN, epoch=0001, iter=00170/00196, fetch data time cost=1.75ms, fps=1336 images/s, loss=1.9234, top1-acc=28.81%, top5-acc=79.52%, remaining_time=0:00:05.039580, arrival_time=2021-04-10 01:22:53.314005, cost_time=0:00:32.951079 2021-04-10 01:22:50,147 INFO : TRAIN, epoch=0001, iter=00180/00196, fetch data time cost=1.95ms, fps=1367 images/s, loss=1.9043, top1-acc=29.51%, top5-acc=80.13%, remaining_time=0:00:03.095472, arrival_time=2021-04-10 01:22:53.242726, cost_time=0:00:34.824050 2021-04-10 01:22:52,027 INFO : TRAIN, epoch=0001, iter=00190/00196, fetch data time cost=1.31ms, fps=1362 images/s, loss=1.8880, top1-acc=30.09%, top5-acc=80.65%, remaining_time=0:00:01.159080, arrival_time=2021-04-10 01:22:53.186596, cost_time=0:00:36.704281 2021-04-10 01:22:53,041 INFO : TRAIN, epoch=0001, iter=00196/00196, fetch data time cost=2.16ms, fps=1342 images/s, loss=1.8784, top1-acc=30.37%, top5-acc=80.89%, remaining_time=0:00:00, arrival_time=2021-04-10 01:22:53.041217, cost_time=0:00:37.717982 2021-04-10 01:22:53,752 INFO : EVAL, epoch=0001, iter=00010/00040, fetch data time cost=0.39ms, fps=3611 images/s, loss=1.5601, top1-acc=42.42%, top5-acc=90.27%, remaining_time=0:00:02.126490, arrival_time=2021-04-10 01:22:55.878516, cost_time=0:00:00.708834 2021-04-10 01:22:54,114 INFO : EVAL, epoch=0001, iter=00020/00040, fetch data time cost=1.78ms, fps=7082 images/s, loss=1.5630, top1-acc=42.46%, top5-acc=90.41%, remaining_time=0:00:01.070960, arrival_time=2021-04-10 01:22:55.185049, cost_time=0:00:01.070965 2021-04-10 01:22:54,481 INFO : EVAL, epoch=0001, iter=00030/00040, fetch data time cost=2.56ms, fps=6989 images/s, loss=1.5549, top1-acc=42.60%, top5-acc=90.49%, remaining_time=0:00:00.479250, arrival_time=2021-04-10 01:22:54.960214, cost_time=0:00:01.437737 2021-04-10 01:22:54,833 INFO : EVAL, epoch=0001, iter=00040/00040, fetch data time cost=0.10ms, fps=6598 images/s, loss=1.5521, top1-acc=42.54%, top5-acc=90.56%, remaining_time=0:00:00, arrival_time=2021-04-10 01:22:54.833254, cost_time=0:00:01.790138 2021-04-10 01:22:55,006 INFO : Epoch=0001 complete, best val top1-acc=42.54%, top5-acc=90.56% (epoch=1), remaining_time=2:11:37.136895, arrival_time=2021-04-10 03:34:32.143204, cost_time=0:00:39.684105 2021-04-10 01:22:55,007 INFO : Train start, epoch=0002, lr=0.099994 2021-04-10 01:22:57,097 INFO : TRAIN, epoch=0002, iter=00010/00196, fetch data time cost=1.87ms, fps=1225 images/s, loss=1.5540, top1-acc=42.11%, top5-acc=91.17%, remaining_time=0:00:38.872698, arrival_time=2021-04-10 01:23:35.970516, cost_time=0:00:02.089929 2021-04-10 01:22:58,969 INFO : TRAIN, epoch=0002, iter=00020/00196, fetch data time cost=1.62ms, fps=1368 images/s, loss=1.5286, top1-acc=43.09%, top5-acc=91.72%, remaining_time=0:00:34.863488, arrival_time=2021-04-10 01:23:33.833080, cost_time=0:00:03.961756 2021-04-10 01:23:00,858 INFO : TRAIN, epoch=0002, iter=00030/00196, fetch data time cost=1.65ms, fps=1356 images/s, loss=1.5255, top1-acc=43.39%, top5-acc=91.76%, remaining_time=0:00:32.373320, arrival_time=2021-04-10 01:23:33.231858, cost_time=0:00:05.850594 2021-04-10 01:23:02,760 INFO : TRAIN, epoch=0002, iter=00040/00196, fetch data time cost=1.82ms, fps=1347 images/s, loss=1.5071, top1-acc=44.11%, top5-acc=91.97%, remaining_time=0:00:30.232956, arrival_time=2021-04-10 01:23:32.992928, cost_time=0:00:07.752021 2021-04-10 01:23:04,644 INFO : TRAIN, epoch=0002, iter=00050/00196, fetch data time cost=2.05ms, fps=1359 images/s, loss=1.5009, top1-acc=44.12%, top5-acc=91.99%, remaining_time=0:00:28.138288, arrival_time=2021-04-10 01:23:32.782639, cost_time=0:00:09.636390 2021-04-10 01:23:06,529 INFO : TRAIN, epoch=0002, iter=00060/00196, fetch data time cost=2.13ms, fps=1358 images/s, loss=1.4906, top1-acc=44.59%, top5-acc=92.15%, remaining_time=0:00:26.115808, arrival_time=2021-04-10 01:23:32.645381, cost_time=0:00:11.521686 2021-04-10 01:23:08,395 INFO : TRAIN, epoch=0002, iter=00070/00196, fetch data time cost=1.79ms, fps=1373 images/s, loss=1.4783, top1-acc=45.11%, top5-acc=92.36%, remaining_time=0:00:24.097248, arrival_time=2021-04-10 01:23:32.492435, cost_time=0:00:13.387325 2021-04-10 01:23:10,260 INFO : TRAIN, epoch=0002, iter=00080/00196, fetch data time cost=1.92ms, fps=1373 images/s, loss=1.4727, top1-acc=45.33%, top5-acc=92.45%, remaining_time=0:00:22.116444, arrival_time=2021-04-10 01:23:32.377051, cost_time=0:00:15.252753 2021-04-10 01:23:12,128 INFO : TRAIN, epoch=0002, iter=00090/00196, fetch data time cost=1.50ms, fps=1371 images/s, loss=1.4623, top1-acc=45.79%, top5-acc=92.57%, remaining_time=0:00:20.163744, arrival_time=2021-04-10 01:23:32.291751, cost_time=0:00:17.120132 2021-04-10 01:23:13,997 INFO : TRAIN, epoch=0002, iter=00100/00196, fetch data time cost=2.13ms, fps=1370 images/s, loss=1.4525, top1-acc=46.23%, top5-acc=92.66%, remaining_time=0:00:18.230400, arrival_time=2021-04-10 01:23:32.228232, cost_time=0:00:18.989967 2021-04-10 01:23:15,873 INFO : TRAIN, epoch=0002, iter=00110/00196, fetch data time cost=1.37ms, fps=1365 images/s, loss=1.4401, top1-acc=46.77%, top5-acc=92.77%, remaining_time=0:00:16.313254, arrival_time=2021-04-10 01:23:32.186909, cost_time=0:00:20.865796 2021-04-10 01:23:17,745 INFO : TRAIN, epoch=0002, iter=00120/00196, fetch data time cost=2.57ms, fps=1368 images/s, loss=1.4349, top1-acc=47.01%, top5-acc=92.80%, remaining_time=0:00:14.400784, arrival_time=2021-04-10 01:23:32.146704, cost_time=0:00:22.738048 2021-04-10 01:23:19,625 INFO : TRAIN, epoch=0002, iter=00130/00196, fetch data time cost=1.76ms, fps=1363 images/s, loss=1.4252, top1-acc=47.44%, top5-acc=92.91%, remaining_time=0:00:12.497958, arrival_time=2021-04-10 01:23:32.123034, cost_time=0:00:24.617210 2021-04-10 01:23:21,490 INFO : TRAIN, epoch=0002, iter=00140/00196, fetch data time cost=1.87ms, fps=1373 images/s, loss=1.4141, top1-acc=47.89%, top5-acc=92.99%, remaining_time=0:00:10.592904, arrival_time=2021-04-10 01:23:32.082978, cost_time=0:00:26.482201 2021-04-10 01:23:23,362 INFO : TRAIN, epoch=0002, iter=00150/00196, fetch data time cost=1.36ms, fps=1368 images/s, loss=1.4048, top1-acc=48.22%, top5-acc=93.07%, remaining_time=0:00:08.695426, arrival_time=2021-04-10 01:23:32.058117, cost_time=0:00:28.354721 2021-04-10 01:23:25,242 INFO : TRAIN, epoch=0002, iter=00160/00196, fetch data time cost=1.72ms, fps=1362 images/s, loss=1.3951, top1-acc=48.65%, top5-acc=93.16%, remaining_time=0:00:06.802848, arrival_time=2021-04-10 01:23:32.045579, cost_time=0:00:30.234832 2021-04-10 01:23:27,148 INFO : TRAIN, epoch=0002, iter=00170/00196, fetch data time cost=1.57ms, fps=1344 images/s, loss=1.3842, top1-acc=49.04%, top5-acc=93.24%, remaining_time=0:00:04.915586, arrival_time=2021-04-10 01:23:32.063924, cost_time=0:00:32.140451 2021-04-10 01:23:29,020 INFO : TRAIN, epoch=0002, iter=00180/00196, fetch data time cost=1.44ms, fps=1368 images/s, loss=1.3768, top1-acc=49.34%, top5-acc=93.29%, remaining_time=0:00:03.023328, arrival_time=2021-04-10 01:23:32.043723, cost_time=0:00:34.012443 2021-04-10 01:23:30,894 INFO : TRAIN, epoch=0002, iter=00190/00196, fetch data time cost=1.52ms, fps=1367 images/s, loss=1.3664, top1-acc=49.75%, top5-acc=93.40%, remaining_time=0:00:01.133262, arrival_time=2021-04-10 01:23:32.027848, cost_time=0:00:35.886646 2021-04-10 01:23:31,905 INFO : TRAIN, epoch=0002, iter=00196/00196, fetch data time cost=1.90ms, fps=1347 images/s, loss=1.3604, top1-acc=50.01%, top5-acc=93.45%, remaining_time=0:00:00, arrival_time=2021-04-10 01:23:31.905014, cost_time=0:00:36.897146 2021-04-10 01:23:32,372 INFO : EVAL, epoch=0002, iter=00010/00040, fetch data time cost=2.13ms, fps=5504 images/s, loss=1.3183, top1-acc=51.76%, top5-acc=95.04%, remaining_time=0:00:01.395390, arrival_time=2021-04-10 01:23:33.767393, cost_time=0:00:00.465128 2021-04-10 01:23:32,754 INFO : EVAL, epoch=0002, iter=00020/00040, fetch data time cost=8.41ms, fps=6708 images/s, loss=1.2931, top1-acc=52.70%, top5-acc=95.14%, remaining_time=0:00:00.847240, arrival_time=2021-04-10 01:23:33.601465, cost_time=0:00:00.847239 2021-04-10 01:23:33,131 INFO : EVAL, epoch=0002, iter=00030/00040, fetch data time cost=2.09ms, fps=6792 images/s, loss=1.2803, top1-acc=53.29%, top5-acc=95.14%, remaining_time=0:00:00.408320, arrival_time=2021-04-10 01:23:33.540157, cost_time=0:00:01.224948 2021-04-10 01:23:33,470 INFO : EVAL, epoch=0002, iter=00040/00040, fetch data time cost=0.08ms, fps=6866 images/s, loss=1.2779, top1-acc=53.18%, top5-acc=94.96%, remaining_time=0:00:00, arrival_time=2021-04-10 01:23:33.470208, cost_time=0:00:01.563405 2021-04-10 01:23:33,650 INFO : Epoch=0002 complete, best val top1-acc=53.18%, top5-acc=94.96% (epoch=2), remaining_time=2:09:14.537142, arrival_time=2021-04-10 03:32:48.187997, cost_time=0:01:18.328658 2021-04-10 01:23:33,651 INFO : Train start, epoch=0003, lr=0.099975 2021-04-10 01:23:35,715 INFO : TRAIN, epoch=0003, iter=00010/00196, fetch data time cost=2.08ms, fps=1241 images/s, loss=1.1719, top1-acc=57.15%, top5-acc=95.12%, remaining_time=0:00:38.377380, arrival_time=2021-04-10 01:24:14.092756, cost_time=0:00:02.063301 2021-04-10 01:23:37,582 INFO : TRAIN, epoch=0003, iter=00020/00196, fetch data time cost=1.77ms, fps=1371 images/s, loss=1.1454, top1-acc=58.52%, top5-acc=95.20%, remaining_time=0:00:34.590688, arrival_time=2021-04-10 01:24:12.173514, cost_time=0:00:03.930757 2021-04-10 01:23:39,466 INFO : TRAIN, epoch=0003, iter=00030/00196, fetch data time cost=2.63ms, fps=1360 images/s, loss=1.1408, top1-acc=58.54%, top5-acc=95.49%, remaining_time=0:00:32.171298, arrival_time=2021-04-10 01:24:11.637428, cost_time=0:00:05.814090 2021-04-10 01:23:41,337 INFO : TRAIN, epoch=0003, iter=00040/00196, fetch data time cost=1.37ms, fps=1369 images/s, loss=1.1375, top1-acc=58.56%, top5-acc=95.61%, remaining_time=0:00:29.969316, arrival_time=2021-04-10 01:24:11.305765, cost_time=0:00:07.684437 2021-04-10 01:23:43,202 INFO : TRAIN, epoch=0003, iter=00050/00196, fetch data time cost=1.76ms, fps=1373 images/s, loss=1.1331, top1-acc=58.61%, top5-acc=95.59%, remaining_time=0:00:27.887022, arrival_time=2021-04-10 01:24:11.089432, cost_time=0:00:09.550358 2021-04-10 01:23:45,070 INFO : TRAIN, epoch=0003, iter=00060/00196, fetch data time cost=1.74ms, fps=1371 images/s, loss=1.1206, top1-acc=58.90%, top5-acc=95.70%, remaining_time=0:00:25.880936, arrival_time=2021-04-10 01:24:10.951058, cost_time=0:00:11.418074 2021-04-10 01:23:46,946 INFO : TRAIN, epoch=0003, iter=00070/00196, fetch data time cost=2.74ms, fps=1365 images/s, loss=1.1107, top1-acc=59.31%, top5-acc=95.88%, remaining_time=0:00:23.928660, arrival_time=2021-04-10 01:24:10.874586, cost_time=0:00:13.293691 2021-04-10 01:23:48,923 INFO : TRAIN, epoch=0003, iter=00080/00196, fetch data time cost=2.55ms, fps=1295 images/s, loss=1.1028, top1-acc=59.81%, top5-acc=95.88%, remaining_time=0:00:22.142544, arrival_time=2021-04-10 01:24:11.065459, cost_time=0:00:15.270742 2021-04-10 01:23:50,792 INFO : TRAIN, epoch=0003, iter=00090/00196, fetch data time cost=1.96ms, fps=1370 images/s, loss=1.0944, top1-acc=60.25%, top5-acc=95.92%, remaining_time=0:00:20.187276, arrival_time=2021-04-10 01:24:10.979465, cost_time=0:00:17.140119 2021-04-10 01:23:52,674 INFO : TRAIN, epoch=0003, iter=00100/00196, fetch data time cost=1.78ms, fps=1360 images/s, loss=1.0884, top1-acc=60.51%, top5-acc=96.01%, remaining_time=0:00:18.261696, arrival_time=2021-04-10 01:24:10.936321, cost_time=0:00:19.022576 2021-04-10 01:23:54,547 INFO : TRAIN, epoch=0003, iter=00110/00196, fetch data time cost=2.39ms, fps=1368 images/s, loss=1.0859, top1-acc=60.68%, top5-acc=96.08%, remaining_time=0:00:16.336216, arrival_time=2021-04-10 01:24:10.883473, cost_time=0:00:20.895155 2021-04-10 01:23:56,415 INFO : TRAIN, epoch=0003, iter=00120/00196, fetch data time cost=1.90ms, fps=1371 images/s, loss=1.0755, top1-acc=61.11%, top5-acc=96.14%, remaining_time=0:00:14.416744, arrival_time=2021-04-10 01:24:10.832130, cost_time=0:00:22.763306 2021-04-10 01:23:58,301 INFO : TRAIN, epoch=0003, iter=00130/00196, fetch data time cost=1.90ms, fps=1358 images/s, loss=1.0725, top1-acc=61.23%, top5-acc=96.19%, remaining_time=0:00:12.514392, arrival_time=2021-04-10 01:24:10.816027, cost_time=0:00:24.649547 2021-04-10 01:24:00,194 INFO : TRAIN, epoch=0003, iter=00140/00196, fetch data time cost=1.81ms, fps=1353 images/s, loss=1.0650, top1-acc=61.52%, top5-acc=96.24%, remaining_time=0:00:10.616984, arrival_time=2021-04-10 01:24:10.811605, cost_time=0:00:26.542477 2021-04-10 01:24:02,064 INFO : TRAIN, epoch=0003, iter=00150/00196, fetch data time cost=1.72ms, fps=1369 images/s, loss=1.0559, top1-acc=61.90%, top5-acc=96.29%, remaining_time=0:00:08.713274, arrival_time=2021-04-10 01:24:10.778140, cost_time=0:00:28.412811 2021-04-10 01:24:03,946 INFO : TRAIN, epoch=0003, iter=00160/00196, fetch data time cost=1.46ms, fps=1361 images/s, loss=1.0466, top1-acc=62.24%, top5-acc=96.35%, remaining_time=0:00:06.816204, arrival_time=2021-04-10 01:24:10.762510, cost_time=0:00:30.294237 2021-04-10 01:24:05,824 INFO : TRAIN, epoch=0003, iter=00170/00196, fetch data time cost=2.16ms, fps=1364 images/s, loss=1.0388, top1-acc=62.55%, top5-acc=96.41%, remaining_time=0:00:04.920474, arrival_time=2021-04-10 01:24:10.744912, cost_time=0:00:32.172321 2021-04-10 01:24:07,700 INFO : TRAIN, epoch=0003, iter=00180/00196, fetch data time cost=2.01ms, fps=1365 images/s, loss=1.0363, top1-acc=62.69%, top5-acc=96.42%, remaining_time=0:00:03.026560, arrival_time=2021-04-10 01:24:10.727404, cost_time=0:00:34.048794 2021-04-10 01:24:09,567 INFO : TRAIN, epoch=0003, iter=00190/00196, fetch data time cost=1.87ms, fps=1372 images/s, loss=1.0324, top1-acc=62.85%, top5-acc=96.45%, remaining_time=0:00:01.134180, arrival_time=2021-04-10 01:24:10.701987, cost_time=0:00:35.915764 2021-04-10 01:24:10,579 INFO : TRAIN, epoch=0003, iter=00196/00196, fetch data time cost=1.38ms, fps=1345 images/s, loss=1.0279, top1-acc=63.02%, top5-acc=96.50%, remaining_time=0:00:00, arrival_time=2021-04-10 01:24:10.579296, cost_time=0:00:36.927196 2021-04-10 01:24:11,082 INFO : EVAL, epoch=0003, iter=00010/00040, fetch data time cost=0.31ms, fps=5111 images/s, loss=1.1689, top1-acc=60.43%, top5-acc=95.86%, remaining_time=0:00:01.502670, arrival_time=2021-04-10 01:24:12.584721, cost_time=0:00:00.500887 2021-04-10 01:24:11,449 INFO : EVAL, epoch=0003, iter=00020/00040, fetch data time cost=1.87ms, fps=6972 images/s, loss=1.1604, top1-acc=59.96%, top5-acc=95.76%, remaining_time=0:00:00.868580, arrival_time=2021-04-10 01:24:12.318286, cost_time=0:00:00.868572 2021-04-10 01:24:11,819 INFO : EVAL, epoch=0003, iter=00030/00040, fetch data time cost=1.56ms, fps=6938 images/s, loss=1.1654, top1-acc=59.67%, top5-acc=95.98%, remaining_time=0:00:00.412680, arrival_time=2021-04-10 01:24:12.231825, cost_time=0:00:01.238052 2021-04-10 01:24:12,159 INFO : EVAL, epoch=0003, iter=00040/00040, fetch data time cost=0.09ms, fps=6822 images/s, loss=1.1750, top1-acc=59.78%, top5-acc=95.96%, remaining_time=0:00:00, arrival_time=2021-04-10 01:24:12.159616, cost_time=0:00:01.578507 2021-04-10 01:24:12,482 INFO : Epoch=0003 complete, best val top1-acc=59.78%, top5-acc=95.96% (epoch=3), remaining_time=2:08:13.503055, arrival_time=2021-04-10 03:32:25.985258, cost_time=0:01:57.159945 2021-04-10 01:24:12,484 INFO : Train start, epoch=0004, lr=0.099944 2021-04-10 01:24:14,531 INFO : TRAIN, epoch=0004, iter=00010/00196, fetch data time cost=0.49ms, fps=1251 images/s, loss=0.9176, top1-acc=67.30%, top5-acc=97.27%, remaining_time=0:00:38.070294, arrival_time=2021-04-10 01:24:52.601450, cost_time=0:00:02.046792 2021-04-10 01:24:16,407 INFO : TRAIN, epoch=0004, iter=00020/00196, fetch data time cost=2.01ms, fps=1365 images/s, loss=0.8897, top1-acc=68.12%, top5-acc=97.66%, remaining_time=0:00:34.521520, arrival_time=2021-04-10 01:24:50.928773, cost_time=0:00:03.922899 2021-04-10 01:24:18,317 INFO : TRAIN, epoch=0004, iter=00030/00196, fetch data time cost=2.09ms, fps=1341 images/s, loss=0.8804, top1-acc=68.52%, top5-acc=97.83%, remaining_time=0:00:32.276376, arrival_time=2021-04-10 01:24:50.593814, cost_time=0:00:05.833090 2021-04-10 01:24:20,202 INFO : TRAIN, epoch=0004, iter=00040/00196, fetch data time cost=1.97ms, fps=1358 images/s, loss=0.8831, top1-acc=68.41%, top5-acc=97.90%, remaining_time=0:00:30.101448, arrival_time=2021-04-10 01:24:50.304200, cost_time=0:00:07.718325 2021-04-10 01:24:22,072 INFO : TRAIN, epoch=0004, iter=00050/00196, fetch data time cost=1.43ms, fps=1370 images/s, loss=0.8770, top1-acc=68.64%, top5-acc=97.80%, remaining_time=0:00:27.995792, arrival_time=2021-04-10 01:24:50.067775, cost_time=0:00:09.587597 2021-04-10 01:24:23,947 INFO : TRAIN, epoch=0004, iter=00060/00196, fetch data time cost=1.51ms, fps=1365 images/s, loss=0.8719, top1-acc=68.82%, top5-acc=97.85%, remaining_time=0:00:25.983208, arrival_time=2021-04-10 01:24:49.930737, cost_time=0:00:11.463193 2021-04-10 01:24:25,821 INFO : TRAIN, epoch=0004, iter=00070/00196, fetch data time cost=2.06ms, fps=1367 images/s, loss=0.8642, top1-acc=69.15%, top5-acc=97.78%, remaining_time=0:00:24.006150, arrival_time=2021-04-10 01:24:49.827306, cost_time=0:00:13.336734 2021-04-10 01:24:27,704 INFO : TRAIN, epoch=0004, iter=00080/00196, fetch data time cost=2.16ms, fps=1360 images/s, loss=0.8588, top1-acc=69.45%, top5-acc=97.77%, remaining_time=0:00:22.069464, arrival_time=2021-04-10 01:24:49.774130, cost_time=0:00:15.220294 2021-04-10 01:24:29,585 INFO : TRAIN, epoch=0004, iter=00090/00196, fetch data time cost=1.69ms, fps=1361 images/s, loss=0.8556, top1-acc=69.59%, top5-acc=97.75%, remaining_time=0:00:20.141590, arrival_time=2021-04-10 01:24:49.727358, cost_time=0:00:17.101316 2021-04-10 01:24:31,459 INFO : TRAIN, epoch=0004, iter=00100/00196, fetch data time cost=1.46ms, fps=1367 images/s, loss=0.8562, top1-acc=69.63%, top5-acc=97.74%, remaining_time=0:00:18.215904, arrival_time=2021-04-10 01:24:49.675187, cost_time=0:00:18.974940 2021-04-10 01:24:33,318 INFO : TRAIN, epoch=0004, iter=00110/00196, fetch data time cost=2.26ms, fps=1377 images/s, loss=0.8525, top1-acc=69.69%, top5-acc=97.76%, remaining_time=0:00:16.288400, arrival_time=2021-04-10 01:24:49.606706, cost_time=0:00:20.833979 2021-04-10 01:24:35,203 INFO : TRAIN, epoch=0004, iter=00120/00196, fetch data time cost=1.91ms, fps=1358 images/s, loss=0.8491, top1-acc=69.82%, top5-acc=97.74%, remaining_time=0:00:14.388852, arrival_time=2021-04-10 01:24:49.592515, cost_time=0:00:22.719297 2021-04-10 01:24:37,071 INFO : TRAIN, epoch=0004, iter=00130/00196, fetch data time cost=1.46ms, fps=1371 images/s, loss=0.8436, top1-acc=70.01%, top5-acc=97.77%, remaining_time=0:00:12.482712, arrival_time=2021-04-10 01:24:49.554233, cost_time=0:00:24.587191 2021-04-10 01:24:38,962 INFO : TRAIN, epoch=0004, iter=00140/00196, fetch data time cost=2.05ms, fps=1355 images/s, loss=0.8420, top1-acc=70.09%, top5-acc=97.74%, remaining_time=0:00:10.591000, arrival_time=2021-04-10 01:24:49.552933, cost_time=0:00:26.477561 2021-04-10 01:24:40,834 INFO : TRAIN, epoch=0004, iter=00150/00196, fetch data time cost=1.40ms, fps=1367 images/s, loss=0.8367, top1-acc=70.29%, top5-acc=97.75%, remaining_time=0:00:08.694092, arrival_time=2021-04-10 01:24:49.528743, cost_time=0:00:28.350352 2021-04-10 01:24:42,705 INFO : TRAIN, epoch=0004, iter=00160/00196, fetch data time cost=1.93ms, fps=1369 images/s, loss=0.8340, top1-acc=70.43%, top5-acc=97.74%, remaining_time=0:00:06.799752, arrival_time=2021-04-10 01:24:49.505229, cost_time=0:00:30.221127 2021-04-10 01:24:44,572 INFO : TRAIN, epoch=0004, iter=00170/00196, fetch data time cost=1.48ms, fps=1372 images/s, loss=0.8310, top1-acc=70.51%, top5-acc=97.76%, remaining_time=0:00:04.907526, arrival_time=2021-04-10 01:24:49.479501, cost_time=0:00:32.087616 2021-04-10 01:24:46,447 INFO : TRAIN, epoch=0004, iter=00180/00196, fetch data time cost=2.27ms, fps=1365 images/s, loss=0.8274, top1-acc=70.67%, top5-acc=97.77%, remaining_time=0:00:03.018928, arrival_time=2021-04-10 01:24:49.466195, cost_time=0:00:33.962958 2021-04-10 01:24:48,340 INFO : TRAIN, epoch=0004, iter=00190/00196, fetch data time cost=3.21ms, fps=1352 images/s, loss=0.8253, top1-acc=70.72%, top5-acc=97.79%, remaining_time=0:00:01.132308, arrival_time=2021-04-10 01:24:49.473081, cost_time=0:00:35.856408 2021-04-10 01:24:49,374 INFO : TRAIN, epoch=0004, iter=00196/00196, fetch data time cost=1.67ms, fps=1317 images/s, loss=0.8242, top1-acc=70.75%, top5-acc=97.80%, remaining_time=0:00:00, arrival_time=2021-04-10 01:24:49.374167, cost_time=0:00:36.889745 2021-04-10 01:24:49,843 INFO : EVAL, epoch=0004, iter=00010/00040, fetch data time cost=0.44ms, fps=5483 images/s, loss=1.0142, top1-acc=65.31%, top5-acc=97.93%, remaining_time=0:00:01.400610, arrival_time=2021-04-10 01:24:51.244205, cost_time=0:00:00.466870 2021-04-10 01:24:50,207 INFO : EVAL, epoch=0004, iter=00020/00040, fetch data time cost=3.29ms, fps=7041 images/s, loss=1.0225, top1-acc=65.76%, top5-acc=97.64%, remaining_time=0:00:00.830820, arrival_time=2021-04-10 01:24:51.038412, cost_time=0:00:00.830813 2021-04-10 01:24:50,618 INFO : EVAL, epoch=0004, iter=00030/00040, fetch data time cost=1.86ms, fps=6241 images/s, loss=0.9958, top1-acc=66.22%, top5-acc=97.63%, remaining_time=0:00:00.413830, arrival_time=2021-04-10 01:24:51.032154, cost_time=0:00:01.241489 2021-04-10 01:24:50,964 INFO : EVAL, epoch=0004, iter=00040/00040, fetch data time cost=0.08ms, fps=6719 images/s, loss=1.0053, top1-acc=65.94%, top5-acc=97.54%, remaining_time=0:00:00, arrival_time=2021-04-10 01:24:50.964226, cost_time=0:00:01.587497 2021-04-10 01:24:51,195 INFO : Epoch=0004 complete, best val top1-acc=65.94%, top5-acc=97.54% (epoch=4), remaining_time=2:07:17.796208, arrival_time=2021-04-10 03:32:08.991822, cost_time=0:02:35.873394 2021-04-10 01:24:51,197 INFO : Train start, epoch=0005, lr=0.099901 2021-04-10 01:24:53,275 INFO : TRAIN, epoch=0005, iter=00010/00196, fetch data time cost=1.84ms, fps=1232 images/s, loss=0.7381, top1-acc=73.83%, top5-acc=98.67%, remaining_time=0:00:38.642616, arrival_time=2021-04-10 01:25:31.917830, cost_time=0:00:02.077557 2021-04-10 01:24:55,143 INFO : TRAIN, epoch=0005, iter=00020/00196, fetch data time cost=1.94ms, fps=1371 images/s, loss=0.7381, top1-acc=73.81%, top5-acc=98.52%, remaining_time=0:00:34.721984, arrival_time=2021-04-10 01:25:29.865329, cost_time=0:00:03.945684 2021-04-10 01:24:57,046 INFO : TRAIN, epoch=0005, iter=00030/00196, fetch data time cost=1.72ms, fps=1346 images/s, loss=0.7302, top1-acc=74.23%, top5-acc=98.41%, remaining_time=0:00:32.360538, arrival_time=2021-04-10 01:25:29.406492, cost_time=0:00:05.848296 2021-04-10 01:24:58,924 INFO : TRAIN, epoch=0005, iter=00040/00196, fetch data time cost=1.40ms, fps=1363 images/s, loss=0.7277, top1-acc=74.53%, top5-acc=98.33%, remaining_time=0:00:30.134052, arrival_time=2021-04-10 01:25:29.058307, cost_time=0:00:07.726688 2021-04-10 01:25:00,793 INFO : TRAIN, epoch=0005, iter=00050/00196, fetch data time cost=1.41ms, fps=1370 images/s, loss=0.7239, top1-acc=74.82%, top5-acc=98.41%, remaining_time=0:00:28.019298, arrival_time=2021-04-10 01:25:28.812577, cost_time=0:00:09.595665 2021-04-10 01:25:02,672 INFO : TRAIN, epoch=0005, iter=00060/00196, fetch data time cost=1.79ms, fps=1363 images/s, loss=0.7223, top1-acc=75.03%, top5-acc=98.39%, remaining_time=0:00:26.008640, arrival_time=2021-04-10 01:25:28.680721, cost_time=0:00:11.474403 2021-04-10 01:25:04,543 INFO : TRAIN, epoch=0005, iter=00070/00196, fetch data time cost=1.61ms, fps=1369 images/s, loss=0.7240, top1-acc=74.89%, top5-acc=98.35%, remaining_time=0:00:24.021522, arrival_time=2021-04-10 01:25:28.564474, cost_time=0:00:13.345269 2021-04-10 01:25:06,427 INFO : TRAIN, epoch=0005, iter=00080/00196, fetch data time cost=1.56ms, fps=1359 images/s, loss=0.7222, top1-acc=74.90%, top5-acc=98.39%, remaining_time=0:00:22.083036, arrival_time=2021-04-10 01:25:28.510336, cost_time=0:00:15.229691 2021-04-10 01:25:08,304 INFO : TRAIN, epoch=0005, iter=00090/00196, fetch data time cost=1.43ms, fps=1364 images/s, loss=0.7189, top1-acc=74.99%, top5-acc=98.39%, remaining_time=0:00:20.148268, arrival_time=2021-04-10 01:25:28.452842, cost_time=0:00:17.106984 2021-04-10 01:25:10,193 INFO : TRAIN, epoch=0005, iter=00100/00196, fetch data time cost=1.65ms, fps=1356 images/s, loss=0.7178, top1-acc=74.98%, top5-acc=98.43%, remaining_time=0:00:18.235968, arrival_time=2021-04-10 01:25:28.429356, cost_time=0:00:18.995800 2021-04-10 01:25:12,083 INFO : TRAIN, epoch=0005, iter=00110/00196, fetch data time cost=1.85ms, fps=1355 images/s, loss=0.7151, top1-acc=75.02%, top5-acc=98.46%, remaining_time=0:00:16.328906, arrival_time=2021-04-10 01:25:28.412310, cost_time=0:00:20.885769 2021-04-10 01:25:13,958 INFO : TRAIN, epoch=0005, iter=00120/00196, fetch data time cost=1.80ms, fps=1366 images/s, loss=0.7142, top1-acc=75.06%, top5-acc=98.45%, remaining_time=0:00:14.415224, arrival_time=2021-04-10 01:25:28.373694, cost_time=0:00:22.760921 2021-04-10 01:25:15,828 INFO : TRAIN, epoch=0005, iter=00130/00196, fetch data time cost=1.83ms, fps=1369 images/s, loss=0.7115, top1-acc=75.17%, top5-acc=98.46%, remaining_time=0:00:12.504954, arrival_time=2021-04-10 01:25:28.333582, cost_time=0:00:24.630972 2021-04-10 01:25:17,699 INFO : TRAIN, epoch=0005, iter=00140/00196, fetch data time cost=2.08ms, fps=1369 images/s, loss=0.7107, top1-acc=75.13%, top5-acc=98.47%, remaining_time=0:00:10.600576, arrival_time=2021-04-10 01:25:28.299687, cost_time=0:00:26.501394 2021-04-10 01:25:19,574 INFO : TRAIN, epoch=0005, iter=00150/00196, fetch data time cost=2.17ms, fps=1366 images/s, loss=0.7084, top1-acc=75.22%, top5-acc=98.46%, remaining_time=0:00:08.702188, arrival_time=2021-04-10 01:25:28.276406, cost_time=0:00:28.376625 2021-04-10 01:25:21,457 INFO : TRAIN, epoch=0005, iter=00160/00196, fetch data time cost=1.53ms, fps=1360 images/s, loss=0.7068, top1-acc=75.28%, top5-acc=98.46%, remaining_time=0:00:06.808320, arrival_time=2021-04-10 01:25:28.265225, cost_time=0:00:30.259230 2021-04-10 01:25:23,335 INFO : TRAIN, epoch=0005, iter=00170/00196, fetch data time cost=1.50ms, fps=1364 images/s, loss=0.7051, top1-acc=75.36%, top5-acc=98.45%, remaining_time=0:00:04.915144, arrival_time=2021-04-10 01:25:28.250253, cost_time=0:00:32.137475 2021-04-10 01:25:25,206 INFO : TRAIN, epoch=0005, iter=00180/00196, fetch data time cost=1.39ms, fps=1368 images/s, loss=0.7061, top1-acc=75.33%, top5-acc=98.46%, remaining_time=0:00:03.023024, arrival_time=2021-04-10 01:25:28.229662, cost_time=0:00:34.009093 2021-04-10 01:25:27,080 INFO : TRAIN, epoch=0005, iter=00190/00196, fetch data time cost=1.61ms, fps=1367 images/s, loss=0.7041, top1-acc=75.46%, top5-acc=98.45%, remaining_time=0:00:01.133136, arrival_time=2021-04-10 01:25:28.213481, cost_time=0:00:35.882697 2021-04-10 01:25:28,086 INFO : TRAIN, epoch=0005, iter=00196/00196, fetch data time cost=1.49ms, fps=1352 images/s, loss=0.7022, top1-acc=75.50%, top5-acc=98.46%, remaining_time=0:00:00, arrival_time=2021-04-10 01:25:28.086920, cost_time=0:00:36.889338 2021-04-10 01:25:28,558 INFO : EVAL, epoch=0005, iter=00010/00040, fetch data time cost=3.87ms, fps=5450 images/s, loss=0.8395, top1-acc=72.30%, top5-acc=98.09%, remaining_time=0:00:01.408980, arrival_time=2021-04-10 01:25:29.967348, cost_time=0:00:00.469664 2021-04-10 01:25:28,925 INFO : EVAL, epoch=0005, iter=00020/00040, fetch data time cost=1.77ms, fps=6981 images/s, loss=0.8542, top1-acc=71.46%, top5-acc=97.93%, remaining_time=0:00:00.836960, arrival_time=2021-04-10 01:25:29.762598, cost_time=0:00:00.836965 2021-04-10 01:25:29,292 INFO : EVAL, epoch=0005, iter=00030/00040, fetch data time cost=1.89ms, fps=6992 images/s, loss=0.8556, top1-acc=71.47%, top5-acc=98.19%, remaining_time=0:00:00.401200, arrival_time=2021-04-10 01:25:29.693481, cost_time=0:00:01.203607 2021-04-10 01:25:29,635 INFO : EVAL, epoch=0005, iter=00040/00040, fetch data time cost=0.08ms, fps=6766 images/s, loss=0.8410, top1-acc=71.69%, top5-acc=98.16%, remaining_time=0:00:00, arrival_time=2021-04-10 01:25:29.635619, cost_time=0:00:01.546998 2021-04-10 01:25:29,844 INFO : Epoch=0005 complete, best val top1-acc=71.69%, top5-acc=98.16% (epoch=5), remaining_time=2:06:26.350590, arrival_time=2021-04-10 03:31:56.194573, cost_time=0:03:14.521811 2021-04-10 01:25:29,845 INFO : Train start, epoch=0006, lr=0.099846 2021-04-10 01:25:31,956 INFO : TRAIN, epoch=0006, iter=00010/00196, fetch data time cost=1.95ms, fps=1213 images/s, loss=0.6533, top1-acc=77.23%, top5-acc=98.59%, remaining_time=0:00:39.266832, arrival_time=2021-04-10 01:26:11.223193, cost_time=0:00:02.111123 2021-04-10 01:25:33,819 INFO : TRAIN, epoch=0006, iter=00020/00196, fetch data time cost=1.87ms, fps=1374 images/s, loss=0.6575, top1-acc=77.13%, top5-acc=98.48%, remaining_time=0:00:34.975776, arrival_time=2021-04-10 01:26:08.795507, cost_time=0:00:03.974518 2021-04-10 01:25:35,697 INFO : TRAIN, epoch=0006, iter=00030/00196, fetch data time cost=2.22ms, fps=1364 images/s, loss=0.6542, top1-acc=77.12%, top5-acc=98.42%, remaining_time=0:00:32.382118, arrival_time=2021-04-10 01:26:08.079539, cost_time=0:00:05.852194 2021-04-10 01:25:37,569 INFO : TRAIN, epoch=0006, iter=00040/00196, fetch data time cost=1.45ms, fps=1368 images/s, loss=0.6559, top1-acc=77.30%, top5-acc=98.47%, remaining_time=0:00:30.125160, arrival_time=2021-04-10 01:26:07.694803, cost_time=0:00:07.724389 2021-04-10 01:25:39,443 INFO : TRAIN, epoch=0006, iter=00050/00196, fetch data time cost=1.50ms, fps=1367 images/s, loss=0.6466, top1-acc=77.41%, top5-acc=98.58%, remaining_time=0:00:28.027766, arrival_time=2021-04-10 01:26:07.471460, cost_time=0:00:09.598549 2021-04-10 01:25:41,308 INFO : TRAIN, epoch=0006, iter=00060/00196, fetch data time cost=2.26ms, fps=1373 images/s, loss=0.6467, top1-acc=77.43%, top5-acc=98.62%, remaining_time=0:00:25.984160, arrival_time=2021-04-10 01:26:07.293022, cost_time=0:00:11.463576 2021-04-10 01:25:43,173 INFO : TRAIN, epoch=0006, iter=00070/00196, fetch data time cost=1.56ms, fps=1373 images/s, loss=0.6480, top1-acc=77.45%, top5-acc=98.62%, remaining_time=0:00:23.991534, arrival_time=2021-04-10 01:26:07.165328, cost_time=0:00:13.328654 2021-04-10 01:25:45,047 INFO : TRAIN, epoch=0006, iter=00080/00196, fetch data time cost=1.44ms, fps=1367 images/s, loss=0.6472, top1-acc=77.63%, top5-acc=98.55%, remaining_time=0:00:22.043596, arrival_time=2021-04-10 01:26:07.091241, cost_time=0:00:15.202478 2021-04-10 01:25:46,913 INFO : TRAIN, epoch=0006, iter=00090/00196, fetch data time cost=1.60ms, fps=1372 images/s, loss=0.6460, top1-acc=77.69%, top5-acc=98.57%, remaining_time=0:00:20.103112, arrival_time=2021-04-10 01:26:07.016912, cost_time=0:00:17.068692 2021-04-10 01:25:48,783 INFO : TRAIN, epoch=0006, iter=00100/00196, fetch data time cost=2.14ms, fps=1370 images/s, loss=0.6446, top1-acc=77.73%, top5-acc=98.56%, remaining_time=0:00:18.180480, arrival_time=2021-04-10 01:26:06.963662, cost_time=0:00:18.937984 2021-04-10 01:25:50,659 INFO : TRAIN, epoch=0006, iter=00110/00196, fetch data time cost=1.95ms, fps=1365 images/s, loss=0.6435, top1-acc=77.79%, top5-acc=98.57%, remaining_time=0:00:16.272920, arrival_time=2021-04-10 01:26:06.932291, cost_time=0:00:20.814251 2021-04-10 01:25:52,531 INFO : TRAIN, epoch=0006, iter=00120/00196, fetch data time cost=1.52ms, fps=1368 images/s, loss=0.6404, top1-acc=77.95%, top5-acc=98.59%, remaining_time=0:00:14.368028, arrival_time=2021-04-10 01:26:06.899582, cost_time=0:00:22.686318 2021-04-10 01:25:54,407 INFO : TRAIN, epoch=0006, iter=00130/00196, fetch data time cost=1.90ms, fps=1365 images/s, loss=0.6383, top1-acc=77.99%, top5-acc=98.61%, remaining_time=0:00:12.469974, arrival_time=2021-04-10 01:26:06.877209, cost_time=0:00:24.562073 2021-04-10 01:25:56,276 INFO : TRAIN, epoch=0006, iter=00140/00196, fetch data time cost=2.05ms, fps=1370 images/s, loss=0.6377, top1-acc=78.09%, top5-acc=98.61%, remaining_time=0:00:10.572576, arrival_time=2021-04-10 01:26:06.849227, cost_time=0:00:26.431481 2021-04-10 01:25:58,153 INFO : TRAIN, epoch=0006, iter=00150/00196, fetch data time cost=2.08ms, fps=1365 images/s, loss=0.6383, top1-acc=78.05%, top5-acc=98.61%, remaining_time=0:00:08.681074, arrival_time=2021-04-10 01:26:06.834113, cost_time=0:00:28.307783 2021-04-10 01:26:00,022 INFO : TRAIN, epoch=0006, iter=00160/00196, fetch data time cost=1.58ms, fps=1370 images/s, loss=0.6379, top1-acc=78.06%, top5-acc=98.59%, remaining_time=0:00:06.789960, arrival_time=2021-04-10 01:26:06.812685, cost_time=0:00:30.177569 2021-04-10 01:26:01,908 INFO : TRAIN, epoch=0006, iter=00170/00196, fetch data time cost=1.67ms, fps=1358 images/s, loss=0.6356, top1-acc=78.12%, top5-acc=98.62%, remaining_time=0:00:04.903730, arrival_time=2021-04-10 01:26:06.811773, cost_time=0:00:32.062903 2021-04-10 01:26:03,769 INFO : TRAIN, epoch=0006, iter=00180/00196, fetch data time cost=1.45ms, fps=1376 images/s, loss=0.6332, top1-acc=78.18%, top5-acc=98.63%, remaining_time=0:00:03.015504, arrival_time=2021-04-10 01:26:06.785091, cost_time=0:00:33.924434 2021-04-10 01:26:05,648 INFO : TRAIN, epoch=0006, iter=00190/00196, fetch data time cost=1.52ms, fps=1363 images/s, loss=0.6309, top1-acc=78.24%, top5-acc=98.67%, remaining_time=0:00:01.130634, arrival_time=2021-04-10 01:26:06.779197, cost_time=0:00:35.803319 2021-04-10 01:26:06,672 INFO : TRAIN, epoch=0006, iter=00196/00196, fetch data time cost=1.73ms, fps=1330 images/s, loss=0.6286, top1-acc=78.27%, top5-acc=98.68%, remaining_time=0:00:00, arrival_time=2021-04-10 01:26:06.672097, cost_time=0:00:36.826888 2021-04-10 01:26:07,151 INFO : EVAL, epoch=0006, iter=00010/00040, fetch data time cost=1.58ms, fps=5361 images/s, loss=0.9818, top1-acc=69.06%, top5-acc=97.34%, remaining_time=0:00:01.432410, arrival_time=2021-04-10 01:26:08.583775, cost_time=0:00:00.477472 2021-04-10 01:26:07,518 INFO : EVAL, epoch=0006, iter=00020/00040, fetch data time cost=1.44ms, fps=6986 images/s, loss=1.0177, top1-acc=67.75%, top5-acc=97.09%, remaining_time=0:00:00.844420, arrival_time=2021-04-10 01:26:08.362704, cost_time=0:00:00.844428 2021-04-10 01:26:07,881 INFO : EVAL, epoch=0006, iter=00030/00040, fetch data time cost=0.19ms, fps=7065 images/s, loss=1.0111, top1-acc=67.86%, top5-acc=97.19%, remaining_time=0:00:00.402390, arrival_time=2021-04-10 01:26:08.283389, cost_time=0:00:01.207163 2021-04-10 01:26:08,219 INFO : EVAL, epoch=0006, iter=00040/00040, fetch data time cost=0.09ms, fps=6865 images/s, loss=1.0043, top1-acc=67.71%, top5-acc=97.12%, remaining_time=0:00:00, arrival_time=2021-04-10 01:26:08.219350, cost_time=0:00:01.545478 2021-04-10 01:26:08,374 INFO : Epoch=0006 complete, best val top1-acc=71.69%, top5-acc=98.16% (epoch=5), remaining_time=2:05:35.355372, arrival_time=2021-04-10 03:31:43.729789, cost_time=0:03:53.052228 2021-04-10 01:26:08,375 INFO : Train start, epoch=0007, lr=0.099778 2021-04-10 01:26:10,498 INFO : TRAIN, epoch=0007, iter=00010/00196, fetch data time cost=1.60ms, fps=1206 images/s, loss=0.5742, top1-acc=79.77%, top5-acc=99.06%, remaining_time=0:00:39.491334, arrival_time=2021-04-10 01:26:49.990167, cost_time=0:00:02.123189 2021-04-10 01:26:12,377 INFO : TRAIN, epoch=0007, iter=00020/00196, fetch data time cost=1.61ms, fps=1363 images/s, loss=0.5831, top1-acc=79.98%, top5-acc=98.89%, remaining_time=0:00:35.213728, arrival_time=2021-04-10 01:26:47.590966, cost_time=0:00:04.001563 2021-04-10 01:26:14,258 INFO : TRAIN, epoch=0007, iter=00030/00196, fetch data time cost=2.70ms, fps=1361 images/s, loss=0.5910, top1-acc=79.67%, top5-acc=98.82%, remaining_time=0:00:32.553098, arrival_time=2021-04-10 01:26:46.811882, cost_time=0:00:05.883096 2021-04-10 01:26:16,137 INFO : TRAIN, epoch=0007, iter=00040/00196, fetch data time cost=1.92ms, fps=1363 images/s, loss=0.5844, top1-acc=80.08%, top5-acc=98.87%, remaining_time=0:00:30.273048, arrival_time=2021-04-10 01:26:46.410956, cost_time=0:00:07.762311 2021-04-10 01:26:18,019 INFO : TRAIN, epoch=0007, iter=00050/00196, fetch data time cost=1.78ms, fps=1361 images/s, loss=0.5824, top1-acc=80.05%, top5-acc=98.91%, remaining_time=0:00:28.160772, arrival_time=2021-04-10 01:26:46.180583, cost_time=0:00:09.644113 2021-04-10 01:26:19,899 INFO : TRAIN, epoch=0007, iter=00060/00196, fetch data time cost=6.31ms, fps=1362 images/s, loss=0.5771, top1-acc=80.33%, top5-acc=98.95%, remaining_time=0:00:26.121248, arrival_time=2021-04-10 01:26:46.021101, cost_time=0:00:11.524101 2021-04-10 01:26:21,782 INFO : TRAIN, epoch=0007, iter=00070/00196, fetch data time cost=1.91ms, fps=1361 images/s, loss=0.5791, top1-acc=80.12%, top5-acc=98.98%, remaining_time=0:00:24.131646, arrival_time=2021-04-10 01:26:45.913744, cost_time=0:00:13.406470 2021-04-10 01:26:23,652 INFO : TRAIN, epoch=0007, iter=00080/00196, fetch data time cost=1.59ms, fps=1369 images/s, loss=0.5785, top1-acc=80.14%, top5-acc=98.98%, remaining_time=0:00:22.150780, arrival_time=2021-04-10 01:26:45.802927, cost_time=0:00:15.276429 2021-04-10 01:26:25,514 INFO : TRAIN, epoch=0007, iter=00090/00196, fetch data time cost=1.62ms, fps=1375 images/s, loss=0.5783, top1-acc=80.09%, top5-acc=98.99%, remaining_time=0:00:20.185898, arrival_time=2021-04-10 01:26:45.700407, cost_time=0:00:17.138934 2021-04-10 01:26:27,383 INFO : TRAIN, epoch=0007, iter=00100/00196, fetch data time cost=2.24ms, fps=1370 images/s, loss=0.5754, top1-acc=80.16%, top5-acc=99.01%, remaining_time=0:00:18.247872, arrival_time=2021-04-10 01:26:45.631727, cost_time=0:00:19.008157 2021-04-10 01:26:29,262 INFO : TRAIN, epoch=0007, iter=00110/00196, fetch data time cost=2.60ms, fps=1363 images/s, loss=0.5737, top1-acc=80.17%, top5-acc=99.02%, remaining_time=0:00:16.329422, arrival_time=2021-04-10 01:26:45.591511, cost_time=0:00:20.886462 2021-04-10 01:26:31,132 INFO : TRAIN, epoch=0007, iter=00120/00196, fetch data time cost=1.42ms, fps=1370 images/s, loss=0.5715, top1-acc=80.25%, top5-acc=99.01%, remaining_time=0:00:14.412412, arrival_time=2021-04-10 01:26:45.544498, cost_time=0:00:22.756408 2021-04-10 01:26:33,005 INFO : TRAIN, epoch=0007, iter=00130/00196, fetch data time cost=1.57ms, fps=1367 images/s, loss=0.5734, top1-acc=80.21%, top5-acc=99.01%, remaining_time=0:00:12.504492, arrival_time=2021-04-10 01:26:45.510182, cost_time=0:00:24.630012 2021-04-10 01:26:34,892 INFO : TRAIN, epoch=0007, iter=00140/00196, fetch data time cost=1.82ms, fps=1357 images/s, loss=0.5731, top1-acc=80.19%, top5-acc=98.99%, remaining_time=0:00:10.606904, arrival_time=2021-04-10 01:26:45.499733, cost_time=0:00:26.517214 2021-04-10 01:26:36,758 INFO : TRAIN, epoch=0007, iter=00150/00196, fetch data time cost=1.58ms, fps=1372 images/s, loss=0.5725, top1-acc=80.20%, top5-acc=98.98%, remaining_time=0:00:08.704166, arrival_time=2021-04-10 01:26:45.463025, cost_time=0:00:28.383126 2021-04-10 01:26:38,653 INFO : TRAIN, epoch=0007, iter=00160/00196, fetch data time cost=2.40ms, fps=1352 images/s, loss=0.5731, top1-acc=80.18%, top5-acc=98.99%, remaining_time=0:00:06.812568, arrival_time=2021-04-10 01:26:45.466264, cost_time=0:00:30.278062 2021-04-10 01:26:40,549 INFO : TRAIN, epoch=0007, iter=00170/00196, fetch data time cost=2.07ms, fps=1351 images/s, loss=0.5717, top1-acc=80.26%, top5-acc=98.99%, remaining_time=0:00:04.920760, arrival_time=2021-04-10 01:26:45.470540, cost_time=0:00:32.174137 2021-04-10 01:26:42,414 INFO : TRAIN, epoch=0007, iter=00180/00196, fetch data time cost=2.04ms, fps=1373 images/s, loss=0.5712, top1-acc=80.29%, top5-acc=98.98%, remaining_time=0:00:03.025680, arrival_time=2021-04-10 01:26:45.440270, cost_time=0:00:34.038915 2021-04-10 01:26:44,284 INFO : TRAIN, epoch=0007, iter=00190/00196, fetch data time cost=1.27ms, fps=1369 images/s, loss=0.5698, top1-acc=80.33%, top5-acc=98.98%, remaining_time=0:00:01.133964, arrival_time=2021-04-10 01:26:45.418504, cost_time=0:00:35.908886 2021-04-10 01:26:45,294 INFO : TRAIN, epoch=0007, iter=00196/00196, fetch data time cost=1.64ms, fps=1347 images/s, loss=0.5708, top1-acc=80.32%, top5-acc=98.98%, remaining_time=0:00:00, arrival_time=2021-04-10 01:26:45.294601, cost_time=0:00:36.918929 2021-04-10 01:26:45,783 INFO : EVAL, epoch=0007, iter=00010/00040, fetch data time cost=2.30ms, fps=5260 images/s, loss=0.8246, top1-acc=72.38%, top5-acc=98.59%, remaining_time=0:00:01.459890, arrival_time=2021-04-10 01:26:47.243572, cost_time=0:00:00.486632 2021-04-10 01:26:46,155 INFO : EVAL, epoch=0007, iter=00020/00040, fetch data time cost=2.66ms, fps=6899 images/s, loss=0.7658, top1-acc=74.55%, top5-acc=98.65%, remaining_time=0:00:00.858380, arrival_time=2021-04-10 01:26:47.013777, cost_time=0:00:00.858387 2021-04-10 01:26:46,527 INFO : EVAL, epoch=0007, iter=00030/00040, fetch data time cost=0.31ms, fps=6886 images/s, loss=0.7727, top1-acc=74.31%, top5-acc=98.40%, remaining_time=0:00:00.410240, arrival_time=2021-04-10 01:26:46.937918, cost_time=0:00:01.230709 2021-04-10 01:26:46,868 INFO : EVAL, epoch=0007, iter=00040/00040, fetch data time cost=0.09ms, fps=6817 images/s, loss=0.7668, top1-acc=74.22%, top5-acc=98.36%, remaining_time=0:00:00, arrival_time=2021-04-10 01:26:46.868341, cost_time=0:00:01.571415 2021-04-10 01:26:46,996 INFO : Epoch=0007 complete, best val top1-acc=74.22%, top5-acc=98.36% (epoch=7), remaining_time=2:04:50.457766, arrival_time=2021-04-10 03:31:37.454602, cost_time=0:04:31.674633 2021-04-10 01:26:46,997 INFO : Train start, epoch=0008, lr=0.099698 2021-04-10 01:26:49,076 INFO : TRAIN, epoch=0008, iter=00010/00196, fetch data time cost=1.64ms, fps=1232 images/s, loss=0.5596, top1-acc=81.33%, top5-acc=98.79%, remaining_time=0:00:38.650614, arrival_time=2021-04-10 01:27:27.726720, cost_time=0:00:02.077988 2021-04-10 01:26:50,952 INFO : TRAIN, epoch=0008, iter=00020/00196, fetch data time cost=2.24ms, fps=1365 images/s, loss=0.5424, top1-acc=81.46%, top5-acc=99.00%, remaining_time=0:00:34.798368, arrival_time=2021-04-10 01:27:25.750967, cost_time=0:00:03.954352 2021-04-10 01:26:52,845 INFO : TRAIN, epoch=0008, iter=00030/00196, fetch data time cost=2.09ms, fps=1353 images/s, loss=0.5381, top1-acc=81.50%, top5-acc=99.08%, remaining_time=0:00:32.356720, arrival_time=2021-04-10 01:27:25.202394, cost_time=0:00:05.847605 2021-04-10 01:26:54,714 INFO : TRAIN, epoch=0008, iter=00040/00196, fetch data time cost=1.60ms, fps=1371 images/s, loss=0.5298, top1-acc=81.68%, top5-acc=99.09%, remaining_time=0:00:30.092400, arrival_time=2021-04-10 01:27:24.806531, cost_time=0:00:07.715989 2021-04-10 01:26:56,587 INFO : TRAIN, epoch=0008, iter=00050/00196, fetch data time cost=1.68ms, fps=1367 images/s, loss=0.5296, top1-acc=81.64%, top5-acc=99.10%, remaining_time=0:00:28.002070, arrival_time=2021-04-10 01:27:24.589885, cost_time=0:00:09.589748 2021-04-10 01:26:58,466 INFO : TRAIN, epoch=0008, iter=00060/00196, fetch data time cost=1.82ms, fps=1363 images/s, loss=0.5329, top1-acc=81.35%, top5-acc=99.12%, remaining_time=0:00:25.995176, arrival_time=2021-04-10 01:27:24.461684, cost_time=0:00:11.468450 2021-04-10 01:27:00,335 INFO : TRAIN, epoch=0008, iter=00070/00196, fetch data time cost=1.96ms, fps=1370 images/s, loss=0.5334, top1-acc=81.38%, top5-acc=99.11%, remaining_time=0:00:24.006906, arrival_time=2021-04-10 01:27:24.342116, cost_time=0:00:13.337161 2021-04-10 01:27:02,208 INFO : TRAIN, epoch=0008, iter=00080/00196, fetch data time cost=1.39ms, fps=1368 images/s, loss=0.5317, top1-acc=81.51%, top5-acc=99.09%, remaining_time=0:00:22.054152, arrival_time=2021-04-10 01:27:24.262040, cost_time=0:00:15.209794 2021-04-10 01:27:04,075 INFO : TRAIN, epoch=0008, iter=00090/00196, fetch data time cost=1.47ms, fps=1371 images/s, loss=0.5327, top1-acc=81.49%, top5-acc=99.11%, remaining_time=0:00:20.113606, arrival_time=2021-04-10 01:27:24.189178, cost_time=0:00:17.077552 2021-04-10 01:27:06,005 INFO : TRAIN, epoch=0008, iter=00100/00196, fetch data time cost=1.48ms, fps=1327 images/s, loss=0.5317, top1-acc=81.50%, top5-acc=99.11%, remaining_time=0:00:18.247008, arrival_time=2021-04-10 01:27:24.252406, cost_time=0:00:19.007338 2021-04-10 01:27:07,878 INFO : TRAIN, epoch=0008, iter=00110/00196, fetch data time cost=1.72ms, fps=1367 images/s, loss=0.5305, top1-acc=81.59%, top5-acc=99.09%, remaining_time=0:00:16.324950, arrival_time=2021-04-10 01:27:24.203781, cost_time=0:00:20.880797 2021-04-10 01:27:09,758 INFO : TRAIN, epoch=0008, iter=00120/00196, fetch data time cost=4.32ms, fps=1362 images/s, loss=0.5313, top1-acc=81.58%, top5-acc=99.09%, remaining_time=0:00:14.415148, arrival_time=2021-04-10 01:27:24.174021, cost_time=0:00:22.760753 2021-04-10 01:27:11,630 INFO : TRAIN, epoch=0008, iter=00130/00196, fetch data time cost=1.41ms, fps=1368 images/s, loss=0.5307, top1-acc=81.57%, top5-acc=99.11%, remaining_time=0:00:12.505746, arrival_time=2021-04-10 01:27:24.136284, cost_time=0:00:24.632558 2021-04-10 01:27:13,496 INFO : TRAIN, epoch=0008, iter=00140/00196, fetch data time cost=1.38ms, fps=1373 images/s, loss=0.5314, top1-acc=81.52%, top5-acc=99.10%, remaining_time=0:00:10.599232, arrival_time=2021-04-10 01:27:24.095372, cost_time=0:00:26.498019 2021-04-10 01:27:15,399 INFO : TRAIN, epoch=0008, iter=00150/00196, fetch data time cost=25.28ms, fps=1346 images/s, loss=0.5308, top1-acc=81.61%, top5-acc=99.11%, remaining_time=0:00:08.709732, arrival_time=2021-04-10 01:27:24.109078, cost_time=0:00:28.401353 2021-04-10 01:27:17,275 INFO : TRAIN, epoch=0008, iter=00160/00196, fetch data time cost=1.93ms, fps=1365 images/s, loss=0.5288, top1-acc=81.70%, top5-acc=99.12%, remaining_time=0:00:06.812352, arrival_time=2021-04-10 01:27:24.087429, cost_time=0:00:30.277044 2021-04-10 01:27:19,149 INFO : TRAIN, epoch=0008, iter=00170/00196, fetch data time cost=1.69ms, fps=1366 images/s, loss=0.5273, top1-acc=81.75%, top5-acc=99.12%, remaining_time=0:00:04.917302, arrival_time=2021-04-10 01:27:24.066901, cost_time=0:00:32.151513 2021-04-10 01:27:21,020 INFO : TRAIN, epoch=0008, iter=00180/00196, fetch data time cost=2.11ms, fps=1369 images/s, loss=0.5285, top1-acc=81.72%, top5-acc=99.10%, remaining_time=0:00:03.024192, arrival_time=2021-04-10 01:27:24.044372, cost_time=0:00:34.022134 2021-04-10 01:27:22,904 INFO : TRAIN, epoch=0008, iter=00190/00196, fetch data time cost=1.89ms, fps=1359 images/s, loss=0.5300, top1-acc=81.67%, top5-acc=99.08%, remaining_time=0:00:01.133886, arrival_time=2021-04-10 01:27:24.038306, cost_time=0:00:35.906440 2021-04-10 01:27:23,915 INFO : TRAIN, epoch=0008, iter=00196/00196, fetch data time cost=2.33ms, fps=1346 images/s, loss=0.5305, top1-acc=81.69%, top5-acc=99.07%, remaining_time=0:00:00, arrival_time=2021-04-10 01:27:23.915032, cost_time=0:00:36.917000 2021-04-10 01:27:24,398 INFO : EVAL, epoch=0008, iter=00010/00040, fetch data time cost=2.83ms, fps=5318 images/s, loss=0.6321, top1-acc=77.89%, top5-acc=98.83%, remaining_time=0:00:01.444020, arrival_time=2021-04-10 01:27:25.842094, cost_time=0:00:00.481335 2021-04-10 01:27:24,763 INFO : EVAL, epoch=0008, iter=00020/00040, fetch data time cost=1.93ms, fps=7013 images/s, loss=0.6299, top1-acc=78.09%, top5-acc=98.98%, remaining_time=0:00:00.846880, arrival_time=2021-04-10 01:27:25.610540, cost_time=0:00:00.846870 2021-04-10 01:27:25,130 INFO : EVAL, epoch=0008, iter=00030/00040, fetch data time cost=1.79ms, fps=6990 images/s, loss=0.6274, top1-acc=78.61%, top5-acc=98.91%, remaining_time=0:00:00.404600, arrival_time=2021-04-10 01:27:25.535120, cost_time=0:00:01.213787 2021-04-10 01:27:25,484 INFO : EVAL, epoch=0008, iter=00040/00040, fetch data time cost=0.12ms, fps=6574 images/s, loss=0.6146, top1-acc=78.76%, top5-acc=98.78%, remaining_time=0:00:00, arrival_time=2021-04-10 01:27:25.483960, cost_time=0:00:01.567216 2021-04-10 01:27:25,739 INFO : Epoch=0008 complete, best val top1-acc=78.76%, top5-acc=98.78% (epoch=8), remaining_time=2:04:10.016256, arrival_time=2021-04-10 03:31:35.755801, cost_time=0:05:10.417344 2021-04-10 01:27:25,740 INFO : Train start, epoch=0009, lr=0.099606 2021-04-10 01:27:27,775 INFO : TRAIN, epoch=0009, iter=00010/00196, fetch data time cost=1.53ms, fps=1258 images/s, loss=0.5259, top1-acc=81.91%, top5-acc=99.22%, remaining_time=0:00:37.840026, arrival_time=2021-04-10 01:28:05.615289, cost_time=0:00:02.034411 2021-04-10 01:27:29,646 INFO : TRAIN, epoch=0009, iter=00020/00196, fetch data time cost=1.37ms, fps=1369 images/s, loss=0.4968, top1-acc=82.54%, top5-acc=99.36%, remaining_time=0:00:34.368048, arrival_time=2021-04-10 01:28:04.014314, cost_time=0:00:03.905467 2021-04-10 01:27:31,525 INFO : TRAIN, epoch=0009, iter=00030/00196, fetch data time cost=1.77ms, fps=1363 images/s, loss=0.4998, top1-acc=82.59%, top5-acc=99.13%, remaining_time=0:00:32.009780, arrival_time=2021-04-10 01:28:03.535517, cost_time=0:00:05.784886 2021-04-10 01:27:33,407 INFO : TRAIN, epoch=0009, iter=00040/00196, fetch data time cost=1.91ms, fps=1361 images/s, loss=0.4973, top1-acc=82.84%, top5-acc=99.06%, remaining_time=0:00:29.900988, arrival_time=2021-04-10 01:28:03.308743, cost_time=0:00:07.666921 2021-04-10 01:27:35,285 INFO : TRAIN, epoch=0009, iter=00050/00196, fetch data time cost=1.57ms, fps=1364 images/s, loss=0.5001, top1-acc=82.77%, top5-acc=99.09%, remaining_time=0:00:27.870670, arrival_time=2021-04-10 01:28:03.156295, cost_time=0:00:09.544735 2021-04-10 01:27:37,157 INFO : TRAIN, epoch=0009, iter=00060/00196, fetch data time cost=1.55ms, fps=1368 images/s, loss=0.5041, top1-acc=82.66%, top5-acc=99.02%, remaining_time=0:00:25.876992, arrival_time=2021-04-10 01:28:03.034233, cost_time=0:00:11.416299 2021-04-10 01:27:39,046 INFO : TRAIN, epoch=0009, iter=00070/00196, fetch data time cost=1.90ms, fps=1356 images/s, loss=0.5032, top1-acc=82.75%, top5-acc=98.99%, remaining_time=0:00:23.949954, arrival_time=2021-04-10 01:28:02.996465, cost_time=0:00:13.305547 2021-04-10 01:27:40,919 INFO : TRAIN, epoch=0009, iter=00080/00196, fetch data time cost=1.45ms, fps=1367 images/s, loss=0.5022, top1-acc=82.71%, top5-acc=99.01%, remaining_time=0:00:22.009376, arrival_time=2021-04-10 01:28:02.928994, cost_time=0:00:15.178853 2021-04-10 01:27:42,790 INFO : TRAIN, epoch=0009, iter=00090/00196, fetch data time cost=1.62ms, fps=1369 images/s, loss=0.4992, top1-acc=82.83%, top5-acc=98.99%, remaining_time=0:00:20.080640, arrival_time=2021-04-10 01:28:02.871094, cost_time=0:00:17.049619 2021-04-10 01:27:44,659 INFO : TRAIN, epoch=0009, iter=00100/00196, fetch data time cost=1.63ms, fps=1370 images/s, loss=0.4988, top1-acc=82.74%, top5-acc=99.03%, remaining_time=0:00:18.161664, arrival_time=2021-04-10 01:28:02.820854, cost_time=0:00:18.918399 2021-04-10 01:27:46,541 INFO : TRAIN, epoch=0009, iter=00110/00196, fetch data time cost=1.56ms, fps=1361 images/s, loss=0.4966, top1-acc=82.84%, top5-acc=99.04%, remaining_time=0:00:16.262170, arrival_time=2021-04-10 01:28:02.803465, cost_time=0:00:20.800467 2021-04-10 01:27:48,415 INFO : TRAIN, epoch=0009, iter=00120/00196, fetch data time cost=1.49ms, fps=1366 images/s, loss=0.4968, top1-acc=82.83%, top5-acc=99.08%, remaining_time=0:00:14.360732, arrival_time=2021-04-10 01:28:02.776445, cost_time=0:00:22.674859 2021-04-10 01:27:50,297 INFO : TRAIN, epoch=0009, iter=00130/00196, fetch data time cost=1.99ms, fps=1361 images/s, loss=0.4969, top1-acc=82.82%, top5-acc=99.07%, remaining_time=0:00:12.467070, arrival_time=2021-04-10 01:28:02.764201, cost_time=0:00:24.556350 2021-04-10 01:27:52,181 INFO : TRAIN, epoch=0009, iter=00140/00196, fetch data time cost=1.97ms, fps=1359 images/s, loss=0.4956, top1-acc=82.87%, top5-acc=99.10%, remaining_time=0:00:10.576328, arrival_time=2021-04-10 01:28:02.757884, cost_time=0:00:26.440754 2021-04-10 01:27:54,059 INFO : TRAIN, epoch=0009, iter=00150/00196, fetch data time cost=1.83ms, fps=1364 images/s, loss=0.4977, top1-acc=82.79%, top5-acc=99.11%, remaining_time=0:00:08.684432, arrival_time=2021-04-10 01:28:02.744061, cost_time=0:00:28.318837 2021-04-10 01:27:55,946 INFO : TRAIN, epoch=0009, iter=00160/00196, fetch data time cost=2.19ms, fps=1357 images/s, loss=0.4983, top1-acc=82.78%, top5-acc=99.12%, remaining_time=0:00:06.796188, arrival_time=2021-04-10 01:28:02.742257, cost_time=0:00:30.205289 2021-04-10 01:27:57,824 INFO : TRAIN, epoch=0009, iter=00170/00196, fetch data time cost=1.43ms, fps=1363 images/s, loss=0.4970, top1-acc=82.82%, top5-acc=99.13%, remaining_time=0:00:04.906876, arrival_time=2021-04-10 01:28:02.731114, cost_time=0:00:32.083470 2021-04-10 01:27:59,689 INFO : TRAIN, epoch=0009, iter=00180/00196, fetch data time cost=3.00ms, fps=1373 images/s, loss=0.4979, top1-acc=82.81%, top5-acc=99.12%, remaining_time=0:00:03.017664, arrival_time=2021-04-10 01:28:02.707277, cost_time=0:00:33.948747 2021-04-10 01:28:01,579 INFO : TRAIN, epoch=0009, iter=00190/00196, fetch data time cost=1.56ms, fps=1355 images/s, loss=0.4974, top1-acc=82.85%, top5-acc=99.13%, remaining_time=0:00:01.131750, arrival_time=2021-04-10 01:28:02.711218, cost_time=0:00:35.838669 2021-04-10 01:28:02,612 INFO : TRAIN, epoch=0009, iter=00196/00196, fetch data time cost=2.70ms, fps=1318 images/s, loss=0.4968, top1-acc=82.86%, top5-acc=99.14%, remaining_time=0:00:00, arrival_time=2021-04-10 01:28:02.611977, cost_time=0:00:36.871069 2021-04-10 01:28:03,127 INFO : EVAL, epoch=0009, iter=00010/00040, fetch data time cost=5.15ms, fps=4994 images/s, loss=0.6871, top1-acc=75.74%, top5-acc=98.79%, remaining_time=0:00:01.537800, arrival_time=2021-04-10 01:28:04.665640, cost_time=0:00:00.512597 2021-04-10 01:28:03,493 INFO : EVAL, epoch=0009, iter=00020/00040, fetch data time cost=1.83ms, fps=7015 images/s, loss=0.6950, top1-acc=76.00%, top5-acc=98.46%, remaining_time=0:00:00.877940, arrival_time=2021-04-10 01:28:04.371107, cost_time=0:00:00.877948 2021-04-10 01:28:03,868 INFO : EVAL, epoch=0009, iter=00030/00040, fetch data time cost=0.74ms, fps=6836 images/s, loss=0.6905, top1-acc=76.63%, top5-acc=98.45%, remaining_time=0:00:00.417590, arrival_time=2021-04-10 01:28:04.285695, cost_time=0:00:01.252761 2021-04-10 01:28:04,206 INFO : EVAL, epoch=0009, iter=00040/00040, fetch data time cost=0.10ms, fps=6878 images/s, loss=0.7022, top1-acc=76.60%, top5-acc=98.49%, remaining_time=0:00:00, arrival_time=2021-04-10 01:28:04.205985, cost_time=0:00:01.590736 2021-04-10 01:28:04,339 INFO : Epoch=0009 complete, best val top1-acc=78.76%, top5-acc=98.78% (epoch=8), remaining_time=2:03:26.914105, arrival_time=2021-04-10 03:31:31.253238, cost_time=0:05:49.016897 2021-04-10 01:28:04,340 INFO : Train start, epoch=0010, lr=0.099501 2021-04-10 01:28:06,419 INFO : TRAIN, epoch=0010, iter=00010/00196, fetch data time cost=1.60ms, fps=1231 images/s, loss=0.4608, top1-acc=84.49%, top5-acc=99.30%, remaining_time=0:00:38.664936, arrival_time=2021-04-10 01:28:45.084792, cost_time=0:00:02.078762 2021-04-10 01:28:08,292 INFO : TRAIN, epoch=0010, iter=00020/00196, fetch data time cost=1.84ms, fps=1368 images/s, loss=0.4697, top1-acc=83.95%, top5-acc=99.30%, remaining_time=0:00:34.773376, arrival_time=2021-04-10 01:28:43.065965, cost_time=0:00:03.951528 2021-04-10 01:28:10,170 INFO : TRAIN, epoch=0010, iter=00030/00196, fetch data time cost=1.47ms, fps=1364 images/s, loss=0.4728, top1-acc=83.87%, top5-acc=99.26%, remaining_time=0:00:32.252804, arrival_time=2021-04-10 01:28:42.422717, cost_time=0:00:05.828814 2021-04-10 01:28:12,042 INFO : TRAIN, epoch=0010, iter=00040/00196, fetch data time cost=1.37ms, fps=1368 images/s, loss=0.4698, top1-acc=83.84%, top5-acc=99.34%, remaining_time=0:00:30.034680, arrival_time=2021-04-10 01:28:42.077002, cost_time=0:00:07.701207 2021-04-10 01:28:13,920 INFO : TRAIN, epoch=0010, iter=00050/00196, fetch data time cost=1.42ms, fps=1363 images/s, loss=0.4659, top1-acc=84.02%, top5-acc=99.40%, remaining_time=0:00:27.972578, arrival_time=2021-04-10 01:28:41.893362, cost_time=0:00:09.579632 2021-04-10 01:28:15,794 INFO : TRAIN, epoch=0010, iter=00060/00196, fetch data time cost=1.52ms, fps=1368 images/s, loss=0.4684, top1-acc=84.02%, top5-acc=99.34%, remaining_time=0:00:25.956552, arrival_time=2021-04-10 01:28:41.748977, cost_time=0:00:11.451426 2021-04-10 01:28:17,668 INFO : TRAIN, epoch=0010, iter=00070/00196, fetch data time cost=2.18ms, fps=1366 images/s, loss=0.4683, top1-acc=84.01%, top5-acc=99.27%, remaining_time=0:00:23.989644, arrival_time=2021-04-10 01:28:41.658352, cost_time=0:00:13.327596 2021-04-10 01:28:19,540 INFO : TRAIN, epoch=0010, iter=00080/00196, fetch data time cost=2.21ms, fps=1368 images/s, loss=0.4671, top1-acc=83.97%, top5-acc=99.28%, remaining_time=0:00:22.039768, arrival_time=2021-04-10 01:28:41.580641, cost_time=0:00:15.199847 2021-04-10 01:28:21,414 INFO : TRAIN, epoch=0010, iter=00090/00196, fetch data time cost=1.85ms, fps=1367 images/s, loss=0.4672, top1-acc=83.99%, top5-acc=99.27%, remaining_time=0:00:20.108518, arrival_time=2021-04-10 01:28:41.522897, cost_time=0:00:17.073310 2021-04-10 01:28:23,282 INFO : TRAIN, epoch=0010, iter=00100/00196, fetch data time cost=2.06ms, fps=1371 images/s, loss=0.4709, top1-acc=83.86%, top5-acc=99.26%, remaining_time=0:00:18.183360, arrival_time=2021-04-10 01:28:41.465349, cost_time=0:00:18.941012 2021-04-10 01:28:25,162 INFO : TRAIN, epoch=0010, iter=00110/00196, fetch data time cost=2.27ms, fps=1362 images/s, loss=0.4729, top1-acc=83.81%, top5-acc=99.24%, remaining_time=0:00:16.278166, arrival_time=2021-04-10 01:28:41.440114, cost_time=0:00:20.820927 2021-04-10 01:28:27,031 INFO : TRAIN, epoch=0010, iter=00120/00196, fetch data time cost=2.28ms, fps=1370 images/s, loss=0.4739, top1-acc=83.79%, top5-acc=99.26%, remaining_time=0:00:14.370460, arrival_time=2021-04-10 01:28:41.401705, cost_time=0:00:22.690209 2021-04-10 01:28:28,909 INFO : TRAIN, epoch=0010, iter=00130/00196, fetch data time cost=1.58ms, fps=1363 images/s, loss=0.4744, top1-acc=83.80%, top5-acc=99.24%, remaining_time=0:00:12.473340, arrival_time=2021-04-10 01:28:41.383110, cost_time=0:00:24.568764 2021-04-10 01:28:30,788 INFO : TRAIN, epoch=0010, iter=00140/00196, fetch data time cost=1.93ms, fps=1363 images/s, loss=0.4714, top1-acc=83.81%, top5-acc=99.27%, remaining_time=0:00:10.579184, arrival_time=2021-04-10 01:28:41.368121, cost_time=0:00:26.447928 2021-04-10 01:28:32,668 INFO : TRAIN, epoch=0010, iter=00150/00196, fetch data time cost=1.42ms, fps=1362 images/s, loss=0.4713, top1-acc=83.80%, top5-acc=99.25%, remaining_time=0:00:08.687100, arrival_time=2021-04-10 01:28:41.355726, cost_time=0:00:28.327476 2021-04-10 01:28:34,536 INFO : TRAIN, epoch=0010, iter=00160/00196, fetch data time cost=2.06ms, fps=1371 images/s, loss=0.4722, top1-acc=83.71%, top5-acc=99.25%, remaining_time=0:00:06.793848, arrival_time=2021-04-10 01:28:41.329901, cost_time=0:00:30.194951 2021-04-10 01:28:36,414 INFO : TRAIN, epoch=0010, iter=00170/00196, fetch data time cost=1.61ms, fps=1364 images/s, loss=0.4720, top1-acc=83.69%, top5-acc=99.26%, remaining_time=0:00:04.905316, arrival_time=2021-04-10 01:28:41.319597, cost_time=0:00:32.073163 2021-04-10 01:28:38,304 INFO : TRAIN, epoch=0010, iter=00180/00196, fetch data time cost=2.05ms, fps=1355 images/s, loss=0.4715, top1-acc=83.70%, top5-acc=99.25%, remaining_time=0:00:03.018928, arrival_time=2021-04-10 01:28:41.322918, cost_time=0:00:33.962883 2021-04-10 01:28:40,194 INFO : TRAIN, epoch=0010, iter=00190/00196, fetch data time cost=1.77ms, fps=1355 images/s, loss=0.4717, top1-acc=83.69%, top5-acc=99.25%, remaining_time=0:00:01.132194, arrival_time=2021-04-10 01:28:41.326154, cost_time=0:00:35.852858 2021-04-10 01:28:41,239 INFO : TRAIN, epoch=0010, iter=00196/00196, fetch data time cost=1.74ms, fps=1302 images/s, loss=0.4723, top1-acc=83.71%, top5-acc=99.24%, remaining_time=0:00:00, arrival_time=2021-04-10 01:28:41.239172, cost_time=0:00:36.898183 2021-04-10 01:28:41,725 INFO : EVAL, epoch=0010, iter=00010/00040, fetch data time cost=0.40ms, fps=5284 images/s, loss=0.6956, top1-acc=75.62%, top5-acc=98.32%, remaining_time=0:00:01.453230, arrival_time=2021-04-10 01:28:43.178585, cost_time=0:00:00.484413 2021-04-10 01:28:42,097 INFO : EVAL, epoch=0010, iter=00020/00040, fetch data time cost=1.85ms, fps=6888 images/s, loss=0.7187, top1-acc=76.05%, top5-acc=98.26%, remaining_time=0:00:00.856580, arrival_time=2021-04-10 01:28:42.954269, cost_time=0:00:00.856576 2021-04-10 01:28:42,463 INFO : EVAL, epoch=0010, iter=00030/00040, fetch data time cost=1.54ms, fps=7014 images/s, loss=0.7322, top1-acc=75.90%, top5-acc=98.32%, remaining_time=0:00:00.407450, arrival_time=2021-04-10 01:28:42.870750, cost_time=0:00:01.222364 2021-04-10 01:28:42,804 INFO : EVAL, epoch=0010, iter=00040/00040, fetch data time cost=0.10ms, fps=6800 images/s, loss=0.7078, top1-acc=76.13%, top5-acc=98.35%, remaining_time=0:00:00, arrival_time=2021-04-10 01:28:42.804931, cost_time=0:00:01.564051 2021-04-10 01:28:42,933 INFO : Epoch=0010 complete, best val top1-acc=78.76%, top5-acc=98.78% (epoch=8), remaining_time=2:02:44.606720, arrival_time=2021-04-10 03:31:27.539792, cost_time=0:06:27.610878 2021-04-10 01:28:42,934 INFO : Train start, epoch=0011, lr=0.099384 2021-04-10 01:28:45,014 INFO : TRAIN, epoch=0011, iter=00010/00196, fetch data time cost=3.25ms, fps=1231 images/s, loss=0.4295, top1-acc=84.65%, top5-acc=99.37%, remaining_time=0:00:38.691906, arrival_time=2021-04-10 01:29:23.706572, cost_time=0:00:02.080212 2021-04-10 01:28:46,947 INFO : TRAIN, epoch=0011, iter=00020/00196, fetch data time cost=1.88ms, fps=1325 images/s, loss=0.4522, top1-acc=83.91%, top5-acc=99.34%, remaining_time=0:00:35.317744, arrival_time=2021-04-10 01:29:22.265539, cost_time=0:00:04.013374 2021-04-10 01:28:48,829 INFO : TRAIN, epoch=0011, iter=00030/00196, fetch data time cost=2.21ms, fps=1361 images/s, loss=0.4475, top1-acc=84.14%, top5-acc=99.37%, remaining_time=0:00:32.615514, arrival_time=2021-04-10 01:29:21.444448, cost_time=0:00:05.894368 2021-04-10 01:28:50,698 INFO : TRAIN, epoch=0011, iter=00040/00196, fetch data time cost=1.61ms, fps=1370 images/s, loss=0.4474, top1-acc=84.21%, top5-acc=99.37%, remaining_time=0:00:30.280224, arrival_time=2021-04-10 01:29:20.978714, cost_time=0:00:07.764166 2021-04-10 01:28:52,572 INFO : TRAIN, epoch=0011, iter=00050/00196, fetch data time cost=1.82ms, fps=1366 images/s, loss=0.4432, top1-acc=84.46%, top5-acc=99.41%, remaining_time=0:00:28.143690, arrival_time=2021-04-10 01:29:20.716385, cost_time=0:00:09.638251 2021-04-10 01:28:54,447 INFO : TRAIN, epoch=0011, iter=00060/00196, fetch data time cost=1.67ms, fps=1366 images/s, loss=0.4421, top1-acc=84.63%, top5-acc=99.41%, remaining_time=0:00:26.096632, arrival_time=2021-04-10 01:29:20.544207, cost_time=0:00:11.513223 2021-04-10 01:28:56,328 INFO : TRAIN, epoch=0011, iter=00070/00196, fetch data time cost=2.33ms, fps=1361 images/s, loss=0.4474, top1-acc=84.33%, top5-acc=99.36%, remaining_time=0:00:24.109470, arrival_time=2021-04-10 01:29:20.437993, cost_time=0:00:13.394126 2021-04-10 01:28:58,194 INFO : TRAIN, epoch=0011, iter=00080/00196, fetch data time cost=1.53ms, fps=1372 images/s, loss=0.4445, top1-acc=84.44%, top5-acc=99.37%, remaining_time=0:00:22.127464, arrival_time=2021-04-10 01:29:20.322104, cost_time=0:00:15.260307 2021-04-10 01:29:00,069 INFO : TRAIN, epoch=0011, iter=00090/00196, fetch data time cost=1.48ms, fps=1366 images/s, loss=0.4398, top1-acc=84.57%, top5-acc=99.38%, remaining_time=0:00:20.181552, arrival_time=2021-04-10 01:29:20.251275, cost_time=0:00:17.135275 2021-04-10 01:29:01,952 INFO : TRAIN, epoch=0011, iter=00100/00196, fetch data time cost=1.47ms, fps=1361 images/s, loss=0.4443, top1-acc=84.38%, top5-acc=99.37%, remaining_time=0:00:18.257184, arrival_time=2021-04-10 01:29:20.209338, cost_time=0:00:19.017878 2021-04-10 01:29:03,823 INFO : TRAIN, epoch=0011, iter=00110/00196, fetch data time cost=1.72ms, fps=1368 images/s, loss=0.4459, top1-acc=84.36%, top5-acc=99.37%, remaining_time=0:00:16.331744, arrival_time=2021-04-10 01:29:20.155615, cost_time=0:00:20.889419 2021-04-10 01:29:05,696 INFO : TRAIN, epoch=0011, iter=00120/00196, fetch data time cost=1.39ms, fps=1368 images/s, loss=0.4460, top1-acc=84.42%, top5-acc=99.37%, remaining_time=0:00:14.415908, arrival_time=2021-04-10 01:29:20.112221, cost_time=0:00:22.761941 2021-04-10 01:29:07,562 INFO : TRAIN, epoch=0011, iter=00130/00196, fetch data time cost=2.49ms, fps=1373 images/s, loss=0.4450, top1-acc=84.47%, top5-acc=99.37%, remaining_time=0:00:12.503304, arrival_time=2021-04-10 01:29:20.065504, cost_time=0:00:24.627772 2021-04-10 01:29:09,439 INFO : TRAIN, epoch=0011, iter=00140/00196, fetch data time cost=2.01ms, fps=1364 images/s, loss=0.4473, top1-acc=84.39%, top5-acc=99.36%, remaining_time=0:00:10.602032, arrival_time=2021-04-10 01:29:20.041485, cost_time=0:00:26.505013 2021-04-10 01:29:11,322 INFO : TRAIN, epoch=0011, iter=00150/00196, fetch data time cost=1.41ms, fps=1360 images/s, loss=0.4509, top1-acc=84.31%, top5-acc=99.33%, remaining_time=0:00:08.705500, arrival_time=2021-04-10 01:29:20.027444, cost_time=0:00:28.387494 2021-04-10 01:29:13,196 INFO : TRAIN, epoch=0011, iter=00160/00196, fetch data time cost=1.61ms, fps=1366 images/s, loss=0.4500, top1-acc=84.37%, top5-acc=99.34%, remaining_time=0:00:06.808896, arrival_time=2021-04-10 01:29:20.005145, cost_time=0:00:30.261779 2021-04-10 01:29:15,067 INFO : TRAIN, epoch=0011, iter=00170/00196, fetch data time cost=2.20ms, fps=1369 images/s, loss=0.4507, top1-acc=84.36%, top5-acc=99.35%, remaining_time=0:00:04.914468, arrival_time=2021-04-10 01:29:19.981929, cost_time=0:00:32.133023 2021-04-10 01:29:16,933 INFO : TRAIN, epoch=0011, iter=00180/00196, fetch data time cost=1.45ms, fps=1373 images/s, loss=0.4511, top1-acc=84.33%, top5-acc=99.34%, remaining_time=0:00:03.022128, arrival_time=2021-04-10 01:29:19.955548, cost_time=0:00:33.998980 2021-04-10 01:29:18,808 INFO : TRAIN, epoch=0011, iter=00190/00196, fetch data time cost=1.85ms, fps=1366 images/s, loss=0.4496, top1-acc=84.33%, top5-acc=99.36%, remaining_time=0:00:01.132866, arrival_time=2021-04-10 01:29:19.941292, cost_time=0:00:35.874088 2021-04-10 01:29:19,815 INFO : TRAIN, epoch=0011, iter=00196/00196, fetch data time cost=2.45ms, fps=1352 images/s, loss=0.4501, top1-acc=84.34%, top5-acc=99.36%, remaining_time=0:00:00, arrival_time=2021-04-10 01:29:19.815200, cost_time=0:00:36.880869 2021-04-10 01:29:20,303 INFO : EVAL, epoch=0011, iter=00010/00040, fetch data time cost=2.42ms, fps=5261 images/s, loss=1.0690, top1-acc=70.66%, top5-acc=97.19%, remaining_time=0:00:01.459740, arrival_time=2021-04-10 01:29:21.763595, cost_time=0:00:00.486581 2021-04-10 01:29:20,672 INFO : EVAL, epoch=0011, iter=00020/00040, fetch data time cost=2.06ms, fps=6960 images/s, loss=1.0873, top1-acc=70.74%, top5-acc=97.17%, remaining_time=0:00:00.855060, arrival_time=2021-04-10 01:29:21.527311, cost_time=0:00:00.855068 2021-04-10 01:29:21,036 INFO : EVAL, epoch=0011, iter=00030/00040, fetch data time cost=1.72ms, fps=7042 images/s, loss=1.1192, top1-acc=70.22%, top5-acc=97.29%, remaining_time=0:00:00.406340, arrival_time=2021-04-10 01:29:21.442537, cost_time=0:00:01.219028 2021-04-10 01:29:21,371 INFO : EVAL, epoch=0011, iter=00040/00040, fetch data time cost=0.08ms, fps=6921 images/s, loss=1.1541, top1-acc=69.96%, top5-acc=97.35%, remaining_time=0:00:00, arrival_time=2021-04-10 01:29:21.371742, cost_time=0:00:01.554594 2021-04-10 01:29:21,444 INFO : Epoch=0011 complete, best val top1-acc=78.76%, top5-acc=98.78% (epoch=8), remaining_time=2:02:01.551741, arrival_time=2021-04-10 03:31:22.995987, cost_time=0:07:06.122055 2021-04-10 01:29:21,445 INFO : Train start, epoch=0012, lr=0.099255 2021-04-10 01:29:23,542 INFO : TRAIN, epoch=0012, iter=00010/00196, fetch data time cost=1.91ms, fps=1221 images/s, loss=0.4692, top1-acc=83.83%, top5-acc=99.41%, remaining_time=0:00:38.999922, arrival_time=2021-04-10 01:30:02.542157, cost_time=0:00:02.096766 2021-04-10 01:29:25,418 INFO : TRAIN, epoch=0012, iter=00020/00196, fetch data time cost=1.67ms, fps=1365 images/s, loss=0.4475, top1-acc=84.34%, top5-acc=99.39%, remaining_time=0:00:34.957824, arrival_time=2021-04-10 01:30:00.375884, cost_time=0:00:03.972481 2021-04-10 01:29:27,302 INFO : TRAIN, epoch=0012, iter=00030/00196, fetch data time cost=2.11ms, fps=1359 images/s, loss=0.4444, top1-acc=84.41%, top5-acc=99.36%, remaining_time=0:00:32.406686, arrival_time=2021-04-10 01:29:59.708974, cost_time=0:00:05.856637 2021-04-10 01:29:29,187 INFO : TRAIN, epoch=0012, iter=00040/00196, fetch data time cost=1.46ms, fps=1358 images/s, loss=0.4458, top1-acc=84.52%, top5-acc=99.30%, remaining_time=0:00:30.195828, arrival_time=2021-04-10 01:29:59.383744, cost_time=0:00:07.742522 2021-04-10 01:29:31,069 INFO : TRAIN, epoch=0012, iter=00050/00196, fetch data time cost=1.92ms, fps=1361 images/s, loss=0.4480, top1-acc=84.45%, top5-acc=99.34%, remaining_time=0:00:28.103102, arrival_time=2021-04-10 01:29:59.172932, cost_time=0:00:09.624338 2021-04-10 01:29:32,944 INFO : TRAIN, epoch=0012, iter=00060/00196, fetch data time cost=1.81ms, fps=1366 images/s, loss=0.4393, top1-acc=84.72%, top5-acc=99.37%, remaining_time=0:00:26.064400, arrival_time=2021-04-10 01:29:59.008871, cost_time=0:00:11.498980 2021-04-10 01:29:34,823 INFO : TRAIN, epoch=0012, iter=00070/00196, fetch data time cost=1.79ms, fps=1363 images/s, loss=0.4380, top1-acc=84.79%, top5-acc=99.34%, remaining_time=0:00:24.079986, arrival_time=2021-04-10 01:29:58.903286, cost_time=0:00:13.377783 2021-04-10 01:29:36,714 INFO : TRAIN, epoch=0012, iter=00080/00196, fetch data time cost=2.79ms, fps=1355 images/s, loss=0.4406, top1-acc=84.81%, top5-acc=99.35%, remaining_time=0:00:22.139760, arrival_time=2021-04-10 01:29:58.854007, cost_time=0:00:15.268824 2021-04-10 01:29:38,591 INFO : TRAIN, epoch=0012, iter=00090/00196, fetch data time cost=1.69ms, fps=1364 images/s, loss=0.4436, top1-acc=84.70%, top5-acc=99.35%, remaining_time=0:00:20.193848, arrival_time=2021-04-10 01:29:58.784971, cost_time=0:00:17.145729 2021-04-10 01:29:40,465 INFO : TRAIN, epoch=0012, iter=00100/00196, fetch data time cost=2.11ms, fps=1366 images/s, loss=0.4439, top1-acc=84.65%, top5-acc=99.35%, remaining_time=0:00:18.259008, arrival_time=2021-04-10 01:29:58.724308, cost_time=0:00:19.019807 2021-04-10 01:29:42,339 INFO : TRAIN, epoch=0012, iter=00110/00196, fetch data time cost=1.48ms, fps=1366 images/s, loss=0.4394, top1-acc=84.80%, top5-acc=99.36%, remaining_time=0:00:16.335528, arrival_time=2021-04-10 01:29:58.675205, cost_time=0:00:20.894263 2021-04-10 01:29:44,211 INFO : TRAIN, epoch=0012, iter=00120/00196, fetch data time cost=2.12ms, fps=1368 images/s, loss=0.4372, top1-acc=84.90%, top5-acc=99.39%, remaining_time=0:00:14.418112, arrival_time=2021-04-10 01:29:58.629015, cost_time=0:00:22.765441 2021-04-10 01:29:46,088 INFO : TRAIN, epoch=0012, iter=00130/00196, fetch data time cost=1.88ms, fps=1364 images/s, loss=0.4357, top1-acc=84.98%, top5-acc=99.39%, remaining_time=0:00:12.511158, arrival_time=2021-04-10 01:29:58.599765, cost_time=0:00:24.643162 2021-04-10 01:29:47,958 INFO : TRAIN, epoch=0012, iter=00140/00196, fetch data time cost=1.34ms, fps=1370 images/s, loss=0.4375, top1-acc=84.97%, top5-acc=99.38%, remaining_time=0:00:10.605112, arrival_time=2021-04-10 01:29:58.563287, cost_time=0:00:26.512744 2021-04-10 01:29:49,827 INFO : TRAIN, epoch=0012, iter=00150/00196, fetch data time cost=1.58ms, fps=1370 images/s, loss=0.4388, top1-acc=84.91%, top5-acc=99.37%, remaining_time=0:00:08.703706, arrival_time=2021-04-10 01:29:58.530861, cost_time=0:00:28.381694 2021-04-10 01:29:51,728 INFO : TRAIN, epoch=0012, iter=00160/00196, fetch data time cost=1.74ms, fps=1347 images/s, loss=0.4393, top1-acc=84.90%, top5-acc=99.36%, remaining_time=0:00:06.813648, arrival_time=2021-04-10 01:29:58.541920, cost_time=0:00:30.282866 2021-04-10 01:29:53,605 INFO : TRAIN, epoch=0012, iter=00170/00196, fetch data time cost=1.77ms, fps=1365 images/s, loss=0.4383, top1-acc=84.92%, top5-acc=99.37%, remaining_time=0:00:04.918498, arrival_time=2021-04-10 01:29:58.523409, cost_time=0:00:32.159406 2021-04-10 01:29:55,500 INFO : TRAIN, epoch=0012, iter=00180/00196, fetch data time cost=2.16ms, fps=1351 images/s, loss=0.4377, top1-acc=84.93%, top5-acc=99.37%, remaining_time=0:00:03.027072, arrival_time=2021-04-10 01:29:58.527055, cost_time=0:00:34.054472 2021-04-10 01:29:57,374 INFO : TRAIN, epoch=0012, iter=00190/00196, fetch data time cost=1.29ms, fps=1366 images/s, loss=0.4372, top1-acc=84.98%, top5-acc=99.37%, remaining_time=0:00:01.134600, arrival_time=2021-04-10 01:29:58.509117, cost_time=0:00:35.929090 2021-04-10 01:29:58,387 INFO : TRAIN, epoch=0012, iter=00196/00196, fetch data time cost=1.82ms, fps=1344 images/s, loss=0.4369, top1-acc=85.02%, top5-acc=99.37%, remaining_time=0:00:00, arrival_time=2021-04-10 01:29:58.387376, cost_time=0:00:36.941944 2021-04-10 01:29:58,875 INFO : EVAL, epoch=0012, iter=00010/00040, fetch data time cost=0.29ms, fps=5280 images/s, loss=0.5677, top1-acc=81.25%, top5-acc=98.71%, remaining_time=0:00:01.454580, arrival_time=2021-04-10 01:30:00.329529, cost_time=0:00:00.484858 2021-04-10 01:29:59,243 INFO : EVAL, epoch=0012, iter=00020/00040, fetch data time cost=1.80ms, fps=6963 images/s, loss=0.5565, top1-acc=81.09%, top5-acc=98.96%, remaining_time=0:00:00.852900, arrival_time=2021-04-10 01:30:00.095942, cost_time=0:00:00.852901 2021-04-10 01:29:59,612 INFO : EVAL, epoch=0012, iter=00030/00040, fetch data time cost=1.41ms, fps=6940 images/s, loss=0.5594, top1-acc=81.02%, top5-acc=99.00%, remaining_time=0:00:00.407430, arrival_time=2021-04-10 01:30:00.019819, cost_time=0:00:01.222287 2021-04-10 01:29:59,957 INFO : EVAL, epoch=0012, iter=00040/00040, fetch data time cost=0.17ms, fps=6724 images/s, loss=0.5723, top1-acc=80.89%, top5-acc=99.00%, remaining_time=0:00:00, arrival_time=2021-04-10 01:29:59.957852, cost_time=0:00:01.567713 2021-04-10 01:30:00,175 INFO : Epoch=0012 complete, best val top1-acc=80.89%, top5-acc=99.00% (epoch=12), remaining_time=2:01:22.702076, arrival_time=2021-04-10 03:31:22.877593, cost_time=0:07:44.853325 2021-04-10 01:30:00,176 INFO : Train start, epoch=0013, lr=0.099114 2021-04-10 01:30:02,276 INFO : TRAIN, epoch=0013, iter=00010/00196, fetch data time cost=1.65ms, fps=1219 images/s, loss=0.4451, top1-acc=84.69%, top5-acc=98.95%, remaining_time=0:00:39.057582, arrival_time=2021-04-10 01:30:41.334285, cost_time=0:00:02.099867 2021-04-10 01:30:04,146 INFO : TRAIN, epoch=0013, iter=00020/00196, fetch data time cost=1.92ms, fps=1370 images/s, loss=0.4184, top1-acc=85.55%, top5-acc=99.10%, remaining_time=0:00:34.931952, arrival_time=2021-04-10 01:30:39.078322, cost_time=0:00:03.969536 2021-04-10 01:30:06,024 INFO : TRAIN, epoch=0013, iter=00030/00196, fetch data time cost=1.97ms, fps=1363 images/s, loss=0.4168, top1-acc=85.59%, top5-acc=99.28%, remaining_time=0:00:32.358712, arrival_time=2021-04-10 01:30:38.383483, cost_time=0:00:05.847956 2021-04-10 01:30:07,913 INFO : TRAIN, epoch=0013, iter=00040/00196, fetch data time cost=1.44ms, fps=1356 images/s, loss=0.4127, top1-acc=85.74%, top5-acc=99.35%, remaining_time=0:00:30.173364, arrival_time=2021-04-10 01:30:38.086965, cost_time=0:00:07.736757 2021-04-10 01:30:09,789 INFO : TRAIN, epoch=0013, iter=00050/00196, fetch data time cost=1.84ms, fps=1365 images/s, loss=0.4150, top1-acc=85.70%, top5-acc=99.37%, remaining_time=0:00:28.069084, arrival_time=2021-04-10 01:30:37.858690, cost_time=0:00:09.612713 2021-04-10 01:30:11,674 INFO : TRAIN, epoch=0013, iter=00060/00196, fetch data time cost=1.92ms, fps=1359 images/s, loss=0.4200, top1-acc=85.56%, top5-acc=99.38%, remaining_time=0:00:26.061408, arrival_time=2021-04-10 01:30:37.735862, cost_time=0:00:11.497667 2021-04-10 01:30:13,546 INFO : TRAIN, epoch=0013, iter=00070/00196, fetch data time cost=2.00ms, fps=1368 images/s, loss=0.4187, top1-acc=85.62%, top5-acc=99.40%, remaining_time=0:00:24.064614, arrival_time=2021-04-10 01:30:37.610588, cost_time=0:00:13.369219 2021-04-10 01:30:15,435 INFO : TRAIN, epoch=0013, iter=00080/00196, fetch data time cost=2.11ms, fps=1355 images/s, loss=0.4173, top1-acc=85.67%, top5-acc=99.45%, remaining_time=0:00:22.125376, arrival_time=2021-04-10 01:30:37.561056, cost_time=0:00:15.258858 2021-04-10 01:30:17,338 INFO : TRAIN, epoch=0013, iter=00090/00196, fetch data time cost=1.81ms, fps=1346 images/s, loss=0.4232, top1-acc=85.49%, top5-acc=99.44%, remaining_time=0:00:20.212292, arrival_time=2021-04-10 01:30:37.550536, cost_time=0:00:17.161425 2021-04-10 01:30:19,218 INFO : TRAIN, epoch=0013, iter=00100/00196, fetch data time cost=2.03ms, fps=1362 images/s, loss=0.4213, top1-acc=85.54%, top5-acc=99.44%, remaining_time=0:00:18.280224, arrival_time=2021-04-10 01:30:37.498837, cost_time=0:00:19.041877 2021-04-10 01:30:21,118 INFO : TRAIN, epoch=0013, iter=00110/00196, fetch data time cost=2.52ms, fps=1348 images/s, loss=0.4238, top1-acc=85.43%, top5-acc=99.43%, remaining_time=0:00:16.372938, arrival_time=2021-04-10 01:30:37.491799, cost_time=0:00:20.942108 2021-04-10 01:30:22,985 INFO : TRAIN, epoch=0013, iter=00120/00196, fetch data time cost=1.59ms, fps=1372 images/s, loss=0.4236, top1-acc=85.43%, top5-acc=99.42%, remaining_time=0:00:14.445244, arrival_time=2021-04-10 01:30:37.430242, cost_time=0:00:22.808232 2021-04-10 01:30:24,858 INFO : TRAIN, epoch=0013, iter=00130/00196, fetch data time cost=1.49ms, fps=1367 images/s, loss=0.4250, top1-acc=85.38%, top5-acc=99.41%, remaining_time=0:00:12.530628, arrival_time=2021-04-10 01:30:37.388889, cost_time=0:00:24.681490 2021-04-10 01:30:26,731 INFO : TRAIN, epoch=0013, iter=00140/00196, fetch data time cost=2.40ms, fps=1367 images/s, loss=0.4246, top1-acc=85.42%, top5-acc=99.42%, remaining_time=0:00:10.621856, arrival_time=2021-04-10 01:30:37.353385, cost_time=0:00:26.554705 2021-04-10 01:30:28,601 INFO : TRAIN, epoch=0013, iter=00150/00196, fetch data time cost=1.95ms, fps=1370 images/s, loss=0.4243, top1-acc=85.38%, top5-acc=99.43%, remaining_time=0:00:08.716908, arrival_time=2021-04-10 01:30:37.318472, cost_time=0:00:28.424748 2021-04-10 01:30:30,483 INFO : TRAIN, epoch=0013, iter=00160/00196, fetch data time cost=1.50ms, fps=1361 images/s, loss=0.4230, top1-acc=85.42%, top5-acc=99.44%, remaining_time=0:00:06.818976, arrival_time=2021-04-10 01:30:37.302216, cost_time=0:00:30.306484 2021-04-10 01:30:32,366 INFO : TRAIN, epoch=0013, iter=00170/00196, fetch data time cost=2.25ms, fps=1360 images/s, loss=0.4223, top1-acc=85.40%, top5-acc=99.45%, remaining_time=0:00:04.923100, arrival_time=2021-04-10 01:30:37.289357, cost_time=0:00:32.189422 2021-04-10 01:30:34,233 INFO : TRAIN, epoch=0013, iter=00180/00196, fetch data time cost=1.52ms, fps=1372 images/s, loss=0.4222, top1-acc=85.42%, top5-acc=99.46%, remaining_time=0:00:03.027232, arrival_time=2021-04-10 01:30:37.260548, cost_time=0:00:34.056389 2021-04-10 01:30:36,109 INFO : TRAIN, epoch=0013, iter=00190/00196, fetch data time cost=1.77ms, fps=1365 images/s, loss=0.4210, top1-acc=85.48%, top5-acc=99.45%, remaining_time=0:00:01.134726, arrival_time=2021-04-10 01:30:37.244416, cost_time=0:00:35.932916 2021-04-10 01:30:37,111 INFO : TRAIN, epoch=0013, iter=00196/00196, fetch data time cost=1.34ms, fps=1358 images/s, loss=0.4207, top1-acc=85.51%, top5-acc=99.44%, remaining_time=0:00:00, arrival_time=2021-04-10 01:30:37.111919, cost_time=0:00:36.935236 2021-04-10 01:30:37,613 INFO : EVAL, epoch=0013, iter=00010/00040, fetch data time cost=2.49ms, fps=5121 images/s, loss=0.5745, top1-acc=80.51%, top5-acc=99.45%, remaining_time=0:00:01.499550, arrival_time=2021-04-10 01:30:39.113048, cost_time=0:00:00.499852 2021-04-10 01:30:37,982 INFO : EVAL, epoch=0013, iter=00020/00040, fetch data time cost=1.84ms, fps=6942 images/s, loss=0.5817, top1-acc=80.66%, top5-acc=99.24%, remaining_time=0:00:00.869080, arrival_time=2021-04-10 01:30:38.851833, cost_time=0:00:00.869090 2021-04-10 01:30:38,350 INFO : EVAL, epoch=0013, iter=00030/00040, fetch data time cost=1.60ms, fps=6972 images/s, loss=0.5838, top1-acc=80.18%, top5-acc=99.23%, remaining_time=0:00:00.412270, arrival_time=2021-04-10 01:30:38.762674, cost_time=0:00:01.236798 2021-04-10 01:30:38,696 INFO : EVAL, epoch=0013, iter=00040/00040, fetch data time cost=0.10ms, fps=6709 images/s, loss=0.6038, top1-acc=80.24%, top5-acc=99.20%, remaining_time=0:00:00, arrival_time=2021-04-10 01:30:38.696671, cost_time=0:00:01.583008 2021-04-10 01:30:38,867 INFO : Epoch=0013 complete, best val top1-acc=80.89%, top5-acc=99.00% (epoch=12), remaining_time=2:00:43.307742, arrival_time=2021-04-10 03:31:22.175421, cost_time=0:08:23.545454 2021-04-10 01:30:38,869 INFO : Train start, epoch=0014, lr=0.098961 2021-04-10 01:30:40,912 INFO : TRAIN, epoch=0014, iter=00010/00196, fetch data time cost=1.44ms, fps=1253 images/s, loss=0.4109, top1-acc=86.17%, top5-acc=99.61%, remaining_time=0:00:37.997196, arrival_time=2021-04-10 01:31:18.909825, cost_time=0:00:02.042863 2021-04-10 01:30:42,787 INFO : TRAIN, epoch=0014, iter=00020/00196, fetch data time cost=1.45ms, fps=1366 images/s, loss=0.4015, top1-acc=86.56%, top5-acc=99.49%, remaining_time=0:00:34.477168, arrival_time=2021-04-10 01:31:17.264583, cost_time=0:00:03.917860 2021-04-10 01:30:44,659 INFO : TRAIN, epoch=0014, iter=00030/00196, fetch data time cost=2.36ms, fps=1368 images/s, loss=0.4074, top1-acc=86.21%, top5-acc=99.52%, remaining_time=0:00:32.035510, arrival_time=2021-04-10 01:31:16.694722, cost_time=0:00:05.789543 2021-04-10 01:30:46,548 INFO : TRAIN, epoch=0014, iter=00040/00196, fetch data time cost=1.55ms, fps=1355 images/s, loss=0.4076, top1-acc=86.07%, top5-acc=99.51%, remaining_time=0:00:29.948412, arrival_time=2021-04-10 01:31:16.497066, cost_time=0:00:07.679078 2021-04-10 01:30:48,425 INFO : TRAIN, epoch=0014, iter=00050/00196, fetch data time cost=2.12ms, fps=1365 images/s, loss=0.4121, top1-acc=86.02%, top5-acc=99.48%, remaining_time=0:00:27.901768, arrival_time=2021-04-10 01:31:16.326823, cost_time=0:00:09.555423 2021-04-10 01:30:50,295 INFO : TRAIN, epoch=0014, iter=00060/00196, fetch data time cost=1.39ms, fps=1369 images/s, loss=0.4085, top1-acc=86.02%, top5-acc=99.48%, remaining_time=0:00:25.898208, arrival_time=2021-04-10 01:31:16.193507, cost_time=0:00:11.425701 2021-04-10 01:30:52,169 INFO : TRAIN, epoch=0014, iter=00070/00196, fetch data time cost=1.39ms, fps=1366 images/s, loss=0.4040, top1-acc=86.08%, top5-acc=99.50%, remaining_time=0:00:23.940126, arrival_time=2021-04-10 01:31:16.109836, cost_time=0:00:13.300095 2021-04-10 01:30:54,044 INFO : TRAIN, epoch=0014, iter=00080/00196, fetch data time cost=2.32ms, fps=1366 images/s, loss=0.4045, top1-acc=86.08%, top5-acc=99.50%, remaining_time=0:00:22.003808, arrival_time=2021-04-10 01:31:16.048448, cost_time=0:00:15.175044 2021-04-10 01:30:55,922 INFO : TRAIN, epoch=0014, iter=00090/00196, fetch data time cost=1.73ms, fps=1364 images/s, loss=0.4046, top1-acc=86.13%, top5-acc=99.49%, remaining_time=0:00:20.083714, arrival_time=2021-04-10 01:31:16.005670, cost_time=0:00:17.052253 2021-04-10 01:30:57,812 INFO : TRAIN, epoch=0014, iter=00100/00196, fetch data time cost=1.56ms, fps=1355 images/s, loss=0.4053, top1-acc=86.05%, top5-acc=99.48%, remaining_time=0:00:18.184608, arrival_time=2021-04-10 01:31:15.996528, cost_time=0:00:18.942321 2021-04-10 01:30:59,702 INFO : TRAIN, epoch=0014, iter=00110/00196, fetch data time cost=1.96ms, fps=1354 images/s, loss=0.4032, top1-acc=86.12%, top5-acc=99.49%, remaining_time=0:00:16.287712, arrival_time=2021-04-10 01:31:15.990458, cost_time=0:00:20.833093 2021-04-10 01:31:01,570 INFO : TRAIN, epoch=0014, iter=00120/00196, fetch data time cost=1.40ms, fps=1371 images/s, loss=0.4014, top1-acc=86.17%, top5-acc=99.47%, remaining_time=0:00:14.377148, arrival_time=2021-04-10 01:31:15.947351, cost_time=0:00:22.700715 2021-04-10 01:31:03,492 INFO : TRAIN, epoch=0014, iter=00130/00196, fetch data time cost=1.56ms, fps=1332 images/s, loss=0.4043, top1-acc=86.08%, top5-acc=99.47%, remaining_time=0:00:12.501060, arrival_time=2021-04-10 01:31:15.993898, cost_time=0:00:24.623242 2021-04-10 01:31:05,365 INFO : TRAIN, epoch=0014, iter=00140/00196, fetch data time cost=2.09ms, fps=1368 images/s, loss=0.4040, top1-acc=86.11%, top5-acc=99.46%, remaining_time=0:00:10.598280, arrival_time=2021-04-10 01:31:15.963539, cost_time=0:00:26.495699 2021-04-10 01:31:07,229 INFO : TRAIN, epoch=0014, iter=00150/00196, fetch data time cost=1.55ms, fps=1374 images/s, loss=0.4031, top1-acc=86.11%, top5-acc=99.47%, remaining_time=0:00:08.697036, arrival_time=2021-04-10 01:31:15.926479, cost_time=0:00:28.359851 2021-04-10 01:31:09,098 INFO : TRAIN, epoch=0014, iter=00160/00196, fetch data time cost=1.87ms, fps=1370 images/s, loss=0.4045, top1-acc=86.05%, top5-acc=99.47%, remaining_time=0:00:06.801480, arrival_time=2021-04-10 01:31:15.899797, cost_time=0:00:30.228788 2021-04-10 01:31:10,972 INFO : TRAIN, epoch=0014, iter=00170/00196, fetch data time cost=2.38ms, fps=1367 images/s, loss=0.4039, top1-acc=86.07%, top5-acc=99.48%, remaining_time=0:00:04.909762, arrival_time=2021-04-10 01:31:15.881678, cost_time=0:00:32.102251 2021-04-10 01:31:12,852 INFO : TRAIN, epoch=0014, iter=00180/00196, fetch data time cost=1.67ms, fps=1362 images/s, loss=0.4045, top1-acc=86.03%, top5-acc=99.47%, remaining_time=0:00:03.020672, arrival_time=2021-04-10 01:31:15.872871, cost_time=0:00:33.982557 2021-04-10 01:31:14,727 INFO : TRAIN, epoch=0014, iter=00190/00196, fetch data time cost=1.81ms, fps=1366 images/s, loss=0.4058, top1-acc=85.99%, top5-acc=99.47%, remaining_time=0:00:01.132338, arrival_time=2021-04-10 01:31:15.859387, cost_time=0:00:35.857438 2021-04-10 01:31:15,744 INFO : TRAIN, epoch=0014, iter=00196/00196, fetch data time cost=1.49ms, fps=1337 images/s, loss=0.4058, top1-acc=85.98%, top5-acc=99.47%, remaining_time=0:00:00, arrival_time=2021-04-10 01:31:15.744746, cost_time=0:00:36.875143 2021-04-10 01:31:16,248 INFO : EVAL, epoch=0014, iter=00010/00040, fetch data time cost=0.23ms, fps=5116 images/s, loss=0.6870, top1-acc=78.24%, top5-acc=98.95%, remaining_time=0:00:01.501200, arrival_time=2021-04-10 01:31:17.749169, cost_time=0:00:00.500399 2021-04-10 01:31:16,614 INFO : EVAL, epoch=0014, iter=00020/00040, fetch data time cost=1.89ms, fps=7002 images/s, loss=0.6524, top1-acc=79.10%, top5-acc=98.87%, remaining_time=0:00:00.866520, arrival_time=2021-04-10 01:31:17.480595, cost_time=0:00:00.866515 2021-04-10 01:31:16,989 INFO : EVAL, epoch=0014, iter=00030/00040, fetch data time cost=0.74ms, fps=6823 images/s, loss=0.6466, top1-acc=79.11%, top5-acc=98.91%, remaining_time=0:00:00.414050, arrival_time=2021-04-10 01:31:17.403824, cost_time=0:00:01.242150 2021-04-10 01:31:17,328 INFO : EVAL, epoch=0014, iter=00040/00040, fetch data time cost=0.08ms, fps=6857 images/s, loss=0.6518, top1-acc=79.03%, top5-acc=98.92%, remaining_time=0:00:00, arrival_time=2021-04-10 01:31:17.328649, cost_time=0:00:01.581134 2021-04-10 01:31:17,439 INFO : Epoch=0014 complete, best val top1-acc=80.89%, top5-acc=99.00% (epoch=12), remaining_time=2:00:02.419224, arrival_time=2021-04-10 03:31:19.858994, cost_time=0:09:02.117572 2021-04-10 01:31:17,440 INFO : Train start, epoch=0015, lr=0.098796 2021-04-10 01:31:19,534 INFO : TRAIN, epoch=0015, iter=00010/00196, fetch data time cost=1.90ms, fps=1223 images/s, loss=0.4306, top1-acc=85.35%, top5-acc=99.22%, remaining_time=0:00:38.944122, arrival_time=2021-04-10 01:31:58.478860, cost_time=0:00:02.093772 2021-04-10 01:31:21,430 INFO : TRAIN, epoch=0015, iter=00020/00196, fetch data time cost=2.49ms, fps=1351 images/s, loss=0.4127, top1-acc=85.74%, top5-acc=99.34%, remaining_time=0:00:35.102144, arrival_time=2021-04-10 01:31:56.532068, cost_time=0:00:03.988874 2021-04-10 01:31:23,316 INFO : TRAIN, epoch=0015, iter=00030/00196, fetch data time cost=1.54ms, fps=1358 images/s, loss=0.4103, top1-acc=86.04%, top5-acc=99.37%, remaining_time=0:00:32.508776, arrival_time=2021-04-10 01:31:55.824849, cost_time=0:00:05.875065 2021-04-10 01:31:25,185 INFO : TRAIN, epoch=0015, iter=00040/00196, fetch data time cost=2.17ms, fps=1370 images/s, loss=0.4050, top1-acc=86.35%, top5-acc=99.37%, remaining_time=0:00:30.201756, arrival_time=2021-04-10 01:31:55.386816, cost_time=0:00:07.744054 2021-04-10 01:31:27,063 INFO : TRAIN, epoch=0015, iter=00050/00196, fetch data time cost=1.67ms, fps=1364 images/s, loss=0.4046, top1-acc=86.21%, top5-acc=99.40%, remaining_time=0:00:28.096678, arrival_time=2021-04-10 01:31:55.159793, cost_time=0:00:09.622133 2021-04-10 01:31:28,941 INFO : TRAIN, epoch=0015, iter=00060/00196, fetch data time cost=1.64ms, fps=1363 images/s, loss=0.4015, top1-acc=86.28%, top5-acc=99.40%, remaining_time=0:00:26.068344, arrival_time=2021-04-10 01:31:55.010089, cost_time=0:00:11.500743 2021-04-10 01:31:30,830 INFO : TRAIN, epoch=0015, iter=00070/00196, fetch data time cost=1.90ms, fps=1356 images/s, loss=0.3978, top1-acc=86.28%, top5-acc=99.39%, remaining_time=0:00:24.100776, arrival_time=2021-04-10 01:31:54.931067, cost_time=0:00:13.389292 2021-04-10 01:31:32,696 INFO : TRAIN, epoch=0015, iter=00080/00196, fetch data time cost=2.58ms, fps=1372 images/s, loss=0.3973, top1-acc=86.34%, top5-acc=99.39%, remaining_time=0:00:22.120852, arrival_time=2021-04-10 01:31:54.817591, cost_time=0:00:15.255766 2021-04-10 01:31:34,565 INFO : TRAIN, epoch=0015, iter=00090/00196, fetch data time cost=5.00ms, fps=1371 images/s, loss=0.4000, top1-acc=86.26%, top5-acc=99.41%, remaining_time=0:00:20.168408, arrival_time=2021-04-10 01:31:54.733515, cost_time=0:00:17.124108 2021-04-10 01:31:36,447 INFO : TRAIN, epoch=0015, iter=00100/00196, fetch data time cost=1.47ms, fps=1360 images/s, loss=0.3980, top1-acc=86.32%, top5-acc=99.43%, remaining_time=0:00:18.246336, arrival_time=2021-04-10 01:31:54.693934, cost_time=0:00:19.006554 2021-04-10 01:31:38,336 INFO : TRAIN, epoch=0015, iter=00110/00196, fetch data time cost=1.60ms, fps=1356 images/s, loss=0.3994, top1-acc=86.31%, top5-acc=99.41%, remaining_time=0:00:16.336216, arrival_time=2021-04-10 01:31:54.672481, cost_time=0:00:20.895213 2021-04-10 01:31:40,215 INFO : TRAIN, epoch=0015, iter=00120/00196, fetch data time cost=1.90ms, fps=1363 images/s, loss=0.3997, top1-acc=86.30%, top5-acc=99.38%, remaining_time=0:00:14.423812, arrival_time=2021-04-10 01:31:54.639387, cost_time=0:00:22.774487 2021-04-10 01:31:42,089 INFO : TRAIN, epoch=0015, iter=00130/00196, fetch data time cost=1.70ms, fps=1367 images/s, loss=0.3993, top1-acc=86.35%, top5-acc=99.37%, remaining_time=0:00:12.513534, arrival_time=2021-04-10 01:31:54.602434, cost_time=0:00:24.647815 2021-04-10 01:31:43,959 INFO : TRAIN, epoch=0015, iter=00140/00196, fetch data time cost=1.65ms, fps=1369 images/s, loss=0.3985, top1-acc=86.40%, top5-acc=99.39%, remaining_time=0:00:10.607520, arrival_time=2021-04-10 01:31:54.567280, cost_time=0:00:26.518809 2021-04-10 01:31:45,834 INFO : TRAIN, epoch=0015, iter=00150/00196, fetch data time cost=1.52ms, fps=1366 images/s, loss=0.3989, top1-acc=86.34%, top5-acc=99.41%, remaining_time=0:00:08.707248, arrival_time=2021-04-10 01:31:54.541452, cost_time=0:00:28.393129 2021-04-10 01:31:47,701 INFO : TRAIN, epoch=0015, iter=00160/00196, fetch data time cost=2.15ms, fps=1371 images/s, loss=0.4006, top1-acc=86.26%, top5-acc=99.42%, remaining_time=0:00:06.808644, arrival_time=2021-04-10 01:31:54.510408, cost_time=0:00:30.260693 2021-04-10 01:31:49,586 INFO : TRAIN, epoch=0015, iter=00170/00196, fetch data time cost=2.43ms, fps=1359 images/s, loss=0.4009, top1-acc=86.21%, top5-acc=99.42%, remaining_time=0:00:04.916288, arrival_time=2021-04-10 01:31:54.502315, cost_time=0:00:32.144921 2021-04-10 01:31:51,483 INFO : TRAIN, epoch=0015, iter=00180/00196, fetch data time cost=2.01ms, fps=1350 images/s, loss=0.4005, top1-acc=86.24%, top5-acc=99.42%, remaining_time=0:00:03.026032, arrival_time=2021-04-10 01:31:54.509896, cost_time=0:00:34.042780 2021-04-10 01:31:53,382 INFO : TRAIN, epoch=0015, iter=00190/00196, fetch data time cost=1.77ms, fps=1349 images/s, loss=0.4000, top1-acc=86.27%, top5-acc=99.43%, remaining_time=0:00:01.135008, arrival_time=2021-04-10 01:31:54.517868, cost_time=0:00:35.941869 2021-04-10 01:31:54,408 INFO : TRAIN, epoch=0015, iter=00196/00196, fetch data time cost=1.62ms, fps=1326 images/s, loss=0.3989, top1-acc=86.25%, top5-acc=99.43%, remaining_time=0:00:00, arrival_time=2021-04-10 01:31:54.408908, cost_time=0:00:36.967906 2021-04-10 01:31:54,904 INFO : EVAL, epoch=0015, iter=00010/00040, fetch data time cost=4.69ms, fps=5184 images/s, loss=0.5990, top1-acc=79.73%, top5-acc=99.14%, remaining_time=0:00:01.481400, arrival_time=2021-04-10 01:31:56.386067, cost_time=0:00:00.493799 2021-04-10 01:31:55,272 INFO : EVAL, epoch=0015, iter=00020/00040, fetch data time cost=1.67ms, fps=6968 images/s, loss=0.6018, top1-acc=79.84%, top5-acc=98.87%, remaining_time=0:00:00.861660, arrival_time=2021-04-10 01:31:56.134209, cost_time=0:00:00.861656 2021-04-10 01:31:55,641 INFO : EVAL, epoch=0015, iter=00030/00040, fetch data time cost=2.38ms, fps=6957 images/s, loss=0.5879, top1-acc=80.57%, top5-acc=98.87%, remaining_time=0:00:00.410050, arrival_time=2021-04-10 01:31:56.051071, cost_time=0:00:01.230152 2021-04-10 01:31:55,990 INFO : EVAL, epoch=0015, iter=00040/00040, fetch data time cost=0.10ms, fps=6642 images/s, loss=0.5867, top1-acc=80.58%, top5-acc=98.78%, remaining_time=0:00:00, arrival_time=2021-04-10 01:31:55.990850, cost_time=0:00:01.579958 2021-04-10 01:31:56,074 INFO : Epoch=0015 complete, best val top1-acc=80.89%, top5-acc=99.00% (epoch=12), remaining_time=1:59:22.605040, arrival_time=2021-04-10 03:31:18.678998, cost_time=0:09:40.751767 2021-04-10 01:31:56,075 INFO : Train start, epoch=0016, lr=0.098618 2021-04-10 01:31:58,205 INFO : TRAIN, epoch=0016, iter=00010/00196, fetch data time cost=1.81ms, fps=1201 images/s, loss=0.4221, top1-acc=84.69%, top5-acc=99.73%, remaining_time=0:00:39.630276, arrival_time=2021-04-10 01:32:37.836167, cost_time=0:00:02.130657 2021-04-10 01:32:00,077 INFO : TRAIN, epoch=0016, iter=00020/00196, fetch data time cost=1.97ms, fps=1368 images/s, loss=0.3987, top1-acc=85.74%, top5-acc=99.67%, remaining_time=0:00:35.223232, arrival_time=2021-04-10 01:32:35.301016, cost_time=0:00:04.002637 2021-04-10 01:32:01,947 INFO : TRAIN, epoch=0016, iter=00030/00196, fetch data time cost=1.56ms, fps=1370 images/s, loss=0.3972, top1-acc=86.00%, top5-acc=99.64%, remaining_time=0:00:32.491512, arrival_time=2021-04-10 01:32:34.438730, cost_time=0:00:05.871963 2021-04-10 01:32:03,819 INFO : TRAIN, epoch=0016, iter=00040/00196, fetch data time cost=1.64ms, fps=1368 images/s, loss=0.3827, top1-acc=86.64%, top5-acc=99.66%, remaining_time=0:00:30.203784, arrival_time=2021-04-10 01:32:34.023631, cost_time=0:00:07.744576 2021-04-10 01:32:05,739 INFO : TRAIN, epoch=0016, iter=00050/00196, fetch data time cost=36.51ms, fps=1334 images/s, loss=0.3729, top1-acc=87.07%, top5-acc=99.66%, remaining_time=0:00:28.220194, arrival_time=2021-04-10 01:32:33.959821, cost_time=0:00:09.664438 2021-04-10 01:32:07,614 INFO : TRAIN, epoch=0016, iter=00060/00196, fetch data time cost=1.94ms, fps=1366 images/s, loss=0.3720, top1-acc=87.08%, top5-acc=99.61%, remaining_time=0:00:26.154840, arrival_time=2021-04-10 01:32:33.769030, cost_time=0:00:11.538896 2021-04-10 01:32:09,479 INFO : TRAIN, epoch=0016, iter=00070/00196, fetch data time cost=1.49ms, fps=1373 images/s, loss=0.3731, top1-acc=87.06%, top5-acc=99.59%, remaining_time=0:00:24.127488, arrival_time=2021-04-10 01:32:33.607023, cost_time=0:00:13.404148 2021-04-10 01:32:11,349 INFO : TRAIN, epoch=0016, iter=00080/00196, fetch data time cost=1.92ms, fps=1370 images/s, loss=0.3752, top1-acc=86.93%, top5-acc=99.56%, remaining_time=0:00:22.147068, arrival_time=2021-04-10 01:32:33.496252, cost_time=0:00:15.273815 2021-04-10 01:32:13,223 INFO : TRAIN, epoch=0016, iter=00090/00196, fetch data time cost=1.81ms, fps=1366 images/s, loss=0.3744, top1-acc=86.93%, top5-acc=99.55%, remaining_time=0:00:20.197028, arrival_time=2021-04-10 01:32:33.420641, cost_time=0:00:17.148392 2021-04-10 01:32:15,093 INFO : TRAIN, epoch=0016, iter=00100/00196, fetch data time cost=1.95ms, fps=1370 images/s, loss=0.3740, top1-acc=86.95%, top5-acc=99.57%, remaining_time=0:00:18.257184, arrival_time=2021-04-10 01:32:33.350358, cost_time=0:00:19.017918 2021-04-10 01:32:16,977 INFO : TRAIN, epoch=0016, iter=00110/00196, fetch data time cost=2.79ms, fps=1359 images/s, loss=0.3770, top1-acc=86.89%, top5-acc=99.54%, remaining_time=0:00:16.341634, arrival_time=2021-04-10 01:32:33.318939, cost_time=0:00:20.902126 2021-04-10 01:32:18,849 INFO : TRAIN, epoch=0016, iter=00120/00196, fetch data time cost=2.26ms, fps=1368 images/s, loss=0.3768, top1-acc=86.94%, top5-acc=99.53%, remaining_time=0:00:14.423736, arrival_time=2021-04-10 01:32:33.273155, cost_time=0:00:22.774268 2021-04-10 01:32:20,718 INFO : TRAIN, epoch=0016, iter=00130/00196, fetch data time cost=2.53ms, fps=1370 images/s, loss=0.3774, top1-acc=86.94%, top5-acc=99.51%, remaining_time=0:00:12.511092, arrival_time=2021-04-10 01:32:33.229372, cost_time=0:00:24.643070 2021-04-10 01:32:22,606 INFO : TRAIN, epoch=0016, iter=00140/00196, fetch data time cost=2.38ms, fps=1356 images/s, loss=0.3805, top1-acc=86.83%, top5-acc=99.50%, remaining_time=0:00:10.612448, arrival_time=2021-04-10 01:32:33.218728, cost_time=0:00:26.531083 2021-04-10 01:32:24,474 INFO : TRAIN, epoch=0016, iter=00150/00196, fetch data time cost=2.15ms, fps=1371 images/s, loss=0.3806, top1-acc=86.89%, top5-acc=99.51%, remaining_time=0:00:08.709134, arrival_time=2021-04-10 01:32:33.183817, cost_time=0:00:28.399394 2021-04-10 01:32:26,342 INFO : TRAIN, epoch=0016, iter=00160/00196, fetch data time cost=1.62ms, fps=1371 images/s, loss=0.3829, top1-acc=86.80%, top5-acc=99.49%, remaining_time=0:00:06.810048, arrival_time=2021-04-10 01:32:33.152212, cost_time=0:00:30.266878 2021-04-10 01:32:28,215 INFO : TRAIN, epoch=0016, iter=00170/00196, fetch data time cost=1.59ms, fps=1367 images/s, loss=0.3843, top1-acc=86.76%, top5-acc=99.49%, remaining_time=0:00:04.915560, arrival_time=2021-04-10 01:32:33.131022, cost_time=0:00:32.140276 2021-04-10 01:32:30,124 INFO : TRAIN, epoch=0016, iter=00180/00196, fetch data time cost=2.00ms, fps=1341 images/s, loss=0.3841, top1-acc=86.76%, top5-acc=99.49%, remaining_time=0:00:03.026640, arrival_time=2021-04-10 01:32:33.151475, cost_time=0:00:34.049649 2021-04-10 01:32:31,998 INFO : TRAIN, epoch=0016, iter=00190/00196, fetch data time cost=1.47ms, fps=1367 images/s, loss=0.3855, top1-acc=86.75%, top5-acc=99.48%, remaining_time=0:00:01.134426, arrival_time=2021-04-10 01:32:33.133148, cost_time=0:00:35.923534 2021-04-10 01:32:33,009 INFO : TRAIN, epoch=0016, iter=00196/00196, fetch data time cost=1.32ms, fps=1346 images/s, loss=0.3851, top1-acc=86.73%, top5-acc=99.48%, remaining_time=0:00:00, arrival_time=2021-04-10 01:32:33.009362, cost_time=0:00:36.934193 2021-04-10 01:32:33,506 INFO : EVAL, epoch=0016, iter=00010/00040, fetch data time cost=0.31ms, fps=5173 images/s, loss=0.6964, top1-acc=78.09%, top5-acc=98.36%, remaining_time=0:00:01.484490, arrival_time=2021-04-10 01:32:34.990491, cost_time=0:00:00.494828 2021-04-10 01:32:33,870 INFO : EVAL, epoch=0016, iter=00020/00040, fetch data time cost=1.36ms, fps=7036 images/s, loss=0.7122, top1-acc=78.09%, top5-acc=98.30%, remaining_time=0:00:00.859380, arrival_time=2021-04-10 01:32:34.729861, cost_time=0:00:00.859385 2021-04-10 01:32:34,249 INFO : EVAL, epoch=0016, iter=00030/00040, fetch data time cost=2.62ms, fps=6769 images/s, loss=0.6807, top1-acc=78.78%, top5-acc=98.45%, remaining_time=0:00:00.412660, arrival_time=2021-04-10 01:32:34.661793, cost_time=0:00:01.237967 2021-04-10 01:32:34,609 INFO : EVAL, epoch=0016, iter=00040/00040, fetch data time cost=0.12ms, fps=6441 images/s, loss=0.6915, top1-acc=78.43%, top5-acc=98.47%, remaining_time=0:00:00, arrival_time=2021-04-10 01:32:34.609879, cost_time=0:00:01.598765 2021-04-10 01:32:34,750 INFO : Epoch=0016 complete, best val top1-acc=80.89%, top5-acc=99.00% (epoch=12), remaining_time=1:58:43.419976, arrival_time=2021-04-10 03:31:18.170088, cost_time=0:10:19.427818 2021-04-10 01:32:34,752 INFO : Train start, epoch=0017, lr=0.098429 2021-04-10 01:32:36,913 INFO : TRAIN, epoch=0017, iter=00010/00196, fetch data time cost=1.85ms, fps=1185 images/s, loss=0.3730, top1-acc=87.11%, top5-acc=99.53%, remaining_time=0:00:40.177302, arrival_time=2021-04-10 01:33:17.090284, cost_time=0:00:02.160073 2021-04-10 01:32:38,800 INFO : TRAIN, epoch=0017, iter=00020/00196, fetch data time cost=2.00ms, fps=1357 images/s, loss=0.3810, top1-acc=86.87%, top5-acc=99.51%, remaining_time=0:00:35.617120, arrival_time=2021-04-10 01:33:14.417500, cost_time=0:00:04.047405 2021-04-10 01:32:40,678 INFO : TRAIN, epoch=0017, iter=00030/00196, fetch data time cost=1.32ms, fps=1363 images/s, loss=0.3756, top1-acc=87.16%, top5-acc=99.57%, remaining_time=0:00:32.790312, arrival_time=2021-04-10 01:33:13.469172, cost_time=0:00:05.925948 2021-04-10 01:32:42,550 INFO : TRAIN, epoch=0017, iter=00040/00196, fetch data time cost=2.22ms, fps=1368 images/s, loss=0.3725, top1-acc=87.28%, top5-acc=99.59%, remaining_time=0:00:30.410640, arrival_time=2021-04-10 01:33:12.961213, cost_time=0:00:07.797595 2021-04-10 01:32:44,422 INFO : TRAIN, epoch=0017, iter=00050/00196, fetch data time cost=1.41ms, fps=1368 images/s, loss=0.3792, top1-acc=87.14%, top5-acc=99.55%, remaining_time=0:00:28.234648, arrival_time=2021-04-10 01:33:12.657041, cost_time=0:00:09.669410 2021-04-10 01:32:46,315 INFO : TRAIN, epoch=0017, iter=00060/00196, fetch data time cost=1.37ms, fps=1353 images/s, loss=0.3812, top1-acc=87.10%, top5-acc=99.56%, remaining_time=0:00:26.208016, arrival_time=2021-04-10 01:33:12.523444, cost_time=0:00:11.562351 2021-04-10 01:32:48,196 INFO : TRAIN, epoch=0017, iter=00070/00196, fetch data time cost=1.64ms, fps=1362 images/s, loss=0.3843, top1-acc=87.00%, top5-acc=99.55%, remaining_time=0:00:24.197544, arrival_time=2021-04-10 01:33:12.393687, cost_time=0:00:13.443071 2021-04-10 01:32:50,091 INFO : TRAIN, epoch=0017, iter=00080/00196, fetch data time cost=1.90ms, fps=1352 images/s, loss=0.3849, top1-acc=86.93%, top5-acc=99.59%, remaining_time=0:00:22.240216, arrival_time=2021-04-10 01:33:12.331216, cost_time=0:00:15.338059 2021-04-10 01:32:51,977 INFO : TRAIN, epoch=0017, iter=00090/00196, fetch data time cost=1.80ms, fps=1358 images/s, loss=0.3852, top1-acc=86.81%, top5-acc=99.61%, remaining_time=0:00:20.286492, arrival_time=2021-04-10 01:33:12.263833, cost_time=0:00:17.224340 2021-04-10 01:32:53,843 INFO : TRAIN, epoch=0017, iter=00100/00196, fetch data time cost=1.60ms, fps=1372 images/s, loss=0.3835, top1-acc=86.86%, top5-acc=99.57%, remaining_time=0:00:18.326976, arrival_time=2021-04-10 01:33:12.170585, cost_time=0:00:19.090613 2021-04-10 01:32:55,720 INFO : TRAIN, epoch=0017, iter=00110/00196, fetch data time cost=2.01ms, fps=1365 images/s, loss=0.3850, top1-acc=86.81%, top5-acc=99.55%, remaining_time=0:00:16.392460, arrival_time=2021-04-10 01:33:12.112492, cost_time=0:00:20.967108 2021-04-10 01:32:57,597 INFO : TRAIN, epoch=0017, iter=00120/00196, fetch data time cost=1.83ms, fps=1364 images/s, loss=0.3845, top1-acc=86.84%, top5-acc=99.54%, remaining_time=0:00:14.468348, arrival_time=2021-04-10 01:33:12.066161, cost_time=0:00:22.844816 2021-04-10 01:32:59,484 INFO : TRAIN, epoch=0017, iter=00130/00196, fetch data time cost=2.75ms, fps=1358 images/s, loss=0.3816, top1-acc=86.87%, top5-acc=99.55%, remaining_time=0:00:12.556038, arrival_time=2021-04-10 01:33:12.040670, cost_time=0:00:24.731654 2021-04-10 01:33:01,367 INFO : TRAIN, epoch=0017, iter=00140/00196, fetch data time cost=2.08ms, fps=1360 images/s, loss=0.3801, top1-acc=86.93%, top5-acc=99.54%, remaining_time=0:00:10.645992, arrival_time=2021-04-10 01:33:12.013841, cost_time=0:00:26.614940 2021-04-10 01:33:03,239 INFO : TRAIN, epoch=0017, iter=00150/00196, fetch data time cost=1.83ms, fps=1368 images/s, loss=0.3805, top1-acc=86.97%, top5-acc=99.54%, remaining_time=0:00:08.735906, arrival_time=2021-04-10 01:33:11.975544, cost_time=0:00:28.486638 2021-04-10 01:33:05,114 INFO : TRAIN, epoch=0017, iter=00160/00196, fetch data time cost=2.12ms, fps=1366 images/s, loss=0.3810, top1-acc=86.95%, top5-acc=99.54%, remaining_time=0:00:06.831396, arrival_time=2021-04-10 01:33:11.946082, cost_time=0:00:30.361709 2021-04-10 01:33:06,978 INFO : TRAIN, epoch=0017, iter=00170/00196, fetch data time cost=1.41ms, fps=1374 images/s, loss=0.3820, top1-acc=86.93%, top5-acc=99.53%, remaining_time=0:00:04.928534, arrival_time=2021-04-10 01:33:11.906525, cost_time=0:00:32.224998 2021-04-10 01:33:08,851 INFO : TRAIN, epoch=0017, iter=00180/00196, fetch data time cost=1.43ms, fps=1367 images/s, loss=0.3827, top1-acc=86.90%, top5-acc=99.54%, remaining_time=0:00:03.030992, arrival_time=2021-04-10 01:33:11.882654, cost_time=0:00:34.098679 2021-04-10 01:33:10,735 INFO : TRAIN, epoch=0017, iter=00190/00196, fetch data time cost=1.27ms, fps=1360 images/s, loss=0.3815, top1-acc=86.97%, top5-acc=99.54%, remaining_time=0:00:01.136286, arrival_time=2021-04-10 01:33:11.871644, cost_time=0:00:35.982457 2021-04-10 01:33:11,748 INFO : TRAIN, epoch=0017, iter=00196/00196, fetch data time cost=1.63ms, fps=1343 images/s, loss=0.3825, top1-acc=86.95%, top5-acc=99.54%, remaining_time=0:00:00, arrival_time=2021-04-10 01:33:11.748245, cost_time=0:00:36.995400 2021-04-10 01:33:12,229 INFO : EVAL, epoch=0017, iter=00010/00040, fetch data time cost=0.22ms, fps=5336 images/s, loss=0.7292, top1-acc=77.07%, top5-acc=97.81%, remaining_time=0:00:01.439340, arrival_time=2021-04-10 01:33:13.669113, cost_time=0:00:00.479776 2021-04-10 01:33:12,597 INFO : EVAL, epoch=0017, iter=00020/00040, fetch data time cost=2.27ms, fps=6971 images/s, loss=0.7339, top1-acc=76.86%, top5-acc=98.16%, remaining_time=0:00:00.847740, arrival_time=2021-04-10 01:33:13.445423, cost_time=0:00:00.847743 2021-04-10 01:33:12,966 INFO : EVAL, epoch=0017, iter=00030/00040, fetch data time cost=1.43ms, fps=6951 images/s, loss=0.7615, top1-acc=76.55%, top5-acc=98.09%, remaining_time=0:00:00.405540, arrival_time=2021-04-10 01:33:13.372094, cost_time=0:00:01.216607 2021-04-10 01:33:13,314 INFO : EVAL, epoch=0017, iter=00040/00040, fetch data time cost=0.08ms, fps=6686 images/s, loss=0.7525, top1-acc=76.94%, top5-acc=98.10%, remaining_time=0:00:00, arrival_time=2021-04-10 01:33:13.314082, cost_time=0:00:01.564209 2021-04-10 01:33:13,500 INFO : Epoch=0017 complete, best val top1-acc=80.89%, top5-acc=99.00% (epoch=12), remaining_time=1:58:05.090769, arrival_time=2021-04-10 03:31:18.590828, cost_time=0:10:58.177833 2021-04-10 01:33:13,501 INFO : Train start, epoch=0018, lr=0.098228 2021-04-10 01:33:15,595 INFO : TRAIN, epoch=0018, iter=00010/00196, fetch data time cost=1.72ms, fps=1223 images/s, loss=0.3700, top1-acc=86.37%, top5-acc=99.57%, remaining_time=0:00:38.943006, arrival_time=2021-04-10 01:33:54.538833, cost_time=0:00:02.093714 2021-04-10 01:33:17,523 INFO : TRAIN, epoch=0018, iter=00020/00196, fetch data time cost=1.40ms, fps=1328 images/s, loss=0.3530, top1-acc=87.75%, top5-acc=99.57%, remaining_time=0:00:35.389376, arrival_time=2021-04-10 01:33:52.912930, cost_time=0:00:04.021525 2021-04-10 01:33:19,393 INFO : TRAIN, epoch=0018, iter=00030/00196, fetch data time cost=1.75ms, fps=1370 images/s, loss=0.3557, top1-acc=87.68%, top5-acc=99.53%, remaining_time=0:00:32.596424, arrival_time=2021-04-10 01:33:51.989463, cost_time=0:00:05.890920 2021-04-10 01:33:21,267 INFO : TRAIN, epoch=0018, iter=00040/00196, fetch data time cost=1.49ms, fps=1366 images/s, loss=0.3550, top1-acc=87.60%, top5-acc=99.55%, remaining_time=0:00:30.287088, arrival_time=2021-04-10 01:33:51.555012, cost_time=0:00:07.765935 2021-04-10 01:33:23,140 INFO : TRAIN, epoch=0018, iter=00050/00196, fetch data time cost=2.11ms, fps=1367 images/s, loss=0.3546, top1-acc=87.54%, top5-acc=99.56%, remaining_time=0:00:28.145588, arrival_time=2021-04-10 01:33:51.286491, cost_time=0:00:09.638876 2021-04-10 01:33:25,022 INFO : TRAIN, epoch=0018, iter=00060/00196, fetch data time cost=1.53ms, fps=1361 images/s, loss=0.3541, top1-acc=87.69%, top5-acc=99.58%, remaining_time=0:00:26.113768, arrival_time=2021-04-10 01:33:51.136630, cost_time=0:00:11.520783 2021-04-10 01:33:26,899 INFO : TRAIN, epoch=0018, iter=00070/00196, fetch data time cost=1.94ms, fps=1364 images/s, loss=0.3547, top1-acc=87.61%, top5-acc=99.56%, remaining_time=0:00:24.116148, arrival_time=2021-04-10 01:33:51.016037, cost_time=0:00:13.397863 2021-04-10 01:33:28,778 INFO : TRAIN, epoch=0018, iter=00080/00196, fetch data time cost=1.53ms, fps=1363 images/s, loss=0.3571, top1-acc=87.55%, top5-acc=99.53%, remaining_time=0:00:22.150548, arrival_time=2021-04-10 01:33:50.928849, cost_time=0:00:15.276201 2021-04-10 01:33:30,658 INFO : TRAIN, epoch=0018, iter=00090/00196, fetch data time cost=2.12ms, fps=1362 images/s, loss=0.3584, top1-acc=87.50%, top5-acc=99.52%, remaining_time=0:00:20.205932, arrival_time=2021-04-10 01:33:50.863965, cost_time=0:00:17.156000 2021-04-10 01:33:32,539 INFO : TRAIN, epoch=0018, iter=00100/00196, fetch data time cost=2.12ms, fps=1361 images/s, loss=0.3597, top1-acc=87.40%, top5-acc=99.54%, remaining_time=0:00:18.275712, arrival_time=2021-04-10 01:33:50.814884, cost_time=0:00:19.037152 2021-04-10 01:33:34,409 INFO : TRAIN, epoch=0018, iter=00110/00196, fetch data time cost=1.58ms, fps=1369 images/s, loss=0.3610, top1-acc=87.37%, top5-acc=99.55%, remaining_time=0:00:16.345676, arrival_time=2021-04-10 01:33:50.755102, cost_time=0:00:20.907285 2021-04-10 01:33:36,271 INFO : TRAIN, epoch=0018, iter=00120/00196, fetch data time cost=2.19ms, fps=1375 images/s, loss=0.3638, top1-acc=87.30%, top5-acc=99.55%, remaining_time=0:00:14.420696, arrival_time=2021-04-10 01:33:50.692328, cost_time=0:00:22.769541 2021-04-10 01:33:38,145 INFO : TRAIN, epoch=0018, iter=00130/00196, fetch data time cost=1.53ms, fps=1367 images/s, loss=0.3629, top1-acc=87.37%, top5-acc=99.57%, remaining_time=0:00:12.511158, arrival_time=2021-04-10 01:33:50.656346, cost_time=0:00:24.643175 2021-04-10 01:33:40,018 INFO : TRAIN, epoch=0018, iter=00140/00196, fetch data time cost=1.99ms, fps=1367 images/s, loss=0.3621, top1-acc=87.48%, top5-acc=99.57%, remaining_time=0:00:10.606568, arrival_time=2021-04-10 01:33:50.625007, cost_time=0:00:26.516410 2021-04-10 01:33:41,885 INFO : TRAIN, epoch=0018, iter=00150/00196, fetch data time cost=1.67ms, fps=1372 images/s, loss=0.3621, top1-acc=87.43%, top5-acc=99.58%, remaining_time=0:00:08.704258, arrival_time=2021-04-10 01:33:50.589812, cost_time=0:00:28.383472 2021-04-10 01:33:43,767 INFO : TRAIN, epoch=0018, iter=00160/00196, fetch data time cost=1.86ms, fps=1361 images/s, loss=0.3625, top1-acc=87.42%, top5-acc=99.58%, remaining_time=0:00:06.809724, arrival_time=2021-04-10 01:33:50.577333, cost_time=0:00:30.265507 2021-04-10 01:33:45,667 INFO : TRAIN, epoch=0018, iter=00170/00196, fetch data time cost=2.23ms, fps=1348 images/s, loss=0.3634, top1-acc=87.34%, top5-acc=99.58%, remaining_time=0:00:04.919460, arrival_time=2021-04-10 01:33:50.587206, cost_time=0:00:32.165648 2021-04-10 01:33:47,538 INFO : TRAIN, epoch=0018, iter=00180/00196, fetch data time cost=1.46ms, fps=1369 images/s, loss=0.3642, top1-acc=87.32%, top5-acc=99.59%, remaining_time=0:00:03.025488, arrival_time=2021-04-10 01:33:50.564315, cost_time=0:00:34.036776 2021-04-10 01:33:49,413 INFO : TRAIN, epoch=0018, iter=00190/00196, fetch data time cost=1.31ms, fps=1366 images/s, loss=0.3643, top1-acc=87.31%, top5-acc=99.59%, remaining_time=0:00:01.134054, arrival_time=2021-04-10 01:33:50.547899, cost_time=0:00:35.911720 2021-04-10 01:33:50,419 INFO : TRAIN, epoch=0018, iter=00196/00196, fetch data time cost=1.63ms, fps=1353 images/s, loss=0.3647, top1-acc=87.30%, top5-acc=99.59%, remaining_time=0:00:00, arrival_time=2021-04-10 01:33:50.419508, cost_time=0:00:36.917380 2021-04-10 01:33:50,918 INFO : EVAL, epoch=0018, iter=00010/00040, fetch data time cost=1.76ms, fps=5159 images/s, loss=0.9810, top1-acc=71.33%, top5-acc=97.07%, remaining_time=0:00:01.488720, arrival_time=2021-04-10 01:33:52.407198, cost_time=0:00:00.496239 2021-04-10 01:33:51,287 INFO : EVAL, epoch=0018, iter=00020/00040, fetch data time cost=2.08ms, fps=6940 images/s, loss=1.0379, top1-acc=69.61%, top5-acc=97.09%, remaining_time=0:00:00.865680, arrival_time=2021-04-10 01:33:52.153584, cost_time=0:00:00.865678 2021-04-10 01:33:51,668 INFO : EVAL, epoch=0018, iter=00030/00040, fetch data time cost=2.04ms, fps=6742 images/s, loss=1.0348, top1-acc=69.26%, top5-acc=97.15%, remaining_time=0:00:00.415300, arrival_time=2021-04-10 01:33:52.083457, cost_time=0:00:01.245901 2021-04-10 01:33:52,016 INFO : EVAL, epoch=0018, iter=00040/00040, fetch data time cost=0.10ms, fps=6666 images/s, loss=1.0463, top1-acc=69.40%, top5-acc=97.35%, remaining_time=0:00:00, arrival_time=2021-04-10 01:33:52.016685, cost_time=0:00:01.594500 2021-04-10 01:33:52,128 INFO : Epoch=0018 complete, best val top1-acc=80.89%, top5-acc=99.00% (epoch=12), remaining_time=1:57:25.487358, arrival_time=2021-04-10 03:31:17.616003, cost_time=0:11:36.806447 2021-04-10 01:33:52,129 INFO : Train start, epoch=0019, lr=0.098015 2021-04-10 01:33:54,250 INFO : TRAIN, epoch=0019, iter=00010/00196, fetch data time cost=0.49ms, fps=1207 images/s, loss=0.3568, top1-acc=87.62%, top5-acc=99.73%, remaining_time=0:00:39.441672, arrival_time=2021-04-10 01:34:33.692152, cost_time=0:00:02.120520 2021-04-10 01:33:56,120 INFO : TRAIN, epoch=0019, iter=00020/00196, fetch data time cost=1.56ms, fps=1369 images/s, loss=0.3520, top1-acc=87.95%, top5-acc=99.71%, remaining_time=0:00:35.115872, arrival_time=2021-04-10 01:34:31.236424, cost_time=0:00:03.990431 2021-04-10 01:33:58,006 INFO : TRAIN, epoch=0019, iter=00030/00196, fetch data time cost=1.89ms, fps=1358 images/s, loss=0.3623, top1-acc=87.54%, top5-acc=99.58%, remaining_time=0:00:32.515416, arrival_time=2021-04-10 01:34:30.521865, cost_time=0:00:05.876265 2021-04-10 01:33:59,875 INFO : TRAIN, epoch=0019, iter=00040/00196, fetch data time cost=1.79ms, fps=1371 images/s, loss=0.3555, top1-acc=87.93%, top5-acc=99.57%, remaining_time=0:00:30.205968, arrival_time=2021-04-10 01:34:30.081002, cost_time=0:00:07.745104 2021-04-10 01:34:01,755 INFO : TRAIN, epoch=0019, iter=00050/00196, fetch data time cost=1.89ms, fps=1362 images/s, loss=0.3561, top1-acc=87.85%, top5-acc=99.53%, remaining_time=0:00:28.105584, arrival_time=2021-04-10 01:34:29.860818, cost_time=0:00:09.625203 2021-04-10 01:34:03,642 INFO : TRAIN, epoch=0019, iter=00060/00196, fetch data time cost=1.96ms, fps=1357 images/s, loss=0.3598, top1-acc=87.68%, top5-acc=99.50%, remaining_time=0:00:26.094320, arrival_time=2021-04-10 01:34:29.736614, cost_time=0:00:11.512222 2021-04-10 01:34:05,510 INFO : TRAIN, epoch=0019, iter=00070/00196, fetch data time cost=1.97ms, fps=1371 images/s, loss=0.3600, top1-acc=87.60%, top5-acc=99.51%, remaining_time=0:00:24.083766, arrival_time=2021-04-10 01:34:29.593900, cost_time=0:00:13.379895 2021-04-10 01:34:07,404 INFO : TRAIN, epoch=0019, iter=00080/00196, fetch data time cost=1.44ms, fps=1352 images/s, loss=0.3601, top1-acc=87.62%, top5-acc=99.52%, remaining_time=0:00:22.147764, arrival_time=2021-04-10 01:34:29.552076, cost_time=0:00:15.274324 2021-04-10 01:34:09,281 INFO : TRAIN, epoch=0019, iter=00090/00196, fetch data time cost=2.18ms, fps=1364 images/s, loss=0.3638, top1-acc=87.53%, top5-acc=99.53%, remaining_time=0:00:20.200208, arrival_time=2021-04-10 01:34:29.481322, cost_time=0:00:17.151097 2021-04-10 01:34:11,170 INFO : TRAIN, epoch=0019, iter=00100/00196, fetch data time cost=2.21ms, fps=1355 images/s, loss=0.3632, top1-acc=87.49%, top5-acc=99.54%, remaining_time=0:00:18.279072, arrival_time=2021-04-10 01:34:29.449749, cost_time=0:00:19.040688 2021-04-10 01:34:13,051 INFO : TRAIN, epoch=0019, iter=00110/00196, fetch data time cost=2.44ms, fps=1362 images/s, loss=0.3630, top1-acc=87.46%, top5-acc=99.53%, remaining_time=0:00:16.356942, arrival_time=2021-04-10 01:34:29.408590, cost_time=0:00:20.921649 2021-04-10 01:34:14,922 INFO : TRAIN, epoch=0019, iter=00120/00196, fetch data time cost=2.36ms, fps=1369 images/s, loss=0.3623, top1-acc=87.52%, top5-acc=99.53%, remaining_time=0:00:14.435136, arrival_time=2021-04-10 01:34:29.357410, cost_time=0:00:22.792264 2021-04-10 01:34:16,802 INFO : TRAIN, epoch=0019, iter=00130/00196, fetch data time cost=2.14ms, fps=1362 images/s, loss=0.3621, top1-acc=87.55%, top5-acc=99.52%, remaining_time=0:00:12.525744, arrival_time=2021-04-10 01:34:29.327683, cost_time=0:00:24.671958 2021-04-10 01:34:18,697 INFO : TRAIN, epoch=0019, iter=00140/00196, fetch data time cost=1.84ms, fps=1351 images/s, loss=0.3651, top1-acc=87.46%, top5-acc=99.51%, remaining_time=0:00:10.626784, arrival_time=2021-04-10 01:34:29.323818, cost_time=0:00:26.567004 2021-04-10 01:34:20,559 INFO : TRAIN, epoch=0019, iter=00150/00196, fetch data time cost=1.51ms, fps=1375 images/s, loss=0.3654, top1-acc=87.42%, top5-acc=99.51%, remaining_time=0:00:08.718334, arrival_time=2021-04-10 01:34:29.277721, cost_time=0:00:28.429358 2021-04-10 01:34:22,433 INFO : TRAIN, epoch=0019, iter=00160/00196, fetch data time cost=1.81ms, fps=1366 images/s, loss=0.3668, top1-acc=87.38%, top5-acc=99.51%, remaining_time=0:00:06.818292, arrival_time=2021-04-10 01:34:29.251781, cost_time=0:00:30.303583 2021-04-10 01:34:24,317 INFO : TRAIN, epoch=0019, iter=00170/00196, fetch data time cost=1.86ms, fps=1359 images/s, loss=0.3684, top1-acc=87.33%, top5-acc=99.52%, remaining_time=0:00:04.922762, arrival_time=2021-04-10 01:34:29.240058, cost_time=0:00:32.187304 2021-04-10 01:34:26,190 INFO : TRAIN, epoch=0019, iter=00180/00196, fetch data time cost=1.48ms, fps=1367 images/s, loss=0.3698, top1-acc=87.29%, top5-acc=99.52%, remaining_time=0:00:03.027584, arrival_time=2021-04-10 01:34:29.217800, cost_time=0:00:34.060302 2021-04-10 01:34:28,063 INFO : TRAIN, epoch=0019, iter=00190/00196, fetch data time cost=1.75ms, fps=1367 images/s, loss=0.3691, top1-acc=87.32%, top5-acc=99.53%, remaining_time=0:00:01.134738, arrival_time=2021-04-10 01:34:29.198082, cost_time=0:00:35.933408 2021-04-10 01:34:29,082 INFO : TRAIN, epoch=0019, iter=00196/00196, fetch data time cost=1.85ms, fps=1336 images/s, loss=0.3696, top1-acc=87.33%, top5-acc=99.52%, remaining_time=0:00:00, arrival_time=2021-04-10 01:34:29.081963, cost_time=0:00:36.952020 2021-04-10 01:34:29,570 INFO : EVAL, epoch=0019, iter=00010/00040, fetch data time cost=0.39ms, fps=5254 images/s, loss=0.7346, top1-acc=76.80%, top5-acc=98.91%, remaining_time=0:00:01.461510, arrival_time=2021-04-10 01:34:31.032366, cost_time=0:00:00.487173 2021-04-10 01:34:29,939 INFO : EVAL, epoch=0019, iter=00020/00040, fetch data time cost=1.94ms, fps=6963 images/s, loss=0.6976, top1-acc=78.05%, top5-acc=99.04%, remaining_time=0:00:00.855400, arrival_time=2021-04-10 01:34:30.794426, cost_time=0:00:00.855405 2021-04-10 01:34:30,306 INFO : EVAL, epoch=0019, iter=00030/00040, fetch data time cost=2.44ms, fps=6976 images/s, loss=0.6983, top1-acc=78.19%, top5-acc=98.95%, remaining_time=0:00:00.407590, arrival_time=2021-04-10 01:34:30.714039, cost_time=0:00:01.222765 2021-04-10 01:34:30,668 INFO : EVAL, epoch=0019, iter=00040/00040, fetch data time cost=0.12ms, fps=6425 images/s, loss=0.6958, top1-acc=78.16%, top5-acc=98.96%, remaining_time=0:00:00, arrival_time=2021-04-10 01:34:30.668215, cost_time=0:00:01.584544 2021-04-10 01:34:30,829 INFO : Epoch=0019 complete, best val top1-acc=80.89%, top5-acc=99.00% (epoch=12), remaining_time=1:56:46.678511, arrival_time=2021-04-10 03:31:17.508414, cost_time=0:12:15.507685 2021-04-10 01:34:30,831 INFO : Train start, epoch=0020, lr=0.097790 2021-04-10 01:34:32,987 INFO : TRAIN, epoch=0020, iter=00010/00196, fetch data time cost=1.97ms, fps=1187 images/s, loss=0.3363, top1-acc=88.71%, top5-acc=99.37%, remaining_time=0:00:40.099740, arrival_time=2021-04-10 01:35:13.087555, cost_time=0:00:02.155903 2021-04-10 01:34:34,862 INFO : TRAIN, epoch=0020, iter=00020/00196, fetch data time cost=1.41ms, fps=1366 images/s, loss=0.3527, top1-acc=87.99%, top5-acc=99.39%, remaining_time=0:00:35.467872, arrival_time=2021-04-10 01:35:10.330320, cost_time=0:00:04.030437 2021-04-10 01:34:36,730 INFO : TRAIN, epoch=0020, iter=00030/00196, fetch data time cost=1.91ms, fps=1371 images/s, loss=0.3432, top1-acc=88.33%, top5-acc=99.43%, remaining_time=0:00:32.636762, arrival_time=2021-04-10 01:35:09.366944, cost_time=0:00:05.898221 2021-04-10 01:34:38,597 INFO : TRAIN, epoch=0020, iter=00040/00196, fetch data time cost=1.66ms, fps=1372 images/s, loss=0.3474, top1-acc=88.07%, top5-acc=99.41%, remaining_time=0:00:30.284436, arrival_time=2021-04-10 01:35:08.881762, cost_time=0:00:07.765236 2021-04-10 01:34:40,474 INFO : TRAIN, epoch=0020, iter=00050/00196, fetch data time cost=1.99ms, fps=1364 images/s, loss=0.3459, top1-acc=88.12%, top5-acc=99.43%, remaining_time=0:00:28.157414, arrival_time=2021-04-10 01:35:08.632294, cost_time=0:00:09.642969 2021-04-10 01:34:42,342 INFO : TRAIN, epoch=0020, iter=00060/00196, fetch data time cost=1.91ms, fps=1371 images/s, loss=0.3446, top1-acc=88.22%, top5-acc=99.45%, remaining_time=0:00:26.091056, arrival_time=2021-04-10 01:35:08.433745, cost_time=0:00:11.510781 2021-04-10 01:34:44,215 INFO : TRAIN, epoch=0020, iter=00070/00196, fetch data time cost=1.93ms, fps=1367 images/s, loss=0.3414, top1-acc=88.34%, top5-acc=99.49%, remaining_time=0:00:24.090444, arrival_time=2021-04-10 01:35:08.306076, cost_time=0:00:13.383586 2021-04-10 01:34:46,092 INFO : TRAIN, epoch=0020, iter=00080/00196, fetch data time cost=1.86ms, fps=1365 images/s, loss=0.3442, top1-acc=88.17%, top5-acc=99.52%, remaining_time=0:00:22.127464, arrival_time=2021-04-10 01:35:08.219745, cost_time=0:00:15.260310 2021-04-10 01:34:47,960 INFO : TRAIN, epoch=0020, iter=00090/00196, fetch data time cost=1.95ms, fps=1371 images/s, loss=0.3481, top1-acc=88.04%, top5-acc=99.52%, remaining_time=0:00:20.173178, arrival_time=2021-04-10 01:35:08.133329, cost_time=0:00:17.128200 2021-04-10 01:34:49,829 INFO : TRAIN, epoch=0020, iter=00100/00196, fetch data time cost=2.00ms, fps=1370 images/s, loss=0.3504, top1-acc=87.98%, top5-acc=99.53%, remaining_time=0:00:18.237312, arrival_time=2021-04-10 01:35:08.066367, cost_time=0:00:18.997157 2021-04-10 01:34:51,685 INFO : TRAIN, epoch=0020, iter=00110/00196, fetch data time cost=2.09ms, fps=1380 images/s, loss=0.3504, top1-acc=87.93%, top5-acc=99.54%, remaining_time=0:00:16.303364, arrival_time=2021-04-10 01:35:07.988474, cost_time=0:00:20.853148 2021-04-10 01:34:53,574 INFO : TRAIN, epoch=0020, iter=00120/00196, fetch data time cost=2.04ms, fps=1356 images/s, loss=0.3506, top1-acc=87.94%, top5-acc=99.54%, remaining_time=0:00:14.403216, arrival_time=2021-04-10 01:35:07.977144, cost_time=0:00:22.741945 2021-04-10 01:34:55,445 INFO : TRAIN, epoch=0020, iter=00130/00196, fetch data time cost=2.18ms, fps=1368 images/s, loss=0.3503, top1-acc=87.95%, top5-acc=99.55%, remaining_time=0:00:12.496176, arrival_time=2021-04-10 01:35:07.941842, cost_time=0:00:24.613669 2021-04-10 01:34:57,311 INFO : TRAIN, epoch=0020, iter=00140/00196, fetch data time cost=1.47ms, fps=1373 images/s, loss=0.3512, top1-acc=87.96%, top5-acc=99.56%, remaining_time=0:00:10.591784, arrival_time=2021-04-10 01:35:07.903183, cost_time=0:00:26.479403 2021-04-10 01:34:59,195 INFO : TRAIN, epoch=0020, iter=00150/00196, fetch data time cost=1.97ms, fps=1360 images/s, loss=0.3492, top1-acc=88.02%, top5-acc=99.57%, remaining_time=0:00:08.697956, arrival_time=2021-04-10 01:35:07.892885, cost_time=0:00:28.362930 2021-04-10 01:35:01,089 INFO : TRAIN, epoch=0020, iter=00160/00196, fetch data time cost=2.41ms, fps=1352 images/s, loss=0.3503, top1-acc=87.98%, top5-acc=99.58%, remaining_time=0:00:06.807924, arrival_time=2021-04-10 01:35:07.897419, cost_time=0:00:30.257454 2021-04-10 01:35:02,961 INFO : TRAIN, epoch=0020, iter=00170/00196, fetch data time cost=1.65ms, fps=1368 images/s, loss=0.3502, top1-acc=88.00%, top5-acc=99.57%, remaining_time=0:00:04.913922, arrival_time=2021-04-10 01:35:07.875399, cost_time=0:00:32.129452 2021-04-10 01:35:04,834 INFO : TRAIN, epoch=0020, iter=00180/00196, fetch data time cost=1.69ms, fps=1367 images/s, loss=0.3526, top1-acc=87.94%, top5-acc=99.57%, remaining_time=0:00:03.022480, arrival_time=2021-04-10 01:35:07.857351, cost_time=0:00:34.002924 2021-04-10 01:35:06,694 INFO : TRAIN, epoch=0020, iter=00190/00196, fetch data time cost=2.26ms, fps=1377 images/s, loss=0.3570, top1-acc=87.82%, top5-acc=99.57%, remaining_time=0:00:01.132500, arrival_time=2021-04-10 01:35:07.827097, cost_time=0:00:35.862534 2021-04-10 01:35:07,716 INFO : TRAIN, epoch=0020, iter=00196/00196, fetch data time cost=1.24ms, fps=1333 images/s, loss=0.3572, top1-acc=87.80%, top5-acc=99.57%, remaining_time=0:00:00, arrival_time=2021-04-10 01:35:07.716121, cost_time=0:00:36.883931 2021-04-10 01:35:08,221 INFO : EVAL, epoch=0020, iter=00010/00040, fetch data time cost=0.61ms, fps=5101 images/s, loss=0.6360, top1-acc=78.91%, top5-acc=98.98%, remaining_time=0:00:01.505580, arrival_time=2021-04-10 01:35:09.726994, cost_time=0:00:00.501856 2021-04-10 01:35:08,589 INFO : EVAL, epoch=0020, iter=00020/00040, fetch data time cost=2.72ms, fps=6964 images/s, loss=0.6466, top1-acc=78.75%, top5-acc=98.96%, remaining_time=0:00:00.870040, arrival_time=2021-04-10 01:35:09.459575, cost_time=0:00:00.870043 2021-04-10 01:35:08,951 INFO : EVAL, epoch=0020, iter=00030/00040, fetch data time cost=1.57ms, fps=7078 images/s, loss=0.6565, top1-acc=78.78%, top5-acc=99.05%, remaining_time=0:00:00.410700, arrival_time=2021-04-10 01:35:09.362298, cost_time=0:00:01.232094 2021-04-10 01:35:09,298 INFO : EVAL, epoch=0020, iter=00040/00040, fetch data time cost=0.10ms, fps=6708 images/s, loss=0.6595, top1-acc=78.82%, top5-acc=98.89%, remaining_time=0:00:00, arrival_time=2021-04-10 01:35:09.297943, cost_time=0:00:01.578345 2021-04-10 01:35:09,421 INFO : Epoch=0020 complete, best val top1-acc=80.89%, top5-acc=99.00% (epoch=12), remaining_time=1:56:06.888480, arrival_time=2021-04-10 03:31:16.309455, cost_time=0:12:54.098728 2021-04-10 01:35:09,422 INFO : Train start, epoch=0021, lr=0.097553 2021-04-10 01:35:11,536 INFO : TRAIN, epoch=0021, iter=00010/00196, fetch data time cost=0.50ms, fps=1211 images/s, loss=0.3675, top1-acc=86.95%, top5-acc=99.57%, remaining_time=0:00:39.307938, arrival_time=2021-04-10 01:35:50.844511, cost_time=0:00:02.113326 2021-04-10 01:35:13,415 INFO : TRAIN, epoch=0021, iter=00020/00196, fetch data time cost=1.91ms, fps=1364 images/s, loss=0.3614, top1-acc=87.66%, top5-acc=99.55%, remaining_time=0:00:35.126960, arrival_time=2021-04-10 01:35:48.541895, cost_time=0:00:03.991694 2021-04-10 01:35:15,311 INFO : TRAIN, epoch=0021, iter=00030/00196, fetch data time cost=2.63ms, fps=1350 images/s, loss=0.3503, top1-acc=87.84%, top5-acc=99.58%, remaining_time=0:00:32.582480, arrival_time=2021-04-10 01:35:47.894125, cost_time=0:00:05.888394 2021-04-10 01:35:17,195 INFO : TRAIN, epoch=0021, iter=00040/00196, fetch data time cost=1.80ms, fps=1360 images/s, loss=0.3552, top1-acc=87.68%, top5-acc=99.55%, remaining_time=0:00:30.309552, arrival_time=2021-04-10 01:35:47.504592, cost_time=0:00:07.771666 2021-04-10 01:35:19,075 INFO : TRAIN, epoch=0021, iter=00050/00196, fetch data time cost=1.90ms, fps=1362 images/s, loss=0.3487, top1-acc=87.95%, top5-acc=99.56%, remaining_time=0:00:28.183402, arrival_time=2021-04-10 01:35:47.258468, cost_time=0:00:09.651832 2021-04-10 01:35:20,941 INFO : TRAIN, epoch=0021, iter=00060/00196, fetch data time cost=2.07ms, fps=1373 images/s, loss=0.3493, top1-acc=87.93%, top5-acc=99.56%, remaining_time=0:00:26.106696, arrival_time=2021-04-10 01:35:47.047651, cost_time=0:00:11.517688 2021-04-10 01:35:22,844 INFO : TRAIN, epoch=0021, iter=00070/00196, fetch data time cost=1.42ms, fps=1345 images/s, loss=0.3472, top1-acc=88.04%, top5-acc=99.58%, remaining_time=0:00:24.158610, arrival_time=2021-04-10 01:35:47.003205, cost_time=0:00:13.421451 2021-04-10 01:35:24,707 INFO : TRAIN, epoch=0021, iter=00080/00196, fetch data time cost=1.86ms, fps=1375 images/s, loss=0.3485, top1-acc=87.98%, top5-acc=99.58%, remaining_time=0:00:22.161336, arrival_time=2021-04-10 01:35:46.868237, cost_time=0:00:15.283647 2021-04-10 01:35:26,585 INFO : TRAIN, epoch=0021, iter=00090/00196, fetch data time cost=2.15ms, fps=1363 images/s, loss=0.3492, top1-acc=87.96%, top5-acc=99.57%, remaining_time=0:00:20.213246, arrival_time=2021-04-10 01:35:46.798721, cost_time=0:00:17.162231 2021-04-10 01:35:28,456 INFO : TRAIN, epoch=0021, iter=00100/00196, fetch data time cost=1.31ms, fps=1369 images/s, loss=0.3497, top1-acc=87.86%, top5-acc=99.57%, remaining_time=0:00:18.271584, arrival_time=2021-04-10 01:35:46.727537, cost_time=0:00:19.032866 2021-04-10 01:35:30,342 INFO : TRAIN, epoch=0021, iter=00110/00196, fetch data time cost=2.02ms, fps=1357 images/s, loss=0.3501, top1-acc=87.84%, top5-acc=99.56%, remaining_time=0:00:16.354964, arrival_time=2021-04-10 01:35:46.697390, cost_time=0:00:20.919190 2021-04-10 01:35:32,227 INFO : TRAIN, epoch=0021, iter=00120/00196, fetch data time cost=1.87ms, fps=1359 images/s, loss=0.3496, top1-acc=87.88%, top5-acc=99.56%, remaining_time=0:00:14.442660, arrival_time=2021-04-10 01:35:46.669994, cost_time=0:00:22.804239 2021-04-10 01:35:34,122 INFO : TRAIN, epoch=0021, iter=00130/00196, fetch data time cost=2.13ms, fps=1351 images/s, loss=0.3503, top1-acc=87.88%, top5-acc=99.55%, remaining_time=0:00:12.539472, arrival_time=2021-04-10 01:35:46.661637, cost_time=0:00:24.698981 2021-04-10 01:35:35,986 INFO : TRAIN, epoch=0021, iter=00140/00196, fetch data time cost=1.56ms, fps=1373 images/s, loss=0.3493, top1-acc=87.88%, top5-acc=99.56%, remaining_time=0:00:10.625496, arrival_time=2021-04-10 01:35:46.612369, cost_time=0:00:26.563793 2021-04-10 01:35:37,888 INFO : TRAIN, epoch=0021, iter=00150/00196, fetch data time cost=2.29ms, fps=1347 images/s, loss=0.3502, top1-acc=87.83%, top5-acc=99.55%, remaining_time=0:00:08.729236, arrival_time=2021-04-10 01:35:46.617431, cost_time=0:00:28.464970 2021-04-10 01:35:39,768 INFO : TRAIN, epoch=0021, iter=00160/00196, fetch data time cost=1.50ms, fps=1362 images/s, loss=0.3499, top1-acc=87.84%, top5-acc=99.55%, remaining_time=0:00:06.827652, arrival_time=2021-04-10 01:35:46.596037, cost_time=0:00:30.345157 2021-04-10 01:35:41,652 INFO : TRAIN, epoch=0021, iter=00170/00196, fetch data time cost=2.01ms, fps=1359 images/s, loss=0.3516, top1-acc=87.78%, top5-acc=99.55%, remaining_time=0:00:04.929184, arrival_time=2021-04-10 01:35:46.581657, cost_time=0:00:32.229275 2021-04-10 01:35:43,520 INFO : TRAIN, epoch=0021, iter=00180/00196, fetch data time cost=2.11ms, fps=1371 images/s, loss=0.3523, top1-acc=87.79%, top5-acc=99.55%, remaining_time=0:00:03.030864, arrival_time=2021-04-10 01:35:46.551306, cost_time=0:00:34.097169 2021-04-10 01:35:45,402 INFO : TRAIN, epoch=0021, iter=00190/00196, fetch data time cost=1.78ms, fps=1361 images/s, loss=0.3519, top1-acc=87.81%, top5-acc=99.56%, remaining_time=0:00:01.136202, arrival_time=2021-04-10 01:35:46.539058, cost_time=0:00:35.979646 2021-04-10 01:35:46,426 INFO : TRAIN, epoch=0021, iter=00196/00196, fetch data time cost=1.74ms, fps=1330 images/s, loss=0.3511, top1-acc=87.85%, top5-acc=99.56%, remaining_time=0:00:00, arrival_time=2021-04-10 01:35:46.426695, cost_time=0:00:37.003586 2021-04-10 01:35:46,876 INFO : EVAL, epoch=0021, iter=00010/00040, fetch data time cost=0.44ms, fps=5718 images/s, loss=0.7898, top1-acc=76.52%, top5-acc=98.36%, remaining_time=0:00:01.343070, arrival_time=2021-04-10 01:35:48.219253, cost_time=0:00:00.447687 2021-04-10 01:35:47,243 INFO : EVAL, epoch=0021, iter=00020/00040, fetch data time cost=1.56ms, fps=6983 images/s, loss=0.7992, top1-acc=75.98%, top5-acc=98.05%, remaining_time=0:00:00.814840, arrival_time=2021-04-10 01:35:48.058135, cost_time=0:00:00.814844 2021-04-10 01:35:47,611 INFO : EVAL, epoch=0021, iter=00030/00040, fetch data time cost=2.63ms, fps=6953 images/s, loss=0.8035, top1-acc=75.72%, top5-acc=97.97%, remaining_time=0:00:00.394470, arrival_time=2021-04-10 01:35:48.006371, cost_time=0:00:01.183405 2021-04-10 01:35:47,959 INFO : EVAL, epoch=0021, iter=00040/00040, fetch data time cost=0.09ms, fps=6690 images/s, loss=0.7933, top1-acc=75.53%, top5-acc=98.07%, remaining_time=0:00:00, arrival_time=2021-04-10 01:35:47.959248, cost_time=0:00:01.530713 2021-04-10 01:35:48,135 INFO : Epoch=0021 complete, best val top1-acc=80.89%, top5-acc=99.00% (epoch=12), remaining_time=1:55:28.267316, arrival_time=2021-04-10 03:31:16.403083, cost_time=0:13:32.813491 2021-04-10 01:35:48,137 INFO : Train start, epoch=0022, lr=0.097304 2021-04-10 01:35:50,296 INFO : TRAIN, epoch=0022, iter=00010/00196, fetch data time cost=1.96ms, fps=1186 images/s, loss=0.3668, top1-acc=87.23%, top5-acc=99.45%, remaining_time=0:00:40.158888, arrival_time=2021-04-10 01:36:30.455384, cost_time=0:00:02.159082 2021-04-10 01:35:52,175 INFO : TRAIN, epoch=0022, iter=00020/00196, fetch data time cost=1.56ms, fps=1363 images/s, loss=0.3580, top1-acc=87.85%, top5-acc=99.45%, remaining_time=0:00:35.530528, arrival_time=2021-04-10 01:36:27.705503, cost_time=0:00:04.037555 2021-04-10 01:35:54,058 INFO : TRAIN, epoch=0022, iter=00030/00196, fetch data time cost=2.02ms, fps=1360 images/s, loss=0.3534, top1-acc=88.05%, top5-acc=99.47%, remaining_time=0:00:32.761096, arrival_time=2021-04-10 01:36:26.819121, cost_time=0:00:05.920666 2021-04-10 01:35:55,928 INFO : TRAIN, epoch=0022, iter=00040/00196, fetch data time cost=1.77ms, fps=1369 images/s, loss=0.3450, top1-acc=88.24%, top5-acc=99.54%, remaining_time=0:00:30.386304, arrival_time=2021-04-10 01:36:26.315085, cost_time=0:00:07.791355 2021-04-10 01:35:57,803 INFO : TRAIN, epoch=0022, iter=00050/00196, fetch data time cost=1.55ms, fps=1366 images/s, loss=0.3368, top1-acc=88.48%, top5-acc=99.57%, remaining_time=0:00:28.224136, arrival_time=2021-04-10 01:36:26.027342, cost_time=0:00:09.665806 2021-04-10 01:35:59,678 INFO : TRAIN, epoch=0022, iter=00060/00196, fetch data time cost=1.89ms, fps=1365 images/s, loss=0.3367, top1-acc=88.39%, top5-acc=99.60%, remaining_time=0:00:26.160416, arrival_time=2021-04-10 01:36:25.839236, cost_time=0:00:11.541330 2021-04-10 01:36:01,590 INFO : TRAIN, epoch=0022, iter=00070/00196, fetch data time cost=1.78ms, fps=1340 images/s, loss=0.3366, top1-acc=88.43%, top5-acc=99.60%, remaining_time=0:00:24.215058, arrival_time=2021-04-10 01:36:25.805194, cost_time=0:00:13.452803 2021-04-10 01:36:03,474 INFO : TRAIN, epoch=0022, iter=00080/00196, fetch data time cost=2.25ms, fps=1359 images/s, loss=0.3397, top1-acc=88.30%, top5-acc=99.60%, remaining_time=0:00:22.238244, arrival_time=2021-04-10 01:36:25.712374, cost_time=0:00:15.336702 2021-04-10 01:36:05,353 INFO : TRAIN, epoch=0022, iter=00090/00196, fetch data time cost=1.46ms, fps=1363 images/s, loss=0.3395, top1-acc=88.32%, top5-acc=99.60%, remaining_time=0:00:20.276422, arrival_time=2021-04-10 01:36:25.629533, cost_time=0:00:17.215820 2021-04-10 01:36:07,226 INFO : TRAIN, epoch=0022, iter=00100/00196, fetch data time cost=1.60ms, fps=1367 images/s, loss=0.3413, top1-acc=88.27%, top5-acc=99.59%, remaining_time=0:00:18.325248, arrival_time=2021-04-10 01:36:25.551475, cost_time=0:00:19.088812 2021-04-10 01:36:09,109 INFO : TRAIN, epoch=0022, iter=00110/00196, fetch data time cost=1.54ms, fps=1360 images/s, loss=0.3426, top1-acc=88.17%, top5-acc=99.60%, remaining_time=0:00:16.396588, arrival_time=2021-04-10 01:36:25.506393, cost_time=0:00:20.972382 2021-04-10 01:36:10,989 INFO : TRAIN, epoch=0022, iter=00120/00196, fetch data time cost=3.79ms, fps=1363 images/s, loss=0.3438, top1-acc=88.16%, top5-acc=99.61%, remaining_time=0:00:14.472908, arrival_time=2021-04-10 01:36:25.462291, cost_time=0:00:22.851972 2021-04-10 01:36:12,868 INFO : TRAIN, epoch=0022, iter=00130/00196, fetch data time cost=2.01ms, fps=1363 images/s, loss=0.3450, top1-acc=88.12%, top5-acc=99.62%, remaining_time=0:00:12.555774, arrival_time=2021-04-10 01:36:25.424210, cost_time=0:00:24.731027 2021-04-10 01:36:14,755 INFO : TRAIN, epoch=0022, iter=00140/00196, fetch data time cost=1.60ms, fps=1357 images/s, loss=0.3471, top1-acc=88.05%, top5-acc=99.63%, remaining_time=0:00:10.647392, arrival_time=2021-04-10 01:36:25.403186, cost_time=0:00:26.618437 2021-04-10 01:36:16,636 INFO : TRAIN, epoch=0022, iter=00150/00196, fetch data time cost=1.63ms, fps=1362 images/s, loss=0.3486, top1-acc=87.98%, top5-acc=99.62%, remaining_time=0:00:08.739678, arrival_time=2021-04-10 01:36:25.376038, cost_time=0:00:28.498898 2021-04-10 01:36:18,514 INFO : TRAIN, epoch=0022, iter=00160/00196, fetch data time cost=1.95ms, fps=1364 images/s, loss=0.3470, top1-acc=88.05%, top5-acc=99.62%, remaining_time=0:00:06.834816, arrival_time=2021-04-10 01:36:25.349122, cost_time=0:00:30.376928 2021-04-10 01:36:20,391 INFO : TRAIN, epoch=0022, iter=00170/00196, fetch data time cost=1.81ms, fps=1364 images/s, loss=0.3462, top1-acc=88.06%, top5-acc=99.62%, remaining_time=0:00:04.932928, arrival_time=2021-04-10 01:36:25.324059, cost_time=0:00:32.253752 2021-04-10 01:36:22,258 INFO : TRAIN, epoch=0022, iter=00180/00196, fetch data time cost=2.04ms, fps=1372 images/s, loss=0.3453, top1-acc=88.08%, top5-acc=99.62%, remaining_time=0:00:03.032976, arrival_time=2021-04-10 01:36:25.291321, cost_time=0:00:34.120947 2021-04-10 01:36:24,131 INFO : TRAIN, epoch=0022, iter=00190/00196, fetch data time cost=1.88ms, fps=1367 images/s, loss=0.3461, top1-acc=88.05%, top5-acc=99.62%, remaining_time=0:00:01.136652, arrival_time=2021-04-10 01:36:25.267980, cost_time=0:00:35.993983 2021-04-10 01:36:25,154 INFO : TRAIN, epoch=0022, iter=00196/00196, fetch data time cost=1.83ms, fps=1330 images/s, loss=0.3474, top1-acc=88.01%, top5-acc=99.62%, remaining_time=0:00:00, arrival_time=2021-04-10 01:36:25.154696, cost_time=0:00:37.017360 2021-04-10 01:36:25,637 INFO : EVAL, epoch=0022, iter=00010/00040, fetch data time cost=5.15ms, fps=5330 images/s, loss=0.5437, top1-acc=81.84%, top5-acc=99.26%, remaining_time=0:00:01.440840, arrival_time=2021-04-10 01:36:27.078410, cost_time=0:00:00.480283 2021-04-10 01:36:26,002 INFO : EVAL, epoch=0022, iter=00020/00040, fetch data time cost=2.09ms, fps=7025 images/s, loss=0.5122, top1-acc=83.05%, top5-acc=99.30%, remaining_time=0:00:00.845240, arrival_time=2021-04-10 01:36:26.847783, cost_time=0:00:00.845236 2021-04-10 01:36:26,371 INFO : EVAL, epoch=0022, iter=00030/00040, fetch data time cost=2.18ms, fps=6942 images/s, loss=0.4973, top1-acc=83.59%, top5-acc=99.36%, remaining_time=0:00:00.404880, arrival_time=2021-04-10 01:36:26.776784, cost_time=0:00:01.214627 2021-04-10 01:36:26,728 INFO : EVAL, epoch=0022, iter=00040/00040, fetch data time cost=0.12ms, fps=6519 images/s, loss=0.5057, top1-acc=83.53%, top5-acc=99.36%, remaining_time=0:00:00, arrival_time=2021-04-10 01:36:26.728603, cost_time=0:00:01.571326 2021-04-10 01:36:26,940 INFO : Epoch=0022 complete, best val top1-acc=83.53%, top5-acc=99.36% (epoch=22), remaining_time=1:54:50.361488, arrival_time=2021-04-10 03:31:17.301432, cost_time=0:14:11.617708 2021-04-10 01:36:26,946 INFO : Train start, epoch=0023, lr=0.097044 2021-04-10 01:36:29,060 INFO : TRAIN, epoch=0023, iter=00010/00196, fetch data time cost=1.50ms, fps=1211 images/s, loss=0.3632, top1-acc=87.66%, top5-acc=99.61%, remaining_time=0:00:39.317424, arrival_time=2021-04-10 01:37:08.377636, cost_time=0:00:02.113844 2021-04-10 01:36:30,950 INFO : TRAIN, epoch=0023, iter=00020/00196, fetch data time cost=2.15ms, fps=1355 images/s, loss=0.3562, top1-acc=87.99%, top5-acc=99.51%, remaining_time=0:00:35.236960, arrival_time=2021-04-10 01:37:06.187648, cost_time=0:00:04.004198 2021-04-10 01:36:32,827 INFO : TRAIN, epoch=0023, iter=00030/00196, fetch data time cost=2.04ms, fps=1365 images/s, loss=0.3503, top1-acc=88.06%, top5-acc=99.57%, remaining_time=0:00:32.541976, arrival_time=2021-04-10 01:37:05.369481, cost_time=0:00:05.881072 2021-04-10 01:36:34,703 INFO : TRAIN, epoch=0023, iter=00040/00196, fetch data time cost=1.97ms, fps=1365 images/s, loss=0.3489, top1-acc=88.01%, top5-acc=99.56%, remaining_time=0:00:30.251676, arrival_time=2021-04-10 01:37:04.955058, cost_time=0:00:07.756843 2021-04-10 01:36:36,575 INFO : TRAIN, epoch=0023, iter=00050/00196, fetch data time cost=2.16ms, fps=1368 images/s, loss=0.3512, top1-acc=87.85%, top5-acc=99.56%, remaining_time=0:00:28.116242, arrival_time=2021-04-10 01:37:04.691643, cost_time=0:00:09.628840 2021-04-10 01:36:38,472 INFO : TRAIN, epoch=0023, iter=00060/00196, fetch data time cost=1.91ms, fps=1350 images/s, loss=0.3539, top1-acc=87.76%, top5-acc=99.54%, remaining_time=0:00:26.125192, arrival_time=2021-04-10 01:37:04.597426, cost_time=0:00:11.525805 2021-04-10 01:36:40,361 INFO : TRAIN, epoch=0023, iter=00070/00196, fetch data time cost=2.14ms, fps=1355 images/s, loss=0.3501, top1-acc=87.95%, top5-acc=99.54%, remaining_time=0:00:24.147144, arrival_time=2021-04-10 01:37:04.508629, cost_time=0:00:13.415068 2021-04-10 01:36:42,232 INFO : TRAIN, epoch=0023, iter=00080/00196, fetch data time cost=1.49ms, fps=1368 images/s, loss=0.3483, top1-acc=87.95%, top5-acc=99.57%, remaining_time=0:00:22.165280, arrival_time=2021-04-10 01:37:04.398087, cost_time=0:00:15.286375 2021-04-10 01:36:44,113 INFO : TRAIN, epoch=0023, iter=00090/00196, fetch data time cost=1.44ms, fps=1362 images/s, loss=0.3462, top1-acc=88.04%, top5-acc=99.58%, remaining_time=0:00:20.218652, arrival_time=2021-04-10 01:37:04.331880, cost_time=0:00:17.166761 2021-04-10 01:36:46,012 INFO : TRAIN, epoch=0023, iter=00100/00196, fetch data time cost=1.84ms, fps=1349 images/s, loss=0.3459, top1-acc=88.04%, top5-acc=99.57%, remaining_time=0:00:18.302880, arrival_time=2021-04-10 01:37:04.314826, cost_time=0:00:19.065524 2021-04-10 01:36:47,881 INFO : TRAIN, epoch=0023, iter=00110/00196, fetch data time cost=1.39ms, fps=1370 images/s, loss=0.3439, top1-acc=88.09%, top5-acc=99.58%, remaining_time=0:00:16.367004, arrival_time=2021-04-10 01:37:04.247958, cost_time=0:00:20.934570 2021-04-10 01:36:49,754 INFO : TRAIN, epoch=0023, iter=00120/00196, fetch data time cost=1.46ms, fps=1367 images/s, loss=0.3447, top1-acc=88.09%, top5-acc=99.58%, remaining_time=0:00:14.444940, arrival_time=2021-04-10 01:37:04.199169, cost_time=0:00:22.807749 2021-04-10 01:36:51,620 INFO : TRAIN, epoch=0023, iter=00130/00196, fetch data time cost=1.53ms, fps=1372 images/s, loss=0.3446, top1-acc=88.14%, top5-acc=99.59%, remaining_time=0:00:12.526932, arrival_time=2021-04-10 01:37:04.147629, cost_time=0:00:24.674211 2021-04-10 01:36:53,495 INFO : TRAIN, epoch=0023, iter=00140/00196, fetch data time cost=1.65ms, fps=1366 images/s, loss=0.3436, top1-acc=88.18%, top5-acc=99.59%, remaining_time=0:00:10.619616, arrival_time=2021-04-10 01:37:04.115315, cost_time=0:00:26.549084 2021-04-10 01:36:55,381 INFO : TRAIN, epoch=0023, iter=00150/00196, fetch data time cost=7.86ms, fps=1358 images/s, loss=0.3426, top1-acc=88.25%, top5-acc=99.59%, remaining_time=0:00:08.719990, arrival_time=2021-04-10 01:37:04.101279, cost_time=0:00:28.434770 2021-04-10 01:36:57,267 INFO : TRAIN, epoch=0023, iter=00160/00196, fetch data time cost=2.40ms, fps=1358 images/s, loss=0.3439, top1-acc=88.24%, top5-acc=99.58%, remaining_time=0:00:06.822180, arrival_time=2021-04-10 01:37:04.089530, cost_time=0:00:30.320810 2021-04-10 01:36:59,142 INFO : TRAIN, epoch=0023, iter=00170/00196, fetch data time cost=1.93ms, fps=1366 images/s, loss=0.3427, top1-acc=88.25%, top5-acc=99.57%, remaining_time=0:00:04.924062, arrival_time=2021-04-10 01:37:04.066303, cost_time=0:00:32.195799 2021-04-10 01:37:01,020 INFO : TRAIN, epoch=0023, iter=00180/00196, fetch data time cost=2.30ms, fps=1364 images/s, loss=0.3426, top1-acc=88.28%, top5-acc=99.57%, remaining_time=0:00:03.028752, arrival_time=2021-04-10 01:37:04.048809, cost_time=0:00:34.073407 2021-04-10 01:37:02,907 INFO : TRAIN, epoch=0023, iter=00190/00196, fetch data time cost=1.57ms, fps=1357 images/s, loss=0.3433, top1-acc=88.27%, top5-acc=99.55%, remaining_time=0:00:01.135620, arrival_time=2021-04-10 01:37:04.043407, cost_time=0:00:35.961240 2021-04-10 01:37:03,924 INFO : TRAIN, epoch=0023, iter=00196/00196, fetch data time cost=1.44ms, fps=1338 images/s, loss=0.3447, top1-acc=88.26%, top5-acc=99.55%, remaining_time=0:00:00, arrival_time=2021-04-10 01:37:03.924598, cost_time=0:00:36.978198 2021-04-10 01:37:04,401 INFO : EVAL, epoch=0023, iter=00010/00040, fetch data time cost=0.83ms, fps=5392 images/s, loss=0.4879, top1-acc=83.28%, top5-acc=99.41%, remaining_time=0:00:01.424400, arrival_time=2021-04-10 01:37:05.825652, cost_time=0:00:00.474796 2021-04-10 01:37:04,779 INFO : EVAL, epoch=0023, iter=00020/00040, fetch data time cost=2.22ms, fps=6793 images/s, loss=0.4897, top1-acc=83.48%, top5-acc=99.24%, remaining_time=0:00:00.852480, arrival_time=2021-04-10 01:37:05.631433, cost_time=0:00:00.852474 2021-04-10 01:37:05,144 INFO : EVAL, epoch=0023, iter=00030/00040, fetch data time cost=1.40ms, fps=7021 images/s, loss=0.5011, top1-acc=83.16%, top5-acc=99.15%, remaining_time=0:00:00.405970, arrival_time=2021-04-10 01:37:05.550224, cost_time=0:00:01.217896 2021-04-10 01:37:05,486 INFO : EVAL, epoch=0023, iter=00040/00040, fetch data time cost=0.07ms, fps=6796 images/s, loss=0.5074, top1-acc=83.23%, top5-acc=99.15%, remaining_time=0:00:00, arrival_time=2021-04-10 01:37:05.486045, cost_time=0:00:01.559719 2021-04-10 01:37:05,577 INFO : Epoch=0023 complete, best val top1-acc=83.53%, top5-acc=99.36% (epoch=22), remaining_time=1:54:11.092803, arrival_time=2021-04-10 03:31:16.670031, cost_time=0:14:50.254992 2021-04-10 01:37:05,578 INFO : Train start, epoch=0024, lr=0.096772 2021-04-10 01:37:07,683 INFO : TRAIN, epoch=0024, iter=00010/00196, fetch data time cost=0.47ms, fps=1217 images/s, loss=0.3352, top1-acc=88.67%, top5-acc=99.61%, remaining_time=0:00:39.141468, arrival_time=2021-04-10 01:37:46.824462, cost_time=0:00:02.104377 2021-04-10 01:37:09,557 INFO : TRAIN, epoch=0024, iter=00020/00196, fetch data time cost=1.97ms, fps=1366 images/s, loss=0.3264, top1-acc=88.85%, top5-acc=99.69%, remaining_time=0:00:35.012032, arrival_time=2021-04-10 01:37:44.569309, cost_time=0:00:03.978635 2021-04-10 01:37:11,448 INFO : TRAIN, epoch=0024, iter=00030/00196, fetch data time cost=1.55ms, fps=1354 images/s, loss=0.3206, top1-acc=89.21%, top5-acc=99.67%, remaining_time=0:00:32.479394, arrival_time=2021-04-10 01:37:43.927777, cost_time=0:00:05.869777 2021-04-10 01:37:13,344 INFO : TRAIN, epoch=0024, iter=00040/00196, fetch data time cost=2.25ms, fps=1351 images/s, loss=0.3194, top1-acc=89.11%, top5-acc=99.71%, remaining_time=0:00:30.285840, arrival_time=2021-04-10 01:37:43.630068, cost_time=0:00:07.765604 2021-04-10 01:37:15,222 INFO : TRAIN, epoch=0024, iter=00050/00196, fetch data time cost=1.81ms, fps=1364 images/s, loss=0.3261, top1-acc=88.70%, top5-acc=99.73%, remaining_time=0:00:28.159750, arrival_time=2021-04-10 01:37:43.382156, cost_time=0:00:09.643766 2021-04-10 01:37:17,115 INFO : TRAIN, epoch=0024, iter=00060/00196, fetch data time cost=1.99ms, fps=1353 images/s, loss=0.3266, top1-acc=88.72%, top5-acc=99.71%, remaining_time=0:00:26.149536, arrival_time=2021-04-10 01:37:43.264728, cost_time=0:00:11.536558 2021-04-10 01:37:19,006 INFO : TRAIN, epoch=0024, iter=00070/00196, fetch data time cost=1.83ms, fps=1354 images/s, loss=0.3310, top1-acc=88.62%, top5-acc=99.65%, remaining_time=0:00:24.169572, arrival_time=2021-04-10 01:37:43.175733, cost_time=0:00:13.427510 2021-04-10 01:37:20,888 INFO : TRAIN, epoch=0024, iter=00080/00196, fetch data time cost=2.01ms, fps=1361 images/s, loss=0.3359, top1-acc=88.49%, top5-acc=99.63%, remaining_time=0:00:22.198804, arrival_time=2021-04-10 01:37:43.086914, cost_time=0:00:15.309521 2021-04-10 01:37:22,754 INFO : TRAIN, epoch=0024, iter=00090/00196, fetch data time cost=2.03ms, fps=1372 images/s, loss=0.3352, top1-acc=88.53%, top5-acc=99.67%, remaining_time=0:00:20.228934, arrival_time=2021-04-10 01:37:42.983030, cost_time=0:00:17.175503 2021-04-10 01:37:24,622 INFO : TRAIN, epoch=0024, iter=00100/00196, fetch data time cost=1.66ms, fps=1371 images/s, loss=0.3322, top1-acc=88.67%, top5-acc=99.68%, remaining_time=0:00:18.282048, arrival_time=2021-04-10 01:37:42.904412, cost_time=0:00:19.043799 2021-04-10 01:37:26,491 INFO : TRAIN, epoch=0024, iter=00110/00196, fetch data time cost=2.05ms, fps=1370 images/s, loss=0.3315, top1-acc=88.63%, top5-acc=99.68%, remaining_time=0:00:16.349632, arrival_time=2021-04-10 01:37:42.840585, cost_time=0:00:20.912361 2021-04-10 01:37:28,354 INFO : TRAIN, epoch=0024, iter=00120/00196, fetch data time cost=1.47ms, fps=1375 images/s, loss=0.3317, top1-acc=88.61%, top5-acc=99.68%, remaining_time=0:00:14.424420, arrival_time=2021-04-10 01:37:42.778585, cost_time=0:00:22.775398 2021-04-10 01:37:30,245 INFO : TRAIN, epoch=0024, iter=00130/00196, fetch data time cost=2.35ms, fps=1354 images/s, loss=0.3295, top1-acc=88.66%, top5-acc=99.69%, remaining_time=0:00:12.523104, arrival_time=2021-04-10 01:37:42.768484, cost_time=0:00:24.666737 2021-04-10 01:37:32,123 INFO : TRAIN, epoch=0024, iter=00140/00196, fetch data time cost=2.31ms, fps=1364 images/s, loss=0.3306, top1-acc=88.62%, top5-acc=99.69%, remaining_time=0:00:10.617768, arrival_time=2021-04-10 01:37:42.740873, cost_time=0:00:26.544420 2021-04-10 01:37:34,003 INFO : TRAIN, epoch=0024, iter=00150/00196, fetch data time cost=1.95ms, fps=1362 images/s, loss=0.3307, top1-acc=88.60%, top5-acc=99.68%, remaining_time=0:00:08.716908, arrival_time=2021-04-10 01:37:42.720142, cost_time=0:00:28.424662 2021-04-10 01:37:35,890 INFO : TRAIN, epoch=0024, iter=00160/00196, fetch data time cost=1.73ms, fps=1357 images/s, loss=0.3316, top1-acc=88.55%, top5-acc=99.67%, remaining_time=0:00:06.820200, arrival_time=2021-04-10 01:37:42.710846, cost_time=0:00:30.311992 2021-04-10 01:37:37,771 INFO : TRAIN, epoch=0024, iter=00170/00196, fetch data time cost=2.16ms, fps=1361 images/s, loss=0.3348, top1-acc=88.41%, top5-acc=99.65%, remaining_time=0:00:04.923672, arrival_time=2021-04-10 01:37:42.695486, cost_time=0:00:32.193220 2021-04-10 01:37:39,648 INFO : TRAIN, epoch=0024, iter=00180/00196, fetch data time cost=1.49ms, fps=1364 images/s, loss=0.3350, top1-acc=88.38%, top5-acc=99.66%, remaining_time=0:00:03.028448, arrival_time=2021-04-10 01:37:42.677174, cost_time=0:00:34.070059 2021-04-10 01:37:41,533 INFO : TRAIN, epoch=0024, iter=00190/00196, fetch data time cost=1.27ms, fps=1359 images/s, loss=0.3348, top1-acc=88.41%, top5-acc=99.65%, remaining_time=0:00:01.135422, arrival_time=2021-04-10 01:37:42.669034, cost_time=0:00:35.954950 2021-04-10 01:37:42,545 INFO : TRAIN, epoch=0024, iter=00196/00196, fetch data time cost=1.18ms, fps=1345 images/s, loss=0.3360, top1-acc=88.36%, top5-acc=99.65%, remaining_time=0:00:00, arrival_time=2021-04-10 01:37:42.545363, cost_time=0:00:36.966817 2021-04-10 01:37:43,008 INFO : EVAL, epoch=0024, iter=00010/00040, fetch data time cost=2.89ms, fps=5560 images/s, loss=0.5293, top1-acc=82.11%, top5-acc=98.71%, remaining_time=0:00:01.381170, arrival_time=2021-04-10 01:37:44.389496, cost_time=0:00:00.460391 2021-04-10 01:37:43,375 INFO : EVAL, epoch=0024, iter=00020/00040, fetch data time cost=2.66ms, fps=6975 images/s, loss=0.5293, top1-acc=82.21%, top5-acc=98.73%, remaining_time=0:00:00.827820, arrival_time=2021-04-10 01:37:44.203634, cost_time=0:00:00.827817 2021-04-10 01:37:43,741 INFO : EVAL, epoch=0024, iter=00030/00040, fetch data time cost=4.62ms, fps=7016 images/s, loss=0.5220, top1-acc=82.53%, top5-acc=98.71%, remaining_time=0:00:00.397740, arrival_time=2021-04-10 01:37:44.138924, cost_time=0:00:01.193207 2021-04-10 01:37:44,085 INFO : EVAL, epoch=0024, iter=00040/00040, fetch data time cost=0.11ms, fps=6749 images/s, loss=0.5269, top1-acc=82.19%, top5-acc=98.68%, remaining_time=0:00:00, arrival_time=2021-04-10 01:37:44.085441, cost_time=0:00:01.537510 2021-04-10 01:37:44,192 INFO : Epoch=0024 complete, best val top1-acc=83.53%, top5-acc=99.36% (epoch=22), remaining_time=1:53:31.718144, arrival_time=2021-04-10 03:31:15.911023, cost_time=0:15:28.870646 2021-04-10 01:37:44,194 INFO : Train start, epoch=0025, lr=0.096489 2021-04-10 01:37:46,401 INFO : TRAIN, epoch=0025, iter=00010/00196, fetch data time cost=1.43ms, fps=1160 images/s, loss=0.3364, top1-acc=88.48%, top5-acc=99.61%, remaining_time=0:00:41.046294, arrival_time=2021-04-10 01:38:27.447973, cost_time=0:00:02.206790 2021-04-10 01:37:48,284 INFO : TRAIN, epoch=0025, iter=00020/00196, fetch data time cost=1.88ms, fps=1360 images/s, loss=0.3182, top1-acc=88.87%, top5-acc=99.65%, remaining_time=0:00:35.990240, arrival_time=2021-04-10 01:38:24.275138, cost_time=0:00:04.089809 2021-04-10 01:37:50,162 INFO : TRAIN, epoch=0025, iter=00030/00196, fetch data time cost=1.94ms, fps=1364 images/s, loss=0.3199, top1-acc=88.89%, top5-acc=99.67%, remaining_time=0:00:33.018396, arrival_time=2021-04-10 01:38:23.180491, cost_time=0:00:05.967191 2021-04-10 01:37:52,042 INFO : TRAIN, epoch=0025, iter=00040/00196, fetch data time cost=1.98ms, fps=1362 images/s, loss=0.3206, top1-acc=88.75%, top5-acc=99.68%, remaining_time=0:00:30.603924, arrival_time=2021-04-10 01:38:22.646061, cost_time=0:00:07.847178 2021-04-10 01:37:53,933 INFO : TRAIN, epoch=0025, iter=00050/00196, fetch data time cost=1.69ms, fps=1354 images/s, loss=0.3206, top1-acc=88.84%, top5-acc=99.66%, remaining_time=0:00:28.437880, arrival_time=2021-04-10 01:38:22.371777, cost_time=0:00:09.739002 2021-04-10 01:37:55,810 INFO : TRAIN, epoch=0025, iter=00060/00196, fetch data time cost=4.79ms, fps=1364 images/s, loss=0.3180, top1-acc=88.96%, top5-acc=99.65%, remaining_time=0:00:26.329328, arrival_time=2021-04-10 01:38:22.140114, cost_time=0:00:11.615864 2021-04-10 01:37:57,691 INFO : TRAIN, epoch=0025, iter=00070/00196, fetch data time cost=1.52ms, fps=1362 images/s, loss=0.3179, top1-acc=89.04%, top5-acc=99.65%, remaining_time=0:00:24.293808, arrival_time=2021-04-10 01:38:21.985267, cost_time=0:00:13.496559 2021-04-10 01:37:59,569 INFO : TRAIN, epoch=0025, iter=00080/00196, fetch data time cost=1.58ms, fps=1364 images/s, loss=0.3177, top1-acc=89.07%, top5-acc=99.65%, remaining_time=0:00:22.292880, arrival_time=2021-04-10 01:38:21.862211, cost_time=0:00:15.374435 2021-04-10 01:38:01,457 INFO : TRAIN, epoch=0025, iter=00090/00196, fetch data time cost=2.11ms, fps=1356 images/s, loss=0.3191, top1-acc=88.95%, top5-acc=99.67%, remaining_time=0:00:20.331648, arrival_time=2021-04-10 01:38:21.789388, cost_time=0:00:17.262756 2021-04-10 01:38:03,340 INFO : TRAIN, epoch=0025, iter=00100/00196, fetch data time cost=2.03ms, fps=1361 images/s, loss=0.3211, top1-acc=88.85%, top5-acc=99.66%, remaining_time=0:00:18.379200, arrival_time=2021-04-10 01:38:21.719169, cost_time=0:00:19.144990 2021-04-10 01:38:05,222 INFO : TRAIN, epoch=0025, iter=00110/00196, fetch data time cost=2.36ms, fps=1360 images/s, loss=0.3204, top1-acc=88.90%, top5-acc=99.66%, remaining_time=0:00:16.439760, arrival_time=2021-04-10 01:38:21.662304, cost_time=0:00:21.027556 2021-04-10 01:38:07,097 INFO : TRAIN, epoch=0025, iter=00120/00196, fetch data time cost=2.00ms, fps=1366 images/s, loss=0.3224, top1-acc=88.81%, top5-acc=99.65%, remaining_time=0:00:14.504904, arrival_time=2021-04-10 01:38:21.602289, cost_time=0:00:22.902514 2021-04-10 01:38:08,996 INFO : TRAIN, epoch=0025, iter=00130/00196, fetch data time cost=1.59ms, fps=1348 images/s, loss=0.3240, top1-acc=88.78%, top5-acc=99.64%, remaining_time=0:00:12.591612, arrival_time=2021-04-10 01:38:21.588170, cost_time=0:00:24.801651 2021-04-10 01:38:10,878 INFO : TRAIN, epoch=0025, iter=00140/00196, fetch data time cost=1.42ms, fps=1361 images/s, loss=0.3228, top1-acc=88.83%, top5-acc=99.65%, remaining_time=0:00:10.673432, arrival_time=2021-04-10 01:38:21.551936, cost_time=0:00:26.683534 2021-04-10 01:38:12,760 INFO : TRAIN, epoch=0025, iter=00150/00196, fetch data time cost=1.48ms, fps=1361 images/s, loss=0.3233, top1-acc=88.85%, top5-acc=99.65%, remaining_time=0:00:08.760102, arrival_time=2021-04-10 01:38:21.520723, cost_time=0:00:28.565543 2021-04-10 01:38:14,634 INFO : TRAIN, epoch=0025, iter=00160/00196, fetch data time cost=1.54ms, fps=1367 images/s, loss=0.3235, top1-acc=88.87%, top5-acc=99.65%, remaining_time=0:00:06.848892, arrival_time=2021-04-10 01:38:21.483263, cost_time=0:00:30.439529 2021-04-10 01:38:16,529 INFO : TRAIN, epoch=0025, iter=00170/00196, fetch data time cost=2.09ms, fps=1352 images/s, loss=0.3246, top1-acc=88.83%, top5-acc=99.64%, remaining_time=0:00:04.945226, arrival_time=2021-04-10 01:38:21.474184, cost_time=0:00:32.334088 2021-04-10 01:38:18,403 INFO : TRAIN, epoch=0025, iter=00180/00196, fetch data time cost=1.37ms, fps=1366 images/s, loss=0.3254, top1-acc=88.82%, top5-acc=99.63%, remaining_time=0:00:03.040720, arrival_time=2021-04-10 01:38:21.443649, cost_time=0:00:34.208101 2021-04-10 01:38:20,278 INFO : TRAIN, epoch=0025, iter=00190/00196, fetch data time cost=1.59ms, fps=1365 images/s, loss=0.3261, top1-acc=88.77%, top5-acc=99.63%, remaining_time=0:00:01.139484, arrival_time=2021-04-10 01:38:21.418287, cost_time=0:00:36.083728 2021-04-10 01:38:21,289 INFO : TRAIN, epoch=0025, iter=00196/00196, fetch data time cost=1.20ms, fps=1347 images/s, loss=0.3272, top1-acc=88.73%, top5-acc=99.63%, remaining_time=0:00:00, arrival_time=2021-04-10 01:38:21.289292, cost_time=0:00:37.094392 2021-04-10 01:38:21,762 INFO : EVAL, epoch=0025, iter=00010/00040, fetch data time cost=0.45ms, fps=5445 images/s, loss=0.5682, top1-acc=81.60%, top5-acc=98.98%, remaining_time=0:00:01.410270, arrival_time=2021-04-10 01:38:23.172416, cost_time=0:00:00.470091 2021-04-10 01:38:22,134 INFO : EVAL, epoch=0025, iter=00020/00040, fetch data time cost=2.08ms, fps=6883 images/s, loss=0.5538, top1-acc=81.97%, top5-acc=98.95%, remaining_time=0:00:00.842660, arrival_time=2021-04-10 01:38:22.977347, cost_time=0:00:00.842656 2021-04-10 01:38:22,507 INFO : EVAL, epoch=0025, iter=00030/00040, fetch data time cost=1.97ms, fps=6874 images/s, loss=0.5539, top1-acc=82.16%, top5-acc=98.97%, remaining_time=0:00:00.405220, arrival_time=2021-04-10 01:38:22.912839, cost_time=0:00:01.215649 2021-04-10 01:38:22,857 INFO : EVAL, epoch=0025, iter=00040/00040, fetch data time cost=0.09ms, fps=6641 images/s, loss=0.5474, top1-acc=82.32%, top5-acc=98.93%, remaining_time=0:00:00, arrival_time=2021-04-10 01:38:22.857377, cost_time=0:00:01.565382 2021-04-10 01:38:22,965 INFO : Epoch=0025 complete, best val top1-acc=83.53%, top5-acc=99.36% (epoch=22), remaining_time=1:52:53.504500, arrival_time=2021-04-10 03:31:16.470216, cost_time=0:16:07.643496 2021-04-10 01:38:22,967 INFO : Train start, epoch=0026, lr=0.096194 2021-04-10 01:38:25,113 INFO : TRAIN, epoch=0026, iter=00010/00196, fetch data time cost=1.84ms, fps=1193 images/s, loss=0.3558, top1-acc=87.97%, top5-acc=99.69%, remaining_time=0:00:39.917274, arrival_time=2021-04-10 01:39:05.030962, cost_time=0:00:02.146091 2021-04-10 01:38:26,986 INFO : TRAIN, epoch=0026, iter=00020/00196, fetch data time cost=2.10ms, fps=1367 images/s, loss=0.3402, top1-acc=88.34%, top5-acc=99.67%, remaining_time=0:00:35.364384, arrival_time=2021-04-10 01:39:02.350800, cost_time=0:00:04.018670 2021-04-10 01:38:28,866 INFO : TRAIN, epoch=0026, iter=00030/00196, fetch data time cost=1.85ms, fps=1362 images/s, loss=0.3384, top1-acc=88.36%, top5-acc=99.67%, remaining_time=0:00:32.641576, arrival_time=2021-04-10 01:39:01.508259, cost_time=0:00:05.899086 2021-04-10 01:38:30,730 INFO : TRAIN, epoch=0026, iter=00040/00196, fetch data time cost=1.60ms, fps=1374 images/s, loss=0.3298, top1-acc=88.70%, top5-acc=99.71%, remaining_time=0:00:30.275232, arrival_time=2021-04-10 01:39:01.005693, cost_time=0:00:07.762869 2021-04-10 01:38:32,613 INFO : TRAIN, epoch=0026, iter=00050/00196, fetch data time cost=2.13ms, fps=1360 images/s, loss=0.3313, top1-acc=88.71%, top5-acc=99.65%, remaining_time=0:00:28.165444, arrival_time=2021-04-10 01:39:00.778926, cost_time=0:00:09.645702 2021-04-10 01:38:34,491 INFO : TRAIN, epoch=0026, iter=00060/00196, fetch data time cost=2.12ms, fps=1363 images/s, loss=0.3285, top1-acc=88.66%, top5-acc=99.66%, remaining_time=0:00:26.121656, arrival_time=2021-04-10 01:39:00.613560, cost_time=0:00:11.524236 2021-04-10 01:38:36,361 INFO : TRAIN, epoch=0026, iter=00070/00196, fetch data time cost=2.00ms, fps=1370 images/s, loss=0.3260, top1-acc=88.74%, top5-acc=99.65%, remaining_time=0:00:24.109092, arrival_time=2021-04-10 01:39:00.470731, cost_time=0:00:13.393970 2021-04-10 01:38:38,228 INFO : TRAIN, epoch=0026, iter=00080/00196, fetch data time cost=2.34ms, fps=1372 images/s, loss=0.3253, top1-acc=88.76%, top5-acc=99.64%, remaining_time=0:00:22.128044, arrival_time=2021-04-10 01:39:00.356501, cost_time=0:00:15.260685 2021-04-10 01:38:40,107 INFO : TRAIN, epoch=0026, iter=00090/00196, fetch data time cost=1.59ms, fps=1363 images/s, loss=0.3237, top1-acc=88.78%, top5-acc=99.64%, remaining_time=0:00:20.187170, arrival_time=2021-04-10 01:39:00.294897, cost_time=0:00:17.140027 2021-04-10 01:38:41,985 INFO : TRAIN, epoch=0026, iter=00100/00196, fetch data time cost=1.54ms, fps=1364 images/s, loss=0.3205, top1-acc=88.88%, top5-acc=99.64%, remaining_time=0:00:18.256992, arrival_time=2021-04-10 01:39:00.242385, cost_time=0:00:19.017686 2021-04-10 01:38:43,874 INFO : TRAIN, epoch=0026, iter=00110/00196, fetch data time cost=1.81ms, fps=1356 images/s, loss=0.3204, top1-acc=88.87%, top5-acc=99.65%, remaining_time=0:00:16.345504, arrival_time=2021-04-10 01:39:00.220282, cost_time=0:00:20.907046 2021-04-10 01:38:45,763 INFO : TRAIN, epoch=0026, iter=00120/00196, fetch data time cost=1.55ms, fps=1356 images/s, loss=0.3210, top1-acc=88.79%, top5-acc=99.66%, remaining_time=0:00:14.437340, arrival_time=2021-04-10 01:39:00.200942, cost_time=0:00:22.795831 2021-04-10 01:38:47,655 INFO : TRAIN, epoch=0026, iter=00130/00196, fetch data time cost=1.72ms, fps=1354 images/s, loss=0.3207, top1-acc=88.85%, top5-acc=99.67%, remaining_time=0:00:12.533862, arrival_time=2021-04-10 01:39:00.189510, cost_time=0:00:24.687900 2021-04-10 01:38:49,527 INFO : TRAIN, epoch=0026, iter=00140/00196, fetch data time cost=1.60ms, fps=1368 images/s, loss=0.3205, top1-acc=88.84%, top5-acc=99.67%, remaining_time=0:00:10.623984, arrival_time=2021-04-10 01:39:00.151629, cost_time=0:00:26.559962 2021-04-10 01:38:51,404 INFO : TRAIN, epoch=0026, iter=00150/00196, fetch data time cost=2.13ms, fps=1365 images/s, loss=0.3240, top1-acc=88.75%, top5-acc=99.66%, remaining_time=0:00:08.720588, arrival_time=2021-04-10 01:39:00.124924, cost_time=0:00:28.436662 2021-04-10 01:38:53,316 INFO : TRAIN, epoch=0026, iter=00160/00196, fetch data time cost=5.47ms, fps=1339 images/s, loss=0.3259, top1-acc=88.65%, top5-acc=99.66%, remaining_time=0:00:06.828444, arrival_time=2021-04-10 01:39:00.144802, cost_time=0:00:30.348602 2021-04-10 01:38:55,191 INFO : TRAIN, epoch=0026, iter=00170/00196, fetch data time cost=1.50ms, fps=1366 images/s, loss=0.3276, top1-acc=88.59%, top5-acc=99.66%, remaining_time=0:00:04.928326, arrival_time=2021-04-10 01:39:00.119666, cost_time=0:00:32.223640 2021-04-10 01:38:57,069 INFO : TRAIN, epoch=0026, iter=00180/00196, fetch data time cost=1.61ms, fps=1364 images/s, loss=0.3271, top1-acc=88.64%, top5-acc=99.66%, remaining_time=0:00:03.031232, arrival_time=2021-04-10 01:39:00.100256, cost_time=0:00:34.101334 2021-04-10 01:38:58,947 INFO : TRAIN, epoch=0026, iter=00190/00196, fetch data time cost=1.56ms, fps=1363 images/s, loss=0.3270, top1-acc=88.64%, top5-acc=99.67%, remaining_time=0:00:01.136208, arrival_time=2021-04-10 01:39:00.083991, cost_time=0:00:35.980010 2021-04-10 01:38:59,974 INFO : TRAIN, epoch=0026, iter=00196/00196, fetch data time cost=1.60ms, fps=1326 images/s, loss=0.3270, top1-acc=88.66%, top5-acc=99.67%, remaining_time=0:00:00, arrival_time=2021-04-10 01:38:59.974202, cost_time=0:00:37.006493 2021-04-10 01:39:00,491 INFO : EVAL, epoch=0026, iter=00010/00040, fetch data time cost=0.49ms, fps=4982 images/s, loss=0.5687, top1-acc=81.41%, top5-acc=99.49%, remaining_time=0:00:01.541400, arrival_time=2021-04-10 01:39:02.032681, cost_time=0:00:00.513795 2021-04-10 01:39:00,867 INFO : EVAL, epoch=0026, iter=00020/00040, fetch data time cost=2.39ms, fps=6813 images/s, loss=0.5824, top1-acc=81.23%, top5-acc=99.41%, remaining_time=0:00:00.890080, arrival_time=2021-04-10 01:39:01.757710, cost_time=0:00:00.890088 2021-04-10 01:39:01,235 INFO : EVAL, epoch=0026, iter=00030/00040, fetch data time cost=2.23ms, fps=6975 images/s, loss=0.5899, top1-acc=81.33%, top5-acc=99.41%, remaining_time=0:00:00.419240, arrival_time=2021-04-10 01:39:01.654424, cost_time=0:00:01.257735 2021-04-10 01:39:01,574 INFO : EVAL, epoch=0026, iter=00040/00040, fetch data time cost=0.09ms, fps=6844 images/s, loss=0.5915, top1-acc=81.29%, top5-acc=99.41%, remaining_time=0:00:00, arrival_time=2021-04-10 01:39:01.574603, cost_time=0:00:01.597177 2021-04-10 01:39:01,699 INFO : Epoch=0026 complete, best val top1-acc=83.53%, top5-acc=99.36% (epoch=22), remaining_time=1:52:14.985984, arrival_time=2021-04-10 03:31:16.685446, cost_time=0:16:46.377225 2021-04-10 01:39:01,701 INFO : Train start, epoch=0027, lr=0.095888 2021-04-10 01:39:03,854 INFO : TRAIN, epoch=0027, iter=00010/00196, fetch data time cost=2.36ms, fps=1189 images/s, loss=0.3216, top1-acc=88.40%, top5-acc=99.69%, remaining_time=0:00:40.052496, arrival_time=2021-04-10 01:39:43.907320, cost_time=0:00:02.153365 2021-04-10 01:39:05,739 INFO : TRAIN, epoch=0027, iter=00020/00196, fetch data time cost=1.40ms, fps=1359 images/s, loss=0.3098, top1-acc=89.10%, top5-acc=99.73%, remaining_time=0:00:35.537216, arrival_time=2021-04-10 01:39:41.276904, cost_time=0:00:04.038316 2021-04-10 01:39:07,621 INFO : TRAIN, epoch=0027, iter=00030/00196, fetch data time cost=1.88ms, fps=1361 images/s, loss=0.3052, top1-acc=89.47%, top5-acc=99.71%, remaining_time=0:00:32.756780, arrival_time=2021-04-10 01:39:40.378147, cost_time=0:00:05.919910 2021-04-10 01:39:09,504 INFO : TRAIN, epoch=0027, iter=00040/00196, fetch data time cost=1.69ms, fps=1360 images/s, loss=0.3114, top1-acc=89.47%, top5-acc=99.69%, remaining_time=0:00:30.433260, arrival_time=2021-04-10 01:39:39.938116, cost_time=0:00:07.803411 2021-04-10 01:39:11,382 INFO : TRAIN, epoch=0027, iter=00050/00196, fetch data time cost=2.20ms, fps=1364 images/s, loss=0.3130, top1-acc=89.36%, top5-acc=99.70%, remaining_time=0:00:28.268082, arrival_time=2021-04-10 01:39:39.650319, cost_time=0:00:09.680839 2021-04-10 01:39:13,248 INFO : TRAIN, epoch=0027, iter=00060/00196, fetch data time cost=1.41ms, fps=1372 images/s, loss=0.3110, top1-acc=89.39%, top5-acc=99.69%, remaining_time=0:00:26.173336, arrival_time=2021-04-10 01:39:39.421801, cost_time=0:00:11.547079 2021-04-10 01:39:15,135 INFO : TRAIN, epoch=0027, iter=00070/00196, fetch data time cost=1.92ms, fps=1357 images/s, loss=0.3127, top1-acc=89.29%, top5-acc=99.70%, remaining_time=0:00:24.181164, arrival_time=2021-04-10 01:39:39.316589, cost_time=0:00:13.433947 2021-04-10 01:39:17,011 INFO : TRAIN, epoch=0027, iter=00080/00196, fetch data time cost=1.64ms, fps=1366 images/s, loss=0.3188, top1-acc=89.10%, top5-acc=99.69%, remaining_time=0:00:22.199268, arrival_time=2021-04-10 01:39:39.210604, cost_time=0:00:15.309871 2021-04-10 01:39:18,897 INFO : TRAIN, epoch=0027, iter=00090/00196, fetch data time cost=1.39ms, fps=1358 images/s, loss=0.3200, top1-acc=89.11%, top5-acc=99.70%, remaining_time=0:00:20.252466, arrival_time=2021-04-10 01:39:39.149432, cost_time=0:00:17.195507 2021-04-10 01:39:20,767 INFO : TRAIN, epoch=0027, iter=00100/00196, fetch data time cost=1.47ms, fps=1369 images/s, loss=0.3221, top1-acc=89.01%, top5-acc=99.70%, remaining_time=0:00:18.303072, arrival_time=2021-04-10 01:39:39.070163, cost_time=0:00:19.065714 2021-04-10 01:39:22,630 INFO : TRAIN, epoch=0027, iter=00110/00196, fetch data time cost=1.55ms, fps=1374 images/s, loss=0.3226, top1-acc=89.03%, top5-acc=99.69%, remaining_time=0:00:16.363134, arrival_time=2021-04-10 01:39:38.994030, cost_time=0:00:20.929577 2021-04-10 01:39:24,497 INFO : TRAIN, epoch=0027, iter=00120/00196, fetch data time cost=2.17ms, fps=1372 images/s, loss=0.3230, top1-acc=89.01%, top5-acc=99.69%, remaining_time=0:00:14.437796, arrival_time=2021-04-10 01:39:38.935663, cost_time=0:00:22.796487 2021-04-10 01:39:26,361 INFO : TRAIN, epoch=0027, iter=00130/00196, fetch data time cost=1.70ms, fps=1374 images/s, loss=0.3227, top1-acc=89.00%, top5-acc=99.68%, remaining_time=0:00:12.519606, arrival_time=2021-04-10 01:39:38.880717, cost_time=0:00:24.659796 2021-04-10 01:39:28,236 INFO : TRAIN, epoch=0027, iter=00140/00196, fetch data time cost=1.97ms, fps=1366 images/s, loss=0.3219, top1-acc=89.00%, top5-acc=99.68%, remaining_time=0:00:10.614016, arrival_time=2021-04-10 01:39:38.850419, cost_time=0:00:26.535024 2021-04-10 01:39:30,120 INFO : TRAIN, epoch=0027, iter=00150/00196, fetch data time cost=1.61ms, fps=1359 images/s, loss=0.3233, top1-acc=88.96%, top5-acc=99.68%, remaining_time=0:00:08.715206, arrival_time=2021-04-10 01:39:38.835658, cost_time=0:00:28.419088 2021-04-10 01:39:32,013 INFO : TRAIN, epoch=0027, iter=00160/00196, fetch data time cost=2.15ms, fps=1353 images/s, loss=0.3248, top1-acc=88.91%, top5-acc=99.68%, remaining_time=0:00:06.820092, arrival_time=2021-04-10 01:39:38.833114, cost_time=0:00:30.311574 2021-04-10 01:39:33,886 INFO : TRAIN, epoch=0027, iter=00170/00196, fetch data time cost=1.84ms, fps=1367 images/s, loss=0.3244, top1-acc=88.96%, top5-acc=99.68%, remaining_time=0:00:04.922476, arrival_time=2021-04-10 01:39:38.809239, cost_time=0:00:32.185409 2021-04-10 01:39:35,776 INFO : TRAIN, epoch=0027, iter=00180/00196, fetch data time cost=2.27ms, fps=1355 images/s, loss=0.3244, top1-acc=88.96%, top5-acc=99.67%, remaining_time=0:00:03.028944, arrival_time=2021-04-10 01:39:38.805845, cost_time=0:00:34.075544 2021-04-10 01:39:37,648 INFO : TRAIN, epoch=0027, iter=00190/00196, fetch data time cost=1.72ms, fps=1368 images/s, loss=0.3257, top1-acc=88.91%, top5-acc=99.67%, remaining_time=0:00:01.135176, arrival_time=2021-04-10 01:39:38.783805, cost_time=0:00:35.947205 2021-04-10 01:39:38,660 INFO : TRAIN, epoch=0027, iter=00196/00196, fetch data time cost=1.91ms, fps=1345 images/s, loss=0.3251, top1-acc=88.93%, top5-acc=99.67%, remaining_time=0:00:00, arrival_time=2021-04-10 01:39:38.660460, cost_time=0:00:36.959148 2021-04-10 01:39:39,143 INFO : EVAL, epoch=0027, iter=00010/00040, fetch data time cost=4.70ms, fps=5321 images/s, loss=1.0061, top1-acc=70.62%, top5-acc=98.95%, remaining_time=0:00:01.443180, arrival_time=2021-04-10 01:39:40.586466, cost_time=0:00:00.481059 2021-04-10 01:39:39,506 INFO : EVAL, epoch=0027, iter=00020/00040, fetch data time cost=1.52ms, fps=7056 images/s, loss=1.0215, top1-acc=69.82%, top5-acc=98.85%, remaining_time=0:00:00.844400, arrival_time=2021-04-10 01:39:40.350960, cost_time=0:00:00.844390 2021-04-10 01:39:39,872 INFO : EVAL, epoch=0027, iter=00030/00040, fetch data time cost=2.39ms, fps=6996 images/s, loss=1.0228, top1-acc=69.96%, top5-acc=98.80%, remaining_time=0:00:00.403550, arrival_time=2021-04-10 01:39:40.276443, cost_time=0:00:01.210652 2021-04-10 01:39:40,216 INFO : EVAL, epoch=0027, iter=00040/00040, fetch data time cost=0.08ms, fps=6759 images/s, loss=1.0188, top1-acc=70.11%, top5-acc=98.83%, remaining_time=0:00:00, arrival_time=2021-04-10 01:39:40.216633, cost_time=0:00:01.554417 2021-04-10 01:39:40,310 INFO : Epoch=0027 complete, best val top1-acc=83.53%, top5-acc=99.36% (epoch=22), remaining_time=1:51:35.666056, arrival_time=2021-04-10 03:31:15.976585, cost_time=0:17:24.988331 2021-04-10 01:39:40,311 INFO : Train start, epoch=0028, lr=0.095570 2021-04-10 01:39:42,461 INFO : TRAIN, epoch=0028, iter=00010/00196, fetch data time cost=1.91ms, fps=1191 images/s, loss=0.3020, top1-acc=89.53%, top5-acc=99.88%, remaining_time=0:00:39.983304, arrival_time=2021-04-10 01:40:22.444782, cost_time=0:00:02.149641 2021-04-10 01:39:44,333 INFO : TRAIN, epoch=0028, iter=00020/00196, fetch data time cost=1.40ms, fps=1368 images/s, loss=0.3178, top1-acc=88.93%, top5-acc=99.75%, remaining_time=0:00:35.392896, arrival_time=2021-04-10 01:40:19.726530, cost_time=0:00:04.021919 2021-04-10 01:39:46,205 INFO : TRAIN, epoch=0028, iter=00030/00196, fetch data time cost=1.90ms, fps=1368 images/s, loss=0.3173, top1-acc=89.05%, top5-acc=99.69%, remaining_time=0:00:32.613522, arrival_time=2021-04-10 01:40:18.819288, cost_time=0:00:05.894007 2021-04-10 01:39:48,082 INFO : TRAIN, epoch=0028, iter=00040/00196, fetch data time cost=1.55ms, fps=1365 images/s, loss=0.3133, top1-acc=89.21%, top5-acc=99.70%, remaining_time=0:00:30.303780, arrival_time=2021-04-10 01:40:18.385793, cost_time=0:00:07.770201 2021-04-10 01:39:49,950 INFO : TRAIN, epoch=0028, iter=00050/00196, fetch data time cost=1.85ms, fps=1371 images/s, loss=0.3155, top1-acc=89.19%, top5-acc=99.70%, remaining_time=0:00:28.143982, arrival_time=2021-04-10 01:40:18.094091, cost_time=0:00:09.638340 2021-04-10 01:39:51,816 INFO : TRAIN, epoch=0028, iter=00060/00196, fetch data time cost=1.58ms, fps=1372 images/s, loss=0.3117, top1-acc=89.40%, top5-acc=99.69%, remaining_time=0:00:26.078136, arrival_time=2021-04-10 01:40:17.894966, cost_time=0:00:11.505067 2021-04-10 01:39:53,680 INFO : TRAIN, epoch=0028, iter=00070/00196, fetch data time cost=2.12ms, fps=1374 images/s, loss=0.3072, top1-acc=89.50%, top5-acc=99.71%, remaining_time=0:00:24.062850, arrival_time=2021-04-10 01:40:17.743058, cost_time=0:00:13.368259 2021-04-10 01:39:55,558 INFO : TRAIN, epoch=0028, iter=00080/00196, fetch data time cost=1.90ms, fps=1363 images/s, loss=0.3058, top1-acc=89.59%, top5-acc=99.71%, remaining_time=0:00:22.108208, arrival_time=2021-04-10 01:40:17.667052, cost_time=0:00:15.247053 2021-04-10 01:39:57,435 INFO : TRAIN, epoch=0028, iter=00090/00196, fetch data time cost=1.90ms, fps=1365 images/s, loss=0.3040, top1-acc=89.63%, top5-acc=99.72%, remaining_time=0:00:20.167878, arrival_time=2021-04-10 01:40:17.603263, cost_time=0:00:17.123638 2021-04-10 01:39:59,306 INFO : TRAIN, epoch=0028, iter=00100/00196, fetch data time cost=1.53ms, fps=1369 images/s, loss=0.3058, top1-acc=89.58%, top5-acc=99.72%, remaining_time=0:00:18.234816, arrival_time=2021-04-10 01:40:17.541090, cost_time=0:00:18.994572 2021-04-10 01:40:01,194 INFO : TRAIN, epoch=0028, iter=00110/00196, fetch data time cost=1.51ms, fps=1357 images/s, loss=0.3078, top1-acc=89.53%, top5-acc=99.69%, remaining_time=0:00:16.325896, arrival_time=2021-04-10 01:40:17.519817, cost_time=0:00:20.881955 2021-04-10 01:40:03,080 INFO : TRAIN, epoch=0028, iter=00120/00196, fetch data time cost=1.76ms, fps=1357 images/s, loss=0.3092, top1-acc=89.48%, top5-acc=99.69%, remaining_time=0:00:14.420316, arrival_time=2021-04-10 01:40:17.501068, cost_time=0:00:22.768971 2021-04-10 01:40:04,955 INFO : TRAIN, epoch=0028, iter=00130/00196, fetch data time cost=2.49ms, fps=1366 images/s, loss=0.3089, top1-acc=89.48%, top5-acc=99.70%, remaining_time=0:00:12.511554, arrival_time=2021-04-10 01:40:17.467227, cost_time=0:00:24.643963 2021-04-10 01:40:06,829 INFO : TRAIN, epoch=0028, iter=00140/00196, fetch data time cost=2.21ms, fps=1366 images/s, loss=0.3107, top1-acc=89.39%, top5-acc=99.69%, remaining_time=0:00:10.607128, arrival_time=2021-04-10 01:40:17.436757, cost_time=0:00:26.517889 2021-04-10 01:40:08,710 INFO : TRAIN, epoch=0028, iter=00150/00196, fetch data time cost=1.78ms, fps=1362 images/s, loss=0.3102, top1-acc=89.40%, top5-acc=99.69%, remaining_time=0:00:08.708812, arrival_time=2021-04-10 01:40:17.419085, cost_time=0:00:28.398359 2021-04-10 01:40:10,576 INFO : TRAIN, epoch=0028, iter=00160/00196, fetch data time cost=1.42ms, fps=1372 images/s, loss=0.3118, top1-acc=89.35%, top5-acc=99.69%, remaining_time=0:00:06.809544, arrival_time=2021-04-10 01:40:17.386146, cost_time=0:00:30.264704 2021-04-10 01:40:12,439 INFO : TRAIN, epoch=0028, iter=00170/00196, fetch data time cost=2.56ms, fps=1375 images/s, loss=0.3118, top1-acc=89.33%, top5-acc=99.68%, remaining_time=0:00:04.913688, arrival_time=2021-04-10 01:40:17.353438, cost_time=0:00:32.127956 2021-04-10 01:40:14,309 INFO : TRAIN, epoch=0028, iter=00180/00196, fetch data time cost=2.27ms, fps=1370 images/s, loss=0.3134, top1-acc=89.29%, top5-acc=99.67%, remaining_time=0:00:03.022032, arrival_time=2021-04-10 01:40:17.331680, cost_time=0:00:33.997845 2021-04-10 01:40:16,198 INFO : TRAIN, epoch=0028, iter=00190/00196, fetch data time cost=1.70ms, fps=1356 images/s, loss=0.3155, top1-acc=89.21%, top5-acc=99.66%, remaining_time=0:00:01.133256, arrival_time=2021-04-10 01:40:17.331591, cost_time=0:00:35.886471 2021-04-10 01:40:17,227 INFO : TRAIN, epoch=0028, iter=00196/00196, fetch data time cost=1.40ms, fps=1322 images/s, loss=0.3160, top1-acc=89.18%, top5-acc=99.67%, remaining_time=0:00:00, arrival_time=2021-04-10 01:40:17.227906, cost_time=0:00:36.916154 2021-04-10 01:40:17,721 INFO : EVAL, epoch=0028, iter=00010/00040, fetch data time cost=11.19ms, fps=5215 images/s, loss=0.6125, top1-acc=79.30%, top5-acc=98.83%, remaining_time=0:00:01.472550, arrival_time=2021-04-10 01:40:19.193936, cost_time=0:00:00.490846 2021-04-10 01:40:18,088 INFO : EVAL, epoch=0028, iter=00020/00040, fetch data time cost=1.47ms, fps=6989 images/s, loss=0.5952, top1-acc=80.10%, top5-acc=98.95%, remaining_time=0:00:00.857720, arrival_time=2021-04-10 01:40:18.945903, cost_time=0:00:00.857724 2021-04-10 01:40:18,456 INFO : EVAL, epoch=0028, iter=00030/00040, fetch data time cost=1.88ms, fps=6956 images/s, loss=0.6141, top1-acc=79.56%, top5-acc=98.89%, remaining_time=0:00:00.408720, arrival_time=2021-04-10 01:40:18.865380, cost_time=0:00:01.226151 2021-04-10 01:40:18,801 INFO : EVAL, epoch=0028, iter=00040/00040, fetch data time cost=0.09ms, fps=6745 images/s, loss=0.6036, top1-acc=79.97%, top5-acc=98.92%, remaining_time=0:00:00, arrival_time=2021-04-10 01:40:18.801079, cost_time=0:00:01.570632 2021-04-10 01:40:18,923 INFO : Epoch=0028 complete, best val top1-acc=83.53%, top5-acc=99.36% (epoch=22), remaining_time=1:50:56.408256, arrival_time=2021-04-10 03:31:15.331810, cost_time=0:18:03.601349 2021-04-10 01:40:18,924 INFO : Train start, epoch=0029, lr=0.095241 2021-04-10 01:40:21,027 INFO : TRAIN, epoch=0029, iter=00010/00196, fetch data time cost=2.90ms, fps=1218 images/s, loss=0.3239, top1-acc=88.98%, top5-acc=99.77%, remaining_time=0:00:39.100734, arrival_time=2021-04-10 01:41:00.127837, cost_time=0:00:02.102189 2021-04-10 01:40:22,901 INFO : TRAIN, epoch=0029, iter=00020/00196, fetch data time cost=1.43ms, fps=1366 images/s, loss=0.3248, top1-acc=88.93%, top5-acc=99.71%, remaining_time=0:00:34.997600, arrival_time=2021-04-10 01:40:57.899438, cost_time=0:00:03.977007 2021-04-10 01:40:24,779 INFO : TRAIN, epoch=0029, iter=00030/00196, fetch data time cost=2.19ms, fps=1364 images/s, loss=0.3170, top1-acc=89.31%, top5-acc=99.69%, remaining_time=0:00:32.396560, arrival_time=2021-04-10 01:40:57.176210, cost_time=0:00:05.854790 2021-04-10 01:40:26,655 INFO : TRAIN, epoch=0029, iter=00040/00196, fetch data time cost=1.75ms, fps=1365 images/s, loss=0.3171, top1-acc=89.22%, top5-acc=99.68%, remaining_time=0:00:30.149496, arrival_time=2021-04-10 01:40:56.805055, cost_time=0:00:07.730631 2021-04-10 01:40:28,535 INFO : TRAIN, epoch=0029, iter=00050/00196, fetch data time cost=2.40ms, fps=1362 images/s, loss=0.3104, top1-acc=89.42%, top5-acc=99.67%, remaining_time=0:00:28.062806, arrival_time=2021-04-10 01:40:56.598187, cost_time=0:00:09.610554 2021-04-10 01:40:30,420 INFO : TRAIN, epoch=0029, iter=00060/00196, fetch data time cost=1.90ms, fps=1359 images/s, loss=0.3084, top1-acc=89.49%, top5-acc=99.67%, remaining_time=0:00:26.056104, arrival_time=2021-04-10 01:40:56.476437, cost_time=0:00:11.495362 2021-04-10 01:40:32,304 INFO : TRAIN, epoch=0029, iter=00070/00196, fetch data time cost=2.36ms, fps=1359 images/s, loss=0.3092, top1-acc=89.43%, top5-acc=99.69%, remaining_time=0:00:24.083514, arrival_time=2021-04-10 01:40:56.388100, cost_time=0:00:13.379734 2021-04-10 01:40:34,171 INFO : TRAIN, epoch=0029, iter=00080/00196, fetch data time cost=1.70ms, fps=1372 images/s, loss=0.3095, top1-acc=89.39%, top5-acc=99.68%, remaining_time=0:00:22.107628, arrival_time=2021-04-10 01:40:56.279077, cost_time=0:00:15.246606 2021-04-10 01:40:36,058 INFO : TRAIN, epoch=0029, iter=00090/00196, fetch data time cost=1.98ms, fps=1357 images/s, loss=0.3063, top1-acc=89.49%, top5-acc=99.69%, remaining_time=0:00:20.179008, arrival_time=2021-04-10 01:40:56.236958, cost_time=0:00:17.133078 2021-04-10 01:40:37,931 INFO : TRAIN, epoch=0029, iter=00100/00196, fetch data time cost=1.84ms, fps=1367 images/s, loss=0.3035, top1-acc=89.59%, top5-acc=99.70%, remaining_time=0:00:18.246720, arrival_time=2021-04-10 01:40:56.178582, cost_time=0:00:19.006962 2021-04-10 01:40:39,813 INFO : TRAIN, epoch=0029, iter=00110/00196, fetch data time cost=2.02ms, fps=1361 images/s, loss=0.3050, top1-acc=89.50%, top5-acc=99.69%, remaining_time=0:00:16.330970, arrival_time=2021-04-10 01:40:56.144275, cost_time=0:00:20.888415 2021-04-10 01:40:41,686 INFO : TRAIN, epoch=0029, iter=00120/00196, fetch data time cost=1.48ms, fps=1368 images/s, loss=0.3060, top1-acc=89.49%, top5-acc=99.70%, remaining_time=0:00:14.415376, arrival_time=2021-04-10 01:40:56.101359, cost_time=0:00:22.761154 2021-04-10 01:40:43,556 INFO : TRAIN, epoch=0029, iter=00130/00196, fetch data time cost=2.11ms, fps=1369 images/s, loss=0.3072, top1-acc=89.46%, top5-acc=99.71%, remaining_time=0:00:12.505086, arrival_time=2021-04-10 01:40:56.061122, cost_time=0:00:24.631200 2021-04-10 01:40:45,426 INFO : TRAIN, epoch=0029, iter=00140/00196, fetch data time cost=1.52ms, fps=1369 images/s, loss=0.3081, top1-acc=89.42%, top5-acc=99.70%, remaining_time=0:00:10.600632, arrival_time=2021-04-10 01:40:56.027035, cost_time=0:00:26.501512 2021-04-10 01:40:47,322 INFO : TRAIN, epoch=0029, iter=00150/00196, fetch data time cost=2.56ms, fps=1351 images/s, loss=0.3088, top1-acc=89.37%, top5-acc=99.71%, remaining_time=0:00:08.708628, arrival_time=2021-04-10 01:40:56.031122, cost_time=0:00:28.397702 2021-04-10 01:40:49,206 INFO : TRAIN, epoch=0029, iter=00160/00196, fetch data time cost=1.50ms, fps=1359 images/s, loss=0.3100, top1-acc=89.33%, top5-acc=99.71%, remaining_time=0:00:06.813288, arrival_time=2021-04-10 01:40:56.019273, cost_time=0:00:30.281239 2021-04-10 01:40:51,091 INFO : TRAIN, epoch=0029, iter=00170/00196, fetch data time cost=2.11ms, fps=1358 images/s, loss=0.3104, top1-acc=89.31%, top5-acc=99.70%, remaining_time=0:00:04.919590, arrival_time=2021-04-10 01:40:56.011014, cost_time=0:00:32.166579 2021-04-10 01:40:52,967 INFO : TRAIN, epoch=0029, iter=00180/00196, fetch data time cost=1.71ms, fps=1365 images/s, loss=0.3113, top1-acc=89.29%, top5-acc=99.71%, remaining_time=0:00:03.026016, arrival_time=2021-04-10 01:40:55.993606, cost_time=0:00:34.042748 2021-04-10 01:40:54,855 INFO : TRAIN, epoch=0029, iter=00190/00196, fetch data time cost=2.07ms, fps=1357 images/s, loss=0.3120, top1-acc=89.27%, top5-acc=99.71%, remaining_time=0:00:01.134636, arrival_time=2021-04-10 01:40:55.989672, cost_time=0:00:35.930165 2021-04-10 01:40:55,862 INFO : TRAIN, epoch=0029, iter=00196/00196, fetch data time cost=1.25ms, fps=1351 images/s, loss=0.3117, top1-acc=89.28%, top5-acc=99.71%, remaining_time=0:00:00, arrival_time=2021-04-10 01:40:55.862292, cost_time=0:00:36.937531 2021-04-10 01:40:56,329 INFO : EVAL, epoch=0029, iter=00010/00040, fetch data time cost=1.84ms, fps=5503 images/s, loss=0.5739, top1-acc=80.70%, top5-acc=99.41%, remaining_time=0:00:01.395420, arrival_time=2021-04-10 01:40:57.724731, cost_time=0:00:00.465142 2021-04-10 01:40:56,699 INFO : EVAL, epoch=0029, iter=00020/00040, fetch data time cost=1.90ms, fps=6921 images/s, loss=0.5561, top1-acc=81.39%, top5-acc=99.30%, remaining_time=0:00:00.835560, arrival_time=2021-04-10 01:40:57.535311, cost_time=0:00:00.835557 2021-04-10 01:40:57,066 INFO : EVAL, epoch=0029, iter=00030/00040, fetch data time cost=1.90ms, fps=6987 images/s, loss=0.5579, top1-acc=81.74%, top5-acc=99.26%, remaining_time=0:00:00.400820, arrival_time=2021-04-10 01:40:57.467437, cost_time=0:00:01.202475 2021-04-10 01:40:57,404 INFO : EVAL, epoch=0029, iter=00040/00040, fetch data time cost=0.09ms, fps=6871 images/s, loss=0.5700, top1-acc=81.50%, top5-acc=99.26%, remaining_time=0:00:00, arrival_time=2021-04-10 01:40:57.404720, cost_time=0:00:01.540619 2021-04-10 01:40:57,504 INFO : Epoch=0029 complete, best val top1-acc=83.53%, top5-acc=99.36% (epoch=22), remaining_time=1:50:17.008134, arrival_time=2021-04-10 03:31:14.512999, cost_time=0:18:42.182666 2021-04-10 01:40:57,505 INFO : Train start, epoch=0030, lr=0.094901 2021-04-10 01:40:59,577 INFO : TRAIN, epoch=0030, iter=00010/00196, fetch data time cost=2.04ms, fps=1236 images/s, loss=0.2907, top1-acc=90.08%, top5-acc=99.73%, remaining_time=0:00:38.527668, arrival_time=2021-04-10 01:41:38.105379, cost_time=0:00:02.071383 2021-04-10 01:41:01,451 INFO : TRAIN, epoch=0030, iter=00020/00196, fetch data time cost=1.90ms, fps=1367 images/s, loss=0.2890, top1-acc=90.18%, top5-acc=99.79%, remaining_time=0:00:34.718288, arrival_time=2021-04-10 01:41:36.169682, cost_time=0:00:03.945259 2021-04-10 01:41:03,320 INFO : TRAIN, epoch=0030, iter=00030/00196, fetch data time cost=1.97ms, fps=1370 images/s, loss=0.2960, top1-acc=89.91%, top5-acc=99.74%, remaining_time=0:00:32.170468, arrival_time=2021-04-10 01:41:35.490590, cost_time=0:00:05.813940 2021-04-10 01:41:05,191 INFO : TRAIN, epoch=0030, iter=00040/00196, fetch data time cost=1.89ms, fps=1369 images/s, loss=0.3018, top1-acc=89.62%, top5-acc=99.70%, remaining_time=0:00:29.972280, arrival_time=2021-04-10 01:41:35.163599, cost_time=0:00:07.685180 2021-04-10 01:41:07,063 INFO : TRAIN, epoch=0030, iter=00050/00196, fetch data time cost=1.42ms, fps=1368 images/s, loss=0.3077, top1-acc=89.37%, top5-acc=99.66%, remaining_time=0:00:27.907316, arrival_time=2021-04-10 01:41:34.970742, cost_time=0:00:09.557299 2021-04-10 01:41:08,935 INFO : TRAIN, epoch=0030, iter=00060/00196, fetch data time cost=1.71ms, fps=1368 images/s, loss=0.3048, top1-acc=89.55%, top5-acc=99.69%, remaining_time=0:00:25.905824, arrival_time=2021-04-10 01:41:34.840972, cost_time=0:00:11.429041 2021-04-10 01:41:10,815 INFO : TRAIN, epoch=0030, iter=00070/00196, fetch data time cost=1.47ms, fps=1362 images/s, loss=0.3024, top1-acc=89.61%, top5-acc=99.68%, remaining_time=0:00:23.956380, arrival_time=2021-04-10 01:41:34.771708, cost_time=0:00:13.309126 2021-04-10 01:41:12,699 INFO : TRAIN, epoch=0030, iter=00080/00196, fetch data time cost=1.91ms, fps=1359 images/s, loss=0.3018, top1-acc=89.61%, top5-acc=99.71%, remaining_time=0:00:22.030140, arrival_time=2021-04-10 01:41:34.729654, cost_time=0:00:15.193237 2021-04-10 01:41:14,566 INFO : TRAIN, epoch=0030, iter=00090/00196, fetch data time cost=1.87ms, fps=1372 images/s, loss=0.3036, top1-acc=89.54%, top5-acc=99.73%, remaining_time=0:00:20.093572, arrival_time=2021-04-10 01:41:34.660378, cost_time=0:00:17.060576 2021-04-10 01:41:16,449 INFO : TRAIN, epoch=0030, iter=00100/00196, fetch data time cost=2.26ms, fps=1361 images/s, loss=0.3055, top1-acc=89.48%, top5-acc=99.71%, remaining_time=0:00:18.184800, arrival_time=2021-04-10 01:41:34.633759, cost_time=0:00:18.942529 2021-04-10 01:41:18,324 INFO : TRAIN, epoch=0030, iter=00110/00196, fetch data time cost=1.89ms, fps=1366 images/s, loss=0.3073, top1-acc=89.42%, top5-acc=99.72%, remaining_time=0:00:16.275758, arrival_time=2021-04-10 01:41:34.599671, cost_time=0:00:20.817780 2021-04-10 01:41:20,211 INFO : TRAIN, epoch=0030, iter=00120/00196, fetch data time cost=1.96ms, fps=1357 images/s, loss=0.3066, top1-acc=89.44%, top5-acc=99.72%, remaining_time=0:00:14.379808, arrival_time=2021-04-10 01:41:34.590971, cost_time=0:00:22.705003 2021-04-10 01:41:22,081 INFO : TRAIN, epoch=0030, iter=00130/00196, fetch data time cost=2.74ms, fps=1369 images/s, loss=0.3061, top1-acc=89.51%, top5-acc=99.70%, remaining_time=0:00:12.476574, arrival_time=2021-04-10 01:41:34.557815, cost_time=0:00:24.575105 2021-04-10 01:41:23,944 INFO : TRAIN, epoch=0030, iter=00140/00196, fetch data time cost=1.98ms, fps=1375 images/s, loss=0.3063, top1-acc=89.49%, top5-acc=99.71%, remaining_time=0:00:10.575152, arrival_time=2021-04-10 01:41:34.519224, cost_time=0:00:26.437891 2021-04-10 01:41:25,810 INFO : TRAIN, epoch=0030, iter=00150/00196, fetch data time cost=1.57ms, fps=1372 images/s, loss=0.3060, top1-acc=89.51%, top5-acc=99.70%, remaining_time=0:00:08.679878, arrival_time=2021-04-10 01:41:34.490110, cost_time=0:00:28.304003 2021-04-10 01:41:27,697 INFO : TRAIN, epoch=0030, iter=00160/00196, fetch data time cost=2.14ms, fps=1357 images/s, loss=0.3062, top1-acc=89.52%, top5-acc=99.69%, remaining_time=0:00:06.793020, arrival_time=2021-04-10 01:41:34.490378, cost_time=0:00:30.191237 2021-04-10 01:41:29,571 INFO : TRAIN, epoch=0030, iter=00170/00196, fetch data time cost=1.49ms, fps=1366 images/s, loss=0.3066, top1-acc=89.51%, top5-acc=99.70%, remaining_time=0:00:04.904146, arrival_time=2021-04-10 01:41:34.475939, cost_time=0:00:32.065593 2021-04-10 01:41:31,445 INFO : TRAIN, epoch=0030, iter=00180/00196, fetch data time cost=1.79ms, fps=1367 images/s, loss=0.3081, top1-acc=89.47%, top5-acc=99.70%, remaining_time=0:00:03.016784, arrival_time=2021-04-10 01:41:34.461742, cost_time=0:00:33.938839 2021-04-10 01:41:33,308 INFO : TRAIN, epoch=0030, iter=00190/00196, fetch data time cost=1.65ms, fps=1374 images/s, loss=0.3088, top1-acc=89.44%, top5-acc=99.70%, remaining_time=0:00:01.130592, arrival_time=2021-04-10 01:41:34.438850, cost_time=0:00:35.802143 2021-04-10 01:41:34,317 INFO : TRAIN, epoch=0030, iter=00196/00196, fetch data time cost=1.49ms, fps=1348 images/s, loss=0.3090, top1-acc=89.43%, top5-acc=99.70%, remaining_time=0:00:00, arrival_time=2021-04-10 01:41:34.317629, cost_time=0:00:36.811507 2021-04-10 01:41:34,803 INFO : EVAL, epoch=0030, iter=00010/00040, fetch data time cost=0.25ms, fps=5284 images/s, loss=0.6543, top1-acc=80.16%, top5-acc=99.06%, remaining_time=0:00:01.453440, arrival_time=2021-04-10 01:41:36.257242, cost_time=0:00:00.484485 2021-04-10 01:41:35,170 INFO : EVAL, epoch=0030, iter=00020/00040, fetch data time cost=1.70ms, fps=6988 images/s, loss=0.6961, top1-acc=79.65%, top5-acc=98.79%, remaining_time=0:00:00.851360, arrival_time=2021-04-10 01:41:36.021996, cost_time=0:00:00.851357 2021-04-10 01:41:35,542 INFO : EVAL, epoch=0030, iter=00030/00040, fetch data time cost=3.24ms, fps=6895 images/s, loss=0.6725, top1-acc=79.92%, top5-acc=98.91%, remaining_time=0:00:00.407660, arrival_time=2021-04-10 01:41:35.950003, cost_time=0:00:01.222984 2021-04-10 01:41:35,891 INFO : EVAL, epoch=0030, iter=00040/00040, fetch data time cost=0.08ms, fps=6655 images/s, loss=0.6699, top1-acc=79.79%, top5-acc=98.98%, remaining_time=0:00:00, arrival_time=2021-04-10 01:41:35.891483, cost_time=0:00:01.572161 2021-04-10 01:41:36,047 INFO : Epoch=0030 complete, best val top1-acc=83.53%, top5-acc=99.36% (epoch=22), remaining_time=1:49:37.442970, arrival_time=2021-04-10 03:31:13.490397, cost_time=0:19:20.725216 2021-04-10 01:41:36,049 INFO : Train start, epoch=0031, lr=0.094550 2021-04-10 01:41:38,131 INFO : TRAIN, epoch=0031, iter=00010/00196, fetch data time cost=2.11ms, fps=1230 images/s, loss=0.3058, top1-acc=89.06%, top5-acc=99.80%, remaining_time=0:00:38.723526, arrival_time=2021-04-10 01:42:16.854729, cost_time=0:00:02.081910 2021-04-10 01:41:39,993 INFO : TRAIN, epoch=0031, iter=00020/00196, fetch data time cost=2.20ms, fps=1375 images/s, loss=0.3216, top1-acc=88.67%, top5-acc=99.71%, remaining_time=0:00:34.705968, arrival_time=2021-04-10 01:42:14.699223, cost_time=0:00:03.943865 2021-04-10 01:41:41,865 INFO : TRAIN, epoch=0031, iter=00030/00196, fetch data time cost=2.07ms, fps=1368 images/s, loss=0.3236, top1-acc=88.59%, top5-acc=99.66%, remaining_time=0:00:32.182918, arrival_time=2021-04-10 01:42:14.048350, cost_time=0:00:05.816176 2021-04-10 01:41:43,737 INFO : TRAIN, epoch=0031, iter=00040/00196, fetch data time cost=1.53ms, fps=1368 images/s, loss=0.3162, top1-acc=88.82%, top5-acc=99.67%, remaining_time=0:00:29.982576, arrival_time=2021-04-10 01:42:13.719732, cost_time=0:00:07.687846 2021-04-10 01:41:45,618 INFO : TRAIN, epoch=0031, iter=00050/00196, fetch data time cost=1.61ms, fps=1361 images/s, loss=0.3148, top1-acc=88.94%, top5-acc=99.69%, remaining_time=0:00:27.942502, arrival_time=2021-04-10 01:42:13.561136, cost_time=0:00:09.569340 2021-04-10 01:41:47,484 INFO : TRAIN, epoch=0031, iter=00060/00196, fetch data time cost=2.30ms, fps=1372 images/s, loss=0.3104, top1-acc=89.17%, top5-acc=99.71%, remaining_time=0:00:25.919968, arrival_time=2021-04-10 01:42:13.404517, cost_time=0:00:11.435254 2021-04-10 01:41:49,379 INFO : TRAIN, epoch=0031, iter=00070/00196, fetch data time cost=1.55ms, fps=1352 images/s, loss=0.3088, top1-acc=89.30%, top5-acc=99.70%, remaining_time=0:00:23.993676, arrival_time=2021-04-10 01:42:13.372758, cost_time=0:00:13.329811 2021-04-10 01:41:51,246 INFO : TRAIN, epoch=0031, iter=00080/00196, fetch data time cost=1.38ms, fps=1371 images/s, loss=0.3079, top1-acc=89.33%, top5-acc=99.69%, remaining_time=0:00:22.036404, arrival_time=2021-04-10 01:42:13.283248, cost_time=0:00:15.197504 2021-04-10 01:41:53,118 INFO : TRAIN, epoch=0031, iter=00090/00196, fetch data time cost=1.40ms, fps=1368 images/s, loss=0.3090, top1-acc=89.27%, top5-acc=99.68%, remaining_time=0:00:20.103960, arrival_time=2021-04-10 01:42:13.222622, cost_time=0:00:17.069399 2021-04-10 01:41:54,985 INFO : TRAIN, epoch=0031, iter=00100/00196, fetch data time cost=1.42ms, fps=1372 images/s, loss=0.3075, top1-acc=89.35%, top5-acc=99.70%, remaining_time=0:00:18.178272, arrival_time=2021-04-10 01:42:13.163294, cost_time=0:00:18.935698 2021-04-10 01:41:56,855 INFO : TRAIN, epoch=0031, iter=00110/00196, fetch data time cost=1.41ms, fps=1369 images/s, loss=0.3064, top1-acc=89.39%, top5-acc=99.70%, remaining_time=0:00:16.266728, arrival_time=2021-04-10 01:42:13.122219, cost_time=0:00:20.806282 2021-04-10 01:41:58,730 INFO : TRAIN, epoch=0031, iter=00120/00196, fetch data time cost=1.91ms, fps=1366 images/s, loss=0.3033, top1-acc=89.51%, top5-acc=99.69%, remaining_time=0:00:14.364836, arrival_time=2021-04-10 01:42:13.095476, cost_time=0:00:22.681324 2021-04-10 01:42:00,622 INFO : TRAIN, epoch=0031, iter=00130/00196, fetch data time cost=1.87ms, fps=1353 images/s, loss=0.3060, top1-acc=89.43%, top5-acc=99.68%, remaining_time=0:00:12.475782, arrival_time=2021-04-10 01:42:13.098577, cost_time=0:00:24.573506 2021-04-10 01:42:02,502 INFO : TRAIN, epoch=0031, iter=00140/00196, fetch data time cost=2.09ms, fps=1362 images/s, loss=0.3056, top1-acc=89.44%, top5-acc=99.68%, remaining_time=0:00:10.581312, arrival_time=2021-04-10 01:42:13.084034, cost_time=0:00:26.453332 2021-04-10 01:42:04,373 INFO : TRAIN, epoch=0031, iter=00150/00196, fetch data time cost=1.46ms, fps=1369 images/s, loss=0.3072, top1-acc=89.41%, top5-acc=99.69%, remaining_time=0:00:08.686088, arrival_time=2021-04-10 01:42:13.059555, cost_time=0:00:28.324187 2021-04-10 01:42:06,260 INFO : TRAIN, epoch=0031, iter=00160/00196, fetch data time cost=1.74ms, fps=1357 images/s, loss=0.3067, top1-acc=89.39%, top5-acc=99.69%, remaining_time=0:00:06.797628, arrival_time=2021-04-10 01:42:13.058563, cost_time=0:00:30.211711 2021-04-10 01:42:08,161 INFO : TRAIN, epoch=0031, iter=00170/00196, fetch data time cost=2.65ms, fps=1347 images/s, loss=0.3063, top1-acc=89.41%, top5-acc=99.69%, remaining_time=0:00:04.911270, arrival_time=2021-04-10 01:42:13.072772, cost_time=0:00:32.112194 2021-04-10 01:42:10,038 INFO : TRAIN, epoch=0031, iter=00180/00196, fetch data time cost=2.29ms, fps=1365 images/s, loss=0.3071, top1-acc=89.34%, top5-acc=99.70%, remaining_time=0:00:03.021200, arrival_time=2021-04-10 01:42:13.059071, cost_time=0:00:33.988470 2021-04-10 01:42:11,920 INFO : TRAIN, epoch=0031, iter=00190/00196, fetch data time cost=1.43ms, fps=1360 images/s, loss=0.3075, top1-acc=89.32%, top5-acc=99.70%, remaining_time=0:00:01.132788, arrival_time=2021-04-10 01:42:13.053663, cost_time=0:00:35.871583 2021-04-10 01:42:12,941 INFO : TRAIN, epoch=0031, iter=00196/00196, fetch data time cost=2.08ms, fps=1333 images/s, loss=0.3073, top1-acc=89.34%, top5-acc=99.70%, remaining_time=0:00:00, arrival_time=2021-04-10 01:42:12.941866, cost_time=0:00:36.892496 2021-04-10 01:42:13,451 INFO : EVAL, epoch=0031, iter=00010/00040, fetch data time cost=0.56ms, fps=5057 images/s, loss=0.5718, top1-acc=81.80%, top5-acc=98.83%, remaining_time=0:00:01.518780, arrival_time=2021-04-10 01:42:14.969768, cost_time=0:00:00.506265 2021-04-10 01:42:13,849 INFO : EVAL, epoch=0031, iter=00020/00040, fetch data time cost=2.09ms, fps=6440 images/s, loss=0.6026, top1-acc=80.94%, top5-acc=98.63%, remaining_time=0:00:00.904400, arrival_time=2021-04-10 01:42:14.753516, cost_time=0:00:00.904408 2021-04-10 01:42:14,223 INFO : EVAL, epoch=0031, iter=00030/00040, fetch data time cost=1.70ms, fps=6843 images/s, loss=0.5961, top1-acc=81.11%, top5-acc=98.58%, remaining_time=0:00:00.426360, arrival_time=2021-04-10 01:42:14.650142, cost_time=0:00:01.279093 2021-04-10 01:42:14,609 INFO : EVAL, epoch=0031, iter=00040/00040, fetch data time cost=0.10ms, fps=6016 images/s, loss=0.5939, top1-acc=81.16%, top5-acc=98.66%, remaining_time=0:00:00, arrival_time=2021-04-10 01:42:14.609866, cost_time=0:00:01.665149 2021-04-10 01:42:14,719 INFO : Epoch=0031 complete, best val top1-acc=83.53%, top5-acc=99.36% (epoch=22), remaining_time=1:48:58.649546, arrival_time=2021-04-10 03:31:13.369031, cost_time=0:19:59.397258 2021-04-10 01:42:14,721 INFO : Train start, epoch=0032, lr=0.094188 2021-04-10 01:42:16,811 INFO : TRAIN, epoch=0032, iter=00010/00196, fetch data time cost=2.13ms, fps=1225 images/s, loss=0.2871, top1-acc=89.77%, top5-acc=99.77%, remaining_time=0:00:38.868420, arrival_time=2021-04-10 01:42:55.679620, cost_time=0:00:02.089704 2021-04-10 01:42:18,688 INFO : TRAIN, epoch=0032, iter=00020/00196, fetch data time cost=1.50ms, fps=1365 images/s, loss=0.2806, top1-acc=90.31%, top5-acc=99.75%, remaining_time=0:00:34.904496, arrival_time=2021-04-10 01:42:53.592480, cost_time=0:00:03.966428 2021-04-10 01:42:20,563 INFO : TRAIN, epoch=0032, iter=00030/00196, fetch data time cost=1.99ms, fps=1366 images/s, loss=0.2908, top1-acc=89.87%, top5-acc=99.77%, remaining_time=0:00:32.322524, arrival_time=2021-04-10 01:42:52.885547, cost_time=0:00:05.841429 2021-04-10 01:42:22,436 INFO : TRAIN, epoch=0032, iter=00040/00196, fetch data time cost=1.42ms, fps=1367 images/s, loss=0.2928, top1-acc=89.77%, top5-acc=99.76%, remaining_time=0:00:30.086628, arrival_time=2021-04-10 01:42:52.522740, cost_time=0:00:07.714511 2021-04-10 01:42:24,311 INFO : TRAIN, epoch=0032, iter=00050/00196, fetch data time cost=1.35ms, fps=1366 images/s, loss=0.2955, top1-acc=89.69%, top5-acc=99.73%, remaining_time=0:00:28.001048, arrival_time=2021-04-10 01:42:52.311982, cost_time=0:00:09.589403 2021-04-10 01:42:26,177 INFO : TRAIN, epoch=0032, iter=00060/00196, fetch data time cost=2.25ms, fps=1372 images/s, loss=0.2950, top1-acc=89.68%, top5-acc=99.75%, remaining_time=0:00:25.967296, arrival_time=2021-04-10 01:42:52.145019, cost_time=0:00:11.456157 2021-04-10 01:42:28,056 INFO : TRAIN, epoch=0032, iter=00070/00196, fetch data time cost=1.57ms, fps=1363 images/s, loss=0.2955, top1-acc=89.74%, top5-acc=99.70%, remaining_time=0:00:24.002118, arrival_time=2021-04-10 01:42:52.058160, cost_time=0:00:13.334530 2021-04-10 01:42:29,966 INFO : TRAIN, epoch=0032, iter=00080/00196, fetch data time cost=2.23ms, fps=1341 images/s, loss=0.2971, top1-acc=89.69%, top5-acc=99.68%, remaining_time=0:00:22.105076, arrival_time=2021-04-10 01:42:52.071464, cost_time=0:00:15.244870 2021-04-10 01:42:31,832 INFO : TRAIN, epoch=0032, iter=00090/00196, fetch data time cost=1.72ms, fps=1372 images/s, loss=0.2977, top1-acc=89.68%, top5-acc=99.67%, remaining_time=0:00:20.152720, arrival_time=2021-04-10 01:42:51.985038, cost_time=0:00:17.110808 2021-04-10 01:42:33,712 INFO : TRAIN, epoch=0032, iter=00100/00196, fetch data time cost=2.37ms, fps=1362 images/s, loss=0.2992, top1-acc=89.67%, top5-acc=99.68%, remaining_time=0:00:18.231168, arrival_time=2021-04-10 01:42:51.943690, cost_time=0:00:18.990812 2021-04-10 01:42:35,600 INFO : TRAIN, epoch=0032, iter=00110/00196, fetch data time cost=2.60ms, fps=1357 images/s, loss=0.3004, top1-acc=89.61%, top5-acc=99.67%, remaining_time=0:00:16.323316, arrival_time=2021-04-10 01:42:51.923505, cost_time=0:00:20.878679 2021-04-10 01:42:37,474 INFO : TRAIN, epoch=0032, iter=00120/00196, fetch data time cost=1.96ms, fps=1367 images/s, loss=0.2995, top1-acc=89.68%, top5-acc=99.66%, remaining_time=0:00:14.409980, arrival_time=2021-04-10 01:42:51.884261, cost_time=0:00:22.752607 2021-04-10 01:42:39,352 INFO : TRAIN, epoch=0032, iter=00130/00196, fetch data time cost=1.66ms, fps=1364 images/s, loss=0.3004, top1-acc=89.68%, top5-acc=99.66%, remaining_time=0:00:12.505020, arrival_time=2021-04-10 01:42:51.857590, cost_time=0:00:24.631052 2021-04-10 01:42:41,255 INFO : TRAIN, epoch=0032, iter=00140/00196, fetch data time cost=1.75ms, fps=1346 images/s, loss=0.3010, top1-acc=89.66%, top5-acc=99.66%, remaining_time=0:00:10.613680, arrival_time=2021-04-10 01:42:51.869517, cost_time=0:00:26.534263 2021-04-10 01:42:43,138 INFO : TRAIN, epoch=0032, iter=00150/00196, fetch data time cost=1.37ms, fps=1361 images/s, loss=0.3006, top1-acc=89.66%, top5-acc=99.67%, remaining_time=0:00:08.714424, arrival_time=2021-04-10 01:42:51.852566, cost_time=0:00:28.416587 2021-04-10 01:42:45,026 INFO : TRAIN, epoch=0032, iter=00160/00196, fetch data time cost=2.03ms, fps=1356 images/s, loss=0.3043, top1-acc=89.54%, top5-acc=99.66%, remaining_time=0:00:06.818652, arrival_time=2021-04-10 01:42:51.845442, cost_time=0:00:30.305079 2021-04-10 01:42:46,898 INFO : TRAIN, epoch=0032, iter=00170/00196, fetch data time cost=2.01ms, fps=1368 images/s, loss=0.3044, top1-acc=89.52%, top5-acc=99.67%, remaining_time=0:00:04.921254, arrival_time=2021-04-10 01:42:51.820134, cost_time=0:00:32.177347 2021-04-10 01:42:48,766 INFO : TRAIN, epoch=0032, iter=00180/00196, fetch data time cost=1.78ms, fps=1371 images/s, loss=0.3043, top1-acc=89.51%, top5-acc=99.66%, remaining_time=0:00:03.026208, arrival_time=2021-04-10 01:42:51.792555, cost_time=0:00:34.044803 2021-04-10 01:42:50,634 INFO : TRAIN, epoch=0032, iter=00190/00196, fetch data time cost=1.29ms, fps=1371 images/s, loss=0.3032, top1-acc=89.56%, top5-acc=99.67%, remaining_time=0:00:01.134096, arrival_time=2021-04-10 01:42:51.768770, cost_time=0:00:35.912952 2021-04-10 01:42:51,644 INFO : TRAIN, epoch=0032, iter=00196/00196, fetch data time cost=1.28ms, fps=1348 images/s, loss=0.3032, top1-acc=89.55%, top5-acc=99.67%, remaining_time=0:00:00, arrival_time=2021-04-10 01:42:51.644286, cost_time=0:00:36.922831 2021-04-10 01:42:52,129 INFO : EVAL, epoch=0032, iter=00010/00040, fetch data time cost=1.49ms, fps=5303 images/s, loss=0.6972, top1-acc=77.19%, top5-acc=98.44%, remaining_time=0:00:01.448220, arrival_time=2021-04-10 01:42:53.577154, cost_time=0:00:00.482745 2021-04-10 01:42:52,494 INFO : EVAL, epoch=0032, iter=00020/00040, fetch data time cost=2.14ms, fps=7013 images/s, loss=0.6937, top1-acc=77.66%, top5-acc=98.42%, remaining_time=0:00:00.848300, arrival_time=2021-04-10 01:42:53.342805, cost_time=0:00:00.848300 2021-04-10 01:42:52,868 INFO : EVAL, epoch=0032, iter=00030/00040, fetch data time cost=1.64ms, fps=6859 images/s, loss=0.6721, top1-acc=78.12%, top5-acc=98.44%, remaining_time=0:00:00.407370, arrival_time=2021-04-10 01:42:53.275679, cost_time=0:00:01.222101 2021-04-10 01:42:53,213 INFO : EVAL, epoch=0032, iter=00040/00040, fetch data time cost=0.09ms, fps=6733 images/s, loss=0.6641, top1-acc=78.58%, top5-acc=98.48%, remaining_time=0:00:00, arrival_time=2021-04-10 01:42:53.213372, cost_time=0:00:01.567249 2021-04-10 01:42:53,319 INFO : Epoch=0032 complete, best val top1-acc=83.53%, top5-acc=99.36% (epoch=22), remaining_time=1:48:19.484712, arrival_time=2021-04-10 03:31:12.804048, cost_time=0:20:37.997096 2021-04-10 01:42:53,321 INFO : Train start, epoch=0033, lr=0.093815 2021-04-10 01:42:55,391 INFO : TRAIN, epoch=0033, iter=00010/00196, fetch data time cost=1.90ms, fps=1237 images/s, loss=0.3213, top1-acc=89.02%, top5-acc=99.73%, remaining_time=0:00:38.501814, arrival_time=2021-04-10 01:43:33.893190, cost_time=0:00:02.069987 2021-04-10 01:42:57,301 INFO : TRAIN, epoch=0033, iter=00020/00196, fetch data time cost=1.87ms, fps=1341 images/s, loss=0.3048, top1-acc=89.61%, top5-acc=99.73%, remaining_time=0:00:35.026992, arrival_time=2021-04-10 01:43:32.328634, cost_time=0:00:03.980335 2021-04-10 01:42:59,171 INFO : TRAIN, epoch=0033, iter=00030/00196, fetch data time cost=2.11ms, fps=1370 images/s, loss=0.2978, top1-acc=89.60%, top5-acc=99.78%, remaining_time=0:00:32.369170, arrival_time=2021-04-10 01:43:31.540312, cost_time=0:00:05.849862 2021-04-10 01:43:01,057 INFO : TRAIN, epoch=0033, iter=00040/00196, fetch data time cost=1.54ms, fps=1358 images/s, loss=0.2919, top1-acc=89.78%, top5-acc=99.76%, remaining_time=0:00:30.169776, arrival_time=2021-04-10 01:43:31.226952, cost_time=0:00:07.735821 2021-04-10 01:43:02,935 INFO : TRAIN, epoch=0033, iter=00050/00196, fetch data time cost=1.81ms, fps=1363 images/s, loss=0.2895, top1-acc=89.78%, top5-acc=99.76%, remaining_time=0:00:28.073026, arrival_time=2021-04-10 01:43:31.008421, cost_time=0:00:09.614049 2021-04-10 01:43:04,811 INFO : TRAIN, epoch=0033, iter=00060/00196, fetch data time cost=1.69ms, fps=1365 images/s, loss=0.2910, top1-acc=89.77%, top5-acc=99.77%, remaining_time=0:00:26.043320, arrival_time=2021-04-10 01:43:30.854269, cost_time=0:00:11.489699 2021-04-10 01:43:06,685 INFO : TRAIN, epoch=0033, iter=00070/00196, fetch data time cost=1.64ms, fps=1366 images/s, loss=0.2919, top1-acc=89.85%, top5-acc=99.74%, remaining_time=0:00:24.054786, arrival_time=2021-04-10 01:43:30.739877, cost_time=0:00:13.363759 2021-04-10 01:43:08,568 INFO : TRAIN, epoch=0033, iter=00080/00196, fetch data time cost=2.70ms, fps=1360 images/s, loss=0.2914, top1-acc=89.92%, top5-acc=99.75%, remaining_time=0:00:22.108788, arrival_time=2021-04-10 01:43:30.677480, cost_time=0:00:15.247443 2021-04-10 01:43:10,432 INFO : TRAIN, epoch=0033, iter=00090/00196, fetch data time cost=1.94ms, fps=1374 images/s, loss=0.2916, top1-acc=89.95%, top5-acc=99.73%, remaining_time=0:00:20.152508, arrival_time=2021-04-10 01:43:30.584523, cost_time=0:00:17.110635 2021-04-10 01:43:12,309 INFO : TRAIN, epoch=0033, iter=00100/00196, fetch data time cost=1.85ms, fps=1364 images/s, loss=0.2917, top1-acc=89.91%, top5-acc=99.74%, remaining_time=0:00:18.228384, arrival_time=2021-04-10 01:43:30.537599, cost_time=0:00:18.987862 2021-04-10 01:43:14,175 INFO : TRAIN, epoch=0033, iter=00110/00196, fetch data time cost=1.35ms, fps=1372 images/s, loss=0.2937, top1-acc=89.84%, top5-acc=99.73%, remaining_time=0:00:16.304224, arrival_time=2021-04-10 01:43:30.479766, cost_time=0:00:20.854263 2021-04-10 01:43:16,043 INFO : TRAIN, epoch=0033, iter=00120/00196, fetch data time cost=2.08ms, fps=1371 images/s, loss=0.2954, top1-acc=89.79%, top5-acc=99.73%, remaining_time=0:00:14.390600, arrival_time=2021-04-10 01:43:30.433824, cost_time=0:00:22.721976 2021-04-10 01:43:17,910 INFO : TRAIN, epoch=0033, iter=00130/00196, fetch data time cost=1.44ms, fps=1371 images/s, loss=0.2976, top1-acc=89.73%, top5-acc=99.74%, remaining_time=0:00:12.483900, arrival_time=2021-04-10 01:43:30.394725, cost_time=0:00:24.589498 2021-04-10 01:43:19,789 INFO : TRAIN, epoch=0033, iter=00140/00196, fetch data time cost=1.48ms, fps=1363 images/s, loss=0.2975, top1-acc=89.73%, top5-acc=99.73%, remaining_time=0:00:10.587360, arrival_time=2021-04-10 01:43:30.377093, cost_time=0:00:26.468426 2021-04-10 01:43:21,662 INFO : TRAIN, epoch=0033, iter=00150/00196, fetch data time cost=1.85ms, fps=1367 images/s, loss=0.2975, top1-acc=89.73%, top5-acc=99.72%, remaining_time=0:00:08.691424, arrival_time=2021-04-10 01:43:30.354309, cost_time=0:00:28.341650 2021-04-10 01:43:23,527 INFO : TRAIN, epoch=0033, iter=00160/00196, fetch data time cost=1.53ms, fps=1373 images/s, loss=0.2992, top1-acc=89.74%, top5-acc=99.71%, remaining_time=0:00:06.796404, arrival_time=2021-04-10 01:43:30.323826, cost_time=0:00:30.206167 2021-04-10 01:43:25,409 INFO : TRAIN, epoch=0033, iter=00170/00196, fetch data time cost=1.65ms, fps=1361 images/s, loss=0.2985, top1-acc=89.76%, top5-acc=99.72%, remaining_time=0:00:04.907500, arrival_time=2021-04-10 01:43:30.316426, cost_time=0:00:32.087504 2021-04-10 01:43:27,295 INFO : TRAIN, epoch=0033, iter=00180/00196, fetch data time cost=2.03ms, fps=1358 images/s, loss=0.2982, top1-acc=89.76%, top5-acc=99.72%, remaining_time=0:00:03.019872, arrival_time=2021-04-10 01:43:30.314989, cost_time=0:00:33.973591 2021-04-10 01:43:29,167 INFO : TRAIN, epoch=0033, iter=00190/00196, fetch data time cost=2.51ms, fps=1368 images/s, loss=0.2983, top1-acc=89.78%, top5-acc=99.71%, remaining_time=0:00:01.131966, arrival_time=2021-04-10 01:43:30.299002, cost_time=0:00:35.845610 2021-04-10 01:43:30,191 INFO : TRAIN, epoch=0033, iter=00196/00196, fetch data time cost=1.43ms, fps=1328 images/s, loss=0.3002, top1-acc=89.72%, top5-acc=99.71%, remaining_time=0:00:00, arrival_time=2021-04-10 01:43:30.191647, cost_time=0:00:36.870365 2021-04-10 01:43:30,673 INFO : EVAL, epoch=0033, iter=00010/00040, fetch data time cost=0.23ms, fps=5334 images/s, loss=0.9476, top1-acc=73.01%, top5-acc=98.24%, remaining_time=0:00:01.439760, arrival_time=2021-04-10 01:43:32.113245, cost_time=0:00:00.479924 2021-04-10 01:43:31,040 INFO : EVAL, epoch=0033, iter=00020/00040, fetch data time cost=1.88ms, fps=6981 images/s, loss=0.9418, top1-acc=73.26%, top5-acc=98.18%, remaining_time=0:00:00.847140, arrival_time=2021-04-10 01:43:31.887806, cost_time=0:00:00.847147 2021-04-10 01:43:31,406 INFO : EVAL, epoch=0033, iter=00030/00040, fetch data time cost=1.52ms, fps=7011 images/s, loss=0.9541, top1-acc=73.31%, top5-acc=98.23%, remaining_time=0:00:00.404220, arrival_time=2021-04-10 01:43:31.810463, cost_time=0:00:01.212675 2021-04-10 01:43:31,747 INFO : EVAL, epoch=0033, iter=00040/00040, fetch data time cost=0.09ms, fps=6809 images/s, loss=0.9984, top1-acc=73.05%, top5-acc=98.15%, remaining_time=0:00:00, arrival_time=2021-04-10 01:43:31.747393, cost_time=0:00:01.553873 2021-04-10 01:43:31,858 INFO : Epoch=0033 complete, best val top1-acc=83.53%, top5-acc=99.36% (epoch=22), remaining_time=1:47:40.046137, arrival_time=2021-04-10 03:31:11.904412, cost_time=0:21:16.536073 2021-04-10 01:43:31,859 INFO : Train start, epoch=0034, lr=0.093432 2021-04-10 01:43:33,992 INFO : TRAIN, epoch=0034, iter=00010/00196, fetch data time cost=2.05ms, fps=1200 images/s, loss=0.2971, top1-acc=88.95%, top5-acc=99.73%, remaining_time=0:00:39.678450, arrival_time=2021-04-10 01:44:13.671315, cost_time=0:00:02.133249 2021-04-10 01:43:35,865 INFO : TRAIN, epoch=0034, iter=00020/00196, fetch data time cost=1.55ms, fps=1368 images/s, loss=0.3055, top1-acc=88.93%, top5-acc=99.65%, remaining_time=0:00:35.249632, arrival_time=2021-04-10 01:44:11.114715, cost_time=0:00:04.005639 2021-04-10 01:43:37,734 INFO : TRAIN, epoch=0034, iter=00030/00196, fetch data time cost=1.94ms, fps=1370 images/s, loss=0.3038, top1-acc=89.11%, top5-acc=99.65%, remaining_time=0:00:32.505124, arrival_time=2021-04-10 01:44:10.239128, cost_time=0:00:05.874422 2021-04-10 01:43:39,597 INFO : TRAIN, epoch=0034, iter=00040/00196, fetch data time cost=1.53ms, fps=1374 images/s, loss=0.3025, top1-acc=89.39%, top5-acc=99.64%, remaining_time=0:00:30.178668, arrival_time=2021-04-10 01:44:09.776439, cost_time=0:00:07.738122 2021-04-10 01:43:41,471 INFO : TRAIN, epoch=0034, iter=00050/00196, fetch data time cost=1.64ms, fps=1367 images/s, loss=0.3039, top1-acc=89.40%, top5-acc=99.60%, remaining_time=0:00:28.066748, arrival_time=2021-04-10 01:44:09.538240, cost_time=0:00:09.611918 2021-04-10 01:43:43,424 INFO : TRAIN, epoch=0034, iter=00060/00196, fetch data time cost=1.38ms, fps=1311 images/s, loss=0.3064, top1-acc=89.34%, top5-acc=99.62%, remaining_time=0:00:26.214544, arrival_time=2021-04-10 01:44:09.639308, cost_time=0:00:11.565248 2021-04-10 01:43:45,303 INFO : TRAIN, epoch=0034, iter=00070/00196, fetch data time cost=2.14ms, fps=1363 images/s, loss=0.3052, top1-acc=89.34%, top5-acc=99.65%, remaining_time=0:00:24.199182, arrival_time=2021-04-10 01:44:09.502704, cost_time=0:00:13.443998 2021-04-10 01:43:47,188 INFO : TRAIN, epoch=0034, iter=00080/00196, fetch data time cost=1.91ms, fps=1359 images/s, loss=0.3030, top1-acc=89.43%, top5-acc=99.68%, remaining_time=0:00:22.226644, arrival_time=2021-04-10 01:44:09.414958, cost_time=0:00:15.328728 2021-04-10 01:43:49,065 INFO : TRAIN, epoch=0034, iter=00090/00196, fetch data time cost=2.50ms, fps=1364 images/s, loss=0.3028, top1-acc=89.52%, top5-acc=99.68%, remaining_time=0:00:20.265186, arrival_time=2021-04-10 01:44:09.331057, cost_time=0:00:17.206284 2021-04-10 01:43:50,941 INFO : TRAIN, epoch=0034, iter=00100/00196, fetch data time cost=2.14ms, fps=1365 images/s, loss=0.3032, top1-acc=89.45%, top5-acc=99.69%, remaining_time=0:00:18.318912, arrival_time=2021-04-10 01:44:09.260695, cost_time=0:00:19.082200 2021-04-10 01:43:52,807 INFO : TRAIN, epoch=0034, iter=00110/00196, fetch data time cost=2.20ms, fps=1372 images/s, loss=0.3037, top1-acc=89.46%, top5-acc=99.70%, remaining_time=0:00:16.377754, arrival_time=2021-04-10 01:44:09.185487, cost_time=0:00:20.948247 2021-04-10 01:43:54,677 INFO : TRAIN, epoch=0034, iter=00120/00196, fetch data time cost=1.89ms, fps=1370 images/s, loss=0.3046, top1-acc=89.46%, top5-acc=99.70%, remaining_time=0:00:14.451172, arrival_time=2021-04-10 01:44:09.128290, cost_time=0:00:22.817642 2021-04-10 01:43:56,545 INFO : TRAIN, epoch=0034, iter=00130/00196, fetch data time cost=1.36ms, fps=1371 images/s, loss=0.3047, top1-acc=89.46%, top5-acc=99.70%, remaining_time=0:00:12.532872, arrival_time=2021-04-10 01:44:09.078267, cost_time=0:00:24.685902 2021-04-10 01:43:58,453 INFO : TRAIN, epoch=0034, iter=00140/00196, fetch data time cost=1.55ms, fps=1343 images/s, loss=0.3031, top1-acc=89.51%, top5-acc=99.70%, remaining_time=0:00:10.637480, arrival_time=2021-04-10 01:44:09.090843, cost_time=0:00:26.593753 2021-04-10 01:44:00,336 INFO : TRAIN, epoch=0034, iter=00150/00196, fetch data time cost=1.99ms, fps=1360 images/s, loss=0.3022, top1-acc=89.59%, top5-acc=99.71%, remaining_time=0:00:08.733008, arrival_time=2021-04-10 01:44:09.069671, cost_time=0:00:28.477145 2021-04-10 01:44:02,220 INFO : TRAIN, epoch=0034, iter=00160/00196, fetch data time cost=1.90ms, fps=1360 images/s, loss=0.3010, top1-acc=89.69%, top5-acc=99.71%, remaining_time=0:00:06.831108, arrival_time=2021-04-10 01:44:09.051127, cost_time=0:00:30.360493 2021-04-10 01:44:04,090 INFO : TRAIN, epoch=0034, iter=00170/00196, fetch data time cost=1.42ms, fps=1369 images/s, loss=0.3006, top1-acc=89.71%, top5-acc=99.70%, remaining_time=0:00:04.929470, arrival_time=2021-04-10 01:44:09.020150, cost_time=0:00:32.231096 2021-04-10 01:44:05,975 INFO : TRAIN, epoch=0034, iter=00180/00196, fetch data time cost=1.42ms, fps=1359 images/s, loss=0.3001, top1-acc=89.73%, top5-acc=99.70%, remaining_time=0:00:03.032496, arrival_time=2021-04-10 01:44:09.007651, cost_time=0:00:34.115614 2021-04-10 01:44:07,849 INFO : TRAIN, epoch=0034, iter=00190/00196, fetch data time cost=1.85ms, fps=1367 images/s, loss=0.3003, top1-acc=89.69%, top5-acc=99.70%, remaining_time=0:00:01.136514, arrival_time=2021-04-10 01:44:08.985630, cost_time=0:00:35.989621 2021-04-10 01:44:08,864 INFO : TRAIN, epoch=0034, iter=00196/00196, fetch data time cost=1.88ms, fps=1340 images/s, loss=0.3021, top1-acc=89.63%, top5-acc=99.70%, remaining_time=0:00:00, arrival_time=2021-04-10 01:44:08.864472, cost_time=0:00:37.005002 2021-04-10 01:44:09,362 INFO : EVAL, epoch=0034, iter=00010/00040, fetch data time cost=0.41ms, fps=5159 images/s, loss=1.2503, top1-acc=66.29%, top5-acc=96.21%, remaining_time=0:00:01.488600, arrival_time=2021-04-10 01:44:10.851080, cost_time=0:00:00.496203 2021-04-10 01:44:09,729 INFO : EVAL, epoch=0034, iter=00020/00040, fetch data time cost=2.63ms, fps=6990 images/s, loss=1.2272, top1-acc=65.90%, top5-acc=96.80%, remaining_time=0:00:00.862960, arrival_time=2021-04-10 01:44:10.592159, cost_time=0:00:00.862964 2021-04-10 01:44:10,097 INFO : EVAL, epoch=0034, iter=00030/00040, fetch data time cost=1.89ms, fps=6952 images/s, loss=1.2167, top1-acc=66.03%, top5-acc=96.91%, remaining_time=0:00:00.410520, arrival_time=2021-04-10 01:44:10.508379, cost_time=0:00:01.231568 2021-04-10 01:44:10,437 INFO : EVAL, epoch=0034, iter=00040/00040, fetch data time cost=0.08ms, fps=6832 images/s, loss=1.2048, top1-acc=66.45%, top5-acc=96.95%, remaining_time=0:00:00, arrival_time=2021-04-10 01:44:10.437877, cost_time=0:00:01.571658 2021-04-10 01:44:10,551 INFO : Epoch=0034 complete, best val top1-acc=83.53%, top5-acc=99.36% (epoch=22), remaining_time=1:47:01.411200, arrival_time=2021-04-10 03:31:11.962231, cost_time=0:21:55.228812 2021-04-10 01:44:10,552 INFO : Train start, epoch=0035, lr=0.093037 2021-04-10 01:44:12,604 INFO : TRAIN, epoch=0035, iter=00010/00196, fetch data time cost=1.48ms, fps=1248 images/s, loss=0.3253, top1-acc=89.37%, top5-acc=99.53%, remaining_time=0:00:38.154366, arrival_time=2021-04-10 01:44:50.758736, cost_time=0:00:02.051306 2021-04-10 01:44:14,484 INFO : TRAIN, epoch=0035, iter=00020/00196, fetch data time cost=1.47ms, fps=1362 images/s, loss=0.3139, top1-acc=89.59%, top5-acc=99.63%, remaining_time=0:00:34.594560, arrival_time=2021-04-10 01:44:49.078685, cost_time=0:00:03.931209 2021-04-10 01:44:16,353 INFO : TRAIN, epoch=0035, iter=00030/00196, fetch data time cost=1.48ms, fps=1370 images/s, loss=0.3133, top1-acc=89.39%, top5-acc=99.60%, remaining_time=0:00:32.093610, arrival_time=2021-04-10 01:44:48.446744, cost_time=0:00:05.800056 2021-04-10 01:44:18,224 INFO : TRAIN, epoch=0035, iter=00040/00196, fetch data time cost=1.39ms, fps=1369 images/s, loss=0.2985, top1-acc=89.86%, top5-acc=99.60%, remaining_time=0:00:29.917992, arrival_time=2021-04-10 01:44:48.142251, cost_time=0:00:07.671294 2021-04-10 01:44:20,097 INFO : TRAIN, epoch=0035, iter=00050/00196, fetch data time cost=1.39ms, fps=1368 images/s, loss=0.2948, top1-acc=89.96%, top5-acc=99.59%, remaining_time=0:00:27.868042, arrival_time=2021-04-10 01:44:47.964968, cost_time=0:00:09.543860 2021-04-10 01:44:21,971 INFO : TRAIN, epoch=0035, iter=00060/00196, fetch data time cost=1.49ms, fps=1366 images/s, loss=0.2901, top1-acc=90.18%, top5-acc=99.65%, remaining_time=0:00:25.881888, arrival_time=2021-04-10 01:44:47.853375, cost_time=0:00:11.418500 2021-04-10 01:44:23,843 INFO : TRAIN, epoch=0035, iter=00070/00196, fetch data time cost=1.46ms, fps=1368 images/s, loss=0.2917, top1-acc=90.01%, top5-acc=99.67%, remaining_time=0:00:23.923872, arrival_time=2021-04-10 01:44:47.767801, cost_time=0:00:13.291024 2021-04-10 01:44:25,716 INFO : TRAIN, epoch=0035, iter=00080/00196, fetch data time cost=1.60ms, fps=1368 images/s, loss=0.2918, top1-acc=90.02%, top5-acc=99.67%, remaining_time=0:00:21.986292, arrival_time=2021-04-10 01:44:47.702280, cost_time=0:00:15.162988 2021-04-10 01:44:27,586 INFO : TRAIN, epoch=0035, iter=00090/00196, fetch data time cost=1.45ms, fps=1369 images/s, loss=0.2933, top1-acc=90.03%, top5-acc=99.67%, remaining_time=0:00:20.061348, arrival_time=2021-04-10 01:44:47.647740, cost_time=0:00:17.033238 2021-04-10 01:44:29,473 INFO : TRAIN, epoch=0035, iter=00100/00196, fetch data time cost=1.71ms, fps=1358 images/s, loss=0.2936, top1-acc=89.98%, top5-acc=99.66%, remaining_time=0:00:18.163104, arrival_time=2021-04-10 01:44:47.636052, cost_time=0:00:18.919871 2021-04-10 01:44:31,354 INFO : TRAIN, epoch=0035, iter=00110/00196, fetch data time cost=2.36ms, fps=1361 images/s, loss=0.2946, top1-acc=89.95%, top5-acc=99.66%, remaining_time=0:00:16.263116, arrival_time=2021-04-10 01:44:47.617782, cost_time=0:00:20.801640 2021-04-10 01:44:33,228 INFO : TRAIN, epoch=0035, iter=00120/00196, fetch data time cost=2.23ms, fps=1367 images/s, loss=0.2946, top1-acc=89.93%, top5-acc=99.67%, remaining_time=0:00:14.361112, arrival_time=2021-04-10 01:44:47.589609, cost_time=0:00:22.675390 2021-04-10 01:44:35,101 INFO : TRAIN, epoch=0035, iter=00130/00196, fetch data time cost=2.69ms, fps=1367 images/s, loss=0.2947, top1-acc=89.98%, top5-acc=99.68%, remaining_time=0:00:12.463044, arrival_time=2021-04-10 01:44:47.564494, cost_time=0:00:24.548480 2021-04-10 01:44:36,978 INFO : TRAIN, epoch=0035, iter=00140/00196, fetch data time cost=4.70ms, fps=1365 images/s, loss=0.2939, top1-acc=90.02%, top5-acc=99.68%, remaining_time=0:00:10.570056, arrival_time=2021-04-10 01:44:47.548152, cost_time=0:00:26.425098 2021-04-10 01:44:38,868 INFO : TRAIN, epoch=0035, iter=00150/00196, fetch data time cost=1.61ms, fps=1364 images/s, loss=0.2933, top1-acc=89.97%, top5-acc=99.69%, remaining_time=0:00:08.683236, arrival_time=2021-04-10 01:44:47.551179, cost_time=0:00:28.314860 2021-04-10 01:44:40,751 INFO : TRAIN, epoch=0035, iter=00160/00196, fetch data time cost=1.80ms, fps=1360 images/s, loss=0.2909, top1-acc=90.04%, top5-acc=99.70%, remaining_time=0:00:06.794712, arrival_time=2021-04-10 01:44:47.546500, cost_time=0:00:30.198779 2021-04-10 01:44:42,624 INFO : TRAIN, epoch=0035, iter=00170/00196, fetch data time cost=1.78ms, fps=1368 images/s, loss=0.2899, top1-acc=90.08%, top5-acc=99.69%, remaining_time=0:00:04.905030, arrival_time=2021-04-10 01:44:47.529261, cost_time=0:00:32.071274 2021-04-10 01:44:44,509 INFO : TRAIN, epoch=0035, iter=00180/00196, fetch data time cost=1.99ms, fps=1359 images/s, loss=0.2908, top1-acc=90.03%, top5-acc=99.68%, remaining_time=0:00:03.018336, arrival_time=2021-04-10 01:44:47.527558, cost_time=0:00:33.956200 2021-04-10 01:44:46,381 INFO : TRAIN, epoch=0035, iter=00190/00196, fetch data time cost=1.47ms, fps=1368 images/s, loss=0.2922, top1-acc=89.96%, top5-acc=99.68%, remaining_time=0:00:01.131414, arrival_time=2021-04-10 01:44:47.512450, cost_time=0:00:35.828107 2021-04-10 01:44:47,396 INFO : TRAIN, epoch=0035, iter=00196/00196, fetch data time cost=1.67ms, fps=1340 images/s, loss=0.2925, top1-acc=89.92%, top5-acc=99.67%, remaining_time=0:00:00, arrival_time=2021-04-10 01:44:47.396308, cost_time=0:00:36.843336 2021-04-10 01:44:47,916 INFO : EVAL, epoch=0035, iter=00010/00040, fetch data time cost=0.55ms, fps=4950 images/s, loss=0.6056, top1-acc=80.08%, top5-acc=98.75%, remaining_time=0:00:01.551420, arrival_time=2021-04-10 01:44:49.467615, cost_time=0:00:00.517137 2021-04-10 01:44:48,287 INFO : EVAL, epoch=0035, iter=00020/00040, fetch data time cost=2.16ms, fps=6917 images/s, loss=0.5949, top1-acc=80.47%, top5-acc=99.00%, remaining_time=0:00:00.888060, arrival_time=2021-04-10 01:44:49.175066, cost_time=0:00:00.888060 2021-04-10 01:44:48,718 INFO : EVAL, epoch=0035, iter=00030/00040, fetch data time cost=0.32ms, fps=5938 images/s, loss=0.5866, top1-acc=80.59%, top5-acc=99.13%, remaining_time=0:00:00.439900, arrival_time=2021-04-10 01:44:49.158535, cost_time=0:00:01.319689 2021-04-10 01:44:49,071 INFO : EVAL, epoch=0035, iter=00040/00040, fetch data time cost=0.23ms, fps=6591 images/s, loss=0.5888, top1-acc=80.63%, top5-acc=99.15%, remaining_time=0:00:00, arrival_time=2021-04-10 01:44:49.071258, cost_time=0:00:01.672180 2021-04-10 01:44:49,181 INFO : Epoch=0035 complete, best val top1-acc=83.53%, top5-acc=99.36% (epoch=22), remaining_time=1:46:22.479510, arrival_time=2021-04-10 03:31:11.661020, cost_time=0:22:33.859297 2021-04-10 01:44:49,182 INFO : Train start, epoch=0036, lr=0.092632 2021-04-10 01:44:51,251 INFO : TRAIN, epoch=0036, iter=00010/00196, fetch data time cost=1.51ms, fps=1238 images/s, loss=0.2866, top1-acc=91.02%, top5-acc=99.69%, remaining_time=0:00:38.473356, arrival_time=2021-04-10 01:45:29.724671, cost_time=0:00:02.068465 2021-04-10 01:44:53,121 INFO : TRAIN, epoch=0036, iter=00020/00196, fetch data time cost=1.56ms, fps=1369 images/s, loss=0.2953, top1-acc=90.37%, top5-acc=99.71%, remaining_time=0:00:34.659856, arrival_time=2021-04-10 01:45:27.781338, cost_time=0:00:03.938612 2021-04-10 01:44:54,986 INFO : TRAIN, epoch=0036, iter=00030/00196, fetch data time cost=1.99ms, fps=1373 images/s, loss=0.2846, top1-acc=90.39%, top5-acc=99.71%, remaining_time=0:00:32.111538, arrival_time=2021-04-10 01:45:27.097606, cost_time=0:00:05.803300 2021-04-10 01:44:56,857 INFO : TRAIN, epoch=0036, iter=00040/00196, fetch data time cost=1.42ms, fps=1368 images/s, loss=0.2787, top1-acc=90.53%, top5-acc=99.68%, remaining_time=0:00:29.933124, arrival_time=2021-04-10 01:45:26.791025, cost_time=0:00:07.675157 2021-04-10 01:44:58,728 INFO : TRAIN, epoch=0036, iter=00050/00196, fetch data time cost=1.49ms, fps=1369 images/s, loss=0.2763, top1-acc=90.73%, top5-acc=99.70%, remaining_time=0:00:27.873882, arrival_time=2021-04-10 01:45:26.602604, cost_time=0:00:09.545846 2021-04-10 01:45:00,608 INFO : TRAIN, epoch=0036, iter=00060/00196, fetch data time cost=1.44ms, fps=1362 images/s, loss=0.2776, top1-acc=90.71%, top5-acc=99.69%, remaining_time=0:00:25.899024, arrival_time=2021-04-10 01:45:26.507889, cost_time=0:00:11.426050 2021-04-10 01:45:02,470 INFO : TRAIN, epoch=0036, iter=00070/00196, fetch data time cost=1.53ms, fps=1375 images/s, loss=0.2768, top1-acc=90.66%, top5-acc=99.69%, remaining_time=0:00:23.918454, arrival_time=2021-04-10 01:45:26.389233, cost_time=0:00:13.288026 2021-04-10 01:45:04,341 INFO : TRAIN, epoch=0036, iter=00080/00196, fetch data time cost=1.63ms, fps=1369 images/s, loss=0.2798, top1-acc=90.47%, top5-acc=99.69%, remaining_time=0:00:21.980028, arrival_time=2021-04-10 01:45:26.321529, cost_time=0:00:15.158633 2021-04-10 01:45:06,214 INFO : TRAIN, epoch=0036, iter=00090/00196, fetch data time cost=1.41ms, fps=1367 images/s, loss=0.2805, top1-acc=90.45%, top5-acc=99.69%, remaining_time=0:00:20.059970, arrival_time=2021-04-10 01:45:26.274827, cost_time=0:00:17.032093 2021-04-10 01:45:08,087 INFO : TRAIN, epoch=0036, iter=00100/00196, fetch data time cost=2.02ms, fps=1367 images/s, loss=0.2844, top1-acc=90.38%, top5-acc=99.69%, remaining_time=0:00:18.148896, arrival_time=2021-04-10 01:45:26.236780, cost_time=0:00:18.905118 2021-04-10 01:45:09,963 INFO : TRAIN, epoch=0036, iter=00110/00196, fetch data time cost=1.65ms, fps=1365 images/s, loss=0.2842, top1-acc=90.38%, top5-acc=99.69%, remaining_time=0:00:16.246862, arrival_time=2021-04-10 01:45:26.210498, cost_time=0:00:20.780894 2021-04-10 01:45:11,859 INFO : TRAIN, epoch=0036, iter=00120/00196, fetch data time cost=1.36ms, fps=1351 images/s, loss=0.2851, top1-acc=90.33%, top5-acc=99.70%, remaining_time=0:00:14.361568, arrival_time=2021-04-10 01:45:26.220629, cost_time=0:00:22.676195 2021-04-10 01:45:13,759 INFO : TRAIN, epoch=0036, iter=00130/00196, fetch data time cost=2.34ms, fps=1348 images/s, loss=0.2869, top1-acc=90.23%, top5-acc=99.72%, remaining_time=0:00:12.477432, arrival_time=2021-04-10 01:45:26.237007, cost_time=0:00:24.576703 2021-04-10 01:45:15,635 INFO : TRAIN, epoch=0036, iter=00140/00196, fetch data time cost=2.13ms, fps=1366 images/s, loss=0.2880, top1-acc=90.19%, top5-acc=99.73%, remaining_time=0:00:10.580864, arrival_time=2021-04-10 01:45:26.215868, cost_time=0:00:26.452100 2021-04-10 01:45:17,507 INFO : TRAIN, epoch=0036, iter=00150/00196, fetch data time cost=1.94ms, fps=1368 images/s, loss=0.2898, top1-acc=90.07%, top5-acc=99.73%, remaining_time=0:00:08.686042, arrival_time=2021-04-10 01:45:26.192990, cost_time=0:00:28.324066 2021-04-10 01:45:19,392 INFO : TRAIN, epoch=0036, iter=00160/00196, fetch data time cost=1.53ms, fps=1358 images/s, loss=0.2895, top1-acc=90.08%, top5-acc=99.74%, remaining_time=0:00:06.797160, arrival_time=2021-04-10 01:45:26.189535, cost_time=0:00:30.209560 2021-04-10 01:45:21,259 INFO : TRAIN, epoch=0036, iter=00170/00196, fetch data time cost=1.52ms, fps=1371 images/s, loss=0.2895, top1-acc=90.09%, top5-acc=99.73%, remaining_time=0:00:04.905862, arrival_time=2021-04-10 01:45:26.165494, cost_time=0:00:32.076730 2021-04-10 01:45:23,133 INFO : TRAIN, epoch=0036, iter=00180/00196, fetch data time cost=1.58ms, fps=1367 images/s, loss=0.2927, top1-acc=89.97%, top5-acc=99.72%, remaining_time=0:00:03.017824, arrival_time=2021-04-10 01:45:26.151225, cost_time=0:00:33.950578 2021-04-10 01:45:25,000 INFO : TRAIN, epoch=0036, iter=00190/00196, fetch data time cost=1.34ms, fps=1372 images/s, loss=0.2914, top1-acc=90.02%, top5-acc=99.72%, remaining_time=0:00:01.131072, arrival_time=2021-04-10 01:45:26.131313, cost_time=0:00:35.817349 2021-04-10 01:45:26,027 INFO : TRAIN, epoch=0036, iter=00196/00196, fetch data time cost=1.46ms, fps=1325 images/s, loss=0.2915, top1-acc=90.01%, top5-acc=99.73%, remaining_time=0:00:00, arrival_time=2021-04-10 01:45:26.027662, cost_time=0:00:36.844891 2021-04-10 01:45:26,507 INFO : EVAL, epoch=0036, iter=00010/00040, fetch data time cost=2.44ms, fps=5362 images/s, loss=0.9253, top1-acc=73.75%, top5-acc=97.34%, remaining_time=0:00:01.432350, arrival_time=2021-04-10 01:45:27.940137, cost_time=0:00:00.477449 2021-04-10 01:45:26,875 INFO : EVAL, epoch=0036, iter=00020/00040, fetch data time cost=2.51ms, fps=6971 images/s, loss=0.9308, top1-acc=73.85%, top5-acc=97.21%, remaining_time=0:00:00.845200, arrival_time=2021-04-10 01:45:27.720851, cost_time=0:00:00.845199 2021-04-10 01:45:27,241 INFO : EVAL, epoch=0036, iter=00030/00040, fetch data time cost=2.08ms, fps=7016 images/s, loss=0.9385, top1-acc=73.78%, top5-acc=97.23%, remaining_time=0:00:00.403580, arrival_time=2021-04-10 01:45:27.644677, cost_time=0:00:01.210736 2021-04-10 01:45:27,583 INFO : EVAL, epoch=0036, iter=00040/00040, fetch data time cost=0.09ms, fps=6778 images/s, loss=0.9172, top1-acc=73.87%, top5-acc=97.21%, remaining_time=0:00:00, arrival_time=2021-04-10 01:45:27.583939, cost_time=0:00:01.553683 2021-04-10 01:45:27,679 INFO : Epoch=0036 complete, best val top1-acc=83.53%, top5-acc=99.36% (epoch=22), remaining_time=1:45:42.960924, arrival_time=2021-04-10 03:31:10.640386, cost_time=0:23:12.357260 2021-04-10 01:45:27,680 INFO : Train start, epoch=0037, lr=0.092216 2021-04-10 01:45:29,804 INFO : TRAIN, epoch=0037, iter=00010/00196, fetch data time cost=2.45ms, fps=1205 images/s, loss=0.2484, top1-acc=91.72%, top5-acc=99.77%, remaining_time=0:00:39.501564, arrival_time=2021-04-10 01:46:09.306145, cost_time=0:00:02.123735 2021-04-10 01:45:31,677 INFO : TRAIN, epoch=0037, iter=00020/00196, fetch data time cost=1.63ms, fps=1367 images/s, loss=0.2620, top1-acc=91.23%, top5-acc=99.63%, remaining_time=0:00:35.171664, arrival_time=2021-04-10 01:46:06.849223, cost_time=0:00:03.996783 2021-04-10 01:45:33,562 INFO : TRAIN, epoch=0037, iter=00030/00196, fetch data time cost=2.17ms, fps=1358 images/s, loss=0.2748, top1-acc=90.78%, top5-acc=99.67%, remaining_time=0:00:32.546790, arrival_time=2021-04-10 01:46:06.109597, cost_time=0:00:05.881943 2021-04-10 01:45:35,442 INFO : TRAIN, epoch=0037, iter=00040/00196, fetch data time cost=1.98ms, fps=1363 images/s, loss=0.2757, top1-acc=90.73%, top5-acc=99.67%, remaining_time=0:00:30.269148, arrival_time=2021-04-10 01:46:05.711259, cost_time=0:00:07.761321 2021-04-10 01:45:37,311 INFO : TRAIN, epoch=0037, iter=00050/00196, fetch data time cost=2.54ms, fps=1370 images/s, loss=0.2777, top1-acc=90.53%, top5-acc=99.71%, remaining_time=0:00:28.120038, arrival_time=2021-04-10 01:46:05.430981, cost_time=0:00:09.630157 2021-04-10 01:45:39,195 INFO : TRAIN, epoch=0037, iter=00060/00196, fetch data time cost=1.95ms, fps=1359 images/s, loss=0.2762, top1-acc=90.49%, top5-acc=99.71%, remaining_time=0:00:26.099352, arrival_time=2021-04-10 01:46:05.294574, cost_time=0:00:11.514428 2021-04-10 01:45:41,069 INFO : TRAIN, epoch=0037, iter=00070/00196, fetch data time cost=1.49ms, fps=1366 images/s, loss=0.2738, top1-acc=90.60%, top5-acc=99.71%, remaining_time=0:00:24.099768, arrival_time=2021-04-10 01:46:05.169402, cost_time=0:00:13.388764 2021-04-10 01:45:42,983 INFO : TRAIN, epoch=0037, iter=00080/00196, fetch data time cost=1.87ms, fps=1338 images/s, loss=0.2753, top1-acc=90.50%, top5-acc=99.70%, remaining_time=0:00:22.189524, arrival_time=2021-04-10 01:46:05.173363, cost_time=0:00:15.303128 2021-04-10 01:45:44,877 INFO : TRAIN, epoch=0037, iter=00090/00196, fetch data time cost=1.71ms, fps=1352 images/s, loss=0.2754, top1-acc=90.55%, top5-acc=99.69%, remaining_time=0:00:20.253632, arrival_time=2021-04-10 01:46:05.130923, cost_time=0:00:17.196517 2021-04-10 01:45:46,754 INFO : TRAIN, epoch=0037, iter=00100/00196, fetch data time cost=1.59ms, fps=1364 images/s, loss=0.2748, top1-acc=90.64%, top5-acc=99.71%, remaining_time=0:00:18.310944, arrival_time=2021-04-10 01:46:05.065637, cost_time=0:00:19.073862 2021-04-10 01:45:48,625 INFO : TRAIN, epoch=0037, iter=00110/00196, fetch data time cost=1.51ms, fps=1369 images/s, loss=0.2770, top1-acc=90.51%, top5-acc=99.71%, remaining_time=0:00:16.374658, arrival_time=2021-04-10 01:46:04.999732, cost_time=0:00:20.944294 2021-04-10 01:45:50,502 INFO : TRAIN, epoch=0037, iter=00120/00196, fetch data time cost=1.99ms, fps=1364 images/s, loss=0.2775, top1-acc=90.50%, top5-acc=99.73%, remaining_time=0:00:14.453756, arrival_time=2021-04-10 01:46:04.956306, cost_time=0:00:22.821739 2021-04-10 01:45:52,371 INFO : TRAIN, epoch=0037, iter=00130/00196, fetch data time cost=1.73ms, fps=1370 images/s, loss=0.2801, top1-acc=90.37%, top5-acc=99.72%, remaining_time=0:00:12.535182, arrival_time=2021-04-10 01:46:04.906567, cost_time=0:00:24.690520 2021-04-10 01:45:54,254 INFO : TRAIN, epoch=0037, iter=00140/00196, fetch data time cost=1.88ms, fps=1360 images/s, loss=0.2806, top1-acc=90.34%, top5-acc=99.72%, remaining_time=0:00:10.629416, arrival_time=2021-04-10 01:46:04.883765, cost_time=0:00:26.573524 2021-04-10 01:45:56,127 INFO : TRAIN, epoch=0037, iter=00150/00196, fetch data time cost=1.92ms, fps=1372 images/s, loss=0.2816, top1-acc=90.32%, top5-acc=99.70%, remaining_time=0:00:08.723716, arrival_time=2021-04-10 01:46:04.851451, cost_time=0:00:28.446957 2021-04-10 01:45:58,006 INFO : TRAIN, epoch=0037, iter=00160/00196, fetch data time cost=1.57ms, fps=1363 images/s, loss=0.2819, top1-acc=90.31%, top5-acc=99.69%, remaining_time=0:00:06.823296, arrival_time=2021-04-10 01:46:04.829836, cost_time=0:00:30.325750 2021-04-10 01:45:59,876 INFO : TRAIN, epoch=0037, iter=00170/00196, fetch data time cost=2.06ms, fps=1370 images/s, loss=0.2824, top1-acc=90.33%, top5-acc=99.69%, remaining_time=0:00:04.923958, arrival_time=2021-04-10 01:46:04.799919, cost_time=0:00:32.195083 2021-04-10 01:46:01,757 INFO : TRAIN, epoch=0037, iter=00180/00196, fetch data time cost=1.71ms, fps=1362 images/s, loss=0.2816, top1-acc=90.31%, top5-acc=99.70%, remaining_time=0:00:03.028976, arrival_time=2021-04-10 01:46:04.785843, cost_time=0:00:34.075959 2021-04-10 01:46:03,636 INFO : TRAIN, epoch=0037, iter=00190/00196, fetch data time cost=1.29ms, fps=1363 images/s, loss=0.2828, top1-acc=90.27%, top5-acc=99.70%, remaining_time=0:00:01.135434, arrival_time=2021-04-10 01:46:04.771640, cost_time=0:00:35.955420 2021-04-10 01:46:04,641 INFO : TRAIN, epoch=0037, iter=00196/00196, fetch data time cost=1.40ms, fps=1354 images/s, loss=0.2835, top1-acc=90.24%, top5-acc=99.70%, remaining_time=0:00:00, arrival_time=2021-04-10 01:46:04.641462, cost_time=0:00:36.960593 2021-04-10 01:46:05,137 INFO : EVAL, epoch=0037, iter=00010/00040, fetch data time cost=0.43ms, fps=5188 images/s, loss=0.6480, top1-acc=80.62%, top5-acc=99.34%, remaining_time=0:00:01.480410, arrival_time=2021-04-10 01:46:06.618176, cost_time=0:00:00.493470 2021-04-10 01:46:05,504 INFO : EVAL, epoch=0037, iter=00020/00040, fetch data time cost=1.78ms, fps=6995 images/s, loss=0.6109, top1-acc=81.09%, top5-acc=99.30%, remaining_time=0:00:00.860000, arrival_time=2021-04-10 01:46:06.364297, cost_time=0:00:00.859999 2021-04-10 01:46:05,869 INFO : EVAL, epoch=0037, iter=00030/00040, fetch data time cost=1.63ms, fps=7016 images/s, loss=0.6081, top1-acc=81.38%, top5-acc=99.36%, remaining_time=0:00:00.408470, arrival_time=2021-04-10 01:46:06.278149, cost_time=0:00:01.225408 2021-04-10 01:46:06,227 INFO : EVAL, epoch=0037, iter=00040/00040, fetch data time cost=0.10ms, fps=6493 images/s, loss=0.6053, top1-acc=81.18%, top5-acc=99.28%, remaining_time=0:00:00, arrival_time=2021-04-10 01:46:06.227623, cost_time=0:00:01.583146 2021-04-10 01:46:06,360 INFO : Epoch=0037 complete, best val top1-acc=83.53%, top5-acc=99.36% (epoch=22), remaining_time=1:45:04.303893, arrival_time=2021-04-10 03:31:10.664423, cost_time=0:23:51.038322 2021-04-10 01:46:06,361 INFO : Train start, epoch=0038, lr=0.091790 2021-04-10 01:46:08,462 INFO : TRAIN, epoch=0038, iter=00010/00196, fetch data time cost=1.40ms, fps=1219 images/s, loss=0.2918, top1-acc=89.88%, top5-acc=99.80%, remaining_time=0:00:39.063906, arrival_time=2021-04-10 01:46:47.525924, cost_time=0:00:02.100207 2021-04-10 01:46:10,335 INFO : TRAIN, epoch=0038, iter=00020/00196, fetch data time cost=1.53ms, fps=1368 images/s, loss=0.2864, top1-acc=90.04%, top5-acc=99.84%, remaining_time=0:00:34.962048, arrival_time=2021-04-10 01:46:45.296930, cost_time=0:00:03.972968 2021-04-10 01:46:12,203 INFO : TRAIN, epoch=0038, iter=00030/00196, fetch data time cost=1.52ms, fps=1371 images/s, loss=0.2868, top1-acc=90.30%, top5-acc=99.79%, remaining_time=0:00:32.323354, arrival_time=2021-04-10 01:46:44.526707, cost_time=0:00:05.841575 2021-04-10 01:46:14,094 INFO : TRAIN, epoch=0038, iter=00040/00196, fetch data time cost=1.54ms, fps=1354 images/s, loss=0.2809, top1-acc=90.37%, top5-acc=99.79%, remaining_time=0:00:30.158232, arrival_time=2021-04-10 01:46:44.253021, cost_time=0:00:07.732890 2021-04-10 01:46:15,978 INFO : TRAIN, epoch=0038, iter=00050/00196, fetch data time cost=3.93ms, fps=1359 images/s, loss=0.2751, top1-acc=90.55%, top5-acc=99.80%, remaining_time=0:00:28.081056, arrival_time=2021-04-10 01:46:44.059894, cost_time=0:00:09.616820 2021-04-10 01:46:17,850 INFO : TRAIN, epoch=0038, iter=00060/00196, fetch data time cost=1.72ms, fps=1369 images/s, loss=0.2734, top1-acc=90.71%, top5-acc=99.79%, remaining_time=0:00:26.040872, arrival_time=2021-04-10 01:46:43.891243, cost_time=0:00:11.488624 2021-04-10 01:46:19,717 INFO : TRAIN, epoch=0038, iter=00070/00196, fetch data time cost=2.26ms, fps=1372 images/s, loss=0.2760, top1-acc=90.62%, top5-acc=99.78%, remaining_time=0:00:24.039288, arrival_time=2021-04-10 01:46:43.756257, cost_time=0:00:13.355173 2021-04-10 01:46:21,600 INFO : TRAIN, epoch=0038, iter=00080/00196, fetch data time cost=1.66ms, fps=1360 images/s, loss=0.2786, top1-acc=90.55%, top5-acc=99.73%, remaining_time=0:00:22.095680, arrival_time=2021-04-10 01:46:43.695956, cost_time=0:00:15.238400 2021-04-10 01:46:23,482 INFO : TRAIN, epoch=0038, iter=00090/00196, fetch data time cost=1.88ms, fps=1361 images/s, loss=0.2800, top1-acc=90.47%, top5-acc=99.73%, remaining_time=0:00:20.164274, arrival_time=2021-04-10 01:46:43.646621, cost_time=0:00:17.120567 2021-04-10 01:46:25,358 INFO : TRAIN, epoch=0038, iter=00100/00196, fetch data time cost=2.15ms, fps=1365 images/s, loss=0.2791, top1-acc=90.48%, top5-acc=99.73%, remaining_time=0:00:18.236448, arrival_time=2021-04-10 01:46:43.594437, cost_time=0:00:18.996285 2021-04-10 01:46:27,224 INFO : TRAIN, epoch=0038, iter=00110/00196, fetch data time cost=2.19ms, fps=1372 images/s, loss=0.2804, top1-acc=90.45%, top5-acc=99.72%, remaining_time=0:00:16.310760, arrival_time=2021-04-10 01:46:43.535160, cost_time=0:00:20.862621 2021-04-10 01:46:29,113 INFO : TRAIN, epoch=0038, iter=00120/00196, fetch data time cost=1.47ms, fps=1355 images/s, loss=0.2797, top1-acc=90.46%, top5-acc=99.73%, remaining_time=0:00:14.409600, arrival_time=2021-04-10 01:46:43.523350, cost_time=0:00:22.751951 2021-04-10 01:46:30,986 INFO : TRAIN, epoch=0038, iter=00130/00196, fetch data time cost=1.96ms, fps=1368 images/s, loss=0.2796, top1-acc=90.45%, top5-acc=99.73%, remaining_time=0:00:12.501588, arrival_time=2021-04-10 01:46:43.487751, cost_time=0:00:24.624282 2021-04-10 01:46:32,862 INFO : TRAIN, epoch=0038, iter=00140/00196, fetch data time cost=1.57ms, fps=1365 images/s, loss=0.2799, top1-acc=90.42%, top5-acc=99.73%, remaining_time=0:00:10.600464, arrival_time=2021-04-10 01:46:43.463368, cost_time=0:00:26.501104 2021-04-10 01:46:34,737 INFO : TRAIN, epoch=0038, iter=00150/00196, fetch data time cost=1.61ms, fps=1366 images/s, loss=0.2809, top1-acc=90.39%, top5-acc=99.74%, remaining_time=0:00:08.701912, arrival_time=2021-04-10 01:46:43.439529, cost_time=0:00:28.375758 2021-04-10 01:46:36,617 INFO : TRAIN, epoch=0038, iter=00160/00196, fetch data time cost=1.98ms, fps=1362 images/s, loss=0.2819, top1-acc=90.34%, top5-acc=99.74%, remaining_time=0:00:06.807492, arrival_time=2021-04-10 01:46:43.424895, cost_time=0:00:30.255530 2021-04-10 01:46:38,498 INFO : TRAIN, epoch=0038, iter=00170/00196, fetch data time cost=1.59ms, fps=1362 images/s, loss=0.2829, top1-acc=90.29%, top5-acc=99.74%, remaining_time=0:00:04.914962, arrival_time=2021-04-10 01:46:43.413113, cost_time=0:00:32.136250 2021-04-10 01:46:40,379 INFO : TRAIN, epoch=0038, iter=00180/00196, fetch data time cost=1.61ms, fps=1361 images/s, loss=0.2844, top1-acc=90.23%, top5-acc=99.73%, remaining_time=0:00:03.023824, arrival_time=2021-04-10 01:46:43.403603, cost_time=0:00:34.018066 2021-04-10 01:46:42,245 INFO : TRAIN, epoch=0038, iter=00190/00196, fetch data time cost=1.82ms, fps=1372 images/s, loss=0.2853, top1-acc=90.21%, top5-acc=99.73%, remaining_time=0:00:01.133172, arrival_time=2021-04-10 01:46:43.378767, cost_time=0:00:35.883699 2021-04-10 01:46:43,286 INFO : TRAIN, epoch=0038, iter=00196/00196, fetch data time cost=1.51ms, fps=1308 images/s, loss=0.2860, top1-acc=90.20%, top5-acc=99.73%, remaining_time=0:00:00, arrival_time=2021-04-10 01:46:43.286499, cost_time=0:00:36.924741 2021-04-10 01:46:43,766 INFO : EVAL, epoch=0038, iter=00010/00040, fetch data time cost=9.78ms, fps=5359 images/s, loss=0.6830, top1-acc=79.96%, top5-acc=98.67%, remaining_time=0:00:01.433010, arrival_time=2021-04-10 01:46:45.199802, cost_time=0:00:00.477674 2021-04-10 01:46:44,141 INFO : EVAL, epoch=0038, iter=00020/00040, fetch data time cost=2.18ms, fps=6835 images/s, loss=0.6811, top1-acc=79.88%, top5-acc=98.95%, remaining_time=0:00:00.852560, arrival_time=2021-04-10 01:46:44.994302, cost_time=0:00:00.852570 2021-04-10 01:46:44,512 INFO : EVAL, epoch=0038, iter=00030/00040, fetch data time cost=1.81ms, fps=6923 images/s, loss=0.6740, top1-acc=80.23%, top5-acc=99.08%, remaining_time=0:00:00.407610, arrival_time=2021-04-10 01:46:44.919597, cost_time=0:00:01.222825 2021-04-10 01:46:44,853 INFO : EVAL, epoch=0038, iter=00040/00040, fetch data time cost=0.08ms, fps=6805 images/s, loss=0.6549, top1-acc=80.54%, top5-acc=99.05%, remaining_time=0:00:00, arrival_time=2021-04-10 01:46:44.853376, cost_time=0:00:01.564211 2021-04-10 01:46:44,993 INFO : Epoch=0038 complete, best val top1-acc=83.53%, top5-acc=99.36% (epoch=22), remaining_time=1:44:25.439586, arrival_time=2021-04-10 03:31:10.432803, cost_time=0:24:29.671001 2021-04-10 01:46:44,995 INFO : Train start, epoch=0039, lr=0.091354 2021-04-10 01:46:47,081 INFO : TRAIN, epoch=0039, iter=00010/00196, fetch data time cost=1.64ms, fps=1227 images/s, loss=0.2766, top1-acc=91.05%, top5-acc=99.61%, remaining_time=0:00:38.800530, arrival_time=2021-04-10 01:47:25.881807, cost_time=0:00:02.086050 2021-04-10 01:46:48,958 INFO : TRAIN, epoch=0039, iter=00020/00196, fetch data time cost=2.18ms, fps=1365 images/s, loss=0.2902, top1-acc=89.96%, top5-acc=99.71%, remaining_time=0:00:34.872816, arrival_time=2021-04-10 01:47:23.830891, cost_time=0:00:03.962823 2021-04-10 01:46:50,843 INFO : TRAIN, epoch=0039, iter=00030/00196, fetch data time cost=1.44ms, fps=1359 images/s, loss=0.2858, top1-acc=89.99%, top5-acc=99.69%, remaining_time=0:00:32.358048, arrival_time=2021-04-10 01:47:23.201082, cost_time=0:00:05.847837 2021-04-10 01:46:52,712 INFO : TRAIN, epoch=0039, iter=00040/00196, fetch data time cost=2.25ms, fps=1370 images/s, loss=0.2873, top1-acc=90.09%, top5-acc=99.70%, remaining_time=0:00:30.096768, arrival_time=2021-04-10 01:47:22.809089, cost_time=0:00:07.717113 2021-04-10 01:46:54,588 INFO : TRAIN, epoch=0039, iter=00050/00196, fetch data time cost=1.63ms, fps=1365 images/s, loss=0.2797, top1-acc=90.31%, top5-acc=99.73%, remaining_time=0:00:28.010830, arrival_time=2021-04-10 01:47:22.598872, cost_time=0:00:09.592732 2021-04-10 01:46:56,462 INFO : TRAIN, epoch=0039, iter=00060/00196, fetch data time cost=1.44ms, fps=1367 images/s, loss=0.2806, top1-acc=90.20%, top5-acc=99.75%, remaining_time=0:00:25.991504, arrival_time=2021-04-10 01:47:22.453486, cost_time=0:00:11.466839 2021-04-10 01:46:58,324 INFO : TRAIN, epoch=0039, iter=00070/00196, fetch data time cost=2.31ms, fps=1375 images/s, loss=0.2763, top1-acc=90.47%, top5-acc=99.74%, remaining_time=0:00:23.993046, arrival_time=2021-04-10 01:47:22.317709, cost_time=0:00:13.329436 2021-04-10 01:47:00,203 INFO : TRAIN, epoch=0039, iter=00080/00196, fetch data time cost=1.99ms, fps=1363 images/s, loss=0.2764, top1-acc=90.44%, top5-acc=99.74%, remaining_time=0:00:22.051252, arrival_time=2021-04-10 01:47:22.254115, cost_time=0:00:15.207734 2021-04-10 01:47:02,075 INFO : TRAIN, epoch=0039, iter=00090/00196, fetch data time cost=1.98ms, fps=1367 images/s, loss=0.2786, top1-acc=90.34%, top5-acc=99.73%, remaining_time=0:00:20.116998, arrival_time=2021-04-10 01:47:22.192763, cost_time=0:00:17.080485 2021-04-10 01:47:03,951 INFO : TRAIN, epoch=0039, iter=00100/00196, fetch data time cost=1.44ms, fps=1365 images/s, loss=0.2766, top1-acc=90.42%, top5-acc=99.73%, remaining_time=0:00:18.197856, arrival_time=2021-04-10 01:47:22.149122, cost_time=0:00:18.956141 2021-04-10 01:47:05,820 INFO : TRAIN, epoch=0039, iter=00110/00196, fetch data time cost=2.37ms, fps=1370 images/s, loss=0.2757, top1-acc=90.47%, top5-acc=99.74%, remaining_time=0:00:16.281434, arrival_time=2021-04-10 01:47:22.101688, cost_time=0:00:20.825038 2021-04-10 01:47:07,704 INFO : TRAIN, epoch=0039, iter=00120/00196, fetch data time cost=1.45ms, fps=1359 images/s, loss=0.2768, top1-acc=90.45%, top5-acc=99.74%, remaining_time=0:00:14.382468, arrival_time=2021-04-10 01:47:22.086721, cost_time=0:00:22.709109 2021-04-10 01:47:09,571 INFO : TRAIN, epoch=0039, iter=00130/00196, fetch data time cost=2.02ms, fps=1371 images/s, loss=0.2787, top1-acc=90.32%, top5-acc=99.74%, remaining_time=0:00:12.477300, arrival_time=2021-04-10 01:47:22.048948, cost_time=0:00:24.576478 2021-04-10 01:47:11,445 INFO : TRAIN, epoch=0039, iter=00140/00196, fetch data time cost=1.85ms, fps=1367 images/s, loss=0.2788, top1-acc=90.32%, top5-acc=99.75%, remaining_time=0:00:10.579968, arrival_time=2021-04-10 01:47:22.025124, cost_time=0:00:26.449909 2021-04-10 01:47:13,345 INFO : TRAIN, epoch=0039, iter=00150/00196, fetch data time cost=1.64ms, fps=1348 images/s, loss=0.2800, top1-acc=90.30%, top5-acc=99.74%, remaining_time=0:00:08.693908, arrival_time=2021-04-10 01:47:22.038872, cost_time=0:00:28.349764 2021-04-10 01:47:15,221 INFO : TRAIN, epoch=0039, iter=00160/00196, fetch data time cost=2.04ms, fps=1365 images/s, loss=0.2810, top1-acc=90.25%, top5-acc=99.74%, remaining_time=0:00:06.800976, arrival_time=2021-04-10 01:47:22.022761, cost_time=0:00:30.226618 2021-04-10 01:47:17,105 INFO : TRAIN, epoch=0039, iter=00170/00196, fetch data time cost=1.58ms, fps=1359 images/s, loss=0.2798, top1-acc=90.28%, top5-acc=99.74%, remaining_time=0:00:04.911036, arrival_time=2021-04-10 01:47:22.016903, cost_time=0:00:32.110699 2021-04-10 01:47:18,980 INFO : TRAIN, epoch=0039, iter=00180/00196, fetch data time cost=1.94ms, fps=1366 images/s, loss=0.2799, top1-acc=90.27%, top5-acc=99.74%, remaining_time=0:00:03.020944, arrival_time=2021-04-10 01:47:22.001716, cost_time=0:00:33.985558 2021-04-10 01:47:20,856 INFO : TRAIN, epoch=0039, iter=00190/00196, fetch data time cost=1.41ms, fps=1365 images/s, loss=0.2809, top1-acc=90.25%, top5-acc=99.73%, remaining_time=0:00:01.132458, arrival_time=2021-04-10 01:47:21.988793, cost_time=0:00:35.861192 2021-04-10 01:47:21,870 INFO : TRAIN, epoch=0039, iter=00196/00196, fetch data time cost=1.42ms, fps=1342 images/s, loss=0.2826, top1-acc=90.21%, top5-acc=99.72%, remaining_time=0:00:00, arrival_time=2021-04-10 01:47:21.870180, cost_time=0:00:36.875058 2021-04-10 01:47:22,365 INFO : EVAL, epoch=0039, iter=00010/00040, fetch data time cost=0.31ms, fps=5190 images/s, loss=0.7242, top1-acc=77.85%, top5-acc=98.24%, remaining_time=0:00:01.479600, arrival_time=2021-04-10 01:47:23.844662, cost_time=0:00:00.493198 2021-04-10 01:47:22,729 INFO : EVAL, epoch=0039, iter=00020/00040, fetch data time cost=0.42ms, fps=7029 images/s, loss=0.7223, top1-acc=78.22%, top5-acc=98.22%, remaining_time=0:00:00.857940, arrival_time=2021-04-10 01:47:23.587721, cost_time=0:00:00.857935 2021-04-10 01:47:23,095 INFO : EVAL, epoch=0039, iter=00030/00040, fetch data time cost=1.37ms, fps=7010 images/s, loss=0.7154, top1-acc=78.35%, top5-acc=98.32%, remaining_time=0:00:00.407880, arrival_time=2021-04-10 01:47:23.503370, cost_time=0:00:01.223646 2021-04-10 01:47:23,438 INFO : EVAL, epoch=0039, iter=00040/00040, fetch data time cost=0.08ms, fps=6771 images/s, loss=0.7219, top1-acc=78.27%, top5-acc=98.27%, remaining_time=0:00:00, arrival_time=2021-04-10 01:47:23.438536, cost_time=0:00:01.566747 2021-04-10 01:47:23,549 INFO : Epoch=0039 complete, best val top1-acc=83.53%, top5-acc=99.36% (epoch=22), remaining_time=1:43:46.273305, arrival_time=2021-04-10 03:31:09.823191, cost_time=0:25:08.227677 2021-04-10 01:47:23,550 INFO : Train start, epoch=0040, lr=0.090907 2021-04-10 01:47:25,703 INFO : TRAIN, epoch=0040, iter=00010/00196, fetch data time cost=2.25ms, fps=1190 images/s, loss=0.2818, top1-acc=90.55%, top5-acc=99.53%, remaining_time=0:00:40.028688, arrival_time=2021-04-10 01:48:05.731939, cost_time=0:00:02.152079 2021-04-10 01:47:27,572 INFO : TRAIN, epoch=0040, iter=00020/00196, fetch data time cost=1.58ms, fps=1370 images/s, loss=0.2803, top1-acc=90.20%, top5-acc=99.65%, remaining_time=0:00:35.383744, arrival_time=2021-04-10 01:48:02.955884, cost_time=0:00:04.020888 2021-04-10 01:47:29,455 INFO : TRAIN, epoch=0040, iter=00030/00196, fetch data time cost=1.65ms, fps=1360 images/s, loss=0.2808, top1-acc=90.18%, top5-acc=99.75%, remaining_time=0:00:32.669464, arrival_time=2021-04-10 01:48:02.124735, cost_time=0:00:05.904109 2021-04-10 01:47:31,337 INFO : TRAIN, epoch=0040, iter=00040/00196, fetch data time cost=1.58ms, fps=1360 images/s, loss=0.2779, top1-acc=90.32%, top5-acc=99.75%, remaining_time=0:00:30.366960, arrival_time=2021-04-10 01:48:01.704539, cost_time=0:00:07.786420 2021-04-10 01:47:33,215 INFO : TRAIN, epoch=0040, iter=00050/00196, fetch data time cost=1.74ms, fps=1364 images/s, loss=0.2816, top1-acc=90.15%, top5-acc=99.76%, remaining_time=0:00:28.218442, arrival_time=2021-04-10 01:48:01.433556, cost_time=0:00:09.663869 2021-04-10 01:47:35,098 INFO : TRAIN, epoch=0040, iter=00060/00196, fetch data time cost=1.91ms, fps=1360 images/s, loss=0.2804, top1-acc=90.19%, top5-acc=99.73%, remaining_time=0:00:26.172928, arrival_time=2021-04-10 01:48:01.270968, cost_time=0:00:11.546899 2021-04-10 01:47:36,974 INFO : TRAIN, epoch=0040, iter=00070/00196, fetch data time cost=1.60ms, fps=1365 images/s, loss=0.2779, top1-acc=90.28%, top5-acc=99.73%, remaining_time=0:00:24.161760, arrival_time=2021-04-10 01:48:01.136203, cost_time=0:00:13.423235 2021-04-10 01:47:38,840 INFO : TRAIN, epoch=0040, iter=00080/00196, fetch data time cost=1.44ms, fps=1372 images/s, loss=0.2781, top1-acc=90.25%, top5-acc=99.72%, remaining_time=0:00:22.169804, arrival_time=2021-04-10 01:48:01.010477, cost_time=0:00:15.289504 2021-04-10 01:47:40,725 INFO : TRAIN, epoch=0040, iter=00090/00196, fetch data time cost=2.00ms, fps=1358 images/s, loss=0.2782, top1-acc=90.27%, top5-acc=99.73%, remaining_time=0:00:20.228086, arrival_time=2021-04-10 01:48:00.953983, cost_time=0:00:17.174766 2021-04-10 01:47:42,607 INFO : TRAIN, epoch=0040, iter=00100/00196, fetch data time cost=2.00ms, fps=1361 images/s, loss=0.2803, top1-acc=90.21%, top5-acc=99.74%, remaining_time=0:00:18.293664, arrival_time=2021-04-10 01:48:00.900797, cost_time=0:00:19.055909 2021-04-10 01:47:44,553 INFO : TRAIN, epoch=0040, iter=00110/00196, fetch data time cost=1.84ms, fps=1316 images/s, loss=0.2817, top1-acc=90.16%, top5-acc=99.74%, remaining_time=0:00:16.419980, arrival_time=2021-04-10 01:48:00.973436, cost_time=0:00:21.002248 2021-04-10 01:47:46,434 INFO : TRAIN, epoch=0040, iter=00120/00196, fetch data time cost=1.55ms, fps=1361 images/s, loss=0.2819, top1-acc=90.15%, top5-acc=99.72%, remaining_time=0:00:14.492820, arrival_time=2021-04-10 01:48:00.927487, cost_time=0:00:22.883456 2021-04-10 01:47:48,328 INFO : TRAIN, epoch=0040, iter=00130/00196, fetch data time cost=2.24ms, fps=1352 images/s, loss=0.2810, top1-acc=90.17%, top5-acc=99.71%, remaining_time=0:00:12.579138, arrival_time=2021-04-10 01:48:00.907447, cost_time=0:00:24.777091 2021-04-10 01:47:50,193 INFO : TRAIN, epoch=0040, iter=00140/00196, fetch data time cost=2.12ms, fps=1373 images/s, loss=0.2827, top1-acc=90.12%, top5-acc=99.70%, remaining_time=0:00:10.656856, arrival_time=2021-04-10 01:48:00.850173, cost_time=0:00:26.642140 2021-04-10 01:47:52,062 INFO : TRAIN, epoch=0040, iter=00150/00196, fetch data time cost=2.53ms, fps=1370 images/s, loss=0.2835, top1-acc=90.10%, top5-acc=99.70%, remaining_time=0:00:08.743450, arrival_time=2021-04-10 01:48:00.805847, cost_time=0:00:28.511255 2021-04-10 01:47:53,937 INFO : TRAIN, epoch=0040, iter=00160/00196, fetch data time cost=1.95ms, fps=1366 images/s, loss=0.2829, top1-acc=90.12%, top5-acc=99.70%, remaining_time=0:00:06.836940, arrival_time=2021-04-10 01:48:00.774435, cost_time=0:00:30.386388 2021-04-10 01:47:55,810 INFO : TRAIN, epoch=0040, iter=00170/00196, fetch data time cost=1.38ms, fps=1367 images/s, loss=0.2822, top1-acc=90.19%, top5-acc=99.70%, remaining_time=0:00:04.933734, arrival_time=2021-04-10 01:48:00.743871, cost_time=0:00:32.259057 2021-04-10 01:47:57,680 INFO : TRAIN, epoch=0040, iter=00180/00196, fetch data time cost=1.63ms, fps=1370 images/s, loss=0.2838, top1-acc=90.13%, top5-acc=99.69%, remaining_time=0:00:03.033664, arrival_time=2021-04-10 01:48:00.713577, cost_time=0:00:34.128694 2021-04-10 01:47:59,579 INFO : TRAIN, epoch=0040, iter=00190/00196, fetch data time cost=1.72ms, fps=1348 images/s, loss=0.2855, top1-acc=90.07%, top5-acc=99.69%, remaining_time=0:00:01.137726, arrival_time=2021-04-10 01:48:00.716808, cost_time=0:00:36.027963 2021-04-10 01:48:00,600 INFO : TRAIN, epoch=0040, iter=00196/00196, fetch data time cost=1.69ms, fps=1333 images/s, loss=0.2851, top1-acc=90.12%, top5-acc=99.69%, remaining_time=0:00:00, arrival_time=2021-04-10 01:48:00.600046, cost_time=0:00:37.048983 2021-04-10 01:48:01,056 INFO : EVAL, epoch=0040, iter=00010/00040, fetch data time cost=4.37ms, fps=5631 images/s, loss=0.6864, top1-acc=79.41%, top5-acc=98.20%, remaining_time=0:00:01.363860, arrival_time=2021-04-10 01:48:02.420166, cost_time=0:00:00.454619 2021-04-10 01:48:01,431 INFO : EVAL, epoch=0040, iter=00020/00040, fetch data time cost=1.54ms, fps=6829 images/s, loss=0.6719, top1-acc=79.90%, top5-acc=98.16%, remaining_time=0:00:00.829980, arrival_time=2021-04-10 01:48:02.261788, cost_time=0:00:00.829973 2021-04-10 01:48:01,798 INFO : EVAL, epoch=0040, iter=00030/00040, fetch data time cost=2.60ms, fps=6995 images/s, loss=0.6642, top1-acc=80.34%, top5-acc=98.27%, remaining_time=0:00:00.398890, arrival_time=2021-04-10 01:48:02.197265, cost_time=0:00:01.196671 2021-04-10 01:48:02,149 INFO : EVAL, epoch=0040, iter=00040/00040, fetch data time cost=0.11ms, fps=6624 images/s, loss=0.6488, top1-acc=80.31%, top5-acc=98.37%, remaining_time=0:00:00, arrival_time=2021-04-10 01:48:02.149126, cost_time=0:00:01.547415 2021-04-10 01:48:02,226 INFO : Epoch=0040 complete, best val top1-acc=83.53%, top5-acc=99.36% (epoch=22), remaining_time=1:43:07.616960, arrival_time=2021-04-10 03:31:09.843411, cost_time=0:25:46.904245 2021-04-10 01:48:02,227 INFO : Train start, epoch=0041, lr=0.090451 2021-04-10 01:48:04,275 INFO : TRAIN, epoch=0041, iter=00010/00196, fetch data time cost=0.45ms, fps=1250 images/s, loss=0.2724, top1-acc=90.47%, top5-acc=99.65%, remaining_time=0:00:38.083128, arrival_time=2021-04-10 01:48:42.358196, cost_time=0:00:02.047477 2021-04-10 01:48:06,151 INFO : TRAIN, epoch=0041, iter=00020/00196, fetch data time cost=2.13ms, fps=1365 images/s, loss=0.2605, top1-acc=90.86%, top5-acc=99.75%, remaining_time=0:00:34.527152, arrival_time=2021-04-10 01:48:40.678269, cost_time=0:00:03.923547 2021-04-10 01:48:08,018 INFO : TRAIN, epoch=0041, iter=00030/00196, fetch data time cost=2.81ms, fps=1371 images/s, loss=0.2719, top1-acc=90.53%, top5-acc=99.75%, remaining_time=0:00:32.045138, arrival_time=2021-04-10 01:48:40.064018, cost_time=0:00:05.791277 2021-04-10 01:48:09,901 INFO : TRAIN, epoch=0041, iter=00040/00196, fetch data time cost=1.99ms, fps=1360 images/s, loss=0.2701, top1-acc=90.48%, top5-acc=99.79%, remaining_time=0:00:29.926572, arrival_time=2021-04-10 01:48:39.827722, cost_time=0:00:07.673486 2021-04-10 01:48:11,765 INFO : TRAIN, epoch=0041, iter=00050/00196, fetch data time cost=2.01ms, fps=1373 images/s, loss=0.2680, top1-acc=90.48%, top5-acc=99.81%, remaining_time=0:00:27.850814, arrival_time=2021-04-10 01:48:39.616357, cost_time=0:00:09.537964 2021-04-10 01:48:13,623 INFO : TRAIN, epoch=0041, iter=00060/00196, fetch data time cost=1.66ms, fps=1378 images/s, loss=0.2672, top1-acc=90.59%, top5-acc=99.78%, remaining_time=0:00:25.831024, arrival_time=2021-04-10 01:48:39.454798, cost_time=0:00:11.396060 2021-04-10 01:48:15,587 INFO : TRAIN, epoch=0041, iter=00070/00196, fetch data time cost=1.56ms, fps=1304 images/s, loss=0.2660, top1-acc=90.68%, top5-acc=99.76%, remaining_time=0:00:24.048360, arrival_time=2021-04-10 01:48:39.636215, cost_time=0:00:13.360234 2021-04-10 01:48:17,484 INFO : TRAIN, epoch=0041, iter=00080/00196, fetch data time cost=1.68ms, fps=1350 images/s, loss=0.2682, top1-acc=90.55%, top5-acc=99.77%, remaining_time=0:00:22.121780, arrival_time=2021-04-10 01:48:39.605788, cost_time=0:00:15.256369 2021-04-10 01:48:19,361 INFO : TRAIN, epoch=0041, iter=00090/00196, fetch data time cost=1.84ms, fps=1364 images/s, loss=0.2711, top1-acc=90.51%, top5-acc=99.75%, remaining_time=0:00:20.180068, arrival_time=2021-04-10 01:48:39.541717, cost_time=0:00:17.134052 2021-04-10 01:48:21,228 INFO : TRAIN, epoch=0041, iter=00100/00196, fetch data time cost=1.92ms, fps=1372 images/s, loss=0.2746, top1-acc=90.43%, top5-acc=99.74%, remaining_time=0:00:18.240960, arrival_time=2021-04-10 01:48:39.469597, cost_time=0:00:19.000980 2021-04-10 01:48:23,099 INFO : TRAIN, epoch=0041, iter=00110/00196, fetch data time cost=1.44ms, fps=1369 images/s, loss=0.2767, top1-acc=90.39%, top5-acc=99.74%, remaining_time=0:00:16.318156, arrival_time=2021-04-10 01:48:39.417843, cost_time=0:00:20.872021 2021-04-10 01:48:24,974 INFO : TRAIN, epoch=0041, iter=00120/00196, fetch data time cost=1.95ms, fps=1366 images/s, loss=0.2775, top1-acc=90.38%, top5-acc=99.74%, remaining_time=0:00:14.406560, arrival_time=2021-04-10 01:48:39.381395, cost_time=0:00:22.747221 2021-04-10 01:48:26,856 INFO : TRAIN, epoch=0041, iter=00130/00196, fetch data time cost=1.55ms, fps=1361 images/s, loss=0.2755, top1-acc=90.44%, top5-acc=99.74%, remaining_time=0:00:12.503766, arrival_time=2021-04-10 01:48:39.359968, cost_time=0:00:24.628610 2021-04-10 01:48:28,719 INFO : TRAIN, epoch=0041, iter=00140/00196, fetch data time cost=1.91ms, fps=1375 images/s, loss=0.2794, top1-acc=90.32%, top5-acc=99.72%, remaining_time=0:00:10.596544, arrival_time=2021-04-10 01:48:39.315612, cost_time=0:00:26.491378 2021-04-10 01:48:30,597 INFO : TRAIN, epoch=0041, iter=00150/00196, fetch data time cost=1.55ms, fps=1364 images/s, loss=0.2789, top1-acc=90.35%, top5-acc=99.72%, remaining_time=0:00:08.700072, arrival_time=2021-04-10 01:48:39.297456, cost_time=0:00:28.369763 2021-04-10 01:48:32,464 INFO : TRAIN, epoch=0041, iter=00160/00196, fetch data time cost=1.81ms, fps=1371 images/s, loss=0.2770, top1-acc=90.41%, top5-acc=99.73%, remaining_time=0:00:06.803388, arrival_time=2021-04-10 01:48:39.268267, cost_time=0:00:30.237233 2021-04-10 01:48:34,337 INFO : TRAIN, epoch=0041, iter=00170/00196, fetch data time cost=1.61ms, fps=1368 images/s, loss=0.2775, top1-acc=90.39%, top5-acc=99.73%, remaining_time=0:00:04.910880, arrival_time=2021-04-10 01:48:39.248186, cost_time=0:00:32.109680 2021-04-10 01:48:36,204 INFO : TRAIN, epoch=0041, iter=00180/00196, fetch data time cost=1.35ms, fps=1372 images/s, loss=0.2774, top1-acc=90.39%, top5-acc=99.73%, remaining_time=0:00:03.020144, arrival_time=2021-04-10 01:48:39.224311, cost_time=0:00:33.976568 2021-04-10 01:48:38,067 INFO : TRAIN, epoch=0041, iter=00190/00196, fetch data time cost=1.65ms, fps=1374 images/s, loss=0.2781, top1-acc=90.37%, top5-acc=99.73%, remaining_time=0:00:01.131786, arrival_time=2021-04-10 01:48:39.199391, cost_time=0:00:35.839813 2021-04-10 01:48:39,110 INFO : TRAIN, epoch=0041, iter=00196/00196, fetch data time cost=1.57ms, fps=1305 images/s, loss=0.2781, top1-acc=90.39%, top5-acc=99.74%, remaining_time=0:00:00, arrival_time=2021-04-10 01:48:39.110541, cost_time=0:00:36.882855 2021-04-10 01:48:39,590 INFO : EVAL, epoch=0041, iter=00010/00040, fetch data time cost=1.51ms, fps=5364 images/s, loss=0.4517, top1-acc=84.80%, top5-acc=99.37%, remaining_time=0:00:01.431630, arrival_time=2021-04-10 01:48:41.022101, cost_time=0:00:00.477209 2021-04-10 01:48:39,962 INFO : EVAL, epoch=0041, iter=00020/00040, fetch data time cost=2.68ms, fps=6894 images/s, loss=0.4664, top1-acc=84.84%, top5-acc=99.30%, remaining_time=0:00:00.849020, arrival_time=2021-04-10 01:48:40.811371, cost_time=0:00:00.849015 2021-04-10 01:48:40,336 INFO : EVAL, epoch=0041, iter=00030/00040, fetch data time cost=2.10ms, fps=6858 images/s, loss=0.4761, top1-acc=84.71%, top5-acc=99.36%, remaining_time=0:00:00.407630, arrival_time=2021-04-10 01:48:40.743815, cost_time=0:00:01.222877 2021-04-10 01:48:40,682 INFO : EVAL, epoch=0041, iter=00040/00040, fetch data time cost=0.10ms, fps=6710 images/s, loss=0.4820, top1-acc=84.58%, top5-acc=99.36%, remaining_time=0:00:00, arrival_time=2021-04-10 01:48:40.682453, cost_time=0:00:01.569175 2021-04-10 01:48:40,886 INFO : Epoch=0041 complete, best val top1-acc=84.58%, top5-acc=99.36% (epoch=41), remaining_time=1:42:28.894428, arrival_time=2021-04-10 03:31:09.780610, cost_time=0:26:25.563969 2021-04-10 01:48:40,887 INFO : Train start, epoch=0042, lr=0.089984 2021-04-10 01:48:42,991 INFO : TRAIN, epoch=0042, iter=00010/00196, fetch data time cost=2.24ms, fps=1217 images/s, loss=0.2809, top1-acc=89.84%, top5-acc=99.77%, remaining_time=0:00:39.139236, arrival_time=2021-04-10 01:49:22.131017, cost_time=0:00:02.104264 2021-04-10 01:48:44,881 INFO : TRAIN, epoch=0042, iter=00020/00196, fetch data time cost=1.94ms, fps=1355 images/s, loss=0.2761, top1-acc=90.14%, top5-acc=99.73%, remaining_time=0:00:35.148784, arrival_time=2021-04-10 01:49:20.030496, cost_time=0:00:03.994181 2021-04-10 01:48:46,766 INFO : TRAIN, epoch=0042, iter=00030/00196, fetch data time cost=1.49ms, fps=1359 images/s, loss=0.2757, top1-acc=90.26%, top5-acc=99.74%, remaining_time=0:00:32.532016, arrival_time=2021-04-10 01:49:19.298680, cost_time=0:00:05.879291 2021-04-10 01:48:48,654 INFO : TRAIN, epoch=0042, iter=00040/00196, fetch data time cost=1.39ms, fps=1357 images/s, loss=0.2704, top1-acc=90.56%, top5-acc=99.75%, remaining_time=0:00:30.289584, arrival_time=2021-04-10 01:49:18.943553, cost_time=0:00:07.766549 2021-04-10 01:48:50,520 INFO : TRAIN, epoch=0042, iter=00050/00196, fetch data time cost=1.48ms, fps=1372 images/s, loss=0.2676, top1-acc=90.60%, top5-acc=99.76%, remaining_time=0:00:28.129382, arrival_time=2021-04-10 01:49:18.650147, cost_time=0:00:09.633351 2021-04-10 01:48:52,391 INFO : TRAIN, epoch=0042, iter=00060/00196, fetch data time cost=1.68ms, fps=1369 images/s, loss=0.2686, top1-acc=90.73%, top5-acc=99.76%, remaining_time=0:00:26.075280, arrival_time=2021-04-10 01:49:18.466483, cost_time=0:00:11.503770 2021-04-10 01:48:54,259 INFO : TRAIN, epoch=0042, iter=00070/00196, fetch data time cost=1.63ms, fps=1371 images/s, loss=0.2667, top1-acc=90.83%, top5-acc=99.78%, remaining_time=0:00:24.069276, arrival_time=2021-04-10 01:49:18.328503, cost_time=0:00:13.371831 2021-04-10 01:48:56,140 INFO : TRAIN, epoch=0042, iter=00080/00196, fetch data time cost=1.61ms, fps=1362 images/s, loss=0.2685, top1-acc=90.76%, top5-acc=99.77%, remaining_time=0:00:22.116328, arrival_time=2021-04-10 01:49:18.256450, cost_time=0:00:15.252611 2021-04-10 01:48:58,007 INFO : TRAIN, epoch=0042, iter=00090/00196, fetch data time cost=1.47ms, fps=1371 images/s, loss=0.2690, top1-acc=90.78%, top5-acc=99.75%, remaining_time=0:00:20.163744, arrival_time=2021-04-10 01:49:18.171289, cost_time=0:00:17.120203 2021-04-10 01:48:59,912 INFO : TRAIN, epoch=0042, iter=00100/00196, fetch data time cost=2.51ms, fps=1344 images/s, loss=0.2708, top1-acc=90.68%, top5-acc=99.75%, remaining_time=0:00:18.263712, arrival_time=2021-04-10 01:49:18.175890, cost_time=0:00:19.024659 2021-04-10 01:49:01,787 INFO : TRAIN, epoch=0042, iter=00110/00196, fetch data time cost=1.67ms, fps=1366 images/s, loss=0.2700, top1-acc=90.66%, top5-acc=99.75%, remaining_time=0:00:16.340172, arrival_time=2021-04-10 01:49:18.127781, cost_time=0:00:20.900253 2021-04-10 01:49:03,660 INFO : TRAIN, epoch=0042, iter=00120/00196, fetch data time cost=2.00ms, fps=1368 images/s, loss=0.2715, top1-acc=90.60%, top5-acc=99.75%, remaining_time=0:00:14.422596, arrival_time=2021-04-10 01:49:18.082636, cost_time=0:00:22.772579 2021-04-10 01:49:05,523 INFO : TRAIN, epoch=0042, iter=00130/00196, fetch data time cost=1.52ms, fps=1374 images/s, loss=0.2699, top1-acc=90.65%, top5-acc=99.75%, remaining_time=0:00:12.507594, arrival_time=2021-04-10 01:49:18.031098, cost_time=0:00:24.636130 2021-04-10 01:49:07,394 INFO : TRAIN, epoch=0042, iter=00140/00196, fetch data time cost=1.34ms, fps=1369 images/s, loss=0.2703, top1-acc=90.68%, top5-acc=99.75%, remaining_time=0:00:10.602704, arrival_time=2021-04-10 01:49:17.996802, cost_time=0:00:26.506769 2021-04-10 01:49:09,263 INFO : TRAIN, epoch=0042, iter=00150/00196, fetch data time cost=1.44ms, fps=1369 images/s, loss=0.2716, top1-acc=90.65%, top5-acc=99.75%, remaining_time=0:00:08.702142, arrival_time=2021-04-10 01:49:17.966038, cost_time=0:00:28.376484 2021-04-10 01:49:11,129 INFO : TRAIN, epoch=0042, iter=00160/00196, fetch data time cost=1.98ms, fps=1373 images/s, loss=0.2731, top1-acc=90.57%, top5-acc=99.74%, remaining_time=0:00:06.804432, arrival_time=2021-04-10 01:49:17.933731, cost_time=0:00:30.241892 2021-04-10 01:49:13,000 INFO : TRAIN, epoch=0042, iter=00170/00196, fetch data time cost=1.87ms, fps=1369 images/s, loss=0.2724, top1-acc=90.60%, top5-acc=99.75%, remaining_time=0:00:04.911400, arrival_time=2021-04-10 01:49:17.911820, cost_time=0:00:32.113082 2021-04-10 01:49:14,917 INFO : TRAIN, epoch=0042, iter=00180/00196, fetch data time cost=10.69ms, fps=1336 images/s, loss=0.2730, top1-acc=90.59%, top5-acc=99.74%, remaining_time=0:00:03.024896, arrival_time=2021-04-10 01:49:17.942411, cost_time=0:00:34.029995 2021-04-10 01:49:16,813 INFO : TRAIN, epoch=0042, iter=00190/00196, fetch data time cost=1.63ms, fps=1351 images/s, loss=0.2732, top1-acc=90.61%, top5-acc=99.75%, remaining_time=0:00:01.134504, arrival_time=2021-04-10 01:49:17.948006, cost_time=0:00:35.925994 2021-04-10 01:49:17,842 INFO : TRAIN, epoch=0042, iter=00196/00196, fetch data time cost=1.85ms, fps=1322 images/s, loss=0.2738, top1-acc=90.61%, top5-acc=99.75%, remaining_time=0:00:00, arrival_time=2021-04-10 01:49:17.842829, cost_time=0:00:36.955426 2021-04-10 01:49:18,356 INFO : EVAL, epoch=0042, iter=00010/00040, fetch data time cost=2.00ms, fps=5010 images/s, loss=0.6111, top1-acc=82.34%, top5-acc=99.10%, remaining_time=0:00:01.533030, arrival_time=2021-04-10 01:49:19.889597, cost_time=0:00:00.511006 2021-04-10 01:49:18,722 INFO : EVAL, epoch=0042, iter=00020/00040, fetch data time cost=1.97ms, fps=7005 images/s, loss=0.5930, top1-acc=82.25%, top5-acc=99.10%, remaining_time=0:00:00.877100, arrival_time=2021-04-10 01:49:19.599713, cost_time=0:00:00.877103 2021-04-10 01:49:19,096 INFO : EVAL, epoch=0042, iter=00030/00040, fetch data time cost=2.27ms, fps=6859 images/s, loss=0.5927, top1-acc=81.93%, top5-acc=99.15%, remaining_time=0:00:00.416910, arrival_time=2021-04-10 01:49:19.513169, cost_time=0:00:01.250741 2021-04-10 01:49:19,446 INFO : EVAL, epoch=0042, iter=00040/00040, fetch data time cost=0.11ms, fps=6633 images/s, loss=0.5722, top1-acc=82.21%, top5-acc=99.19%, remaining_time=0:00:00, arrival_time=2021-04-10 01:49:19.446527, cost_time=0:00:01.601017 2021-04-10 01:49:19,565 INFO : Epoch=0042 complete, best val top1-acc=84.58%, top5-acc=99.36% (epoch=41), remaining_time=1:41:50.249628, arrival_time=2021-04-10 03:31:09.815402, cost_time=0:27:04.243581 2021-04-10 01:49:19,566 INFO : Train start, epoch=0043, lr=0.089508 2021-04-10 01:49:21,599 INFO : TRAIN, epoch=0043, iter=00010/00196, fetch data time cost=1.42ms, fps=1259 images/s, loss=0.2934, top1-acc=89.92%, top5-acc=99.73%, remaining_time=0:00:37.810824, arrival_time=2021-04-10 01:49:59.410712, cost_time=0:00:02.032837 2021-04-10 01:49:23,496 INFO : TRAIN, epoch=0043, iter=00020/00196, fetch data time cost=1.83ms, fps=1350 images/s, loss=0.2823, top1-acc=90.16%, top5-acc=99.75%, remaining_time=0:00:34.582944, arrival_time=2021-04-10 01:49:58.079837, cost_time=0:00:03.929876 2021-04-10 01:49:25,368 INFO : TRAIN, epoch=0043, iter=00030/00196, fetch data time cost=1.99ms, fps=1369 images/s, loss=0.2806, top1-acc=90.18%, top5-acc=99.78%, remaining_time=0:00:32.097926, arrival_time=2021-04-10 01:49:57.465973, cost_time=0:00:05.800818 2021-04-10 01:49:27,252 INFO : TRAIN, epoch=0043, iter=00040/00196, fetch data time cost=2.11ms, fps=1359 images/s, loss=0.2744, top1-acc=90.34%, top5-acc=99.79%, remaining_time=0:00:29.974464, arrival_time=2021-04-10 01:49:57.227185, cost_time=0:00:07.685751 2021-04-10 01:49:29,127 INFO : TRAIN, epoch=0043, iter=00050/00196, fetch data time cost=2.17ms, fps=1366 images/s, loss=0.2705, top1-acc=90.46%, top5-acc=99.79%, remaining_time=0:00:27.914616, arrival_time=2021-04-10 01:49:57.041548, cost_time=0:00:09.559792 2021-04-10 01:49:31,028 INFO : TRAIN, epoch=0043, iter=00060/00196, fetch data time cost=2.07ms, fps=1347 images/s, loss=0.2691, top1-acc=90.57%, top5-acc=99.79%, remaining_time=0:00:25.980080, arrival_time=2021-04-10 01:49:57.008949, cost_time=0:00:11.461795 2021-04-10 01:49:32,906 INFO : TRAIN, epoch=0043, iter=00070/00196, fetch data time cost=1.67ms, fps=1364 images/s, loss=0.2683, top1-acc=90.69%, top5-acc=99.79%, remaining_time=0:00:24.011694, arrival_time=2021-04-10 01:49:56.918517, cost_time=0:00:13.339831 2021-04-10 01:49:34,778 INFO : TRAIN, epoch=0043, iter=00080/00196, fetch data time cost=1.50ms, fps=1368 images/s, loss=0.2653, top1-acc=90.83%, top5-acc=99.78%, remaining_time=0:00:22.056704, arrival_time=2021-04-10 01:49:56.835279, cost_time=0:00:15.211521 2021-04-10 01:49:36,656 INFO : TRAIN, epoch=0043, iter=00090/00196, fetch data time cost=3.46ms, fps=1364 images/s, loss=0.2620, top1-acc=90.92%, top5-acc=99.78%, remaining_time=0:00:20.127916, arrival_time=2021-04-10 01:49:56.784644, cost_time=0:00:17.089731 2021-04-10 01:49:38,532 INFO : TRAIN, epoch=0043, iter=00100/00196, fetch data time cost=1.94ms, fps=1365 images/s, loss=0.2623, top1-acc=90.95%, top5-acc=99.78%, remaining_time=0:00:18.206880, arrival_time=2021-04-10 01:49:56.739390, cost_time=0:00:18.965483 2021-04-10 01:49:40,408 INFO : TRAIN, epoch=0043, iter=00110/00196, fetch data time cost=1.90ms, fps=1365 images/s, loss=0.2659, top1-acc=90.80%, top5-acc=99.78%, remaining_time=0:00:16.294334, arrival_time=2021-04-10 01:49:56.703026, cost_time=0:00:20.841553 2021-04-10 01:49:42,285 INFO : TRAIN, epoch=0043, iter=00120/00196, fetch data time cost=1.68ms, fps=1365 images/s, loss=0.2671, top1-acc=90.75%, top5-acc=99.78%, remaining_time=0:00:14.388168, arrival_time=2021-04-10 01:49:56.673360, cost_time=0:00:22.718140 2021-04-10 01:49:44,160 INFO : TRAIN, epoch=0043, iter=00130/00196, fetch data time cost=1.69ms, fps=1366 images/s, loss=0.2664, top1-acc=90.79%, top5-acc=99.78%, remaining_time=0:00:12.485748, arrival_time=2021-04-10 01:49:56.645801, cost_time=0:00:24.593105 2021-04-10 01:49:46,037 INFO : TRAIN, epoch=0043, iter=00140/00196, fetch data time cost=2.18ms, fps=1364 images/s, loss=0.2700, top1-acc=90.69%, top5-acc=99.78%, remaining_time=0:00:10.588144, arrival_time=2021-04-10 01:49:56.625680, cost_time=0:00:26.470350 2021-04-10 01:49:47,919 INFO : TRAIN, epoch=0043, iter=00150/00196, fetch data time cost=1.76ms, fps=1361 images/s, loss=0.2699, top1-acc=90.73%, top5-acc=99.78%, remaining_time=0:00:08.694828, arrival_time=2021-04-10 01:49:56.614597, cost_time=0:00:28.352676 2021-04-10 01:49:49,817 INFO : TRAIN, epoch=0043, iter=00160/00196, fetch data time cost=1.51ms, fps=1350 images/s, loss=0.2699, top1-acc=90.74%, top5-acc=99.78%, remaining_time=0:00:06.806268, arrival_time=2021-04-10 01:49:56.623355, cost_time=0:00:30.250073 2021-04-10 01:49:51,691 INFO : TRAIN, epoch=0043, iter=00170/00196, fetch data time cost=1.74ms, fps=1366 images/s, loss=0.2711, top1-acc=90.75%, top5-acc=99.77%, remaining_time=0:00:04.913194, arrival_time=2021-04-10 01:49:56.604915, cost_time=0:00:32.124701 2021-04-10 01:49:53,568 INFO : TRAIN, epoch=0043, iter=00180/00196, fetch data time cost=1.43ms, fps=1365 images/s, loss=0.2723, top1-acc=90.72%, top5-acc=99.76%, remaining_time=0:00:03.022320, arrival_time=2021-04-10 01:49:56.590383, cost_time=0:00:34.001059 2021-04-10 01:49:55,447 INFO : TRAIN, epoch=0043, iter=00190/00196, fetch data time cost=1.62ms, fps=1362 images/s, loss=0.2721, top1-acc=90.73%, top5-acc=99.77%, remaining_time=0:00:01.133076, arrival_time=2021-04-10 01:49:56.580875, cost_time=0:00:35.880794 2021-04-10 01:49:56,485 INFO : TRAIN, epoch=0043, iter=00196/00196, fetch data time cost=1.54ms, fps=1312 images/s, loss=0.2711, top1-acc=90.74%, top5-acc=99.77%, remaining_time=0:00:00, arrival_time=2021-04-10 01:49:56.485131, cost_time=0:00:36.918152 2021-04-10 01:49:56,974 INFO : EVAL, epoch=0043, iter=00010/00040, fetch data time cost=0.56ms, fps=5264 images/s, loss=0.4684, top1-acc=85.08%, top5-acc=99.53%, remaining_time=0:00:01.458870, arrival_time=2021-04-10 01:49:58.432974, cost_time=0:00:00.486294 2021-04-10 01:49:57,340 INFO : EVAL, epoch=0043, iter=00020/00040, fetch data time cost=1.87ms, fps=6989 images/s, loss=0.4641, top1-acc=85.12%, top5-acc=99.55%, remaining_time=0:00:00.853100, arrival_time=2021-04-10 01:49:58.193992, cost_time=0:00:00.853109 2021-04-10 01:49:57,707 INFO : EVAL, epoch=0043, iter=00030/00040, fetch data time cost=1.44ms, fps=6997 images/s, loss=0.4653, top1-acc=85.03%, top5-acc=99.52%, remaining_time=0:00:00.406500, arrival_time=2021-04-10 01:49:58.113814, cost_time=0:00:01.219487 2021-04-10 01:49:58,050 INFO : EVAL, epoch=0043, iter=00040/00040, fetch data time cost=0.08ms, fps=6766 images/s, loss=0.4640, top1-acc=85.27%, top5-acc=99.47%, remaining_time=0:00:00, arrival_time=2021-04-10 01:49:58.050712, cost_time=0:00:01.563006 2021-04-10 01:49:58,293 INFO : Epoch=0043 complete, best val top1-acc=85.27%, top5-acc=99.47% (epoch=43), remaining_time=1:41:11.778122, arrival_time=2021-04-10 03:31:10.071416, cost_time=0:27:42.971095 2021-04-10 01:49:58,294 INFO : Train start, epoch=0044, lr=0.089022 2021-04-10 01:50:00,407 INFO : TRAIN, epoch=0044, iter=00010/00196, fetch data time cost=1.78ms, fps=1212 images/s, loss=0.2664, top1-acc=91.09%, top5-acc=99.84%, remaining_time=0:00:39.301614, arrival_time=2021-04-10 01:50:39.709161, cost_time=0:00:02.112992 2021-04-10 01:50:02,290 INFO : TRAIN, epoch=0044, iter=00020/00196, fetch data time cost=1.87ms, fps=1360 images/s, loss=0.2539, top1-acc=91.17%, top5-acc=99.82%, remaining_time=0:00:35.164800, arrival_time=2021-04-10 01:50:37.455301, cost_time=0:00:03.996007 2021-04-10 01:50:04,162 INFO : TRAIN, epoch=0044, iter=00030/00196, fetch data time cost=1.51ms, fps=1368 images/s, loss=0.2609, top1-acc=90.96%, top5-acc=99.78%, remaining_time=0:00:32.468770, arrival_time=2021-04-10 01:50:36.631170, cost_time=0:00:05.867845 2021-04-10 01:50:06,032 INFO : TRAIN, epoch=0044, iter=00040/00196, fetch data time cost=2.18ms, fps=1370 images/s, loss=0.2544, top1-acc=91.24%, top5-acc=99.80%, remaining_time=0:00:30.175080, arrival_time=2021-04-10 01:50:36.206978, cost_time=0:00:07.737218 2021-04-10 01:50:07,905 INFO : TRAIN, epoch=0044, iter=00050/00196, fetch data time cost=1.87ms, fps=1367 images/s, loss=0.2532, top1-acc=91.27%, top5-acc=99.84%, remaining_time=0:00:28.063974, arrival_time=2021-04-10 01:50:35.969557, cost_time=0:00:09.610942 2021-04-10 01:50:09,799 INFO : TRAIN, epoch=0044, iter=00060/00196, fetch data time cost=3.79ms, fps=1352 images/s, loss=0.2557, top1-acc=91.13%, top5-acc=99.83%, remaining_time=0:00:26.077592, arrival_time=2021-04-10 01:50:35.877031, cost_time=0:00:11.504821 2021-04-10 01:50:11,675 INFO : TRAIN, epoch=0044, iter=00070/00196, fetch data time cost=1.54ms, fps=1366 images/s, loss=0.2553, top1-acc=91.12%, top5-acc=99.84%, remaining_time=0:00:24.084648, arrival_time=2021-04-10 01:50:35.759600, cost_time=0:00:13.380361 2021-04-10 01:50:13,547 INFO : TRAIN, epoch=0044, iter=00080/00196, fetch data time cost=2.56ms, fps=1368 images/s, loss=0.2536, top1-acc=91.10%, top5-acc=99.85%, remaining_time=0:00:22.116676, arrival_time=2021-04-10 01:50:35.664089, cost_time=0:00:15.252880 2021-04-10 01:50:15,410 INFO : TRAIN, epoch=0044, iter=00090/00196, fetch data time cost=2.09ms, fps=1374 images/s, loss=0.2555, top1-acc=91.05%, top5-acc=99.85%, remaining_time=0:00:20.158762, arrival_time=2021-04-10 01:50:35.569232, cost_time=0:00:17.115955 2021-04-10 01:50:17,284 INFO : TRAIN, epoch=0044, iter=00100/00196, fetch data time cost=1.91ms, fps=1366 images/s, loss=0.2553, top1-acc=91.08%, top5-acc=99.85%, remaining_time=0:00:18.230496, arrival_time=2021-04-10 01:50:35.515272, cost_time=0:00:18.990132 2021-04-10 01:50:19,154 INFO : TRAIN, epoch=0044, iter=00110/00196, fetch data time cost=1.96ms, fps=1370 images/s, loss=0.2573, top1-acc=91.01%, top5-acc=99.83%, remaining_time=0:00:16.308438, arrival_time=2021-04-10 01:50:35.462826, cost_time=0:00:20.859684 2021-04-10 01:50:21,031 INFO : TRAIN, epoch=0044, iter=00120/00196, fetch data time cost=1.92ms, fps=1365 images/s, loss=0.2584, top1-acc=90.95%, top5-acc=99.82%, remaining_time=0:00:14.399872, arrival_time=2021-04-10 01:50:35.431069, cost_time=0:00:22.736685 2021-04-10 01:50:22,898 INFO : TRAIN, epoch=0044, iter=00130/00196, fetch data time cost=1.51ms, fps=1371 images/s, loss=0.2609, top1-acc=90.89%, top5-acc=99.81%, remaining_time=0:00:12.491358, arrival_time=2021-04-10 01:50:35.390236, cost_time=0:00:24.604156 2021-04-10 01:50:24,790 INFO : TRAIN, epoch=0044, iter=00140/00196, fetch data time cost=1.41ms, fps=1354 images/s, loss=0.2636, top1-acc=90.81%, top5-acc=99.80%, remaining_time=0:00:10.598280, arrival_time=2021-04-10 01:50:35.388575, cost_time=0:00:26.495719 2021-04-10 01:50:26,679 INFO : TRAIN, epoch=0044, iter=00150/00196, fetch data time cost=1.79ms, fps=1356 images/s, loss=0.2659, top1-acc=90.71%, top5-acc=99.80%, remaining_time=0:00:08.704718, arrival_time=2021-04-10 01:50:35.384159, cost_time=0:00:28.384913 2021-04-10 01:50:28,553 INFO : TRAIN, epoch=0044, iter=00160/00196, fetch data time cost=4.57ms, fps=1366 images/s, loss=0.2668, top1-acc=90.69%, top5-acc=99.80%, remaining_time=0:00:06.808284, arrival_time=2021-04-10 01:50:35.361869, cost_time=0:00:30.259029 2021-04-10 01:50:30,427 INFO : TRAIN, epoch=0044, iter=00170/00196, fetch data time cost=3.72ms, fps=1366 images/s, loss=0.2663, top1-acc=90.74%, top5-acc=99.80%, remaining_time=0:00:04.914468, arrival_time=2021-04-10 01:50:35.342197, cost_time=0:00:32.133040 2021-04-10 01:50:32,311 INFO : TRAIN, epoch=0044, iter=00180/00196, fetch data time cost=1.91ms, fps=1359 images/s, loss=0.2674, top1-acc=90.66%, top5-acc=99.79%, remaining_time=0:00:03.023744, arrival_time=2021-04-10 01:50:35.335384, cost_time=0:00:34.017031 2021-04-10 01:50:34,195 INFO : TRAIN, epoch=0044, iter=00190/00196, fetch data time cost=1.38ms, fps=1360 images/s, loss=0.2671, top1-acc=90.69%, top5-acc=99.79%, remaining_time=0:00:01.133700, arrival_time=2021-04-10 01:50:35.328723, cost_time=0:00:35.900457 2021-04-10 01:50:35,205 INFO : TRAIN, epoch=0044, iter=00196/00196, fetch data time cost=1.26ms, fps=1347 images/s, loss=0.2683, top1-acc=90.67%, top5-acc=99.79%, remaining_time=0:00:00, arrival_time=2021-04-10 01:50:35.205192, cost_time=0:00:36.910544 2021-04-10 01:50:35,746 INFO : EVAL, epoch=0044, iter=00010/00040, fetch data time cost=3.70ms, fps=4759 images/s, loss=0.5881, top1-acc=80.43%, top5-acc=98.91%, remaining_time=0:00:01.613640, arrival_time=2021-04-10 01:50:37.359655, cost_time=0:00:00.537876 2021-04-10 01:50:36,109 INFO : EVAL, epoch=0044, iter=00020/00040, fetch data time cost=1.47ms, fps=7058 images/s, loss=0.5828, top1-acc=80.72%, top5-acc=99.02%, remaining_time=0:00:00.901060, arrival_time=2021-04-10 01:50:37.010354, cost_time=0:00:00.901066 2021-04-10 01:50:36,475 INFO : EVAL, epoch=0044, iter=00030/00040, fetch data time cost=1.96ms, fps=7010 images/s, loss=0.5901, top1-acc=80.68%, top5-acc=99.04%, remaining_time=0:00:00.422270, arrival_time=2021-04-10 01:50:36.897267, cost_time=0:00:01.266816 2021-04-10 01:50:36,825 INFO : EVAL, epoch=0044, iter=00040/00040, fetch data time cost=0.10ms, fps=6630 images/s, loss=0.5689, top1-acc=80.90%, top5-acc=99.12%, remaining_time=0:00:00, arrival_time=2021-04-10 01:50:36.825562, cost_time=0:00:01.617387 2021-04-10 01:50:36,915 INFO : Epoch=0044 complete, best val top1-acc=85.27%, top5-acc=99.47% (epoch=43), remaining_time=1:40:32.920920, arrival_time=2021-04-10 03:31:09.836228, cost_time=0:28:21.593058 2021-04-10 01:50:36,917 INFO : Train start, epoch=0045, lr=0.088526 2021-04-10 01:50:39,019 INFO : TRAIN, epoch=0045, iter=00010/00196, fetch data time cost=1.95ms, fps=1218 images/s, loss=0.3003, top1-acc=89.65%, top5-acc=99.77%, remaining_time=0:00:39.103710, arrival_time=2021-04-10 01:51:18.123505, cost_time=0:00:02.102354 2021-04-10 01:50:40,897 INFO : TRAIN, epoch=0045, iter=00020/00196, fetch data time cost=1.82ms, fps=1364 images/s, loss=0.2706, top1-acc=90.45%, top5-acc=99.79%, remaining_time=0:00:35.024528, arrival_time=2021-04-10 01:51:15.921959, cost_time=0:00:03.980059 2021-04-10 01:50:42,775 INFO : TRAIN, epoch=0045, iter=00030/00196, fetch data time cost=2.08ms, fps=1364 images/s, loss=0.2704, top1-acc=90.73%, top5-acc=99.80%, remaining_time=0:00:32.414156, arrival_time=2021-04-10 01:51:15.189610, cost_time=0:00:05.857986 2021-04-10 01:50:44,647 INFO : TRAIN, epoch=0045, iter=00040/00196, fetch data time cost=1.92ms, fps=1368 images/s, loss=0.2711, top1-acc=90.68%, top5-acc=99.82%, remaining_time=0:00:30.145908, arrival_time=2021-04-10 01:51:14.793111, cost_time=0:00:07.729727 2021-04-10 01:50:46,522 INFO : TRAIN, epoch=0045, iter=00050/00196, fetch data time cost=1.67ms, fps=1366 images/s, loss=0.2717, top1-acc=90.70%, top5-acc=99.77%, remaining_time=0:00:28.047038, arrival_time=2021-04-10 01:51:14.569493, cost_time=0:00:09.605142 2021-04-10 01:50:48,398 INFO : TRAIN, epoch=0045, iter=00060/00196, fetch data time cost=1.45ms, fps=1365 images/s, loss=0.2664, top1-acc=90.93%, top5-acc=99.78%, remaining_time=0:00:26.024144, arrival_time=2021-04-10 01:51:14.422862, cost_time=0:00:11.481258 2021-04-10 01:50:50,289 INFO : TRAIN, epoch=0045, iter=00070/00196, fetch data time cost=1.92ms, fps=1355 images/s, loss=0.2657, top1-acc=90.90%, top5-acc=99.77%, remaining_time=0:00:24.069780, arrival_time=2021-04-10 01:51:14.359246, cost_time=0:00:13.372132 2021-04-10 01:50:52,160 INFO : TRAIN, epoch=0045, iter=00080/00196, fetch data time cost=1.87ms, fps=1369 images/s, loss=0.2635, top1-acc=91.03%, top5-acc=99.78%, remaining_time=0:00:22.102176, arrival_time=2021-04-10 01:51:14.262498, cost_time=0:00:15.242874 2021-04-10 01:50:54,028 INFO : TRAIN, epoch=0045, iter=00090/00196, fetch data time cost=1.77ms, fps=1371 images/s, loss=0.2599, top1-acc=91.15%, top5-acc=99.78%, remaining_time=0:00:20.153568, arrival_time=2021-04-10 01:51:14.182299, cost_time=0:00:17.111479 2021-04-10 01:50:55,901 INFO : TRAIN, epoch=0045, iter=00100/00196, fetch data time cost=1.93ms, fps=1367 images/s, loss=0.2607, top1-acc=91.02%, top5-acc=99.77%, remaining_time=0:00:18.224832, arrival_time=2021-04-10 01:51:14.126432, cost_time=0:00:18.984236 2021-04-10 01:50:57,784 INFO : TRAIN, epoch=0045, iter=00110/00196, fetch data time cost=2.01ms, fps=1360 images/s, loss=0.2618, top1-acc=91.00%, top5-acc=99.77%, remaining_time=0:00:16.314372, arrival_time=2021-04-10 01:51:14.098823, cost_time=0:00:20.867168 2021-04-10 01:50:59,666 INFO : TRAIN, epoch=0045, iter=00120/00196, fetch data time cost=2.04ms, fps=1361 images/s, loss=0.2612, top1-acc=91.03%, top5-acc=99.77%, remaining_time=0:00:14.407700, arrival_time=2021-04-10 01:51:14.074070, cost_time=0:00:22.748955 2021-04-10 01:51:01,560 INFO : TRAIN, epoch=0045, iter=00130/00196, fetch data time cost=1.71ms, fps=1352 images/s, loss=0.2622, top1-acc=91.03%, top5-acc=99.77%, remaining_time=0:00:12.511092, arrival_time=2021-04-10 01:51:14.071505, cost_time=0:00:24.643102 2021-04-10 01:51:03,426 INFO : TRAIN, epoch=0045, iter=00140/00196, fetch data time cost=1.67ms, fps=1372 images/s, loss=0.2646, top1-acc=90.95%, top5-acc=99.78%, remaining_time=0:00:10.603544, arrival_time=2021-04-10 01:51:14.029722, cost_time=0:00:26.508902 2021-04-10 01:51:05,298 INFO : TRAIN, epoch=0045, iter=00150/00196, fetch data time cost=2.31ms, fps=1368 images/s, loss=0.2678, top1-acc=90.85%, top5-acc=99.77%, remaining_time=0:00:08.703614, arrival_time=2021-04-10 01:51:14.002273, cost_time=0:00:28.381292 2021-04-10 01:51:07,175 INFO : TRAIN, epoch=0045, iter=00160/00196, fetch data time cost=1.45ms, fps=1365 images/s, loss=0.2696, top1-acc=90.76%, top5-acc=99.78%, remaining_time=0:00:06.808032, arrival_time=2021-04-10 01:51:13.983285, cost_time=0:00:30.257942 2021-04-10 01:51:09,043 INFO : TRAIN, epoch=0045, iter=00170/00196, fetch data time cost=1.76ms, fps=1371 images/s, loss=0.2715, top1-acc=90.68%, top5-acc=99.76%, remaining_time=0:00:04.913376, arrival_time=2021-04-10 01:51:13.956589, cost_time=0:00:32.125884 2021-04-10 01:51:10,919 INFO : TRAIN, epoch=0045, iter=00180/00196, fetch data time cost=2.36ms, fps=1365 images/s, loss=0.2704, top1-acc=90.71%, top5-acc=99.77%, remaining_time=0:00:03.022368, arrival_time=2021-04-10 01:51:13.941360, cost_time=0:00:34.001645 2021-04-10 01:51:12,808 INFO : TRAIN, epoch=0045, iter=00190/00196, fetch data time cost=1.75ms, fps=1356 images/s, loss=0.2704, top1-acc=90.69%, top5-acc=99.77%, remaining_time=0:00:01.133388, arrival_time=2021-04-10 01:51:13.941426, cost_time=0:00:35.890673 2021-04-10 01:51:13,835 INFO : TRAIN, epoch=0045, iter=00196/00196, fetch data time cost=1.65ms, fps=1325 images/s, loss=0.2708, top1-acc=90.68%, top5-acc=99.77%, remaining_time=0:00:00, arrival_time=2021-04-10 01:51:13.835183, cost_time=0:00:36.917896 2021-04-10 01:51:14,329 INFO : EVAL, epoch=0045, iter=00010/00040, fetch data time cost=0.45ms, fps=5200 images/s, loss=0.6263, top1-acc=80.98%, top5-acc=99.41%, remaining_time=0:00:01.476810, arrival_time=2021-04-10 01:51:15.805979, cost_time=0:00:00.492266 2021-04-10 01:51:14,718 INFO : EVAL, epoch=0045, iter=00020/00040, fetch data time cost=1.78ms, fps=6589 images/s, loss=0.6894, top1-acc=79.71%, top5-acc=99.14%, remaining_time=0:00:00.881300, arrival_time=2021-04-10 01:51:15.599464, cost_time=0:00:00.881292 2021-04-10 01:51:15,089 INFO : EVAL, epoch=0045, iter=00030/00040, fetch data time cost=1.57ms, fps=6895 images/s, loss=0.6802, top1-acc=79.79%, top5-acc=99.21%, remaining_time=0:00:00.417660, arrival_time=2021-04-10 01:51:15.507579, cost_time=0:00:01.252994 2021-04-10 01:51:15,455 INFO : EVAL, epoch=0045, iter=00040/00040, fetch data time cost=0.08ms, fps=6364 images/s, loss=0.6775, top1-acc=79.54%, top5-acc=99.22%, remaining_time=0:00:00, arrival_time=2021-04-10 01:51:15.454962, cost_time=0:00:01.618096 2021-04-10 01:51:15,612 INFO : Epoch=0045 complete, best val top1-acc=85.27%, top5-acc=99.47% (epoch=43), remaining_time=1:39:54.332360, arrival_time=2021-04-10 03:31:09.944646, cost_time=0:29:00.290056 2021-04-10 01:51:15,613 INFO : Train start, epoch=0046, lr=0.088020 2021-04-10 01:51:17,702 INFO : TRAIN, epoch=0046, iter=00010/00196, fetch data time cost=2.89ms, fps=1226 images/s, loss=0.2805, top1-acc=90.04%, top5-acc=99.80%, remaining_time=0:00:38.846658, arrival_time=2021-04-10 01:51:56.549366, cost_time=0:00:02.088530 2021-04-10 01:51:19,576 INFO : TRAIN, epoch=0046, iter=00020/00196, fetch data time cost=2.31ms, fps=1367 images/s, loss=0.2645, top1-acc=90.82%, top5-acc=99.77%, remaining_time=0:00:34.863312, arrival_time=2021-04-10 01:51:54.439299, cost_time=0:00:03.961734 2021-04-10 01:51:21,486 INFO : TRAIN, epoch=0046, iter=00030/00196, fetch data time cost=2.52ms, fps=1341 images/s, loss=0.2569, top1-acc=91.08%, top5-acc=99.80%, remaining_time=0:00:32.491180, arrival_time=2021-04-10 01:51:53.977260, cost_time=0:00:05.871888 2021-04-10 01:51:23,362 INFO : TRAIN, epoch=0046, iter=00040/00196, fetch data time cost=1.46ms, fps=1365 images/s, loss=0.2554, top1-acc=91.20%, top5-acc=99.78%, remaining_time=0:00:30.217356, arrival_time=2021-04-10 01:51:53.579538, cost_time=0:00:07.748033 2021-04-10 01:51:25,243 INFO : TRAIN, epoch=0046, iter=00050/00196, fetch data time cost=1.63ms, fps=1362 images/s, loss=0.2588, top1-acc=91.07%, top5-acc=99.79%, remaining_time=0:00:28.116534, arrival_time=2021-04-10 01:51:53.359709, cost_time=0:00:09.628926 2021-04-10 01:51:27,111 INFO : TRAIN, epoch=0046, iter=00060/00196, fetch data time cost=1.67ms, fps=1371 images/s, loss=0.2600, top1-acc=91.10%, top5-acc=99.81%, remaining_time=0:00:26.059368, arrival_time=2021-04-10 01:51:53.170317, cost_time=0:00:11.496768 2021-04-10 01:51:28,987 INFO : TRAIN, epoch=0046, iter=00070/00196, fetch data time cost=1.88ms, fps=1365 images/s, loss=0.2628, top1-acc=90.95%, top5-acc=99.83%, remaining_time=0:00:24.072174, arrival_time=2021-04-10 01:51:53.059645, cost_time=0:00:13.373415 2021-04-10 01:51:30,869 INFO : TRAIN, epoch=0046, iter=00080/00196, fetch data time cost=2.56ms, fps=1361 images/s, loss=0.2628, top1-acc=90.94%, top5-acc=99.82%, remaining_time=0:00:22.119692, arrival_time=2021-04-10 01:51:52.988782, cost_time=0:00:15.254943 2021-04-10 01:51:32,754 INFO : TRAIN, epoch=0046, iter=00090/00196, fetch data time cost=1.93ms, fps=1358 images/s, loss=0.2623, top1-acc=90.95%, top5-acc=99.84%, remaining_time=0:00:20.187276, arrival_time=2021-04-10 01:51:52.941498, cost_time=0:00:17.140109 2021-04-10 01:51:34,626 INFO : TRAIN, epoch=0046, iter=00100/00196, fetch data time cost=1.58ms, fps=1368 images/s, loss=0.2626, top1-acc=90.92%, top5-acc=99.83%, remaining_time=0:00:18.252096, arrival_time=2021-04-10 01:51:52.878806, cost_time=0:00:19.012587 2021-04-10 01:51:36,497 INFO : TRAIN, epoch=0046, iter=00110/00196, fetch data time cost=1.70ms, fps=1369 images/s, loss=0.2625, top1-acc=90.96%, top5-acc=99.83%, remaining_time=0:00:16.327272, arrival_time=2021-04-10 01:51:52.825080, cost_time=0:00:20.883711 2021-04-10 01:51:38,378 INFO : TRAIN, epoch=0046, iter=00120/00196, fetch data time cost=1.58ms, fps=1362 images/s, loss=0.2614, top1-acc=90.93%, top5-acc=99.84%, remaining_time=0:00:14.417428, arrival_time=2021-04-10 01:51:52.795849, cost_time=0:00:22.764305 2021-04-10 01:51:40,249 INFO : TRAIN, epoch=0046, iter=00130/00196, fetch data time cost=1.95ms, fps=1368 images/s, loss=0.2607, top1-acc=90.94%, top5-acc=99.83%, remaining_time=0:00:12.507264, arrival_time=2021-04-10 01:51:52.756909, cost_time=0:00:24.635505 2021-04-10 01:51:42,139 INFO : TRAIN, epoch=0046, iter=00140/00196, fetch data time cost=2.21ms, fps=1355 images/s, loss=0.2608, top1-acc=90.93%, top5-acc=99.82%, remaining_time=0:00:10.610040, arrival_time=2021-04-10 01:51:52.749226, cost_time=0:00:26.525136 2021-04-10 01:51:44,021 INFO : TRAIN, epoch=0046, iter=00150/00196, fetch data time cost=1.60ms, fps=1361 images/s, loss=0.2628, top1-acc=90.87%, top5-acc=99.81%, remaining_time=0:00:08.711434, arrival_time=2021-04-10 01:51:52.732515, cost_time=0:00:28.406910 2021-04-10 01:51:45,892 INFO : TRAIN, epoch=0046, iter=00160/00196, fetch data time cost=2.24ms, fps=1369 images/s, loss=0.2643, top1-acc=90.81%, top5-acc=99.79%, remaining_time=0:00:06.812604, arrival_time=2021-04-10 01:51:52.705038, cost_time=0:00:30.278314 2021-04-10 01:51:47,762 INFO : TRAIN, epoch=0046, iter=00170/00196, fetch data time cost=1.83ms, fps=1369 images/s, loss=0.2643, top1-acc=90.80%, top5-acc=99.80%, remaining_time=0:00:04.916860, arrival_time=2021-04-10 01:51:52.679527, cost_time=0:00:32.148618 2021-04-10 01:51:49,645 INFO : TRAIN, epoch=0046, iter=00180/00196, fetch data time cost=2.18ms, fps=1360 images/s, loss=0.2645, top1-acc=90.78%, top5-acc=99.79%, remaining_time=0:00:03.025024, arrival_time=2021-04-10 01:51:52.670728, cost_time=0:00:34.031546 2021-04-10 01:51:51,531 INFO : TRAIN, epoch=0046, iter=00190/00196, fetch data time cost=1.58ms, fps=1358 images/s, loss=0.2643, top1-acc=90.82%, top5-acc=99.79%, remaining_time=0:00:01.134222, arrival_time=2021-04-10 01:51:52.665284, cost_time=0:00:35.916977 2021-04-10 01:51:52,540 INFO : TRAIN, epoch=0046, iter=00196/00196, fetch data time cost=1.40ms, fps=1348 images/s, loss=0.2641, top1-acc=90.84%, top5-acc=99.78%, remaining_time=0:00:00, arrival_time=2021-04-10 01:51:52.540481, cost_time=0:00:36.926437 2021-04-10 01:51:53,032 INFO : EVAL, epoch=0046, iter=00010/00040, fetch data time cost=0.40ms, fps=5231 images/s, loss=0.4422, top1-acc=85.23%, top5-acc=99.45%, remaining_time=0:00:01.468080, arrival_time=2021-04-10 01:51:54.500130, cost_time=0:00:00.489360 2021-04-10 01:51:53,397 INFO : EVAL, epoch=0046, iter=00020/00040, fetch data time cost=2.09ms, fps=7019 images/s, loss=0.4553, top1-acc=84.80%, top5-acc=99.41%, remaining_time=0:00:00.854620, arrival_time=2021-04-10 01:51:54.252013, cost_time=0:00:00.854612 2021-04-10 01:51:53,763 INFO : EVAL, epoch=0046, iter=00030/00040, fetch data time cost=1.64ms, fps=6998 images/s, loss=0.4571, top1-acc=84.95%, top5-acc=99.41%, remaining_time=0:00:00.407030, arrival_time=2021-04-10 01:51:54.170827, cost_time=0:00:01.221093 2021-04-10 01:51:54,117 INFO : EVAL, epoch=0046, iter=00040/00040, fetch data time cost=0.10ms, fps=6568 images/s, loss=0.4457, top1-acc=85.25%, top5-acc=99.32%, remaining_time=0:00:00, arrival_time=2021-04-10 01:51:54.117547, cost_time=0:00:01.574863 2021-04-10 01:51:54,232 INFO : Epoch=0046 complete, best val top1-acc=85.27%, top5-acc=99.47% (epoch=43), remaining_time=1:39:15.483072, arrival_time=2021-04-10 03:31:09.715811, cost_time=0:29:38.910509 2021-04-10 01:51:54,234 INFO : Train start, epoch=0047, lr=0.087506 2021-04-10 01:51:56,428 INFO : TRAIN, epoch=0047, iter=00010/00196, fetch data time cost=1.37ms, fps=1167 images/s, loss=0.2611, top1-acc=91.02%, top5-acc=99.73%, remaining_time=0:00:40.803378, arrival_time=2021-04-10 01:52:37.231694, cost_time=0:00:02.193729 2021-04-10 01:51:58,327 INFO : TRAIN, epoch=0047, iter=00020/00196, fetch data time cost=1.76ms, fps=1348 images/s, loss=0.2483, top1-acc=91.41%, top5-acc=99.80%, remaining_time=0:00:36.017872, arrival_time=2021-04-10 01:52:34.345485, cost_time=0:00:04.092932 2021-04-10 01:52:00,201 INFO : TRAIN, epoch=0047, iter=00030/00196, fetch data time cost=7.67ms, fps=1367 images/s, loss=0.2516, top1-acc=91.25%, top5-acc=99.78%, remaining_time=0:00:33.016736, arrival_time=2021-04-10 01:52:33.218290, cost_time=0:00:05.966892 2021-04-10 01:52:02,093 INFO : TRAIN, epoch=0047, iter=00040/00196, fetch data time cost=1.51ms, fps=1353 images/s, loss=0.2487, top1-acc=91.30%, top5-acc=99.78%, remaining_time=0:00:30.651192, arrival_time=2021-04-10 01:52:32.745053, cost_time=0:00:07.859268 2021-04-10 01:52:03,983 INFO : TRAIN, epoch=0047, iter=00050/00196, fetch data time cost=2.12ms, fps=1355 images/s, loss=0.2525, top1-acc=91.16%, top5-acc=99.79%, remaining_time=0:00:28.467518, arrival_time=2021-04-10 01:52:32.451264, cost_time=0:00:09.749127 2021-04-10 01:52:05,866 INFO : TRAIN, epoch=0047, iter=00060/00196, fetch data time cost=1.60ms, fps=1360 images/s, loss=0.2553, top1-acc=91.06%, top5-acc=99.78%, remaining_time=0:00:26.365640, arrival_time=2021-04-10 01:52:32.232157, cost_time=0:00:11.631912 2021-04-10 01:52:07,745 INFO : TRAIN, epoch=0047, iter=00070/00196, fetch data time cost=1.99ms, fps=1363 images/s, loss=0.2595, top1-acc=90.97%, top5-acc=99.78%, remaining_time=0:00:24.319134, arrival_time=2021-04-10 01:52:32.064413, cost_time=0:00:13.510611 2021-04-10 01:52:09,629 INFO : TRAIN, epoch=0047, iter=00080/00196, fetch data time cost=1.46ms, fps=1359 images/s, loss=0.2585, top1-acc=91.04%, top5-acc=99.79%, remaining_time=0:00:22.322576, arrival_time=2021-04-10 01:52:31.952108, cost_time=0:00:15.394858 2021-04-10 01:52:11,510 INFO : TRAIN, epoch=0047, iter=00090/00196, fetch data time cost=1.85ms, fps=1362 images/s, loss=0.2577, top1-acc=91.06%, top5-acc=99.78%, remaining_time=0:00:20.346594, arrival_time=2021-04-10 01:52:31.856744, cost_time=0:00:17.275431 2021-04-10 01:52:13,389 INFO : TRAIN, epoch=0047, iter=00100/00196, fetch data time cost=2.47ms, fps=1363 images/s, loss=0.2581, top1-acc=91.09%, top5-acc=99.79%, remaining_time=0:00:18.388224, arrival_time=2021-04-10 01:52:31.777174, cost_time=0:00:19.154391 2021-04-10 01:52:15,271 INFO : TRAIN, epoch=0047, iter=00110/00196, fetch data time cost=1.56ms, fps=1361 images/s, loss=0.2581, top1-acc=91.04%, top5-acc=99.80%, remaining_time=0:00:16.446640, arrival_time=2021-04-10 01:52:31.717609, cost_time=0:00:21.036370 2021-04-10 01:52:17,136 INFO : TRAIN, epoch=0047, iter=00120/00196, fetch data time cost=1.57ms, fps=1373 images/s, loss=0.2597, top1-acc=91.02%, top5-acc=99.80%, remaining_time=0:00:14.504524, arrival_time=2021-04-10 01:52:31.640968, cost_time=0:00:22.901933 2021-04-10 01:52:19,019 INFO : TRAIN, epoch=0047, iter=00130/00196, fetch data time cost=2.23ms, fps=1360 images/s, loss=0.2594, top1-acc=91.05%, top5-acc=99.79%, remaining_time=0:00:12.582900, arrival_time=2021-04-10 01:52:31.602033, cost_time=0:00:24.784532 2021-04-10 01:52:20,888 INFO : TRAIN, epoch=0047, iter=00140/00196, fetch data time cost=1.82ms, fps=1370 images/s, loss=0.2592, top1-acc=91.07%, top5-acc=99.79%, remaining_time=0:00:10.661728, arrival_time=2021-04-10 01:52:31.550613, cost_time=0:00:26.654364 2021-04-10 01:52:22,766 INFO : TRAIN, epoch=0047, iter=00150/00196, fetch data time cost=1.70ms, fps=1364 images/s, loss=0.2606, top1-acc=91.03%, top5-acc=99.79%, remaining_time=0:00:08.749798, arrival_time=2021-04-10 01:52:31.516367, cost_time=0:00:28.531886 2021-04-10 01:52:24,650 INFO : TRAIN, epoch=0047, iter=00160/00196, fetch data time cost=1.54ms, fps=1359 images/s, loss=0.2615, top1-acc=91.02%, top5-acc=99.79%, remaining_time=0:00:06.843564, arrival_time=2021-04-10 01:52:31.493895, cost_time=0:00:30.415816 2021-04-10 01:52:26,515 INFO : TRAIN, epoch=0047, iter=00170/00196, fetch data time cost=2.14ms, fps=1373 images/s, loss=0.2615, top1-acc=91.02%, top5-acc=99.78%, remaining_time=0:00:04.937036, arrival_time=2021-04-10 01:52:31.452335, cost_time=0:00:32.280674 2021-04-10 01:52:28,400 INFO : TRAIN, epoch=0047, iter=00180/00196, fetch data time cost=1.44ms, fps=1358 images/s, loss=0.2629, top1-acc=90.99%, top5-acc=99.78%, remaining_time=0:00:03.036992, arrival_time=2021-04-10 01:52:31.437744, cost_time=0:00:34.166212 2021-04-10 01:52:30,269 INFO : TRAIN, epoch=0047, iter=00190/00196, fetch data time cost=1.96ms, fps=1370 images/s, loss=0.2633, top1-acc=90.96%, top5-acc=99.77%, remaining_time=0:00:01.137942, arrival_time=2021-04-10 01:52:31.407346, cost_time=0:00:36.034897 2021-04-10 01:52:31,275 INFO : TRAIN, epoch=0047, iter=00196/00196, fetch data time cost=1.74ms, fps=1353 images/s, loss=0.2638, top1-acc=90.93%, top5-acc=99.77%, remaining_time=0:00:00, arrival_time=2021-04-10 01:52:31.275325, cost_time=0:00:37.040775 2021-04-10 01:52:31,767 INFO : EVAL, epoch=0047, iter=00010/00040, fetch data time cost=2.04ms, fps=5222 images/s, loss=0.5654, top1-acc=83.05%, top5-acc=98.55%, remaining_time=0:00:01.470540, arrival_time=2021-04-10 01:52:33.237785, cost_time=0:00:00.490185 2021-04-10 01:52:32,130 INFO : EVAL, epoch=0047, iter=00020/00040, fetch data time cost=1.81ms, fps=7052 images/s, loss=0.5334, top1-acc=83.73%, top5-acc=98.65%, remaining_time=0:00:00.853560, arrival_time=2021-04-10 01:52:32.984300, cost_time=0:00:00.853555 2021-04-10 01:52:32,499 INFO : EVAL, epoch=0047, iter=00030/00040, fetch data time cost=1.94ms, fps=6952 images/s, loss=0.5289, top1-acc=83.79%, top5-acc=98.67%, remaining_time=0:00:00.407500, arrival_time=2021-04-10 01:52:32.907068, cost_time=0:00:01.222504 2021-04-10 01:52:32,840 INFO : EVAL, epoch=0047, iter=00040/00040, fetch data time cost=0.08ms, fps=6817 images/s, loss=0.5448, top1-acc=83.53%, top5-acc=98.75%, remaining_time=0:00:00, arrival_time=2021-04-10 01:52:32.840279, cost_time=0:00:01.563228 2021-04-10 01:52:32,928 INFO : Epoch=0047 complete, best val top1-acc=85.27%, top5-acc=99.47% (epoch=43), remaining_time=1:38:36.887451, arrival_time=2021-04-10 03:31:09.815625, cost_time=0:30:17.605937 2021-04-10 01:52:32,929 INFO : Train start, epoch=0048, lr=0.086982 2021-04-10 01:52:34,998 INFO : TRAIN, epoch=0048, iter=00010/00196, fetch data time cost=1.71ms, fps=1237 images/s, loss=0.2787, top1-acc=90.78%, top5-acc=99.61%, remaining_time=0:00:38.477820, arrival_time=2021-04-10 01:53:13.475987, cost_time=0:00:02.068701 2021-04-10 01:52:36,865 INFO : TRAIN, epoch=0048, iter=00020/00196, fetch data time cost=1.47ms, fps=1372 images/s, loss=0.2749, top1-acc=90.55%, top5-acc=99.65%, remaining_time=0:00:34.634864, arrival_time=2021-04-10 01:53:11.500121, cost_time=0:00:03.935784 2021-04-10 01:52:38,742 INFO : TRAIN, epoch=0048, iter=00030/00196, fetch data time cost=1.87ms, fps=1364 images/s, loss=0.2625, top1-acc=91.11%, top5-acc=99.67%, remaining_time=0:00:32.166152, arrival_time=2021-04-10 01:53:10.908710, cost_time=0:00:05.813147 2021-04-10 01:52:40,618 INFO : TRAIN, epoch=0048, iter=00040/00196, fetch data time cost=1.57ms, fps=1365 images/s, loss=0.2534, top1-acc=91.25%, top5-acc=99.72%, remaining_time=0:00:29.985072, arrival_time=2021-04-10 01:53:10.603050, cost_time=0:00:07.688477 2021-04-10 01:52:42,494 INFO : TRAIN, epoch=0048, iter=00050/00196, fetch data time cost=1.36ms, fps=1365 images/s, loss=0.2523, top1-acc=91.24%, top5-acc=99.76%, remaining_time=0:00:27.929800, arrival_time=2021-04-10 01:53:10.424193, cost_time=0:00:09.564988 2021-04-10 01:52:44,373 INFO : TRAIN, epoch=0048, iter=00060/00196, fetch data time cost=1.99ms, fps=1363 images/s, loss=0.2533, top1-acc=91.27%, top5-acc=99.75%, remaining_time=0:00:25.938872, arrival_time=2021-04-10 01:53:10.311902, cost_time=0:00:11.443619 2021-04-10 01:52:46,242 INFO : TRAIN, epoch=0048, iter=00070/00196, fetch data time cost=1.72ms, fps=1370 images/s, loss=0.2539, top1-acc=91.30%, top5-acc=99.72%, remaining_time=0:00:23.962932, arrival_time=2021-04-10 01:53:10.205134, cost_time=0:00:13.312751 2021-04-10 01:52:48,123 INFO : TRAIN, epoch=0048, iter=00080/00196, fetch data time cost=1.44ms, fps=1361 images/s, loss=0.2578, top1-acc=91.24%, top5-acc=99.72%, remaining_time=0:00:22.031532, arrival_time=2021-04-10 01:53:10.155286, cost_time=0:00:15.194174 2021-04-10 01:52:49,991 INFO : TRAIN, epoch=0048, iter=00090/00196, fetch data time cost=2.11ms, fps=1372 images/s, loss=0.2584, top1-acc=91.22%, top5-acc=99.71%, remaining_time=0:00:20.094314, arrival_time=2021-04-10 01:53:10.085224, cost_time=0:00:17.061211 2021-04-10 01:52:51,872 INFO : TRAIN, epoch=0048, iter=00100/00196, fetch data time cost=2.12ms, fps=1361 images/s, loss=0.2588, top1-acc=91.18%, top5-acc=99.71%, remaining_time=0:00:18.184896, arrival_time=2021-04-10 01:53:10.057094, cost_time=0:00:18.942614 2021-04-10 01:52:53,758 INFO : TRAIN, epoch=0048, iter=00110/00196, fetch data time cost=1.57ms, fps=1358 images/s, loss=0.2567, top1-acc=91.27%, top5-acc=99.71%, remaining_time=0:00:16.284186, arrival_time=2021-04-10 01:53:10.042329, cost_time=0:00:20.828617 2021-04-10 01:52:55,629 INFO : TRAIN, epoch=0048, iter=00120/00196, fetch data time cost=1.45ms, fps=1369 images/s, loss=0.2576, top1-acc=91.26%, top5-acc=99.72%, remaining_time=0:00:14.376388, arrival_time=2021-04-10 01:53:10.005652, cost_time=0:00:22.699590 2021-04-10 01:52:57,505 INFO : TRAIN, epoch=0048, iter=00130/00196, fetch data time cost=1.62ms, fps=1365 images/s, loss=0.2563, top1-acc=91.30%, top5-acc=99.74%, remaining_time=0:00:12.476970, arrival_time=2021-04-10 01:53:09.982325, cost_time=0:00:24.575825 2021-04-10 01:52:59,378 INFO : TRAIN, epoch=0048, iter=00140/00196, fetch data time cost=2.19ms, fps=1368 images/s, loss=0.2589, top1-acc=91.23%, top5-acc=99.72%, remaining_time=0:00:10.579408, arrival_time=2021-04-10 01:53:09.957400, cost_time=0:00:26.448526 2021-04-10 01:53:01,252 INFO : TRAIN, epoch=0048, iter=00150/00196, fetch data time cost=2.48ms, fps=1366 images/s, loss=0.2580, top1-acc=91.24%, top5-acc=99.73%, remaining_time=0:00:08.685720, arrival_time=2021-04-10 01:53:09.938366, cost_time=0:00:28.323057 2021-04-10 01:53:03,119 INFO : TRAIN, epoch=0048, iter=00160/00196, fetch data time cost=1.36ms, fps=1372 images/s, loss=0.2590, top1-acc=91.18%, top5-acc=99.74%, remaining_time=0:00:06.792660, arrival_time=2021-04-10 01:53:09.911773, cost_time=0:00:30.189549 2021-04-10 01:53:04,993 INFO : TRAIN, epoch=0048, iter=00170/00196, fetch data time cost=1.90ms, fps=1367 images/s, loss=0.2587, top1-acc=91.20%, top5-acc=99.75%, remaining_time=0:00:04.903834, arrival_time=2021-04-10 01:53:09.896815, cost_time=0:00:32.063485 2021-04-10 01:53:06,859 INFO : TRAIN, epoch=0048, iter=00180/00196, fetch data time cost=1.70ms, fps=1372 images/s, loss=0.2594, top1-acc=91.10%, top5-acc=99.75%, remaining_time=0:00:03.015952, arrival_time=2021-04-10 01:53:09.874977, cost_time=0:00:33.929533 2021-04-10 01:53:08,733 INFO : TRAIN, epoch=0048, iter=00190/00196, fetch data time cost=1.42ms, fps=1366 images/s, loss=0.2604, top1-acc=91.08%, top5-acc=99.75%, remaining_time=0:00:01.130652, arrival_time=2021-04-10 01:53:09.864091, cost_time=0:00:35.803963 2021-04-10 01:53:09,740 INFO : TRAIN, epoch=0048, iter=00196/00196, fetch data time cost=1.40ms, fps=1351 images/s, loss=0.2604, top1-acc=91.09%, top5-acc=99.76%, remaining_time=0:00:00, arrival_time=2021-04-10 01:53:09.740707, cost_time=0:00:36.811211 2021-04-10 01:53:10,227 INFO : EVAL, epoch=0048, iter=00010/00040, fetch data time cost=0.41ms, fps=5284 images/s, loss=0.5869, top1-acc=81.76%, top5-acc=98.87%, remaining_time=0:00:01.453290, arrival_time=2021-04-10 01:53:11.680260, cost_time=0:00:00.484434 2021-04-10 01:53:10,587 INFO : EVAL, epoch=0048, iter=00020/00040, fetch data time cost=2.01ms, fps=7102 images/s, loss=0.6160, top1-acc=81.05%, top5-acc=98.87%, remaining_time=0:00:00.845460, arrival_time=2021-04-10 01:53:11.433383, cost_time=0:00:00.845460 2021-04-10 01:53:10,952 INFO : EVAL, epoch=0048, iter=00030/00040, fetch data time cost=1.47ms, fps=7025 images/s, loss=0.6101, top1-acc=81.18%, top5-acc=99.01%, remaining_time=0:00:00.403420, arrival_time=2021-04-10 01:53:11.356187, cost_time=0:00:01.210254 2021-04-10 01:53:11,291 INFO : EVAL, epoch=0048, iter=00040/00040, fetch data time cost=0.08ms, fps=6864 images/s, loss=0.6050, top1-acc=81.19%, top5-acc=99.01%, remaining_time=0:00:00, arrival_time=2021-04-10 01:53:11.291195, cost_time=0:00:01.548760 2021-04-10 01:53:11,373 INFO : Epoch=0048 complete, best val top1-acc=85.27%, top5-acc=99.47% (epoch=43), remaining_time=1:37:57.496784, arrival_time=2021-04-10 03:31:08.870619, cost_time=0:30:56.051640 2021-04-10 01:53:11,374 INFO : Train start, epoch=0049, lr=0.086448 2021-04-10 01:53:13,491 INFO : TRAIN, epoch=0049, iter=00010/00196, fetch data time cost=1.77ms, fps=1210 images/s, loss=0.2435, top1-acc=91.95%, top5-acc=99.84%, remaining_time=0:00:39.357228, arrival_time=2021-04-10 01:53:52.848275, cost_time=0:00:02.115980 2021-04-10 01:53:15,365 INFO : TRAIN, epoch=0049, iter=00020/00196, fetch data time cost=1.65ms, fps=1366 images/s, loss=0.2482, top1-acc=91.66%, top5-acc=99.75%, remaining_time=0:00:35.115872, arrival_time=2021-04-10 01:53:50.481432, cost_time=0:00:03.990441 2021-04-10 01:53:17,261 INFO : TRAIN, epoch=0049, iter=00030/00196, fetch data time cost=1.74ms, fps=1351 images/s, loss=0.2430, top1-acc=91.85%, top5-acc=99.74%, remaining_time=0:00:32.571358, arrival_time=2021-04-10 01:53:49.832746, cost_time=0:00:05.886384 2021-04-10 01:53:19,141 INFO : TRAIN, epoch=0049, iter=00040/00196, fetch data time cost=2.68ms, fps=1362 images/s, loss=0.2444, top1-acc=91.72%, top5-acc=99.75%, remaining_time=0:00:30.288648, arrival_time=2021-04-10 01:53:49.430043, cost_time=0:00:07.766330 2021-04-10 01:53:21,028 INFO : TRAIN, epoch=0049, iter=00050/00196, fetch data time cost=2.26ms, fps=1357 images/s, loss=0.2475, top1-acc=91.59%, top5-acc=99.76%, remaining_time=0:00:28.187928, arrival_time=2021-04-10 01:53:49.216356, cost_time=0:00:09.653424 2021-04-10 01:53:22,900 INFO : TRAIN, epoch=0049, iter=00060/00196, fetch data time cost=1.65ms, fps=1368 images/s, loss=0.2484, top1-acc=91.50%, top5-acc=99.72%, remaining_time=0:00:26.123560, arrival_time=2021-04-10 01:53:49.023697, cost_time=0:00:11.525128 2021-04-10 01:53:24,793 INFO : TRAIN, epoch=0049, iter=00070/00196, fetch data time cost=1.46ms, fps=1353 images/s, loss=0.2505, top1-acc=91.40%, top5-acc=99.70%, remaining_time=0:00:24.152310, arrival_time=2021-04-10 01:53:48.945336, cost_time=0:00:13.417944 2021-04-10 01:53:26,670 INFO : TRAIN, epoch=0049, iter=00080/00196, fetch data time cost=2.13ms, fps=1364 images/s, loss=0.2514, top1-acc=91.40%, top5-acc=99.72%, remaining_time=0:00:22.178852, arrival_time=2021-04-10 01:53:48.849637, cost_time=0:00:15.295726 2021-04-10 01:53:28,544 INFO : TRAIN, epoch=0049, iter=00090/00196, fetch data time cost=1.47ms, fps=1367 images/s, loss=0.2527, top1-acc=91.39%, top5-acc=99.72%, remaining_time=0:00:20.222044, arrival_time=2021-04-10 01:53:48.766823, cost_time=0:00:17.169646 2021-04-10 01:53:30,442 INFO : TRAIN, epoch=0049, iter=00100/00196, fetch data time cost=1.73ms, fps=1349 images/s, loss=0.2529, top1-acc=91.35%, top5-acc=99.73%, remaining_time=0:00:18.304992, arrival_time=2021-04-10 01:53:48.747835, cost_time=0:00:19.067708 2021-04-10 01:53:32,319 INFO : TRAIN, epoch=0049, iter=00110/00196, fetch data time cost=2.54ms, fps=1365 images/s, loss=0.2532, top1-acc=91.31%, top5-acc=99.75%, remaining_time=0:00:16.374572, arrival_time=2021-04-10 01:53:48.693932, cost_time=0:00:20.944272 2021-04-10 01:53:34,189 INFO : TRAIN, epoch=0049, iter=00120/00196, fetch data time cost=1.49ms, fps=1369 images/s, loss=0.2526, top1-acc=91.33%, top5-acc=99.75%, remaining_time=0:00:14.449424, arrival_time=2021-04-10 01:53:48.639225, cost_time=0:00:22.814826 2021-04-10 01:53:36,054 INFO : TRAIN, epoch=0049, iter=00130/00196, fetch data time cost=2.22ms, fps=1373 images/s, loss=0.2555, top1-acc=91.22%, top5-acc=99.75%, remaining_time=0:00:12.529704, arrival_time=2021-04-10 01:53:48.584489, cost_time=0:00:24.679755 2021-04-10 01:53:37,949 INFO : TRAIN, epoch=0049, iter=00140/00196, fetch data time cost=2.00ms, fps=1351 images/s, loss=0.2554, top1-acc=91.19%, top5-acc=99.76%, remaining_time=0:00:10.629920, arrival_time=2021-04-10 01:53:48.579642, cost_time=0:00:26.574745 2021-04-10 01:53:39,838 INFO : TRAIN, epoch=0049, iter=00150/00196, fetch data time cost=1.76ms, fps=1356 images/s, loss=0.2563, top1-acc=91.15%, top5-acc=99.76%, remaining_time=0:00:08.728822, arrival_time=2021-04-10 01:53:48.567421, cost_time=0:00:28.463485 2021-04-10 01:53:41,710 INFO : TRAIN, epoch=0049, iter=00160/00196, fetch data time cost=1.80ms, fps=1368 images/s, loss=0.2554, top1-acc=91.17%, top5-acc=99.78%, remaining_time=0:00:06.825600, arrival_time=2021-04-10 01:53:48.536544, cost_time=0:00:30.335980 2021-04-10 01:53:43,603 INFO : TRAIN, epoch=0049, iter=00170/00196, fetch data time cost=1.87ms, fps=1353 images/s, loss=0.2575, top1-acc=91.07%, top5-acc=99.78%, remaining_time=0:00:04.929028, arrival_time=2021-04-10 01:53:48.532341, cost_time=0:00:32.228248 2021-04-10 01:53:45,468 INFO : TRAIN, epoch=0049, iter=00180/00196, fetch data time cost=2.20ms, fps=1373 images/s, loss=0.2579, top1-acc=91.08%, top5-acc=99.77%, remaining_time=0:00:03.030544, arrival_time=2021-04-10 01:53:48.499041, cost_time=0:00:34.093548 2021-04-10 01:53:47,345 INFO : TRAIN, epoch=0049, iter=00190/00196, fetch data time cost=1.85ms, fps=1364 images/s, loss=0.2579, top1-acc=91.09%, top5-acc=99.77%, remaining_time=0:00:01.135902, arrival_time=2021-04-10 01:53:48.481260, cost_time=0:00:35.970310 2021-04-10 01:53:48,354 INFO : TRAIN, epoch=0049, iter=00196/00196, fetch data time cost=1.40ms, fps=1349 images/s, loss=0.2578, top1-acc=91.08%, top5-acc=99.78%, remaining_time=0:00:00, arrival_time=2021-04-10 01:53:48.354021, cost_time=0:00:36.978997 2021-04-10 01:53:48,836 INFO : EVAL, epoch=0049, iter=00010/00040, fetch data time cost=2.56ms, fps=5331 images/s, loss=0.4814, top1-acc=84.06%, top5-acc=99.06%, remaining_time=0:00:01.440540, arrival_time=2021-04-10 01:53:50.277298, cost_time=0:00:00.480177 2021-04-10 01:53:49,206 INFO : EVAL, epoch=0049, iter=00020/00040, fetch data time cost=2.68ms, fps=6944 images/s, loss=0.4981, top1-acc=83.52%, top5-acc=98.91%, remaining_time=0:00:00.849200, arrival_time=2021-04-10 01:53:50.055131, cost_time=0:00:00.849210 2021-04-10 01:53:49,576 INFO : EVAL, epoch=0049, iter=00030/00040, fetch data time cost=1.52ms, fps=6930 images/s, loss=0.4914, top1-acc=83.95%, top5-acc=98.92%, remaining_time=0:00:00.406460, arrival_time=2021-04-10 01:53:49.982419, cost_time=0:00:01.219371 2021-04-10 01:53:49,915 INFO : EVAL, epoch=0049, iter=00040/00040, fetch data time cost=0.06ms, fps=6839 images/s, loss=0.4920, top1-acc=84.02%, top5-acc=99.01%, remaining_time=0:00:00, arrival_time=2021-04-10 01:53:49.915555, cost_time=0:00:01.559009 2021-04-10 01:53:50,010 INFO : Epoch=0049 complete, best val top1-acc=85.27%, top5-acc=99.47% (epoch=43), remaining_time=1:37:18.731949, arrival_time=2021-04-10 03:31:08.742043, cost_time=0:31:34.687875 2021-04-10 01:53:50,011 INFO : Train start, epoch=0050, lr=0.085906 2021-04-10 01:53:52,096 INFO : TRAIN, epoch=0050, iter=00010/00196, fetch data time cost=1.47ms, fps=1228 images/s, loss=0.2530, top1-acc=91.84%, top5-acc=99.77%, remaining_time=0:00:38.776164, arrival_time=2021-04-10 01:54:30.872212, cost_time=0:00:02.084735 2021-04-10 01:53:54,013 INFO : TRAIN, epoch=0050, iter=00020/00196, fetch data time cost=1.44ms, fps=1336 images/s, loss=0.2542, top1-acc=91.58%, top5-acc=99.67%, remaining_time=0:00:35.217776, arrival_time=2021-04-10 01:54:29.231194, cost_time=0:00:04.002027 2021-04-10 01:53:55,888 INFO : TRAIN, epoch=0050, iter=00030/00196, fetch data time cost=1.51ms, fps=1366 images/s, loss=0.2417, top1-acc=91.99%, top5-acc=99.74%, remaining_time=0:00:32.518404, arrival_time=2021-04-10 01:54:28.406624, cost_time=0:00:05.876832 2021-04-10 01:53:57,758 INFO : TRAIN, epoch=0050, iter=00040/00196, fetch data time cost=1.74ms, fps=1369 images/s, loss=0.2434, top1-acc=91.90%, top5-acc=99.77%, remaining_time=0:00:30.214080, arrival_time=2021-04-10 01:54:27.972671, cost_time=0:00:07.747208 2021-04-10 01:53:59,631 INFO : TRAIN, epoch=0050, iter=00050/00196, fetch data time cost=1.87ms, fps=1368 images/s, loss=0.2422, top1-acc=91.88%, top5-acc=99.75%, remaining_time=0:00:28.089962, arrival_time=2021-04-10 01:54:27.721168, cost_time=0:00:09.619862 2021-04-10 01:54:01,504 INFO : TRAIN, epoch=0050, iter=00060/00196, fetch data time cost=1.46ms, fps=1367 images/s, loss=0.2424, top1-acc=91.84%, top5-acc=99.76%, remaining_time=0:00:26.050664, arrival_time=2021-04-10 01:54:27.554865, cost_time=0:00:11.492953 2021-04-10 01:54:03,398 INFO : TRAIN, epoch=0050, iter=00070/00196, fetch data time cost=1.64ms, fps=1352 images/s, loss=0.2481, top1-acc=91.58%, top5-acc=99.76%, remaining_time=0:00:24.096366, arrival_time=2021-04-10 01:54:27.494602, cost_time=0:00:13.386872 2021-04-10 01:54:05,261 INFO : TRAIN, epoch=0050, iter=00080/00196, fetch data time cost=1.40ms, fps=1374 images/s, loss=0.2512, top1-acc=91.45%, top5-acc=99.77%, remaining_time=0:00:22.112616, arrival_time=2021-04-10 01:54:27.374018, cost_time=0:00:15.250101 2021-04-10 01:54:07,143 INFO : TRAIN, epoch=0050, iter=00090/00196, fetch data time cost=1.72ms, fps=1361 images/s, loss=0.2537, top1-acc=91.38%, top5-acc=99.79%, remaining_time=0:00:20.177418, arrival_time=2021-04-10 01:54:27.320526, cost_time=0:00:17.131776 2021-04-10 01:54:09,005 INFO : TRAIN, epoch=0050, iter=00100/00196, fetch data time cost=1.55ms, fps=1375 images/s, loss=0.2558, top1-acc=91.27%, top5-acc=99.79%, remaining_time=0:00:18.234816, arrival_time=2021-04-10 01:54:27.240639, cost_time=0:00:18.994576 2021-04-10 01:54:10,870 INFO : TRAIN, epoch=0050, iter=00110/00196, fetch data time cost=1.55ms, fps=1373 images/s, loss=0.2563, top1-acc=91.27%, top5-acc=99.78%, remaining_time=0:00:16.308266, arrival_time=2021-04-10 01:54:27.179131, cost_time=0:00:20.859460 2021-04-10 01:54:12,750 INFO : TRAIN, epoch=0050, iter=00120/00196, fetch data time cost=1.56ms, fps=1363 images/s, loss=0.2568, top1-acc=91.32%, top5-acc=99.77%, remaining_time=0:00:14.401164, arrival_time=2021-04-10 01:54:27.151116, cost_time=0:00:22.738643 2021-04-10 01:54:14,632 INFO : TRAIN, epoch=0050, iter=00130/00196, fetch data time cost=1.90ms, fps=1360 images/s, loss=0.2557, top1-acc=91.33%, top5-acc=99.78%, remaining_time=0:00:12.500202, arrival_time=2021-04-10 01:54:27.133077, cost_time=0:00:24.621625 2021-04-10 01:54:16,499 INFO : TRAIN, epoch=0050, iter=00140/00196, fetch data time cost=1.55ms, fps=1372 images/s, loss=0.2564, top1-acc=91.31%, top5-acc=99.79%, remaining_time=0:00:10.595032, arrival_time=2021-04-10 01:54:27.094055, cost_time=0:00:26.487623 2021-04-10 01:54:18,362 INFO : TRAIN, epoch=0050, iter=00150/00196, fetch data time cost=2.04ms, fps=1374 images/s, loss=0.2571, top1-acc=91.23%, top5-acc=99.79%, remaining_time=0:00:08.694322, arrival_time=2021-04-10 01:54:27.056763, cost_time=0:00:28.351117 2021-04-10 01:54:20,228 INFO : TRAIN, epoch=0050, iter=00160/00196, fetch data time cost=1.48ms, fps=1372 images/s, loss=0.2581, top1-acc=91.19%, top5-acc=99.78%, remaining_time=0:00:06.798852, arrival_time=2021-04-10 01:54:27.027320, cost_time=0:00:30.217185 2021-04-10 01:54:22,126 INFO : TRAIN, epoch=0050, iter=00170/00196, fetch data time cost=1.45ms, fps=1349 images/s, loss=0.2591, top1-acc=91.13%, top5-acc=99.78%, remaining_time=0:00:04.911660, arrival_time=2021-04-10 01:54:27.037754, cost_time=0:00:32.114749 2021-04-10 01:54:24,000 INFO : TRAIN, epoch=0050, iter=00180/00196, fetch data time cost=2.39ms, fps=1366 images/s, loss=0.2596, top1-acc=91.12%, top5-acc=99.78%, remaining_time=0:00:03.021264, arrival_time=2021-04-10 01:54:27.021725, cost_time=0:00:33.989157 2021-04-10 01:54:25,872 INFO : TRAIN, epoch=0050, iter=00190/00196, fetch data time cost=1.53ms, fps=1368 images/s, loss=0.2590, top1-acc=91.15%, top5-acc=99.78%, remaining_time=0:00:01.132464, arrival_time=2021-04-10 01:54:27.005020, cost_time=0:00:35.861305 2021-04-10 01:54:26,876 INFO : TRAIN, epoch=0050, iter=00196/00196, fetch data time cost=1.42ms, fps=1355 images/s, loss=0.2587, top1-acc=91.15%, top5-acc=99.78%, remaining_time=0:00:00, arrival_time=2021-04-10 01:54:26.876433, cost_time=0:00:36.865186 2021-04-10 01:54:27,329 INFO : EVAL, epoch=0050, iter=00010/00040, fetch data time cost=2.08ms, fps=5674 images/s, loss=0.5311, top1-acc=82.77%, top5-acc=98.83%, remaining_time=0:00:01.353570, arrival_time=2021-04-10 01:54:28.682880, cost_time=0:00:00.451189 2021-04-10 01:54:27,698 INFO : EVAL, epoch=0050, iter=00020/00040, fetch data time cost=0.44ms, fps=6941 images/s, loss=0.5584, top1-acc=82.38%, top5-acc=98.93%, remaining_time=0:00:00.820460, arrival_time=2021-04-10 01:54:28.519067, cost_time=0:00:00.820469 2021-04-10 01:54:28,065 INFO : EVAL, epoch=0050, iter=00030/00040, fetch data time cost=2.15ms, fps=6984 images/s, loss=0.5704, top1-acc=81.91%, top5-acc=98.87%, remaining_time=0:00:00.395840, arrival_time=2021-04-10 01:54:28.461494, cost_time=0:00:01.187530 2021-04-10 01:54:28,414 INFO : EVAL, epoch=0050, iter=00040/00040, fetch data time cost=0.08ms, fps=6672 images/s, loss=0.5666, top1-acc=82.20%, top5-acc=99.02%, remaining_time=0:00:00, arrival_time=2021-04-10 01:54:28.413965, cost_time=0:00:01.535771 2021-04-10 01:54:28,506 INFO : Epoch=0050 complete, best val top1-acc=85.27%, top5-acc=99.47% (epoch=43), remaining_time=1:36:39.552600, arrival_time=2021-04-10 03:31:08.059027, cost_time=0:32:13.184201 2021-04-10 01:54:28,508 INFO : Train start, epoch=0051, lr=0.085355 2021-04-10 01:54:30,569 INFO : TRAIN, epoch=0051, iter=00010/00196, fetch data time cost=1.66ms, fps=1242 images/s, loss=0.2387, top1-acc=91.37%, top5-acc=99.88%, remaining_time=0:00:38.324370, arrival_time=2021-04-10 01:55:08.893312, cost_time=0:00:02.060451 2021-04-10 01:54:32,474 INFO : TRAIN, epoch=0051, iter=00020/00196, fetch data time cost=1.86ms, fps=1344 images/s, loss=0.2538, top1-acc=90.86%, top5-acc=99.90%, remaining_time=0:00:34.897808, arrival_time=2021-04-10 01:55:07.371872, cost_time=0:00:03.965664 2021-04-10 01:54:34,349 INFO : TRAIN, epoch=0051, iter=00030/00196, fetch data time cost=1.93ms, fps=1365 images/s, loss=0.2488, top1-acc=91.13%, top5-acc=99.91%, remaining_time=0:00:32.322856, arrival_time=2021-04-10 01:55:06.672732, cost_time=0:00:05.841467 2021-04-10 01:54:36,218 INFO : TRAIN, epoch=0051, iter=00040/00196, fetch data time cost=1.47ms, fps=1370 images/s, loss=0.2441, top1-acc=91.39%, top5-acc=99.89%, remaining_time=0:00:30.070560, arrival_time=2021-04-10 01:55:06.289344, cost_time=0:00:07.710388 2021-04-10 01:54:38,102 INFO : TRAIN, epoch=0051, iter=00050/00196, fetch data time cost=2.13ms, fps=1360 images/s, loss=0.2430, top1-acc=91.40%, top5-acc=99.88%, remaining_time=0:00:28.014334, arrival_time=2021-04-10 01:55:06.116738, cost_time=0:00:09.593943 2021-04-10 01:54:39,985 INFO : TRAIN, epoch=0051, iter=00060/00196, fetch data time cost=4.36ms, fps=1360 images/s, loss=0.2469, top1-acc=91.22%, top5-acc=99.88%, remaining_time=0:00:26.014760, arrival_time=2021-04-10 01:55:06.000341, cost_time=0:00:11.477111 2021-04-10 01:54:41,864 INFO : TRAIN, epoch=0051, iter=00070/00196, fetch data time cost=1.40ms, fps=1363 images/s, loss=0.2484, top1-acc=91.27%, top5-acc=99.85%, remaining_time=0:00:24.040296, arrival_time=2021-04-10 01:55:05.904424, cost_time=0:00:13.355712 2021-04-10 01:54:43,741 INFO : TRAIN, epoch=0051, iter=00080/00196, fetch data time cost=1.81ms, fps=1364 images/s, loss=0.2489, top1-acc=91.27%, top5-acc=99.85%, remaining_time=0:00:22.087792, arrival_time=2021-04-10 01:55:05.829170, cost_time=0:00:15.232935 2021-04-10 01:54:45,612 INFO : TRAIN, epoch=0051, iter=00090/00196, fetch data time cost=1.81ms, fps=1368 images/s, loss=0.2514, top1-acc=91.15%, top5-acc=99.84%, remaining_time=0:00:20.145300, arrival_time=2021-04-10 01:55:05.758171, cost_time=0:00:17.104485 2021-04-10 01:54:47,482 INFO : TRAIN, epoch=0051, iter=00100/00196, fetch data time cost=1.36ms, fps=1370 images/s, loss=0.2514, top1-acc=91.16%, top5-acc=99.84%, remaining_time=0:00:18.215136, arrival_time=2021-04-10 01:55:05.697516, cost_time=0:00:18.974063 2021-04-10 01:54:49,367 INFO : TRAIN, epoch=0051, iter=00110/00196, fetch data time cost=1.50ms, fps=1358 images/s, loss=0.2505, top1-acc=91.20%, top5-acc=99.84%, remaining_time=0:00:16.308008, arrival_time=2021-04-10 01:55:05.675442, cost_time=0:00:20.859038 2021-04-10 01:54:51,240 INFO : TRAIN, epoch=0051, iter=00120/00196, fetch data time cost=1.93ms, fps=1367 images/s, loss=0.2521, top1-acc=91.14%, top5-acc=99.82%, remaining_time=0:00:14.396756, arrival_time=2021-04-10 01:55:05.636779, cost_time=0:00:22.731709 2021-04-10 01:54:53,109 INFO : TRAIN, epoch=0051, iter=00130/00196, fetch data time cost=1.47ms, fps=1370 images/s, loss=0.2527, top1-acc=91.15%, top5-acc=99.82%, remaining_time=0:00:12.489840, arrival_time=2021-04-10 01:55:05.599562, cost_time=0:00:24.601239 2021-04-10 01:54:54,974 INFO : TRAIN, epoch=0051, iter=00140/00196, fetch data time cost=1.56ms, fps=1373 images/s, loss=0.2528, top1-acc=91.17%, top5-acc=99.82%, remaining_time=0:00:10.586464, arrival_time=2021-04-10 01:55:05.560952, cost_time=0:00:26.466143 2021-04-10 01:54:56,838 INFO : TRAIN, epoch=0051, iter=00150/00196, fetch data time cost=1.48ms, fps=1374 images/s, loss=0.2527, top1-acc=91.17%, top5-acc=99.82%, remaining_time=0:00:08.687974, arrival_time=2021-04-10 01:55:05.526703, cost_time=0:00:28.330303 2021-04-10 01:54:58,702 INFO : TRAIN, epoch=0051, iter=00160/00196, fetch data time cost=2.00ms, fps=1374 images/s, loss=0.2524, top1-acc=91.20%, top5-acc=99.83%, remaining_time=0:00:06.793668, arrival_time=2021-04-10 01:55:05.496074, cost_time=0:00:30.194038 2021-04-10 01:55:00,578 INFO : TRAIN, epoch=0051, iter=00170/00196, fetch data time cost=2.00ms, fps=1365 images/s, loss=0.2530, top1-acc=91.17%, top5-acc=99.83%, remaining_time=0:00:04.904900, arrival_time=2021-04-10 01:55:05.483837, cost_time=0:00:32.070572 2021-04-10 01:55:02,438 INFO : TRAIN, epoch=0051, iter=00180/00196, fetch data time cost=1.53ms, fps=1377 images/s, loss=0.2538, top1-acc=91.13%, top5-acc=99.82%, remaining_time=0:00:03.016000, arrival_time=2021-04-10 01:55:05.454259, cost_time=0:00:33.929916 2021-04-10 01:55:04,307 INFO : TRAIN, epoch=0051, iter=00190/00196, fetch data time cost=1.53ms, fps=1370 images/s, loss=0.2552, top1-acc=91.09%, top5-acc=99.82%, remaining_time=0:00:01.130484, arrival_time=2021-04-10 01:55:05.437530, cost_time=0:00:35.798690 2021-04-10 01:55:05,314 INFO : TRAIN, epoch=0051, iter=00196/00196, fetch data time cost=1.37ms, fps=1350 images/s, loss=0.2556, top1-acc=91.08%, top5-acc=99.82%, remaining_time=0:00:00, arrival_time=2021-04-10 01:55:05.314825, cost_time=0:00:36.806457 2021-04-10 01:55:05,796 INFO : EVAL, epoch=0051, iter=00010/00040, fetch data time cost=1.89ms, fps=5347 images/s, loss=0.4930, top1-acc=84.53%, top5-acc=99.37%, remaining_time=0:00:01.436220, arrival_time=2021-04-10 01:55:07.232412, cost_time=0:00:00.478735 2021-04-10 01:55:06,158 INFO : EVAL, epoch=0051, iter=00020/00040, fetch data time cost=1.38ms, fps=7080 images/s, loss=0.5026, top1-acc=84.14%, top5-acc=99.14%, remaining_time=0:00:00.840820, arrival_time=2021-04-10 01:55:06.999309, cost_time=0:00:00.840823 2021-04-10 01:55:06,524 INFO : EVAL, epoch=0051, iter=00030/00040, fetch data time cost=2.50ms, fps=7012 images/s, loss=0.4961, top1-acc=84.43%, top5-acc=99.14%, remaining_time=0:00:00.402270, arrival_time=2021-04-10 01:55:06.926511, cost_time=0:00:01.206817 2021-04-10 01:55:06,869 INFO : EVAL, epoch=0051, iter=00040/00040, fetch data time cost=0.09ms, fps=6733 images/s, loss=0.4866, top1-acc=84.48%, top5-acc=99.09%, remaining_time=0:00:00, arrival_time=2021-04-10 01:55:06.869191, cost_time=0:00:01.551754 2021-04-10 01:55:06,965 INFO : Epoch=0051 complete, best val top1-acc=85.27%, top5-acc=99.47% (epoch=43), remaining_time=1:36:00.290383, arrival_time=2021-04-10 03:31:07.255639, cost_time=0:32:51.643014 2021-04-10 01:55:06,967 INFO : Train start, epoch=0052, lr=0.084796 2021-04-10 01:55:09,075 INFO : TRAIN, epoch=0052, iter=00010/00196, fetch data time cost=2.40ms, fps=1214 images/s, loss=0.2406, top1-acc=92.03%, top5-acc=99.77%, remaining_time=0:00:39.214752, arrival_time=2021-04-10 01:55:48.290413, cost_time=0:00:02.108316 2021-04-10 01:55:10,942 INFO : TRAIN, epoch=0052, iter=00020/00196, fetch data time cost=2.22ms, fps=1372 images/s, loss=0.2394, top1-acc=91.72%, top5-acc=99.77%, remaining_time=0:00:34.980880, arrival_time=2021-04-10 01:55:45.923335, cost_time=0:00:03.975099 2021-04-10 01:55:12,811 INFO : TRAIN, epoch=0052, iter=00030/00196, fetch data time cost=1.38ms, fps=1370 images/s, loss=0.2458, top1-acc=91.55%, top5-acc=99.78%, remaining_time=0:00:32.338294, arrival_time=2021-04-10 01:55:45.149849, cost_time=0:00:05.844268 2021-04-10 01:55:14,715 INFO : TRAIN, epoch=0052, iter=00040/00196, fetch data time cost=1.54ms, fps=1345 images/s, loss=0.2444, top1-acc=91.61%, top5-acc=99.79%, remaining_time=0:00:30.219384, arrival_time=2021-04-10 01:55:44.935242, cost_time=0:00:07.748571 2021-04-10 01:55:16,578 INFO : TRAIN, epoch=0052, iter=00050/00196, fetch data time cost=2.23ms, fps=1375 images/s, loss=0.2396, top1-acc=91.73%, top5-acc=99.81%, remaining_time=0:00:28.065726, arrival_time=2021-04-10 01:55:44.644565, cost_time=0:00:09.611555 2021-04-10 01:55:18,462 INFO : TRAIN, epoch=0052, iter=00060/00196, fetch data time cost=2.75ms, fps=1359 images/s, loss=0.2354, top1-acc=91.89%, top5-acc=99.82%, remaining_time=0:00:26.056104, arrival_time=2021-04-10 01:55:44.518696, cost_time=0:00:11.495345 2021-04-10 01:55:20,340 INFO : TRAIN, epoch=0052, iter=00070/00196, fetch data time cost=1.76ms, fps=1363 images/s, loss=0.2349, top1-acc=91.81%, top5-acc=99.82%, remaining_time=0:00:24.072300, arrival_time=2021-04-10 01:55:44.413055, cost_time=0:00:13.373476 2021-04-10 01:55:22,212 INFO : TRAIN, epoch=0052, iter=00080/00196, fetch data time cost=2.51ms, fps=1368 images/s, loss=0.2385, top1-acc=91.73%, top5-acc=99.82%, remaining_time=0:00:22.105540, arrival_time=2021-04-10 01:55:44.318030, cost_time=0:00:15.245170 2021-04-10 01:55:24,090 INFO : TRAIN, epoch=0052, iter=00090/00196, fetch data time cost=1.57ms, fps=1364 images/s, loss=0.2422, top1-acc=91.63%, top5-acc=99.80%, remaining_time=0:00:20.166818, arrival_time=2021-04-10 01:55:44.256832, cost_time=0:00:17.122761 2021-04-10 01:55:25,980 INFO : TRAIN, epoch=0052, iter=00100/00196, fetch data time cost=2.01ms, fps=1355 images/s, loss=0.2444, top1-acc=91.56%, top5-acc=99.81%, remaining_time=0:00:18.252480, arrival_time=2021-04-10 01:55:44.232866, cost_time=0:00:19.013028 2021-04-10 01:55:27,850 INFO : TRAIN, epoch=0052, iter=00110/00196, fetch data time cost=1.88ms, fps=1369 images/s, loss=0.2444, top1-acc=91.54%, top5-acc=99.81%, remaining_time=0:00:16.327014, arrival_time=2021-04-10 01:55:44.177602, cost_time=0:00:20.883347 2021-04-10 01:55:29,723 INFO : TRAIN, epoch=0052, iter=00120/00196, fetch data time cost=2.34ms, fps=1367 images/s, loss=0.2452, top1-acc=91.51%, top5-acc=99.81%, remaining_time=0:00:14.412184, arrival_time=2021-04-10 01:55:44.135622, cost_time=0:00:22.756119 2021-04-10 01:55:31,586 INFO : TRAIN, epoch=0052, iter=00130/00196, fetch data time cost=1.53ms, fps=1374 images/s, loss=0.2446, top1-acc=91.51%, top5-acc=99.80%, remaining_time=0:00:12.499080, arrival_time=2021-04-10 01:55:44.085739, cost_time=0:00:24.619355 2021-04-10 01:55:33,452 INFO : TRAIN, epoch=0052, iter=00140/00196, fetch data time cost=2.22ms, fps=1372 images/s, loss=0.2472, top1-acc=91.43%, top5-acc=99.79%, remaining_time=0:00:10.594192, arrival_time=2021-04-10 01:55:44.046885, cost_time=0:00:26.485437 2021-04-10 01:55:35,327 INFO : TRAIN, epoch=0052, iter=00150/00196, fetch data time cost=1.48ms, fps=1366 images/s, loss=0.2480, top1-acc=91.40%, top5-acc=99.79%, remaining_time=0:00:08.697128, arrival_time=2021-04-10 01:55:44.024717, cost_time=0:00:28.360242 2021-04-10 01:55:37,210 INFO : TRAIN, epoch=0052, iter=00160/00196, fetch data time cost=2.00ms, fps=1361 images/s, loss=0.2492, top1-acc=91.36%, top5-acc=99.79%, remaining_time=0:00:06.804612, arrival_time=2021-04-10 01:55:44.014594, cost_time=0:00:30.242712 2021-04-10 01:55:39,074 INFO : TRAIN, epoch=0052, iter=00170/00196, fetch data time cost=1.69ms, fps=1373 images/s, loss=0.2503, top1-acc=91.32%, top5-acc=99.79%, remaining_time=0:00:04.910568, arrival_time=2021-04-10 01:55:43.985303, cost_time=0:00:32.107551 2021-04-10 01:55:40,952 INFO : TRAIN, epoch=0052, iter=00180/00196, fetch data time cost=1.80ms, fps=1364 images/s, loss=0.2503, top1-acc=91.30%, top5-acc=99.80%, remaining_time=0:00:03.020928, arrival_time=2021-04-10 01:55:43.973615, cost_time=0:00:33.985382 2021-04-10 01:55:42,828 INFO : TRAIN, epoch=0052, iter=00190/00196, fetch data time cost=1.61ms, fps=1365 images/s, loss=0.2507, top1-acc=91.28%, top5-acc=99.80%, remaining_time=0:00:01.132464, arrival_time=2021-04-10 01:55:43.961075, cost_time=0:00:35.861339 2021-04-10 01:55:43,847 INFO : TRAIN, epoch=0052, iter=00196/00196, fetch data time cost=1.30ms, fps=1336 images/s, loss=0.2506, top1-acc=91.29%, top5-acc=99.80%, remaining_time=0:00:00, arrival_time=2021-04-10 01:55:43.846994, cost_time=0:00:36.879802 2021-04-10 01:55:44,315 INFO : EVAL, epoch=0052, iter=00010/00040, fetch data time cost=0.20ms, fps=5483 images/s, loss=0.6430, top1-acc=81.95%, top5-acc=98.79%, remaining_time=0:00:01.400610, arrival_time=2021-04-10 01:55:45.716144, cost_time=0:00:00.466871 2021-04-10 01:55:44,680 INFO : EVAL, epoch=0052, iter=00020/00040, fetch data time cost=1.31ms, fps=7039 images/s, loss=0.6218, top1-acc=82.05%, top5-acc=98.71%, remaining_time=0:00:00.831320, arrival_time=2021-04-10 01:55:45.511335, cost_time=0:00:00.831324 2021-04-10 01:55:45,049 INFO : EVAL, epoch=0052, iter=00030/00040, fetch data time cost=1.78ms, fps=6938 images/s, loss=0.6078, top1-acc=82.43%, top5-acc=98.68%, remaining_time=0:00:00.400280, arrival_time=2021-04-10 01:55:45.449802, cost_time=0:00:01.200829 2021-04-10 01:55:45,388 INFO : EVAL, epoch=0052, iter=00040/00040, fetch data time cost=0.08ms, fps=6860 images/s, loss=0.6145, top1-acc=82.31%, top5-acc=98.73%, remaining_time=0:00:00, arrival_time=2021-04-10 01:55:45.388178, cost_time=0:00:01.539574 2021-04-10 01:55:45,472 INFO : Epoch=0052 complete, best val top1-acc=85.27%, top5-acc=99.47% (epoch=43), remaining_time=1:35:21.196484, arrival_time=2021-04-10 03:31:06.668795, cost_time=0:33:30.150125 2021-04-10 01:55:45,474 INFO : Train start, epoch=0053, lr=0.084227 2021-04-10 01:55:47,529 INFO : TRAIN, epoch=0053, iter=00010/00196, fetch data time cost=2.56ms, fps=1246 images/s, loss=0.2366, top1-acc=91.80%, top5-acc=99.88%, remaining_time=0:00:38.206074, arrival_time=2021-04-10 01:56:25.734981, cost_time=0:00:02.054093 2021-04-10 01:55:49,393 INFO : TRAIN, epoch=0053, iter=00020/00196, fetch data time cost=1.67ms, fps=1373 images/s, loss=0.2404, top1-acc=91.82%, top5-acc=99.86%, remaining_time=0:00:34.486672, arrival_time=2021-04-10 01:56:23.880436, cost_time=0:00:03.918938 2021-04-10 01:55:51,271 INFO : TRAIN, epoch=0053, iter=00030/00196, fetch data time cost=1.76ms, fps=1364 images/s, loss=0.2472, top1-acc=91.59%, top5-acc=99.86%, remaining_time=0:00:32.074686, arrival_time=2021-04-10 01:56:23.346169, cost_time=0:00:05.796641 2021-04-10 01:55:53,173 INFO : TRAIN, epoch=0053, iter=00040/00196, fetch data time cost=1.97ms, fps=1346 images/s, loss=0.2438, top1-acc=91.60%, top5-acc=99.83%, remaining_time=0:00:30.025476, arrival_time=2021-04-10 01:56:23.199150, cost_time=0:00:07.698839 2021-04-10 01:55:55,043 INFO : TRAIN, epoch=0053, iter=00050/00196, fetch data time cost=2.23ms, fps=1369 images/s, loss=0.2478, top1-acc=91.51%, top5-acc=99.81%, remaining_time=0:00:27.941626, arrival_time=2021-04-10 01:56:22.985443, cost_time=0:00:09.569041 2021-04-10 01:55:56,920 INFO : TRAIN, epoch=0053, iter=00060/00196, fetch data time cost=1.88ms, fps=1365 images/s, loss=0.2490, top1-acc=91.57%, top5-acc=99.79%, remaining_time=0:00:25.943360, arrival_time=2021-04-10 01:56:22.863809, cost_time=0:00:11.445588 2021-04-10 01:55:58,793 INFO : TRAIN, epoch=0053, iter=00070/00196, fetch data time cost=2.04ms, fps=1368 images/s, loss=0.2508, top1-acc=91.45%, top5-acc=99.80%, remaining_time=0:00:23.973264, arrival_time=2021-04-10 01:56:22.766500, cost_time=0:00:13.318510 2021-04-10 01:56:00,670 INFO : TRAIN, epoch=0053, iter=00080/00196, fetch data time cost=1.72ms, fps=1364 images/s, loss=0.2517, top1-acc=91.43%, top5-acc=99.79%, remaining_time=0:00:22.031184, arrival_time=2021-04-10 01:56:22.701726, cost_time=0:00:15.193952 2021-04-10 01:56:02,535 INFO : TRAIN, epoch=0053, iter=00090/00196, fetch data time cost=1.99ms, fps=1373 images/s, loss=0.2499, top1-acc=91.42%, top5-acc=99.81%, remaining_time=0:00:20.093678, arrival_time=2021-04-10 01:56:22.629196, cost_time=0:00:17.060661 2021-04-10 01:56:04,412 INFO : TRAIN, epoch=0053, iter=00100/00196, fetch data time cost=1.88ms, fps=1364 images/s, loss=0.2504, top1-acc=91.33%, top5-acc=99.82%, remaining_time=0:00:18.180480, arrival_time=2021-04-10 01:56:22.593252, cost_time=0:00:18.938037 2021-04-10 01:56:06,292 INFO : TRAIN, epoch=0053, iter=00110/00196, fetch data time cost=1.85ms, fps=1362 images/s, loss=0.2516, top1-acc=91.25%, top5-acc=99.82%, remaining_time=0:00:16.276016, arrival_time=2021-04-10 01:56:22.568897, cost_time=0:00:20.818158 2021-04-10 01:56:08,167 INFO : TRAIN, epoch=0053, iter=00120/00196, fetch data time cost=1.89ms, fps=1366 images/s, loss=0.2524, top1-acc=91.24%, top5-acc=99.81%, remaining_time=0:00:14.371828, arrival_time=2021-04-10 01:56:22.539036, cost_time=0:00:22.692360 2021-04-10 01:56:10,041 INFO : TRAIN, epoch=0053, iter=00130/00196, fetch data time cost=1.92ms, fps=1366 images/s, loss=0.2521, top1-acc=91.27%, top5-acc=99.82%, remaining_time=0:00:12.472416, arrival_time=2021-04-10 01:56:22.514014, cost_time=0:00:24.566864 2021-04-10 01:56:11,915 INFO : TRAIN, epoch=0053, iter=00140/00196, fetch data time cost=1.90ms, fps=1366 images/s, loss=0.2520, top1-acc=91.29%, top5-acc=99.80%, remaining_time=0:00:10.576384, arrival_time=2021-04-10 01:56:22.492231, cost_time=0:00:26.441004 2021-04-10 01:56:13,797 INFO : TRAIN, epoch=0053, iter=00150/00196, fetch data time cost=1.99ms, fps=1361 images/s, loss=0.2520, top1-acc=91.27%, top5-acc=99.80%, remaining_time=0:00:08.685766, arrival_time=2021-04-10 01:56:22.483634, cost_time=0:00:28.323191 2021-04-10 01:56:15,672 INFO : TRAIN, epoch=0053, iter=00160/00196, fetch data time cost=1.41ms, fps=1366 images/s, loss=0.2528, top1-acc=91.23%, top5-acc=99.81%, remaining_time=0:00:06.794388, arrival_time=2021-04-10 01:56:22.466545, cost_time=0:00:30.197320 2021-04-10 01:56:17,563 INFO : TRAIN, epoch=0053, iter=00170/00196, fetch data time cost=1.79ms, fps=1355 images/s, loss=0.2524, top1-acc=91.24%, top5-acc=99.80%, remaining_time=0:00:04.907734, arrival_time=2021-04-10 01:56:22.471412, cost_time=0:00:32.088973 2021-04-10 01:56:19,454 INFO : TRAIN, epoch=0053, iter=00180/00196, fetch data time cost=2.74ms, fps=1354 images/s, loss=0.2519, top1-acc=91.28%, top5-acc=99.79%, remaining_time=0:00:03.020432, arrival_time=2021-04-10 01:56:22.475225, cost_time=0:00:33.979948 2021-04-10 01:56:21,328 INFO : TRAIN, epoch=0053, iter=00190/00196, fetch data time cost=1.83ms, fps=1367 images/s, loss=0.2528, top1-acc=91.25%, top5-acc=99.79%, remaining_time=0:00:01.132224, arrival_time=2021-04-10 01:56:22.460866, cost_time=0:00:35.853855 2021-04-10 01:56:22,334 INFO : TRAIN, epoch=0053, iter=00196/00196, fetch data time cost=1.34ms, fps=1353 images/s, loss=0.2535, top1-acc=91.25%, top5-acc=99.79%, remaining_time=0:00:00, arrival_time=2021-04-10 01:56:22.334425, cost_time=0:00:36.859705 2021-04-10 01:56:22,799 INFO : EVAL, epoch=0053, iter=00010/00040, fetch data time cost=0.42ms, fps=5523 images/s, loss=0.7115, top1-acc=79.37%, top5-acc=99.06%, remaining_time=0:00:01.390620, arrival_time=2021-04-10 01:56:24.190531, cost_time=0:00:00.463535 2021-04-10 01:56:23,171 INFO : EVAL, epoch=0053, iter=00020/00040, fetch data time cost=2.30ms, fps=6905 images/s, loss=0.7122, top1-acc=79.55%, top5-acc=99.02%, remaining_time=0:00:00.834720, arrival_time=2021-04-10 01:56:24.005979, cost_time=0:00:00.834722 2021-04-10 01:56:23,552 INFO : EVAL, epoch=0053, iter=00030/00040, fetch data time cost=2.05ms, fps=6738 images/s, loss=0.6981, top1-acc=80.27%, top5-acc=99.02%, remaining_time=0:00:00.405190, arrival_time=2021-04-10 01:56:23.957169, cost_time=0:00:01.215579 2021-04-10 01:56:23,904 INFO : EVAL, epoch=0053, iter=00040/00040, fetch data time cost=0.13ms, fps=6598 images/s, loss=0.6988, top1-acc=80.30%, top5-acc=99.08%, remaining_time=0:00:00, arrival_time=2021-04-10 01:56:23.904093, cost_time=0:00:01.567724 2021-04-10 01:56:24,033 INFO : Epoch=0053 complete, best val top1-acc=85.27%, top5-acc=99.47% (epoch=43), remaining_time=1:34:42.275445, arrival_time=2021-04-10 03:31:06.309219, cost_time=0:34:08.711559 2021-04-10 01:56:24,034 INFO : Train start, epoch=0054, lr=0.083651 2021-04-10 01:56:26,141 INFO : TRAIN, epoch=0054, iter=00010/00196, fetch data time cost=0.48ms, fps=1215 images/s, loss=0.2562, top1-acc=91.64%, top5-acc=99.84%, remaining_time=0:00:39.174018, arrival_time=2021-04-10 01:57:05.315358, cost_time=0:00:02.106127 2021-04-10 01:56:28,015 INFO : TRAIN, epoch=0054, iter=00020/00196, fetch data time cost=1.51ms, fps=1366 images/s, loss=0.2553, top1-acc=91.23%, top5-acc=99.80%, remaining_time=0:00:35.028576, arrival_time=2021-04-10 01:57:03.044391, cost_time=0:00:03.980528 2021-04-10 01:56:29,905 INFO : TRAIN, epoch=0054, iter=00030/00196, fetch data time cost=1.58ms, fps=1355 images/s, loss=0.2559, top1-acc=91.04%, top5-acc=99.71%, remaining_time=0:00:32.482382, arrival_time=2021-04-10 01:57:02.387805, cost_time=0:00:05.870309 2021-04-10 01:56:31,777 INFO : TRAIN, epoch=0054, iter=00040/00196, fetch data time cost=1.90ms, fps=1368 images/s, loss=0.2559, top1-acc=91.20%, top5-acc=99.74%, remaining_time=0:00:30.192864, arrival_time=2021-04-10 01:57:01.969808, cost_time=0:00:07.741766 2021-04-10 01:56:33,651 INFO : TRAIN, epoch=0054, iter=00050/00196, fetch data time cost=1.53ms, fps=1366 images/s, loss=0.2522, top1-acc=91.23%, top5-acc=99.78%, remaining_time=0:00:28.080034, arrival_time=2021-04-10 01:57:01.731585, cost_time=0:00:09.616442 2021-04-10 01:56:35,524 INFO : TRAIN, epoch=0054, iter=00060/00196, fetch data time cost=2.68ms, fps=1367 images/s, loss=0.2485, top1-acc=91.42%, top5-acc=99.79%, remaining_time=0:00:26.042232, arrival_time=2021-04-10 01:57:01.566634, cost_time=0:00:11.489215 2021-04-10 01:56:37,405 INFO : TRAIN, epoch=0054, iter=00070/00196, fetch data time cost=1.40ms, fps=1362 images/s, loss=0.2468, top1-acc=91.50%, top5-acc=99.79%, remaining_time=0:00:24.065622, arrival_time=2021-04-10 01:57:01.470580, cost_time=0:00:13.369809 2021-04-10 01:56:39,282 INFO : TRAIN, epoch=0054, iter=00080/00196, fetch data time cost=2.29ms, fps=1364 images/s, loss=0.2454, top1-acc=91.57%, top5-acc=99.81%, remaining_time=0:00:22.108672, arrival_time=2021-04-10 01:57:01.391091, cost_time=0:00:15.247355 2021-04-10 01:56:41,152 INFO : TRAIN, epoch=0054, iter=00090/00196, fetch data time cost=1.48ms, fps=1370 images/s, loss=0.2487, top1-acc=91.44%, top5-acc=99.81%, remaining_time=0:00:20.160034, arrival_time=2021-04-10 01:57:01.312190, cost_time=0:00:17.117051 2021-04-10 01:56:43,032 INFO : TRAIN, epoch=0054, iter=00100/00196, fetch data time cost=1.60ms, fps=1362 images/s, loss=0.2486, top1-acc=91.43%, top5-acc=99.81%, remaining_time=0:00:18.236928, arrival_time=2021-04-10 01:57:01.268839, cost_time=0:00:18.996785 2021-04-10 01:56:44,902 INFO : TRAIN, epoch=0054, iter=00110/00196, fetch data time cost=1.84ms, fps=1369 images/s, loss=0.2489, top1-acc=91.39%, top5-acc=99.80%, remaining_time=0:00:16.314200, arrival_time=2021-04-10 01:57:01.216325, cost_time=0:00:20.866988 2021-04-10 01:56:46,772 INFO : TRAIN, epoch=0054, iter=00120/00196, fetch data time cost=1.76ms, fps=1369 images/s, loss=0.2505, top1-acc=91.36%, top5-acc=99.79%, remaining_time=0:00:14.400176, arrival_time=2021-04-10 01:57:01.172506, cost_time=0:00:22.737090 2021-04-10 01:56:48,646 INFO : TRAIN, epoch=0054, iter=00130/00196, fetch data time cost=1.77ms, fps=1367 images/s, loss=0.2494, top1-acc=91.36%, top5-acc=99.80%, remaining_time=0:00:12.494724, arrival_time=2021-04-10 01:57:01.140716, cost_time=0:00:24.610766 2021-04-10 01:56:50,524 INFO : TRAIN, epoch=0054, iter=00140/00196, fetch data time cost=1.58ms, fps=1364 images/s, loss=0.2482, top1-acc=91.40%, top5-acc=99.80%, remaining_time=0:00:10.595592, arrival_time=2021-04-10 01:57:01.119727, cost_time=0:00:26.488965 2021-04-10 01:56:52,386 INFO : TRAIN, epoch=0054, iter=00150/00196, fetch data time cost=1.86ms, fps=1375 images/s, loss=0.2467, top1-acc=91.48%, top5-acc=99.80%, remaining_time=0:00:08.694368, arrival_time=2021-04-10 01:57:01.080652, cost_time=0:00:28.351146 2021-04-10 01:56:54,265 INFO : TRAIN, epoch=0054, iter=00160/00196, fetch data time cost=1.89ms, fps=1363 images/s, loss=0.2475, top1-acc=91.45%, top5-acc=99.78%, remaining_time=0:00:06.801876, arrival_time=2021-04-10 01:57:01.067516, cost_time=0:00:30.230589 2021-04-10 01:56:56,164 INFO : TRAIN, epoch=0054, iter=00170/00196, fetch data time cost=1.78ms, fps=1349 images/s, loss=0.2483, top1-acc=91.43%, top5-acc=99.79%, remaining_time=0:00:04.913922, arrival_time=2021-04-10 01:57:01.078647, cost_time=0:00:32.129528 2021-04-10 01:56:58,051 INFO : TRAIN, epoch=0054, iter=00180/00196, fetch data time cost=1.40ms, fps=1358 images/s, loss=0.2493, top1-acc=91.39%, top5-acc=99.79%, remaining_time=0:00:03.023648, arrival_time=2021-04-10 01:57:01.074856, cost_time=0:00:34.015977 2021-04-10 01:56:59,923 INFO : TRAIN, epoch=0054, iter=00190/00196, fetch data time cost=1.82ms, fps=1368 images/s, loss=0.2500, top1-acc=91.36%, top5-acc=99.79%, remaining_time=0:00:01.133322, arrival_time=2021-04-10 01:57:01.057044, cost_time=0:00:35.888620 2021-04-10 01:57:00,962 INFO : TRAIN, epoch=0054, iter=00196/00196, fetch data time cost=1.81ms, fps=1310 images/s, loss=0.2494, top1-acc=91.39%, top5-acc=99.79%, remaining_time=0:00:00, arrival_time=2021-04-10 01:57:00.962669, cost_time=0:00:36.927598 2021-04-10 01:57:01,453 INFO : EVAL, epoch=0054, iter=00010/00040, fetch data time cost=0.45ms, fps=5241 images/s, loss=0.6374, top1-acc=80.90%, top5-acc=98.48%, remaining_time=0:00:01.465350, arrival_time=2021-04-10 01:57:02.919078, cost_time=0:00:00.488446 2021-04-10 01:57:01,827 INFO : EVAL, epoch=0054, iter=00020/00040, fetch data time cost=0.46ms, fps=6865 images/s, loss=0.5965, top1-acc=81.70%, top5-acc=98.85%, remaining_time=0:00:00.861760, arrival_time=2021-04-10 01:57:02.688931, cost_time=0:00:00.861766 2021-04-10 01:57:02,236 INFO : EVAL, epoch=0054, iter=00030/00040, fetch data time cost=2.42ms, fps=6262 images/s, loss=0.5962, top1-acc=81.47%, top5-acc=98.85%, remaining_time=0:00:00.423760, arrival_time=2021-04-10 01:57:02.660380, cost_time=0:00:01.271276 2021-04-10 01:57:02,600 INFO : EVAL, epoch=0054, iter=00040/00040, fetch data time cost=0.12ms, fps=6388 images/s, loss=0.5954, top1-acc=81.53%, top5-acc=98.82%, remaining_time=0:00:00, arrival_time=2021-04-10 01:57:02.600370, cost_time=0:00:01.635076 2021-04-10 01:57:02,721 INFO : Epoch=0054 complete, best val top1-acc=85.27%, top5-acc=99.47% (epoch=43), remaining_time=1:34:03.709716, arrival_time=2021-04-10 03:31:06.431451, cost_time=0:34:47.399505 2021-04-10 01:57:02,723 INFO : Train start, epoch=0055, lr=0.083066 2021-04-10 01:57:04,829 INFO : TRAIN, epoch=0055, iter=00010/00196, fetch data time cost=1.99ms, fps=1216 images/s, loss=0.2342, top1-acc=92.07%, top5-acc=99.92%, remaining_time=0:00:39.166764, arrival_time=2021-04-10 01:57:43.996268, cost_time=0:00:02.105745 2021-04-10 01:57:06,716 INFO : TRAIN, epoch=0055, iter=00020/00196, fetch data time cost=2.49ms, fps=1357 images/s, loss=0.2389, top1-acc=91.91%, top5-acc=99.90%, remaining_time=0:00:35.138928, arrival_time=2021-04-10 01:57:41.855793, cost_time=0:00:03.993052 2021-04-10 01:57:08,595 INFO : TRAIN, epoch=0055, iter=00030/00196, fetch data time cost=2.02ms, fps=1363 images/s, loss=0.2467, top1-acc=91.50%, top5-acc=99.86%, remaining_time=0:00:32.490516, arrival_time=2021-04-10 01:57:41.086018, cost_time=0:00:05.871771 2021-04-10 01:57:10,463 INFO : TRAIN, epoch=0055, iter=00040/00196, fetch data time cost=1.89ms, fps=1371 images/s, loss=0.2430, top1-acc=91.48%, top5-acc=99.86%, remaining_time=0:00:30.184128, arrival_time=2021-04-10 01:57:40.647286, cost_time=0:00:07.739510 2021-04-10 01:57:12,334 INFO : TRAIN, epoch=0055, iter=00050/00196, fetch data time cost=2.11ms, fps=1368 images/s, loss=0.2448, top1-acc=91.37%, top5-acc=99.86%, remaining_time=0:00:28.064704, arrival_time=2021-04-10 01:57:40.399573, cost_time=0:00:09.611176 2021-04-10 01:57:14,199 INFO : TRAIN, epoch=0055, iter=00060/00196, fetch data time cost=1.62ms, fps=1373 images/s, loss=0.2405, top1-acc=91.56%, top5-acc=99.85%, remaining_time=0:00:26.011496, arrival_time=2021-04-10 01:57:40.210971, cost_time=0:00:11.475672 2021-04-10 01:57:16,074 INFO : TRAIN, epoch=0055, iter=00070/00196, fetch data time cost=1.59ms, fps=1366 images/s, loss=0.2416, top1-acc=91.62%, top5-acc=99.85%, remaining_time=0:00:24.031728, arrival_time=2021-04-10 01:57:40.106400, cost_time=0:00:13.350958 2021-04-10 01:57:17,942 INFO : TRAIN, epoch=0055, iter=00080/00196, fetch data time cost=6.10ms, fps=1371 images/s, loss=0.2442, top1-acc=91.56%, top5-acc=99.85%, remaining_time=0:00:22.066912, arrival_time=2021-04-10 01:57:40.009262, cost_time=0:00:15.218547 2021-04-10 01:57:19,820 INFO : TRAIN, epoch=0055, iter=00090/00196, fetch data time cost=2.01ms, fps=1363 images/s, loss=0.2402, top1-acc=91.69%, top5-acc=99.86%, remaining_time=0:00:20.136502, arrival_time=2021-04-10 01:57:39.957249, cost_time=0:00:17.097027 2021-04-10 01:57:21,697 INFO : TRAIN, epoch=0055, iter=00100/00196, fetch data time cost=1.43ms, fps=1365 images/s, loss=0.2404, top1-acc=91.65%, top5-acc=99.86%, remaining_time=0:00:18.214176, arrival_time=2021-04-10 01:57:39.911122, cost_time=0:00:18.973149 2021-04-10 01:57:23,572 INFO : TRAIN, epoch=0055, iter=00110/00196, fetch data time cost=2.08ms, fps=1366 images/s, loss=0.2414, top1-acc=91.63%, top5-acc=99.84%, remaining_time=0:00:16.299666, arrival_time=2021-04-10 01:57:39.871677, cost_time=0:00:20.848367 2021-04-10 01:57:25,442 INFO : TRAIN, epoch=0055, iter=00120/00196, fetch data time cost=2.51ms, fps=1369 images/s, loss=0.2445, top1-acc=91.56%, top5-acc=99.82%, remaining_time=0:00:14.388548, arrival_time=2021-04-10 01:57:39.831110, cost_time=0:00:22.718778 2021-04-10 01:57:27,308 INFO : TRAIN, epoch=0055, iter=00130/00196, fetch data time cost=1.79ms, fps=1373 images/s, loss=0.2449, top1-acc=91.53%, top5-acc=99.81%, remaining_time=0:00:12.481326, arrival_time=2021-04-10 01:57:39.789463, cost_time=0:00:24.584474 2021-04-10 01:57:29,197 INFO : TRAIN, epoch=0055, iter=00140/00196, fetch data time cost=1.39ms, fps=1355 images/s, loss=0.2460, top1-acc=91.48%, top5-acc=99.80%, remaining_time=0:00:10.589432, arrival_time=2021-04-10 01:57:39.786788, cost_time=0:00:26.473634 2021-04-10 01:57:31,066 INFO : TRAIN, epoch=0055, iter=00150/00196, fetch data time cost=1.77ms, fps=1370 images/s, loss=0.2464, top1-acc=91.45%, top5-acc=99.80%, remaining_time=0:00:08.691746, arrival_time=2021-04-10 01:57:39.758051, cost_time=0:00:28.342593 2021-04-10 01:57:32,936 INFO : TRAIN, epoch=0055, iter=00160/00196, fetch data time cost=2.32ms, fps=1370 images/s, loss=0.2461, top1-acc=91.43%, top5-acc=99.80%, remaining_time=0:00:06.797808, arrival_time=2021-04-10 01:57:39.733935, cost_time=0:00:30.212442 2021-04-10 01:57:34,805 INFO : TRAIN, epoch=0055, iter=00170/00196, fetch data time cost=1.89ms, fps=1370 images/s, loss=0.2459, top1-acc=91.43%, top5-acc=99.80%, remaining_time=0:00:04.906564, arrival_time=2021-04-10 01:57:39.711775, cost_time=0:00:32.081423 2021-04-10 01:57:36,674 INFO : TRAIN, epoch=0055, iter=00180/00196, fetch data time cost=1.36ms, fps=1370 images/s, loss=0.2469, top1-acc=91.41%, top5-acc=99.79%, remaining_time=0:00:03.017808, arrival_time=2021-04-10 01:57:39.691876, cost_time=0:00:33.950373 2021-04-10 01:57:38,539 INFO : TRAIN, epoch=0055, iter=00190/00196, fetch data time cost=1.62ms, fps=1373 images/s, loss=0.2467, top1-acc=91.42%, top5-acc=99.79%, remaining_time=0:00:01.131030, arrival_time=2021-04-10 01:57:39.670708, cost_time=0:00:35.816023 2021-04-10 01:57:39,555 INFO : TRAIN, epoch=0055, iter=00196/00196, fetch data time cost=1.96ms, fps=1340 images/s, loss=0.2466, top1-acc=91.41%, top5-acc=99.79%, remaining_time=0:00:00, arrival_time=2021-04-10 01:57:39.555389, cost_time=0:00:36.831657 2021-04-10 01:57:40,031 INFO : EVAL, epoch=0055, iter=00010/00040, fetch data time cost=0.30ms, fps=5404 images/s, loss=0.5747, top1-acc=82.50%, top5-acc=99.22%, remaining_time=0:00:01.421100, arrival_time=2021-04-10 01:57:41.452089, cost_time=0:00:00.473697 2021-04-10 01:57:40,395 INFO : EVAL, epoch=0055, iter=00020/00040, fetch data time cost=2.04ms, fps=7029 images/s, loss=0.5612, top1-acc=82.75%, top5-acc=99.22%, remaining_time=0:00:00.838400, arrival_time=2021-04-10 01:57:41.234119, cost_time=0:00:00.838399 2021-04-10 01:57:40,771 INFO : EVAL, epoch=0055, iter=00030/00040, fetch data time cost=1.95ms, fps=6829 images/s, loss=0.5549, top1-acc=82.68%, top5-acc=99.09%, remaining_time=0:00:00.404620, arrival_time=2021-04-10 01:57:41.175757, cost_time=0:00:01.213862 2021-04-10 01:57:41,129 INFO : EVAL, epoch=0055, iter=00040/00040, fetch data time cost=0.13ms, fps=6485 images/s, loss=0.5740, top1-acc=82.34%, top5-acc=99.16%, remaining_time=0:00:00, arrival_time=2021-04-10 01:57:41.129437, cost_time=0:00:01.572072 2021-04-10 01:57:41,235 INFO : Epoch=0055 complete, best val top1-acc=85.27%, top5-acc=99.47% (epoch=43), remaining_time=1:33:24.679490, arrival_time=2021-04-10 03:31:05.914580, cost_time=0:35:25.912888 2021-04-10 01:57:41,236 INFO : Train start, epoch=0056, lr=0.082472 2021-04-10 01:57:43,289 INFO : TRAIN, epoch=0056, iter=00010/00196, fetch data time cost=2.38ms, fps=1247 images/s, loss=0.2643, top1-acc=91.25%, top5-acc=99.80%, remaining_time=0:00:38.195286, arrival_time=2021-04-10 01:58:21.485167, cost_time=0:00:02.053509 2021-04-10 01:57:45,168 INFO : TRAIN, epoch=0056, iter=00020/00196, fetch data time cost=1.77ms, fps=1363 images/s, loss=0.2465, top1-acc=91.54%, top5-acc=99.84%, remaining_time=0:00:34.602832, arrival_time=2021-04-10 01:58:19.771427, cost_time=0:00:03.932131 2021-04-10 01:57:47,035 INFO : TRAIN, epoch=0056, iter=00030/00196, fetch data time cost=1.58ms, fps=1372 images/s, loss=0.2451, top1-acc=91.48%, top5-acc=99.86%, remaining_time=0:00:32.087302, arrival_time=2021-04-10 01:58:19.122585, cost_time=0:00:05.798901 2021-04-10 01:57:48,904 INFO : TRAIN, epoch=0056, iter=00040/00196, fetch data time cost=1.92ms, fps=1370 images/s, loss=0.2446, top1-acc=91.58%, top5-acc=99.84%, remaining_time=0:00:29.906760, arrival_time=2021-04-10 01:58:18.811620, cost_time=0:00:07.668399 2021-04-10 01:57:50,777 INFO : TRAIN, epoch=0056, iter=00050/00196, fetch data time cost=1.58ms, fps=1368 images/s, loss=0.2501, top1-acc=91.31%, top5-acc=99.82%, remaining_time=0:00:27.858406, arrival_time=2021-04-10 01:58:18.635325, cost_time=0:00:09.540558 2021-04-10 01:57:52,651 INFO : TRAIN, epoch=0056, iter=00060/00196, fetch data time cost=2.14ms, fps=1367 images/s, loss=0.2500, top1-acc=91.34%, top5-acc=99.80%, remaining_time=0:00:25.873048, arrival_time=2021-04-10 01:58:18.524065, cost_time=0:00:11.414567 2021-04-10 01:57:54,531 INFO : TRAIN, epoch=0056, iter=00070/00196, fetch data time cost=1.68ms, fps=1362 images/s, loss=0.2538, top1-acc=91.20%, top5-acc=99.79%, remaining_time=0:00:23.931684, arrival_time=2021-04-10 01:58:18.463551, cost_time=0:00:13.295348 2021-04-10 01:57:56,434 INFO : TRAIN, epoch=0056, iter=00080/00196, fetch data time cost=1.79ms, fps=1346 images/s, loss=0.2531, top1-acc=91.28%, top5-acc=99.80%, remaining_time=0:00:22.036984, arrival_time=2021-04-10 01:58:18.471301, cost_time=0:00:15.197940 2021-04-10 01:57:58,311 INFO : TRAIN, epoch=0056, iter=00090/00196, fetch data time cost=1.93ms, fps=1365 images/s, loss=0.2522, top1-acc=91.27%, top5-acc=99.81%, remaining_time=0:00:20.110214, arrival_time=2021-04-10 01:58:18.421241, cost_time=0:00:17.074685 2021-04-10 01:58:00,209 INFO : TRAIN, epoch=0056, iter=00100/00196, fetch data time cost=5.16ms, fps=1349 images/s, loss=0.2505, top1-acc=91.34%, top5-acc=99.81%, remaining_time=0:00:18.214464, arrival_time=2021-04-10 01:58:18.424216, cost_time=0:00:18.973350 2021-04-10 01:58:02,091 INFO : TRAIN, epoch=0056, iter=00110/00196, fetch data time cost=1.83ms, fps=1361 images/s, loss=0.2497, top1-acc=91.30%, top5-acc=99.82%, remaining_time=0:00:16.304568, arrival_time=2021-04-10 01:58:18.395787, cost_time=0:00:20.854724 2021-04-10 01:58:03,960 INFO : TRAIN, epoch=0056, iter=00120/00196, fetch data time cost=1.86ms, fps=1371 images/s, loss=0.2505, top1-acc=91.33%, top5-acc=99.82%, remaining_time=0:00:14.391588, arrival_time=2021-04-10 01:58:18.351566, cost_time=0:00:22.723595 2021-04-10 01:58:05,835 INFO : TRAIN, epoch=0056, iter=00130/00196, fetch data time cost=1.74ms, fps=1365 images/s, loss=0.2500, top1-acc=91.37%, top5-acc=99.82%, remaining_time=0:00:12.488916, arrival_time=2021-04-10 01:58:18.324592, cost_time=0:00:24.599406 2021-04-10 01:58:07,699 INFO : TRAIN, epoch=0056, iter=00140/00196, fetch data time cost=1.56ms, fps=1374 images/s, loss=0.2496, top1-acc=91.35%, top5-acc=99.82%, remaining_time=0:00:10.585288, arrival_time=2021-04-10 01:58:18.284915, cost_time=0:00:26.463262 2021-04-10 01:58:09,579 INFO : TRAIN, epoch=0056, iter=00150/00196, fetch data time cost=1.86ms, fps=1363 images/s, loss=0.2483, top1-acc=91.41%, top5-acc=99.81%, remaining_time=0:00:08.691746, arrival_time=2021-04-10 01:58:18.270772, cost_time=0:00:28.342660 2021-04-10 01:58:11,450 INFO : TRAIN, epoch=0056, iter=00160/00196, fetch data time cost=2.65ms, fps=1369 images/s, loss=0.2477, top1-acc=91.42%, top5-acc=99.81%, remaining_time=0:00:06.798132, arrival_time=2021-04-10 01:58:18.248539, cost_time=0:00:30.213948 2021-04-10 01:58:13,337 INFO : TRAIN, epoch=0056, iter=00170/00196, fetch data time cost=2.18ms, fps=1357 images/s, loss=0.2464, top1-acc=91.46%, top5-acc=99.81%, remaining_time=0:00:04.909528, arrival_time=2021-04-10 01:58:18.246716, cost_time=0:00:32.100714 2021-04-10 01:58:15,227 INFO : TRAIN, epoch=0056, iter=00180/00196, fetch data time cost=1.60ms, fps=1355 images/s, loss=0.2461, top1-acc=91.49%, top5-acc=99.81%, remaining_time=0:00:03.021424, arrival_time=2021-04-10 01:58:18.248912, cost_time=0:00:33.991057 2021-04-10 01:58:17,109 INFO : TRAIN, epoch=0056, iter=00190/00196, fetch data time cost=1.40ms, fps=1361 images/s, loss=0.2458, top1-acc=91.50%, top5-acc=99.82%, remaining_time=0:00:01.132812, arrival_time=2021-04-10 01:58:18.241688, cost_time=0:00:35.872449 2021-04-10 01:58:18,121 INFO : TRAIN, epoch=0056, iter=00196/00196, fetch data time cost=2.48ms, fps=1345 images/s, loss=0.2467, top1-acc=91.46%, top5-acc=99.82%, remaining_time=0:00:00, arrival_time=2021-04-10 01:58:18.120968, cost_time=0:00:36.884589 2021-04-10 01:58:18,703 INFO : EVAL, epoch=0056, iter=00010/00040, fetch data time cost=0.21ms, fps=4412 images/s, loss=0.5858, top1-acc=81.56%, top5-acc=99.26%, remaining_time=0:00:01.740780, arrival_time=2021-04-10 01:58:20.444579, cost_time=0:00:00.580255 2021-04-10 01:58:19,068 INFO : EVAL, epoch=0056, iter=00020/00040, fetch data time cost=1.34ms, fps=7037 images/s, loss=0.5702, top1-acc=81.95%, top5-acc=99.22%, remaining_time=0:00:00.944580, arrival_time=2021-04-10 01:58:20.012667, cost_time=0:00:00.944582 2021-04-10 01:58:19,429 INFO : EVAL, epoch=0056, iter=00030/00040, fetch data time cost=1.39ms, fps=7087 images/s, loss=0.5744, top1-acc=82.10%, top5-acc=99.21%, remaining_time=0:00:00.435390, arrival_time=2021-04-10 01:58:19.865107, cost_time=0:00:01.306182 2021-04-10 01:58:19,771 INFO : EVAL, epoch=0056, iter=00040/00040, fetch data time cost=0.10ms, fps=6792 images/s, loss=0.5692, top1-acc=82.06%, top5-acc=99.19%, remaining_time=0:00:00, arrival_time=2021-04-10 01:58:19.771745, cost_time=0:00:01.648273 2021-04-10 01:58:19,860 INFO : Epoch=0056 complete, best val top1-acc=85.27%, top5-acc=99.47% (epoch=43), remaining_time=1:32:45.955536, arrival_time=2021-04-10 03:31:05.815979, cost_time=0:36:04.538248 2021-04-10 01:58:19,861 INFO : Train start, epoch=0057, lr=0.081871 2021-04-10 01:58:21,943 INFO : TRAIN, epoch=0057, iter=00010/00196, fetch data time cost=1.42ms, fps=1230 images/s, loss=0.2125, top1-acc=92.66%, top5-acc=99.84%, remaining_time=0:00:38.726874, arrival_time=2021-04-10 01:59:00.670718, cost_time=0:00:02.082087 2021-04-10 01:58:23,828 INFO : TRAIN, epoch=0057, iter=00020/00196, fetch data time cost=2.14ms, fps=1359 images/s, loss=0.2271, top1-acc=92.15%, top5-acc=99.80%, remaining_time=0:00:34.902736, arrival_time=2021-04-10 01:58:58.730665, cost_time=0:00:03.966211 2021-04-10 01:58:25,711 INFO : TRAIN, epoch=0057, iter=00030/00196, fetch data time cost=2.61ms, fps=1360 images/s, loss=0.2269, top1-acc=92.15%, top5-acc=99.83%, remaining_time=0:00:32.368174, arrival_time=2021-04-10 01:58:58.079484, cost_time=0:00:05.849679 2021-04-10 01:58:27,580 INFO : TRAIN, epoch=0057, iter=00040/00196, fetch data time cost=2.06ms, fps=1370 images/s, loss=0.2295, top1-acc=91.97%, top5-acc=99.83%, remaining_time=0:00:30.103008, arrival_time=2021-04-10 01:58:57.683490, cost_time=0:00:07.718701 2021-04-10 01:58:29,454 INFO : TRAIN, epoch=0057, iter=00050/00196, fetch data time cost=1.82ms, fps=1367 images/s, loss=0.2301, top1-acc=91.95%, top5-acc=99.86%, remaining_time=0:00:28.010830, arrival_time=2021-04-10 01:58:57.465235, cost_time=0:00:09.592773 2021-04-10 01:58:31,325 INFO : TRAIN, epoch=0057, iter=00060/00196, fetch data time cost=2.39ms, fps=1369 images/s, loss=0.2327, top1-acc=91.82%, top5-acc=99.80%, remaining_time=0:00:25.984704, arrival_time=2021-04-10 01:58:57.310297, cost_time=0:00:11.463859 2021-04-10 01:58:33,189 INFO : TRAIN, epoch=0057, iter=00070/00196, fetch data time cost=1.83ms, fps=1374 images/s, loss=0.2339, top1-acc=91.82%, top5-acc=99.79%, remaining_time=0:00:23.989644, arrival_time=2021-04-10 01:58:57.178912, cost_time=0:00:13.327573 2021-04-10 01:58:35,065 INFO : TRAIN, epoch=0057, iter=00080/00196, fetch data time cost=1.97ms, fps=1365 images/s, loss=0.2359, top1-acc=91.74%, top5-acc=99.80%, remaining_time=0:00:22.045916, arrival_time=2021-04-10 01:58:57.111748, cost_time=0:00:15.204041 2021-04-10 01:58:36,940 INFO : TRAIN, epoch=0057, iter=00090/00196, fetch data time cost=1.87ms, fps=1367 images/s, loss=0.2381, top1-acc=91.73%, top5-acc=99.81%, remaining_time=0:00:20.114242, arrival_time=2021-04-10 01:58:57.054147, cost_time=0:00:17.078131 2021-04-10 01:58:38,815 INFO : TRAIN, epoch=0057, iter=00100/00196, fetch data time cost=1.99ms, fps=1366 images/s, loss=0.2396, top1-acc=91.64%, top5-acc=99.83%, remaining_time=0:00:18.195456, arrival_time=2021-04-10 01:58:57.010787, cost_time=0:00:18.953642 2021-04-10 01:58:40,690 INFO : TRAIN, epoch=0057, iter=00110/00196, fetch data time cost=1.45ms, fps=1366 images/s, loss=0.2404, top1-acc=91.62%, top5-acc=99.83%, remaining_time=0:00:16.284444, arrival_time=2021-04-10 01:58:56.975180, cost_time=0:00:20.828989 2021-04-10 01:58:42,570 INFO : TRAIN, epoch=0057, iter=00120/00196, fetch data time cost=2.25ms, fps=1363 images/s, loss=0.2424, top1-acc=91.56%, top5-acc=99.82%, remaining_time=0:00:14.381860, arrival_time=2021-04-10 01:58:56.951802, cost_time=0:00:22.708230 2021-04-10 01:58:44,457 INFO : TRAIN, epoch=0057, iter=00130/00196, fetch data time cost=2.13ms, fps=1357 images/s, loss=0.2427, top1-acc=91.58%, top5-acc=99.81%, remaining_time=0:00:12.486804, arrival_time=2021-04-10 01:58:56.943821, cost_time=0:00:24.595226 2021-04-10 01:58:46,343 INFO : TRAIN, epoch=0057, iter=00140/00196, fetch data time cost=1.42ms, fps=1358 images/s, loss=0.2427, top1-acc=91.63%, top5-acc=99.81%, remaining_time=0:00:10.592624, arrival_time=2021-04-10 01:58:56.935754, cost_time=0:00:26.481500 2021-04-10 01:58:48,211 INFO : TRAIN, epoch=0057, iter=00150/00196, fetch data time cost=2.39ms, fps=1371 images/s, loss=0.2445, top1-acc=91.55%, top5-acc=99.81%, remaining_time=0:00:08.693908, arrival_time=2021-04-10 01:58:56.905441, cost_time=0:00:28.349753 2021-04-10 01:58:50,087 INFO : TRAIN, epoch=0057, iter=00160/00196, fetch data time cost=1.81ms, fps=1366 images/s, loss=0.2443, top1-acc=91.56%, top5-acc=99.81%, remaining_time=0:00:06.800688, arrival_time=2021-04-10 01:58:56.887677, cost_time=0:00:30.225296 2021-04-10 01:58:51,963 INFO : TRAIN, epoch=0057, iter=00170/00196, fetch data time cost=2.09ms, fps=1364 images/s, loss=0.2446, top1-acc=91.55%, top5-acc=99.81%, remaining_time=0:00:04.909736, arrival_time=2021-04-10 01:58:56.873543, cost_time=0:00:32.102109 2021-04-10 01:58:53,852 INFO : TRAIN, epoch=0057, iter=00180/00196, fetch data time cost=1.89ms, fps=1356 images/s, loss=0.2447, top1-acc=91.55%, top5-acc=99.81%, remaining_time=0:00:03.021376, arrival_time=2021-04-10 01:58:56.873544, cost_time=0:00:33.990476 2021-04-10 01:58:55,720 INFO : TRAIN, epoch=0057, iter=00190/00196, fetch data time cost=1.74ms, fps=1370 images/s, loss=0.2455, top1-acc=91.51%, top5-acc=99.80%, remaining_time=0:00:01.132392, arrival_time=2021-04-10 01:58:56.853212, cost_time=0:00:35.859130 2021-04-10 01:58:56,747 INFO : TRAIN, epoch=0057, iter=00196/00196, fetch data time cost=1.71ms, fps=1326 images/s, loss=0.2465, top1-acc=91.50%, top5-acc=99.80%, remaining_time=0:00:00, arrival_time=2021-04-10 01:58:56.746979, cost_time=0:00:36.885335 2021-04-10 01:58:57,281 INFO : EVAL, epoch=0057, iter=00010/00040, fetch data time cost=0.46ms, fps=4809 images/s, loss=0.5018, top1-acc=83.79%, top5-acc=99.34%, remaining_time=0:00:01.596930, arrival_time=2021-04-10 01:58:58.877966, cost_time=0:00:00.532310 2021-04-10 01:58:57,648 INFO : EVAL, epoch=0057, iter=00020/00040, fetch data time cost=1.62ms, fps=6977 images/s, loss=0.4814, top1-acc=84.65%, top5-acc=99.39%, remaining_time=0:00:00.899600, arrival_time=2021-04-10 01:58:58.547962, cost_time=0:00:00.899605 2021-04-10 01:58:58,019 INFO : EVAL, epoch=0057, iter=00030/00040, fetch data time cost=2.58ms, fps=6914 images/s, loss=0.4716, top1-acc=84.93%, top5-acc=99.41%, remaining_time=0:00:00.423440, arrival_time=2021-04-10 01:58:58.442603, cost_time=0:00:01.270313 2021-04-10 01:58:58,367 INFO : EVAL, epoch=0057, iter=00040/00040, fetch data time cost=0.09ms, fps=6672 images/s, loss=0.4806, top1-acc=85.18%, top5-acc=99.38%, remaining_time=0:00:00, arrival_time=2021-04-10 01:58:58.367442, cost_time=0:00:01.618699 2021-04-10 01:58:58,447 INFO : Epoch=0057 complete, best val top1-acc=85.27%, top5-acc=99.47% (epoch=43), remaining_time=1:32:07.138188, arrival_time=2021-04-10 03:31:05.585408, cost_time=0:36:43.124995 2021-04-10 01:58:58,449 INFO : Train start, epoch=0058, lr=0.081262 2021-04-10 01:59:00,619 INFO : TRAIN, epoch=0058, iter=00010/00196, fetch data time cost=1.94ms, fps=1180 images/s, loss=0.2438, top1-acc=91.45%, top5-acc=99.92%, remaining_time=0:00:40.359582, arrival_time=2021-04-10 01:59:40.978722, cost_time=0:00:02.169874 2021-04-10 01:59:02,490 INFO : TRAIN, epoch=0058, iter=00020/00196, fetch data time cost=3.88ms, fps=1369 images/s, loss=0.2405, top1-acc=91.87%, top5-acc=99.84%, remaining_time=0:00:35.560800, arrival_time=2021-04-10 01:59:38.051007, cost_time=0:00:04.040994 2021-04-10 01:59:04,365 INFO : TRAIN, epoch=0058, iter=00030/00196, fetch data time cost=1.80ms, fps=1366 images/s, loss=0.2329, top1-acc=92.16%, top5-acc=99.84%, remaining_time=0:00:32.735532, arrival_time=2021-04-10 01:59:37.100875, cost_time=0:00:05.916063 2021-04-10 01:59:06,242 INFO : TRAIN, epoch=0058, iter=00040/00196, fetch data time cost=2.61ms, fps=1364 images/s, loss=0.2336, top1-acc=92.01%, top5-acc=99.86%, remaining_time=0:00:30.393636, arrival_time=2021-04-10 01:59:36.636050, cost_time=0:00:07.793224 2021-04-10 01:59:08,121 INFO : TRAIN, epoch=0058, iter=00050/00196, fetch data time cost=2.20ms, fps=1363 images/s, loss=0.2320, top1-acc=92.05%, top5-acc=99.87%, remaining_time=0:00:28.241802, arrival_time=2021-04-10 01:59:36.362898, cost_time=0:00:09.671853 2021-04-10 01:59:09,993 INFO : TRAIN, epoch=0058, iter=00060/00196, fetch data time cost=1.74ms, fps=1368 images/s, loss=0.2306, top1-acc=92.21%, top5-acc=99.86%, remaining_time=0:00:26.166808, arrival_time=2021-04-10 01:59:36.160222, cost_time=0:00:11.544172 2021-04-10 01:59:11,868 INFO : TRAIN, epoch=0058, iter=00070/00196, fetch data time cost=2.96ms, fps=1366 images/s, loss=0.2347, top1-acc=92.05%, top5-acc=99.87%, remaining_time=0:00:24.155208, arrival_time=2021-04-10 01:59:36.023936, cost_time=0:00:13.419565 2021-04-10 01:59:13,750 INFO : TRAIN, epoch=0058, iter=00080/00196, fetch data time cost=2.00ms, fps=1361 images/s, loss=0.2337, top1-acc=92.05%, top5-acc=99.86%, remaining_time=0:00:22.186740, arrival_time=2021-04-10 01:59:35.937169, cost_time=0:00:15.301187 2021-04-10 01:59:15,623 INFO : TRAIN, epoch=0058, iter=00090/00196, fetch data time cost=2.01ms, fps=1367 images/s, loss=0.2341, top1-acc=92.00%, top5-acc=99.85%, remaining_time=0:00:20.227768, arrival_time=2021-04-10 01:59:35.851511, cost_time=0:00:17.174516 2021-04-10 01:59:17,492 INFO : TRAIN, epoch=0058, iter=00100/00196, fetch data time cost=1.56ms, fps=1370 images/s, loss=0.2358, top1-acc=91.94%, top5-acc=99.83%, remaining_time=0:00:18.281568, arrival_time=2021-04-10 01:59:35.774007, cost_time=0:00:19.043285 2021-04-10 01:59:19,350 INFO : TRAIN, epoch=0058, iter=00110/00196, fetch data time cost=1.65ms, fps=1378 images/s, loss=0.2374, top1-acc=91.87%, top5-acc=99.83%, remaining_time=0:00:16.341032, arrival_time=2021-04-10 01:59:35.691511, cost_time=0:00:20.901357 2021-04-10 01:59:21,230 INFO : TRAIN, epoch=0058, iter=00120/00196, fetch data time cost=1.36ms, fps=1362 images/s, loss=0.2383, top1-acc=91.90%, top5-acc=99.81%, remaining_time=0:00:14.427840, arrival_time=2021-04-10 01:59:35.657867, cost_time=0:00:22.780776 2021-04-10 01:59:23,106 INFO : TRAIN, epoch=0058, iter=00130/00196, fetch data time cost=2.03ms, fps=1365 images/s, loss=0.2400, top1-acc=91.79%, top5-acc=99.82%, remaining_time=0:00:12.518220, arrival_time=2021-04-10 01:59:35.624584, cost_time=0:00:24.657157 2021-04-10 01:59:24,981 INFO : TRAIN, epoch=0058, iter=00140/00196, fetch data time cost=1.57ms, fps=1366 images/s, loss=0.2423, top1-acc=91.73%, top5-acc=99.81%, remaining_time=0:00:10.613008, arrival_time=2021-04-10 01:59:35.594657, cost_time=0:00:26.532453 2021-04-10 01:59:26,851 INFO : TRAIN, epoch=0058, iter=00150/00196, fetch data time cost=2.51ms, fps=1369 images/s, loss=0.2415, top1-acc=91.74%, top5-acc=99.81%, remaining_time=0:00:08.710100, arrival_time=2021-04-10 01:59:35.561952, cost_time=0:00:28.402530 2021-04-10 01:59:28,736 INFO : TRAIN, epoch=0058, iter=00160/00196, fetch data time cost=2.37ms, fps=1359 images/s, loss=0.2400, top1-acc=91.80%, top5-acc=99.82%, remaining_time=0:00:06.814656, arrival_time=2021-04-10 01:59:35.551245, cost_time=0:00:30.287399 2021-04-10 01:59:30,621 INFO : TRAIN, epoch=0058, iter=00170/00196, fetch data time cost=1.64ms, fps=1359 images/s, loss=0.2419, top1-acc=91.73%, top5-acc=99.82%, remaining_time=0:00:04.920422, arrival_time=2021-04-10 01:59:35.541542, cost_time=0:00:32.171960 2021-04-10 01:59:32,499 INFO : TRAIN, epoch=0058, iter=00180/00196, fetch data time cost=1.60ms, fps=1364 images/s, loss=0.2421, top1-acc=91.73%, top5-acc=99.82%, remaining_time=0:00:03.026640, arrival_time=2021-04-10 01:59:35.525579, cost_time=0:00:34.049723 2021-04-10 01:59:34,361 INFO : TRAIN, epoch=0058, iter=00190/00196, fetch data time cost=1.46ms, fps=1375 images/s, loss=0.2420, top1-acc=91.76%, top5-acc=99.82%, remaining_time=0:00:01.134072, arrival_time=2021-04-10 01:59:35.495418, cost_time=0:00:35.912226 2021-04-10 01:59:35,375 INFO : TRAIN, epoch=0058, iter=00196/00196, fetch data time cost=2.03ms, fps=1342 images/s, loss=0.2415, top1-acc=91.77%, top5-acc=99.82%, remaining_time=0:00:00, arrival_time=2021-04-10 01:59:35.375469, cost_time=0:00:36.926206 2021-04-10 01:59:35,843 INFO : EVAL, epoch=0058, iter=00010/00040, fetch data time cost=0.33ms, fps=5493 images/s, loss=0.3437, top1-acc=88.12%, top5-acc=99.53%, remaining_time=0:00:01.398090, arrival_time=2021-04-10 01:59:37.241707, cost_time=0:00:00.466029 2021-04-10 01:59:36,215 INFO : EVAL, epoch=0058, iter=00020/00040, fetch data time cost=1.81ms, fps=6885 images/s, loss=0.3690, top1-acc=87.64%, top5-acc=99.55%, remaining_time=0:00:00.838400, arrival_time=2021-04-10 01:59:37.054344, cost_time=0:00:00.838405 2021-04-10 01:59:36,580 INFO : EVAL, epoch=0058, iter=00030/00040, fetch data time cost=2.30ms, fps=7041 images/s, loss=0.3700, top1-acc=87.60%, top5-acc=99.52%, remaining_time=0:00:00.400790, arrival_time=2021-04-10 01:59:36.980747, cost_time=0:00:01.202361 2021-04-10 01:59:36,934 INFO : EVAL, epoch=0058, iter=00040/00040, fetch data time cost=0.11ms, fps=6545 images/s, loss=0.3648, top1-acc=87.77%, top5-acc=99.56%, remaining_time=0:00:00, arrival_time=2021-04-10 01:59:36.934888, cost_time=0:00:01.557356 2021-04-10 01:59:37,114 INFO : Epoch=0058 complete, best val top1-acc=87.77%, top5-acc=99.56% (epoch=58), remaining_time=1:31:28.525212, arrival_time=2021-04-10 03:31:05.639398, cost_time=0:37:21.791992 2021-04-10 01:59:37,115 INFO : Train start, epoch=0059, lr=0.080645 2021-04-10 01:59:39,197 INFO : TRAIN, epoch=0059, iter=00010/00196, fetch data time cost=2.26ms, fps=1230 images/s, loss=0.2417, top1-acc=91.84%, top5-acc=99.80%, remaining_time=0:00:38.707530, arrival_time=2021-04-10 02:00:17.904573, cost_time=0:00:02.081046 2021-04-10 01:59:41,062 INFO : TRAIN, epoch=0059, iter=00020/00196, fetch data time cost=1.55ms, fps=1373 images/s, loss=0.2237, top1-acc=92.60%, top5-acc=99.88%, remaining_time=0:00:34.726736, arrival_time=2021-04-10 02:00:15.788747, cost_time=0:00:03.946214 2021-04-10 01:59:42,932 INFO : TRAIN, epoch=0059, iter=00030/00196, fetch data time cost=2.27ms, fps=1369 images/s, loss=0.2194, top1-acc=92.64%, top5-acc=99.86%, remaining_time=0:00:32.182254, arrival_time=2021-04-10 02:00:15.114295, cost_time=0:00:05.816068 2021-04-10 01:59:44,812 INFO : TRAIN, epoch=0059, iter=00040/00196, fetch data time cost=1.56ms, fps=1362 images/s, loss=0.2232, top1-acc=92.56%, top5-acc=99.84%, remaining_time=0:00:30.016428, arrival_time=2021-04-10 02:00:14.828785, cost_time=0:00:07.696537 2021-04-10 01:59:46,684 INFO : TRAIN, epoch=0059, iter=00050/00196, fetch data time cost=1.89ms, fps=1368 images/s, loss=0.2231, top1-acc=92.45%, top5-acc=99.87%, remaining_time=0:00:27.941334, arrival_time=2021-04-10 02:00:14.626107, cost_time=0:00:09.568934 2021-04-10 01:59:48,544 INFO : TRAIN, epoch=0059, iter=00060/00196, fetch data time cost=2.11ms, fps=1377 images/s, loss=0.2260, top1-acc=92.28%, top5-acc=99.86%, remaining_time=0:00:25.904192, arrival_time=2021-04-10 02:00:14.448383, cost_time=0:00:11.428310 2021-04-10 01:59:50,442 INFO : TRAIN, epoch=0059, iter=00070/00196, fetch data time cost=1.60ms, fps=1349 images/s, loss=0.2276, top1-acc=92.20%, top5-acc=99.85%, remaining_time=0:00:23.988132, arrival_time=2021-04-10 02:00:14.430798, cost_time=0:00:13.326737 2021-04-10 01:59:52,322 INFO : TRAIN, epoch=0059, iter=00080/00196, fetch data time cost=2.38ms, fps=1362 images/s, loss=0.2302, top1-acc=92.16%, top5-acc=99.85%, remaining_time=0:00:22.049860, arrival_time=2021-04-10 02:00:14.372628, cost_time=0:00:15.206820 2021-04-10 01:59:54,196 INFO : TRAIN, epoch=0059, iter=00090/00196, fetch data time cost=2.13ms, fps=1367 images/s, loss=0.2311, top1-acc=92.09%, top5-acc=99.86%, remaining_time=0:00:20.117528, arrival_time=2021-04-10 02:00:14.314300, cost_time=0:00:17.080908 2021-04-10 01:59:56,077 INFO : TRAIN, epoch=0059, iter=00100/00196, fetch data time cost=1.97ms, fps=1362 images/s, loss=0.2315, top1-acc=92.12%, top5-acc=99.86%, remaining_time=0:00:18.202944, arrival_time=2021-04-10 02:00:14.280244, cost_time=0:00:18.961378 2021-04-10 01:59:57,959 INFO : TRAIN, epoch=0059, iter=00110/00196, fetch data time cost=1.96ms, fps=1361 images/s, loss=0.2331, top1-acc=92.09%, top5-acc=99.84%, remaining_time=0:00:16.295968, arrival_time=2021-04-10 02:00:14.255638, cost_time=0:00:20.843723 2021-04-10 01:59:59,848 INFO : TRAIN, epoch=0059, iter=00120/00196, fetch data time cost=2.64ms, fps=1356 images/s, loss=0.2340, top1-acc=92.05%, top5-acc=99.84%, remaining_time=0:00:14.397136, arrival_time=2021-04-10 02:00:14.245361, cost_time=0:00:22.732367 2021-04-10 02:00:01,729 INFO : TRAIN, epoch=0059, iter=00130/00196, fetch data time cost=1.80ms, fps=1361 images/s, loss=0.2333, top1-acc=92.06%, top5-acc=99.83%, remaining_time=0:00:12.496176, arrival_time=2021-04-10 02:00:14.225733, cost_time=0:00:24.613618 2021-04-10 02:00:03,595 INFO : TRAIN, epoch=0059, iter=00140/00196, fetch data time cost=1.90ms, fps=1373 images/s, loss=0.2323, top1-acc=92.10%, top5-acc=99.84%, remaining_time=0:00:10.591784, arrival_time=2021-04-10 02:00:14.187077, cost_time=0:00:26.479409 2021-04-10 02:00:05,493 INFO : TRAIN, epoch=0059, iter=00150/00196, fetch data time cost=2.28ms, fps=1349 images/s, loss=0.2330, top1-acc=92.08%, top5-acc=99.83%, remaining_time=0:00:08.702510, arrival_time=2021-04-10 02:00:14.196092, cost_time=0:00:28.377706 2021-04-10 02:00:07,381 INFO : TRAIN, epoch=0059, iter=00160/00196, fetch data time cost=1.53ms, fps=1357 images/s, loss=0.2350, top1-acc=92.01%, top5-acc=99.83%, remaining_time=0:00:06.809724, arrival_time=2021-04-10 02:00:14.191080, cost_time=0:00:30.265499 2021-04-10 02:00:09,258 INFO : TRAIN, epoch=0059, iter=00170/00196, fetch data time cost=2.06ms, fps=1364 images/s, loss=0.2363, top1-acc=91.96%, top5-acc=99.83%, remaining_time=0:00:04.916002, arrival_time=2021-04-10 02:00:14.174913, cost_time=0:00:32.143058 2021-04-10 02:00:11,140 INFO : TRAIN, epoch=0059, iter=00180/00196, fetch data time cost=1.55ms, fps=1361 images/s, loss=0.2366, top1-acc=91.97%, top5-acc=99.83%, remaining_time=0:00:03.024368, arrival_time=2021-04-10 02:00:14.164528, cost_time=0:00:34.024206 2021-04-10 02:00:13,021 INFO : TRAIN, epoch=0059, iter=00190/00196, fetch data time cost=6.64ms, fps=1362 images/s, loss=0.2381, top1-acc=91.92%, top5-acc=99.82%, remaining_time=0:00:01.133850, arrival_time=2021-04-10 02:00:14.154900, cost_time=0:00:35.905234 2021-04-10 02:00:14,036 INFO : TRAIN, epoch=0059, iter=00196/00196, fetch data time cost=1.55ms, fps=1340 images/s, loss=0.2388, top1-acc=91.89%, top5-acc=99.82%, remaining_time=0:00:00, arrival_time=2021-04-10 02:00:14.036184, cost_time=0:00:36.920403 2021-04-10 02:00:14,517 INFO : EVAL, epoch=0059, iter=00010/00040, fetch data time cost=3.35ms, fps=5335 images/s, loss=0.7338, top1-acc=78.63%, top5-acc=99.06%, remaining_time=0:00:01.439430, arrival_time=2021-04-10 02:00:15.957109, cost_time=0:00:00.479808 2021-04-10 02:00:14,885 INFO : EVAL, epoch=0059, iter=00020/00040, fetch data time cost=2.16ms, fps=6964 images/s, loss=0.7037, top1-acc=78.77%, top5-acc=99.12%, remaining_time=0:00:00.847860, arrival_time=2021-04-10 02:00:15.733590, cost_time=0:00:00.847865 2021-04-10 02:00:15,253 INFO : EVAL, epoch=0059, iter=00030/00040, fetch data time cost=2.20ms, fps=6973 images/s, loss=0.6825, top1-acc=79.34%, top5-acc=99.18%, remaining_time=0:00:00.405160, arrival_time=2021-04-10 02:00:15.658522, cost_time=0:00:01.215475 2021-04-10 02:00:15,598 INFO : EVAL, epoch=0059, iter=00040/00040, fetch data time cost=0.10ms, fps=6735 images/s, loss=0.6684, top1-acc=79.54%, top5-acc=99.20%, remaining_time=0:00:00, arrival_time=2021-04-10 02:00:15.598323, cost_time=0:00:01.560474 2021-04-10 02:00:15,686 INFO : Epoch=0059 complete, best val top1-acc=87.77%, top5-acc=99.56% (epoch=58), remaining_time=1:30:49.682994, arrival_time=2021-04-10 03:31:05.369022, cost_time=0:38:00.363823 2021-04-10 02:00:15,687 INFO : Train start, epoch=0060, lr=0.080021 2021-04-10 02:00:17,763 INFO : TRAIN, epoch=0060, iter=00010/00196, fetch data time cost=1.40ms, fps=1233 images/s, loss=0.2227, top1-acc=92.11%, top5-acc=99.88%, remaining_time=0:00:38.608392, arrival_time=2021-04-10 02:00:56.371483, cost_time=0:00:02.075719 2021-04-10 02:00:19,652 INFO : TRAIN, epoch=0060, iter=00020/00196, fetch data time cost=1.66ms, fps=1356 images/s, loss=0.2267, top1-acc=91.95%, top5-acc=99.82%, remaining_time=0:00:34.889360, arrival_time=2021-04-10 02:00:54.541305, cost_time=0:00:03.964707 2021-04-10 02:00:21,530 INFO : TRAIN, epoch=0060, iter=00030/00196, fetch data time cost=2.38ms, fps=1363 images/s, loss=0.2247, top1-acc=92.21%, top5-acc=99.84%, remaining_time=0:00:32.331654, arrival_time=2021-04-10 02:00:53.862039, cost_time=0:00:05.843069 2021-04-10 02:00:23,423 INFO : TRAIN, epoch=0060, iter=00040/00196, fetch data time cost=2.25ms, fps=1353 images/s, loss=0.2288, top1-acc=92.09%, top5-acc=99.84%, remaining_time=0:00:30.171492, arrival_time=2021-04-10 02:00:53.595066, cost_time=0:00:07.736299 2021-04-10 02:00:25,302 INFO : TRAIN, epoch=0060, iter=00050/00196, fetch data time cost=1.70ms, fps=1363 images/s, loss=0.2276, top1-acc=92.10%, top5-acc=99.83%, remaining_time=0:00:28.076968, arrival_time=2021-04-10 02:00:53.379626, cost_time=0:00:09.615388 2021-04-10 02:00:27,182 INFO : TRAIN, epoch=0060, iter=00060/00196, fetch data time cost=1.97ms, fps=1363 images/s, loss=0.2280, top1-acc=92.11%, top5-acc=99.83%, remaining_time=0:00:26.054472, arrival_time=2021-04-10 02:00:53.236404, cost_time=0:00:11.494643 2021-04-10 02:00:29,083 INFO : TRAIN, epoch=0060, iter=00070/00196, fetch data time cost=1.87ms, fps=1346 images/s, loss=0.2282, top1-acc=92.13%, top5-acc=99.85%, remaining_time=0:00:24.113754, arrival_time=2021-04-10 02:00:53.197633, cost_time=0:00:13.396559 2021-04-10 02:00:30,966 INFO : TRAIN, epoch=0060, iter=00080/00196, fetch data time cost=1.87ms, fps=1360 images/s, loss=0.2299, top1-acc=92.09%, top5-acc=99.85%, remaining_time=0:00:22.154840, arrival_time=2021-04-10 02:00:53.121333, cost_time=0:00:15.279222 2021-04-10 02:00:32,849 INFO : TRAIN, epoch=0060, iter=00090/00196, fetch data time cost=1.39ms, fps=1360 images/s, loss=0.2305, top1-acc=92.07%, top5-acc=99.84%, remaining_time=0:00:20.212716, arrival_time=2021-04-10 02:00:53.061750, cost_time=0:00:17.161735 2021-04-10 02:00:34,719 INFO : TRAIN, epoch=0060, iter=00100/00196, fetch data time cost=1.49ms, fps=1370 images/s, loss=0.2298, top1-acc=92.08%, top5-acc=99.84%, remaining_time=0:00:18.270432, arrival_time=2021-04-10 02:00:52.989360, cost_time=0:00:19.031677 2021-04-10 02:00:36,593 INFO : TRAIN, epoch=0060, iter=00110/00196, fetch data time cost=1.54ms, fps=1366 images/s, loss=0.2305, top1-acc=92.02%, top5-acc=99.83%, remaining_time=0:00:16.345160, arrival_time=2021-04-10 02:00:52.938973, cost_time=0:00:20.906545 2021-04-10 02:00:38,476 INFO : TRAIN, epoch=0060, iter=00120/00196, fetch data time cost=1.97ms, fps=1360 images/s, loss=0.2295, top1-acc=92.03%, top5-acc=99.84%, remaining_time=0:00:14.433008, arrival_time=2021-04-10 02:00:52.909105, cost_time=0:00:22.788917 2021-04-10 02:00:40,351 INFO : TRAIN, epoch=0060, iter=00130/00196, fetch data time cost=1.51ms, fps=1366 images/s, loss=0.2303, top1-acc=92.03%, top5-acc=99.85%, remaining_time=0:00:12.521586, arrival_time=2021-04-10 02:00:52.872568, cost_time=0:00:24.663676 2021-04-10 02:00:42,219 INFO : TRAIN, epoch=0060, iter=00140/00196, fetch data time cost=1.88ms, fps=1371 images/s, loss=0.2316, top1-acc=91.97%, top5-acc=99.85%, remaining_time=0:00:10.612728, arrival_time=2021-04-10 02:00:52.831812, cost_time=0:00:26.531849 2021-04-10 02:00:44,114 INFO : TRAIN, epoch=0060, iter=00150/00196, fetch data time cost=2.20ms, fps=1351 images/s, loss=0.2330, top1-acc=91.96%, top5-acc=99.84%, remaining_time=0:00:08.717736, arrival_time=2021-04-10 02:00:52.832478, cost_time=0:00:28.427449 2021-04-10 02:00:45,990 INFO : TRAIN, epoch=0060, iter=00160/00196, fetch data time cost=1.93ms, fps=1365 images/s, loss=0.2346, top1-acc=91.89%, top5-acc=99.84%, remaining_time=0:00:06.818292, arrival_time=2021-04-10 02:00:52.809062, cost_time=0:00:30.303547 2021-04-10 02:00:47,862 INFO : TRAIN, epoch=0060, iter=00170/00196, fetch data time cost=1.44ms, fps=1368 images/s, loss=0.2351, top1-acc=91.87%, top5-acc=99.84%, remaining_time=0:00:04.920890, arrival_time=2021-04-10 02:00:52.783135, cost_time=0:00:32.175019 2021-04-10 02:00:49,730 INFO : TRAIN, epoch=0060, iter=00180/00196, fetch data time cost=1.73ms, fps=1371 images/s, loss=0.2357, top1-acc=91.82%, top5-acc=99.84%, remaining_time=0:00:03.026032, arrival_time=2021-04-10 02:00:52.756402, cost_time=0:00:34.042918 2021-04-10 02:00:51,604 INFO : TRAIN, epoch=0060, iter=00190/00196, fetch data time cost=2.03ms, fps=1367 images/s, loss=0.2374, top1-acc=91.78%, top5-acc=99.84%, remaining_time=0:00:01.134216, arrival_time=2021-04-10 02:00:52.738277, cost_time=0:00:35.916840 2021-04-10 02:00:52,611 INFO : TRAIN, epoch=0060, iter=00196/00196, fetch data time cost=1.27ms, fps=1350 images/s, loss=0.2380, top1-acc=91.75%, top5-acc=99.84%, remaining_time=0:00:00, arrival_time=2021-04-10 02:00:52.611939, cost_time=0:00:36.924765 2021-04-10 02:00:53,086 INFO : EVAL, epoch=0060, iter=00010/00040, fetch data time cost=3.24ms, fps=5410 images/s, loss=0.4493, top1-acc=84.61%, top5-acc=99.41%, remaining_time=0:00:01.419600, arrival_time=2021-04-10 02:00:54.506457, cost_time=0:00:00.473200 2021-04-10 02:00:53,453 INFO : EVAL, epoch=0060, iter=00020/00040, fetch data time cost=1.83ms, fps=6992 images/s, loss=0.4321, top1-acc=85.70%, top5-acc=99.51%, remaining_time=0:00:00.839860, arrival_time=2021-04-10 02:00:54.293374, cost_time=0:00:00.839868 2021-04-10 02:00:53,823 INFO : EVAL, epoch=0060, iter=00030/00040, fetch data time cost=2.03ms, fps=6929 images/s, loss=0.4277, top1-acc=85.46%, top5-acc=99.58%, remaining_time=0:00:00.403290, arrival_time=2021-04-10 02:00:54.226816, cost_time=0:00:01.209870 2021-04-10 02:00:54,179 INFO : EVAL, epoch=0060, iter=00040/00040, fetch data time cost=0.12ms, fps=6529 images/s, loss=0.4307, top1-acc=85.61%, top5-acc=99.51%, remaining_time=0:00:00, arrival_time=2021-04-10 02:00:54.179365, cost_time=0:00:01.565729 2021-04-10 02:00:54,331 INFO : Epoch=0060 complete, best val top1-acc=87.77%, top5-acc=99.56% (epoch=58), remaining_time=1:30:11.021980, arrival_time=2021-04-10 03:31:05.353628, cost_time=0:38:39.009417 2021-04-10 02:00:54,333 INFO : Train start, epoch=0061, lr=0.079389 2021-04-10 02:00:56,489 INFO : TRAIN, epoch=0061, iter=00010/00196, fetch data time cost=1.48ms, fps=1188 images/s, loss=0.2237, top1-acc=91.95%, top5-acc=99.92%, remaining_time=0:00:40.092672, arrival_time=2021-04-10 02:01:36.581950, cost_time=0:00:02.155516 2021-04-10 02:00:58,371 INFO : TRAIN, epoch=0061, iter=00020/00196, fetch data time cost=2.06ms, fps=1361 images/s, loss=0.2176, top1-acc=92.29%, top5-acc=99.90%, remaining_time=0:00:35.534752, arrival_time=2021-04-10 02:01:33.906446, cost_time=0:00:04.038048 2021-04-10 02:01:00,247 INFO : TRAIN, epoch=0061, iter=00030/00196, fetch data time cost=1.52ms, fps=1366 images/s, loss=0.2133, top1-acc=92.62%, top5-acc=99.92%, remaining_time=0:00:32.721422, arrival_time=2021-04-10 02:01:32.968519, cost_time=0:00:05.913519 2021-04-10 02:01:02,129 INFO : TRAIN, epoch=0061, iter=00040/00196, fetch data time cost=1.83ms, fps=1360 images/s, loss=0.2131, top1-acc=92.65%, top5-acc=99.91%, remaining_time=0:00:30.403152, arrival_time=2021-04-10 02:01:32.532578, cost_time=0:00:07.795674 2021-04-10 02:01:03,987 INFO : TRAIN, epoch=0061, iter=00050/00196, fetch data time cost=1.57ms, fps=1378 images/s, loss=0.2121, top1-acc=92.69%, top5-acc=99.91%, remaining_time=0:00:28.189680, arrival_time=2021-04-10 02:01:32.177275, cost_time=0:00:09.654013 2021-04-10 02:01:05,858 INFO : TRAIN, epoch=0061, iter=00060/00196, fetch data time cost=1.47ms, fps=1369 images/s, loss=0.2138, top1-acc=92.68%, top5-acc=99.92%, remaining_time=0:00:26.121928, arrival_time=2021-04-10 02:01:31.979903, cost_time=0:00:11.524383 2021-04-10 02:01:07,731 INFO : TRAIN, epoch=0061, iter=00070/00196, fetch data time cost=1.52ms, fps=1367 images/s, loss=0.2188, top1-acc=92.49%, top5-acc=99.92%, remaining_time=0:00:24.116526, arrival_time=2021-04-10 02:01:31.848188, cost_time=0:00:13.398103 2021-04-10 02:01:09,594 INFO : TRAIN, epoch=0061, iter=00080/00196, fetch data time cost=1.35ms, fps=1375 images/s, loss=0.2211, top1-acc=92.39%, top5-acc=99.90%, remaining_time=0:00:22.127696, arrival_time=2021-04-10 02:01:31.721809, cost_time=0:00:15.260476 2021-04-10 02:01:11,474 INFO : TRAIN, epoch=0061, iter=00090/00196, fetch data time cost=1.95ms, fps=1362 images/s, loss=0.2230, top1-acc=92.37%, top5-acc=99.88%, remaining_time=0:00:20.187912, arrival_time=2021-04-10 02:01:31.662365, cost_time=0:00:17.140699 2021-04-10 02:01:13,347 INFO : TRAIN, epoch=0061, iter=00100/00196, fetch data time cost=2.07ms, fps=1367 images/s, loss=0.2217, top1-acc=92.42%, top5-acc=99.87%, remaining_time=0:00:18.253440, arrival_time=2021-04-10 02:01:31.601079, cost_time=0:00:19.013986 2021-04-10 02:01:15,231 INFO : TRAIN, epoch=0061, iter=00110/00196, fetch data time cost=1.48ms, fps=1360 images/s, loss=0.2228, top1-acc=92.36%, top5-acc=99.88%, remaining_time=0:00:16.338022, arrival_time=2021-04-10 02:01:31.569123, cost_time=0:00:20.897520 2021-04-10 02:01:17,096 INFO : TRAIN, epoch=0061, iter=00120/00196, fetch data time cost=1.88ms, fps=1372 images/s, loss=0.2238, top1-acc=92.32%, top5-acc=99.87%, remaining_time=0:00:14.416668, arrival_time=2021-04-10 02:01:31.513438, cost_time=0:00:22.763202 2021-04-10 02:01:18,967 INFO : TRAIN, epoch=0061, iter=00130/00196, fetch data time cost=2.13ms, fps=1369 images/s, loss=0.2236, top1-acc=92.31%, top5-acc=99.87%, remaining_time=0:00:12.506538, arrival_time=2021-04-10 02:01:31.474237, cost_time=0:00:24.634065 2021-04-10 02:01:20,843 INFO : TRAIN, epoch=0061, iter=00140/00196, fetch data time cost=1.64ms, fps=1365 images/s, loss=0.2261, top1-acc=92.26%, top5-acc=99.86%, remaining_time=0:00:10.603992, arrival_time=2021-04-10 02:01:31.447695, cost_time=0:00:26.510005 2021-04-10 02:01:22,709 INFO : TRAIN, epoch=0061, iter=00150/00196, fetch data time cost=1.41ms, fps=1373 images/s, loss=0.2263, top1-acc=92.24%, top5-acc=99.86%, remaining_time=0:00:08.701774, arrival_time=2021-04-10 02:01:31.410895, cost_time=0:00:28.375421 2021-04-10 02:01:24,575 INFO : TRAIN, epoch=0061, iter=00160/00196, fetch data time cost=1.43ms, fps=1372 images/s, loss=0.2283, top1-acc=92.17%, top5-acc=99.85%, remaining_time=0:00:06.804432, arrival_time=2021-04-10 02:01:31.379952, cost_time=0:00:30.241936 2021-04-10 02:01:26,451 INFO : TRAIN, epoch=0061, iter=00170/00196, fetch data time cost=1.73ms, fps=1365 images/s, loss=0.2290, top1-acc=92.18%, top5-acc=99.84%, remaining_time=0:00:04.912206, arrival_time=2021-04-10 02:01:31.364078, cost_time=0:00:32.118294 2021-04-10 02:01:28,331 INFO : TRAIN, epoch=0061, iter=00180/00196, fetch data time cost=1.78ms, fps=1363 images/s, loss=0.2309, top1-acc=92.12%, top5-acc=99.84%, remaining_time=0:00:03.022000, arrival_time=2021-04-10 02:01:31.353211, cost_time=0:00:33.997585 2021-04-10 02:01:30,205 INFO : TRAIN, epoch=0061, iter=00190/00196, fetch data time cost=1.52ms, fps=1366 images/s, loss=0.2323, top1-acc=92.05%, top5-acc=99.84%, remaining_time=0:00:01.132806, arrival_time=2021-04-10 02:01:31.338563, cost_time=0:00:35.872135 2021-04-10 02:01:31,233 INFO : TRAIN, epoch=0061, iter=00196/00196, fetch data time cost=1.67ms, fps=1325 images/s, loss=0.2334, top1-acc=92.01%, top5-acc=99.84%, remaining_time=0:00:00, arrival_time=2021-04-10 02:01:31.232978, cost_time=0:00:36.899391 2021-04-10 02:01:31,746 INFO : EVAL, epoch=0061, iter=00010/00040, fetch data time cost=0.45ms, fps=5004 images/s, loss=0.4198, top1-acc=85.98%, top5-acc=99.37%, remaining_time=0:00:01.534710, arrival_time=2021-04-10 02:01:33.281094, cost_time=0:00:00.511567 2021-04-10 02:01:32,115 INFO : EVAL, epoch=0061, iter=00020/00040, fetch data time cost=1.74ms, fps=6954 images/s, loss=0.4316, top1-acc=85.70%, top5-acc=99.49%, remaining_time=0:00:00.881060, arrival_time=2021-04-10 02:01:32.996827, cost_time=0:00:00.881057 2021-04-10 02:01:32,484 INFO : EVAL, epoch=0061, iter=00030/00040, fetch data time cost=1.83ms, fps=6948 images/s, loss=0.4400, top1-acc=85.74%, top5-acc=99.44%, remaining_time=0:00:00.416650, arrival_time=2021-04-10 02:01:32.901326, cost_time=0:00:01.249946 2021-04-10 02:01:32,825 INFO : EVAL, epoch=0061, iter=00040/00040, fetch data time cost=0.07ms, fps=6823 images/s, loss=0.4330, top1-acc=85.83%, top5-acc=99.37%, remaining_time=0:00:00, arrival_time=2021-04-10 02:01:32.825228, cost_time=0:00:01.590513 2021-04-10 02:01:32,937 INFO : Epoch=0061 complete, best val top1-acc=87.77%, top5-acc=99.56% (epoch=58), remaining_time=1:29:32.271326, arrival_time=2021-04-10 03:31:05.209062, cost_time=0:39:17.615497 2021-04-10 02:01:32,938 INFO : Train start, epoch=0062, lr=0.078750 2021-04-10 02:01:35,004 INFO : TRAIN, epoch=0062, iter=00010/00196, fetch data time cost=1.50ms, fps=1240 images/s, loss=0.2207, top1-acc=92.34%, top5-acc=99.88%, remaining_time=0:00:38.407326, arrival_time=2021-04-10 02:02:13.411352, cost_time=0:00:02.064908 2021-04-10 02:01:36,874 INFO : TRAIN, epoch=0062, iter=00020/00196, fetch data time cost=2.18ms, fps=1370 images/s, loss=0.2273, top1-acc=92.50%, top5-acc=99.84%, remaining_time=0:00:34.624480, arrival_time=2021-04-10 02:02:11.498445, cost_time=0:00:03.934603 2021-04-10 02:01:38,749 INFO : TRAIN, epoch=0062, iter=00030/00196, fetch data time cost=2.29ms, fps=1366 images/s, loss=0.2306, top1-acc=92.30%, top5-acc=99.87%, remaining_time=0:00:32.147062, arrival_time=2021-04-10 02:02:10.896004, cost_time=0:00:05.809711 2021-04-10 02:01:40,627 INFO : TRAIN, epoch=0062, iter=00040/00196, fetch data time cost=2.05ms, fps=1363 images/s, loss=0.2266, top1-acc=92.39%, top5-acc=99.86%, remaining_time=0:00:29.985696, arrival_time=2021-04-10 02:02:10.613454, cost_time=0:00:07.688624 2021-04-10 02:01:42,498 INFO : TRAIN, epoch=0062, iter=00050/00196, fetch data time cost=1.90ms, fps=1369 images/s, loss=0.2289, top1-acc=92.33%, top5-acc=99.84%, remaining_time=0:00:27.913594, arrival_time=2021-04-10 02:02:10.412255, cost_time=0:00:09.559465 2021-04-10 02:01:44,391 INFO : TRAIN, epoch=0062, iter=00060/00196, fetch data time cost=1.89ms, fps=1353 images/s, loss=0.2360, top1-acc=92.06%, top5-acc=99.82%, remaining_time=0:00:25.957640, arrival_time=2021-04-10 02:02:10.348678, cost_time=0:00:11.451890 2021-04-10 02:01:46,262 INFO : TRAIN, epoch=0062, iter=00070/00196, fetch data time cost=1.52ms, fps=1369 images/s, loss=0.2337, top1-acc=92.14%, top5-acc=99.81%, remaining_time=0:00:23.981580, arrival_time=2021-04-10 02:02:10.243734, cost_time=0:00:13.323104 2021-04-10 02:01:48,128 INFO : TRAIN, epoch=0062, iter=00080/00196, fetch data time cost=1.49ms, fps=1372 images/s, loss=0.2330, top1-acc=92.14%, top5-acc=99.82%, remaining_time=0:00:22.024572, arrival_time=2021-04-10 02:02:10.153126, cost_time=0:00:15.189365 2021-04-10 02:01:50,033 INFO : TRAIN, epoch=0062, iter=00090/00196, fetch data time cost=2.15ms, fps=1344 images/s, loss=0.2340, top1-acc=92.07%, top5-acc=99.82%, remaining_time=0:00:20.133534, arrival_time=2021-04-10 02:02:10.167273, cost_time=0:00:17.094525 2021-04-10 02:01:51,914 INFO : TRAIN, epoch=0062, iter=00100/00196, fetch data time cost=7.82ms, fps=1362 images/s, loss=0.2331, top1-acc=92.09%, top5-acc=99.82%, remaining_time=0:00:18.216192, arrival_time=2021-04-10 02:02:10.130516, cost_time=0:00:18.975183 2021-04-10 02:01:53,780 INFO : TRAIN, epoch=0062, iter=00110/00196, fetch data time cost=2.33ms, fps=1373 images/s, loss=0.2338, top1-acc=92.02%, top5-acc=99.83%, remaining_time=0:00:16.293732, arrival_time=2021-04-10 02:02:10.073658, cost_time=0:00:20.840801 2021-04-10 02:01:55,647 INFO : TRAIN, epoch=0062, iter=00120/00196, fetch data time cost=1.41ms, fps=1371 images/s, loss=0.2351, top1-acc=91.93%, top5-acc=99.82%, remaining_time=0:00:14.381860, arrival_time=2021-04-10 02:02:10.029295, cost_time=0:00:22.708243 2021-04-10 02:01:57,543 INFO : TRAIN, epoch=0062, iter=00130/00196, fetch data time cost=1.68ms, fps=1351 images/s, loss=0.2336, top1-acc=91.94%, top5-acc=99.82%, remaining_time=0:00:12.491292, arrival_time=2021-04-10 02:02:10.034480, cost_time=0:00:24.604078 2021-04-10 02:01:59,421 INFO : TRAIN, epoch=0062, iter=00140/00196, fetch data time cost=2.03ms, fps=1363 images/s, loss=0.2353, top1-acc=91.89%, top5-acc=99.82%, remaining_time=0:00:10.593016, arrival_time=2021-04-10 02:02:10.014619, cost_time=0:00:26.482515 2021-04-10 02:02:01,286 INFO : TRAIN, epoch=0062, iter=00150/00196, fetch data time cost=2.12ms, fps=1373 images/s, loss=0.2361, top1-acc=91.86%, top5-acc=99.82%, remaining_time=0:00:08.693310, arrival_time=2021-04-10 02:02:09.980188, cost_time=0:00:28.347753 2021-04-10 02:02:03,171 INFO : TRAIN, epoch=0062, iter=00160/00196, fetch data time cost=2.78ms, fps=1359 images/s, loss=0.2368, top1-acc=91.83%, top5-acc=99.81%, remaining_time=0:00:06.802380, arrival_time=2021-04-10 02:02:09.974215, cost_time=0:00:30.232754 2021-04-10 02:02:05,041 INFO : TRAIN, epoch=0062, iter=00170/00196, fetch data time cost=1.58ms, fps=1370 images/s, loss=0.2366, top1-acc=91.82%, top5-acc=99.82%, remaining_time=0:00:04.909762, arrival_time=2021-04-10 02:02:09.951129, cost_time=0:00:32.102294 2021-04-10 02:02:06,930 INFO : TRAIN, epoch=0062, iter=00180/00196, fetch data time cost=1.39ms, fps=1356 images/s, loss=0.2374, top1-acc=91.81%, top5-acc=99.81%, remaining_time=0:00:03.021456, arrival_time=2021-04-10 02:02:09.952006, cost_time=0:00:33.991427 2021-04-10 02:02:08,817 INFO : TRAIN, epoch=0062, iter=00190/00196, fetch data time cost=1.65ms, fps=1358 images/s, loss=0.2376, top1-acc=91.78%, top5-acc=99.80%, remaining_time=0:00:01.132980, arrival_time=2021-04-10 02:02:09.949903, cost_time=0:00:35.877660 2021-04-10 02:02:09,834 INFO : TRAIN, epoch=0062, iter=00196/00196, fetch data time cost=1.36ms, fps=1337 images/s, loss=0.2369, top1-acc=91.79%, top5-acc=99.80%, remaining_time=0:00:00, arrival_time=2021-04-10 02:02:09.834761, cost_time=0:00:36.895688 2021-04-10 02:02:10,304 INFO : EVAL, epoch=0062, iter=00010/00040, fetch data time cost=0.38ms, fps=5468 images/s, loss=0.4734, top1-acc=85.51%, top5-acc=99.41%, remaining_time=0:00:01.404600, arrival_time=2021-04-10 02:02:11.709335, cost_time=0:00:00.468198 2021-04-10 02:02:10,670 INFO : EVAL, epoch=0062, iter=00020/00040, fetch data time cost=2.07ms, fps=7011 images/s, loss=0.4494, top1-acc=86.19%, top5-acc=99.36%, remaining_time=0:00:00.833700, arrival_time=2021-04-10 02:02:11.504055, cost_time=0:00:00.833704 2021-04-10 02:02:11,035 INFO : EVAL, epoch=0062, iter=00030/00040, fetch data time cost=1.86ms, fps=7025 images/s, loss=0.4494, top1-acc=86.35%, top5-acc=99.37%, remaining_time=0:00:00.399580, arrival_time=2021-04-10 02:02:11.434858, cost_time=0:00:01.198729 2021-04-10 02:02:11,377 INFO : EVAL, epoch=0062, iter=00040/00040, fetch data time cost=0.09ms, fps=6787 images/s, loss=0.4453, top1-acc=86.61%, top5-acc=99.38%, remaining_time=0:00:00, arrival_time=2021-04-10 02:02:11.377552, cost_time=0:00:01.541002 2021-04-10 02:02:11,492 INFO : Epoch=0062 complete, best val top1-acc=87.77%, top5-acc=99.56% (epoch=58), remaining_time=1:28:53.410614, arrival_time=2021-04-10 03:31:04.902839, cost_time=0:39:56.170000 2021-04-10 02:02:11,494 INFO : Train start, epoch=0063, lr=0.078104 2021-04-10 02:02:13,654 INFO : TRAIN, epoch=0063, iter=00010/00196, fetch data time cost=1.57ms, fps=1185 images/s, loss=0.2411, top1-acc=91.56%, top5-acc=99.88%, remaining_time=0:00:40.175070, arrival_time=2021-04-10 02:02:53.829274, cost_time=0:00:02.159946 2021-04-10 02:02:15,538 INFO : TRAIN, epoch=0063, iter=00020/00196, fetch data time cost=2.18ms, fps=1360 images/s, loss=0.2365, top1-acc=91.95%, top5-acc=99.79%, remaining_time=0:00:35.582976, arrival_time=2021-04-10 02:02:51.120920, cost_time=0:00:04.043521 2021-04-10 02:02:17,411 INFO : TRAIN, epoch=0063, iter=00030/00196, fetch data time cost=2.08ms, fps=1367 images/s, loss=0.2266, top1-acc=92.36%, top5-acc=99.86%, remaining_time=0:00:32.740678, arrival_time=2021-04-10 02:02:50.151875, cost_time=0:00:05.916982 2021-04-10 02:02:19,285 INFO : TRAIN, epoch=0063, iter=00040/00196, fetch data time cost=1.59ms, fps=1366 images/s, loss=0.2235, top1-acc=92.47%, top5-acc=99.87%, remaining_time=0:00:30.384900, arrival_time=2021-04-10 02:02:49.670187, cost_time=0:00:07.790991 2021-04-10 02:02:21,158 INFO : TRAIN, epoch=0063, iter=00050/00196, fetch data time cost=2.18ms, fps=1367 images/s, loss=0.2188, top1-acc=92.57%, top5-acc=99.87%, remaining_time=0:00:28.219318, arrival_time=2021-04-10 02:02:49.377760, cost_time=0:00:09.664127 2021-04-10 02:02:23,023 INFO : TRAIN, epoch=0063, iter=00060/00196, fetch data time cost=1.48ms, fps=1373 images/s, loss=0.2179, top1-acc=92.64%, top5-acc=99.86%, remaining_time=0:00:26.132536, arrival_time=2021-04-10 02:02:49.155941, cost_time=0:00:11.529076 2021-04-10 02:02:24,898 INFO : TRAIN, epoch=0063, iter=00070/00196, fetch data time cost=2.06ms, fps=1366 images/s, loss=0.2182, top1-acc=92.61%, top5-acc=99.85%, remaining_time=0:00:24.128496, arrival_time=2021-04-10 02:02:49.027428, cost_time=0:00:13.404747 2021-04-10 02:02:26,770 INFO : TRAIN, epoch=0063, iter=00080/00196, fetch data time cost=1.73ms, fps=1368 images/s, loss=0.2189, top1-acc=92.52%, top5-acc=99.86%, remaining_time=0:00:22.150316, arrival_time=2021-04-10 02:02:48.920705, cost_time=0:00:15.276086 2021-04-10 02:02:28,644 INFO : TRAIN, epoch=0063, iter=00090/00196, fetch data time cost=1.98ms, fps=1366 images/s, loss=0.2224, top1-acc=92.37%, top5-acc=99.86%, remaining_time=0:00:20.199572, arrival_time=2021-04-10 02:02:48.844330, cost_time=0:00:17.150544 2021-04-10 02:02:30,532 INFO : TRAIN, epoch=0063, iter=00100/00196, fetch data time cost=1.40ms, fps=1357 images/s, loss=0.2251, top1-acc=92.27%, top5-acc=99.87%, remaining_time=0:00:18.276576, arrival_time=2021-04-10 02:02:48.808971, cost_time=0:00:19.038077 2021-04-10 02:02:32,406 INFO : TRAIN, epoch=0063, iter=00110/00196, fetch data time cost=1.45ms, fps=1366 images/s, loss=0.2267, top1-acc=92.20%, top5-acc=99.87%, remaining_time=0:00:16.349890, arrival_time=2021-04-10 02:02:48.756772, cost_time=0:00:20.912663 2021-04-10 02:02:34,288 INFO : TRAIN, epoch=0063, iter=00120/00196, fetch data time cost=1.94ms, fps=1361 images/s, loss=0.2264, top1-acc=92.25%, top5-acc=99.87%, remaining_time=0:00:14.436504, arrival_time=2021-04-10 02:02:48.725354, cost_time=0:00:22.794470 2021-04-10 02:02:36,155 INFO : TRAIN, epoch=0063, iter=00130/00196, fetch data time cost=1.41ms, fps=1372 images/s, loss=0.2280, top1-acc=92.20%, top5-acc=99.85%, remaining_time=0:00:12.520464, arrival_time=2021-04-10 02:02:48.676224, cost_time=0:00:24.661511 2021-04-10 02:02:38,031 INFO : TRAIN, epoch=0063, iter=00140/00196, fetch data time cost=2.26ms, fps=1365 images/s, loss=0.2259, top1-acc=92.28%, top5-acc=99.86%, remaining_time=0:00:10.614800, arrival_time=2021-04-10 02:02:48.646029, cost_time=0:00:26.536954 2021-04-10 02:02:39,895 INFO : TRAIN, epoch=0063, iter=00150/00196, fetch data time cost=1.51ms, fps=1374 images/s, loss=0.2253, top1-acc=92.32%, top5-acc=99.86%, remaining_time=0:00:08.709686, arrival_time=2021-04-10 02:02:48.605068, cost_time=0:00:28.401109 2021-04-10 02:02:41,765 INFO : TRAIN, epoch=0063, iter=00160/00196, fetch data time cost=1.42ms, fps=1369 images/s, loss=0.2260, top1-acc=92.29%, top5-acc=99.86%, remaining_time=0:00:06.811056, arrival_time=2021-04-10 02:02:48.576552, cost_time=0:00:30.271319 2021-04-10 02:02:43,653 INFO : TRAIN, epoch=0063, iter=00170/00196, fetch data time cost=2.40ms, fps=1357 images/s, loss=0.2257, top1-acc=92.30%, top5-acc=99.86%, remaining_time=0:00:04.918394, arrival_time=2021-04-10 02:02:48.571390, cost_time=0:00:32.158767 2021-04-10 02:02:45,524 INFO : TRAIN, epoch=0063, iter=00180/00196, fetch data time cost=1.91ms, fps=1369 images/s, loss=0.2269, top1-acc=92.26%, top5-acc=99.85%, remaining_time=0:00:03.024880, arrival_time=2021-04-10 02:02:48.548979, cost_time=0:00:34.029818 2021-04-10 02:02:47,450 INFO : TRAIN, epoch=0063, iter=00190/00196, fetch data time cost=1.76ms, fps=1329 images/s, loss=0.2276, top1-acc=92.22%, top5-acc=99.84%, remaining_time=0:00:01.135458, arrival_time=2021-04-10 02:02:48.586038, cost_time=0:00:35.956254 2021-04-10 02:02:48,469 INFO : TRAIN, epoch=0063, iter=00196/00196, fetch data time cost=1.49ms, fps=1336 images/s, loss=0.2290, top1-acc=92.17%, top5-acc=99.84%, remaining_time=0:00:00, arrival_time=2021-04-10 02:02:48.469552, cost_time=0:00:36.975304 2021-04-10 02:02:48,931 INFO : EVAL, epoch=0063, iter=00010/00040, fetch data time cost=4.95ms, fps=5560 images/s, loss=0.6692, top1-acc=79.22%, top5-acc=99.22%, remaining_time=0:00:01.381230, arrival_time=2021-04-10 02:02:50.312990, cost_time=0:00:00.460411 2021-04-10 02:02:49,305 INFO : EVAL, epoch=0063, iter=00020/00040, fetch data time cost=2.51ms, fps=6867 images/s, loss=0.6627, top1-acc=79.37%, top5-acc=99.28%, remaining_time=0:00:00.833780, arrival_time=2021-04-10 02:02:50.138899, cost_time=0:00:00.833782 2021-04-10 02:02:49,677 INFO : EVAL, epoch=0063, iter=00030/00040, fetch data time cost=3.07ms, fps=6882 images/s, loss=0.6655, top1-acc=79.62%, top5-acc=99.27%, remaining_time=0:00:00.402100, arrival_time=2021-04-10 02:02:50.079790, cost_time=0:00:01.206307 2021-04-10 02:02:50,021 INFO : EVAL, epoch=0063, iter=00040/00040, fetch data time cost=0.09ms, fps=6765 images/s, loss=0.6576, top1-acc=79.81%, top5-acc=99.26%, remaining_time=0:00:00, arrival_time=2021-04-10 02:02:50.021177, cost_time=0:00:01.549866 2021-04-10 02:02:50,160 INFO : Epoch=0063 complete, best val top1-acc=87.77%, top5-acc=99.56% (epoch=58), remaining_time=1:28:14.806825, arrival_time=2021-04-10 03:31:04.967212, cost_time=0:40:34.838146 2021-04-10 02:02:50,162 INFO : Train start, epoch=0064, lr=0.077451 2021-04-10 02:02:52,292 INFO : TRAIN, epoch=0064, iter=00010/00196, fetch data time cost=1.46ms, fps=1202 images/s, loss=0.2342, top1-acc=91.29%, top5-acc=99.92%, remaining_time=0:00:39.621348, arrival_time=2021-04-10 02:03:31.914020, cost_time=0:00:02.130184 2021-04-10 02:02:54,170 INFO : TRAIN, epoch=0064, iter=00020/00196, fetch data time cost=1.93ms, fps=1364 images/s, loss=0.2429, top1-acc=91.25%, top5-acc=99.92%, remaining_time=0:00:35.271808, arrival_time=2021-04-10 02:03:29.442515, cost_time=0:00:04.008155 2021-04-10 02:02:56,060 INFO : TRAIN, epoch=0064, iter=00030/00196, fetch data time cost=2.13ms, fps=1355 images/s, loss=0.2397, top1-acc=91.54%, top5-acc=99.91%, remaining_time=0:00:32.633442, arrival_time=2021-04-10 02:03:28.693530, cost_time=0:00:05.897604 2021-04-10 02:02:57,936 INFO : TRAIN, epoch=0064, iter=00040/00196, fetch data time cost=1.98ms, fps=1365 images/s, loss=0.2298, top1-acc=91.87%, top5-acc=99.87%, remaining_time=0:00:30.316260, arrival_time=2021-04-10 02:03:28.252208, cost_time=0:00:07.773417 2021-04-10 02:02:59,810 INFO : TRAIN, epoch=0064, iter=00050/00196, fetch data time cost=1.75ms, fps=1366 images/s, loss=0.2278, top1-acc=91.98%, top5-acc=99.86%, remaining_time=0:00:28.171284, arrival_time=2021-04-10 02:03:27.981447, cost_time=0:00:09.647689 2021-04-10 02:03:01,692 INFO : TRAIN, epoch=0064, iter=00060/00196, fetch data time cost=1.39ms, fps=1360 images/s, loss=0.2279, top1-acc=92.04%, top5-acc=99.84%, remaining_time=0:00:26.135528, arrival_time=2021-04-10 02:03:27.828360, cost_time=0:00:11.530370 2021-04-10 02:03:03,572 INFO : TRAIN, epoch=0064, iter=00070/00196, fetch data time cost=2.12ms, fps=1363 images/s, loss=0.2256, top1-acc=92.13%, top5-acc=99.84%, remaining_time=0:00:24.136686, arrival_time=2021-04-10 02:03:27.708579, cost_time=0:00:13.409263 2021-04-10 02:03:05,439 INFO : TRAIN, epoch=0064, iter=00080/00196, fetch data time cost=2.47ms, fps=1372 images/s, loss=0.2261, top1-acc=92.18%, top5-acc=99.85%, remaining_time=0:00:22.150780, arrival_time=2021-04-10 02:03:27.589754, cost_time=0:00:15.276394 2021-04-10 02:03:07,308 INFO : TRAIN, epoch=0064, iter=00090/00196, fetch data time cost=1.54ms, fps=1370 images/s, loss=0.2265, top1-acc=92.16%, top5-acc=99.84%, remaining_time=0:00:20.193424, arrival_time=2021-04-10 02:03:27.501399, cost_time=0:00:17.145395 2021-04-10 02:03:09,190 INFO : TRAIN, epoch=0064, iter=00100/00196, fetch data time cost=1.46ms, fps=1360 images/s, loss=0.2284, top1-acc=92.07%, top5-acc=99.84%, remaining_time=0:00:18.267168, arrival_time=2021-04-10 02:03:27.457880, cost_time=0:00:19.028264 2021-04-10 02:03:11,065 INFO : TRAIN, epoch=0064, iter=00110/00196, fetch data time cost=1.95ms, fps=1366 images/s, loss=0.2297, top1-acc=92.05%, top5-acc=99.83%, remaining_time=0:00:16.341806, arrival_time=2021-04-10 02:03:27.406772, cost_time=0:00:20.902352 2021-04-10 02:03:12,947 INFO : TRAIN, epoch=0064, iter=00120/00196, fetch data time cost=1.78ms, fps=1360 images/s, loss=0.2313, top1-acc=91.98%, top5-acc=99.82%, remaining_time=0:00:14.430576, arrival_time=2021-04-10 02:03:27.378369, cost_time=0:00:22.785178 2021-04-10 02:03:14,836 INFO : TRAIN, epoch=0064, iter=00130/00196, fetch data time cost=1.87ms, fps=1356 images/s, loss=0.2318, top1-acc=91.97%, top5-acc=99.83%, remaining_time=0:00:12.526932, arrival_time=2021-04-10 02:03:27.363624, cost_time=0:00:24.674205 2021-04-10 02:03:16,706 INFO : TRAIN, epoch=0064, iter=00140/00196, fetch data time cost=1.72ms, fps=1370 images/s, loss=0.2315, top1-acc=91.94%, top5-acc=99.84%, remaining_time=0:00:10.617488, arrival_time=2021-04-10 02:03:27.323870, cost_time=0:00:26.543690 2021-04-10 02:03:18,577 INFO : TRAIN, epoch=0064, iter=00150/00196, fetch data time cost=1.53ms, fps=1369 images/s, loss=0.2312, top1-acc=91.91%, top5-acc=99.84%, remaining_time=0:00:08.713826, arrival_time=2021-04-10 02:03:27.290939, cost_time=0:00:28.414671 2021-04-10 02:03:20,457 INFO : TRAIN, epoch=0064, iter=00160/00196, fetch data time cost=2.10ms, fps=1362 images/s, loss=0.2315, top1-acc=91.90%, top5-acc=99.84%, remaining_time=0:00:06.816348, arrival_time=2021-04-10 02:03:27.273798, cost_time=0:00:30.294889 2021-04-10 02:03:22,326 INFO : TRAIN, epoch=0064, iter=00170/00196, fetch data time cost=1.74ms, fps=1370 images/s, loss=0.2332, top1-acc=91.85%, top5-acc=99.84%, remaining_time=0:00:04.919226, arrival_time=2021-04-10 02:03:27.245943, cost_time=0:00:32.164253 2021-04-10 02:03:24,206 INFO : TRAIN, epoch=0064, iter=00180/00196, fetch data time cost=1.94ms, fps=1362 images/s, loss=0.2335, top1-acc=91.86%, top5-acc=99.84%, remaining_time=0:00:03.026112, arrival_time=2021-04-10 02:03:27.232401, cost_time=0:00:34.043743 2021-04-10 02:03:26,087 INFO : TRAIN, epoch=0064, iter=00190/00196, fetch data time cost=1.63ms, fps=1362 images/s, loss=0.2334, top1-acc=91.86%, top5-acc=99.84%, remaining_time=0:00:01.134456, arrival_time=2021-04-10 02:03:27.221458, cost_time=0:00:35.924373 2021-04-10 02:03:27,118 INFO : TRAIN, epoch=0064, iter=00196/00196, fetch data time cost=1.99ms, fps=1319 images/s, loss=0.2349, top1-acc=91.83%, top5-acc=99.84%, remaining_time=0:00:00, arrival_time=2021-04-10 02:03:27.118549, cost_time=0:00:36.956063 2021-04-10 02:03:27,607 INFO : EVAL, epoch=0064, iter=00010/00040, fetch data time cost=5.05ms, fps=5267 images/s, loss=0.4281, top1-acc=86.33%, top5-acc=99.02%, remaining_time=0:00:01.458120, arrival_time=2021-04-10 02:03:29.065280, cost_time=0:00:00.486045 2021-04-10 02:03:27,973 INFO : EVAL, epoch=0064, iter=00020/00040, fetch data time cost=2.17ms, fps=6995 images/s, loss=0.4598, top1-acc=85.66%, top5-acc=99.24%, remaining_time=0:00:00.852500, arrival_time=2021-04-10 02:03:28.826106, cost_time=0:00:00.852497 2021-04-10 02:03:28,348 INFO : EVAL, epoch=0064, iter=00030/00040, fetch data time cost=3.81ms, fps=6830 images/s, loss=0.4660, top1-acc=85.68%, top5-acc=99.22%, remaining_time=0:00:00.409260, arrival_time=2021-04-10 02:03:28.758114, cost_time=0:00:01.227774 2021-04-10 02:03:28,689 INFO : EVAL, epoch=0064, iter=00040/00040, fetch data time cost=0.08ms, fps=6817 images/s, loss=0.4835, top1-acc=85.19%, top5-acc=99.27%, remaining_time=0:00:00, arrival_time=2021-04-10 02:03:28.689520, cost_time=0:00:01.568456 2021-04-10 02:03:28,781 INFO : Epoch=0064 complete, best val top1-acc=87.77%, top5-acc=99.56% (epoch=58), remaining_time=1:27:36.099984, arrival_time=2021-04-10 03:31:04.880992, cost_time=0:41:13.458812 2021-04-10 02:03:28,782 INFO : Train start, epoch=0065, lr=0.076791 2021-04-10 02:03:30,837 INFO : TRAIN, epoch=0065, iter=00010/00196, fetch data time cost=2.23ms, fps=1246 images/s, loss=0.2411, top1-acc=91.72%, top5-acc=99.92%, remaining_time=0:00:38.221140, arrival_time=2021-04-10 02:04:09.058417, cost_time=0:00:02.054898 2021-04-10 02:03:32,713 INFO : TRAIN, epoch=0065, iter=00020/00196, fetch data time cost=1.63ms, fps=1365 images/s, loss=0.2304, top1-acc=92.07%, top5-acc=99.90%, remaining_time=0:00:34.590688, arrival_time=2021-04-10 02:04:07.303871, cost_time=0:00:03.930769 2021-04-10 02:03:34,580 INFO : TRAIN, epoch=0065, iter=00030/00196, fetch data time cost=1.63ms, fps=1372 images/s, loss=0.2298, top1-acc=92.01%, top5-acc=99.87%, remaining_time=0:00:32.082322, arrival_time=2021-04-10 02:04:06.662661, cost_time=0:00:05.798011 2021-04-10 02:03:36,454 INFO : TRAIN, epoch=0065, iter=00040/00196, fetch data time cost=1.86ms, fps=1366 images/s, loss=0.2261, top1-acc=92.16%, top5-acc=99.84%, remaining_time=0:00:29.921268, arrival_time=2021-04-10 02:04:06.375821, cost_time=0:00:07.672128 2021-04-10 02:03:38,329 INFO : TRAIN, epoch=0065, iter=00050/00196, fetch data time cost=3.10ms, fps=1366 images/s, loss=0.2233, top1-acc=92.30%, top5-acc=99.87%, remaining_time=0:00:27.878408, arrival_time=2021-04-10 02:04:06.208184, cost_time=0:00:09.547407 2021-04-10 02:03:40,210 INFO : TRAIN, epoch=0065, iter=00060/00196, fetch data time cost=1.35ms, fps=1362 images/s, loss=0.2245, top1-acc=92.25%, top5-acc=99.87%, remaining_time=0:00:25.903376, arrival_time=2021-04-10 02:04:06.113670, cost_time=0:00:11.427939 2021-04-10 02:03:42,079 INFO : TRAIN, epoch=0065, iter=00070/00196, fetch data time cost=1.43ms, fps=1370 images/s, loss=0.2247, top1-acc=92.20%, top5-acc=99.87%, remaining_time=0:00:23.934582, arrival_time=2021-04-10 02:04:06.013894, cost_time=0:00:13.296958 2021-04-10 02:03:43,957 INFO : TRAIN, epoch=0065, iter=00080/00196, fetch data time cost=1.60ms, fps=1364 images/s, loss=0.2238, top1-acc=92.20%, top5-acc=99.85%, remaining_time=0:00:22.003112, arrival_time=2021-04-10 02:04:05.960085, cost_time=0:00:15.174538 2021-04-10 02:03:45,829 INFO : TRAIN, epoch=0065, iter=00090/00196, fetch data time cost=1.46ms, fps=1368 images/s, loss=0.2252, top1-acc=92.19%, top5-acc=99.83%, remaining_time=0:00:20.077142, arrival_time=2021-04-10 02:04:05.906097, cost_time=0:00:17.046592 2021-04-10 02:03:47,709 INFO : TRAIN, epoch=0065, iter=00100/00196, fetch data time cost=1.60ms, fps=1362 images/s, loss=0.2261, top1-acc=92.16%, top5-acc=99.82%, remaining_time=0:00:18.169536, arrival_time=2021-04-10 02:04:05.878511, cost_time=0:00:18.926613 2021-04-10 02:03:49,577 INFO : TRAIN, epoch=0065, iter=00110/00196, fetch data time cost=1.87ms, fps=1371 images/s, loss=0.2265, top1-acc=92.12%, top5-acc=99.82%, remaining_time=0:00:16.257612, arrival_time=2021-04-10 02:04:05.834616, cost_time=0:00:20.794644 2021-04-10 02:03:51,448 INFO : TRAIN, epoch=0065, iter=00120/00196, fetch data time cost=2.24ms, fps=1368 images/s, loss=0.2265, top1-acc=92.14%, top5-acc=99.82%, remaining_time=0:00:14.355412, arrival_time=2021-04-10 02:04:05.804266, cost_time=0:00:22.666439 2021-04-10 02:03:53,315 INFO : TRAIN, epoch=0065, iter=00130/00196, fetch data time cost=1.61ms, fps=1373 images/s, loss=0.2271, top1-acc=92.09%, top5-acc=99.83%, remaining_time=0:00:12.454926, arrival_time=2021-04-10 02:04:05.769798, cost_time=0:00:24.532379 2021-04-10 02:03:55,188 INFO : TRAIN, epoch=0065, iter=00140/00196, fetch data time cost=1.52ms, fps=1367 images/s, loss=0.2258, top1-acc=92.17%, top5-acc=99.83%, remaining_time=0:00:10.562608, arrival_time=2021-04-10 02:04:05.751402, cost_time=0:00:26.406495 2021-04-10 02:03:57,064 INFO : TRAIN, epoch=0065, iter=00150/00196, fetch data time cost=2.39ms, fps=1365 images/s, loss=0.2264, top1-acc=92.16%, top5-acc=99.84%, remaining_time=0:00:08.673116, arrival_time=2021-04-10 02:04:05.737378, cost_time=0:00:28.281832 2021-04-10 02:03:58,952 INFO : TRAIN, epoch=0065, iter=00160/00196, fetch data time cost=2.94ms, fps=1356 images/s, loss=0.2257, top1-acc=92.21%, top5-acc=99.83%, remaining_time=0:00:06.788268, arrival_time=2021-04-10 02:04:05.740786, cost_time=0:00:30.170042 2021-04-10 02:04:00,823 INFO : TRAIN, epoch=0065, iter=00170/00196, fetch data time cost=2.03ms, fps=1369 images/s, loss=0.2245, top1-acc=92.25%, top5-acc=99.84%, remaining_time=0:00:04.900454, arrival_time=2021-04-10 02:04:05.724268, cost_time=0:00:32.041435 2021-04-10 02:04:02,702 INFO : TRAIN, epoch=0065, iter=00180/00196, fetch data time cost=2.20ms, fps=1363 images/s, loss=0.2244, top1-acc=92.27%, top5-acc=99.84%, remaining_time=0:00:03.015120, arrival_time=2021-04-10 02:04:05.717524, cost_time=0:00:33.920019 2021-04-10 02:04:04,574 INFO : TRAIN, epoch=0065, iter=00190/00196, fetch data time cost=1.23ms, fps=1368 images/s, loss=0.2269, top1-acc=92.20%, top5-acc=99.82%, remaining_time=0:00:01.130268, arrival_time=2021-04-10 02:04:05.704454, cost_time=0:00:35.791759 2021-04-10 02:04:05,589 INFO : TRAIN, epoch=0065, iter=00196/00196, fetch data time cost=1.43ms, fps=1340 images/s, loss=0.2272, top1-acc=92.17%, top5-acc=99.82%, remaining_time=0:00:00, arrival_time=2021-04-10 02:04:05.589817, cost_time=0:00:36.807534 2021-04-10 02:04:06,106 INFO : EVAL, epoch=0065, iter=00010/00040, fetch data time cost=0.32ms, fps=4995 images/s, loss=0.6675, top1-acc=81.37%, top5-acc=98.98%, remaining_time=0:00:01.537650, arrival_time=2021-04-10 02:04:07.644266, cost_time=0:00:00.512551 2021-04-10 02:04:06,477 INFO : EVAL, epoch=0065, iter=00020/00040, fetch data time cost=1.36ms, fps=6911 images/s, loss=0.6277, top1-acc=82.23%, top5-acc=98.98%, remaining_time=0:00:00.883560, arrival_time=2021-04-10 02:04:07.361186, cost_time=0:00:00.883566 2021-04-10 02:04:06,845 INFO : EVAL, epoch=0065, iter=00030/00040, fetch data time cost=1.51ms, fps=6980 images/s, loss=0.6340, top1-acc=81.68%, top5-acc=99.01%, remaining_time=0:00:00.416970, arrival_time=2021-04-10 02:04:07.261923, cost_time=0:00:01.250914 2021-04-10 02:04:07,190 INFO : EVAL, epoch=0065, iter=00040/00040, fetch data time cost=0.08ms, fps=6725 images/s, loss=0.6274, top1-acc=82.12%, top5-acc=99.00%, remaining_time=0:00:00, arrival_time=2021-04-10 02:04:07.190366, cost_time=0:00:01.596390 2021-04-10 02:04:07,272 INFO : Epoch=0065 complete, best val top1-acc=87.77%, top5-acc=99.56% (epoch=58), remaining_time=1:26:57.127110, arrival_time=2021-04-10 03:31:04.399383, cost_time=0:41:51.950071 2021-04-10 02:04:07,273 INFO : Train start, epoch=0066, lr=0.076125 2021-04-10 02:04:09,401 INFO : TRAIN, epoch=0066, iter=00010/00196, fetch data time cost=1.76ms, fps=1203 images/s, loss=0.2337, top1-acc=91.99%, top5-acc=99.80%, remaining_time=0:00:39.572988, arrival_time=2021-04-10 02:04:48.974145, cost_time=0:00:02.127578 2021-04-10 02:04:11,273 INFO : TRAIN, epoch=0066, iter=00020/00196, fetch data time cost=1.64ms, fps=1368 images/s, loss=0.2289, top1-acc=92.38%, top5-acc=99.75%, remaining_time=0:00:35.201056, arrival_time=2021-04-10 02:04:46.474784, cost_time=0:00:04.000125 2021-04-10 02:04:13,145 INFO : TRAIN, epoch=0066, iter=00030/00196, fetch data time cost=1.49ms, fps=1369 images/s, loss=0.2232, top1-acc=92.36%, top5-acc=99.80%, remaining_time=0:00:32.488856, arrival_time=2021-04-10 02:04:45.633949, cost_time=0:00:05.871466 2021-04-10 02:04:15,021 INFO : TRAIN, epoch=0066, iter=00040/00196, fetch data time cost=1.50ms, fps=1365 images/s, loss=0.2221, top1-acc=92.54%, top5-acc=99.80%, remaining_time=0:00:30.218136, arrival_time=2021-04-10 02:04:45.239955, cost_time=0:00:07.748230 2021-04-10 02:04:16,898 INFO : TRAIN, epoch=0066, iter=00050/00196, fetch data time cost=2.13ms, fps=1365 images/s, loss=0.2145, top1-acc=92.71%, top5-acc=99.81%, remaining_time=0:00:28.103540, arrival_time=2021-04-10 02:04:45.001841, cost_time=0:00:09.624516 2021-04-10 02:04:18,771 INFO : TRAIN, epoch=0066, iter=00060/00196, fetch data time cost=2.10ms, fps=1367 images/s, loss=0.2161, top1-acc=92.64%, top5-acc=99.81%, remaining_time=0:00:26.062088, arrival_time=2021-04-10 02:04:44.833651, cost_time=0:00:11.497988 2021-04-10 02:04:20,651 INFO : TRAIN, epoch=0066, iter=00070/00196, fetch data time cost=2.15ms, fps=1362 images/s, loss=0.2194, top1-acc=92.54%, top5-acc=99.79%, remaining_time=0:00:24.079860, arrival_time=2021-04-10 02:04:44.731227, cost_time=0:00:13.377698 2021-04-10 02:04:22,536 INFO : TRAIN, epoch=0066, iter=00080/00196, fetch data time cost=1.68ms, fps=1358 images/s, loss=0.2231, top1-acc=92.47%, top5-acc=99.79%, remaining_time=0:00:22.131640, arrival_time=2021-04-10 02:04:44.668497, cost_time=0:00:15.263210 2021-04-10 02:04:24,428 INFO : TRAIN, epoch=0066, iter=00090/00196, fetch data time cost=1.94ms, fps=1354 images/s, loss=0.2240, top1-acc=92.41%, top5-acc=99.80%, remaining_time=0:00:20.204024, arrival_time=2021-04-10 02:04:44.632047, cost_time=0:00:17.154346 2021-04-10 02:04:26,301 INFO : TRAIN, epoch=0066, iter=00100/00196, fetch data time cost=2.19ms, fps=1367 images/s, loss=0.2262, top1-acc=92.28%, top5-acc=99.78%, remaining_time=0:00:18.267168, arrival_time=2021-04-10 02:04:44.569011, cost_time=0:00:19.028329 2021-04-10 02:04:28,201 INFO : TRAIN, epoch=0066, iter=00110/00196, fetch data time cost=1.78ms, fps=1348 images/s, loss=0.2272, top1-acc=92.24%, top5-acc=99.79%, remaining_time=0:00:16.362016, arrival_time=2021-04-10 02:04:44.563790, cost_time=0:00:20.928134 2021-04-10 02:04:30,077 INFO : TRAIN, epoch=0066, iter=00120/00196, fetch data time cost=2.19ms, fps=1366 images/s, loss=0.2286, top1-acc=92.20%, top5-acc=99.79%, remaining_time=0:00:14.442356, arrival_time=2021-04-10 02:04:44.519670, cost_time=0:00:22.803725 2021-04-10 02:04:31,953 INFO : TRAIN, epoch=0066, iter=00130/00196, fetch data time cost=2.26ms, fps=1365 images/s, loss=0.2260, top1-acc=92.26%, top5-acc=99.81%, remaining_time=0:00:12.529968, arrival_time=2021-04-10 02:04:44.483814, cost_time=0:00:24.680211 2021-04-10 02:04:33,837 INFO : TRAIN, epoch=0066, iter=00140/00196, fetch data time cost=1.47ms, fps=1359 images/s, loss=0.2232, top1-acc=92.34%, top5-acc=99.82%, remaining_time=0:00:10.625664, arrival_time=2021-04-10 02:04:44.463391, cost_time=0:00:26.564146 2021-04-10 02:04:35,727 INFO : TRAIN, epoch=0066, iter=00150/00196, fetch data time cost=1.95ms, fps=1355 images/s, loss=0.2234, top1-acc=92.36%, top5-acc=99.81%, remaining_time=0:00:08.725740, arrival_time=2021-04-10 02:04:44.452923, cost_time=0:00:28.453519 2021-04-10 02:04:37,606 INFO : TRAIN, epoch=0066, iter=00160/00196, fetch data time cost=1.59ms, fps=1363 images/s, loss=0.2256, top1-acc=92.27%, top5-acc=99.81%, remaining_time=0:00:06.824844, arrival_time=2021-04-10 02:04:44.431128, cost_time=0:00:30.332591 2021-04-10 02:04:39,474 INFO : TRAIN, epoch=0066, iter=00170/00196, fetch data time cost=2.60ms, fps=1371 images/s, loss=0.2265, top1-acc=92.27%, top5-acc=99.82%, remaining_time=0:00:04.924764, arrival_time=2021-04-10 02:04:44.398906, cost_time=0:00:32.200456 2021-04-10 02:04:41,345 INFO : TRAIN, epoch=0066, iter=00180/00196, fetch data time cost=2.08ms, fps=1369 images/s, loss=0.2273, top1-acc=92.24%, top5-acc=99.82%, remaining_time=0:00:03.028592, arrival_time=2021-04-10 02:04:44.373863, cost_time=0:00:34.071644 2021-04-10 02:04:43,216 INFO : TRAIN, epoch=0066, iter=00190/00196, fetch data time cost=1.68ms, fps=1369 images/s, loss=0.2269, top1-acc=92.26%, top5-acc=99.82%, remaining_time=0:00:01.135014, arrival_time=2021-04-10 02:04:44.350890, cost_time=0:00:35.942137 2021-04-10 02:04:44,239 INFO : TRAIN, epoch=0066, iter=00196/00196, fetch data time cost=1.21ms, fps=1330 images/s, loss=0.2266, top1-acc=92.28%, top5-acc=99.82%, remaining_time=0:00:00, arrival_time=2021-04-10 02:04:44.238960, cost_time=0:00:36.965433 2021-04-10 02:04:44,715 INFO : EVAL, epoch=0066, iter=00010/00040, fetch data time cost=0.54ms, fps=5392 images/s, loss=0.4431, top1-acc=85.70%, top5-acc=99.41%, remaining_time=0:00:01.424310, arrival_time=2021-04-10 02:04:46.139861, cost_time=0:00:00.474773 2021-04-10 02:04:45,078 INFO : EVAL, epoch=0066, iter=00020/00040, fetch data time cost=1.91ms, fps=7073 images/s, loss=0.4573, top1-acc=85.33%, top5-acc=99.47%, remaining_time=0:00:00.837220, arrival_time=2021-04-10 02:04:45.915242, cost_time=0:00:00.837218 2021-04-10 02:04:45,446 INFO : EVAL, epoch=0066, iter=00030/00040, fetch data time cost=1.53ms, fps=6957 images/s, loss=0.4650, top1-acc=84.97%, top5-acc=99.51%, remaining_time=0:00:00.401900, arrival_time=2021-04-10 02:04:45.848396, cost_time=0:00:01.205709 2021-04-10 02:04:45,791 INFO : EVAL, epoch=0066, iter=00040/00040, fetch data time cost=0.08ms, fps=6732 images/s, loss=0.4608, top1-acc=85.09%, top5-acc=99.44%, remaining_time=0:00:00, arrival_time=2021-04-10 02:04:45.791573, cost_time=0:00:01.550812 2021-04-10 02:04:45,893 INFO : Epoch=0066 complete, best val top1-acc=87.77%, top5-acc=99.56% (epoch=58), remaining_time=1:26:18.433082, arrival_time=2021-04-10 03:31:04.326834, cost_time=0:42:30.571528 2021-04-10 02:04:45,894 INFO : Train start, epoch=0067, lr=0.075452 2021-04-10 02:04:47,997 INFO : TRAIN, epoch=0067, iter=00010/00196, fetch data time cost=1.39ms, fps=1218 images/s, loss=0.2358, top1-acc=91.48%, top5-acc=99.92%, remaining_time=0:00:39.108546, arrival_time=2021-04-10 02:05:27.106364, cost_time=0:00:02.102613 2021-04-10 02:04:49,872 INFO : TRAIN, epoch=0067, iter=00020/00196, fetch data time cost=1.54ms, fps=1367 images/s, loss=0.2347, top1-acc=91.74%, top5-acc=99.92%, remaining_time=0:00:34.996192, arrival_time=2021-04-10 02:05:24.868166, cost_time=0:00:03.976847 2021-04-10 02:04:51,742 INFO : TRAIN, epoch=0067, iter=00030/00196, fetch data time cost=1.39ms, fps=1369 images/s, loss=0.2298, top1-acc=91.86%, top5-acc=99.92%, remaining_time=0:00:32.356720, arrival_time=2021-04-10 02:05:24.099455, cost_time=0:00:05.847600 2021-04-10 02:04:53,611 INFO : TRAIN, epoch=0067, iter=00040/00196, fetch data time cost=1.44ms, fps=1371 images/s, loss=0.2240, top1-acc=92.22%, top5-acc=99.89%, remaining_time=0:00:30.092244, arrival_time=2021-04-10 02:05:23.703427, cost_time=0:00:07.715964 2021-04-10 02:04:55,488 INFO : TRAIN, epoch=0067, iter=00050/00196, fetch data time cost=2.12ms, fps=1364 images/s, loss=0.2228, top1-acc=92.31%, top5-acc=99.88%, remaining_time=0:00:28.011998, arrival_time=2021-04-10 02:05:23.500286, cost_time=0:00:09.593127 2021-04-10 02:04:57,388 INFO : TRAIN, epoch=0067, iter=00060/00196, fetch data time cost=5.69ms, fps=1348 images/s, loss=0.2207, top1-acc=92.35%, top5-acc=99.86%, remaining_time=0:00:26.051208, arrival_time=2021-04-10 02:05:23.439498, cost_time=0:00:11.493154 2021-04-10 02:04:59,267 INFO : TRAIN, epoch=0067, iter=00070/00196, fetch data time cost=1.53ms, fps=1363 images/s, loss=0.2243, top1-acc=92.25%, top5-acc=99.82%, remaining_time=0:00:24.069528, arrival_time=2021-04-10 02:05:23.336769, cost_time=0:00:13.371992 2021-04-10 02:05:01,156 INFO : TRAIN, epoch=0067, iter=00080/00196, fetch data time cost=2.60ms, fps=1355 images/s, loss=0.2276, top1-acc=92.10%, top5-acc=99.82%, remaining_time=0:00:22.129088, arrival_time=2021-04-10 02:05:23.285806, cost_time=0:00:15.261478 2021-04-10 02:05:03,024 INFO : TRAIN, epoch=0067, iter=00090/00196, fetch data time cost=1.38ms, fps=1371 images/s, loss=0.2282, top1-acc=92.11%, top5-acc=99.82%, remaining_time=0:00:20.174768, arrival_time=2021-04-10 02:05:23.199472, cost_time=0:00:17.129522 2021-04-10 02:05:04,916 INFO : TRAIN, epoch=0067, iter=00100/00196, fetch data time cost=1.45ms, fps=1354 images/s, loss=0.2311, top1-acc=92.00%, top5-acc=99.80%, remaining_time=0:00:18.260640, arrival_time=2021-04-10 02:05:23.177265, cost_time=0:00:19.021478 2021-04-10 02:05:06,782 INFO : TRAIN, epoch=0067, iter=00110/00196, fetch data time cost=2.16ms, fps=1372 images/s, loss=0.2283, top1-acc=92.13%, top5-acc=99.80%, remaining_time=0:00:16.330368, arrival_time=2021-04-10 02:05:23.113173, cost_time=0:00:20.887665 2021-04-10 02:05:08,654 INFO : TRAIN, epoch=0067, iter=00120/00196, fetch data time cost=1.94ms, fps=1368 images/s, loss=0.2273, top1-acc=92.18%, top5-acc=99.80%, remaining_time=0:00:14.414388, arrival_time=2021-04-10 02:05:23.069090, cost_time=0:00:22.759589 2021-04-10 02:05:10,528 INFO : TRAIN, epoch=0067, iter=00130/00196, fetch data time cost=1.53ms, fps=1367 images/s, loss=0.2278, top1-acc=92.13%, top5-acc=99.80%, remaining_time=0:00:12.506076, arrival_time=2021-04-10 02:05:23.034426, cost_time=0:00:24.633209 2021-04-10 02:05:12,391 INFO : TRAIN, epoch=0067, iter=00140/00196, fetch data time cost=1.75ms, fps=1375 images/s, loss=0.2277, top1-acc=92.16%, top5-acc=99.79%, remaining_time=0:00:10.598560, arrival_time=2021-04-10 02:05:22.990130, cost_time=0:00:26.496434 2021-04-10 02:05:14,261 INFO : TRAIN, epoch=0067, iter=00150/00196, fetch data time cost=1.52ms, fps=1369 images/s, loss=0.2287, top1-acc=92.14%, top5-acc=99.80%, remaining_time=0:00:08.699106, arrival_time=2021-04-10 02:05:22.960800, cost_time=0:00:28.366644 2021-04-10 02:05:16,137 INFO : TRAIN, epoch=0067, iter=00160/00196, fetch data time cost=1.63ms, fps=1365 images/s, loss=0.2302, top1-acc=92.11%, top5-acc=99.80%, remaining_time=0:00:06.804576, arrival_time=2021-04-10 02:05:22.942235, cost_time=0:00:30.242522 2021-04-10 02:05:18,010 INFO : TRAIN, epoch=0067, iter=00170/00196, fetch data time cost=2.06ms, fps=1368 images/s, loss=0.2303, top1-acc=92.10%, top5-acc=99.80%, remaining_time=0:00:04.911712, arrival_time=2021-04-10 02:05:22.921754, cost_time=0:00:32.114996 2021-04-10 02:05:19,886 INFO : TRAIN, epoch=0067, iter=00180/00196, fetch data time cost=1.40ms, fps=1364 images/s, loss=0.2306, top1-acc=92.11%, top5-acc=99.81%, remaining_time=0:00:03.021488, arrival_time=2021-04-10 02:05:22.908367, cost_time=0:00:33.991729 2021-04-10 02:05:21,759 INFO : TRAIN, epoch=0067, iter=00190/00196, fetch data time cost=2.39ms, fps=1368 images/s, loss=0.2308, top1-acc=92.11%, top5-acc=99.81%, remaining_time=0:00:01.132542, arrival_time=2021-04-10 02:05:22.891519, cost_time=0:00:35.863919 2021-04-10 02:05:22,795 INFO : TRAIN, epoch=0067, iter=00196/00196, fetch data time cost=1.98ms, fps=1313 images/s, loss=0.2302, top1-acc=92.12%, top5-acc=99.81%, remaining_time=0:00:00, arrival_time=2021-04-10 02:05:22.795075, cost_time=0:00:36.899844 2021-04-10 02:05:23,270 INFO : EVAL, epoch=0067, iter=00010/00040, fetch data time cost=0.24ms, fps=5416 images/s, loss=0.5882, top1-acc=83.40%, top5-acc=99.22%, remaining_time=0:00:01.418100, arrival_time=2021-04-10 02:05:24.688725, cost_time=0:00:00.472699 2021-04-10 02:05:23,639 INFO : EVAL, epoch=0067, iter=00020/00040, fetch data time cost=1.88ms, fps=6939 images/s, loss=0.5943, top1-acc=83.05%, top5-acc=99.04%, remaining_time=0:00:00.841960, arrival_time=2021-04-10 02:05:24.481894, cost_time=0:00:00.841957 2021-04-10 02:05:24,015 INFO : EVAL, epoch=0067, iter=00030/00040, fetch data time cost=1.78ms, fps=6820 images/s, loss=0.6043, top1-acc=82.93%, top5-acc=98.95%, remaining_time=0:00:00.405920, arrival_time=2021-04-10 02:05:24.421717, cost_time=0:00:01.217762 2021-04-10 02:05:24,359 INFO : EVAL, epoch=0067, iter=00040/00040, fetch data time cost=0.09ms, fps=6761 images/s, loss=0.6029, top1-acc=82.91%, top5-acc=98.97%, remaining_time=0:00:00, arrival_time=2021-04-10 02:05:24.359448, cost_time=0:00:01.561493 2021-04-10 02:05:24,469 INFO : Epoch=0067 complete, best val top1-acc=87.77%, top5-acc=99.56% (epoch=58), remaining_time=1:25:39.650670, arrival_time=2021-04-10 03:31:04.120174, cost_time=0:43:09.147298 2021-04-10 02:05:24,470 INFO : Train start, epoch=0068, lr=0.074773 2021-04-10 02:05:26,619 INFO : TRAIN, epoch=0068, iter=00010/00196, fetch data time cost=1.84ms, fps=1192 images/s, loss=0.2522, top1-acc=91.56%, top5-acc=99.84%, remaining_time=0:00:39.961542, arrival_time=2021-04-10 02:06:06.580757, cost_time=0:00:02.148467 2021-04-10 02:05:28,491 INFO : TRAIN, epoch=0068, iter=00020/00196, fetch data time cost=2.66ms, fps=1368 images/s, loss=0.2395, top1-acc=92.01%, top5-acc=99.84%, remaining_time=0:00:35.376704, arrival_time=2021-04-10 02:06:03.867639, cost_time=0:00:04.020073 2021-04-10 02:05:30,374 INFO : TRAIN, epoch=0068, iter=00030/00196, fetch data time cost=1.76ms, fps=1360 images/s, loss=0.2314, top1-acc=92.30%, top5-acc=99.87%, remaining_time=0:00:32.666642, arrival_time=2021-04-10 02:06:03.041001, cost_time=0:00:05.903603 2021-04-10 02:05:32,264 INFO : TRAIN, epoch=0068, iter=00040/00196, fetch data time cost=5.21ms, fps=1355 images/s, loss=0.2252, top1-acc=92.35%, top5-acc=99.87%, remaining_time=0:00:30.396756, arrival_time=2021-04-10 02:06:02.661607, cost_time=0:00:07.794031 2021-04-10 02:05:34,151 INFO : TRAIN, epoch=0068, iter=00050/00196, fetch data time cost=1.61ms, fps=1358 images/s, loss=0.2205, top1-acc=92.48%, top5-acc=99.87%, remaining_time=0:00:28.266038, arrival_time=2021-04-10 02:06:02.416974, cost_time=0:00:09.680171 2021-04-10 02:05:36,041 INFO : TRAIN, epoch=0068, iter=00060/00196, fetch data time cost=2.61ms, fps=1355 images/s, loss=0.2208, top1-acc=92.51%, top5-acc=99.87%, remaining_time=0:00:26.226648, arrival_time=2021-04-10 02:06:02.268082, cost_time=0:00:11.570598 2021-04-10 02:05:37,912 INFO : TRAIN, epoch=0068, iter=00070/00196, fetch data time cost=2.13ms, fps=1369 images/s, loss=0.2195, top1-acc=92.56%, top5-acc=99.85%, remaining_time=0:00:24.194268, arrival_time=2021-04-10 02:06:02.106291, cost_time=0:00:13.441249 2021-04-10 02:05:39,806 INFO : TRAIN, epoch=0068, iter=00080/00196, fetch data time cost=2.12ms, fps=1352 images/s, loss=0.2236, top1-acc=92.46%, top5-acc=99.85%, remaining_time=0:00:22.236620, arrival_time=2021-04-10 02:06:02.043035, cost_time=0:00:15.335637 2021-04-10 02:05:41,686 INFO : TRAIN, epoch=0068, iter=00090/00196, fetch data time cost=2.00ms, fps=1363 images/s, loss=0.2230, top1-acc=92.50%, top5-acc=99.85%, remaining_time=0:00:20.275574, arrival_time=2021-04-10 02:06:01.961528, cost_time=0:00:17.215116 2021-04-10 02:05:43,572 INFO : TRAIN, epoch=0068, iter=00100/00196, fetch data time cost=2.20ms, fps=1358 images/s, loss=0.2228, top1-acc=92.49%, top5-acc=99.86%, remaining_time=0:00:18.337248, arrival_time=2021-04-10 02:06:01.909359, cost_time=0:00:19.101345 2021-04-10 02:05:45,452 INFO : TRAIN, epoch=0068, iter=00110/00196, fetch data time cost=1.61ms, fps=1362 images/s, loss=0.2235, top1-acc=92.44%, top5-acc=99.86%, remaining_time=0:00:16.403468, arrival_time=2021-04-10 02:06:01.855411, cost_time=0:00:20.981173 2021-04-10 02:05:47,332 INFO : TRAIN, epoch=0068, iter=00120/00196, fetch data time cost=1.44ms, fps=1362 images/s, loss=0.2245, top1-acc=92.39%, top5-acc=99.87%, remaining_time=0:00:14.478836, arrival_time=2021-04-10 02:06:01.810950, cost_time=0:00:22.861327 2021-04-10 02:05:49,203 INFO : TRAIN, epoch=0068, iter=00130/00196, fetch data time cost=2.24ms, fps=1368 images/s, loss=0.2259, top1-acc=92.35%, top5-acc=99.86%, remaining_time=0:00:12.556698, arrival_time=2021-04-10 02:06:01.760377, cost_time=0:00:24.732946 2021-04-10 02:05:51,093 INFO : TRAIN, epoch=0068, iter=00140/00196, fetch data time cost=2.19ms, fps=1356 images/s, loss=0.2276, top1-acc=92.29%, top5-acc=99.85%, remaining_time=0:00:10.648848, arrival_time=2021-04-10 02:06:01.741733, cost_time=0:00:26.622092 2021-04-10 02:05:52,969 INFO : TRAIN, epoch=0068, iter=00150/00196, fetch data time cost=2.16ms, fps=1365 images/s, loss=0.2298, top1-acc=92.19%, top5-acc=99.86%, remaining_time=0:00:08.739448, arrival_time=2021-04-10 02:06:01.708402, cost_time=0:00:28.498133 2021-04-10 02:05:54,851 INFO : TRAIN, epoch=0068, iter=00160/00196, fetch data time cost=1.47ms, fps=1360 images/s, loss=0.2302, top1-acc=92.15%, top5-acc=99.86%, remaining_time=0:00:06.835716, arrival_time=2021-04-10 02:06:01.687484, cost_time=0:00:30.381023 2021-04-10 02:05:56,713 INFO : TRAIN, epoch=0068, iter=00170/00196, fetch data time cost=2.14ms, fps=1375 images/s, loss=0.2302, top1-acc=92.18%, top5-acc=99.86%, remaining_time=0:00:04.931264, arrival_time=2021-04-10 02:06:01.644922, cost_time=0:00:32.242934 2021-04-10 02:05:58,614 INFO : TRAIN, epoch=0068, iter=00180/00196, fetch data time cost=2.03ms, fps=1347 images/s, loss=0.2296, top1-acc=92.20%, top5-acc=99.85%, remaining_time=0:00:03.034960, arrival_time=2021-04-10 02:06:01.649033, cost_time=0:00:34.143328 2021-04-10 02:06:00,488 INFO : TRAIN, epoch=0068, iter=00190/00196, fetch data time cost=1.48ms, fps=1366 images/s, loss=0.2289, top1-acc=92.20%, top5-acc=99.86%, remaining_time=0:00:01.137408, arrival_time=2021-04-10 02:06:01.626110, cost_time=0:00:36.017959 2021-04-10 02:06:01,512 INFO : TRAIN, epoch=0068, iter=00196/00196, fetch data time cost=1.81ms, fps=1329 images/s, loss=0.2287, top1-acc=92.22%, top5-acc=99.86%, remaining_time=0:00:00, arrival_time=2021-04-10 02:06:01.512178, cost_time=0:00:37.041424 2021-04-10 02:06:01,988 INFO : EVAL, epoch=0068, iter=00010/00040, fetch data time cost=3.44ms, fps=5402 images/s, loss=0.6056, top1-acc=81.91%, top5-acc=99.06%, remaining_time=0:00:01.421730, arrival_time=2021-04-10 02:06:03.410518, cost_time=0:00:00.473910 2021-04-10 02:06:02,352 INFO : EVAL, epoch=0068, iter=00020/00040, fetch data time cost=1.90ms, fps=7040 images/s, loss=0.5999, top1-acc=81.99%, top5-acc=99.10%, remaining_time=0:00:00.837900, arrival_time=2021-04-10 02:06:03.190709, cost_time=0:00:00.837907 2021-04-10 02:06:02,720 INFO : EVAL, epoch=0068, iter=00030/00040, fetch data time cost=0.43ms, fps=6965 images/s, loss=0.5917, top1-acc=82.28%, top5-acc=99.14%, remaining_time=0:00:00.401960, arrival_time=2021-04-10 02:06:03.122776, cost_time=0:00:01.205882 2021-04-10 02:06:03,067 INFO : EVAL, epoch=0068, iter=00040/00040, fetch data time cost=0.09ms, fps=6701 images/s, loss=0.5851, top1-acc=82.52%, top5-acc=99.22%, remaining_time=0:00:00, arrival_time=2021-04-10 02:06:03.067515, cost_time=0:00:01.552622 2021-04-10 02:06:03,175 INFO : Epoch=0068 complete, best val top1-acc=87.77%, top5-acc=99.56% (epoch=58), remaining_time=1:25:01.127724, arrival_time=2021-04-10 03:31:04.303592, cost_time=0:43:47.853673 2021-04-10 02:06:03,176 INFO : Train start, epoch=0069, lr=0.074088 2021-04-10 02:06:05,347 INFO : TRAIN, epoch=0069, iter=00010/00196, fetch data time cost=2.01ms, fps=1180 images/s, loss=0.1930, top1-acc=92.93%, top5-acc=99.92%, remaining_time=0:00:40.368138, arrival_time=2021-04-10 02:06:45.715625, cost_time=0:00:02.170326 2021-04-10 02:06:07,227 INFO : TRAIN, epoch=0069, iter=00020/00196, fetch data time cost=2.07ms, fps=1362 images/s, loss=0.1912, top1-acc=93.26%, top5-acc=99.84%, remaining_time=0:00:35.642464, arrival_time=2021-04-10 02:06:42.870012, cost_time=0:00:04.050290 2021-04-10 02:06:09,119 INFO : TRAIN, epoch=0069, iter=00030/00196, fetch data time cost=1.63ms, fps=1354 images/s, loss=0.1982, top1-acc=93.32%, top5-acc=99.87%, remaining_time=0:00:32.877296, arrival_time=2021-04-10 02:06:41.996191, cost_time=0:00:05.941684 2021-04-10 02:06:11,002 INFO : TRAIN, epoch=0069, iter=00040/00196, fetch data time cost=2.05ms, fps=1360 images/s, loss=0.2001, top1-acc=93.18%, top5-acc=99.88%, remaining_time=0:00:30.518124, arrival_time=2021-04-10 02:06:41.520504, cost_time=0:00:07.825161 2021-04-10 02:06:12,894 INFO : TRAIN, epoch=0069, iter=00050/00196, fetch data time cost=1.41ms, fps=1354 images/s, loss=0.1978, top1-acc=93.26%, top5-acc=99.90%, remaining_time=0:00:28.373202, arrival_time=2021-04-10 02:06:41.267269, cost_time=0:00:09.716836 2021-04-10 02:06:14,766 INFO : TRAIN, epoch=0069, iter=00060/00196, fetch data time cost=1.59ms, fps=1368 images/s, loss=0.1971, top1-acc=93.26%, top5-acc=99.88%, remaining_time=0:00:26.268128, arrival_time=2021-04-10 02:06:41.034204, cost_time=0:00:11.588860 2021-04-10 02:06:16,647 INFO : TRAIN, epoch=0069, iter=00070/00196, fetch data time cost=2.13ms, fps=1362 images/s, loss=0.1994, top1-acc=93.20%, top5-acc=99.87%, remaining_time=0:00:24.245802, arrival_time=2021-04-10 02:06:40.892938, cost_time=0:00:13.469914 2021-04-10 02:06:18,525 INFO : TRAIN, epoch=0069, iter=00080/00196, fetch data time cost=2.12ms, fps=1364 images/s, loss=0.2015, top1-acc=93.20%, top5-acc=99.86%, remaining_time=0:00:22.254484, arrival_time=2021-04-10 02:06:40.779551, cost_time=0:00:15.347912 2021-04-10 02:06:20,403 INFO : TRAIN, epoch=0069, iter=00090/00196, fetch data time cost=1.56ms, fps=1363 images/s, loss=0.2053, top1-acc=93.03%, top5-acc=99.86%, remaining_time=0:00:20.289036, arrival_time=2021-04-10 02:06:40.692724, cost_time=0:00:17.226565 2021-04-10 02:06:22,276 INFO : TRAIN, epoch=0069, iter=00100/00196, fetch data time cost=2.45ms, fps=1367 images/s, loss=0.2069, top1-acc=92.96%, top5-acc=99.86%, remaining_time=0:00:18.335520, arrival_time=2021-04-10 02:06:40.612165, cost_time=0:00:19.099467 2021-04-10 02:06:24,153 INFO : TRAIN, epoch=0069, iter=00110/00196, fetch data time cost=2.11ms, fps=1365 images/s, loss=0.2104, top1-acc=92.87%, top5-acc=99.86%, remaining_time=0:00:16.399684, arrival_time=2021-04-10 02:06:40.553320, cost_time=0:00:20.976378 2021-04-10 02:06:26,030 INFO : TRAIN, epoch=0069, iter=00120/00196, fetch data time cost=1.95ms, fps=1365 images/s, loss=0.2118, top1-acc=92.80%, top5-acc=99.86%, remaining_time=0:00:14.473440, arrival_time=2021-04-10 02:06:40.503461, cost_time=0:00:22.852854 2021-04-10 02:06:27,908 INFO : TRAIN, epoch=0069, iter=00130/00196, fetch data time cost=2.66ms, fps=1364 images/s, loss=0.2125, top1-acc=92.74%, top5-acc=99.87%, remaining_time=0:00:12.555774, arrival_time=2021-04-10 02:06:40.463948, cost_time=0:00:24.731037 2021-04-10 02:06:29,783 INFO : TRAIN, epoch=0069, iter=00140/00196, fetch data time cost=2.02ms, fps=1366 images/s, loss=0.2146, top1-acc=92.67%, top5-acc=99.87%, remaining_time=0:00:10.642520, arrival_time=2021-04-10 02:06:40.425952, cost_time=0:00:26.606291 2021-04-10 02:06:31,654 INFO : TRAIN, epoch=0069, iter=00150/00196, fetch data time cost=1.72ms, fps=1369 images/s, loss=0.2161, top1-acc=92.65%, top5-acc=99.88%, remaining_time=0:00:08.733008, arrival_time=2021-04-10 02:06:40.387498, cost_time=0:00:28.477266 2021-04-10 02:06:33,532 INFO : TRAIN, epoch=0069, iter=00160/00196, fetch data time cost=1.69ms, fps=1364 images/s, loss=0.2179, top1-acc=92.57%, top5-acc=99.88%, remaining_time=0:00:06.829956, arrival_time=2021-04-10 02:06:40.362497, cost_time=0:00:30.355379 2021-04-10 02:06:35,410 INFO : TRAIN, epoch=0069, iter=00170/00196, fetch data time cost=1.46ms, fps=1364 images/s, loss=0.2187, top1-acc=92.51%, top5-acc=99.88%, remaining_time=0:00:04.929756, arrival_time=2021-04-10 02:06:40.339950, cost_time=0:00:32.232968 2021-04-10 02:06:37,306 INFO : TRAIN, epoch=0069, iter=00180/00196, fetch data time cost=1.64ms, fps=1350 images/s, loss=0.2193, top1-acc=92.48%, top5-acc=99.87%, remaining_time=0:00:03.033744, arrival_time=2021-04-10 02:06:40.340481, cost_time=0:00:34.129585 2021-04-10 02:06:39,194 INFO : TRAIN, epoch=0069, iter=00190/00196, fetch data time cost=1.27ms, fps=1357 images/s, loss=0.2197, top1-acc=92.48%, top5-acc=99.86%, remaining_time=0:00:01.137384, arrival_time=2021-04-10 02:06:40.331798, cost_time=0:00:36.017217 2021-04-10 02:06:40,221 INFO : TRAIN, epoch=0069, iter=00196/00196, fetch data time cost=1.26ms, fps=1326 images/s, loss=0.2197, top1-acc=92.48%, top5-acc=99.86%, remaining_time=0:00:00, arrival_time=2021-04-10 02:06:40.220966, cost_time=0:00:37.043771 2021-04-10 02:06:40,671 INFO : EVAL, epoch=0069, iter=00010/00040, fetch data time cost=1.59ms, fps=5720 images/s, loss=0.6743, top1-acc=80.51%, top5-acc=97.73%, remaining_time=0:00:01.342650, arrival_time=2021-04-10 02:06:42.013810, cost_time=0:00:00.447553 2021-04-10 02:06:41,034 INFO : EVAL, epoch=0069, iter=00020/00040, fetch data time cost=1.40ms, fps=7055 images/s, loss=0.6875, top1-acc=80.61%, top5-acc=98.11%, remaining_time=0:00:00.810800, arrival_time=2021-04-10 02:06:41.845329, cost_time=0:00:00.810798 2021-04-10 02:06:41,401 INFO : EVAL, epoch=0069, iter=00030/00040, fetch data time cost=2.02ms, fps=6984 images/s, loss=0.6779, top1-acc=80.60%, top5-acc=98.15%, remaining_time=0:00:00.392640, arrival_time=2021-04-10 02:06:41.794249, cost_time=0:00:01.177933 2021-04-10 02:06:41,751 INFO : EVAL, epoch=0069, iter=00040/00040, fetch data time cost=0.11ms, fps=6645 images/s, loss=0.6701, top1-acc=80.54%, top5-acc=98.11%, remaining_time=0:00:00, arrival_time=2021-04-10 02:06:41.751344, cost_time=0:00:01.527673 2021-04-10 02:06:41,912 INFO : Epoch=0069 complete, best val top1-acc=87.77%, top5-acc=99.56% (epoch=58), remaining_time=1:24:22.657440, arrival_time=2021-04-10 03:31:04.570219, cost_time=0:44:26.590572 2021-04-10 02:06:41,913 INFO : Train start, epoch=0070, lr=0.073396 2021-04-10 02:06:43,959 INFO : TRAIN, epoch=0070, iter=00010/00196, fetch data time cost=2.15ms, fps=1252 images/s, loss=0.2136, top1-acc=92.73%, top5-acc=99.92%, remaining_time=0:00:38.044812, arrival_time=2021-04-10 02:07:22.004468, cost_time=0:00:02.045418 2021-04-10 02:06:45,842 INFO : TRAIN, epoch=0070, iter=00020/00196, fetch data time cost=1.88ms, fps=1360 images/s, loss=0.2144, top1-acc=92.68%, top5-acc=99.94%, remaining_time=0:00:34.567808, arrival_time=2021-04-10 02:07:20.410115, cost_time=0:00:03.928169 2021-04-10 02:06:47,711 INFO : TRAIN, epoch=0070, iter=00030/00196, fetch data time cost=1.45ms, fps=1370 images/s, loss=0.2167, top1-acc=92.46%, top5-acc=99.95%, remaining_time=0:00:32.078006, arrival_time=2021-04-10 02:07:19.789222, cost_time=0:00:05.797239 2021-04-10 02:06:49,575 INFO : TRAIN, epoch=0070, iter=00040/00196, fetch data time cost=1.57ms, fps=1373 images/s, loss=0.2140, top1-acc=92.65%, top5-acc=99.90%, remaining_time=0:00:29.880084, arrival_time=2021-04-10 02:07:19.455802, cost_time=0:00:07.661546 2021-04-10 02:06:51,450 INFO : TRAIN, epoch=0070, iter=00050/00196, fetch data time cost=1.67ms, fps=1366 images/s, loss=0.2100, top1-acc=92.90%, top5-acc=99.87%, remaining_time=0:00:27.845412, arrival_time=2021-04-10 02:07:19.295599, cost_time=0:00:09.536102 2021-04-10 02:06:53,322 INFO : TRAIN, epoch=0070, iter=00060/00196, fetch data time cost=1.87ms, fps=1368 images/s, loss=0.2075, top1-acc=93.01%, top5-acc=99.89%, remaining_time=0:00:25.857816, arrival_time=2021-04-10 02:07:19.179821, cost_time=0:00:11.407863 2021-04-10 02:06:55,196 INFO : TRAIN, epoch=0070, iter=00070/00196, fetch data time cost=1.68ms, fps=1366 images/s, loss=0.2096, top1-acc=92.86%, top5-acc=99.89%, remaining_time=0:00:23.908626, arrival_time=2021-04-10 02:07:19.105234, cost_time=0:00:13.282572 2021-04-10 02:06:57,076 INFO : TRAIN, epoch=0070, iter=00080/00196, fetch data time cost=2.16ms, fps=1363 images/s, loss=0.2112, top1-acc=92.72%, top5-acc=99.88%, remaining_time=0:00:21.984552, arrival_time=2021-04-10 02:07:19.060546, cost_time=0:00:15.161791 2021-04-10 02:06:58,967 INFO : TRAIN, epoch=0070, iter=00090/00196, fetch data time cost=1.89ms, fps=1354 images/s, loss=0.2145, top1-acc=92.57%, top5-acc=99.89%, remaining_time=0:00:20.085622, arrival_time=2021-04-10 02:07:19.053451, cost_time=0:00:17.053837 2021-04-10 02:07:00,841 INFO : TRAIN, epoch=0070, iter=00100/00196, fetch data time cost=2.09ms, fps=1367 images/s, loss=0.2164, top1-acc=92.55%, top5-acc=99.87%, remaining_time=0:00:18.169824, arrival_time=2021-04-10 02:07:19.010848, cost_time=0:00:18.926862 2021-04-10 02:07:02,711 INFO : TRAIN, epoch=0070, iter=00110/00196, fetch data time cost=1.81ms, fps=1369 images/s, loss=0.2157, top1-acc=92.60%, top5-acc=99.88%, remaining_time=0:00:16.259934, arrival_time=2021-04-10 02:07:18.971547, cost_time=0:00:20.797594 2021-04-10 02:07:04,588 INFO : TRAIN, epoch=0070, iter=00120/00196, fetch data time cost=2.09ms, fps=1365 images/s, loss=0.2173, top1-acc=92.55%, top5-acc=99.86%, remaining_time=0:00:14.360276, arrival_time=2021-04-10 02:07:18.948466, cost_time=0:00:22.674086 2021-04-10 02:07:06,474 INFO : TRAIN, epoch=0070, iter=00130/00196, fetch data time cost=2.11ms, fps=1357 images/s, loss=0.2171, top1-acc=92.50%, top5-acc=99.86%, remaining_time=0:00:12.469248, arrival_time=2021-04-10 02:07:18.943978, cost_time=0:00:24.560643 2021-04-10 02:07:08,372 INFO : TRAIN, epoch=0070, iter=00140/00196, fetch data time cost=1.46ms, fps=1349 images/s, loss=0.2161, top1-acc=92.51%, top5-acc=99.87%, remaining_time=0:00:10.583384, arrival_time=2021-04-10 02:07:18.955923, cost_time=0:00:26.458485 2021-04-10 02:07:10,248 INFO : TRAIN, epoch=0070, iter=00150/00196, fetch data time cost=1.46ms, fps=1365 images/s, loss=0.2170, top1-acc=92.50%, top5-acc=99.87%, remaining_time=0:00:08.689124, arrival_time=2021-04-10 02:07:18.937454, cost_time=0:00:28.334160 2021-04-10 02:07:12,120 INFO : TRAIN, epoch=0070, iter=00160/00196, fetch data time cost=1.57ms, fps=1368 images/s, loss=0.2174, top1-acc=92.49%, top5-acc=99.87%, remaining_time=0:00:06.796476, arrival_time=2021-04-10 02:07:18.917071, cost_time=0:00:30.206580 2021-04-10 02:07:13,993 INFO : TRAIN, epoch=0070, iter=00170/00196, fetch data time cost=1.49ms, fps=1367 images/s, loss=0.2176, top1-acc=92.47%, top5-acc=99.87%, remaining_time=0:00:04.906278, arrival_time=2021-04-10 02:07:18.899759, cost_time=0:00:32.079439 2021-04-10 02:07:15,869 INFO : TRAIN, epoch=0070, iter=00180/00196, fetch data time cost=1.96ms, fps=1365 images/s, loss=0.2175, top1-acc=92.47%, top5-acc=99.87%, remaining_time=0:00:03.018240, arrival_time=2021-04-10 02:07:18.887517, cost_time=0:00:33.955233 2021-04-10 02:07:17,750 INFO : TRAIN, epoch=0070, iter=00190/00196, fetch data time cost=1.58ms, fps=1361 images/s, loss=0.2182, top1-acc=92.42%, top5-acc=99.87%, remaining_time=0:00:01.131678, arrival_time=2021-04-10 02:07:18.882160, cost_time=0:00:35.836446 2021-04-10 02:07:18,764 INFO : TRAIN, epoch=0070, iter=00196/00196, fetch data time cost=1.54ms, fps=1342 images/s, loss=0.2180, top1-acc=92.42%, top5-acc=99.87%, remaining_time=0:00:00, arrival_time=2021-04-10 02:07:18.764518, cost_time=0:00:36.850490 2021-04-10 02:07:19,216 INFO : EVAL, epoch=0070, iter=00010/00040, fetch data time cost=0.42ms, fps=5696 images/s, loss=0.4387, top1-acc=86.29%, top5-acc=99.61%, remaining_time=0:00:01.348260, arrival_time=2021-04-10 02:07:20.564715, cost_time=0:00:00.449420 2021-04-10 02:07:19,575 INFO : EVAL, epoch=0070, iter=00020/00040, fetch data time cost=0.31ms, fps=7133 images/s, loss=0.4383, top1-acc=85.98%, top5-acc=99.61%, remaining_time=0:00:00.808780, arrival_time=2021-04-10 02:07:20.384601, cost_time=0:00:00.808787 2021-04-10 02:07:19,944 INFO : EVAL, epoch=0070, iter=00030/00040, fetch data time cost=2.82ms, fps=6953 images/s, loss=0.4383, top1-acc=85.92%, top5-acc=99.51%, remaining_time=0:00:00.392460, arrival_time=2021-04-10 02:07:20.336875, cost_time=0:00:01.177368 2021-04-10 02:07:20,300 INFO : EVAL, epoch=0070, iter=00040/00040, fetch data time cost=0.12ms, fps=6524 images/s, loss=0.4275, top1-acc=86.19%, top5-acc=99.50%, remaining_time=0:00:00, arrival_time=2021-04-10 02:07:20.300512, cost_time=0:00:01.533457 2021-04-10 02:07:20,406 INFO : Epoch=0070 complete, best val top1-acc=87.77%, top5-acc=99.56% (epoch=58), remaining_time=1:23:43.728710, arrival_time=2021-04-10 03:31:04.135609, cost_time=0:45:05.084679 2021-04-10 02:07:20,408 INFO : Train start, epoch=0071, lr=0.072700 2021-04-10 02:07:22,467 INFO : TRAIN, epoch=0071, iter=00010/00196, fetch data time cost=1.74ms, fps=1244 images/s, loss=0.2127, top1-acc=92.42%, top5-acc=99.88%, remaining_time=0:00:38.281962, arrival_time=2021-04-10 02:08:00.749036, cost_time=0:00:02.058168 2021-04-10 02:07:24,355 INFO : TRAIN, epoch=0071, iter=00020/00196, fetch data time cost=1.93ms, fps=1357 images/s, loss=0.2184, top1-acc=92.42%, top5-acc=99.90%, remaining_time=0:00:34.725152, arrival_time=2021-04-10 02:07:59.080114, cost_time=0:00:03.946034 2021-04-10 02:07:26,235 INFO : TRAIN, epoch=0071, iter=00030/00196, fetch data time cost=1.88ms, fps=1362 images/s, loss=0.2181, top1-acc=92.41%, top5-acc=99.87%, remaining_time=0:00:32.239856, arrival_time=2021-04-10 02:07:58.475239, cost_time=0:00:05.826465 2021-04-10 02:07:28,118 INFO : TRAIN, epoch=0071, iter=00040/00196, fetch data time cost=1.82ms, fps=1360 images/s, loss=0.2125, top1-acc=92.58%, top5-acc=99.89%, remaining_time=0:00:30.067752, arrival_time=2021-04-10 02:07:58.186351, cost_time=0:00:07.709678 2021-04-10 02:07:29,985 INFO : TRAIN, epoch=0071, iter=00050/00196, fetch data time cost=1.82ms, fps=1372 images/s, loss=0.2118, top1-acc=92.49%, top5-acc=99.90%, remaining_time=0:00:27.963380, arrival_time=2021-04-10 02:07:57.948760, cost_time=0:00:09.576525 2021-04-10 02:07:31,857 INFO : TRAIN, epoch=0071, iter=00060/00196, fetch data time cost=2.73ms, fps=1368 images/s, loss=0.2122, top1-acc=92.58%, top5-acc=99.89%, remaining_time=0:00:25.949480, arrival_time=2021-04-10 02:07:57.806589, cost_time=0:00:11.448301 2021-04-10 02:07:33,734 INFO : TRAIN, epoch=0071, iter=00070/00196, fetch data time cost=1.45ms, fps=1364 images/s, loss=0.2129, top1-acc=92.52%, top5-acc=99.88%, remaining_time=0:00:23.985864, arrival_time=2021-04-10 02:07:57.720169, cost_time=0:00:13.325514 2021-04-10 02:07:35,615 INFO : TRAIN, epoch=0071, iter=00080/00196, fetch data time cost=1.66ms, fps=1361 images/s, loss=0.2104, top1-acc=92.52%, top5-acc=99.89%, remaining_time=0:00:22.049512, arrival_time=2021-04-10 02:07:57.665015, cost_time=0:00:15.206593 2021-04-10 02:07:37,480 INFO : TRAIN, epoch=0071, iter=00090/00196, fetch data time cost=1.52ms, fps=1373 images/s, loss=0.2109, top1-acc=92.53%, top5-acc=99.88%, remaining_time=0:00:20.106716, arrival_time=2021-04-10 02:07:57.587345, cost_time=0:00:17.071763 2021-04-10 02:07:39,378 INFO : TRAIN, epoch=0071, iter=00100/00196, fetch data time cost=2.32ms, fps=1350 images/s, loss=0.2096, top1-acc=92.56%, top5-acc=99.89%, remaining_time=0:00:18.210528, arrival_time=2021-04-10 02:07:57.588689, cost_time=0:00:18.969338 2021-04-10 02:07:41,262 INFO : TRAIN, epoch=0071, iter=00110/00196, fetch data time cost=1.92ms, fps=1359 images/s, loss=0.2097, top1-acc=92.54%, top5-acc=99.89%, remaining_time=0:00:16.303622, arrival_time=2021-04-10 02:07:57.565863, cost_time=0:00:20.853464 2021-04-10 02:07:43,132 INFO : TRAIN, epoch=0071, iter=00120/00196, fetch data time cost=1.62ms, fps=1369 images/s, loss=0.2098, top1-acc=92.53%, top5-acc=99.88%, remaining_time=0:00:14.391740, arrival_time=2021-04-10 02:07:57.524601, cost_time=0:00:22.723846 2021-04-10 02:07:45,042 INFO : TRAIN, epoch=0071, iter=00130/00196, fetch data time cost=2.29ms, fps=1341 images/s, loss=0.2116, top1-acc=92.48%, top5-acc=99.89%, remaining_time=0:00:12.506076, arrival_time=2021-04-10 02:07:57.548169, cost_time=0:00:24.633237 2021-04-10 02:07:46,907 INFO : TRAIN, epoch=0071, iter=00140/00196, fetch data time cost=1.42ms, fps=1373 images/s, loss=0.2134, top1-acc=92.45%, top5-acc=99.88%, remaining_time=0:00:10.599344, arrival_time=2021-04-10 02:07:57.506399, cost_time=0:00:26.498290 2021-04-10 02:07:48,807 INFO : TRAIN, epoch=0071, iter=00150/00196, fetch data time cost=1.91ms, fps=1347 images/s, loss=0.2160, top1-acc=92.34%, top5-acc=99.86%, remaining_time=0:00:08.708904, arrival_time=2021-04-10 02:07:57.516355, cost_time=0:00:28.398564 2021-04-10 02:07:50,687 INFO : TRAIN, epoch=0071, iter=00160/00196, fetch data time cost=1.86ms, fps=1362 images/s, loss=0.2153, top1-acc=92.38%, top5-acc=99.87%, remaining_time=0:00:06.812676, arrival_time=2021-04-10 02:07:57.500092, cost_time=0:00:30.278617 2021-04-10 02:07:52,546 INFO : TRAIN, epoch=0071, iter=00170/00196, fetch data time cost=1.57ms, fps=1377 images/s, loss=0.2162, top1-acc=92.39%, top5-acc=99.87%, remaining_time=0:00:04.915196, arrival_time=2021-04-10 02:07:57.461825, cost_time=0:00:32.137870 2021-04-10 02:07:54,421 INFO : TRAIN, epoch=0071, iter=00180/00196, fetch data time cost=1.55ms, fps=1366 images/s, loss=0.2169, top1-acc=92.38%, top5-acc=99.86%, remaining_time=0:00:03.023328, arrival_time=2021-04-10 02:07:57.444546, cost_time=0:00:34.012411 2021-04-10 02:07:56,298 INFO : TRAIN, epoch=0071, iter=00190/00196, fetch data time cost=1.40ms, fps=1364 images/s, loss=0.2165, top1-acc=92.42%, top5-acc=99.85%, remaining_time=0:00:01.133340, arrival_time=2021-04-10 02:07:57.431355, cost_time=0:00:35.889102 2021-04-10 02:07:57,306 INFO : TRAIN, epoch=0071, iter=00196/00196, fetch data time cost=1.43ms, fps=1350 images/s, loss=0.2182, top1-acc=92.40%, top5-acc=99.85%, remaining_time=0:00:00, arrival_time=2021-04-10 02:07:57.306367, cost_time=0:00:36.897608 2021-04-10 02:07:57,801 INFO : EVAL, epoch=0071, iter=00010/00040, fetch data time cost=3.87ms, fps=5195 images/s, loss=0.4545, top1-acc=85.62%, top5-acc=99.45%, remaining_time=0:00:01.478160, arrival_time=2021-04-10 02:07:59.279080, cost_time=0:00:00.492721 2021-04-10 02:07:58,180 INFO : EVAL, epoch=0071, iter=00020/00040, fetch data time cost=1.67ms, fps=6752 images/s, loss=0.4640, top1-acc=85.29%, top5-acc=99.34%, remaining_time=0:00:00.872540, arrival_time=2021-04-10 02:07:59.053225, cost_time=0:00:00.872532 2021-04-10 02:07:58,563 INFO : EVAL, epoch=0071, iter=00030/00040, fetch data time cost=1.57ms, fps=6702 images/s, loss=0.4723, top1-acc=85.17%, top5-acc=99.36%, remaining_time=0:00:00.418330, arrival_time=2021-04-10 02:07:58.981590, cost_time=0:00:01.255000 2021-04-10 02:07:58,920 INFO : EVAL, epoch=0071, iter=00040/00040, fetch data time cost=0.10ms, fps=6517 images/s, loss=0.4754, top1-acc=85.30%, top5-acc=99.30%, remaining_time=0:00:00, arrival_time=2021-04-10 02:07:58.920070, cost_time=0:00:01.611896 2021-04-10 02:07:59,011 INFO : Epoch=0071 complete, best val top1-acc=87.77%, top5-acc=99.56% (epoch=58), remaining_time=1:23:05.012790, arrival_time=2021-04-10 03:31:04.024206, cost_time=0:45:43.689209 2021-04-10 02:07:59,012 INFO : Train start, epoch=0072, lr=0.071997 2021-04-10 02:08:01,115 INFO : TRAIN, epoch=0072, iter=00010/00196, fetch data time cost=1.58ms, fps=1217 images/s, loss=0.2142, top1-acc=92.93%, top5-acc=99.92%, remaining_time=0:00:39.118404, arrival_time=2021-04-10 02:08:40.234283, cost_time=0:00:02.103141 2021-04-10 02:08:03,013 INFO : TRAIN, epoch=0072, iter=00020/00196, fetch data time cost=2.54ms, fps=1349 images/s, loss=0.2201, top1-acc=92.50%, top5-acc=99.86%, remaining_time=0:00:35.209856, arrival_time=2021-04-10 02:08:38.223718, cost_time=0:00:04.001120 2021-04-10 02:08:04,879 INFO : TRAIN, epoch=0072, iter=00030/00196, fetch data time cost=1.65ms, fps=1373 images/s, loss=0.2234, top1-acc=92.43%, top5-acc=99.83%, remaining_time=0:00:32.462794, arrival_time=2021-04-10 02:08:37.342219, cost_time=0:00:05.866757 2021-04-10 02:08:06,746 INFO : TRAIN, epoch=0072, iter=00040/00196, fetch data time cost=2.60ms, fps=1372 images/s, loss=0.2181, top1-acc=92.58%, top5-acc=99.85%, remaining_time=0:00:30.161196, arrival_time=2021-04-10 02:08:36.907526, cost_time=0:00:07.733652 2021-04-10 02:08:08,609 INFO : TRAIN, epoch=0072, iter=00050/00196, fetch data time cost=2.04ms, fps=1374 images/s, loss=0.2105, top1-acc=92.83%, top5-acc=99.87%, remaining_time=0:00:28.023678, arrival_time=2021-04-10 02:08:36.633547, cost_time=0:00:09.597141 2021-04-10 02:08:10,489 INFO : TRAIN, epoch=0072, iter=00060/00196, fetch data time cost=2.13ms, fps=1363 images/s, loss=0.2116, top1-acc=92.75%, top5-acc=99.86%, remaining_time=0:00:26.013672, arrival_time=2021-04-10 02:08:36.502919, cost_time=0:00:11.476622 2021-04-10 02:08:12,359 INFO : TRAIN, epoch=0072, iter=00070/00196, fetch data time cost=2.18ms, fps=1369 images/s, loss=0.2136, top1-acc=92.63%, top5-acc=99.87%, remaining_time=0:00:24.023790, arrival_time=2021-04-10 02:08:36.382999, cost_time=0:00:13.346516 2021-04-10 02:08:14,247 INFO : TRAIN, epoch=0072, iter=00080/00196, fetch data time cost=1.59ms, fps=1356 images/s, loss=0.2124, top1-acc=92.75%, top5-acc=99.87%, remaining_time=0:00:22.090808, arrival_time=2021-04-10 02:08:36.338466, cost_time=0:00:15.235014 2021-04-10 02:08:16,121 INFO : TRAIN, epoch=0072, iter=00090/00196, fetch data time cost=1.41ms, fps=1367 images/s, loss=0.2133, top1-acc=92.73%, top5-acc=99.87%, remaining_time=0:00:20.149964, arrival_time=2021-04-10 02:08:36.271102, cost_time=0:00:17.108461 2021-04-10 02:08:17,983 INFO : TRAIN, epoch=0072, iter=00100/00196, fetch data time cost=1.59ms, fps=1375 images/s, loss=0.2124, top1-acc=92.76%, top5-acc=99.86%, remaining_time=0:00:18.212256, arrival_time=2021-04-10 02:08:36.195918, cost_time=0:00:18.971061 2021-04-10 02:08:19,858 INFO : TRAIN, epoch=0072, iter=00110/00196, fetch data time cost=1.89ms, fps=1366 images/s, loss=0.2120, top1-acc=92.76%, top5-acc=99.86%, remaining_time=0:00:16.297860, arrival_time=2021-04-10 02:08:36.156627, cost_time=0:00:20.846122 2021-04-10 02:08:21,722 INFO : TRAIN, epoch=0072, iter=00120/00196, fetch data time cost=1.88ms, fps=1374 images/s, loss=0.2144, top1-acc=92.66%, top5-acc=99.87%, remaining_time=0:00:14.382772, arrival_time=2021-04-10 02:08:36.105040, cost_time=0:00:22.709640 2021-04-10 02:08:23,590 INFO : TRAIN, epoch=0072, iter=00130/00196, fetch data time cost=1.62ms, fps=1371 images/s, loss=0.2149, top1-acc=92.64%, top5-acc=99.87%, remaining_time=0:00:12.477894, arrival_time=2021-04-10 02:08:36.068190, cost_time=0:00:24.577668 2021-04-10 02:08:25,466 INFO : TRAIN, epoch=0072, iter=00140/00196, fetch data time cost=2.01ms, fps=1365 images/s, loss=0.2127, top1-acc=92.70%, top5-acc=99.87%, remaining_time=0:00:10.581256, arrival_time=2021-04-10 02:08:36.047146, cost_time=0:00:26.453112 2021-04-10 02:08:27,336 INFO : TRAIN, epoch=0072, iter=00150/00196, fetch data time cost=1.33ms, fps=1369 images/s, loss=0.2141, top1-acc=92.67%, top5-acc=99.86%, remaining_time=0:00:08.685904, arrival_time=2021-04-10 02:08:36.022096, cost_time=0:00:28.323535 2021-04-10 02:08:29,214 INFO : TRAIN, epoch=0072, iter=00160/00196, fetch data time cost=1.88ms, fps=1363 images/s, loss=0.2132, top1-acc=92.72%, top5-acc=99.86%, remaining_time=0:00:06.795468, arrival_time=2021-04-10 02:08:36.010267, cost_time=0:00:30.202155 2021-04-10 02:08:31,087 INFO : TRAIN, epoch=0072, iter=00170/00196, fetch data time cost=1.41ms, fps=1367 images/s, loss=0.2134, top1-acc=92.67%, top5-acc=99.86%, remaining_time=0:00:04.905602, arrival_time=2021-04-10 02:08:35.993267, cost_time=0:00:32.075011 2021-04-10 02:08:32,959 INFO : TRAIN, epoch=0072, iter=00180/00196, fetch data time cost=1.69ms, fps=1368 images/s, loss=0.2148, top1-acc=92.61%, top5-acc=99.85%, remaining_time=0:00:03.017472, arrival_time=2021-04-10 02:08:35.976700, cost_time=0:00:33.946602 2021-04-10 02:08:34,828 INFO : TRAIN, epoch=0072, iter=00190/00196, fetch data time cost=1.32ms, fps=1370 images/s, loss=0.2153, top1-acc=92.62%, top5-acc=99.85%, remaining_time=0:00:01.131018, arrival_time=2021-04-10 02:08:35.959151, cost_time=0:00:35.815539 2021-04-10 02:08:35,847 INFO : TRAIN, epoch=0072, iter=00196/00196, fetch data time cost=1.57ms, fps=1335 images/s, loss=0.2158, top1-acc=92.62%, top5-acc=99.85%, remaining_time=0:00:00, arrival_time=2021-04-10 02:08:35.847067, cost_time=0:00:36.834451 2021-04-10 02:08:36,346 INFO : EVAL, epoch=0072, iter=00010/00040, fetch data time cost=0.33ms, fps=5152 images/s, loss=0.4075, top1-acc=86.17%, top5-acc=99.41%, remaining_time=0:00:01.490730, arrival_time=2021-04-10 02:08:37.837183, cost_time=0:00:00.496910 2021-04-10 02:08:36,703 INFO : EVAL, epoch=0072, iter=00020/00040, fetch data time cost=1.80ms, fps=7186 images/s, loss=0.4245, top1-acc=86.00%, top5-acc=99.32%, remaining_time=0:00:00.853640, arrival_time=2021-04-10 02:08:37.556762, cost_time=0:00:00.853639 2021-04-10 02:08:37,068 INFO : EVAL, epoch=0072, iter=00030/00040, fetch data time cost=1.69ms, fps=7019 images/s, loss=0.4280, top1-acc=86.16%, top5-acc=99.36%, remaining_time=0:00:00.406230, arrival_time=2021-04-10 02:08:37.474454, cost_time=0:00:01.218676 2021-04-10 02:08:37,424 INFO : EVAL, epoch=0072, iter=00040/00040, fetch data time cost=0.12ms, fps=6524 images/s, loss=0.4163, top1-acc=86.15%, top5-acc=99.35%, remaining_time=0:00:00, arrival_time=2021-04-10 02:08:37.424355, cost_time=0:00:01.574820 2021-04-10 02:08:37,547 INFO : Epoch=0072 complete, best val top1-acc=87.77%, top5-acc=99.56% (epoch=58), remaining_time=1:22:26.177664, arrival_time=2021-04-10 03:31:03.724824, cost_time=0:46:22.224953 2021-04-10 02:08:37,548 INFO : Train start, epoch=0073, lr=0.071289 2021-04-10 02:08:39,618 INFO : TRAIN, epoch=0073, iter=00010/00196, fetch data time cost=2.56ms, fps=1237 images/s, loss=0.1975, top1-acc=93.20%, top5-acc=99.96%, remaining_time=0:00:38.498652, arrival_time=2021-04-10 02:09:18.116924, cost_time=0:00:02.069815 2021-04-10 02:08:41,492 INFO : TRAIN, epoch=0073, iter=00020/00196, fetch data time cost=1.63ms, fps=1367 images/s, loss=0.1917, top1-acc=93.14%, top5-acc=99.90%, remaining_time=0:00:34.704032, arrival_time=2021-04-10 02:09:16.196044, cost_time=0:00:03.943636 2021-04-10 02:08:43,358 INFO : TRAIN, epoch=0073, iter=00030/00196, fetch data time cost=2.20ms, fps=1372 images/s, loss=0.1922, top1-acc=93.31%, top5-acc=99.87%, remaining_time=0:00:32.149552, arrival_time=2021-04-10 02:09:15.508094, cost_time=0:00:05.810170 2021-04-10 02:08:45,236 INFO : TRAIN, epoch=0073, iter=00040/00196, fetch data time cost=1.36ms, fps=1364 images/s, loss=0.1972, top1-acc=93.12%, top5-acc=99.88%, remaining_time=0:00:29.982576, arrival_time=2021-04-10 02:09:15.218785, cost_time=0:00:07.687824 2021-04-10 02:08:47,098 INFO : TRAIN, epoch=0073, iter=00050/00196, fetch data time cost=1.31ms, fps=1375 images/s, loss=0.2001, top1-acc=93.02%, top5-acc=99.89%, remaining_time=0:00:27.887168, arrival_time=2021-04-10 02:09:14.985939, cost_time=0:00:09.550420 2021-04-10 02:08:48,964 INFO : TRAIN, epoch=0073, iter=00060/00196, fetch data time cost=1.82ms, fps=1372 images/s, loss=0.2039, top1-acc=92.89%, top5-acc=99.87%, remaining_time=0:00:25.877536, arrival_time=2021-04-10 02:09:14.842422, cost_time=0:00:11.416565 2021-04-10 02:08:50,836 INFO : TRAIN, epoch=0073, iter=00070/00196, fetch data time cost=1.53ms, fps=1368 images/s, loss=0.2067, top1-acc=92.86%, top5-acc=99.87%, remaining_time=0:00:23.919210, arrival_time=2021-04-10 02:09:14.755982, cost_time=0:00:13.288457 2021-04-10 02:08:52,697 INFO : TRAIN, epoch=0073, iter=00080/00196, fetch data time cost=2.35ms, fps=1376 images/s, loss=0.2122, top1-acc=92.63%, top5-acc=99.87%, remaining_time=0:00:21.965528, arrival_time=2021-04-10 02:09:14.662535, cost_time=0:00:15.148678 2021-04-10 02:08:54,561 INFO : TRAIN, epoch=0073, iter=00090/00196, fetch data time cost=1.43ms, fps=1374 images/s, loss=0.2117, top1-acc=92.74%, top5-acc=99.85%, remaining_time=0:00:20.037392, arrival_time=2021-04-10 02:09:14.598643, cost_time=0:00:17.012870 2021-04-10 02:08:56,433 INFO : TRAIN, epoch=0073, iter=00100/00196, fetch data time cost=1.95ms, fps=1368 images/s, loss=0.2106, top1-acc=92.78%, top5-acc=99.86%, remaining_time=0:00:18.129792, arrival_time=2021-04-10 02:09:14.563330, cost_time=0:00:18.885158 2021-04-10 02:08:58,311 INFO : TRAIN, epoch=0073, iter=00110/00196, fetch data time cost=2.06ms, fps=1364 images/s, loss=0.2125, top1-acc=92.70%, top5-acc=99.86%, remaining_time=0:00:16.233102, arrival_time=2021-04-10 02:09:14.544665, cost_time=0:00:20.763246 2021-04-10 02:09:00,194 INFO : TRAIN, epoch=0073, iter=00120/00196, fetch data time cost=2.20ms, fps=1360 images/s, loss=0.2132, top1-acc=92.64%, top5-acc=99.85%, remaining_time=0:00:14.342264, arrival_time=2021-04-10 02:09:14.536222, cost_time=0:00:22.645638 2021-04-10 02:09:02,067 INFO : TRAIN, epoch=0073, iter=00130/00196, fetch data time cost=2.21ms, fps=1367 images/s, loss=0.2117, top1-acc=92.65%, top5-acc=99.86%, remaining_time=0:00:12.448260, arrival_time=2021-04-10 02:09:14.515853, cost_time=0:00:24.519272 2021-04-10 02:09:03,936 INFO : TRAIN, epoch=0073, iter=00140/00196, fetch data time cost=1.54ms, fps=1370 images/s, loss=0.2126, top1-acc=92.60%, top5-acc=99.86%, remaining_time=0:00:10.555272, arrival_time=2021-04-10 02:09:14.491875, cost_time=0:00:26.388226 2021-04-10 02:09:05,803 INFO : TRAIN, epoch=0073, iter=00150/00196, fetch data time cost=1.48ms, fps=1372 images/s, loss=0.2130, top1-acc=92.60%, top5-acc=99.86%, remaining_time=0:00:08.664928, arrival_time=2021-04-10 02:09:14.468475, cost_time=0:00:28.255173 2021-04-10 02:09:07,677 INFO : TRAIN, epoch=0073, iter=00160/00196, fetch data time cost=1.92ms, fps=1366 images/s, loss=0.2128, top1-acc=92.54%, top5-acc=99.86%, remaining_time=0:00:06.779052, arrival_time=2021-04-10 02:09:14.456533, cost_time=0:00:30.129072 2021-04-10 02:09:09,562 INFO : TRAIN, epoch=0073, iter=00170/00196, fetch data time cost=1.85ms, fps=1359 images/s, loss=0.2145, top1-acc=92.49%, top5-acc=99.85%, remaining_time=0:00:04.896242, arrival_time=2021-04-10 02:09:14.458514, cost_time=0:00:32.013945 2021-04-10 02:09:11,434 INFO : TRAIN, epoch=0073, iter=00180/00196, fetch data time cost=1.85ms, fps=1368 images/s, loss=0.2153, top1-acc=92.48%, top5-acc=99.84%, remaining_time=0:00:03.012112, arrival_time=2021-04-10 02:09:14.446601, cost_time=0:00:33.886172 2021-04-10 02:09:13,306 INFO : TRAIN, epoch=0073, iter=00190/00196, fetch data time cost=1.31ms, fps=1368 images/s, loss=0.2162, top1-acc=92.47%, top5-acc=99.83%, remaining_time=0:00:01.129206, arrival_time=2021-04-10 02:09:14.435749, cost_time=0:00:35.758169 2021-04-10 02:09:14,320 INFO : TRAIN, epoch=0073, iter=00196/00196, fetch data time cost=2.01ms, fps=1343 images/s, loss=0.2163, top1-acc=92.47%, top5-acc=99.83%, remaining_time=0:00:00, arrival_time=2021-04-10 02:09:14.320072, cost_time=0:00:36.771762 2021-04-10 02:09:14,817 INFO : EVAL, epoch=0073, iter=00010/00040, fetch data time cost=0.42ms, fps=5161 images/s, loss=0.5087, top1-acc=85.04%, top5-acc=98.71%, remaining_time=0:00:01.487880, arrival_time=2021-04-10 02:09:16.305641, cost_time=0:00:00.495961 2021-04-10 02:09:15,185 INFO : EVAL, epoch=0073, iter=00020/00040, fetch data time cost=1.45ms, fps=6982 images/s, loss=0.5140, top1-acc=84.51%, top5-acc=98.89%, remaining_time=0:00:00.863200, arrival_time=2021-04-10 02:09:16.048163, cost_time=0:00:00.863196 2021-04-10 02:09:15,551 INFO : EVAL, epoch=0073, iter=00030/00040, fetch data time cost=2.11ms, fps=6998 images/s, loss=0.5102, top1-acc=84.32%, top5-acc=98.88%, remaining_time=0:00:00.409840, arrival_time=2021-04-10 02:09:15.961117, cost_time=0:00:01.229524 2021-04-10 02:09:15,907 INFO : EVAL, epoch=0073, iter=00040/00040, fetch data time cost=0.19ms, fps=6517 images/s, loss=0.5093, top1-acc=84.28%, top5-acc=98.85%, remaining_time=0:00:00, arrival_time=2021-04-10 02:09:15.907804, cost_time=0:00:01.585929 2021-04-10 02:09:15,979 INFO : Epoch=0073 complete, best val top1-acc=87.77%, top5-acc=99.56% (epoch=58), remaining_time=1:21:47.170907, arrival_time=2021-04-10 03:31:03.150381, cost_time=0:47:00.657275 2021-04-10 02:09:15,980 INFO : Train start, epoch=0074, lr=0.070576 2021-04-10 02:09:18,056 INFO : TRAIN, epoch=0074, iter=00010/00196, fetch data time cost=0.26ms, fps=1233 images/s, loss=0.2421, top1-acc=91.52%, top5-acc=99.88%, remaining_time=0:00:38.609322, arrival_time=2021-04-10 02:09:56.665749, cost_time=0:00:02.075767 2021-04-10 02:09:19,929 INFO : TRAIN, epoch=0074, iter=00020/00196, fetch data time cost=1.61ms, fps=1367 images/s, loss=0.2330, top1-acc=91.72%, top5-acc=99.86%, remaining_time=0:00:34.745216, arrival_time=2021-04-10 02:09:54.674267, cost_time=0:00:03.948318 2021-04-10 02:09:21,791 INFO : TRAIN, epoch=0074, iter=00030/00196, fetch data time cost=1.56ms, fps=1375 images/s, loss=0.2258, top1-acc=91.87%, top5-acc=99.86%, remaining_time=0:00:32.153868, arrival_time=2021-04-10 02:09:53.945477, cost_time=0:00:05.810942 2021-04-10 02:09:23,676 INFO : TRAIN, epoch=0074, iter=00040/00196, fetch data time cost=2.80ms, fps=1359 images/s, loss=0.2203, top1-acc=92.21%, top5-acc=99.86%, remaining_time=0:00:30.013776, arrival_time=2021-04-10 02:09:53.690440, cost_time=0:00:07.695841 2021-04-10 02:09:25,553 INFO : TRAIN, epoch=0074, iter=00050/00196, fetch data time cost=1.71ms, fps=1365 images/s, loss=0.2198, top1-acc=92.19%, top5-acc=99.84%, remaining_time=0:00:27.950532, arrival_time=2021-04-10 02:09:53.503425, cost_time=0:00:09.572107 2021-04-10 02:09:27,429 INFO : TRAIN, epoch=0074, iter=00060/00196, fetch data time cost=1.86ms, fps=1365 images/s, loss=0.2168, top1-acc=92.33%, top5-acc=99.82%, remaining_time=0:00:25.949480, arrival_time=2021-04-10 02:09:53.378531, cost_time=0:00:11.448310 2021-04-10 02:09:29,316 INFO : TRAIN, epoch=0074, iter=00070/00196, fetch data time cost=1.92ms, fps=1357 images/s, loss=0.2174, top1-acc=92.33%, top5-acc=99.85%, remaining_time=0:00:24.003630, arrival_time=2021-04-10 02:09:53.319807, cost_time=0:00:13.335355 2021-04-10 02:09:31,190 INFO : TRAIN, epoch=0074, iter=00080/00196, fetch data time cost=2.13ms, fps=1367 images/s, loss=0.2179, top1-acc=92.33%, top5-acc=99.85%, remaining_time=0:00:22.053572, arrival_time=2021-04-10 02:09:53.243600, cost_time=0:00:15.209376 2021-04-10 02:09:33,060 INFO : TRAIN, epoch=0074, iter=00090/00196, fetch data time cost=1.55ms, fps=1369 images/s, loss=0.2181, top1-acc=92.37%, top5-acc=99.84%, remaining_time=0:00:20.116574, arrival_time=2021-04-10 02:09:53.177402, cost_time=0:00:17.080107 2021-04-10 02:09:34,933 INFO : TRAIN, epoch=0074, iter=00100/00196, fetch data time cost=1.86ms, fps=1368 images/s, loss=0.2175, top1-acc=92.39%, top5-acc=99.85%, remaining_time=0:00:18.194592, arrival_time=2021-04-10 02:09:53.127988, cost_time=0:00:18.952675 2021-04-10 02:09:36,812 INFO : TRAIN, epoch=0074, iter=00110/00196, fetch data time cost=1.34ms, fps=1362 images/s, loss=0.2169, top1-acc=92.44%, top5-acc=99.86%, remaining_time=0:00:16.287024, arrival_time=2021-04-10 02:09:53.099954, cost_time=0:00:20.832271 2021-04-10 02:09:38,687 INFO : TRAIN, epoch=0074, iter=00120/00196, fetch data time cost=2.46ms, fps=1366 images/s, loss=0.2156, top1-acc=92.50%, top5-acc=99.85%, remaining_time=0:00:14.380644, arrival_time=2021-04-10 02:09:53.067798, cost_time=0:00:22.706316 2021-04-10 02:09:40,581 INFO : TRAIN, epoch=0074, iter=00130/00196, fetch data time cost=1.89ms, fps=1353 images/s, loss=0.2139, top1-acc=92.57%, top5-acc=99.86%, remaining_time=0:00:12.489312, arrival_time=2021-04-10 02:09:53.070212, cost_time=0:00:24.600130 2021-04-10 02:09:42,491 INFO : TRAIN, epoch=0074, iter=00140/00196, fetch data time cost=2.12ms, fps=1340 images/s, loss=0.2139, top1-acc=92.61%, top5-acc=99.86%, remaining_time=0:00:10.604440, arrival_time=2021-04-10 02:09:53.096264, cost_time=0:00:26.511052 2021-04-10 02:09:44,376 INFO : TRAIN, epoch=0074, iter=00150/00196, fetch data time cost=1.49ms, fps=1359 images/s, loss=0.2135, top1-acc=92.61%, top5-acc=99.85%, remaining_time=0:00:08.708030, arrival_time=2021-04-10 02:09:53.084508, cost_time=0:00:28.395772 2021-04-10 02:09:46,252 INFO : TRAIN, epoch=0074, iter=00160/00196, fetch data time cost=1.52ms, fps=1365 images/s, loss=0.2155, top1-acc=92.52%, top5-acc=99.84%, remaining_time=0:00:06.811164, arrival_time=2021-04-10 02:09:53.063867, cost_time=0:00:30.271911 2021-04-10 02:09:48,128 INFO : TRAIN, epoch=0074, iter=00170/00196, fetch data time cost=1.87ms, fps=1365 images/s, loss=0.2154, top1-acc=92.53%, top5-acc=99.85%, remaining_time=0:00:04.916704, arrival_time=2021-04-10 02:09:53.045122, cost_time=0:00:32.147664 2021-04-10 02:09:50,001 INFO : TRAIN, epoch=0074, iter=00180/00196, fetch data time cost=1.89ms, fps=1367 images/s, loss=0.2170, top1-acc=92.46%, top5-acc=99.85%, remaining_time=0:00:03.024064, arrival_time=2021-04-10 02:09:53.025556, cost_time=0:00:34.020743 2021-04-10 02:09:51,878 INFO : TRAIN, epoch=0074, iter=00190/00196, fetch data time cost=1.41ms, fps=1364 images/s, loss=0.2174, top1-acc=92.42%, top5-acc=99.85%, remaining_time=0:00:01.133616, arrival_time=2021-04-10 02:09:53.012139, cost_time=0:00:35.897825 2021-04-10 02:09:52,897 INFO : TRAIN, epoch=0074, iter=00196/00196, fetch data time cost=1.67ms, fps=1335 images/s, loss=0.2184, top1-acc=92.44%, top5-acc=99.85%, remaining_time=0:00:00, arrival_time=2021-04-10 02:09:52.897756, cost_time=0:00:36.916972 2021-04-10 02:09:53,385 INFO : EVAL, epoch=0074, iter=00010/00040, fetch data time cost=0.47ms, fps=5282 images/s, loss=0.4357, top1-acc=85.94%, top5-acc=99.14%, remaining_time=0:00:01.453980, arrival_time=2021-04-10 02:09:54.839242, cost_time=0:00:00.484658 2021-04-10 02:09:53,747 INFO : EVAL, epoch=0074, iter=00020/00040, fetch data time cost=2.45ms, fps=7074 images/s, loss=0.4397, top1-acc=86.02%, top5-acc=99.36%, remaining_time=0:00:00.847120, arrival_time=2021-04-10 02:09:54.594831, cost_time=0:00:00.847122 2021-04-10 02:09:54,123 INFO : EVAL, epoch=0074, iter=00030/00040, fetch data time cost=2.08ms, fps=6823 images/s, loss=0.4433, top1-acc=85.91%, top5-acc=99.31%, remaining_time=0:00:00.407710, arrival_time=2021-04-10 02:09:54.531589, cost_time=0:00:01.223132 2021-04-10 02:09:54,484 INFO : EVAL, epoch=0074, iter=00040/00040, fetch data time cost=0.11ms, fps=6446 images/s, loss=0.4556, top1-acc=85.86%, top5-acc=99.31%, remaining_time=0:00:00, arrival_time=2021-04-10 02:09:54.484482, cost_time=0:00:01.583846 2021-04-10 02:09:54,600 INFO : Epoch=0074 complete, best val top1-acc=87.77%, top5-acc=99.56% (epoch=58), remaining_time=1:21:08.500014, arrival_time=2021-04-10 03:31:03.100024, cost_time=0:47:39.277798 2021-04-10 02:09:54,601 INFO : Train start, epoch=0075, lr=0.069857 2021-04-10 02:09:56,728 INFO : TRAIN, epoch=0075, iter=00010/00196, fetch data time cost=1.67ms, fps=1204 images/s, loss=0.2230, top1-acc=92.62%, top5-acc=99.69%, remaining_time=0:00:39.560526, arrival_time=2021-04-10 02:10:36.288765, cost_time=0:00:02.126907 2021-04-10 02:09:58,590 INFO : TRAIN, epoch=0075, iter=00020/00196, fetch data time cost=1.42ms, fps=1375 images/s, loss=0.2103, top1-acc=92.95%, top5-acc=99.77%, remaining_time=0:00:35.107248, arrival_time=2021-04-10 02:10:33.698064, cost_time=0:00:03.989452 2021-04-10 02:10:00,466 INFO : TRAIN, epoch=0075, iter=00030/00196, fetch data time cost=2.12ms, fps=1366 images/s, loss=0.2035, top1-acc=93.07%, top5-acc=99.77%, remaining_time=0:00:32.450842, arrival_time=2021-04-10 02:10:32.916848, cost_time=0:00:05.864607 2021-04-10 02:10:02,339 INFO : TRAIN, epoch=0075, iter=00040/00196, fetch data time cost=1.39ms, fps=1367 images/s, loss=0.1995, top1-acc=93.23%, top5-acc=99.79%, remaining_time=0:00:30.178044, arrival_time=2021-04-10 02:10:32.517320, cost_time=0:00:07.737958 2021-04-10 02:10:04,208 INFO : TRAIN, epoch=0075, iter=00050/00196, fetch data time cost=1.76ms, fps=1370 images/s, loss=0.2022, top1-acc=93.14%, top5-acc=99.77%, remaining_time=0:00:28.053316, arrival_time=2021-04-10 02:10:32.261958, cost_time=0:00:09.607300 2021-04-10 02:10:06,078 INFO : TRAIN, epoch=0075, iter=00060/00196, fetch data time cost=1.64ms, fps=1370 images/s, loss=0.2029, top1-acc=93.08%, top5-acc=99.79%, remaining_time=0:00:26.014080, arrival_time=2021-04-10 02:10:32.092306, cost_time=0:00:11.476801 2021-04-10 02:10:07,939 INFO : TRAIN, epoch=0075, iter=00070/00196, fetch data time cost=1.63ms, fps=1376 images/s, loss=0.2031, top1-acc=93.09%, top5-acc=99.82%, remaining_time=0:00:24.009426, arrival_time=2021-04-10 02:10:31.949223, cost_time=0:00:13.338540 2021-04-10 02:10:09,856 INFO : TRAIN, epoch=0075, iter=00080/00196, fetch data time cost=1.40ms, fps=1336 images/s, loss=0.2008, top1-acc=93.13%, top5-acc=99.82%, remaining_time=0:00:22.119460, arrival_time=2021-04-10 02:10:31.975568, cost_time=0:00:15.254774 2021-04-10 02:10:11,741 INFO : TRAIN, epoch=0075, iter=00090/00196, fetch data time cost=1.59ms, fps=1358 images/s, loss=0.1991, top1-acc=93.21%, top5-acc=99.84%, remaining_time=0:00:20.187170, arrival_time=2021-04-10 02:10:31.928667, cost_time=0:00:17.140079 2021-04-10 02:10:13,617 INFO : TRAIN, epoch=0075, iter=00100/00196, fetch data time cost=2.60ms, fps=1365 images/s, loss=0.1998, top1-acc=93.23%, top5-acc=99.84%, remaining_time=0:00:18.255648, arrival_time=2021-04-10 02:10:31.873354, cost_time=0:00:19.016308 2021-04-10 02:10:15,486 INFO : TRAIN, epoch=0075, iter=00110/00196, fetch data time cost=1.39ms, fps=1370 images/s, loss=0.2004, top1-acc=93.20%, top5-acc=99.84%, remaining_time=0:00:16.328390, arrival_time=2021-04-10 02:10:31.814909, cost_time=0:00:20.885107 2021-04-10 02:10:17,344 INFO : TRAIN, epoch=0075, iter=00120/00196, fetch data time cost=1.46ms, fps=1378 images/s, loss=0.2019, top1-acc=93.16%, top5-acc=99.84%, remaining_time=0:00:14.404204, arrival_time=2021-04-10 02:10:31.748925, cost_time=0:00:22.743447 2021-04-10 02:10:19,220 INFO : TRAIN, epoch=0075, iter=00130/00196, fetch data time cost=1.45ms, fps=1365 images/s, loss=0.2044, top1-acc=93.04%, top5-acc=99.84%, remaining_time=0:00:12.499146, arrival_time=2021-04-10 02:10:31.719998, cost_time=0:00:24.619518 2021-04-10 02:10:21,087 INFO : TRAIN, epoch=0075, iter=00140/00196, fetch data time cost=1.96ms, fps=1372 images/s, loss=0.2056, top1-acc=92.98%, top5-acc=99.84%, remaining_time=0:00:10.594248, arrival_time=2021-04-10 02:10:31.681172, cost_time=0:00:26.485585 2021-04-10 02:10:22,951 INFO : TRAIN, epoch=0075, iter=00150/00196, fetch data time cost=1.35ms, fps=1373 images/s, loss=0.2055, top1-acc=92.97%, top5-acc=99.84%, remaining_time=0:00:08.694000, arrival_time=2021-04-10 02:10:31.645373, cost_time=0:00:28.350071 2021-04-10 02:10:24,822 INFO : TRAIN, epoch=0075, iter=00160/00196, fetch data time cost=1.56ms, fps=1369 images/s, loss=0.2057, top1-acc=92.96%, top5-acc=99.83%, remaining_time=0:00:06.799716, arrival_time=2021-04-10 02:10:31.621991, cost_time=0:00:30.220946 2021-04-10 02:10:26,684 INFO : TRAIN, epoch=0075, iter=00170/00196, fetch data time cost=1.99ms, fps=1375 images/s, loss=0.2073, top1-acc=92.89%, top5-acc=99.84%, remaining_time=0:00:04.906798, arrival_time=2021-04-10 02:10:31.590998, cost_time=0:00:32.082951 2021-04-10 02:10:28,562 INFO : TRAIN, epoch=0075, iter=00180/00196, fetch data time cost=1.40ms, fps=1363 images/s, loss=0.2091, top1-acc=92.83%, top5-acc=99.84%, remaining_time=0:00:03.018752, arrival_time=2021-04-10 02:10:31.581154, cost_time=0:00:33.961027 2021-04-10 02:10:30,422 INFO : TRAIN, epoch=0075, iter=00190/00196, fetch data time cost=1.30ms, fps=1376 images/s, loss=0.2097, top1-acc=92.83%, top5-acc=99.83%, remaining_time=0:00:01.131210, arrival_time=2021-04-10 02:10:31.554049, cost_time=0:00:35.821588 2021-04-10 02:10:31,422 INFO : TRAIN, epoch=0075, iter=00196/00196, fetch data time cost=1.22ms, fps=1361 images/s, loss=0.2106, top1-acc=92.79%, top5-acc=99.83%, remaining_time=0:00:00, arrival_time=2021-04-10 02:10:31.422210, cost_time=0:00:36.820959 2021-04-10 02:10:31,885 INFO : EVAL, epoch=0075, iter=00010/00040, fetch data time cost=0.31ms, fps=5543 images/s, loss=0.5747, top1-acc=83.32%, top5-acc=99.26%, remaining_time=0:00:01.385460, arrival_time=2021-04-10 02:10:33.271276, cost_time=0:00:00.461825 2021-04-10 02:10:32,247 INFO : EVAL, epoch=0075, iter=00020/00040, fetch data time cost=1.49ms, fps=7096 images/s, loss=0.5750, top1-acc=82.93%, top5-acc=99.24%, remaining_time=0:00:00.823280, arrival_time=2021-04-10 02:10:33.070476, cost_time=0:00:00.823277 2021-04-10 02:10:32,612 INFO : EVAL, epoch=0075, iter=00030/00040, fetch data time cost=2.10ms, fps=7009 images/s, loss=0.5905, top1-acc=82.55%, top5-acc=99.24%, remaining_time=0:00:00.396330, arrival_time=2021-04-10 02:10:33.009233, cost_time=0:00:01.188978 2021-04-10 02:10:32,965 INFO : EVAL, epoch=0075, iter=00040/00040, fetch data time cost=0.11ms, fps=6594 images/s, loss=0.5797, top1-acc=82.35%, top5-acc=99.29%, remaining_time=0:00:00, arrival_time=2021-04-10 02:10:32.965211, cost_time=0:00:01.541304 2021-04-10 02:10:33,053 INFO : Epoch=0075 complete, best val top1-acc=87.77%, top5-acc=99.56% (epoch=58), remaining_time=1:20:29.552625, arrival_time=2021-04-10 03:31:02.606424, cost_time=0:48:17.731599 2021-04-10 02:10:33,054 INFO : Train start, epoch=0076, lr=0.069134 2021-04-10 02:10:35,139 INFO : TRAIN, epoch=0076, iter=00010/00196, fetch data time cost=1.42ms, fps=1229 images/s, loss=0.1872, top1-acc=93.67%, top5-acc=99.88%, remaining_time=0:00:38.758122, arrival_time=2021-04-10 02:11:13.896998, cost_time=0:00:02.083768 2021-04-10 02:10:37,014 INFO : TRAIN, epoch=0076, iter=00020/00196, fetch data time cost=1.39ms, fps=1366 images/s, loss=0.1926, top1-acc=93.38%, top5-acc=99.86%, remaining_time=0:00:34.839552, arrival_time=2021-04-10 02:11:11.853747, cost_time=0:00:03.959050 2021-04-10 02:10:38,876 INFO : TRAIN, epoch=0076, iter=00030/00196, fetch data time cost=2.00ms, fps=1375 images/s, loss=0.1902, top1-acc=93.46%, top5-acc=99.87%, remaining_time=0:00:32.210972, arrival_time=2021-04-10 02:11:11.087519, cost_time=0:00:05.821264 2021-04-10 02:10:40,763 INFO : TRAIN, epoch=0076, iter=00040/00196, fetch data time cost=1.76ms, fps=1358 images/s, loss=0.1833, top1-acc=93.64%, top5-acc=99.89%, remaining_time=0:00:30.061668, arrival_time=2021-04-10 02:11:10.824860, cost_time=0:00:07.708135 2021-04-10 02:10:42,648 INFO : TRAIN, epoch=0076, iter=00050/00196, fetch data time cost=1.82ms, fps=1358 images/s, loss=0.1859, top1-acc=93.53%, top5-acc=99.91%, remaining_time=0:00:28.012874, arrival_time=2021-04-10 02:11:10.661431, cost_time=0:00:09.593440 2021-04-10 02:10:44,515 INFO : TRAIN, epoch=0076, iter=00060/00196, fetch data time cost=1.63ms, fps=1372 images/s, loss=0.1861, top1-acc=93.58%, top5-acc=99.90%, remaining_time=0:00:25.977224, arrival_time=2021-04-10 02:11:10.492795, cost_time=0:00:11.460552 2021-04-10 02:10:46,383 INFO : TRAIN, epoch=0076, iter=00070/00196, fetch data time cost=2.22ms, fps=1371 images/s, loss=0.1884, top1-acc=93.51%, top5-acc=99.91%, remaining_time=0:00:23.990778, arrival_time=2021-04-10 02:11:10.374165, cost_time=0:00:13.328239 2021-04-10 02:10:48,272 INFO : TRAIN, epoch=0076, iter=00080/00196, fetch data time cost=4.07ms, fps=1356 images/s, loss=0.1906, top1-acc=93.36%, top5-acc=99.90%, remaining_time=0:00:22.065404, arrival_time=2021-04-10 02:11:10.338055, cost_time=0:00:15.217537 2021-04-10 02:10:50,139 INFO : TRAIN, epoch=0076, iter=00090/00196, fetch data time cost=1.57ms, fps=1372 images/s, loss=0.1906, top1-acc=93.37%, top5-acc=99.89%, remaining_time=0:00:20.121132, arrival_time=2021-04-10 02:11:10.260207, cost_time=0:00:17.084019 2021-04-10 02:10:52,000 INFO : TRAIN, epoch=0076, iter=00100/00196, fetch data time cost=1.53ms, fps=1376 images/s, loss=0.1933, top1-acc=93.29%, top5-acc=99.88%, remaining_time=0:00:18.187584, arrival_time=2021-04-10 02:11:10.188000, cost_time=0:00:18.945386 2021-04-10 02:10:53,868 INFO : TRAIN, epoch=0076, iter=00110/00196, fetch data time cost=2.22ms, fps=1371 images/s, loss=0.1961, top1-acc=93.19%, top5-acc=99.88%, remaining_time=0:00:16.272404, arrival_time=2021-04-10 02:11:10.141078, cost_time=0:00:20.813575 2021-04-10 02:10:55,727 INFO : TRAIN, epoch=0076, iter=00120/00196, fetch data time cost=1.41ms, fps=1377 images/s, loss=0.1985, top1-acc=93.11%, top5-acc=99.87%, remaining_time=0:00:14.359516, arrival_time=2021-04-10 02:11:10.087406, cost_time=0:00:22.672888 2021-04-10 02:10:57,597 INFO : TRAIN, epoch=0076, iter=00130/00196, fetch data time cost=1.78ms, fps=1370 images/s, loss=0.1997, top1-acc=93.07%, top5-acc=99.87%, remaining_time=0:00:12.459744, arrival_time=2021-04-10 02:11:10.056697, cost_time=0:00:24.541917 2021-04-10 02:10:59,464 INFO : TRAIN, epoch=0076, iter=00140/00196, fetch data time cost=1.43ms, fps=1371 images/s, loss=0.1997, top1-acc=93.07%, top5-acc=99.87%, remaining_time=0:00:10.563840, arrival_time=2021-04-10 02:11:10.028518, cost_time=0:00:26.409637 2021-04-10 02:11:01,333 INFO : TRAIN, epoch=0076, iter=00150/00196, fetch data time cost=1.42ms, fps=1371 images/s, loss=0.2007, top1-acc=93.03%, top5-acc=99.86%, remaining_time=0:00:08.671966, arrival_time=2021-04-10 02:11:10.005192, cost_time=0:00:28.278188 2021-04-10 02:11:03,192 INFO : TRAIN, epoch=0076, iter=00160/00196, fetch data time cost=1.54ms, fps=1378 images/s, loss=0.2017, top1-acc=93.03%, top5-acc=99.86%, remaining_time=0:00:06.780852, arrival_time=2021-04-10 02:11:09.972921, cost_time=0:00:30.137104 2021-04-10 02:11:05,054 INFO : TRAIN, epoch=0076, iter=00170/00196, fetch data time cost=1.73ms, fps=1375 images/s, loss=0.2049, top1-acc=92.94%, top5-acc=99.85%, remaining_time=0:00:04.894006, arrival_time=2021-04-10 02:11:09.948271, cost_time=0:00:31.999244 2021-04-10 02:11:06,928 INFO : TRAIN, epoch=0076, iter=00180/00196, fetch data time cost=1.91ms, fps=1367 images/s, loss=0.2063, top1-acc=92.92%, top5-acc=99.85%, remaining_time=0:00:03.010944, arrival_time=2021-04-10 02:11:09.939008, cost_time=0:00:33.873106 2021-04-10 02:11:08,792 INFO : TRAIN, epoch=0076, iter=00190/00196, fetch data time cost=1.71ms, fps=1374 images/s, loss=0.2083, top1-acc=92.84%, top5-acc=99.84%, remaining_time=0:00:01.128534, arrival_time=2021-04-10 02:11:09.920485, cost_time=0:00:35.736879 2021-04-10 02:11:09,807 INFO : TRAIN, epoch=0076, iter=00196/00196, fetch data time cost=1.87ms, fps=1339 images/s, loss=0.2101, top1-acc=92.79%, top5-acc=99.84%, remaining_time=0:00:00, arrival_time=2021-04-10 02:11:09.807889, cost_time=0:00:36.752883 2021-04-10 02:11:10,319 INFO : EVAL, epoch=0076, iter=00010/00040, fetch data time cost=0.23ms, fps=5034 images/s, loss=0.5380, top1-acc=83.12%, top5-acc=99.18%, remaining_time=0:00:01.525500, arrival_time=2021-04-10 02:11:11.844853, cost_time=0:00:00.508497 2021-04-10 02:11:10,683 INFO : EVAL, epoch=0076, iter=00020/00040, fetch data time cost=1.38ms, fps=7044 images/s, loss=0.5460, top1-acc=82.79%, top5-acc=99.16%, remaining_time=0:00:00.872520, arrival_time=2021-04-10 02:11:11.555833, cost_time=0:00:00.872517 2021-04-10 02:11:11,047 INFO : EVAL, epoch=0076, iter=00030/00040, fetch data time cost=1.97ms, fps=7030 images/s, loss=0.5479, top1-acc=83.09%, top5-acc=99.18%, remaining_time=0:00:00.412350, arrival_time=2021-04-10 02:11:11.460220, cost_time=0:00:01.237039 2021-04-10 02:11:11,387 INFO : EVAL, epoch=0076, iter=00040/00040, fetch data time cost=0.08ms, fps=6842 images/s, loss=0.5479, top1-acc=83.21%, top5-acc=99.21%, remaining_time=0:00:00, arrival_time=2021-04-10 02:11:11.387474, cost_time=0:00:01.576641 2021-04-10 02:11:11,468 INFO : Epoch=0076 complete, best val top1-acc=87.77%, top5-acc=99.56% (epoch=58), remaining_time=1:19:50.555116, arrival_time=2021-04-10 03:31:02.023995, cost_time=0:48:56.146686 2021-04-10 02:11:11,469 INFO : Train start, epoch=0077, lr=0.068406 2021-04-10 02:11:13,558 INFO : TRAIN, epoch=0077, iter=00010/00196, fetch data time cost=2.10ms, fps=1226 images/s, loss=0.2106, top1-acc=92.62%, top5-acc=99.84%, remaining_time=0:00:38.850192, arrival_time=2021-04-10 02:11:52.409013, cost_time=0:00:02.088725 2021-04-10 02:11:15,424 INFO : TRAIN, epoch=0077, iter=00020/00196, fetch data time cost=1.59ms, fps=1373 images/s, loss=0.1913, top1-acc=93.20%, top5-acc=99.86%, remaining_time=0:00:34.797488, arrival_time=2021-04-10 02:11:50.221845, cost_time=0:00:03.954251 2021-04-10 02:11:17,288 INFO : TRAIN, epoch=0077, iter=00030/00196, fetch data time cost=1.74ms, fps=1374 images/s, loss=0.1886, top1-acc=93.36%, top5-acc=99.84%, remaining_time=0:00:32.194870, arrival_time=2021-04-10 02:11:49.483320, cost_time=0:00:05.818346 2021-04-10 02:11:19,144 INFO : TRAIN, epoch=0077, iter=00040/00196, fetch data time cost=1.61ms, fps=1380 images/s, loss=0.1870, top1-acc=93.44%, top5-acc=99.84%, remaining_time=0:00:29.928444, arrival_time=2021-04-10 02:11:49.072556, cost_time=0:00:07.673976 2021-04-10 02:11:21,008 INFO : TRAIN, epoch=0077, iter=00050/00196, fetch data time cost=1.40ms, fps=1374 images/s, loss=0.1866, top1-acc=93.43%, top5-acc=99.84%, remaining_time=0:00:27.851398, arrival_time=2021-04-10 02:11:48.859727, cost_time=0:00:09.538147 2021-04-10 02:11:22,862 INFO : TRAIN, epoch=0077, iter=00060/00196, fetch data time cost=1.65ms, fps=1381 images/s, loss=0.1875, top1-acc=93.35%, top5-acc=99.85%, remaining_time=0:00:25.823272, arrival_time=2021-04-10 02:11:48.685933, cost_time=0:00:11.392603 2021-04-10 02:11:24,736 INFO : TRAIN, epoch=0077, iter=00070/00196, fetch data time cost=2.06ms, fps=1366 images/s, loss=0.1912, top1-acc=93.23%, top5-acc=99.86%, remaining_time=0:00:23.879898, arrival_time=2021-04-10 02:11:48.616694, cost_time=0:00:13.266601 2021-04-10 02:11:26,617 INFO : TRAIN, epoch=0077, iter=00080/00196, fetch data time cost=2.03ms, fps=1362 images/s, loss=0.1944, top1-acc=93.20%, top5-acc=99.85%, remaining_time=0:00:21.963208, arrival_time=2021-04-10 02:11:48.580307, cost_time=0:00:15.147054 2021-04-10 02:11:28,496 INFO : TRAIN, epoch=0077, iter=00090/00196, fetch data time cost=1.61ms, fps=1363 images/s, loss=0.1964, top1-acc=93.22%, top5-acc=99.85%, remaining_time=0:00:20.053080, arrival_time=2021-04-10 02:11:48.549396, cost_time=0:00:17.026228 2021-04-10 02:11:30,359 INFO : TRAIN, epoch=0077, iter=00100/00196, fetch data time cost=1.53ms, fps=1374 images/s, loss=0.1965, top1-acc=93.23%, top5-acc=99.86%, remaining_time=0:00:18.134304, arrival_time=2021-04-10 02:11:48.494212, cost_time=0:00:18.889895 2021-04-10 02:11:32,223 INFO : TRAIN, epoch=0077, iter=00110/00196, fetch data time cost=2.11ms, fps=1374 images/s, loss=0.1985, top1-acc=93.14%, top5-acc=99.86%, remaining_time=0:00:16.225706, arrival_time=2021-04-10 02:11:48.449546, cost_time=0:00:20.753812 2021-04-10 02:11:34,087 INFO : TRAIN, epoch=0077, iter=00120/00196, fetch data time cost=1.51ms, fps=1374 images/s, loss=0.2001, top1-acc=93.09%, top5-acc=99.85%, remaining_time=0:00:14.324176, arrival_time=2021-04-10 02:11:48.411442, cost_time=0:00:22.617180 2021-04-10 02:11:35,957 INFO : TRAIN, epoch=0077, iter=00130/00196, fetch data time cost=1.90ms, fps=1370 images/s, loss=0.2014, top1-acc=93.06%, top5-acc=99.85%, remaining_time=0:00:12.431826, arrival_time=2021-04-10 02:11:48.388790, cost_time=0:00:24.486894 2021-04-10 02:11:37,821 INFO : TRAIN, epoch=0077, iter=00140/00196, fetch data time cost=2.08ms, fps=1374 images/s, loss=0.2010, top1-acc=93.07%, top5-acc=99.85%, remaining_time=0:00:10.540656, arrival_time=2021-04-10 02:11:48.362387, cost_time=0:00:26.351611 2021-04-10 02:11:39,688 INFO : TRAIN, epoch=0077, iter=00150/00196, fetch data time cost=1.41ms, fps=1372 images/s, loss=0.2029, top1-acc=93.00%, top5-acc=99.83%, remaining_time=0:00:08.653566, arrival_time=2021-04-10 02:11:48.341799, cost_time=0:00:28.218216 2021-04-10 02:11:41,550 INFO : TRAIN, epoch=0077, iter=00160/00196, fetch data time cost=1.94ms, fps=1375 images/s, loss=0.2041, top1-acc=92.98%, top5-acc=99.83%, remaining_time=0:00:06.768072, arrival_time=2021-04-10 02:11:48.318474, cost_time=0:00:30.080328 2021-04-10 02:11:43,432 INFO : TRAIN, epoch=0077, iter=00170/00196, fetch data time cost=1.93ms, fps=1361 images/s, loss=0.2044, top1-acc=92.97%, top5-acc=99.83%, remaining_time=0:00:04.888364, arrival_time=2021-04-10 02:11:48.320745, cost_time=0:00:31.962330 2021-04-10 02:11:45,301 INFO : TRAIN, epoch=0077, iter=00180/00196, fetch data time cost=1.43ms, fps=1370 images/s, loss=0.2045, top1-acc=92.97%, top5-acc=99.83%, remaining_time=0:00:03.007264, arrival_time=2021-04-10 02:11:48.309043, cost_time=0:00:33.831719 2021-04-10 02:11:47,166 INFO : TRAIN, epoch=0077, iter=00190/00196, fetch data time cost=1.24ms, fps=1373 images/s, loss=0.2055, top1-acc=92.94%, top5-acc=99.84%, remaining_time=0:00:01.127262, arrival_time=2021-04-10 02:11:48.294068, cost_time=0:00:35.696553 2021-04-10 02:11:48,175 INFO : TRAIN, epoch=0077, iter=00196/00196, fetch data time cost=1.50ms, fps=1350 images/s, loss=0.2050, top1-acc=92.94%, top5-acc=99.84%, remaining_time=0:00:00, arrival_time=2021-04-10 02:11:48.175050, cost_time=0:00:36.705014 2021-04-10 02:11:48,672 INFO : EVAL, epoch=0077, iter=00010/00040, fetch data time cost=0.21ms, fps=5160 images/s, loss=0.8735, top1-acc=75.86%, top5-acc=98.71%, remaining_time=0:00:01.488300, arrival_time=2021-04-10 02:11:50.161230, cost_time=0:00:00.496105 2021-04-10 02:11:49,045 INFO : EVAL, epoch=0077, iter=00020/00040, fetch data time cost=2.28ms, fps=6884 images/s, loss=0.8831, top1-acc=76.05%, top5-acc=98.81%, remaining_time=0:00:00.868460, arrival_time=2021-04-10 02:11:49.913720, cost_time=0:00:00.868459 2021-04-10 02:11:49,408 INFO : EVAL, epoch=0077, iter=00030/00040, fetch data time cost=1.38ms, fps=7061 images/s, loss=0.9051, top1-acc=76.24%, top5-acc=98.72%, remaining_time=0:00:00.410470, arrival_time=2021-04-10 02:11:49.818661, cost_time=0:00:01.231420 2021-04-10 02:11:49,746 INFO : EVAL, epoch=0077, iter=00040/00040, fetch data time cost=0.08ms, fps=6857 images/s, loss=0.9104, top1-acc=76.37%, top5-acc=98.65%, remaining_time=0:00:00, arrival_time=2021-04-10 02:11:49.746898, cost_time=0:00:01.570153 2021-04-10 02:11:49,858 INFO : Epoch=0077 complete, best val top1-acc=87.77%, top5-acc=99.56% (epoch=58), remaining_time=1:19:11.532435, arrival_time=2021-04-10 03:31:01.391255, cost_time=0:49:34.536602 2021-04-10 02:11:49,860 INFO : Train start, epoch=0078, lr=0.067674 2021-04-10 02:11:51,958 INFO : TRAIN, epoch=0078, iter=00010/00196, fetch data time cost=1.38ms, fps=1221 images/s, loss=0.2059, top1-acc=92.42%, top5-acc=99.92%, remaining_time=0:00:39.011082, arrival_time=2021-04-10 02:12:30.969357, cost_time=0:00:02.097373 2021-04-10 02:11:53,820 INFO : TRAIN, epoch=0078, iter=00020/00196, fetch data time cost=2.92ms, fps=1375 images/s, loss=0.1910, top1-acc=93.28%, top5-acc=99.92%, remaining_time=0:00:34.843600, arrival_time=2021-04-10 02:12:28.663955, cost_time=0:00:03.959492 2021-04-10 02:11:55,700 INFO : TRAIN, epoch=0078, iter=00030/00196, fetch data time cost=2.18ms, fps=1362 images/s, loss=0.1954, top1-acc=93.03%, top5-acc=99.87%, remaining_time=0:00:32.314722, arrival_time=2021-04-10 02:12:28.015588, cost_time=0:00:05.840008 2021-04-10 02:11:57,571 INFO : TRAIN, epoch=0078, iter=00040/00196, fetch data time cost=1.75ms, fps=1369 images/s, loss=0.1941, top1-acc=93.19%, top5-acc=99.88%, remaining_time=0:00:30.072588, arrival_time=2021-04-10 02:12:27.644285, cost_time=0:00:07.710915 2021-04-10 02:11:59,446 INFO : TRAIN, epoch=0078, iter=00050/00196, fetch data time cost=1.34ms, fps=1366 images/s, loss=0.1923, top1-acc=93.23%, top5-acc=99.89%, remaining_time=0:00:27.988200, arrival_time=2021-04-10 02:12:27.434075, cost_time=0:00:09.584999 2021-04-10 02:12:01,317 INFO : TRAIN, epoch=0078, iter=00060/00196, fetch data time cost=1.46ms, fps=1368 images/s, loss=0.1955, top1-acc=93.11%, top5-acc=99.88%, remaining_time=0:00:25.968656, arrival_time=2021-04-10 02:12:27.286242, cost_time=0:00:11.456761 2021-04-10 02:12:03,188 INFO : TRAIN, epoch=0078, iter=00070/00196, fetch data time cost=1.93ms, fps=1369 images/s, loss=0.1960, top1-acc=93.12%, top5-acc=99.88%, remaining_time=0:00:23.990022, arrival_time=2021-04-10 02:12:27.178578, cost_time=0:00:13.327821 2021-04-10 02:12:05,063 INFO : TRAIN, epoch=0078, iter=00080/00196, fetch data time cost=2.05ms, fps=1366 images/s, loss=0.1978, top1-acc=93.08%, top5-acc=99.87%, remaining_time=0:00:22.043828, arrival_time=2021-04-10 02:12:27.107246, cost_time=0:00:15.202611 2021-04-10 02:12:06,924 INFO : TRAIN, epoch=0078, iter=00090/00196, fetch data time cost=1.47ms, fps=1376 images/s, loss=0.1986, top1-acc=93.04%, top5-acc=99.86%, remaining_time=0:00:20.096858, arrival_time=2021-04-10 02:12:27.020937, cost_time=0:00:17.063370 2021-04-10 02:12:08,792 INFO : TRAIN, epoch=0078, iter=00100/00196, fetch data time cost=2.97ms, fps=1370 images/s, loss=0.1980, top1-acc=93.04%, top5-acc=99.87%, remaining_time=0:00:18.174528, arrival_time=2021-04-10 02:12:26.967240, cost_time=0:00:18.931755 2021-04-10 02:12:10,669 INFO : TRAIN, epoch=0078, iter=00110/00196, fetch data time cost=1.74ms, fps=1365 images/s, loss=0.1992, top1-acc=93.00%, top5-acc=99.87%, remaining_time=0:00:16.268706, arrival_time=2021-04-10 02:12:26.938380, cost_time=0:00:20.808758 2021-04-10 02:12:12,545 INFO : TRAIN, epoch=0078, iter=00120/00196, fetch data time cost=1.43ms, fps=1365 images/s, loss=0.2000, top1-acc=92.97%, top5-acc=99.86%, remaining_time=0:00:14.366888, arrival_time=2021-04-10 02:12:26.912334, cost_time=0:00:22.684573 2021-04-10 02:12:14,415 INFO : TRAIN, epoch=0078, iter=00130/00196, fetch data time cost=1.74ms, fps=1370 images/s, loss=0.2016, top1-acc=92.93%, top5-acc=99.86%, remaining_time=0:00:12.466080, arrival_time=2021-04-10 02:12:26.881344, cost_time=0:00:24.554455 2021-04-10 02:12:16,295 INFO : TRAIN, epoch=0078, iter=00140/00196, fetch data time cost=1.90ms, fps=1362 images/s, loss=0.2011, top1-acc=92.92%, top5-acc=99.86%, remaining_time=0:00:10.573752, arrival_time=2021-04-10 02:12:26.868901, cost_time=0:00:26.434369 2021-04-10 02:12:18,193 INFO : TRAIN, epoch=0078, iter=00150/00196, fetch data time cost=1.88ms, fps=1349 images/s, loss=0.2015, top1-acc=92.92%, top5-acc=99.87%, remaining_time=0:00:08.688618, arrival_time=2021-04-10 02:12:26.881838, cost_time=0:00:28.332469 2021-04-10 02:12:20,070 INFO : TRAIN, epoch=0078, iter=00160/00196, fetch data time cost=2.00ms, fps=1364 images/s, loss=0.2008, top1-acc=92.94%, top5-acc=99.87%, remaining_time=0:00:06.797196, arrival_time=2021-04-10 02:12:26.867785, cost_time=0:00:30.209796 2021-04-10 02:12:21,930 INFO : TRAIN, epoch=0078, iter=00170/00196, fetch data time cost=1.56ms, fps=1377 images/s, loss=0.2024, top1-acc=92.92%, top5-acc=99.86%, remaining_time=0:00:04.904770, arrival_time=2021-04-10 02:12:26.835235, cost_time=0:00:32.069669 2021-04-10 02:12:23,803 INFO : TRAIN, epoch=0078, iter=00180/00196, fetch data time cost=2.55ms, fps=1367 images/s, loss=0.2042, top1-acc=92.85%, top5-acc=99.87%, remaining_time=0:00:03.017168, arrival_time=2021-04-10 02:12:26.821022, cost_time=0:00:33.943082 2021-04-10 02:12:25,666 INFO : TRAIN, epoch=0078, iter=00190/00196, fetch data time cost=1.33ms, fps=1375 images/s, loss=0.2050, top1-acc=92.82%, top5-acc=99.87%, remaining_time=0:00:01.130706, arrival_time=2021-04-10 02:12:26.797216, cost_time=0:00:35.805738 2021-04-10 02:12:26,674 INFO : TRAIN, epoch=0078, iter=00196/00196, fetch data time cost=1.43ms, fps=1350 images/s, loss=0.2043, top1-acc=92.86%, top5-acc=99.87%, remaining_time=0:00:00, arrival_time=2021-04-10 02:12:26.674265, cost_time=0:00:36.813484 2021-04-10 02:12:27,164 INFO : EVAL, epoch=0078, iter=00010/00040, fetch data time cost=1.84ms, fps=5258 images/s, loss=0.5973, top1-acc=82.54%, top5-acc=99.37%, remaining_time=0:00:01.460610, arrival_time=2021-04-10 02:12:28.624725, cost_time=0:00:00.486867 2021-04-10 02:12:27,528 INFO : EVAL, epoch=0078, iter=00020/00040, fetch data time cost=1.32ms, fps=7035 images/s, loss=0.6184, top1-acc=82.32%, top5-acc=99.45%, remaining_time=0:00:00.851420, arrival_time=2021-04-10 02:12:28.379966, cost_time=0:00:00.851412 2021-04-10 02:12:27,896 INFO : EVAL, epoch=0078, iter=00030/00040, fetch data time cost=1.79ms, fps=6969 images/s, loss=0.6200, top1-acc=82.27%, top5-acc=99.32%, remaining_time=0:00:00.406420, arrival_time=2021-04-10 02:12:28.302807, cost_time=0:00:01.219275 2021-04-10 02:12:28,233 INFO : EVAL, epoch=0078, iter=00040/00040, fetch data time cost=0.08ms, fps=6898 images/s, loss=0.6203, top1-acc=82.17%, top5-acc=99.26%, remaining_time=0:00:00, arrival_time=2021-04-10 02:12:28.233176, cost_time=0:00:01.556137 2021-04-10 02:12:28,354 INFO : Epoch=0078 complete, best val top1-acc=87.77%, top5-acc=99.56% (epoch=58), remaining_time=1:18:32.691762, arrival_time=2021-04-10 03:31:01.046420, cost_time=0:50:13.032457 2021-04-10 02:12:28,355 INFO : Train start, epoch=0079, lr=0.066937 2021-04-10 02:12:30,421 INFO : TRAIN, epoch=0079, iter=00010/00196, fetch data time cost=1.88ms, fps=1239 images/s, loss=0.2046, top1-acc=92.93%, top5-acc=100.00%, remaining_time=0:00:38.427042, arrival_time=2021-04-10 02:13:08.848895, cost_time=0:00:02.065968 2021-04-10 02:12:32,300 INFO : TRAIN, epoch=0079, iter=00020/00196, fetch data time cost=1.68ms, fps=1363 images/s, loss=0.1927, top1-acc=93.44%, top5-acc=99.94%, remaining_time=0:00:34.711072, arrival_time=2021-04-10 02:13:07.011415, cost_time=0:00:03.944440 2021-04-10 02:12:34,162 INFO : TRAIN, epoch=0079, iter=00030/00196, fetch data time cost=2.21ms, fps=1375 images/s, loss=0.1938, top1-acc=93.52%, top5-acc=99.88%, remaining_time=0:00:32.131292, arrival_time=2021-04-10 02:13:06.294038, cost_time=0:00:05.806850 2021-04-10 02:12:36,027 INFO : TRAIN, epoch=0079, iter=00040/00196, fetch data time cost=1.66ms, fps=1373 images/s, loss=0.1950, top1-acc=93.32%, top5-acc=99.88%, remaining_time=0:00:29.918616, arrival_time=2021-04-10 02:13:05.945923, cost_time=0:00:07.671432 2021-04-10 02:12:37,882 INFO : TRAIN, epoch=0079, iter=00050/00196, fetch data time cost=1.60ms, fps=1381 images/s, loss=0.1959, top1-acc=93.28%, top5-acc=99.88%, remaining_time=0:00:27.816212, arrival_time=2021-04-10 02:13:05.698153, cost_time=0:00:09.526106 2021-04-10 02:12:39,735 INFO : TRAIN, epoch=0079, iter=00060/00196, fetch data time cost=1.41ms, fps=1382 images/s, loss=0.1940, top1-acc=93.42%, top5-acc=99.90%, remaining_time=0:00:25.792672, arrival_time=2021-04-10 02:13:05.527633, cost_time=0:00:11.379100 2021-04-10 02:12:41,589 INFO : TRAIN, epoch=0079, iter=00070/00196, fetch data time cost=7.76ms, fps=1381 images/s, loss=0.1956, top1-acc=93.32%, top5-acc=99.87%, remaining_time=0:00:23.819922, arrival_time=2021-04-10 02:13:05.409174, cost_time=0:00:13.233298 2021-04-10 02:12:43,457 INFO : TRAIN, epoch=0079, iter=00080/00196, fetch data time cost=3.86ms, fps=1371 images/s, loss=0.1953, top1-acc=93.33%, top5-acc=99.86%, remaining_time=0:00:21.897784, arrival_time=2021-04-10 02:13:05.355636, cost_time=0:00:15.101905 2021-04-10 02:12:45,318 INFO : TRAIN, epoch=0079, iter=00090/00196, fetch data time cost=1.75ms, fps=1376 images/s, loss=0.1947, top1-acc=93.38%, top5-acc=99.86%, remaining_time=0:00:19.978244, arrival_time=2021-04-10 02:13:05.296813, cost_time=0:00:16.962626 2021-04-10 02:12:47,172 INFO : TRAIN, epoch=0079, iter=00100/00196, fetch data time cost=1.58ms, fps=1381 images/s, loss=0.1948, top1-acc=93.32%, top5-acc=99.87%, remaining_time=0:00:18.064128, arrival_time=2021-04-10 02:13:05.236792, cost_time=0:00:18.816783 2021-04-10 02:12:49,036 INFO : TRAIN, epoch=0079, iter=00110/00196, fetch data time cost=1.41ms, fps=1374 images/s, loss=0.1953, top1-acc=93.29%, top5-acc=99.87%, remaining_time=0:00:16.168086, arrival_time=2021-04-10 02:13:05.204109, cost_time=0:00:20.680151 2021-04-10 02:12:50,900 INFO : TRAIN, epoch=0079, iter=00120/00196, fetch data time cost=1.40ms, fps=1373 images/s, loss=0.1961, top1-acc=93.28%, top5-acc=99.87%, remaining_time=0:00:14.278424, arrival_time=2021-04-10 02:13:05.179234, cost_time=0:00:22.544930 2021-04-10 02:12:52,767 INFO : TRAIN, epoch=0079, iter=00130/00196, fetch data time cost=1.90ms, fps=1372 images/s, loss=0.1971, top1-acc=93.24%, top5-acc=99.87%, remaining_time=0:00:12.393414, arrival_time=2021-04-10 02:13:05.160547, cost_time=0:00:24.411246 2021-04-10 02:12:54,630 INFO : TRAIN, epoch=0079, iter=00140/00196, fetch data time cost=1.93ms, fps=1375 images/s, loss=0.1982, top1-acc=93.19%, top5-acc=99.87%, remaining_time=0:00:10.509688, arrival_time=2021-04-10 02:13:05.139688, cost_time=0:00:26.274198 2021-04-10 02:12:56,501 INFO : TRAIN, epoch=0079, iter=00150/00196, fetch data time cost=1.55ms, fps=1368 images/s, loss=0.2004, top1-acc=93.12%, top5-acc=99.86%, remaining_time=0:00:08.631302, arrival_time=2021-04-10 02:13:05.132731, cost_time=0:00:28.145487 2021-04-10 02:12:58,357 INFO : TRAIN, epoch=0079, iter=00160/00196, fetch data time cost=1.41ms, fps=1380 images/s, loss=0.2019, top1-acc=93.01%, top5-acc=99.86%, remaining_time=0:00:06.750360, arrival_time=2021-04-10 02:13:05.107748, cost_time=0:00:30.001597 2021-04-10 02:13:00,225 INFO : TRAIN, epoch=0079, iter=00170/00196, fetch data time cost=1.56ms, fps=1371 images/s, loss=0.2016, top1-acc=93.00%, top5-acc=99.86%, remaining_time=0:00:04.874090, arrival_time=2021-04-10 02:13:05.099049, cost_time=0:00:31.868985 2021-04-10 02:13:02,101 INFO : TRAIN, epoch=0079, iter=00180/00196, fetch data time cost=1.58ms, fps=1365 images/s, loss=0.2024, top1-acc=92.96%, top5-acc=99.87%, remaining_time=0:00:02.999648, arrival_time=2021-04-10 02:13:05.101396, cost_time=0:00:33.745960 2021-04-10 02:13:03,965 INFO : TRAIN, epoch=0079, iter=00190/00196, fetch data time cost=2.26ms, fps=1374 images/s, loss=0.2015, top1-acc=93.02%, top5-acc=99.87%, remaining_time=0:00:01.124514, arrival_time=2021-04-10 02:13:05.090064, cost_time=0:00:35.609603 2021-04-10 02:13:04,968 INFO : TRAIN, epoch=0079, iter=00196/00196, fetch data time cost=1.30ms, fps=1357 images/s, loss=0.2011, top1-acc=93.04%, top5-acc=99.87%, remaining_time=0:00:00, arrival_time=2021-04-10 02:13:04.968419, cost_time=0:00:36.612630 2021-04-10 02:13:05,418 INFO : EVAL, epoch=0079, iter=00010/00040, fetch data time cost=0.41ms, fps=5710 images/s, loss=0.5664, top1-acc=81.37%, top5-acc=99.30%, remaining_time=0:00:01.344870, arrival_time=2021-04-10 02:13:06.763236, cost_time=0:00:00.448287 2021-04-10 02:13:05,776 INFO : EVAL, epoch=0079, iter=00020/00040, fetch data time cost=1.28ms, fps=7152 images/s, loss=0.5653, top1-acc=82.30%, top5-acc=99.24%, remaining_time=0:00:00.806600, arrival_time=2021-04-10 02:13:06.583282, cost_time=0:00:00.806609 2021-04-10 02:13:06,138 INFO : EVAL, epoch=0079, iter=00030/00040, fetch data time cost=1.93ms, fps=7079 images/s, loss=0.5573, top1-acc=82.73%, top5-acc=99.17%, remaining_time=0:00:00.389530, arrival_time=2021-04-10 02:13:06.528265, cost_time=0:00:01.168591 2021-04-10 02:13:06,484 INFO : EVAL, epoch=0079, iter=00040/00040, fetch data time cost=0.20ms, fps=6727 images/s, loss=0.5557, top1-acc=82.72%, top5-acc=99.18%, remaining_time=0:00:00, arrival_time=2021-04-10 02:13:06.484248, cost_time=0:00:01.514044 2021-04-10 02:13:06,576 INFO : Epoch=0079 complete, best val top1-acc=87.77%, top5-acc=99.56% (epoch=58), remaining_time=1:17:53.439386, arrival_time=2021-04-10 03:31:00.015437, cost_time=0:50:51.253816 2021-04-10 02:13:06,577 INFO : Train start, epoch=0080, lr=0.066196 2021-04-10 02:13:08,615 INFO : TRAIN, epoch=0080, iter=00010/00196, fetch data time cost=1.38ms, fps=1256 images/s, loss=0.1763, top1-acc=93.71%, top5-acc=99.84%, remaining_time=0:00:37.903452, arrival_time=2021-04-10 02:13:46.519305, cost_time=0:00:02.037823 2021-04-10 02:13:10,481 INFO : TRAIN, epoch=0080, iter=00020/00196, fetch data time cost=1.48ms, fps=1373 images/s, loss=0.1783, top1-acc=93.91%, top5-acc=99.86%, remaining_time=0:00:34.347808, arrival_time=2021-04-10 02:13:44.828989, cost_time=0:00:03.903165 2021-04-10 02:13:12,349 INFO : TRAIN, epoch=0080, iter=00030/00196, fetch data time cost=2.03ms, fps=1371 images/s, loss=0.1836, top1-acc=93.76%, top5-acc=99.88%, remaining_time=0:00:31.933420, arrival_time=2021-04-10 02:13:44.282548, cost_time=0:00:05.771090 2021-04-10 02:13:14,266 INFO : TRAIN, epoch=0080, iter=00040/00196, fetch data time cost=1.46ms, fps=1335 images/s, loss=0.1895, top1-acc=93.46%, top5-acc=99.86%, remaining_time=0:00:29.985228, arrival_time=2021-04-10 02:13:44.251837, cost_time=0:00:07.688509 2021-04-10 02:13:16,134 INFO : TRAIN, epoch=0080, iter=00050/00196, fetch data time cost=1.61ms, fps=1371 images/s, loss=0.1926, top1-acc=93.39%, top5-acc=99.88%, remaining_time=0:00:27.904250, arrival_time=2021-04-10 02:13:44.038539, cost_time=0:00:09.556262 2021-04-10 02:13:17,999 INFO : TRAIN, epoch=0080, iter=00060/00196, fetch data time cost=1.51ms, fps=1373 images/s, loss=0.1912, top1-acc=93.46%, top5-acc=99.89%, remaining_time=0:00:25.888008, arrival_time=2021-04-10 02:13:43.887256, cost_time=0:00:11.421186 2021-04-10 02:13:19,860 INFO : TRAIN, epoch=0080, iter=00070/00196, fetch data time cost=1.48ms, fps=1376 images/s, loss=0.1901, top1-acc=93.46%, top5-acc=99.88%, remaining_time=0:00:23.909004, arrival_time=2021-04-10 02:13:43.769879, cost_time=0:00:13.282762 2021-04-10 02:13:21,730 INFO : TRAIN, epoch=0080, iter=00080/00196, fetch data time cost=1.44ms, fps=1370 images/s, loss=0.1897, top1-acc=93.45%, top5-acc=99.88%, remaining_time=0:00:21.970864, arrival_time=2021-04-10 02:13:43.701206, cost_time=0:00:15.152314 2021-04-10 02:13:23,593 INFO : TRAIN, epoch=0080, iter=00090/00196, fetch data time cost=1.48ms, fps=1374 images/s, loss=0.1933, top1-acc=93.31%, top5-acc=99.86%, remaining_time=0:00:20.040784, arrival_time=2021-04-10 02:13:43.634552, cost_time=0:00:17.015752 2021-04-10 02:13:25,451 INFO : TRAIN, epoch=0080, iter=00100/00196, fetch data time cost=1.91ms, fps=1379 images/s, loss=0.1934, top1-acc=93.32%, top5-acc=99.86%, remaining_time=0:00:18.117984, arrival_time=2021-04-10 02:13:43.569001, cost_time=0:00:18.872927 2021-04-10 02:13:27,313 INFO : TRAIN, epoch=0080, iter=00110/00196, fetch data time cost=1.72ms, fps=1375 images/s, loss=0.1928, top1-acc=93.37%, top5-acc=99.87%, remaining_time=0:00:16.211258, arrival_time=2021-04-10 02:13:43.524627, cost_time=0:00:20.735290 2021-04-10 02:13:29,181 INFO : TRAIN, epoch=0080, iter=00120/00196, fetch data time cost=1.58ms, fps=1371 images/s, loss=0.1933, top1-acc=93.36%, top5-acc=99.87%, remaining_time=0:00:14.315284, arrival_time=2021-04-10 02:13:43.496395, cost_time=0:00:22.603030 2021-04-10 02:13:31,052 INFO : TRAIN, epoch=0080, iter=00130/00196, fetch data time cost=1.39ms, fps=1369 images/s, loss=0.1939, top1-acc=93.40%, top5-acc=99.87%, remaining_time=0:00:12.425358, arrival_time=2021-04-10 02:13:43.477574, cost_time=0:00:24.474193 2021-04-10 02:13:32,912 INFO : TRAIN, epoch=0080, iter=00140/00196, fetch data time cost=1.39ms, fps=1376 images/s, loss=0.1941, top1-acc=93.41%, top5-acc=99.87%, remaining_time=0:00:10.533880, arrival_time=2021-04-10 02:13:43.446637, cost_time=0:00:26.334740 2021-04-10 02:13:34,781 INFO : TRAIN, epoch=0080, iter=00150/00196, fetch data time cost=1.77ms, fps=1370 images/s, loss=0.1956, top1-acc=93.34%, top5-acc=99.86%, remaining_time=0:00:08.649012, arrival_time=2021-04-10 02:13:43.430343, cost_time=0:00:28.203314 2021-04-10 02:13:36,642 INFO : TRAIN, epoch=0080, iter=00160/00196, fetch data time cost=1.46ms, fps=1376 images/s, loss=0.1952, top1-acc=93.36%, top5-acc=99.85%, remaining_time=0:00:06.764544, arrival_time=2021-04-10 02:13:43.407212, cost_time=0:00:30.064602 2021-04-10 02:13:38,510 INFO : TRAIN, epoch=0080, iter=00170/00196, fetch data time cost=1.50ms, fps=1371 images/s, loss=0.1954, top1-acc=93.36%, top5-acc=99.84%, remaining_time=0:00:04.883736, arrival_time=2021-04-10 02:13:43.393980, cost_time=0:00:31.932149 2021-04-10 02:13:40,368 INFO : TRAIN, epoch=0080, iter=00180/00196, fetch data time cost=1.55ms, fps=1378 images/s, loss=0.1962, top1-acc=93.35%, top5-acc=99.84%, remaining_time=0:00:03.003584, arrival_time=2021-04-10 02:13:43.371950, cost_time=0:00:33.790332 2021-04-10 02:13:42,233 INFO : TRAIN, epoch=0080, iter=00190/00196, fetch data time cost=1.45ms, fps=1373 images/s, loss=0.1971, top1-acc=93.29%, top5-acc=99.84%, remaining_time=0:00:01.125948, arrival_time=2021-04-10 02:13:43.359084, cost_time=0:00:35.655112 2021-04-10 02:13:43,249 INFO : TRAIN, epoch=0080, iter=00196/00196, fetch data time cost=1.61ms, fps=1338 images/s, loss=0.1973, top1-acc=93.28%, top5-acc=99.84%, remaining_time=0:00:00, arrival_time=2021-04-10 02:13:43.249788, cost_time=0:00:36.671731 2021-04-10 02:13:43,730 INFO : EVAL, epoch=0080, iter=00010/00040, fetch data time cost=0.44ms, fps=5350 images/s, loss=0.4021, top1-acc=87.54%, top5-acc=99.57%, remaining_time=0:00:01.435380, arrival_time=2021-04-10 02:13:45.166067, cost_time=0:00:00.478462 2021-04-10 02:13:44,095 INFO : EVAL, epoch=0080, iter=00020/00040, fetch data time cost=1.34ms, fps=7024 images/s, loss=0.4143, top1-acc=87.44%, top5-acc=99.63%, remaining_time=0:00:00.843360, arrival_time=2021-04-10 02:13:44.938944, cost_time=0:00:00.843357 2021-04-10 02:13:44,464 INFO : EVAL, epoch=0080, iter=00030/00040, fetch data time cost=1.27ms, fps=6949 images/s, loss=0.4165, top1-acc=87.38%, top5-acc=99.62%, remaining_time=0:00:00.404060, arrival_time=2021-04-10 02:13:44.868652, cost_time=0:00:01.212176 2021-04-10 02:13:44,804 INFO : EVAL, epoch=0080, iter=00040/00040, fetch data time cost=0.11ms, fps=6834 images/s, loss=0.4192, top1-acc=87.72%, top5-acc=99.62%, remaining_time=0:00:00, arrival_time=2021-04-10 02:13:44.804523, cost_time=0:00:01.552323 2021-04-10 02:13:44,876 INFO : Epoch=0080 complete, best val top1-acc=87.77%, top5-acc=99.56% (epoch=58), remaining_time=1:17:14.330880, arrival_time=2021-04-10 03:30:59.207021, cost_time=0:51:29.553943 2021-04-10 02:13:44,877 INFO : Train start, epoch=0081, lr=0.065451 2021-04-10 02:13:46,917 INFO : TRAIN, epoch=0081, iter=00010/00196, fetch data time cost=1.56ms, fps=1255 images/s, loss=0.1779, top1-acc=93.87%, top5-acc=100.00%, remaining_time=0:00:37.948464, arrival_time=2021-04-10 02:14:24.866137, cost_time=0:00:02.040241 2021-04-10 02:13:48,778 INFO : TRAIN, epoch=0081, iter=00020/00196, fetch data time cost=1.36ms, fps=1376 images/s, loss=0.1901, top1-acc=93.52%, top5-acc=99.92%, remaining_time=0:00:34.328976, arrival_time=2021-04-10 02:14:23.107456, cost_time=0:00:03.901015 2021-04-10 02:13:50,654 INFO : TRAIN, epoch=0081, iter=00030/00196, fetch data time cost=1.63ms, fps=1365 images/s, loss=0.1894, top1-acc=93.42%, top5-acc=99.92%, remaining_time=0:00:31.965458, arrival_time=2021-04-10 02:14:22.619763, cost_time=0:00:05.776882 2021-04-10 02:13:52,517 INFO : TRAIN, epoch=0081, iter=00040/00196, fetch data time cost=2.82ms, fps=1374 images/s, loss=0.1877, top1-acc=93.46%, top5-acc=99.93%, remaining_time=0:00:29.797872, arrival_time=2021-04-10 02:14:22.315768, cost_time=0:00:07.640482 2021-04-10 02:13:54,376 INFO : TRAIN, epoch=0081, iter=00050/00196, fetch data time cost=1.55ms, fps=1377 images/s, loss=0.1934, top1-acc=93.26%, top5-acc=99.92%, remaining_time=0:00:27.738686, arrival_time=2021-04-10 02:14:22.115609, cost_time=0:00:09.499562 2021-04-10 02:13:56,235 INFO : TRAIN, epoch=0081, iter=00060/00196, fetch data time cost=1.50ms, fps=1378 images/s, loss=0.1938, top1-acc=93.15%, top5-acc=99.92%, remaining_time=0:00:25.745344, arrival_time=2021-04-10 02:14:21.980993, cost_time=0:00:11.358217 2021-04-10 02:13:58,093 INFO : TRAIN, epoch=0081, iter=00070/00196, fetch data time cost=1.81ms, fps=1378 images/s, loss=0.1937, top1-acc=93.12%, top5-acc=99.92%, remaining_time=0:00:23.789052, arrival_time=2021-04-10 02:14:21.882572, cost_time=0:00:13.216131 2021-04-10 02:13:59,957 INFO : TRAIN, epoch=0081, iter=00080/00196, fetch data time cost=1.64ms, fps=1374 images/s, loss=0.1918, top1-acc=93.19%, top5-acc=99.91%, remaining_time=0:00:21.865420, arrival_time=2021-04-10 02:14:21.822505, cost_time=0:00:15.079587 2021-04-10 02:14:01,819 INFO : TRAIN, epoch=0081, iter=00090/00196, fetch data time cost=1.35ms, fps=1375 images/s, loss=0.1934, top1-acc=93.20%, top5-acc=99.90%, remaining_time=0:00:19.953758, arrival_time=2021-04-10 02:14:21.772971, cost_time=0:00:16.941876 2021-04-10 02:14:03,680 INFO : TRAIN, epoch=0081, iter=00100/00196, fetch data time cost=2.04ms, fps=1376 images/s, loss=0.1941, top1-acc=93.16%, top5-acc=99.91%, remaining_time=0:00:18.050976, arrival_time=2021-04-10 02:14:21.731641, cost_time=0:00:18.803119 2021-04-10 02:14:05,541 INFO : TRAIN, epoch=0081, iter=00110/00196, fetch data time cost=1.37ms, fps=1376 images/s, loss=0.1943, top1-acc=93.09%, top5-acc=99.90%, remaining_time=0:00:16.155874, arrival_time=2021-04-10 02:14:21.697680, cost_time=0:00:20.664460 2021-04-10 02:14:07,404 INFO : TRAIN, epoch=0081, iter=00120/00196, fetch data time cost=2.86ms, fps=1375 images/s, loss=0.1954, top1-acc=93.08%, top5-acc=99.90%, remaining_time=0:00:14.267024, arrival_time=2021-04-10 02:14:21.671375, cost_time=0:00:22.526859 2021-04-10 02:14:09,268 INFO : TRAIN, epoch=0081, iter=00130/00196, fetch data time cost=1.36ms, fps=1374 images/s, loss=0.1951, top1-acc=93.13%, top5-acc=99.91%, remaining_time=0:00:12.382920, arrival_time=2021-04-10 02:14:21.650924, cost_time=0:00:24.390643 2021-04-10 02:14:11,125 INFO : TRAIN, epoch=0081, iter=00140/00196, fetch data time cost=1.97ms, fps=1379 images/s, loss=0.1939, top1-acc=93.17%, top5-acc=99.91%, remaining_time=0:00:10.498992, arrival_time=2021-04-10 02:14:21.623999, cost_time=0:00:26.247516 2021-04-10 02:14:13,000 INFO : TRAIN, epoch=0081, iter=00150/00196, fetch data time cost=1.40ms, fps=1366 images/s, loss=0.1947, top1-acc=93.14%, top5-acc=99.91%, remaining_time=0:00:08.624264, arrival_time=2021-04-10 02:14:21.624230, cost_time=0:00:28.122565 2021-04-10 02:14:14,869 INFO : TRAIN, epoch=0081, iter=00160/00196, fetch data time cost=1.99ms, fps=1370 images/s, loss=0.1956, top1-acc=93.12%, top5-acc=99.92%, remaining_time=0:00:06.748272, arrival_time=2021-04-10 02:14:21.617958, cost_time=0:00:29.992292 2021-04-10 02:14:16,737 INFO : TRAIN, epoch=0081, iter=00170/00196, fetch data time cost=1.45ms, fps=1371 images/s, loss=0.1971, top1-acc=93.04%, top5-acc=99.91%, remaining_time=0:00:04.872660, arrival_time=2021-04-10 02:14:21.609738, cost_time=0:00:31.859735 2021-04-10 02:14:18,589 INFO : TRAIN, epoch=0081, iter=00180/00196, fetch data time cost=1.53ms, fps=1383 images/s, loss=0.1987, top1-acc=93.00%, top5-acc=99.90%, remaining_time=0:00:02.996592, arrival_time=2021-04-10 02:14:21.585608, cost_time=0:00:33.711671 2021-04-10 02:14:20,450 INFO : TRAIN, epoch=0081, iter=00190/00196, fetch data time cost=1.59ms, fps=1376 images/s, loss=0.1997, top1-acc=92.99%, top5-acc=99.90%, remaining_time=0:00:01.123356, arrival_time=2021-04-10 02:14:21.573717, cost_time=0:00:35.572948 2021-04-10 02:14:21,458 INFO : TRAIN, epoch=0081, iter=00196/00196, fetch data time cost=1.27ms, fps=1350 images/s, loss=0.2002, top1-acc=92.99%, top5-acc=99.90%, remaining_time=0:00:00, arrival_time=2021-04-10 02:14:21.458309, cost_time=0:00:36.580953 2021-04-10 02:14:21,942 INFO : EVAL, epoch=0081, iter=00010/00040, fetch data time cost=0.30ms, fps=5305 images/s, loss=0.4417, top1-acc=87.50%, top5-acc=99.80%, remaining_time=0:00:01.447710, arrival_time=2021-04-10 02:14:23.390183, cost_time=0:00:00.482572 2021-04-10 02:14:22,305 INFO : EVAL, epoch=0081, iter=00020/00040, fetch data time cost=1.69ms, fps=7062 images/s, loss=0.4347, top1-acc=87.13%, top5-acc=99.71%, remaining_time=0:00:00.845580, arrival_time=2021-04-10 02:14:23.151008, cost_time=0:00:00.845584 2021-04-10 02:14:22,662 INFO : EVAL, epoch=0081, iter=00030/00040, fetch data time cost=1.48ms, fps=7168 images/s, loss=0.4495, top1-acc=86.87%, top5-acc=99.57%, remaining_time=0:00:00.401010, arrival_time=2021-04-10 02:14:23.063941, cost_time=0:00:01.203035 2021-04-10 02:14:22,999 INFO : EVAL, epoch=0081, iter=00040/00040, fetch data time cost=0.08ms, fps=6898 images/s, loss=0.4470, top1-acc=87.07%, top5-acc=99.57%, remaining_time=0:00:00, arrival_time=2021-04-10 02:14:22.999701, cost_time=0:00:01.539881 2021-04-10 02:14:23,085 INFO : Epoch=0081 complete, best val top1-acc=87.77%, top5-acc=99.56% (epoch=58), remaining_time=1:16:35.109554, arrival_time=2021-04-10 03:30:58.195372, cost_time=0:52:07.763618 2021-04-10 02:14:23,086 INFO : Train start, epoch=0082, lr=0.064702 2021-04-10 02:14:25,181 INFO : TRAIN, epoch=0082, iter=00010/00196, fetch data time cost=1.61ms, fps=1222 images/s, loss=0.2259, top1-acc=92.93%, top5-acc=99.96%, remaining_time=0:00:38.964954, arrival_time=2021-04-10 02:15:04.146769, cost_time=0:00:02.094887 2021-04-10 02:14:27,043 INFO : TRAIN, epoch=0082, iter=00020/00196, fetch data time cost=1.53ms, fps=1375 images/s, loss=0.2127, top1-acc=92.77%, top5-acc=99.84%, remaining_time=0:00:34.820720, arrival_time=2021-04-10 02:15:01.864548, cost_time=0:00:03.956891 2021-04-10 02:14:28,906 INFO : TRAIN, epoch=0082, iter=00030/00196, fetch data time cost=1.44ms, fps=1375 images/s, loss=0.2051, top1-acc=92.92%, top5-acc=99.87%, remaining_time=0:00:32.199352, arrival_time=2021-04-10 02:15:01.105516, cost_time=0:00:05.819148 2021-04-10 02:14:30,762 INFO : TRAIN, epoch=0082, iter=00040/00196, fetch data time cost=1.40ms, fps=1379 images/s, loss=0.2020, top1-acc=92.95%, top5-acc=99.90%, remaining_time=0:00:29.935464, arrival_time=2021-04-10 02:15:00.698162, cost_time=0:00:07.675756 2021-04-10 02:14:32,623 INFO : TRAIN, epoch=0082, iter=00050/00196, fetch data time cost=1.41ms, fps=1376 images/s, loss=0.2008, top1-acc=92.99%, top5-acc=99.91%, remaining_time=0:00:27.847748, arrival_time=2021-04-10 02:15:00.471556, cost_time=0:00:09.536879 2021-04-10 02:14:34,496 INFO : TRAIN, epoch=0082, iter=00060/00196, fetch data time cost=1.92ms, fps=1367 images/s, loss=0.1966, top1-acc=93.14%, top5-acc=99.92%, remaining_time=0:00:25.862576, arrival_time=2021-04-10 02:15:00.359463, cost_time=0:00:11.409948 2021-04-10 02:14:36,369 INFO : TRAIN, epoch=0082, iter=00070/00196, fetch data time cost=1.57ms, fps=1367 images/s, loss=0.1930, top1-acc=93.33%, top5-acc=99.91%, remaining_time=0:00:23.908626, arrival_time=2021-04-10 02:15:00.278111, cost_time=0:00:13.282573 2021-04-10 02:14:38,258 INFO : TRAIN, epoch=0082, iter=00080/00196, fetch data time cost=2.00ms, fps=1356 images/s, loss=0.1908, top1-acc=93.37%, top5-acc=99.92%, remaining_time=0:00:21.998588, arrival_time=2021-04-10 02:15:00.257157, cost_time=0:00:15.171474 2021-04-10 02:14:40,123 INFO : TRAIN, epoch=0082, iter=00090/00196, fetch data time cost=1.58ms, fps=1373 images/s, loss=0.1910, top1-acc=93.34%, top5-acc=99.93%, remaining_time=0:00:20.065482, arrival_time=2021-04-10 02:15:00.189118, cost_time=0:00:17.036691 2021-04-10 02:14:41,985 INFO : TRAIN, epoch=0082, iter=00100/00196, fetch data time cost=1.35ms, fps=1375 images/s, loss=0.1909, top1-acc=93.33%, top5-acc=99.93%, remaining_time=0:00:18.142560, arrival_time=2021-04-10 02:15:00.128033, cost_time=0:00:18.898548 2021-04-10 02:14:43,849 INFO : TRAIN, epoch=0082, iter=00110/00196, fetch data time cost=1.87ms, fps=1374 images/s, loss=0.1917, top1-acc=93.31%, top5-acc=99.92%, remaining_time=0:00:16.232070, arrival_time=2021-04-10 02:15:00.081031, cost_time=0:00:20.761992 2021-04-10 02:14:45,710 INFO : TRAIN, epoch=0082, iter=00120/00196, fetch data time cost=1.35ms, fps=1376 images/s, loss=0.1926, top1-acc=93.32%, top5-acc=99.92%, remaining_time=0:00:14.327976, arrival_time=2021-04-10 02:15:00.038280, cost_time=0:00:22.623111 2021-04-10 02:14:47,571 INFO : TRAIN, epoch=0082, iter=00130/00196, fetch data time cost=1.51ms, fps=1376 images/s, loss=0.1945, top1-acc=93.25%, top5-acc=99.91%, remaining_time=0:00:12.430704, arrival_time=2021-04-10 02:15:00.002415, cost_time=0:00:24.484759 2021-04-10 02:14:49,433 INFO : TRAIN, epoch=0082, iter=00140/00196, fetch data time cost=1.66ms, fps=1376 images/s, loss=0.1947, top1-acc=93.21%, top5-acc=99.91%, remaining_time=0:00:10.538528, arrival_time=2021-04-10 02:14:59.971846, cost_time=0:00:26.346377 2021-04-10 02:14:51,301 INFO : TRAIN, epoch=0082, iter=00150/00196, fetch data time cost=1.42ms, fps=1371 images/s, loss=0.1948, top1-acc=93.22%, top5-acc=99.90%, remaining_time=0:00:08.652508, arrival_time=2021-04-10 02:14:59.954184, cost_time=0:00:28.214744 2021-04-10 02:14:53,162 INFO : TRAIN, epoch=0082, iter=00160/00196, fetch data time cost=1.59ms, fps=1376 images/s, loss=0.1959, top1-acc=93.17%, top5-acc=99.90%, remaining_time=0:00:06.767028, arrival_time=2021-04-10 02:14:59.929633, cost_time=0:00:30.075688 2021-04-10 02:14:55,026 INFO : TRAIN, epoch=0082, iter=00170/00196, fetch data time cost=1.85ms, fps=1374 images/s, loss=0.1973, top1-acc=93.13%, top5-acc=99.90%, remaining_time=0:00:04.884828, arrival_time=2021-04-10 02:14:59.910986, cost_time=0:00:31.939233 2021-04-10 02:14:56,878 INFO : TRAIN, epoch=0082, iter=00180/00196, fetch data time cost=2.79ms, fps=1383 images/s, loss=0.1977, top1-acc=93.10%, top5-acc=99.90%, remaining_time=0:00:03.003648, arrival_time=2021-04-10 02:14:59.881759, cost_time=0:00:33.791112 2021-04-10 02:14:58,749 INFO : TRAIN, epoch=0082, iter=00190/00196, fetch data time cost=1.80ms, fps=1369 images/s, loss=0.1981, top1-acc=93.11%, top5-acc=99.90%, remaining_time=0:00:01.126164, arrival_time=2021-04-10 02:14:59.875219, cost_time=0:00:35.661949 2021-04-10 02:14:59,751 INFO : TRAIN, epoch=0082, iter=00196/00196, fetch data time cost=1.42ms, fps=1357 images/s, loss=0.1983, top1-acc=93.10%, top5-acc=99.90%, remaining_time=0:00:00, arrival_time=2021-04-10 02:14:59.751812, cost_time=0:00:36.664861 2021-04-10 02:15:00,238 INFO : EVAL, epoch=0082, iter=00010/00040, fetch data time cost=0.22ms, fps=5279 images/s, loss=0.4305, top1-acc=87.03%, top5-acc=99.69%, remaining_time=0:00:01.454640, arrival_time=2021-04-10 02:15:01.693124, cost_time=0:00:00.484876 2021-04-10 02:15:00,603 INFO : EVAL, epoch=0082, iter=00020/00040, fetch data time cost=1.86ms, fps=7023 images/s, loss=0.4234, top1-acc=86.87%, top5-acc=99.63%, remaining_time=0:00:00.849960, arrival_time=2021-04-10 02:15:01.453433, cost_time=0:00:00.849957 2021-04-10 02:15:00,972 INFO : EVAL, epoch=0082, iter=00030/00040, fetch data time cost=2.08ms, fps=6942 images/s, loss=0.4234, top1-acc=86.81%, top5-acc=99.58%, remaining_time=0:00:00.406400, arrival_time=2021-04-10 02:15:01.379161, cost_time=0:00:01.219204 2021-04-10 02:15:01,315 INFO : EVAL, epoch=0082, iter=00040/00040, fetch data time cost=0.09ms, fps=6774 images/s, loss=0.4393, top1-acc=86.54%, top5-acc=99.58%, remaining_time=0:00:00, arrival_time=2021-04-10 02:15:01.315763, cost_time=0:00:01.562281 2021-04-10 02:15:01,391 INFO : Epoch=0082 complete, best val top1-acc=87.77%, top5-acc=99.56% (epoch=58), remaining_time=1:15:56.050918, arrival_time=2021-04-10 03:30:57.442377, cost_time=0:52:46.069261 2021-04-10 02:15:01,392 INFO : Train start, epoch=0083, lr=0.063950 2021-04-10 02:15:03,530 INFO : TRAIN, epoch=0083, iter=00010/00196, fetch data time cost=1.87ms, fps=1198 images/s, loss=0.1848, top1-acc=93.91%, top5-acc=100.00%, remaining_time=0:00:39.757128, arrival_time=2021-04-10 02:15:43.287386, cost_time=0:00:02.137484 2021-04-10 02:15:05,393 INFO : TRAIN, epoch=0083, iter=00020/00196, fetch data time cost=1.85ms, fps=1375 images/s, loss=0.1815, top1-acc=93.91%, top5-acc=99.96%, remaining_time=0:00:35.203168, arrival_time=2021-04-10 02:15:40.596244, cost_time=0:00:04.000359 2021-04-10 02:15:07,267 INFO : TRAIN, epoch=0083, iter=00030/00196, fetch data time cost=1.79ms, fps=1366 images/s, loss=0.1795, top1-acc=93.95%, top5-acc=99.93%, remaining_time=0:00:32.507448, arrival_time=2021-04-10 02:15:39.774980, cost_time=0:00:05.874827 2021-04-10 02:15:09,135 INFO : TRAIN, epoch=0083, iter=00040/00196, fetch data time cost=1.86ms, fps=1371 images/s, loss=0.1779, top1-acc=93.96%, top5-acc=99.93%, remaining_time=0:00:30.197544, arrival_time=2021-04-10 02:15:39.333152, cost_time=0:00:07.742940 2021-04-10 02:15:11,009 INFO : TRAIN, epoch=0083, iter=00050/00196, fetch data time cost=1.39ms, fps=1367 images/s, loss=0.1858, top1-acc=93.56%, top5-acc=99.93%, remaining_time=0:00:28.080764, arrival_time=2021-04-10 02:15:39.090086, cost_time=0:00:09.616680 2021-04-10 02:15:12,878 INFO : TRAIN, epoch=0083, iter=00060/00196, fetch data time cost=2.59ms, fps=1370 images/s, loss=0.1859, top1-acc=93.59%, top5-acc=99.92%, remaining_time=0:00:26.033392, arrival_time=2021-04-10 02:15:38.911398, cost_time=0:00:11.485322 2021-04-10 02:15:14,743 INFO : TRAIN, epoch=0083, iter=00070/00196, fetch data time cost=1.68ms, fps=1373 images/s, loss=0.1906, top1-acc=93.51%, top5-acc=99.91%, remaining_time=0:00:24.030846, arrival_time=2021-04-10 02:15:38.774090, cost_time=0:00:13.350500 2021-04-10 02:15:16,611 INFO : TRAIN, epoch=0083, iter=00080/00196, fetch data time cost=1.44ms, fps=1371 images/s, loss=0.1909, top1-acc=93.49%, top5-acc=99.92%, remaining_time=0:00:22.067376, arrival_time=2021-04-10 02:15:38.678926, cost_time=0:00:15.218915 2021-04-10 02:15:18,467 INFO : TRAIN, epoch=0083, iter=00090/00196, fetch data time cost=1.54ms, fps=1380 images/s, loss=0.1908, top1-acc=93.52%, top5-acc=99.92%, remaining_time=0:00:20.110214, arrival_time=2021-04-10 02:15:38.577644, cost_time=0:00:17.074687 2021-04-10 02:15:20,343 INFO : TRAIN, epoch=0083, iter=00100/00196, fetch data time cost=1.47ms, fps=1365 images/s, loss=0.1901, top1-acc=93.53%, top5-acc=99.92%, remaining_time=0:00:18.193056, arrival_time=2021-04-10 02:15:38.536851, cost_time=0:00:18.951148 2021-04-10 02:15:22,192 INFO : TRAIN, epoch=0083, iter=00110/00196, fetch data time cost=1.40ms, fps=1385 images/s, loss=0.1909, top1-acc=93.49%, top5-acc=99.92%, remaining_time=0:00:16.261568, arrival_time=2021-04-10 02:15:38.454002, cost_time=0:00:20.799638 2021-04-10 02:15:24,066 INFO : TRAIN, epoch=0083, iter=00120/00196, fetch data time cost=1.54ms, fps=1367 images/s, loss=0.1921, top1-acc=93.47%, top5-acc=99.92%, remaining_time=0:00:14.359972, arrival_time=2021-04-10 02:15:38.426365, cost_time=0:00:22.673675 2021-04-10 02:15:25,925 INFO : TRAIN, epoch=0083, iter=00130/00196, fetch data time cost=1.68ms, fps=1377 images/s, loss=0.1925, top1-acc=93.46%, top5-acc=99.91%, remaining_time=0:00:12.455124, arrival_time=2021-04-10 02:15:38.380723, cost_time=0:00:24.532831 2021-04-10 02:15:27,786 INFO : TRAIN, epoch=0083, iter=00140/00196, fetch data time cost=1.46ms, fps=1376 images/s, loss=0.1923, top1-acc=93.48%, top5-acc=99.91%, remaining_time=0:00:10.557456, arrival_time=2021-04-10 02:15:38.343850, cost_time=0:00:26.393700 2021-04-10 02:15:29,646 INFO : TRAIN, epoch=0083, iter=00150/00196, fetch data time cost=1.86ms, fps=1377 images/s, loss=0.1927, top1-acc=93.46%, top5-acc=99.91%, remaining_time=0:00:08.664514, arrival_time=2021-04-10 02:15:38.310984, cost_time=0:00:28.253854 2021-04-10 02:15:31,501 INFO : TRAIN, epoch=0083, iter=00160/00196, fetch data time cost=1.45ms, fps=1381 images/s, loss=0.1933, top1-acc=93.42%, top5-acc=99.91%, remaining_time=0:00:06.774444, arrival_time=2021-04-10 02:15:38.275719, cost_time=0:00:30.108582 2021-04-10 02:15:33,363 INFO : TRAIN, epoch=0083, iter=00170/00196, fetch data time cost=1.45ms, fps=1376 images/s, loss=0.1957, top1-acc=93.33%, top5-acc=99.90%, remaining_time=0:00:04.889560, arrival_time=2021-04-10 02:15:38.252523, cost_time=0:00:31.970272 2021-04-10 02:15:35,221 INFO : TRAIN, epoch=0083, iter=00180/00196, fetch data time cost=1.48ms, fps=1378 images/s, loss=0.1971, top1-acc=93.30%, top5-acc=99.89%, remaining_time=0:00:03.006976, arrival_time=2021-04-10 02:15:38.228083, cost_time=0:00:33.828439 2021-04-10 02:15:37,081 INFO : TRAIN, epoch=0083, iter=00190/00196, fetch data time cost=1.39ms, fps=1377 images/s, loss=0.1974, top1-acc=93.27%, top5-acc=99.89%, remaining_time=0:00:01.126998, arrival_time=2021-04-10 02:15:38.208034, cost_time=0:00:35.688340 2021-04-10 02:15:38,084 INFO : TRAIN, epoch=0083, iter=00196/00196, fetch data time cost=1.30ms, fps=1357 images/s, loss=0.1984, top1-acc=93.24%, top5-acc=99.89%, remaining_time=0:00:00, arrival_time=2021-04-10 02:15:38.083983, cost_time=0:00:36.691385 2021-04-10 02:15:38,527 INFO : EVAL, epoch=0083, iter=00010/00040, fetch data time cost=2.91ms, fps=5793 images/s, loss=0.4442, top1-acc=86.13%, top5-acc=99.45%, remaining_time=0:00:01.325700, arrival_time=2021-04-10 02:15:39.853122, cost_time=0:00:00.441899 2021-04-10 02:15:38,894 INFO : EVAL, epoch=0083, iter=00020/00040, fetch data time cost=0.44ms, fps=6980 images/s, loss=0.4255, top1-acc=86.60%, top5-acc=99.59%, remaining_time=0:00:00.809000, arrival_time=2021-04-10 02:15:39.703585, cost_time=0:00:00.809007 2021-04-10 02:15:39,257 INFO : EVAL, epoch=0083, iter=00030/00040, fetch data time cost=1.84ms, fps=7073 images/s, loss=0.4290, top1-acc=86.71%, top5-acc=99.64%, remaining_time=0:00:00.390490, arrival_time=2021-04-10 02:15:39.647466, cost_time=0:00:01.171464 2021-04-10 02:15:39,591 INFO : EVAL, epoch=0083, iter=00040/00040, fetch data time cost=0.08ms, fps=6940 images/s, loss=0.4408, top1-acc=86.69%, top5-acc=99.62%, remaining_time=0:00:00, arrival_time=2021-04-10 02:15:39.591601, cost_time=0:00:01.506093 2021-04-10 02:15:39,704 INFO : Epoch=0083 complete, best val top1-acc=87.77%, top5-acc=99.56% (epoch=58), remaining_time=1:15:17.020170, arrival_time=2021-04-10 03:30:56.724235, cost_time=0:53:24.381866 2021-04-10 02:15:39,705 INFO : Train start, epoch=0084, lr=0.063194 2021-04-10 02:15:41,751 INFO : TRAIN, epoch=0084, iter=00010/00196, fetch data time cost=1.85ms, fps=1251 images/s, loss=0.1882, top1-acc=93.28%, top5-acc=99.88%, remaining_time=0:00:38.062668, arrival_time=2021-04-10 02:16:19.814491, cost_time=0:00:02.046385 2021-04-10 02:15:43,623 INFO : TRAIN, epoch=0084, iter=00020/00196, fetch data time cost=1.75ms, fps=1369 images/s, loss=0.1878, top1-acc=93.63%, top5-acc=99.82%, remaining_time=0:00:34.477344, arrival_time=2021-04-10 02:16:18.100690, cost_time=0:00:03.917884 2021-04-10 02:15:45,500 INFO : TRAIN, epoch=0084, iter=00030/00196, fetch data time cost=2.62ms, fps=1365 images/s, loss=0.1853, top1-acc=93.79%, top5-acc=99.82%, remaining_time=0:00:32.065058, arrival_time=2021-04-10 02:16:17.565326, cost_time=0:00:05.794891 2021-04-10 02:15:47,355 INFO : TRAIN, epoch=0084, iter=00040/00196, fetch data time cost=1.46ms, fps=1380 images/s, loss=0.1858, top1-acc=93.79%, top5-acc=99.83%, remaining_time=0:00:29.836560, arrival_time=2021-04-10 02:16:17.192279, cost_time=0:00:07.650416 2021-04-10 02:15:49,217 INFO : TRAIN, epoch=0084, iter=00050/00196, fetch data time cost=1.41ms, fps=1375 images/s, loss=0.1833, top1-acc=93.88%, top5-acc=99.82%, remaining_time=0:00:27.776208, arrival_time=2021-04-10 02:16:16.993930, cost_time=0:00:09.512377 2021-04-10 02:15:51,079 INFO : TRAIN, epoch=0084, iter=00060/00196, fetch data time cost=1.61ms, fps=1376 images/s, loss=0.1831, top1-acc=93.83%, top5-acc=99.83%, remaining_time=0:00:25.780160, arrival_time=2021-04-10 02:16:16.859120, cost_time=0:00:11.373586 2021-04-10 02:15:52,953 INFO : TRAIN, epoch=0084, iter=00070/00196, fetch data time cost=1.43ms, fps=1366 images/s, loss=0.1831, top1-acc=93.78%, top5-acc=99.83%, remaining_time=0:00:23.846130, arrival_time=2021-04-10 02:16:16.799264, cost_time=0:00:13.247822 2021-04-10 02:15:54,825 INFO : TRAIN, epoch=0084, iter=00080/00196, fetch data time cost=1.87ms, fps=1368 images/s, loss=0.1851, top1-acc=93.73%, top5-acc=99.85%, remaining_time=0:00:21.924464, arrival_time=2021-04-10 02:16:16.750158, cost_time=0:00:15.120349 2021-04-10 02:15:56,682 INFO : TRAIN, epoch=0084, iter=00090/00196, fetch data time cost=1.52ms, fps=1379 images/s, loss=0.1845, top1-acc=93.68%, top5-acc=99.86%, remaining_time=0:00:19.995310, arrival_time=2021-04-10 02:16:16.677884, cost_time=0:00:16.977167 2021-04-10 02:15:58,557 INFO : TRAIN, epoch=0084, iter=00100/00196, fetch data time cost=1.40ms, fps=1366 images/s, loss=0.1841, top1-acc=93.68%, top5-acc=99.86%, remaining_time=0:00:18.098496, arrival_time=2021-04-10 02:16:16.656408, cost_time=0:00:18.852623 2021-04-10 02:16:00,424 INFO : TRAIN, epoch=0084, iter=00110/00196, fetch data time cost=1.47ms, fps=1372 images/s, loss=0.1868, top1-acc=93.59%, top5-acc=99.87%, remaining_time=0:00:16.198272, arrival_time=2021-04-10 02:16:16.622295, cost_time=0:00:20.718760 2021-04-10 02:16:02,286 INFO : TRAIN, epoch=0084, iter=00120/00196, fetch data time cost=1.71ms, fps=1375 images/s, loss=0.1873, top1-acc=93.58%, top5-acc=99.86%, remaining_time=0:00:14.301224, arrival_time=2021-04-10 02:16:16.587415, cost_time=0:00:22.580832 2021-04-10 02:16:04,146 INFO : TRAIN, epoch=0084, iter=00130/00196, fetch data time cost=1.36ms, fps=1376 images/s, loss=0.1911, top1-acc=93.44%, top5-acc=99.86%, remaining_time=0:00:12.408660, arrival_time=2021-04-10 02:16:16.555211, cost_time=0:00:24.441285 2021-04-10 02:16:06,009 INFO : TRAIN, epoch=0084, iter=00140/00196, fetch data time cost=2.00ms, fps=1374 images/s, loss=0.1912, top1-acc=93.45%, top5-acc=99.86%, remaining_time=0:00:10.521840, arrival_time=2021-04-10 02:16:16.531718, cost_time=0:00:26.304536 2021-04-10 02:16:07,870 INFO : TRAIN, epoch=0084, iter=00150/00196, fetch data time cost=6.65ms, fps=1376 images/s, loss=0.1925, top1-acc=93.41%, top5-acc=99.86%, remaining_time=0:00:08.637328, arrival_time=2021-04-10 02:16:16.507941, cost_time=0:00:28.165268 2021-04-10 02:16:09,749 INFO : TRAIN, epoch=0084, iter=00160/00196, fetch data time cost=1.49ms, fps=1363 images/s, loss=0.1927, top1-acc=93.41%, top5-acc=99.86%, remaining_time=0:00:06.759864, arrival_time=2021-04-10 02:16:16.509025, cost_time=0:00:30.043808 2021-04-10 02:16:11,606 INFO : TRAIN, epoch=0084, iter=00170/00196, fetch data time cost=1.48ms, fps=1379 images/s, loss=0.1931, top1-acc=93.37%, top5-acc=99.86%, remaining_time=0:00:04.878978, arrival_time=2021-04-10 02:16:16.485261, cost_time=0:00:31.900936 2021-04-10 02:16:13,487 INFO : TRAIN, epoch=0084, iter=00180/00196, fetch data time cost=2.07ms, fps=1361 images/s, loss=0.1928, top1-acc=93.41%, top5-acc=99.86%, remaining_time=0:00:03.002880, arrival_time=2021-04-10 02:16:16.490601, cost_time=0:00:33.782353 2021-04-10 02:16:15,350 INFO : TRAIN, epoch=0084, iter=00190/00196, fetch data time cost=1.26ms, fps=1375 images/s, loss=0.1929, top1-acc=93.39%, top5-acc=99.87%, remaining_time=0:00:01.125624, arrival_time=2021-04-10 02:16:16.475577, cost_time=0:00:35.644692 2021-04-10 02:16:16,361 INFO : TRAIN, epoch=0084, iter=00196/00196, fetch data time cost=1.47ms, fps=1346 images/s, loss=0.1932, top1-acc=93.39%, top5-acc=99.87%, remaining_time=0:00:00, arrival_time=2021-04-10 02:16:16.361192, cost_time=0:00:36.655870 2021-04-10 02:16:16,820 INFO : EVAL, epoch=0084, iter=00010/00040, fetch data time cost=2.00ms, fps=5600 images/s, loss=0.4356, top1-acc=85.86%, top5-acc=99.45%, remaining_time=0:00:01.371330, arrival_time=2021-04-10 02:16:18.191452, cost_time=0:00:00.457106 2021-04-10 02:16:17,183 INFO : EVAL, epoch=0084, iter=00020/00040, fetch data time cost=1.40ms, fps=7051 images/s, loss=0.4609, top1-acc=85.06%, top5-acc=99.34%, remaining_time=0:00:00.820720, arrival_time=2021-04-10 02:16:18.004399, cost_time=0:00:00.820725 2021-04-10 02:16:17,551 INFO : EVAL, epoch=0084, iter=00030/00040, fetch data time cost=0.21ms, fps=6970 images/s, loss=0.4743, top1-acc=84.91%, top5-acc=99.40%, remaining_time=0:00:00.396110, arrival_time=2021-04-10 02:16:17.947399, cost_time=0:00:01.188334 2021-04-10 02:16:17,898 INFO : EVAL, epoch=0084, iter=00040/00040, fetch data time cost=0.08ms, fps=6692 images/s, loss=0.4686, top1-acc=85.02%, top5-acc=99.44%, remaining_time=0:00:00, arrival_time=2021-04-10 02:16:17.898329, cost_time=0:00:01.535352 2021-04-10 02:16:17,989 INFO : Epoch=0084 complete, best val top1-acc=87.77%, top5-acc=99.56% (epoch=58), remaining_time=1:14:37.969112, arrival_time=2021-04-10 03:30:55.958611, cost_time=0:54:02.667299 2021-04-10 02:16:17,990 INFO : Train start, epoch=0085, lr=0.062434 2021-04-10 02:16:20,034 INFO : TRAIN, epoch=0085, iter=00010/00196, fetch data time cost=1.48ms, fps=1253 images/s, loss=0.1717, top1-acc=93.67%, top5-acc=99.96%, remaining_time=0:00:38.005566, arrival_time=2021-04-10 02:16:58.039594, cost_time=0:00:02.043308 2021-04-10 02:16:21,893 INFO : TRAIN, epoch=0085, iter=00020/00196, fetch data time cost=1.58ms, fps=1377 images/s, loss=0.1759, top1-acc=93.93%, top5-acc=99.94%, remaining_time=0:00:34.344816, arrival_time=2021-04-10 02:16:56.238259, cost_time=0:00:03.902825 2021-04-10 02:16:23,748 INFO : TRAIN, epoch=0085, iter=00030/00196, fetch data time cost=1.38ms, fps=1380 images/s, loss=0.1781, top1-acc=93.98%, top5-acc=99.86%, remaining_time=0:00:31.858886, arrival_time=2021-04-10 02:16:55.607231, cost_time=0:00:05.757631 2021-04-10 02:16:25,601 INFO : TRAIN, epoch=0085, iter=00040/00196, fetch data time cost=1.41ms, fps=1382 images/s, loss=0.1758, top1-acc=94.10%, top5-acc=99.88%, remaining_time=0:00:29.682120, arrival_time=2021-04-10 02:16:55.283553, cost_time=0:00:07.610796 2021-04-10 02:16:27,462 INFO : TRAIN, epoch=0085, iter=00050/00196, fetch data time cost=2.15ms, fps=1376 images/s, loss=0.1763, top1-acc=93.98%, top5-acc=99.88%, remaining_time=0:00:27.656780, arrival_time=2021-04-10 02:16:55.118973, cost_time=0:00:09.471495 2021-04-10 02:16:29,335 INFO : TRAIN, epoch=0085, iter=00060/00196, fetch data time cost=1.86ms, fps=1367 images/s, loss=0.1806, top1-acc=93.76%, top5-acc=99.88%, remaining_time=0:00:25.715288, arrival_time=2021-04-10 02:16:55.050937, cost_time=0:00:11.344973 2021-04-10 02:16:31,201 INFO : TRAIN, epoch=0085, iter=00070/00196, fetch data time cost=1.61ms, fps=1373 images/s, loss=0.1825, top1-acc=93.73%, top5-acc=99.87%, remaining_time=0:00:23.778972, arrival_time=2021-04-10 02:16:54.980221, cost_time=0:00:13.210540 2021-04-10 02:16:33,083 INFO : TRAIN, epoch=0085, iter=00080/00196, fetch data time cost=2.12ms, fps=1361 images/s, loss=0.1833, top1-acc=93.70%, top5-acc=99.87%, remaining_time=0:00:21.883864, arrival_time=2021-04-10 02:16:54.967003, cost_time=0:00:15.092337 2021-04-10 02:16:34,948 INFO : TRAIN, epoch=0085, iter=00090/00196, fetch data time cost=1.57ms, fps=1373 images/s, loss=0.1852, top1-acc=93.59%, top5-acc=99.87%, remaining_time=0:00:19.972520, arrival_time=2021-04-10 02:16:54.921016, cost_time=0:00:16.957781 2021-04-10 02:16:36,802 INFO : TRAIN, epoch=0085, iter=00100/00196, fetch data time cost=1.52ms, fps=1382 images/s, loss=0.1859, top1-acc=93.64%, top5-acc=99.87%, remaining_time=0:00:18.059040, arrival_time=2021-04-10 02:16:54.861216, cost_time=0:00:18.811457 2021-04-10 02:16:38,667 INFO : TRAIN, epoch=0085, iter=00110/00196, fetch data time cost=1.94ms, fps=1373 images/s, loss=0.1860, top1-acc=93.64%, top5-acc=99.87%, remaining_time=0:00:16.165764, arrival_time=2021-04-10 02:16:54.833673, cost_time=0:00:20.677155 2021-04-10 02:16:40,536 INFO : TRAIN, epoch=0085, iter=00120/00196, fetch data time cost=1.62ms, fps=1371 images/s, loss=0.1865, top1-acc=93.61%, top5-acc=99.87%, remaining_time=0:00:14.278956, arrival_time=2021-04-10 02:16:54.815368, cost_time=0:00:22.545694 2021-04-10 02:16:42,398 INFO : TRAIN, epoch=0085, iter=00130/00196, fetch data time cost=1.59ms, fps=1375 images/s, loss=0.1866, top1-acc=93.62%, top5-acc=99.87%, remaining_time=0:00:12.391500, arrival_time=2021-04-10 02:16:54.789770, cost_time=0:00:24.407468 2021-04-10 02:16:44,274 INFO : TRAIN, epoch=0085, iter=00140/00196, fetch data time cost=2.11ms, fps=1365 images/s, loss=0.1876, top1-acc=93.57%, top5-acc=99.87%, remaining_time=0:00:10.513328, arrival_time=2021-04-10 02:16:54.787410, cost_time=0:00:26.283362 2021-04-10 02:16:46,141 INFO : TRAIN, epoch=0085, iter=00150/00196, fetch data time cost=2.35ms, fps=1371 images/s, loss=0.1878, top1-acc=93.55%, top5-acc=99.88%, remaining_time=0:00:08.632958, arrival_time=2021-04-10 02:16:54.774756, cost_time=0:00:28.151006 2021-04-10 02:16:48,006 INFO : TRAIN, epoch=0085, iter=00160/00196, fetch data time cost=1.50ms, fps=1374 images/s, loss=0.1876, top1-acc=93.57%, top5-acc=99.88%, remaining_time=0:00:06.753492, arrival_time=2021-04-10 02:16:54.759743, cost_time=0:00:30.015590 2021-04-10 02:16:49,874 INFO : TRAIN, epoch=0085, iter=00170/00196, fetch data time cost=1.97ms, fps=1370 images/s, loss=0.1879, top1-acc=93.53%, top5-acc=99.88%, remaining_time=0:00:04.876378, arrival_time=2021-04-10 02:16:54.751187, cost_time=0:00:31.884025 2021-04-10 02:16:51,745 INFO : TRAIN, epoch=0085, iter=00180/00196, fetch data time cost=1.44ms, fps=1369 images/s, loss=0.1887, top1-acc=93.50%, top5-acc=99.88%, remaining_time=0:00:03.000464, arrival_time=2021-04-10 02:16:54.746362, cost_time=0:00:33.755168 2021-04-10 02:16:53,602 INFO : TRAIN, epoch=0085, iter=00190/00196, fetch data time cost=1.23ms, fps=1379 images/s, loss=0.1900, top1-acc=93.45%, top5-acc=99.88%, remaining_time=0:00:01.124580, arrival_time=2021-04-10 02:16:54.726950, cost_time=0:00:35.611731 2021-04-10 02:16:54,622 INFO : TRAIN, epoch=0085, iter=00196/00196, fetch data time cost=1.55ms, fps=1334 images/s, loss=0.1907, top1-acc=93.43%, top5-acc=99.88%, remaining_time=0:00:00, arrival_time=2021-04-10 02:16:54.622482, cost_time=0:00:36.631852 2021-04-10 02:16:55,082 INFO : EVAL, epoch=0085, iter=00010/00040, fetch data time cost=4.05ms, fps=5590 images/s, loss=0.4610, top1-acc=86.76%, top5-acc=99.65%, remaining_time=0:00:01.373940, arrival_time=2021-04-10 02:16:56.456092, cost_time=0:00:00.457980 2021-04-10 02:16:55,442 INFO : EVAL, epoch=0085, iter=00020/00040, fetch data time cost=1.52ms, fps=7118 images/s, loss=0.4567, top1-acc=86.54%, top5-acc=99.49%, remaining_time=0:00:00.818140, arrival_time=2021-04-10 02:16:56.260378, cost_time=0:00:00.818140 2021-04-10 02:16:55,807 INFO : EVAL, epoch=0085, iter=00030/00040, fetch data time cost=1.97ms, fps=7011 images/s, loss=0.4392, top1-acc=86.90%, top5-acc=99.62%, remaining_time=0:00:00.394540, arrival_time=2021-04-10 02:16:56.202372, cost_time=0:00:01.183630 2021-04-10 02:16:56,153 INFO : EVAL, epoch=0085, iter=00040/00040, fetch data time cost=0.08ms, fps=6785 images/s, loss=0.4507, top1-acc=86.80%, top5-acc=99.58%, remaining_time=0:00:00, arrival_time=2021-04-10 02:16:56.153450, cost_time=0:00:01.529367 2021-04-10 02:16:56,222 INFO : Epoch=0085 complete, best val top1-acc=87.77%, top5-acc=99.56% (epoch=58), remaining_time=1:13:58.864760, arrival_time=2021-04-10 03:30:55.087038, cost_time=0:54:40.900076 2021-04-10 02:16:56,223 INFO : Train start, epoch=0086, lr=0.061672 2021-04-10 02:16:58,287 INFO : TRAIN, epoch=0086, iter=00010/00196, fetch data time cost=1.33ms, fps=1241 images/s, loss=0.2028, top1-acc=93.12%, top5-acc=99.84%, remaining_time=0:00:38.382030, arrival_time=2021-04-10 02:17:36.669201, cost_time=0:00:02.063549 2021-04-10 02:17:00,156 INFO : TRAIN, epoch=0086, iter=00020/00196, fetch data time cost=1.50ms, fps=1370 images/s, loss=0.2090, top1-acc=92.93%, top5-acc=99.86%, remaining_time=0:00:34.605120, arrival_time=2021-04-10 02:17:34.761143, cost_time=0:00:03.932403 2021-04-10 02:17:02,017 INFO : TRAIN, epoch=0086, iter=00030/00196, fetch data time cost=1.82ms, fps=1376 images/s, loss=0.2057, top1-acc=92.77%, top5-acc=99.91%, remaining_time=0:00:32.058086, arrival_time=2021-04-10 02:17:34.075313, cost_time=0:00:05.793643 2021-04-10 02:17:03,873 INFO : TRAIN, epoch=0086, iter=00040/00196, fetch data time cost=1.43ms, fps=1380 images/s, loss=0.1982, top1-acc=93.05%, top5-acc=99.90%, remaining_time=0:00:29.832816, arrival_time=2021-04-10 02:17:33.706013, cost_time=0:00:07.649444 2021-04-10 02:17:05,734 INFO : TRAIN, epoch=0086, iter=00050/00196, fetch data time cost=1.60ms, fps=1376 images/s, loss=0.1926, top1-acc=93.29%, top5-acc=99.91%, remaining_time=0:00:27.771682, arrival_time=2021-04-10 02:17:33.506102, cost_time=0:00:09.510847 2021-04-10 02:17:07,595 INFO : TRAIN, epoch=0086, iter=00060/00196, fetch data time cost=1.72ms, fps=1376 images/s, loss=0.1852, top1-acc=93.56%, top5-acc=99.92%, remaining_time=0:00:25.775400, arrival_time=2021-04-10 02:17:33.370478, cost_time=0:00:11.371507 2021-04-10 02:17:09,459 INFO : TRAIN, epoch=0086, iter=00070/00196, fetch data time cost=1.44ms, fps=1374 images/s, loss=0.1817, top1-acc=93.69%, top5-acc=99.93%, remaining_time=0:00:23.824080, arrival_time=2021-04-10 02:17:33.283172, cost_time=0:00:13.235613 2021-04-10 02:17:11,334 INFO : TRAIN, epoch=0086, iter=00080/00196, fetch data time cost=1.59ms, fps=1366 images/s, loss=0.1841, top1-acc=93.63%, top5-acc=99.93%, remaining_time=0:00:21.910080, arrival_time=2021-04-10 02:17:33.244070, cost_time=0:00:15.110424 2021-04-10 02:17:13,193 INFO : TRAIN, epoch=0086, iter=00090/00196, fetch data time cost=2.13ms, fps=1377 images/s, loss=0.1843, top1-acc=93.66%, top5-acc=99.92%, remaining_time=0:00:19.987042, arrival_time=2021-04-10 02:17:33.180820, cost_time=0:00:16.970136 2021-04-10 02:17:15,060 INFO : TRAIN, epoch=0086, iter=00100/00196, fetch data time cost=1.53ms, fps=1372 images/s, loss=0.1843, top1-acc=93.64%, top5-acc=99.91%, remaining_time=0:00:18.083808, arrival_time=2021-04-10 02:17:33.144649, cost_time=0:00:18.837333 2021-04-10 02:17:16,930 INFO : TRAIN, epoch=0086, iter=00110/00196, fetch data time cost=1.50ms, fps=1370 images/s, loss=0.1854, top1-acc=93.59%, top5-acc=99.91%, remaining_time=0:00:16.188898, arrival_time=2021-04-10 02:17:33.119095, cost_time=0:00:20.706727 2021-04-10 02:17:18,795 INFO : TRAIN, epoch=0086, iter=00120/00196, fetch data time cost=1.77ms, fps=1373 images/s, loss=0.1862, top1-acc=93.53%, top5-acc=99.90%, remaining_time=0:00:14.295600, arrival_time=2021-04-10 02:17:33.091107, cost_time=0:00:22.571957 2021-04-10 02:17:20,657 INFO : TRAIN, epoch=0086, iter=00130/00196, fetch data time cost=1.54ms, fps=1375 images/s, loss=0.1870, top1-acc=93.48%, top5-acc=99.89%, remaining_time=0:00:12.404832, arrival_time=2021-04-10 02:17:33.062093, cost_time=0:00:24.433764 2021-04-10 02:17:22,526 INFO : TRAIN, epoch=0086, iter=00140/00196, fetch data time cost=1.84ms, fps=1370 images/s, loss=0.1879, top1-acc=93.43%, top5-acc=99.89%, remaining_time=0:00:10.521224, arrival_time=2021-04-10 02:17:33.047725, cost_time=0:00:26.303015 2021-04-10 02:17:24,389 INFO : TRAIN, epoch=0086, iter=00150/00196, fetch data time cost=1.77ms, fps=1374 images/s, loss=0.1897, top1-acc=93.34%, top5-acc=99.89%, remaining_time=0:00:08.637558, arrival_time=2021-04-10 02:17:33.027116, cost_time=0:00:28.165968 2021-04-10 02:17:26,255 INFO : TRAIN, epoch=0086, iter=00160/00196, fetch data time cost=1.79ms, fps=1373 images/s, loss=0.1892, top1-acc=93.38%, top5-acc=99.88%, remaining_time=0:00:06.757092, arrival_time=2021-04-10 02:17:33.012172, cost_time=0:00:30.031593 2021-04-10 02:17:28,107 INFO : TRAIN, epoch=0086, iter=00170/00196, fetch data time cost=1.79ms, fps=1382 images/s, loss=0.1917, top1-acc=93.34%, top5-acc=99.88%, remaining_time=0:00:04.876404, arrival_time=2021-04-10 02:17:32.983993, cost_time=0:00:31.884113 2021-04-10 02:17:29,967 INFO : TRAIN, epoch=0086, iter=00180/00196, fetch data time cost=1.71ms, fps=1377 images/s, loss=0.1918, top1-acc=93.31%, top5-acc=99.88%, remaining_time=0:00:02.999488, arrival_time=2021-04-10 02:17:32.967309, cost_time=0:00:33.744252 2021-04-10 02:17:31,829 INFO : TRAIN, epoch=0086, iter=00190/00196, fetch data time cost=1.42ms, fps=1375 images/s, loss=0.1929, top1-acc=93.27%, top5-acc=99.88%, remaining_time=0:00:01.124406, arrival_time=2021-04-10 02:17:32.954053, cost_time=0:00:35.606156 2021-04-10 02:17:32,835 INFO : TRAIN, epoch=0086, iter=00196/00196, fetch data time cost=1.34ms, fps=1353 images/s, loss=0.1939, top1-acc=93.23%, top5-acc=99.88%, remaining_time=0:00:00, arrival_time=2021-04-10 02:17:32.835545, cost_time=0:00:36.612069 2021-04-10 02:17:33,299 INFO : EVAL, epoch=0086, iter=00010/00040, fetch data time cost=5.15ms, fps=5538 images/s, loss=0.4556, top1-acc=86.29%, top5-acc=99.30%, remaining_time=0:00:01.386720, arrival_time=2021-04-10 02:17:34.686026, cost_time=0:00:00.462235 2021-04-10 02:17:33,658 INFO : EVAL, epoch=0086, iter=00020/00040, fetch data time cost=1.51ms, fps=7126 images/s, loss=0.4428, top1-acc=86.74%, top5-acc=99.47%, remaining_time=0:00:00.821820, arrival_time=2021-04-10 02:17:34.480714, cost_time=0:00:00.821821 2021-04-10 02:17:34,022 INFO : EVAL, epoch=0086, iter=00030/00040, fetch data time cost=1.77ms, fps=7042 images/s, loss=0.4424, top1-acc=86.45%, top5-acc=99.48%, remaining_time=0:00:00.395240, arrival_time=2021-04-10 02:17:34.418066, cost_time=0:00:01.185710 2021-04-10 02:17:34,358 INFO : EVAL, epoch=0086, iter=00040/00040, fetch data time cost=0.06ms, fps=6924 images/s, loss=0.4386, top1-acc=86.37%, top5-acc=99.43%, remaining_time=0:00:00, arrival_time=2021-04-10 02:17:34.358343, cost_time=0:00:01.521315 2021-04-10 02:17:34,443 INFO : Epoch=0086 complete, best val top1-acc=87.77%, top5-acc=99.56% (epoch=58), remaining_time=1:13:19.764906, arrival_time=2021-04-10 03:30:54.208038, cost_time=0:55:19.120936 2021-04-10 02:17:34,444 INFO : Train start, epoch=0087, lr=0.060907 2021-04-10 02:17:36,518 INFO : TRAIN, epoch=0087, iter=00010/00196, fetch data time cost=0.35ms, fps=1234 images/s, loss=0.1962, top1-acc=92.93%, top5-acc=99.88%, remaining_time=0:00:38.582538, arrival_time=2021-04-10 02:18:15.101270, cost_time=0:00:02.074332 2021-04-10 02:17:38,391 INFO : TRAIN, epoch=0087, iter=00020/00196, fetch data time cost=2.69ms, fps=1368 images/s, loss=0.1885, top1-acc=93.30%, top5-acc=99.86%, remaining_time=0:00:34.729552, arrival_time=2021-04-10 02:18:13.120510, cost_time=0:00:03.946539 2021-04-10 02:17:40,269 INFO : TRAIN, epoch=0087, iter=00030/00196, fetch data time cost=2.29ms, fps=1364 images/s, loss=0.1920, top1-acc=93.20%, top5-acc=99.86%, remaining_time=0:00:32.229896, arrival_time=2021-04-10 02:18:12.499009, cost_time=0:00:05.824665 2021-04-10 02:17:42,137 INFO : TRAIN, epoch=0087, iter=00040/00196, fetch data time cost=1.53ms, fps=1371 images/s, loss=0.1896, top1-acc=93.47%, top5-acc=99.84%, remaining_time=0:00:30.002076, arrival_time=2021-04-10 02:18:12.139174, cost_time=0:00:07.692829 2021-04-10 02:17:44,002 INFO : TRAIN, epoch=0087, iter=00050/00196, fetch data time cost=1.58ms, fps=1373 images/s, loss=0.1851, top1-acc=93.57%, top5-acc=99.87%, remaining_time=0:00:27.909068, arrival_time=2021-04-10 02:18:11.911379, cost_time=0:00:09.557897 2021-04-10 02:17:45,869 INFO : TRAIN, epoch=0087, iter=00060/00196, fetch data time cost=1.61ms, fps=1371 images/s, loss=0.1850, top1-acc=93.57%, top5-acc=99.88%, remaining_time=0:00:25.897664, arrival_time=2021-04-10 02:18:11.767417, cost_time=0:00:11.425419 2021-04-10 02:17:47,742 INFO : TRAIN, epoch=0087, iter=00070/00196, fetch data time cost=1.47ms, fps=1367 images/s, loss=0.1830, top1-acc=93.67%, top5-acc=99.87%, remaining_time=0:00:23.937480, arrival_time=2021-04-10 02:18:11.680313, cost_time=0:00:13.298581 2021-04-10 02:17:49,616 INFO : TRAIN, epoch=0087, iter=00080/00196, fetch data time cost=1.56ms, fps=1366 images/s, loss=0.1828, top1-acc=93.73%, top5-acc=99.88%, remaining_time=0:00:22.000096, arrival_time=2021-04-10 02:18:11.616880, cost_time=0:00:15.172445 2021-04-10 02:17:51,478 INFO : TRAIN, epoch=0087, iter=00090/00196, fetch data time cost=1.56ms, fps=1376 images/s, loss=0.1836, top1-acc=93.75%, top5-acc=99.88%, remaining_time=0:00:20.061984, arrival_time=2021-04-10 02:18:11.540071, cost_time=0:00:17.033785 2021-04-10 02:17:53,334 INFO : TRAIN, epoch=0087, iter=00100/00196, fetch data time cost=2.47ms, fps=1379 images/s, loss=0.1862, top1-acc=93.65%, top5-acc=99.88%, remaining_time=0:00:18.134880, arrival_time=2021-04-10 02:18:11.469687, cost_time=0:00:18.890465 2021-04-10 02:17:55,187 INFO : TRAIN, epoch=0087, iter=00110/00196, fetch data time cost=1.48ms, fps=1382 images/s, loss=0.1867, top1-acc=93.60%, top5-acc=99.88%, remaining_time=0:00:16.217536, arrival_time=2021-04-10 02:18:11.405180, cost_time=0:00:20.743334 2021-04-10 02:17:57,049 INFO : TRAIN, epoch=0087, iter=00120/00196, fetch data time cost=1.71ms, fps=1376 images/s, loss=0.1867, top1-acc=93.63%, top5-acc=99.88%, remaining_time=0:00:14.316272, arrival_time=2021-04-10 02:18:11.365205, cost_time=0:00:22.604616 2021-04-10 02:17:58,923 INFO : TRAIN, epoch=0087, iter=00130/00196, fetch data time cost=1.86ms, fps=1366 images/s, loss=0.1876, top1-acc=93.61%, top5-acc=99.87%, remaining_time=0:00:12.427932, arrival_time=2021-04-10 02:18:11.351539, cost_time=0:00:24.479299 2021-04-10 02:18:00,793 INFO : TRAIN, epoch=0087, iter=00140/00196, fetch data time cost=1.70ms, fps=1370 images/s, loss=0.1883, top1-acc=93.57%, top5-acc=99.88%, remaining_time=0:00:10.539480, arrival_time=2021-04-10 02:18:11.332600, cost_time=0:00:26.348750 2021-04-10 02:18:02,655 INFO : TRAIN, epoch=0087, iter=00150/00196, fetch data time cost=2.37ms, fps=1375 images/s, loss=0.1892, top1-acc=93.54%, top5-acc=99.87%, remaining_time=0:00:08.651220, arrival_time=2021-04-10 02:18:11.306241, cost_time=0:00:28.210568 2021-04-10 02:18:04,523 INFO : TRAIN, epoch=0087, iter=00160/00196, fetch data time cost=1.42ms, fps=1371 images/s, loss=0.1888, top1-acc=93.58%, top5-acc=99.87%, remaining_time=0:00:06.767712, arrival_time=2021-04-10 02:18:11.290856, cost_time=0:00:30.078797 2021-04-10 02:18:06,382 INFO : TRAIN, epoch=0087, iter=00170/00196, fetch data time cost=1.41ms, fps=1378 images/s, loss=0.1908, top1-acc=93.50%, top5-acc=99.87%, remaining_time=0:00:04.884542, arrival_time=2021-04-10 02:18:11.266445, cost_time=0:00:31.937449 2021-04-10 02:18:08,238 INFO : TRAIN, epoch=0087, iter=00180/00196, fetch data time cost=1.57ms, fps=1379 images/s, loss=0.1912, top1-acc=93.48%, top5-acc=99.87%, remaining_time=0:00:03.003936, arrival_time=2021-04-10 02:18:11.242511, cost_time=0:00:33.794306 2021-04-10 02:18:10,099 INFO : TRAIN, epoch=0087, iter=00190/00196, fetch data time cost=1.32ms, fps=1376 images/s, loss=0.1909, top1-acc=93.46%, top5-acc=99.87%, remaining_time=0:00:01.125948, arrival_time=2021-04-10 02:18:11.225211, cost_time=0:00:35.654927 2021-04-10 02:18:11,108 INFO : TRAIN, epoch=0087, iter=00196/00196, fetch data time cost=1.89ms, fps=1349 images/s, loss=0.1907, top1-acc=93.46%, top5-acc=99.87%, remaining_time=0:00:00, arrival_time=2021-04-10 02:18:11.108193, cost_time=0:00:36.663946 2021-04-10 02:18:11,587 INFO : EVAL, epoch=0087, iter=00010/00040, fetch data time cost=2.43ms, fps=5363 images/s, loss=0.4112, top1-acc=88.59%, top5-acc=99.57%, remaining_time=0:00:01.431840, arrival_time=2021-04-10 02:18:13.018817, cost_time=0:00:00.477281 2021-04-10 02:18:11,952 INFO : EVAL, epoch=0087, iter=00020/00040, fetch data time cost=1.88ms, fps=7012 images/s, loss=0.4506, top1-acc=86.80%, top5-acc=99.37%, remaining_time=0:00:00.842860, arrival_time=2021-04-10 02:18:12.795470, cost_time=0:00:00.842867 2021-04-10 02:18:12,316 INFO : EVAL, epoch=0087, iter=00030/00040, fetch data time cost=1.33ms, fps=7046 images/s, loss=0.4471, top1-acc=86.78%, top5-acc=99.47%, remaining_time=0:00:00.402250, arrival_time=2021-04-10 02:18:12.718786, cost_time=0:00:01.206746 2021-04-10 02:18:12,652 INFO : EVAL, epoch=0087, iter=00040/00040, fetch data time cost=0.10ms, fps=6905 images/s, loss=0.4663, top1-acc=86.26%, top5-acc=99.49%, remaining_time=0:00:00, arrival_time=2021-04-10 02:18:12.652940, cost_time=0:00:01.543295 2021-04-10 02:18:12,784 INFO : Epoch=0087 complete, best val top1-acc=87.77%, top5-acc=99.56% (epoch=58), remaining_time=1:12:40.841647, arrival_time=2021-04-10 03:30:53.626022, cost_time=0:55:57.462172 2021-04-10 02:18:12,785 INFO : Train start, epoch=0088, lr=0.060139 2021-04-10 02:18:14,826 INFO : TRAIN, epoch=0088, iter=00010/00196, fetch data time cost=1.42ms, fps=1255 images/s, loss=0.1975, top1-acc=92.85%, top5-acc=99.88%, remaining_time=0:00:37.951068, arrival_time=2021-04-10 02:18:52.777545, cost_time=0:00:02.040385 2021-04-10 02:18:16,695 INFO : TRAIN, epoch=0088, iter=00020/00196, fetch data time cost=1.71ms, fps=1370 images/s, loss=0.1760, top1-acc=93.96%, top5-acc=99.92%, remaining_time=0:00:34.404128, arrival_time=2021-04-10 02:18:51.099838, cost_time=0:00:03.909568 2021-04-10 02:18:18,552 INFO : TRAIN, epoch=0088, iter=00030/00196, fetch data time cost=1.92ms, fps=1379 images/s, loss=0.1762, top1-acc=93.85%, top5-acc=99.93%, remaining_time=0:00:31.906030, arrival_time=2021-04-10 02:18:50.458229, cost_time=0:00:05.766145 2021-04-10 02:18:20,410 INFO : TRAIN, epoch=0088, iter=00040/00196, fetch data time cost=1.62ms, fps=1378 images/s, loss=0.1782, top1-acc=93.91%, top5-acc=99.90%, remaining_time=0:00:29.732508, arrival_time=2021-04-10 02:18:50.142473, cost_time=0:00:07.623733 2021-04-10 02:18:22,279 INFO : TRAIN, epoch=0088, iter=00050/00196, fetch data time cost=1.45ms, fps=1370 images/s, loss=0.1737, top1-acc=94.04%, top5-acc=99.91%, remaining_time=0:00:27.721604, arrival_time=2021-04-10 02:18:50.001380, cost_time=0:00:09.493708 2021-04-10 02:18:24,139 INFO : TRAIN, epoch=0088, iter=00060/00196, fetch data time cost=1.55ms, fps=1377 images/s, loss=0.1752, top1-acc=93.94%, top5-acc=99.91%, remaining_time=0:00:25.734056, arrival_time=2021-04-10 02:18:49.873366, cost_time=0:00:11.353260 2021-04-10 02:18:26,023 INFO : TRAIN, epoch=0088, iter=00070/00196, fetch data time cost=2.88ms, fps=1359 images/s, loss=0.1748, top1-acc=93.97%, top5-acc=99.91%, remaining_time=0:00:23.826348, arrival_time=2021-04-10 02:18:49.849340, cost_time=0:00:13.236842 2021-04-10 02:18:27,892 INFO : TRAIN, epoch=0088, iter=00080/00196, fetch data time cost=1.46ms, fps=1370 images/s, loss=0.1764, top1-acc=93.92%, top5-acc=99.89%, remaining_time=0:00:21.903932, arrival_time=2021-04-10 02:18:49.796186, cost_time=0:00:15.106148 2021-04-10 02:18:29,752 INFO : TRAIN, epoch=0088, iter=00090/00196, fetch data time cost=1.86ms, fps=1376 images/s, loss=0.1771, top1-acc=93.92%, top5-acc=99.88%, remaining_time=0:00:19.982908, arrival_time=2021-04-10 02:18:49.735574, cost_time=0:00:16.966618 2021-04-10 02:18:31,620 INFO : TRAIN, epoch=0088, iter=00100/00196, fetch data time cost=1.43ms, fps=1371 images/s, loss=0.1792, top1-acc=93.84%, top5-acc=99.88%, remaining_time=0:00:18.080832, arrival_time=2021-04-10 02:18:49.701162, cost_time=0:00:18.834217 2021-04-10 02:18:33,478 INFO : TRAIN, epoch=0088, iter=00110/00196, fetch data time cost=1.42ms, fps=1378 images/s, loss=0.1788, top1-acc=93.85%, top5-acc=99.88%, remaining_time=0:00:16.177890, arrival_time=2021-04-10 02:18:49.656677, cost_time=0:00:20.692692 2021-04-10 02:18:35,333 INFO : TRAIN, epoch=0088, iter=00120/00196, fetch data time cost=1.38ms, fps=1381 images/s, loss=0.1795, top1-acc=93.82%, top5-acc=99.87%, remaining_time=0:00:14.280020, arrival_time=2021-04-10 02:18:49.613529, cost_time=0:00:22.547450 2021-04-10 02:18:37,196 INFO : TRAIN, epoch=0088, iter=00130/00196, fetch data time cost=1.55ms, fps=1374 images/s, loss=0.1781, top1-acc=93.88%, top5-acc=99.88%, remaining_time=0:00:12.393084, arrival_time=2021-04-10 02:18:49.589742, cost_time=0:00:24.410595 2021-04-10 02:18:39,061 INFO : TRAIN, epoch=0088, iter=00140/00196, fetch data time cost=1.53ms, fps=1373 images/s, loss=0.1781, top1-acc=93.85%, top5-acc=99.89%, remaining_time=0:00:10.510136, arrival_time=2021-04-10 02:18:49.571659, cost_time=0:00:26.275361 2021-04-10 02:18:40,925 INFO : TRAIN, epoch=0088, iter=00150/00196, fetch data time cost=1.65ms, fps=1374 images/s, loss=0.1798, top1-acc=93.82%, top5-acc=99.88%, remaining_time=0:00:08.629324, arrival_time=2021-04-10 02:18:49.554594, cost_time=0:00:28.139146 2021-04-10 02:18:42,787 INFO : TRAIN, epoch=0088, iter=00160/00196, fetch data time cost=1.44ms, fps=1375 images/s, loss=0.1812, top1-acc=93.75%, top5-acc=99.89%, remaining_time=0:00:06.750252, arrival_time=2021-04-10 02:18:49.537384, cost_time=0:00:30.001082 2021-04-10 02:18:44,692 INFO : TRAIN, epoch=0088, iter=00170/00196, fetch data time cost=1.89ms, fps=1344 images/s, loss=0.1814, top1-acc=93.76%, top5-acc=99.88%, remaining_time=0:00:04.879862, arrival_time=2021-04-10 02:18:49.572785, cost_time=0:00:31.906863 2021-04-10 02:18:46,581 INFO : TRAIN, epoch=0088, iter=00180/00196, fetch data time cost=1.47ms, fps=1356 images/s, loss=0.1823, top1-acc=93.71%, top5-acc=99.88%, remaining_time=0:00:03.004032, arrival_time=2021-04-10 02:18:49.585569, cost_time=0:00:33.795328 2021-04-10 02:18:48,447 INFO : TRAIN, epoch=0088, iter=00190/00196, fetch data time cost=1.32ms, fps=1373 images/s, loss=0.1834, top1-acc=93.67%, top5-acc=99.88%, remaining_time=0:00:01.126134, arrival_time=2021-04-10 02:18:49.573120, cost_time=0:00:35.660899 2021-04-10 02:18:49,463 INFO : TRAIN, epoch=0088, iter=00196/00196, fetch data time cost=1.35ms, fps=1339 images/s, loss=0.1844, top1-acc=93.64%, top5-acc=99.88%, remaining_time=0:00:00, arrival_time=2021-04-10 02:18:49.463314, cost_time=0:00:36.677174 2021-04-10 02:18:49,930 INFO : EVAL, epoch=0088, iter=00010/00040, fetch data time cost=0.46ms, fps=5512 images/s, loss=0.5266, top1-acc=83.59%, top5-acc=99.06%, remaining_time=0:00:01.393260, arrival_time=2021-04-10 02:18:51.323875, cost_time=0:00:00.464417 2021-04-10 02:18:50,290 INFO : EVAL, epoch=0088, iter=00020/00040, fetch data time cost=1.34ms, fps=7128 images/s, loss=0.5274, top1-acc=83.55%, top5-acc=98.98%, remaining_time=0:00:00.824020, arrival_time=2021-04-10 02:18:51.114257, cost_time=0:00:00.824023 2021-04-10 02:18:50,657 INFO : EVAL, epoch=0088, iter=00030/00040, fetch data time cost=2.21ms, fps=6976 images/s, loss=0.5360, top1-acc=83.50%, top5-acc=98.88%, remaining_time=0:00:00.397170, arrival_time=2021-04-10 02:18:51.055020, cost_time=0:00:01.191524 2021-04-10 02:18:50,996 INFO : EVAL, epoch=0088, iter=00040/00040, fetch data time cost=0.08ms, fps=6855 images/s, loss=0.5091, top1-acc=84.04%, top5-acc=98.91%, remaining_time=0:00:00, arrival_time=2021-04-10 02:18:50.996739, cost_time=0:00:01.530590 2021-04-10 02:18:51,063 INFO : Epoch=0088 complete, best val top1-acc=87.77%, top5-acc=99.56% (epoch=58), remaining_time=1:12:01.852640, arrival_time=2021-04-10 03:30:52.916232, cost_time=0:56:35.741402 2021-04-10 02:18:51,064 INFO : Train start, epoch=0089, lr=0.059369 2021-04-10 02:18:53,118 INFO : TRAIN, epoch=0089, iter=00010/00196, fetch data time cost=1.54ms, fps=1246 images/s, loss=0.1924, top1-acc=93.71%, top5-acc=99.92%, remaining_time=0:00:38.204586, arrival_time=2021-04-10 02:19:31.323404, cost_time=0:00:02.054011 2021-04-10 02:18:54,988 INFO : TRAIN, epoch=0089, iter=00020/00196, fetch data time cost=1.48ms, fps=1370 images/s, loss=0.2013, top1-acc=93.11%, top5-acc=99.90%, remaining_time=0:00:34.521872, arrival_time=2021-04-10 02:19:29.509843, cost_time=0:00:03.922935 2021-04-10 02:18:56,857 INFO : TRAIN, epoch=0089, iter=00030/00196, fetch data time cost=1.41ms, fps=1370 images/s, loss=0.1984, top1-acc=93.29%, top5-acc=99.86%, remaining_time=0:00:32.055264, arrival_time=2021-04-10 02:19:28.913157, cost_time=0:00:05.793114 2021-04-10 02:18:58,721 INFO : TRAIN, epoch=0089, iter=00040/00196, fetch data time cost=1.40ms, fps=1374 images/s, loss=0.1938, top1-acc=93.48%, top5-acc=99.87%, remaining_time=0:00:29.859492, arrival_time=2021-04-10 02:19:28.580621, cost_time=0:00:07.656298 2021-04-10 02:19:00,591 INFO : TRAIN, epoch=0089, iter=00050/00196, fetch data time cost=1.53ms, fps=1369 images/s, loss=0.1916, top1-acc=93.53%, top5-acc=99.90%, remaining_time=0:00:27.816942, arrival_time=2021-04-10 02:19:28.408117, cost_time=0:00:09.526338 2021-04-10 02:19:02,454 INFO : TRAIN, epoch=0089, iter=00060/00196, fetch data time cost=1.93ms, fps=1374 images/s, loss=0.1882, top1-acc=93.67%, top5-acc=99.88%, remaining_time=0:00:25.817288, arrival_time=2021-04-10 02:19:28.272091, cost_time=0:00:11.389968 2021-04-10 02:19:04,336 INFO : TRAIN, epoch=0089, iter=00070/00196, fetch data time cost=1.82ms, fps=1361 images/s, loss=0.1865, top1-acc=93.71%, top5-acc=99.89%, remaining_time=0:00:23.888718, arrival_time=2021-04-10 02:19:28.225027, cost_time=0:00:13.271521 2021-04-10 02:19:06,207 INFO : TRAIN, epoch=0089, iter=00080/00196, fetch data time cost=2.12ms, fps=1368 images/s, loss=0.1822, top1-acc=93.84%, top5-acc=99.89%, remaining_time=0:00:21.957176, arrival_time=2021-04-10 02:19:28.164882, cost_time=0:00:15.142853 2021-04-10 02:19:08,060 INFO : TRAIN, epoch=0089, iter=00090/00196, fetch data time cost=1.38ms, fps=1382 images/s, loss=0.1822, top1-acc=93.80%, top5-acc=99.89%, remaining_time=0:00:20.017252, arrival_time=2021-04-10 02:19:28.077867, cost_time=0:00:16.995780 2021-04-10 02:19:09,920 INFO : TRAIN, epoch=0089, iter=00100/00196, fetch data time cost=1.38ms, fps=1377 images/s, loss=0.1798, top1-acc=93.88%, top5-acc=99.90%, remaining_time=0:00:18.101376, arrival_time=2021-04-10 02:19:28.021808, cost_time=0:00:18.855605 2021-04-10 02:19:11,798 INFO : TRAIN, epoch=0089, iter=00110/00196, fetch data time cost=1.40ms, fps=1364 images/s, loss=0.1802, top1-acc=93.87%, top5-acc=99.90%, remaining_time=0:00:16.209796, arrival_time=2021-04-10 02:19:28.008095, cost_time=0:00:20.733472 2021-04-10 02:19:13,658 INFO : TRAIN, epoch=0089, iter=00120/00196, fetch data time cost=1.59ms, fps=1377 images/s, loss=0.1800, top1-acc=93.85%, top5-acc=99.91%, remaining_time=0:00:14.309280, arrival_time=2021-04-10 02:19:27.967753, cost_time=0:00:22.593633 2021-04-10 02:19:15,521 INFO : TRAIN, epoch=0089, iter=00130/00196, fetch data time cost=2.00ms, fps=1374 images/s, loss=0.1805, top1-acc=93.84%, top5-acc=99.91%, remaining_time=0:00:12.416580, arrival_time=2021-04-10 02:19:27.938329, cost_time=0:00:24.456927 2021-04-10 02:19:17,379 INFO : TRAIN, epoch=0089, iter=00140/00196, fetch data time cost=1.42ms, fps=1379 images/s, loss=0.1808, top1-acc=93.82%, top5-acc=99.91%, remaining_time=0:00:10.525704, arrival_time=2021-04-10 02:19:27.904770, cost_time=0:00:26.314223 2021-04-10 02:19:19,235 INFO : TRAIN, epoch=0089, iter=00150/00196, fetch data time cost=1.32ms, fps=1380 images/s, loss=0.1810, top1-acc=93.83%, top5-acc=99.91%, remaining_time=0:00:08.638892, arrival_time=2021-04-10 02:19:27.873890, cost_time=0:00:28.170242 2021-04-10 02:19:21,099 INFO : TRAIN, epoch=0089, iter=00160/00196, fetch data time cost=1.62ms, fps=1374 images/s, loss=0.1801, top1-acc=93.88%, top5-acc=99.90%, remaining_time=0:00:06.757704, arrival_time=2021-04-10 02:19:27.856790, cost_time=0:00:30.034243 2021-04-10 02:19:22,956 INFO : TRAIN, epoch=0089, iter=00170/00196, fetch data time cost=1.72ms, fps=1379 images/s, loss=0.1797, top1-acc=93.89%, top5-acc=99.91%, remaining_time=0:00:04.877600, arrival_time=2021-04-10 02:19:27.834315, cost_time=0:00:31.891967 2021-04-10 02:19:24,819 INFO : TRAIN, epoch=0089, iter=00180/00196, fetch data time cost=1.79ms, fps=1375 images/s, loss=0.1797, top1-acc=93.87%, top5-acc=99.91%, remaining_time=0:00:03.000416, arrival_time=2021-04-10 02:19:27.819878, cost_time=0:00:33.754633 2021-04-10 02:19:26,681 INFO : TRAIN, epoch=0089, iter=00190/00196, fetch data time cost=1.23ms, fps=1375 images/s, loss=0.1804, top1-acc=93.84%, top5-acc=99.91%, remaining_time=0:00:01.124748, arrival_time=2021-04-10 02:19:27.806479, cost_time=0:00:35.616987 2021-04-10 02:19:27,684 INFO : TRAIN, epoch=0089, iter=00196/00196, fetch data time cost=1.44ms, fps=1357 images/s, loss=0.1813, top1-acc=93.80%, top5-acc=99.91%, remaining_time=0:00:00, arrival_time=2021-04-10 02:19:27.684302, cost_time=0:00:36.619554 2021-04-10 02:19:28,149 INFO : EVAL, epoch=0089, iter=00010/00040, fetch data time cost=1.48ms, fps=5521 images/s, loss=0.3667, top1-acc=88.28%, top5-acc=99.65%, remaining_time=0:00:01.391130, arrival_time=2021-04-10 02:19:29.540869, cost_time=0:00:00.463707 2021-04-10 02:19:28,508 INFO : EVAL, epoch=0089, iter=00020/00040, fetch data time cost=0.24ms, fps=7150 images/s, loss=0.3591, top1-acc=88.73%, top5-acc=99.71%, remaining_time=0:00:00.822400, arrival_time=2021-04-10 02:19:29.330729, cost_time=0:00:00.822391 2021-04-10 02:19:28,874 INFO : EVAL, epoch=0089, iter=00030/00040, fetch data time cost=2.40ms, fps=7004 images/s, loss=0.3574, top1-acc=88.66%, top5-acc=99.61%, remaining_time=0:00:00.396100, arrival_time=2021-04-10 02:19:29.270394, cost_time=0:00:01.188296 2021-04-10 02:19:29,223 INFO : EVAL, epoch=0089, iter=00040/00040, fetch data time cost=0.14ms, fps=6659 images/s, loss=0.3607, top1-acc=88.47%, top5-acc=99.59%, remaining_time=0:00:00, arrival_time=2021-04-10 02:19:29.223259, cost_time=0:00:01.537332 2021-04-10 02:19:29,408 INFO : Epoch=0089 complete, best val top1-acc=88.47%, top5-acc=99.59% (epoch=89), remaining_time=1:11:22.961751, arrival_time=2021-04-10 03:30:52.370435, cost_time=0:57:14.086477 2021-04-10 02:19:29,409 INFO : Train start, epoch=0090, lr=0.058596 2021-04-10 02:19:31,513 INFO : TRAIN, epoch=0090, iter=00010/00196, fetch data time cost=1.89ms, fps=1217 images/s, loss=0.1776, top1-acc=93.75%, top5-acc=99.88%, remaining_time=0:00:39.116730, arrival_time=2021-04-10 02:20:10.629742, cost_time=0:00:02.103046 2021-04-10 02:19:33,397 INFO : TRAIN, epoch=0090, iter=00020/00196, fetch data time cost=1.67ms, fps=1359 images/s, loss=0.1843, top1-acc=93.55%, top5-acc=99.88%, remaining_time=0:00:35.087008, arrival_time=2021-04-10 02:20:08.484161, cost_time=0:00:03.987157 2021-04-10 02:19:35,259 INFO : TRAIN, epoch=0090, iter=00030/00196, fetch data time cost=1.40ms, fps=1376 images/s, loss=0.1794, top1-acc=93.65%, top5-acc=99.90%, remaining_time=0:00:32.367510, arrival_time=2021-04-10 02:20:07.626967, cost_time=0:00:05.849543 2021-04-10 02:19:37,129 INFO : TRAIN, epoch=0090, iter=00040/00196, fetch data time cost=1.85ms, fps=1370 images/s, loss=0.1794, top1-acc=93.76%, top5-acc=99.89%, remaining_time=0:00:30.105036, arrival_time=2021-04-10 02:20:07.234227, cost_time=0:00:07.719247 2021-04-10 02:19:38,994 INFO : TRAIN, epoch=0090, iter=00050/00196, fetch data time cost=1.89ms, fps=1373 images/s, loss=0.1756, top1-acc=93.87%, top5-acc=99.91%, remaining_time=0:00:27.987762, arrival_time=2021-04-10 02:20:06.982534, cost_time=0:00:09.584861 2021-04-10 02:19:40,854 INFO : TRAIN, epoch=0090, iter=00060/00196, fetch data time cost=1.45ms, fps=1377 images/s, loss=0.1800, top1-acc=93.75%, top5-acc=99.92%, remaining_time=0:00:25.940776, arrival_time=2021-04-10 02:20:06.795205, cost_time=0:00:11.444458 2021-04-10 02:19:42,728 INFO : TRAIN, epoch=0090, iter=00070/00196, fetch data time cost=1.73ms, fps=1367 images/s, loss=0.1795, top1-acc=93.73%, top5-acc=99.91%, remaining_time=0:00:23.972382, arrival_time=2021-04-10 02:20:06.700328, cost_time=0:00:13.317967 2021-04-10 02:19:44,589 INFO : TRAIN, epoch=0090, iter=00080/00196, fetch data time cost=1.60ms, fps=1375 images/s, loss=0.1810, top1-acc=93.69%, top5-acc=99.91%, remaining_time=0:00:22.011116, arrival_time=2021-04-10 02:20:06.600995, cost_time=0:00:15.180043 2021-04-10 02:19:46,493 INFO : TRAIN, epoch=0090, iter=00090/00196, fetch data time cost=2.05ms, fps=1345 images/s, loss=0.1801, top1-acc=93.78%, top5-acc=99.91%, remaining_time=0:00:20.120920, arrival_time=2021-04-10 02:20:06.614658, cost_time=0:00:17.083804 2021-04-10 02:19:48,361 INFO : TRAIN, epoch=0090, iter=00100/00196, fetch data time cost=1.93ms, fps=1371 images/s, loss=0.1796, top1-acc=93.79%, top5-acc=99.91%, remaining_time=0:00:18.194016, arrival_time=2021-04-10 02:20:06.555881, cost_time=0:00:18.952052 2021-04-10 02:19:50,218 INFO : TRAIN, epoch=0090, iter=00110/00196, fetch data time cost=1.63ms, fps=1379 images/s, loss=0.1786, top1-acc=93.80%, top5-acc=99.90%, remaining_time=0:00:16.268792, arrival_time=2021-04-10 02:20:06.487663, cost_time=0:00:20.808963 2021-04-10 02:19:52,075 INFO : TRAIN, epoch=0090, iter=00120/00196, fetch data time cost=2.00ms, fps=1379 images/s, loss=0.1790, top1-acc=93.79%, top5-acc=99.90%, remaining_time=0:00:14.355032, arrival_time=2021-04-10 02:20:06.430773, cost_time=0:00:22.665899 2021-04-10 02:19:53,968 INFO : TRAIN, epoch=0090, iter=00130/00196, fetch data time cost=1.53ms, fps=1353 images/s, loss=0.1795, top1-acc=93.74%, top5-acc=99.90%, remaining_time=0:00:12.468390, arrival_time=2021-04-10 02:20:06.437285, cost_time=0:00:24.558997 2021-04-10 02:19:55,823 INFO : TRAIN, epoch=0090, iter=00140/00196, fetch data time cost=1.51ms, fps=1381 images/s, loss=0.1800, top1-acc=93.70%, top5-acc=99.90%, remaining_time=0:00:10.565408, arrival_time=2021-04-10 02:20:06.388833, cost_time=0:00:26.413520 2021-04-10 02:19:57,690 INFO : TRAIN, epoch=0090, iter=00150/00196, fetch data time cost=1.43ms, fps=1372 images/s, loss=0.1799, top1-acc=93.75%, top5-acc=99.90%, remaining_time=0:00:08.672518, arrival_time=2021-04-10 02:20:06.362472, cost_time=0:00:28.279955 2021-04-10 02:19:59,568 INFO : TRAIN, epoch=0090, iter=00160/00196, fetch data time cost=1.48ms, fps=1363 images/s, loss=0.1808, top1-acc=93.74%, top5-acc=99.90%, remaining_time=0:00:06.785676, arrival_time=2021-04-10 02:20:06.354036, cost_time=0:00:30.158492 2021-04-10 02:20:01,432 INFO : TRAIN, epoch=0090, iter=00170/00196, fetch data time cost=1.47ms, fps=1374 images/s, loss=0.1804, top1-acc=93.79%, top5-acc=99.90%, remaining_time=0:00:04.897490, arrival_time=2021-04-10 02:20:06.329462, cost_time=0:00:32.022041 2021-04-10 02:20:03,293 INFO : TRAIN, epoch=0090, iter=00180/00196, fetch data time cost=1.70ms, fps=1376 images/s, loss=0.1793, top1-acc=93.83%, top5-acc=99.90%, remaining_time=0:00:03.011856, arrival_time=2021-04-10 02:20:06.305188, cost_time=0:00:33.883364 2021-04-10 02:20:05,152 INFO : TRAIN, epoch=0090, iter=00190/00196, fetch data time cost=1.47ms, fps=1377 images/s, loss=0.1795, top1-acc=93.84%, top5-acc=99.90%, remaining_time=0:00:01.128720, arrival_time=2021-04-10 02:20:06.281385, cost_time=0:00:35.742755 2021-04-10 02:20:06,159 INFO : TRAIN, epoch=0090, iter=00196/00196, fetch data time cost=1.24ms, fps=1351 images/s, loss=0.1800, top1-acc=93.83%, top5-acc=99.90%, remaining_time=0:00:00, arrival_time=2021-04-10 02:20:06.159759, cost_time=0:00:36.749938 2021-04-10 02:20:06,635 INFO : EVAL, epoch=0090, iter=00010/00040, fetch data time cost=1.37ms, fps=5406 images/s, loss=0.5334, top1-acc=84.65%, top5-acc=99.57%, remaining_time=0:00:01.420560, arrival_time=2021-04-10 02:20:08.055584, cost_time=0:00:00.473519 2021-04-10 02:20:06,990 INFO : EVAL, epoch=0090, iter=00020/00040, fetch data time cost=1.39ms, fps=7215 images/s, loss=0.5782, top1-acc=84.02%, top5-acc=99.53%, remaining_time=0:00:00.828920, arrival_time=2021-04-10 02:20:07.819271, cost_time=0:00:00.828927 2021-04-10 02:20:07,353 INFO : EVAL, epoch=0090, iter=00030/00040, fetch data time cost=1.30ms, fps=7052 images/s, loss=0.5653, top1-acc=84.43%, top5-acc=99.41%, remaining_time=0:00:00.397440, arrival_time=2021-04-10 02:20:07.751191, cost_time=0:00:01.192326 2021-04-10 02:20:07,691 INFO : EVAL, epoch=0090, iter=00040/00040, fetch data time cost=0.08ms, fps=6876 images/s, loss=0.5521, top1-acc=84.49%, top5-acc=99.39%, remaining_time=0:00:00, arrival_time=2021-04-10 02:20:07.691503, cost_time=0:00:01.530089 2021-04-10 02:20:07,780 INFO : Epoch=0090 complete, best val top1-acc=88.47%, top5-acc=99.59% (epoch=89), remaining_time=1:10:44.115150, arrival_time=2021-04-10 03:30:51.895189, cost_time=0:57:52.457831 2021-04-10 02:20:07,781 INFO : Train start, epoch=0091, lr=0.057822 2021-04-10 02:20:09,895 INFO : TRAIN, epoch=0091, iter=00010/00196, fetch data time cost=2.24ms, fps=1211 images/s, loss=0.1924, top1-acc=93.36%, top5-acc=99.88%, remaining_time=0:00:39.315192, arrival_time=2021-04-10 02:20:49.210191, cost_time=0:00:02.113717 2021-04-10 02:20:11,759 INFO : TRAIN, epoch=0091, iter=00020/00196, fetch data time cost=1.69ms, fps=1373 images/s, loss=0.1882, top1-acc=93.57%, top5-acc=99.90%, remaining_time=0:00:35.009040, arrival_time=2021-04-10 02:20:46.768744, cost_time=0:00:03.978299 2021-04-10 02:20:13,626 INFO : TRAIN, epoch=0091, iter=00030/00196, fetch data time cost=1.39ms, fps=1372 images/s, loss=0.1812, top1-acc=93.97%, top5-acc=99.91%, remaining_time=0:00:32.341614, arrival_time=2021-04-10 02:20:45.967788, cost_time=0:00:05.844856 2021-04-10 02:20:15,491 INFO : TRAIN, epoch=0091, iter=00040/00196, fetch data time cost=1.80ms, fps=1373 images/s, loss=0.1758, top1-acc=94.14%, top5-acc=99.91%, remaining_time=0:00:30.069624, arrival_time=2021-04-10 02:20:45.561154, cost_time=0:00:07.710148 2021-04-10 02:20:17,366 INFO : TRAIN, epoch=0091, iter=00050/00196, fetch data time cost=1.42ms, fps=1366 images/s, loss=0.1754, top1-acc=94.10%, top5-acc=99.93%, remaining_time=0:00:27.987324, arrival_time=2021-04-10 02:20:45.353311, cost_time=0:00:09.584685 2021-04-10 02:20:19,244 INFO : TRAIN, epoch=0091, iter=00060/00196, fetch data time cost=1.59ms, fps=1363 images/s, loss=0.1794, top1-acc=94.00%, top5-acc=99.92%, remaining_time=0:00:25.983888, arrival_time=2021-04-10 02:20:45.228671, cost_time=0:00:11.463465 2021-04-10 02:20:21,120 INFO : TRAIN, epoch=0091, iter=00070/00196, fetch data time cost=1.54ms, fps=1365 images/s, loss=0.1838, top1-acc=93.77%, top5-acc=99.90%, remaining_time=0:00:24.010434, arrival_time=2021-04-10 02:20:45.130818, cost_time=0:00:13.339154 2021-04-10 02:20:22,972 INFO : TRAIN, epoch=0091, iter=00080/00196, fetch data time cost=1.56ms, fps=1383 images/s, loss=0.1826, top1-acc=93.76%, top5-acc=99.89%, remaining_time=0:00:22.026776, arrival_time=2021-04-10 02:20:44.998922, cost_time=0:00:15.190850 2021-04-10 02:20:24,848 INFO : TRAIN, epoch=0091, iter=00090/00196, fetch data time cost=1.52ms, fps=1365 images/s, loss=0.1842, top1-acc=93.72%, top5-acc=99.89%, remaining_time=0:00:20.100992, arrival_time=2021-04-10 02:20:44.949193, cost_time=0:00:17.066907 2021-04-10 02:20:26,699 INFO : TRAIN, epoch=0091, iter=00100/00196, fetch data time cost=1.75ms, fps=1383 images/s, loss=0.1821, top1-acc=93.80%, top5-acc=99.90%, remaining_time=0:00:18.161952, arrival_time=2021-04-10 02:20:44.861840, cost_time=0:00:18.918658 2021-04-10 02:20:28,562 INFO : TRAIN, epoch=0091, iter=00110/00196, fetch data time cost=1.91ms, fps=1375 images/s, loss=0.1795, top1-acc=93.90%, top5-acc=99.91%, remaining_time=0:00:16.247378, arrival_time=2021-04-10 02:20:44.810163, cost_time=0:00:20.781487 2021-04-10 02:20:30,425 INFO : TRAIN, epoch=0091, iter=00120/00196, fetch data time cost=2.56ms, fps=1375 images/s, loss=0.1799, top1-acc=93.87%, top5-acc=99.92%, remaining_time=0:00:14.341124, arrival_time=2021-04-10 02:20:44.766253, cost_time=0:00:22.643838 2021-04-10 02:20:32,284 INFO : TRAIN, epoch=0091, iter=00130/00196, fetch data time cost=1.56ms, fps=1377 images/s, loss=0.1805, top1-acc=93.87%, top5-acc=99.92%, remaining_time=0:00:12.440208, arrival_time=2021-04-10 02:20:44.724914, cost_time=0:00:24.503379 2021-04-10 02:20:34,157 INFO : TRAIN, epoch=0091, iter=00140/00196, fetch data time cost=3.86ms, fps=1368 images/s, loss=0.1809, top1-acc=93.84%, top5-acc=99.91%, remaining_time=0:00:10.550344, arrival_time=2021-04-10 02:20:44.707500, cost_time=0:00:26.375863 2021-04-10 02:20:36,025 INFO : TRAIN, epoch=0091, iter=00150/00196, fetch data time cost=1.60ms, fps=1371 images/s, loss=0.1824, top1-acc=93.76%, top5-acc=99.90%, remaining_time=0:00:08.661432, arrival_time=2021-04-10 02:20:44.686485, cost_time=0:00:28.243727 2021-04-10 02:20:37,899 INFO : TRAIN, epoch=0091, iter=00160/00196, fetch data time cost=3.31ms, fps=1367 images/s, loss=0.1824, top1-acc=93.75%, top5-acc=99.90%, remaining_time=0:00:06.776424, arrival_time=2021-04-10 02:20:44.675389, cost_time=0:00:30.117467 2021-04-10 02:20:39,778 INFO : TRAIN, epoch=0091, iter=00170/00196, fetch data time cost=1.76ms, fps=1363 images/s, loss=0.1834, top1-acc=93.70%, top5-acc=99.89%, remaining_time=0:00:04.893668, arrival_time=2021-04-10 02:20:44.672084, cost_time=0:00:31.997081 2021-04-10 02:20:41,649 INFO : TRAIN, epoch=0091, iter=00180/00196, fetch data time cost=1.62ms, fps=1369 images/s, loss=0.1846, top1-acc=93.67%, top5-acc=99.89%, remaining_time=0:00:03.010480, arrival_time=2021-04-10 02:20:44.659642, cost_time=0:00:33.867855 2021-04-10 02:20:43,510 INFO : TRAIN, epoch=0091, iter=00190/00196, fetch data time cost=1.27ms, fps=1376 images/s, loss=0.1859, top1-acc=93.62%, top5-acc=99.89%, remaining_time=0:00:01.128282, arrival_time=2021-04-10 02:20:44.638492, cost_time=0:00:35.728928 2021-04-10 02:20:44,559 INFO : TRAIN, epoch=0091, iter=00196/00196, fetch data time cost=1.25ms, fps=1360 images/s, loss=0.1859, top1-acc=93.63%, top5-acc=99.89%, remaining_time=0:00:00, arrival_time=2021-04-10 02:20:44.559840, cost_time=0:00:36.778623 2021-04-10 02:20:45,013 INFO : EVAL, epoch=0091, iter=00010/00040, fetch data time cost=0.34ms, fps=5663 images/s, loss=0.5878, top1-acc=83.83%, top5-acc=99.14%, remaining_time=0:00:01.356150, arrival_time=2021-04-10 02:20:46.369835, cost_time=0:00:00.452049 2021-04-10 02:20:45,372 INFO : EVAL, epoch=0091, iter=00020/00040, fetch data time cost=2.01ms, fps=7145 images/s, loss=0.6110, top1-acc=83.36%, top5-acc=99.00%, remaining_time=0:00:00.811120, arrival_time=2021-04-10 02:20:46.183742, cost_time=0:00:00.811117 2021-04-10 02:20:45,732 INFO : EVAL, epoch=0091, iter=00030/00040, fetch data time cost=1.99ms, fps=7115 images/s, loss=0.5998, top1-acc=83.37%, top5-acc=98.93%, remaining_time=0:00:00.390440, arrival_time=2021-04-10 02:20:46.123267, cost_time=0:00:01.171305 2021-04-10 02:20:46,072 INFO : EVAL, epoch=0091, iter=00040/00040, fetch data time cost=0.08ms, fps=6846 images/s, loss=0.5892, top1-acc=83.38%, top5-acc=98.96%, remaining_time=0:00:00, arrival_time=2021-04-10 02:20:46.072143, cost_time=0:00:01.510669 2021-04-10 02:20:46,181 INFO : Epoch=0091 complete, best val top1-acc=88.47%, top5-acc=99.59% (epoch=89), remaining_time=1:10:05.314394, arrival_time=2021-04-10 03:30:51.495361, cost_time=0:58:30.858763 2021-04-10 02:20:46,182 INFO : Train start, epoch=0092, lr=0.057045 2021-04-10 02:20:48,301 INFO : TRAIN, epoch=0092, iter=00010/00196, fetch data time cost=1.42ms, fps=1208 images/s, loss=0.1949, top1-acc=93.20%, top5-acc=99.92%, remaining_time=0:00:39.412284, arrival_time=2021-04-10 02:21:27.713434, cost_time=0:00:02.118942 2021-04-10 02:20:50,165 INFO : TRAIN, epoch=0092, iter=00020/00196, fetch data time cost=2.14ms, fps=1374 images/s, loss=0.1836, top1-acc=93.79%, top5-acc=99.94%, remaining_time=0:00:35.053568, arrival_time=2021-04-10 02:21:25.219133, cost_time=0:00:03.983350 2021-04-10 02:20:52,025 INFO : TRAIN, epoch=0092, iter=00030/00196, fetch data time cost=1.55ms, fps=1377 images/s, loss=0.1779, top1-acc=94.00%, top5-acc=99.95%, remaining_time=0:00:32.332816, arrival_time=2021-04-10 02:21:24.358319, cost_time=0:00:05.843277 2021-04-10 02:20:53,888 INFO : TRAIN, epoch=0092, iter=00040/00196, fetch data time cost=1.40ms, fps=1374 images/s, loss=0.1798, top1-acc=93.91%, top5-acc=99.94%, remaining_time=0:00:30.055584, arrival_time=2021-04-10 02:21:23.944328, cost_time=0:00:07.706554 2021-04-10 02:20:55,746 INFO : TRAIN, epoch=0092, iter=00050/00196, fetch data time cost=1.45ms, fps=1378 images/s, loss=0.1766, top1-acc=94.02%, top5-acc=99.95%, remaining_time=0:00:27.927318, arrival_time=2021-04-10 02:21:23.673678, cost_time=0:00:09.564151 2021-04-10 02:20:57,608 INFO : TRAIN, epoch=0092, iter=00060/00196, fetch data time cost=1.46ms, fps=1376 images/s, loss=0.1768, top1-acc=94.04%, top5-acc=99.95%, remaining_time=0:00:25.898888, arrival_time=2021-04-10 02:21:23.507227, cost_time=0:00:11.425973 2021-04-10 02:20:59,477 INFO : TRAIN, epoch=0092, iter=00070/00196, fetch data time cost=1.54ms, fps=1370 images/s, loss=0.1784, top1-acc=93.96%, top5-acc=99.96%, remaining_time=0:00:23.931432, arrival_time=2021-04-10 02:21:23.408900, cost_time=0:00:13.295243 2021-04-10 02:21:01,348 INFO : TRAIN, epoch=0092, iter=00080/00196, fetch data time cost=1.76ms, fps=1369 images/s, loss=0.1774, top1-acc=93.92%, top5-acc=99.96%, remaining_time=0:00:21.990700, arrival_time=2021-04-10 02:21:23.338941, cost_time=0:00:15.166027 2021-04-10 02:21:03,212 INFO : TRAIN, epoch=0092, iter=00090/00196, fetch data time cost=1.71ms, fps=1374 images/s, loss=0.1780, top1-acc=93.86%, top5-acc=99.96%, remaining_time=0:00:20.057426, arrival_time=2021-04-10 02:21:23.269585, cost_time=0:00:17.029923 2021-04-10 02:21:05,074 INFO : TRAIN, epoch=0092, iter=00100/00196, fetch data time cost=1.54ms, fps=1375 images/s, loss=0.1771, top1-acc=93.90%, top5-acc=99.96%, remaining_time=0:00:18.136512, arrival_time=2021-04-10 02:21:23.211055, cost_time=0:00:18.892248 2021-04-10 02:21:06,944 INFO : TRAIN, epoch=0092, iter=00110/00196, fetch data time cost=2.19ms, fps=1370 images/s, loss=0.1772, top1-acc=93.92%, top5-acc=99.95%, remaining_time=0:00:16.232070, arrival_time=2021-04-10 02:21:23.176253, cost_time=0:00:20.761987 2021-04-10 02:21:08,806 INFO : TRAIN, epoch=0092, iter=00120/00196, fetch data time cost=1.51ms, fps=1375 images/s, loss=0.1765, top1-acc=93.92%, top5-acc=99.95%, remaining_time=0:00:14.328660, arrival_time=2021-04-10 02:21:23.134970, cost_time=0:00:22.624151 2021-04-10 02:21:10,670 INFO : TRAIN, epoch=0092, iter=00130/00196, fetch data time cost=1.48ms, fps=1374 images/s, loss=0.1764, top1-acc=93.95%, top5-acc=99.95%, remaining_time=0:00:12.432552, arrival_time=2021-04-10 02:21:23.103131, cost_time=0:00:24.488356 2021-04-10 02:21:12,536 INFO : TRAIN, epoch=0092, iter=00140/00196, fetch data time cost=1.89ms, fps=1372 images/s, loss=0.1772, top1-acc=93.93%, top5-acc=99.94%, remaining_time=0:00:10.541776, arrival_time=2021-04-10 02:21:23.078490, cost_time=0:00:26.354498 2021-04-10 02:21:14,394 INFO : TRAIN, epoch=0092, iter=00150/00196, fetch data time cost=1.52ms, fps=1378 images/s, loss=0.1776, top1-acc=93.91%, top5-acc=99.95%, remaining_time=0:00:08.651772, arrival_time=2021-04-10 02:21:23.046236, cost_time=0:00:28.212298 2021-04-10 02:21:16,249 INFO : TRAIN, epoch=0092, iter=00160/00196, fetch data time cost=1.50ms, fps=1380 images/s, loss=0.1769, top1-acc=93.95%, top5-acc=99.94%, remaining_time=0:00:06.765192, arrival_time=2021-04-10 02:21:23.014932, cost_time=0:00:30.067509 2021-04-10 02:21:18,121 INFO : TRAIN, epoch=0092, iter=00170/00196, fetch data time cost=1.97ms, fps=1368 images/s, loss=0.1765, top1-acc=93.96%, top5-acc=99.94%, remaining_time=0:00:04.884880, arrival_time=2021-04-10 02:21:23.006759, cost_time=0:00:31.939673 2021-04-10 02:21:19,986 INFO : TRAIN, epoch=0092, iter=00180/00196, fetch data time cost=1.48ms, fps=1373 images/s, loss=0.1767, top1-acc=93.95%, top5-acc=99.94%, remaining_time=0:00:03.004848, arrival_time=2021-04-10 02:21:22.991596, cost_time=0:00:33.804468 2021-04-10 02:21:21,845 INFO : TRAIN, epoch=0092, iter=00190/00196, fetch data time cost=1.39ms, fps=1378 images/s, loss=0.1772, top1-acc=93.93%, top5-acc=99.94%, remaining_time=0:00:01.126200, arrival_time=2021-04-10 02:21:22.971358, cost_time=0:00:35.662964 2021-04-10 02:21:22,840 INFO : TRAIN, epoch=0092, iter=00196/00196, fetch data time cost=1.22ms, fps=1367 images/s, loss=0.1789, top1-acc=93.91%, top5-acc=99.94%, remaining_time=0:00:00, arrival_time=2021-04-10 02:21:22.840628, cost_time=0:00:36.658494 2021-04-10 02:21:23,318 INFO : EVAL, epoch=0092, iter=00010/00040, fetch data time cost=2.46ms, fps=5373 images/s, loss=0.3823, top1-acc=88.12%, top5-acc=99.57%, remaining_time=0:00:01.429260, arrival_time=2021-04-10 02:21:24.747946, cost_time=0:00:00.476419 2021-04-10 02:21:23,687 INFO : EVAL, epoch=0092, iter=00020/00040, fetch data time cost=1.77ms, fps=6944 images/s, loss=0.3795, top1-acc=88.11%, top5-acc=99.65%, remaining_time=0:00:00.845460, arrival_time=2021-04-10 02:21:24.533260, cost_time=0:00:00.845458 2021-04-10 02:21:24,051 INFO : EVAL, epoch=0092, iter=00030/00040, fetch data time cost=1.50ms, fps=7043 images/s, loss=0.3837, top1-acc=88.10%, top5-acc=99.58%, remaining_time=0:00:00.403170, arrival_time=2021-04-10 02:21:24.455014, cost_time=0:00:01.209521 2021-04-10 02:21:24,395 INFO : EVAL, epoch=0092, iter=00040/00040, fetch data time cost=0.08ms, fps=6770 images/s, loss=0.3798, top1-acc=87.88%, top5-acc=99.59%, remaining_time=0:00:00, arrival_time=2021-04-10 02:21:24.395019, cost_time=0:00:01.552799 2021-04-10 02:21:24,474 INFO : Epoch=0092 complete, best val top1-acc=88.47%, top5-acc=99.59% (epoch=89), remaining_time=1:09:26.395704, arrival_time=2021-04-10 03:30:50.869829, cost_time=0:59:09.151920 2021-04-10 02:21:24,475 INFO : Train start, epoch=0093, lr=0.056267 2021-04-10 02:21:26,498 INFO : TRAIN, epoch=0093, iter=00010/00196, fetch data time cost=1.85ms, fps=1266 images/s, loss=0.1733, top1-acc=93.87%, top5-acc=99.88%, remaining_time=0:00:37.622964, arrival_time=2021-04-10 02:22:04.121082, cost_time=0:00:02.022745 2021-04-10 02:21:28,355 INFO : TRAIN, epoch=0093, iter=00020/00196, fetch data time cost=1.96ms, fps=1379 images/s, loss=0.1615, top1-acc=94.30%, top5-acc=99.94%, remaining_time=0:00:34.139600, arrival_time=2021-04-10 02:22:02.494514, cost_time=0:00:03.879507 2021-04-10 02:21:30,226 INFO : TRAIN, epoch=0093, iter=00030/00196, fetch data time cost=1.57ms, fps=1369 images/s, loss=0.1699, top1-acc=94.00%, top5-acc=99.91%, remaining_time=0:00:31.820042, arrival_time=2021-04-10 02:22:02.046111, cost_time=0:00:05.750624 2021-04-10 02:21:32,082 INFO : TRAIN, epoch=0093, iter=00040/00196, fetch data time cost=1.39ms, fps=1379 images/s, loss=0.1703, top1-acc=93.98%, top5-acc=99.91%, remaining_time=0:00:29.669172, arrival_time=2021-04-10 02:22:01.751944, cost_time=0:00:07.607487 2021-04-10 02:21:33,942 INFO : TRAIN, epoch=0093, iter=00050/00196, fetch data time cost=1.42ms, fps=1377 images/s, loss=0.1719, top1-acc=93.96%, top5-acc=99.91%, remaining_time=0:00:27.644370, arrival_time=2021-04-10 02:22:01.586960, cost_time=0:00:09.467249 2021-04-10 02:21:35,814 INFO : TRAIN, epoch=0093, iter=00060/00196, fetch data time cost=1.84ms, fps=1368 images/s, loss=0.1710, top1-acc=93.95%, top5-acc=99.91%, remaining_time=0:00:25.702776, arrival_time=2021-04-10 02:22:01.517596, cost_time=0:00:11.339436 2021-04-10 02:21:37,681 INFO : TRAIN, epoch=0093, iter=00070/00196, fetch data time cost=1.38ms, fps=1372 images/s, loss=0.1698, top1-acc=94.01%, top5-acc=99.89%, remaining_time=0:00:23.770530, arrival_time=2021-04-10 02:22:01.451683, cost_time=0:00:13.205856 2021-04-10 02:21:39,535 INFO : TRAIN, epoch=0093, iter=00080/00196, fetch data time cost=1.65ms, fps=1381 images/s, loss=0.1688, top1-acc=94.03%, top5-acc=99.90%, remaining_time=0:00:21.837116, arrival_time=2021-04-10 02:22:01.372595, cost_time=0:00:15.060092 2021-04-10 02:21:41,410 INFO : TRAIN, epoch=0093, iter=00090/00196, fetch data time cost=1.42ms, fps=1366 images/s, loss=0.1688, top1-acc=94.05%, top5-acc=99.91%, remaining_time=0:00:19.945384, arrival_time=2021-04-10 02:22:01.355447, cost_time=0:00:16.934790 2021-04-10 02:21:43,266 INFO : TRAIN, epoch=0093, iter=00100/00196, fetch data time cost=1.41ms, fps=1379 images/s, loss=0.1694, top1-acc=94.07%, top5-acc=99.90%, remaining_time=0:00:18.039744, arrival_time=2021-04-10 02:22:01.306459, cost_time=0:00:18.791354 2021-04-10 02:21:45,130 INFO : TRAIN, epoch=0093, iter=00110/00196, fetch data time cost=1.93ms, fps=1374 images/s, loss=0.1693, top1-acc=94.08%, top5-acc=99.90%, remaining_time=0:00:16.148736, arrival_time=2021-04-10 02:22:01.279439, cost_time=0:00:20.655353 2021-04-10 02:21:47,018 INFO : TRAIN, epoch=0093, iter=00120/00196, fetch data time cost=2.02ms, fps=1356 images/s, loss=0.1694, top1-acc=94.04%, top5-acc=99.91%, remaining_time=0:00:14.277512, arrival_time=2021-04-10 02:22:01.296309, cost_time=0:00:22.543450 2021-04-10 02:21:48,879 INFO : TRAIN, epoch=0093, iter=00130/00196, fetch data time cost=1.36ms, fps=1377 images/s, loss=0.1722, top1-acc=93.95%, top5-acc=99.91%, remaining_time=0:00:12.389454, arrival_time=2021-04-10 02:22:01.268357, cost_time=0:00:24.403475 2021-04-10 02:21:50,755 INFO : TRAIN, epoch=0093, iter=00140/00196, fetch data time cost=1.41ms, fps=1365 images/s, loss=0.1724, top1-acc=93.93%, top5-acc=99.91%, remaining_time=0:00:10.512096, arrival_time=2021-04-10 02:22:01.267621, cost_time=0:00:26.280178 2021-04-10 02:21:52,627 INFO : TRAIN, epoch=0093, iter=00150/00196, fetch data time cost=1.91ms, fps=1368 images/s, loss=0.1734, top1-acc=93.87%, top5-acc=99.90%, remaining_time=0:00:08.633418, arrival_time=2021-04-10 02:22:01.261276, cost_time=0:00:28.152427 2021-04-10 02:21:54,491 INFO : TRAIN, epoch=0093, iter=00160/00196, fetch data time cost=1.37ms, fps=1375 images/s, loss=0.1736, top1-acc=93.87%, top5-acc=99.90%, remaining_time=0:00:06.753528, arrival_time=2021-04-10 02:22:01.244490, cost_time=0:00:30.015626 2021-04-10 02:21:56,356 INFO : TRAIN, epoch=0093, iter=00170/00196, fetch data time cost=1.66ms, fps=1372 images/s, loss=0.1738, top1-acc=93.85%, top5-acc=99.91%, remaining_time=0:00:04.876014, arrival_time=2021-04-10 02:22:01.232917, cost_time=0:00:31.881559 2021-04-10 02:21:58,221 INFO : TRAIN, epoch=0093, iter=00180/00196, fetch data time cost=1.47ms, fps=1373 images/s, loss=0.1744, top1-acc=93.84%, top5-acc=99.90%, remaining_time=0:00:02.999680, arrival_time=2021-04-10 02:22:01.221282, cost_time=0:00:33.746326 2021-04-10 02:22:00,080 INFO : TRAIN, epoch=0093, iter=00190/00196, fetch data time cost=1.48ms, fps=1377 images/s, loss=0.1733, top1-acc=93.88%, top5-acc=99.90%, remaining_time=0:00:01.124382, arrival_time=2021-04-10 02:22:01.205224, cost_time=0:00:35.605499 2021-04-10 02:22:01,085 INFO : TRAIN, epoch=0093, iter=00196/00196, fetch data time cost=1.23ms, fps=1355 images/s, loss=0.1736, top1-acc=93.87%, top5-acc=99.90%, remaining_time=0:00:00, arrival_time=2021-04-10 02:22:01.085108, cost_time=0:00:36.609856 2021-04-10 02:22:01,539 INFO : EVAL, epoch=0093, iter=00010/00040, fetch data time cost=0.33ms, fps=5652 images/s, loss=0.3781, top1-acc=88.20%, top5-acc=99.73%, remaining_time=0:00:01.358820, arrival_time=2021-04-10 02:22:02.898467, cost_time=0:00:00.452937 2021-04-10 02:22:01,909 INFO : EVAL, epoch=0093, iter=00020/00040, fetch data time cost=0.42ms, fps=6929 images/s, loss=0.3620, top1-acc=88.59%, top5-acc=99.61%, remaining_time=0:00:00.822940, arrival_time=2021-04-10 02:22:02.732596, cost_time=0:00:00.822933 2021-04-10 02:22:02,280 INFO : EVAL, epoch=0093, iter=00030/00040, fetch data time cost=2.10ms, fps=6917 images/s, loss=0.3563, top1-acc=88.72%, top5-acc=99.57%, remaining_time=0:00:00.397870, arrival_time=2021-04-10 02:22:02.678131, cost_time=0:00:01.193600 2021-04-10 02:22:02,622 INFO : EVAL, epoch=0093, iter=00040/00040, fetch data time cost=0.14ms, fps=6782 images/s, loss=0.3638, top1-acc=88.52%, top5-acc=99.60%, remaining_time=0:00:00, arrival_time=2021-04-10 02:22:02.622747, cost_time=0:00:01.536054 2021-04-10 02:22:02,801 INFO : Epoch=0093 complete, best val top1-acc=88.52%, top5-acc=99.60% (epoch=93), remaining_time=1:08:47.529815, arrival_time=2021-04-10 03:30:50.331169, cost_time=0:59:47.479149 2021-04-10 02:22:02,802 INFO : Train start, epoch=0094, lr=0.055487 2021-04-10 02:22:04,840 INFO : TRAIN, epoch=0094, iter=00010/00196, fetch data time cost=1.53ms, fps=1256 images/s, loss=0.1874, top1-acc=94.06%, top5-acc=99.92%, remaining_time=0:00:37.898244, arrival_time=2021-04-10 02:22:42.738320, cost_time=0:00:02.037535 2021-04-10 02:22:06,702 INFO : TRAIN, epoch=0094, iter=00020/00196, fetch data time cost=1.42ms, fps=1375 images/s, loss=0.1749, top1-acc=94.43%, top5-acc=99.88%, remaining_time=0:00:34.321408, arrival_time=2021-04-10 02:22:41.024159, cost_time=0:00:03.900170 2021-04-10 02:22:08,572 INFO : TRAIN, epoch=0094, iter=00030/00196, fetch data time cost=2.19ms, fps=1370 images/s, loss=0.1682, top1-acc=94.45%, top5-acc=99.91%, remaining_time=0:00:31.926946, arrival_time=2021-04-10 02:22:40.499443, cost_time=0:00:05.769919 2021-04-10 02:22:10,432 INFO : TRAIN, epoch=0094, iter=00040/00196, fetch data time cost=1.47ms, fps=1377 images/s, loss=0.1633, top1-acc=94.50%, top5-acc=99.89%, remaining_time=0:00:29.757936, arrival_time=2021-04-10 02:22:40.190708, cost_time=0:00:07.630228 2021-04-10 02:22:12,296 INFO : TRAIN, epoch=0094, iter=00050/00196, fetch data time cost=1.84ms, fps=1374 images/s, loss=0.1646, top1-acc=94.39%, top5-acc=99.91%, remaining_time=0:00:27.723356, arrival_time=2021-04-10 02:22:40.020231, cost_time=0:00:09.494312 2021-04-10 02:22:14,165 INFO : TRAIN, epoch=0094, iter=00060/00196, fetch data time cost=1.51ms, fps=1371 images/s, loss=0.1679, top1-acc=94.23%, top5-acc=99.92%, remaining_time=0:00:25.755408, arrival_time=2021-04-10 02:22:39.920698, cost_time=0:00:11.362700 2021-04-10 02:22:16,032 INFO : TRAIN, epoch=0094, iter=00070/00196, fetch data time cost=1.41ms, fps=1371 images/s, loss=0.1692, top1-acc=94.24%, top5-acc=99.92%, remaining_time=0:00:23.814252, arrival_time=2021-04-10 02:22:39.846970, cost_time=0:00:13.230166 2021-04-10 02:22:17,899 INFO : TRAIN, epoch=0094, iter=00080/00196, fetch data time cost=1.87ms, fps=1372 images/s, loss=0.1710, top1-acc=94.17%, top5-acc=99.92%, remaining_time=0:00:21.889780, arrival_time=2021-04-10 02:22:39.788952, cost_time=0:00:15.096421 2021-04-10 02:22:19,763 INFO : TRAIN, epoch=0094, iter=00090/00196, fetch data time cost=1.68ms, fps=1374 images/s, loss=0.1714, top1-acc=94.13%, top5-acc=99.91%, remaining_time=0:00:19.976442, arrival_time=2021-04-10 02:22:39.740136, cost_time=0:00:16.961146 2021-04-10 02:22:21,629 INFO : TRAIN, epoch=0094, iter=00100/00196, fetch data time cost=1.52ms, fps=1373 images/s, loss=0.1695, top1-acc=94.19%, top5-acc=99.91%, remaining_time=0:00:18.073536, arrival_time=2021-04-10 02:22:39.702601, cost_time=0:00:18.826557 2021-04-10 02:22:23,496 INFO : TRAIN, epoch=0094, iter=00110/00196, fetch data time cost=1.51ms, fps=1371 images/s, loss=0.1701, top1-acc=94.15%, top5-acc=99.91%, remaining_time=0:00:16.178836, arrival_time=2021-04-10 02:22:39.675242, cost_time=0:00:20.693902 2021-04-10 02:22:25,357 INFO : TRAIN, epoch=0094, iter=00120/00196, fetch data time cost=1.52ms, fps=1376 images/s, loss=0.1688, top1-acc=94.19%, top5-acc=99.91%, remaining_time=0:00:14.284732, arrival_time=2021-04-10 02:22:39.642154, cost_time=0:00:22.554855 2021-04-10 02:22:27,220 INFO : TRAIN, epoch=0094, iter=00130/00196, fetch data time cost=1.59ms, fps=1374 images/s, loss=0.1696, top1-acc=94.19%, top5-acc=99.90%, remaining_time=0:00:12.396780, arrival_time=2021-04-10 02:22:39.617264, cost_time=0:00:24.417895 2021-04-10 02:22:29,077 INFO : TRAIN, epoch=0094, iter=00140/00196, fetch data time cost=1.32ms, fps=1379 images/s, loss=0.1695, top1-acc=94.18%, top5-acc=99.90%, remaining_time=0:00:10.509856, arrival_time=2021-04-10 02:22:39.587117, cost_time=0:00:26.274695 2021-04-10 02:22:30,965 INFO : TRAIN, epoch=0094, iter=00150/00196, fetch data time cost=2.58ms, fps=1357 images/s, loss=0.1702, top1-acc=94.15%, top5-acc=99.91%, remaining_time=0:00:08.636500, arrival_time=2021-04-10 02:22:39.601526, cost_time=0:00:28.162441 2021-04-10 02:22:32,826 INFO : TRAIN, epoch=0094, iter=00160/00196, fetch data time cost=1.99ms, fps=1376 images/s, loss=0.1715, top1-acc=94.08%, top5-acc=99.90%, remaining_time=0:00:06.755400, arrival_time=2021-04-10 02:22:39.582099, cost_time=0:00:30.023990 2021-04-10 02:22:34,694 INFO : TRAIN, epoch=0094, iter=00170/00196, fetch data time cost=1.75ms, fps=1371 images/s, loss=0.1724, top1-acc=94.06%, top5-acc=99.90%, remaining_time=0:00:04.877600, arrival_time=2021-04-10 02:22:39.572307, cost_time=0:00:31.892013 2021-04-10 02:22:36,554 INFO : TRAIN, epoch=0094, iter=00180/00196, fetch data time cost=1.44ms, fps=1377 images/s, loss=0.1742, top1-acc=93.98%, top5-acc=99.91%, remaining_time=0:00:03.000160, arrival_time=2021-04-10 02:22:39.554646, cost_time=0:00:33.751726 2021-04-10 02:22:38,418 INFO : TRAIN, epoch=0094, iter=00190/00196, fetch data time cost=1.44ms, fps=1374 images/s, loss=0.1742, top1-acc=93.98%, top5-acc=99.91%, remaining_time=0:00:01.124724, arrival_time=2021-04-10 02:22:39.543506, cost_time=0:00:35.616240 2021-04-10 02:22:39,420 INFO : TRAIN, epoch=0094, iter=00196/00196, fetch data time cost=1.79ms, fps=1358 images/s, loss=0.1757, top1-acc=93.94%, top5-acc=99.91%, remaining_time=0:00:00, arrival_time=2021-04-10 02:22:39.420640, cost_time=0:00:36.618069 2021-04-10 02:22:39,899 INFO : EVAL, epoch=0094, iter=00010/00040, fetch data time cost=0.44ms, fps=5364 images/s, loss=0.3703, top1-acc=88.95%, top5-acc=99.69%, remaining_time=0:00:01.431750, arrival_time=2021-04-10 02:22:41.331377, cost_time=0:00:00.477246 2021-04-10 02:22:40,269 INFO : EVAL, epoch=0094, iter=00020/00040, fetch data time cost=1.96ms, fps=6929 images/s, loss=0.3675, top1-acc=88.87%, top5-acc=99.57%, remaining_time=0:00:00.847400, arrival_time=2021-04-10 02:22:41.117160, cost_time=0:00:00.847404 2021-04-10 02:22:40,635 INFO : EVAL, epoch=0094, iter=00030/00040, fetch data time cost=1.28ms, fps=7007 images/s, loss=0.3878, top1-acc=88.15%, top5-acc=99.49%, remaining_time=0:00:00.404440, arrival_time=2021-04-10 02:22:41.040022, cost_time=0:00:01.213307 2021-04-10 02:22:40,974 INFO : EVAL, epoch=0094, iter=00040/00040, fetch data time cost=0.08ms, fps=6847 images/s, loss=0.3940, top1-acc=88.04%, top5-acc=99.54%, remaining_time=0:00:00, arrival_time=2021-04-10 02:22:40.974778, cost_time=0:00:01.552514 2021-04-10 02:22:41,062 INFO : Epoch=0094 complete, best val top1-acc=88.52%, top5-acc=99.60% (epoch=93), remaining_time=1:08:08.601154, arrival_time=2021-04-10 03:30:49.663971, cost_time=1:00:25.740614 2021-04-10 02:22:41,063 INFO : Train start, epoch=0095, lr=0.054705 2021-04-10 02:22:43,126 INFO : TRAIN, epoch=0095, iter=00010/00196, fetch data time cost=1.53ms, fps=1241 images/s, loss=0.1901, top1-acc=93.01%, top5-acc=99.88%, remaining_time=0:00:38.361198, arrival_time=2021-04-10 02:23:21.487657, cost_time=0:00:02.062426 2021-04-10 02:22:45,009 INFO : TRAIN, epoch=0095, iter=00020/00196, fetch data time cost=1.43ms, fps=1360 images/s, loss=0.1811, top1-acc=93.30%, top5-acc=99.86%, remaining_time=0:00:34.715120, arrival_time=2021-04-10 02:23:19.724127, cost_time=0:00:03.944905 2021-04-10 02:22:46,883 INFO : TRAIN, epoch=0095, iter=00030/00196, fetch data time cost=1.82ms, fps=1366 images/s, loss=0.1799, top1-acc=93.46%, top5-acc=99.87%, remaining_time=0:00:32.202506, arrival_time=2021-04-10 02:23:19.086346, cost_time=0:00:05.819737 2021-04-10 02:22:48,759 INFO : TRAIN, epoch=0095, iter=00040/00196, fetch data time cost=1.57ms, fps=1366 images/s, loss=0.1774, top1-acc=93.61%, top5-acc=99.89%, remaining_time=0:00:30.011124, arrival_time=2021-04-10 02:23:18.770257, cost_time=0:00:07.695145 2021-04-10 02:22:50,619 INFO : TRAIN, epoch=0095, iter=00050/00196, fetch data time cost=1.47ms, fps=1377 images/s, loss=0.1739, top1-acc=93.89%, top5-acc=99.90%, remaining_time=0:00:27.900892, arrival_time=2021-04-10 02:23:18.520016, cost_time=0:00:09.555093 2021-04-10 02:22:52,483 INFO : TRAIN, epoch=0095, iter=00060/00196, fetch data time cost=1.92ms, fps=1373 images/s, loss=0.1737, top1-acc=93.91%, top5-acc=99.90%, remaining_time=0:00:25.884472, arrival_time=2021-04-10 02:23:18.368139, cost_time=0:00:11.419610 2021-04-10 02:22:54,381 INFO : TRAIN, epoch=0095, iter=00070/00196, fetch data time cost=1.99ms, fps=1350 images/s, loss=0.1755, top1-acc=93.94%, top5-acc=99.90%, remaining_time=0:00:23.970240, arrival_time=2021-04-10 02:23:18.351215, cost_time=0:00:13.316790 2021-04-10 02:22:56,256 INFO : TRAIN, epoch=0095, iter=00080/00196, fetch data time cost=1.81ms, fps=1365 images/s, loss=0.1739, top1-acc=93.94%, top5-acc=99.91%, remaining_time=0:00:22.029212, arrival_time=2021-04-10 02:23:18.285797, cost_time=0:00:15.192527 2021-04-10 02:22:58,131 INFO : TRAIN, epoch=0095, iter=00090/00196, fetch data time cost=1.48ms, fps=1366 images/s, loss=0.1713, top1-acc=94.03%, top5-acc=99.91%, remaining_time=0:00:20.100992, arrival_time=2021-04-10 02:23:18.232014, cost_time=0:00:17.066894 2021-04-10 02:23:00,010 INFO : TRAIN, epoch=0095, iter=00100/00196, fetch data time cost=1.59ms, fps=1364 images/s, loss=0.1715, top1-acc=94.08%, top5-acc=99.90%, remaining_time=0:00:18.186336, arrival_time=2021-04-10 02:23:18.196024, cost_time=0:00:18.944057 2021-04-10 02:23:01,883 INFO : TRAIN, epoch=0095, iter=00110/00196, fetch data time cost=1.44ms, fps=1368 images/s, loss=0.1712, top1-acc=94.09%, top5-acc=99.90%, remaining_time=0:00:16.277306, arrival_time=2021-04-10 02:23:18.161141, cost_time=0:00:20.819758 2021-04-10 02:23:03,753 INFO : TRAIN, epoch=0095, iter=00120/00196, fetch data time cost=1.84ms, fps=1370 images/s, loss=0.1724, top1-acc=94.04%, top5-acc=99.91%, remaining_time=0:00:14.369928, arrival_time=2021-04-10 02:23:18.123263, cost_time=0:00:22.689310 2021-04-10 02:23:05,615 INFO : TRAIN, epoch=0095, iter=00130/00196, fetch data time cost=1.40ms, fps=1375 images/s, loss=0.1736, top1-acc=93.99%, top5-acc=99.91%, remaining_time=0:00:12.464496, arrival_time=2021-04-10 02:23:18.079728, cost_time=0:00:24.551233 2021-04-10 02:23:07,482 INFO : TRAIN, epoch=0095, iter=00140/00196, fetch data time cost=1.48ms, fps=1371 images/s, loss=0.1751, top1-acc=93.95%, top5-acc=99.91%, remaining_time=0:00:10.567368, arrival_time=2021-04-10 02:23:18.049830, cost_time=0:00:26.418375 2021-04-10 02:23:09,340 INFO : TRAIN, epoch=0095, iter=00150/00196, fetch data time cost=1.50ms, fps=1378 images/s, loss=0.1756, top1-acc=93.93%, top5-acc=99.91%, remaining_time=0:00:08.671506, arrival_time=2021-04-10 02:23:18.012094, cost_time=0:00:28.276614 2021-04-10 02:23:11,197 INFO : TRAIN, epoch=0095, iter=00160/00196, fetch data time cost=1.70ms, fps=1379 images/s, loss=0.1769, top1-acc=93.87%, top5-acc=99.92%, remaining_time=0:00:06.780096, arrival_time=2021-04-10 02:23:17.977935, cost_time=0:00:30.133794 2021-04-10 02:23:13,060 INFO : TRAIN, epoch=0095, iter=00170/00196, fetch data time cost=1.40ms, fps=1374 images/s, loss=0.1774, top1-acc=93.84%, top5-acc=99.91%, remaining_time=0:00:04.893642, arrival_time=2021-04-10 02:23:17.954523, cost_time=0:00:31.996904 2021-04-10 02:23:14,928 INFO : TRAIN, epoch=0095, iter=00180/00196, fetch data time cost=1.52ms, fps=1371 images/s, loss=0.1773, top1-acc=93.86%, top5-acc=99.92%, remaining_time=0:00:03.010160, arrival_time=2021-04-10 02:23:17.938574, cost_time=0:00:33.864306 2021-04-10 02:23:16,793 INFO : TRAIN, epoch=0095, iter=00190/00196, fetch data time cost=1.64ms, fps=1373 images/s, loss=0.1777, top1-acc=93.86%, top5-acc=99.92%, remaining_time=0:00:01.128300, arrival_time=2021-04-10 02:23:17.921719, cost_time=0:00:35.729419 2021-04-10 02:23:17,810 INFO : TRAIN, epoch=0095, iter=00196/00196, fetch data time cost=1.59ms, fps=1338 images/s, loss=0.1774, top1-acc=93.85%, top5-acc=99.92%, remaining_time=0:00:00, arrival_time=2021-04-10 02:23:17.810574, cost_time=0:00:36.746521 2021-04-10 02:23:18,284 INFO : EVAL, epoch=0095, iter=00010/00040, fetch data time cost=1.57ms, fps=5424 images/s, loss=0.3934, top1-acc=88.09%, top5-acc=99.37%, remaining_time=0:00:01.415970, arrival_time=2021-04-10 02:23:19.700308, cost_time=0:00:00.471988 2021-04-10 02:23:18,648 INFO : EVAL, epoch=0095, iter=00020/00040, fetch data time cost=1.80ms, fps=7041 images/s, loss=0.3901, top1-acc=88.12%, top5-acc=99.28%, remaining_time=0:00:00.835960, arrival_time=2021-04-10 02:23:19.484342, cost_time=0:00:00.835955 2021-04-10 02:23:19,022 INFO : EVAL, epoch=0095, iter=00030/00040, fetch data time cost=0.31ms, fps=6863 images/s, loss=0.4034, top1-acc=87.81%, top5-acc=99.31%, remaining_time=0:00:00.403160, arrival_time=2021-04-10 02:23:19.425096, cost_time=0:00:01.209492 2021-04-10 02:23:19,368 INFO : EVAL, epoch=0095, iter=00040/00040, fetch data time cost=0.12ms, fps=6707 images/s, loss=0.4098, top1-acc=87.56%, top5-acc=99.35%, remaining_time=0:00:00, arrival_time=2021-04-10 02:23:19.368451, cost_time=0:00:01.556086 2021-04-10 02:23:19,508 INFO : Epoch=0095 complete, best val top1-acc=88.52%, top5-acc=99.60% (epoch=93), remaining_time=1:07:29.889690, arrival_time=2021-04-10 03:30:49.397829, cost_time=1:01:04.185882 2021-04-10 02:23:19,509 INFO : Train start, epoch=0096, lr=0.053923 2021-04-10 02:23:21,590 INFO : TRAIN, epoch=0096, iter=00010/00196, fetch data time cost=1.76ms, fps=1230 images/s, loss=0.1590, top1-acc=94.65%, top5-acc=99.92%, remaining_time=0:00:38.707530, arrival_time=2021-04-10 02:24:00.298342, cost_time=0:00:02.081048 2021-04-10 02:23:23,465 INFO : TRAIN, epoch=0096, iter=00020/00196, fetch data time cost=1.82ms, fps=1367 images/s, loss=0.1591, top1-acc=94.55%, top5-acc=99.96%, remaining_time=0:00:34.804880, arrival_time=2021-04-10 02:23:58.269767, cost_time=0:00:03.955099 2021-04-10 02:23:25,334 INFO : TRAIN, epoch=0096, iter=00030/00196, fetch data time cost=1.46ms, fps=1370 images/s, loss=0.1589, top1-acc=94.64%, top5-acc=99.97%, remaining_time=0:00:32.231390, arrival_time=2021-04-10 02:23:57.566056, cost_time=0:00:05.824945 2021-04-10 02:23:27,195 INFO : TRAIN, epoch=0096, iter=00040/00196, fetch data time cost=1.54ms, fps=1376 images/s, loss=0.1574, top1-acc=94.71%, top5-acc=99.96%, remaining_time=0:00:29.974464, arrival_time=2021-04-10 02:23:57.169919, cost_time=0:00:07.685759 2021-04-10 02:23:29,058 INFO : TRAIN, epoch=0096, iter=00050/00196, fetch data time cost=1.44ms, fps=1374 images/s, loss=0.1547, top1-acc=94.71%, top5-acc=99.96%, remaining_time=0:00:27.882496, arrival_time=2021-04-10 02:23:56.940959, cost_time=0:00:09.548802 2021-04-10 02:23:30,922 INFO : TRAIN, epoch=0096, iter=00060/00196, fetch data time cost=1.46ms, fps=1374 images/s, loss=0.1534, top1-acc=94.75%, top5-acc=99.96%, remaining_time=0:00:25.868424, arrival_time=2021-04-10 02:23:56.790774, cost_time=0:00:11.412568 2021-04-10 02:23:32,790 INFO : TRAIN, epoch=0096, iter=00070/00196, fetch data time cost=1.50ms, fps=1371 images/s, loss=0.1551, top1-acc=94.67%, top5-acc=99.94%, remaining_time=0:00:23.904972, arrival_time=2021-04-10 02:23:56.695141, cost_time=0:00:13.280540 2021-04-10 02:23:34,656 INFO : TRAIN, epoch=0096, iter=00080/00196, fetch data time cost=2.24ms, fps=1372 images/s, loss=0.1567, top1-acc=94.57%, top5-acc=99.95%, remaining_time=0:00:21.963324, arrival_time=2021-04-10 02:23:56.620144, cost_time=0:00:15.147099 2021-04-10 02:23:36,529 INFO : TRAIN, epoch=0096, iter=00090/00196, fetch data time cost=1.65ms, fps=1367 images/s, loss=0.1573, top1-acc=94.59%, top5-acc=99.95%, remaining_time=0:00:20.045978, arrival_time=2021-04-10 02:23:56.575793, cost_time=0:00:17.020131 2021-04-10 02:23:38,391 INFO : TRAIN, epoch=0096, iter=00100/00196, fetch data time cost=2.03ms, fps=1376 images/s, loss=0.1582, top1-acc=94.57%, top5-acc=99.95%, remaining_time=0:00:18.126144, arrival_time=2021-04-10 02:23:56.517351, cost_time=0:00:18.881388 2021-04-10 02:23:40,262 INFO : TRAIN, epoch=0096, iter=00110/00196, fetch data time cost=1.58ms, fps=1368 images/s, loss=0.1605, top1-acc=94.50%, top5-acc=99.94%, remaining_time=0:00:16.225190, arrival_time=2021-04-10 02:23:56.487926, cost_time=0:00:20.753096 2021-04-10 02:23:42,127 INFO : TRAIN, epoch=0096, iter=00120/00196, fetch data time cost=1.92ms, fps=1373 images/s, loss=0.1611, top1-acc=94.50%, top5-acc=99.94%, remaining_time=0:00:14.324708, arrival_time=2021-04-10 02:23:56.452263, cost_time=0:00:22.617919 2021-04-10 02:23:44,005 INFO : TRAIN, epoch=0096, iter=00130/00196, fetch data time cost=1.40ms, fps=1363 images/s, loss=0.1604, top1-acc=94.52%, top5-acc=99.94%, remaining_time=0:00:12.436512, arrival_time=2021-04-10 02:23:56.442404, cost_time=0:00:24.496175 2021-04-10 02:23:45,865 INFO : TRAIN, epoch=0096, iter=00140/00196, fetch data time cost=1.62ms, fps=1377 images/s, loss=0.1613, top1-acc=94.50%, top5-acc=99.94%, remaining_time=0:00:10.542168, arrival_time=2021-04-10 02:23:56.407183, cost_time=0:00:26.355361 2021-04-10 02:23:47,721 INFO : TRAIN, epoch=0096, iter=00150/00196, fetch data time cost=1.38ms, fps=1379 images/s, loss=0.1633, top1-acc=94.41%, top5-acc=99.94%, remaining_time=0:00:08.651726, arrival_time=2021-04-10 02:23:56.373512, cost_time=0:00:28.212090 2021-04-10 02:23:49,583 INFO : TRAIN, epoch=0096, iter=00160/00196, fetch data time cost=1.76ms, fps=1376 images/s, loss=0.1632, top1-acc=94.40%, top5-acc=99.93%, remaining_time=0:00:06.766560, arrival_time=2021-04-10 02:23:56.349877, cost_time=0:00:30.073607 2021-04-10 02:23:51,450 INFO : TRAIN, epoch=0096, iter=00170/00196, fetch data time cost=2.15ms, fps=1372 images/s, loss=0.1650, top1-acc=94.35%, top5-acc=99.93%, remaining_time=0:00:04.884984, arrival_time=2021-04-10 02:23:56.334948, cost_time=0:00:31.940316 2021-04-10 02:23:53,313 INFO : TRAIN, epoch=0096, iter=00180/00196, fetch data time cost=1.46ms, fps=1374 images/s, loss=0.1664, top1-acc=94.33%, top5-acc=99.93%, remaining_time=0:00:03.004768, arrival_time=2021-04-10 02:23:56.318040, cost_time=0:00:33.803633 2021-04-10 02:23:55,175 INFO : TRAIN, epoch=0096, iter=00190/00196, fetch data time cost=1.21ms, fps=1375 images/s, loss=0.1672, top1-acc=94.29%, top5-acc=99.93%, remaining_time=0:00:01.126290, arrival_time=2021-04-10 02:23:56.301725, cost_time=0:00:35.665810 2021-04-10 02:23:56,174 INFO : TRAIN, epoch=0096, iter=00196/00196, fetch data time cost=1.26ms, fps=1362 images/s, loss=0.1671, top1-acc=94.27%, top5-acc=99.93%, remaining_time=0:00:00, arrival_time=2021-04-10 02:23:56.174741, cost_time=0:00:36.665049 2021-04-10 02:23:56,659 INFO : EVAL, epoch=0096, iter=00010/00040, fetch data time cost=0.40ms, fps=5295 images/s, loss=0.3337, top1-acc=89.57%, top5-acc=99.73%, remaining_time=0:00:01.450290, arrival_time=2021-04-10 02:23:58.110121, cost_time=0:00:00.483431 2021-04-10 02:23:57,022 INFO : EVAL, epoch=0096, iter=00020/00040, fetch data time cost=1.35ms, fps=7068 images/s, loss=0.3682, top1-acc=88.69%, top5-acc=99.67%, remaining_time=0:00:00.846100, arrival_time=2021-04-10 02:23:57.868593, cost_time=0:00:00.846107 2021-04-10 02:23:57,387 INFO : EVAL, epoch=0096, iter=00030/00040, fetch data time cost=3.21ms, fps=7031 images/s, loss=0.3588, top1-acc=88.97%, top5-acc=99.61%, remaining_time=0:00:00.403570, arrival_time=2021-04-10 02:23:57.790675, cost_time=0:00:01.210696 2021-04-10 02:23:57,721 INFO : EVAL, epoch=0096, iter=00040/00040, fetch data time cost=0.08ms, fps=6943 images/s, loss=0.3544, top1-acc=88.97%, top5-acc=99.58%, remaining_time=0:00:00, arrival_time=2021-04-10 02:23:57.721738, cost_time=0:00:01.545396 2021-04-10 02:23:57,894 INFO : Epoch=0096 complete, best val top1-acc=88.97%, top5-acc=99.58% (epoch=96), remaining_time=1:06:51.119736, arrival_time=2021-04-10 03:30:49.013996, cost_time=1:01:42.572046 2021-04-10 02:23:57,895 INFO : Train start, epoch=0097, lr=0.053140 2021-04-10 02:23:59,951 INFO : TRAIN, epoch=0097, iter=00010/00196, fetch data time cost=1.59ms, fps=1245 images/s, loss=0.1749, top1-acc=94.06%, top5-acc=99.96%, remaining_time=0:00:38.238996, arrival_time=2021-04-10 02:24:38.190380, cost_time=0:00:02.055855 2021-04-10 02:24:01,869 INFO : TRAIN, epoch=0097, iter=00020/00196, fetch data time cost=1.92ms, fps=1335 images/s, loss=0.1567, top1-acc=94.71%, top5-acc=99.94%, remaining_time=0:00:34.968736, arrival_time=2021-04-10 02:24:36.837961, cost_time=0:00:03.973713 2021-04-10 02:24:03,732 INFO : TRAIN, epoch=0097, iter=00030/00196, fetch data time cost=1.55ms, fps=1375 images/s, loss=0.1532, top1-acc=94.86%, top5-acc=99.95%, remaining_time=0:00:32.296794, arrival_time=2021-04-10 02:24:36.029066, cost_time=0:00:05.836774 2021-04-10 02:24:05,595 INFO : TRAIN, epoch=0097, iter=00040/00196, fetch data time cost=1.48ms, fps=1374 images/s, loss=0.1509, top1-acc=94.84%, top5-acc=99.94%, remaining_time=0:00:30.029688, arrival_time=2021-04-10 02:24:35.625106, cost_time=0:00:07.699926 2021-04-10 02:24:07,455 INFO : TRAIN, epoch=0097, iter=00050/00196, fetch data time cost=1.95ms, fps=1377 images/s, loss=0.1552, top1-acc=94.73%, top5-acc=99.95%, remaining_time=0:00:27.914032, arrival_time=2021-04-10 02:24:35.369122, cost_time=0:00:09.559618 2021-04-10 02:24:09,330 INFO : TRAIN, epoch=0097, iter=00060/00196, fetch data time cost=2.73ms, fps=1366 images/s, loss=0.1557, top1-acc=94.75%, top5-acc=99.94%, remaining_time=0:00:25.919424, arrival_time=2021-04-10 02:24:35.250056, cost_time=0:00:11.435025 2021-04-10 02:24:11,223 INFO : TRAIN, epoch=0097, iter=00070/00196, fetch data time cost=1.56ms, fps=1353 images/s, loss=0.1553, top1-acc=94.71%, top5-acc=99.95%, remaining_time=0:00:23.990274, arrival_time=2021-04-10 02:24:35.213684, cost_time=0:00:13.327921 2021-04-10 02:24:13,077 INFO : TRAIN, epoch=0097, iter=00080/00196, fetch data time cost=1.41ms, fps=1381 images/s, loss=0.1553, top1-acc=94.68%, top5-acc=99.96%, remaining_time=0:00:22.014480, arrival_time=2021-04-10 02:24:35.092365, cost_time=0:00:15.182396 2021-04-10 02:24:14,931 INFO : TRAIN, epoch=0097, iter=00090/00196, fetch data time cost=1.45ms, fps=1381 images/s, loss=0.1567, top1-acc=94.64%, top5-acc=99.95%, remaining_time=0:00:20.065058, arrival_time=2021-04-10 02:24:34.996875, cost_time=0:00:17.036329 2021-04-10 02:24:16,785 INFO : TRAIN, epoch=0097, iter=00100/00196, fetch data time cost=1.34ms, fps=1382 images/s, loss=0.1569, top1-acc=94.61%, top5-acc=99.94%, remaining_time=0:00:18.133920, arrival_time=2021-04-10 02:24:34.918896, cost_time=0:00:18.889491 2021-04-10 02:24:18,643 INFO : TRAIN, epoch=0097, iter=00110/00196, fetch data time cost=1.64ms, fps=1378 images/s, loss=0.1568, top1-acc=94.62%, top5-acc=99.93%, remaining_time=0:00:16.220890, arrival_time=2021-04-10 02:24:34.864072, cost_time=0:00:20.747668 2021-04-10 02:24:20,509 INFO : TRAIN, epoch=0097, iter=00120/00196, fetch data time cost=1.42ms, fps=1372 images/s, loss=0.1594, top1-acc=94.57%, top5-acc=99.93%, remaining_time=0:00:14.321972, arrival_time=2021-04-10 02:24:34.831172, cost_time=0:00:22.613691 2021-04-10 02:24:22,378 INFO : TRAIN, epoch=0097, iter=00130/00196, fetch data time cost=1.38ms, fps=1370 images/s, loss=0.1608, top1-acc=94.50%, top5-acc=99.92%, remaining_time=0:00:12.429846, arrival_time=2021-04-10 02:24:34.808302, cost_time=0:00:24.483051 2021-04-10 02:24:24,240 INFO : TRAIN, epoch=0097, iter=00140/00196, fetch data time cost=1.89ms, fps=1375 images/s, loss=0.1620, top1-acc=94.44%, top5-acc=99.92%, remaining_time=0:00:10.537856, arrival_time=2021-04-10 02:24:34.777935, cost_time=0:00:26.344600 2021-04-10 02:24:26,111 INFO : TRAIN, epoch=0097, iter=00150/00196, fetch data time cost=2.29ms, fps=1368 images/s, loss=0.1621, top1-acc=94.44%, top5-acc=99.92%, remaining_time=0:00:08.652876, arrival_time=2021-04-10 02:24:34.764193, cost_time=0:00:28.215854 2021-04-10 02:24:27,986 INFO : TRAIN, epoch=0097, iter=00160/00196, fetch data time cost=1.90ms, fps=1366 images/s, loss=0.1625, top1-acc=94.44%, top5-acc=99.92%, remaining_time=0:00:06.770448, arrival_time=2021-04-10 02:24:34.756836, cost_time=0:00:30.090892 2021-04-10 02:24:29,855 INFO : TRAIN, epoch=0097, iter=00170/00196, fetch data time cost=1.44ms, fps=1370 images/s, loss=0.1636, top1-acc=94.41%, top5-acc=99.92%, remaining_time=0:00:04.888052, arrival_time=2021-04-10 02:24:34.743842, cost_time=0:00:31.960331 2021-04-10 02:24:31,718 INFO : TRAIN, epoch=0097, iter=00180/00196, fetch data time cost=1.57ms, fps=1375 images/s, loss=0.1647, top1-acc=94.38%, top5-acc=99.93%, remaining_time=0:00:03.006448, arrival_time=2021-04-10 02:24:34.724449, cost_time=0:00:33.822539 2021-04-10 02:24:33,579 INFO : TRAIN, epoch=0097, iter=00190/00196, fetch data time cost=1.27ms, fps=1375 images/s, loss=0.1652, top1-acc=94.37%, top5-acc=99.93%, remaining_time=0:00:01.126878, arrival_time=2021-04-10 02:24:34.706777, cost_time=0:00:35.684424 2021-04-10 02:24:34,593 INFO : TRAIN, epoch=0097, iter=00196/00196, fetch data time cost=1.36ms, fps=1343 images/s, loss=0.1659, top1-acc=94.36%, top5-acc=99.93%, remaining_time=0:00:00, arrival_time=2021-04-10 02:24:34.593357, cost_time=0:00:36.697950 2021-04-10 02:24:35,052 INFO : EVAL, epoch=0097, iter=00010/00040, fetch data time cost=1.89ms, fps=5592 images/s, loss=0.3959, top1-acc=87.85%, top5-acc=99.57%, remaining_time=0:00:01.373400, arrival_time=2021-04-10 02:24:36.426132, cost_time=0:00:00.457799 2021-04-10 02:24:35,417 INFO : EVAL, epoch=0097, iter=00020/00040, fetch data time cost=1.46ms, fps=7028 images/s, loss=0.3593, top1-acc=88.63%, top5-acc=99.59%, remaining_time=0:00:00.822520, arrival_time=2021-04-10 02:24:36.239935, cost_time=0:00:00.822513 2021-04-10 02:24:35,782 INFO : EVAL, epoch=0097, iter=00030/00040, fetch data time cost=2.23ms, fps=7022 images/s, loss=0.3414, top1-acc=89.06%, top5-acc=99.69%, remaining_time=0:00:00.395820, arrival_time=2021-04-10 02:24:36.178307, cost_time=0:00:01.187451 2021-04-10 02:24:36,122 INFO : EVAL, epoch=0097, iter=00040/00040, fetch data time cost=0.09ms, fps=6826 images/s, loss=0.3402, top1-acc=89.01%, top5-acc=99.68%, remaining_time=0:00:00, arrival_time=2021-04-10 02:24:36.122920, cost_time=0:00:01.528046 2021-04-10 02:24:36,315 INFO : Epoch=0097 complete, best val top1-acc=89.01%, top5-acc=99.68% (epoch=97), remaining_time=1:06:12.395129, arrival_time=2021-04-10 03:30:48.710778, cost_time=1:02:20.993445 2021-04-10 02:24:36,316 INFO : Train start, epoch=0098, lr=0.052355 2021-04-10 02:24:38,360 INFO : TRAIN, epoch=0098, iter=00010/00196, fetch data time cost=1.57ms, fps=1253 images/s, loss=0.1488, top1-acc=95.12%, top5-acc=99.92%, remaining_time=0:00:38.004264, arrival_time=2021-04-10 02:25:16.364510, cost_time=0:00:02.043245 2021-04-10 02:24:40,228 INFO : TRAIN, epoch=0098, iter=00020/00196, fetch data time cost=1.67ms, fps=1371 images/s, loss=0.1563, top1-acc=94.82%, top5-acc=99.84%, remaining_time=0:00:34.419968, arrival_time=2021-04-10 02:25:14.648234, cost_time=0:00:03.911368 2021-04-10 02:24:42,082 INFO : TRAIN, epoch=0098, iter=00030/00196, fetch data time cost=1.44ms, fps=1381 images/s, loss=0.1601, top1-acc=94.51%, top5-acc=99.90%, remaining_time=0:00:31.903872, arrival_time=2021-04-10 02:25:13.986478, cost_time=0:00:05.765762 2021-04-10 02:24:43,954 INFO : TRAIN, epoch=0098, iter=00040/00196, fetch data time cost=1.52ms, fps=1368 images/s, loss=0.1592, top1-acc=94.63%, top5-acc=99.88%, remaining_time=0:00:29.786328, arrival_time=2021-04-10 02:25:13.740814, cost_time=0:00:07.637535 2021-04-10 02:24:45,816 INFO : TRAIN, epoch=0098, iter=00050/00196, fetch data time cost=2.42ms, fps=1375 images/s, loss=0.1608, top1-acc=94.57%, top5-acc=99.86%, remaining_time=0:00:27.738248, arrival_time=2021-04-10 02:25:13.554646, cost_time=0:00:09.499388 2021-04-10 02:24:47,684 INFO : TRAIN, epoch=0098, iter=00060/00196, fetch data time cost=1.59ms, fps=1371 images/s, loss=0.1606, top1-acc=94.57%, top5-acc=99.87%, remaining_time=0:00:25.765200, arrival_time=2021-04-10 02:25:13.449166, cost_time=0:00:11.366996 2021-04-10 02:24:49,563 INFO : TRAIN, epoch=0098, iter=00070/00196, fetch data time cost=1.86ms, fps=1363 images/s, loss=0.1603, top1-acc=94.57%, top5-acc=99.89%, remaining_time=0:00:23.843232, arrival_time=2021-04-10 02:25:13.406347, cost_time=0:00:13.246227 2021-04-10 02:24:51,446 INFO : TRAIN, epoch=0098, iter=00080/00196, fetch data time cost=1.83ms, fps=1360 images/s, loss=0.1626, top1-acc=94.52%, top5-acc=99.89%, remaining_time=0:00:21.937224, arrival_time=2021-04-10 02:25:13.383266, cost_time=0:00:15.129100 2021-04-10 02:24:53,309 INFO : TRAIN, epoch=0098, iter=00090/00196, fetch data time cost=1.69ms, fps=1374 images/s, loss=0.1636, top1-acc=94.53%, top5-acc=99.90%, remaining_time=0:00:20.013860, arrival_time=2021-04-10 02:25:13.323702, cost_time=0:00:16.992933 2021-04-10 02:24:55,180 INFO : TRAIN, epoch=0098, iter=00100/00196, fetch data time cost=1.38ms, fps=1369 images/s, loss=0.1650, top1-acc=94.44%, top5-acc=99.91%, remaining_time=0:00:18.109344, arrival_time=2021-04-10 02:25:13.290070, cost_time=0:00:18.863885 2021-04-10 02:24:57,040 INFO : TRAIN, epoch=0098, iter=00110/00196, fetch data time cost=2.15ms, fps=1377 images/s, loss=0.1646, top1-acc=94.42%, top5-acc=99.90%, remaining_time=0:00:16.201798, arrival_time=2021-04-10 02:25:13.242000, cost_time=0:00:20.723195 2021-04-10 02:24:58,904 INFO : TRAIN, epoch=0098, iter=00120/00196, fetch data time cost=1.86ms, fps=1373 images/s, loss=0.1645, top1-acc=94.44%, top5-acc=99.89%, remaining_time=0:00:14.305708, arrival_time=2021-04-10 02:25:13.210473, cost_time=0:00:22.587936 2021-04-10 02:25:00,781 INFO : TRAIN, epoch=0098, iter=00130/00196, fetch data time cost=1.54ms, fps=1365 images/s, loss=0.1646, top1-acc=94.42%, top5-acc=99.90%, remaining_time=0:00:12.420144, arrival_time=2021-04-10 02:25:13.201044, cost_time=0:00:24.463932 2021-04-10 02:25:02,646 INFO : TRAIN, epoch=0098, iter=00140/00196, fetch data time cost=1.58ms, fps=1373 images/s, loss=0.1633, top1-acc=94.49%, top5-acc=99.90%, remaining_time=0:00:10.531696, arrival_time=2021-04-10 02:25:13.177714, cost_time=0:00:26.329180 2021-04-10 02:25:04,508 INFO : TRAIN, epoch=0098, iter=00150/00196, fetch data time cost=2.80ms, fps=1375 images/s, loss=0.1629, top1-acc=94.49%, top5-acc=99.90%, remaining_time=0:00:08.645286, arrival_time=2021-04-10 02:25:13.153406, cost_time=0:00:28.191223 2021-04-10 02:25:06,369 INFO : TRAIN, epoch=0098, iter=00160/00196, fetch data time cost=1.49ms, fps=1376 images/s, loss=0.1623, top1-acc=94.51%, top5-acc=99.90%, remaining_time=0:00:06.761880, arrival_time=2021-04-10 02:25:13.131505, cost_time=0:00:30.052752 2021-04-10 02:25:08,233 INFO : TRAIN, epoch=0098, iter=00170/00196, fetch data time cost=1.45ms, fps=1374 images/s, loss=0.1624, top1-acc=94.51%, top5-acc=99.90%, remaining_time=0:00:04.881370, arrival_time=2021-04-10 02:25:13.114884, cost_time=0:00:31.916614 2021-04-10 02:25:10,107 INFO : TRAIN, epoch=0098, iter=00180/00196, fetch data time cost=1.82ms, fps=1366 images/s, loss=0.1634, top1-acc=94.47%, top5-acc=99.90%, remaining_time=0:00:03.003632, arrival_time=2021-04-10 02:25:13.111398, cost_time=0:00:33.790809 2021-04-10 02:25:11,974 INFO : TRAIN, epoch=0098, iter=00190/00196, fetch data time cost=1.30ms, fps=1372 images/s, loss=0.1647, top1-acc=94.44%, top5-acc=99.90%, remaining_time=0:00:01.126020, arrival_time=2021-04-10 02:25:13.100130, cost_time=0:00:35.657237 2021-04-10 02:25:12,990 INFO : TRAIN, epoch=0098, iter=00196/00196, fetch data time cost=1.29ms, fps=1339 images/s, loss=0.1653, top1-acc=94.41%, top5-acc=99.90%, remaining_time=0:00:00, arrival_time=2021-04-10 02:25:12.990059, cost_time=0:00:36.673233 2021-04-10 02:25:13,474 INFO : EVAL, epoch=0098, iter=00010/00040, fetch data time cost=0.46ms, fps=5307 images/s, loss=0.4428, top1-acc=86.02%, top5-acc=99.45%, remaining_time=0:00:01.447020, arrival_time=2021-04-10 02:25:14.920992, cost_time=0:00:00.482343 2021-04-10 02:25:13,839 INFO : EVAL, epoch=0098, iter=00020/00040, fetch data time cost=2.13ms, fps=7010 images/s, loss=0.4531, top1-acc=85.61%, top5-acc=99.41%, remaining_time=0:00:00.847980, arrival_time=2021-04-10 02:25:14.687633, cost_time=0:00:00.847987 2021-04-10 02:25:14,208 INFO : EVAL, epoch=0098, iter=00030/00040, fetch data time cost=2.03ms, fps=6954 images/s, loss=0.4426, top1-acc=86.13%, top5-acc=99.48%, remaining_time=0:00:00.405550, arrival_time=2021-04-10 02:25:14.613835, cost_time=0:00:01.216651 2021-04-10 02:25:14,547 INFO : EVAL, epoch=0098, iter=00040/00040, fetch data time cost=0.06ms, fps=6844 images/s, loss=0.4237, top1-acc=86.55%, top5-acc=99.51%, remaining_time=0:00:00, arrival_time=2021-04-10 02:25:14.547755, cost_time=0:00:01.556191 2021-04-10 02:25:14,634 INFO : Epoch=0098 complete, best val top1-acc=89.01%, top5-acc=99.68% (epoch=97), remaining_time=1:05:33.569412, arrival_time=2021-04-10 03:30:48.203401, cost_time=1:02:59.311790 2021-04-10 02:25:14,635 INFO : Train start, epoch=0099, lr=0.051571 2021-04-10 02:25:16,683 INFO : TRAIN, epoch=0099, iter=00010/00196, fetch data time cost=1.44ms, fps=1250 images/s, loss=0.1670, top1-acc=94.06%, top5-acc=99.92%, remaining_time=0:00:38.100984, arrival_time=2021-04-10 02:25:54.784728, cost_time=0:00:02.048438 2021-04-10 02:25:18,561 INFO : TRAIN, epoch=0099, iter=00020/00196, fetch data time cost=1.88ms, fps=1364 images/s, loss=0.1598, top1-acc=94.43%, top5-acc=99.92%, remaining_time=0:00:34.551440, arrival_time=2021-04-10 02:25:53.112965, cost_time=0:00:03.926291 2021-04-10 02:25:20,425 INFO : TRAIN, epoch=0099, iter=00030/00196, fetch data time cost=1.59ms, fps=1374 images/s, loss=0.1547, top1-acc=94.66%, top5-acc=99.92%, remaining_time=0:00:32.039660, arrival_time=2021-04-10 02:25:52.465253, cost_time=0:00:05.790294 2021-04-10 02:25:22,295 INFO : TRAIN, epoch=0099, iter=00040/00196, fetch data time cost=1.57ms, fps=1370 images/s, loss=0.1521, top1-acc=94.79%, top5-acc=99.92%, remaining_time=0:00:29.873376, arrival_time=2021-04-10 02:25:52.168397, cost_time=0:00:07.659858 2021-04-10 02:25:24,162 INFO : TRAIN, epoch=0099, iter=00050/00196, fetch data time cost=1.65ms, fps=1372 images/s, loss=0.1492, top1-acc=94.82%, top5-acc=99.93%, remaining_time=0:00:27.818402, arrival_time=2021-04-10 02:25:51.980388, cost_time=0:00:09.526858 2021-04-10 02:25:26,030 INFO : TRAIN, epoch=0099, iter=00060/00196, fetch data time cost=1.54ms, fps=1370 images/s, loss=0.1476, top1-acc=94.94%, top5-acc=99.93%, remaining_time=0:00:25.830344, arrival_time=2021-04-10 02:25:51.861240, cost_time=0:00:11.395748 2021-04-10 02:25:27,897 INFO : TRAIN, epoch=0099, iter=00070/00196, fetch data time cost=1.46ms, fps=1372 images/s, loss=0.1467, top1-acc=94.98%, top5-acc=99.94%, remaining_time=0:00:23.872212, arrival_time=2021-04-10 02:25:51.769767, cost_time=0:00:13.262345 2021-04-10 02:25:29,753 INFO : TRAIN, epoch=0099, iter=00080/00196, fetch data time cost=1.45ms, fps=1380 images/s, loss=0.1460, top1-acc=94.97%, top5-acc=99.94%, remaining_time=0:00:21.921564, arrival_time=2021-04-10 02:25:51.675098, cost_time=0:00:15.118313 2021-04-10 02:25:31,614 INFO : TRAIN, epoch=0099, iter=00090/00196, fetch data time cost=1.93ms, fps=1376 images/s, loss=0.1471, top1-acc=94.97%, top5-acc=99.93%, remaining_time=0:00:19.997854, arrival_time=2021-04-10 02:25:51.612347, cost_time=0:00:16.979345 2021-04-10 02:25:33,474 INFO : TRAIN, epoch=0099, iter=00100/00196, fetch data time cost=1.73ms, fps=1377 images/s, loss=0.1482, top1-acc=94.93%, top5-acc=99.93%, remaining_time=0:00:18.085632, arrival_time=2021-04-10 02:25:51.560092, cost_time=0:00:18.839167 2021-04-10 02:25:35,338 INFO : TRAIN, epoch=0099, iter=00110/00196, fetch data time cost=1.45ms, fps=1374 images/s, loss=0.1508, top1-acc=94.88%, top5-acc=99.93%, remaining_time=0:00:16.185888, arrival_time=2021-04-10 02:25:51.524031, cost_time=0:00:20.702915 2021-04-10 02:25:37,214 INFO : TRAIN, epoch=0099, iter=00120/00196, fetch data time cost=1.56ms, fps=1365 images/s, loss=0.1533, top1-acc=94.77%, top5-acc=99.92%, remaining_time=0:00:14.300160, arrival_time=2021-04-10 02:25:51.514511, cost_time=0:00:22.579140 2021-04-10 02:25:39,094 INFO : TRAIN, epoch=0099, iter=00130/00196, fetch data time cost=1.41ms, fps=1362 images/s, loss=0.1534, top1-acc=94.76%, top5-acc=99.92%, remaining_time=0:00:12.417834, arrival_time=2021-04-10 02:25:51.512387, cost_time=0:00:24.459429 2021-04-10 02:25:40,957 INFO : TRAIN, epoch=0099, iter=00140/00196, fetch data time cost=1.80ms, fps=1374 images/s, loss=0.1562, top1-acc=94.70%, top5-acc=99.92%, remaining_time=0:00:10.529008, arrival_time=2021-04-10 02:25:51.486680, cost_time=0:00:26.322466 2021-04-10 02:25:42,823 INFO : TRAIN, epoch=0099, iter=00150/00196, fetch data time cost=1.36ms, fps=1373 images/s, loss=0.1566, top1-acc=94.68%, top5-acc=99.92%, remaining_time=0:00:08.644274, arrival_time=2021-04-10 02:25:51.467260, cost_time=0:00:28.187811 2021-04-10 02:25:44,694 INFO : TRAIN, epoch=0099, iter=00160/00196, fetch data time cost=1.47ms, fps=1368 images/s, loss=0.1584, top1-acc=94.63%, top5-acc=99.92%, remaining_time=0:00:06.763320, arrival_time=2021-04-10 02:25:51.457628, cost_time=0:00:30.059130 2021-04-10 02:25:46,554 INFO : TRAIN, epoch=0099, iter=00170/00196, fetch data time cost=1.85ms, fps=1376 images/s, loss=0.1586, top1-acc=94.61%, top5-acc=99.92%, remaining_time=0:00:04.881838, arrival_time=2021-04-10 02:25:51.436703, cost_time=0:00:31.919656 2021-04-10 02:25:48,419 INFO : TRAIN, epoch=0099, iter=00180/00196, fetch data time cost=1.49ms, fps=1373 images/s, loss=0.1585, top1-acc=94.60%, top5-acc=99.93%, remaining_time=0:00:03.003072, arrival_time=2021-04-10 02:25:51.422743, cost_time=0:00:33.784530 2021-04-10 02:25:50,306 INFO : TRAIN, epoch=0099, iter=00190/00196, fetch data time cost=1.29ms, fps=1357 images/s, loss=0.1589, top1-acc=94.58%, top5-acc=99.93%, remaining_time=0:00:01.126452, arrival_time=2021-04-10 02:25:51.432709, cost_time=0:00:35.670958 2021-04-10 02:25:51,330 INFO : TRAIN, epoch=0099, iter=00196/00196, fetch data time cost=1.69ms, fps=1329 images/s, loss=0.1593, top1-acc=94.56%, top5-acc=99.93%, remaining_time=0:00:00, arrival_time=2021-04-10 02:25:51.330596, cost_time=0:00:36.695474 2021-04-10 02:25:51,786 INFO : EVAL, epoch=0099, iter=00010/00040, fetch data time cost=3.41ms, fps=5635 images/s, loss=0.3832, top1-acc=88.48%, top5-acc=99.57%, remaining_time=0:00:01.362870, arrival_time=2021-04-10 02:25:53.149374, cost_time=0:00:00.454286 2021-04-10 02:25:52,145 INFO : EVAL, epoch=0099, iter=00020/00040, fetch data time cost=1.49ms, fps=7144 images/s, loss=0.3877, top1-acc=88.59%, top5-acc=99.51%, remaining_time=0:00:00.813280, arrival_time=2021-04-10 02:25:52.958725, cost_time=0:00:00.813280 2021-04-10 02:25:52,511 INFO : EVAL, epoch=0099, iter=00030/00040, fetch data time cost=1.43ms, fps=6999 images/s, loss=0.4040, top1-acc=88.15%, top5-acc=99.47%, remaining_time=0:00:00.393240, arrival_time=2021-04-10 02:25:52.905045, cost_time=0:00:01.179726 2021-04-10 02:25:52,855 INFO : EVAL, epoch=0099, iter=00040/00040, fetch data time cost=0.08ms, fps=6754 images/s, loss=0.4077, top1-acc=88.07%, top5-acc=99.45%, remaining_time=0:00:00, arrival_time=2021-04-10 02:25:52.855642, cost_time=0:00:01.523579 2021-04-10 02:25:52,984 INFO : Epoch=0099 complete, best val top1-acc=89.01%, top5-acc=99.68% (epoch=97), remaining_time=1:04:54.786442, arrival_time=2021-04-10 03:30:47.770649, cost_time=1:03:37.661960 2021-04-10 02:25:52,986 INFO : Train start, epoch=0100, lr=0.050785 2021-04-10 02:25:55,053 INFO : TRAIN, epoch=0100, iter=00010/00196, fetch data time cost=2.50ms, fps=1239 images/s, loss=0.1519, top1-acc=94.80%, top5-acc=99.96%, remaining_time=0:00:38.446014, arrival_time=2021-04-10 02:26:33.499254, cost_time=0:00:02.066986 2021-04-10 02:25:56,910 INFO : TRAIN, epoch=0100, iter=00020/00196, fetch data time cost=1.78ms, fps=1379 images/s, loss=0.1407, top1-acc=95.08%, top5-acc=99.94%, remaining_time=0:00:34.532960, arrival_time=2021-04-10 02:26:31.443387, cost_time=0:00:03.924196 2021-04-10 02:25:58,776 INFO : TRAIN, epoch=0100, iter=00030/00196, fetch data time cost=1.51ms, fps=1373 images/s, loss=0.1469, top1-acc=94.92%, top5-acc=99.93%, remaining_time=0:00:32.037502, arrival_time=2021-04-10 02:26:30.813665, cost_time=0:00:05.789921 2021-04-10 02:26:00,643 INFO : TRAIN, epoch=0100, iter=00040/00196, fetch data time cost=1.48ms, fps=1372 images/s, loss=0.1489, top1-acc=95.03%, top5-acc=99.92%, remaining_time=0:00:29.861208, arrival_time=2021-04-10 02:26:30.504163, cost_time=0:00:07.656720 2021-04-10 02:26:02,505 INFO : TRAIN, epoch=0100, iter=00050/00196, fetch data time cost=1.35ms, fps=1375 images/s, loss=0.1496, top1-acc=95.04%, top5-acc=99.92%, remaining_time=0:00:27.796940, arrival_time=2021-04-10 02:26:30.302628, cost_time=0:00:09.519480 2021-04-10 02:26:04,385 INFO : TRAIN, epoch=0100, iter=00060/00196, fetch data time cost=1.43ms, fps=1362 images/s, loss=0.1504, top1-acc=95.05%, top5-acc=99.93%, remaining_time=0:00:25.838504, arrival_time=2021-04-10 02:26:30.224065, cost_time=0:00:11.399351 2021-04-10 02:26:06,242 INFO : TRAIN, epoch=0100, iter=00070/00196, fetch data time cost=1.45ms, fps=1379 images/s, loss=0.1516, top1-acc=95.04%, top5-acc=99.92%, remaining_time=0:00:23.861250, arrival_time=2021-04-10 02:26:30.103739, cost_time=0:00:13.256257 2021-04-10 02:26:08,102 INFO : TRAIN, epoch=0100, iter=00080/00196, fetch data time cost=1.50ms, fps=1377 images/s, loss=0.1528, top1-acc=94.96%, top5-acc=99.91%, remaining_time=0:00:21.919128, arrival_time=2021-04-10 02:26:30.021973, cost_time=0:00:15.116661 2021-04-10 02:26:09,972 INFO : TRAIN, epoch=0100, iter=00090/00196, fetch data time cost=1.34ms, fps=1370 images/s, loss=0.1535, top1-acc=94.90%, top5-acc=99.92%, remaining_time=0:00:20.005698, arrival_time=2021-04-10 02:26:29.977843, cost_time=0:00:16.985942 2021-04-10 02:26:11,833 INFO : TRAIN, epoch=0100, iter=00100/00196, fetch data time cost=1.46ms, fps=1376 images/s, loss=0.1536, top1-acc=94.89%, top5-acc=99.92%, remaining_time=0:00:18.092832, arrival_time=2021-04-10 02:26:29.925896, cost_time=0:00:18.846671 2021-04-10 02:26:13,711 INFO : TRAIN, epoch=0100, iter=00110/00196, fetch data time cost=1.62ms, fps=1363 images/s, loss=0.1545, top1-acc=94.85%, top5-acc=99.92%, remaining_time=0:00:16.203690, arrival_time=2021-04-10 02:26:29.915501, cost_time=0:00:20.725629 2021-04-10 02:26:15,595 INFO : TRAIN, epoch=0100, iter=00120/00196, fetch data time cost=1.90ms, fps=1359 images/s, loss=0.1543, top1-acc=94.86%, top5-acc=99.92%, remaining_time=0:00:14.319464, arrival_time=2021-04-10 02:26:29.915336, cost_time=0:00:22.609650 2021-04-10 02:26:17,462 INFO : TRAIN, epoch=0100, iter=00130/00196, fetch data time cost=2.53ms, fps=1372 images/s, loss=0.1554, top1-acc=94.81%, top5-acc=99.92%, remaining_time=0:00:12.426480, arrival_time=2021-04-10 02:26:29.889158, cost_time=0:00:24.476372 2021-04-10 02:26:19,332 INFO : TRAIN, epoch=0100, iter=00140/00196, fetch data time cost=2.03ms, fps=1370 images/s, loss=0.1558, top1-acc=94.80%, top5-acc=99.92%, remaining_time=0:00:10.538528, arrival_time=2021-04-10 02:26:29.871119, cost_time=0:00:26.346342 2021-04-10 02:26:21,200 INFO : TRAIN, epoch=0100, iter=00150/00196, fetch data time cost=2.07ms, fps=1371 images/s, loss=0.1565, top1-acc=94.77%, top5-acc=99.92%, remaining_time=0:00:08.652462, arrival_time=2021-04-10 02:26:29.853217, cost_time=0:00:28.214577 2021-04-10 02:26:23,075 INFO : TRAIN, epoch=0100, iter=00160/00196, fetch data time cost=1.87ms, fps=1366 images/s, loss=0.1562, top1-acc=94.76%, top5-acc=99.92%, remaining_time=0:00:06.770124, arrival_time=2021-04-10 02:26:29.845817, cost_time=0:00:30.089452 2021-04-10 02:26:24,945 INFO : TRAIN, epoch=0100, iter=00170/00196, fetch data time cost=1.52ms, fps=1370 images/s, loss=0.1572, top1-acc=94.72%, top5-acc=99.92%, remaining_time=0:00:04.887844, arrival_time=2021-04-10 02:26:29.833288, cost_time=0:00:31.959040 2021-04-10 02:26:26,802 INFO : TRAIN, epoch=0100, iter=00180/00196, fetch data time cost=1.69ms, fps=1379 images/s, loss=0.1577, top1-acc=94.68%, top5-acc=99.92%, remaining_time=0:00:03.005904, arrival_time=2021-04-10 02:26:29.808496, cost_time=0:00:33.816338 2021-04-10 02:26:28,673 INFO : TRAIN, epoch=0100, iter=00190/00196, fetch data time cost=1.29ms, fps=1369 images/s, loss=0.1581, top1-acc=94.68%, top5-acc=99.92%, remaining_time=0:00:01.126950, arrival_time=2021-04-10 02:26:29.800022, cost_time=0:00:35.686842 2021-04-10 02:26:29,674 INFO : TRAIN, epoch=0100, iter=00196/00196, fetch data time cost=1.34ms, fps=1359 images/s, loss=0.1576, top1-acc=94.69%, top5-acc=99.92%, remaining_time=0:00:00, arrival_time=2021-04-10 02:26:29.674441, cost_time=0:00:36.688306 2021-04-10 02:26:30,168 INFO : EVAL, epoch=0100, iter=00010/00040, fetch data time cost=0.22ms, fps=5202 images/s, loss=0.4375, top1-acc=86.48%, top5-acc=99.69%, remaining_time=0:00:01.476270, arrival_time=2021-04-10 02:26:31.644390, cost_time=0:00:00.492091 2021-04-10 02:26:30,530 INFO : EVAL, epoch=0100, iter=00020/00040, fetch data time cost=0.21ms, fps=7068 images/s, loss=0.4344, top1-acc=86.89%, top5-acc=99.61%, remaining_time=0:00:00.854640, arrival_time=2021-04-10 02:26:31.385338, cost_time=0:00:00.854633 2021-04-10 02:26:30,896 INFO : EVAL, epoch=0100, iter=00030/00040, fetch data time cost=1.88ms, fps=7011 images/s, loss=0.4341, top1-acc=87.02%, top5-acc=99.62%, remaining_time=0:00:00.406750, arrival_time=2021-04-10 02:26:31.303028, cost_time=0:00:01.220239 2021-04-10 02:26:31,235 INFO : EVAL, epoch=0100, iter=00040/00040, fetch data time cost=0.08ms, fps=6839 images/s, loss=0.4298, top1-acc=87.11%, top5-acc=99.61%, remaining_time=0:00:00, arrival_time=2021-04-10 02:26:31.235914, cost_time=0:00:01.559853 2021-04-10 02:26:31,356 INFO : Epoch=0100 complete, best val top1-acc=89.01%, top5-acc=99.68% (epoch=97), remaining_time=1:04:16.034000, arrival_time=2021-04-10 03:30:47.390217, cost_time=1:04:16.034025 2021-04-10 02:26:31,357 INFO : Train start, epoch=0101, lr=0.050000 2021-04-10 02:26:33,396 INFO : TRAIN, epoch=0101, iter=00010/00196, fetch data time cost=1.70ms, fps=1255 images/s, loss=0.1554, top1-acc=94.49%, top5-acc=100.00%, remaining_time=0:00:37.926516, arrival_time=2021-04-10 02:27:11.323028, cost_time=0:00:02.039057 2021-04-10 02:26:35,258 INFO : TRAIN, epoch=0101, iter=00020/00196, fetch data time cost=1.43ms, fps=1376 images/s, loss=0.1557, top1-acc=94.53%, top5-acc=100.00%, remaining_time=0:00:34.325808, arrival_time=2021-04-10 02:27:09.583968, cost_time=0:00:03.900656 2021-04-10 02:26:37,118 INFO : TRAIN, epoch=0101, iter=00030/00196, fetch data time cost=1.51ms, fps=1377 images/s, loss=0.1500, top1-acc=94.71%, top5-acc=100.00%, remaining_time=0:00:31.874656, arrival_time=2021-04-10 02:27:08.992741, cost_time=0:00:05.760489 2021-04-10 02:26:38,991 INFO : TRAIN, epoch=0101, iter=00040/00196, fetch data time cost=2.08ms, fps=1367 images/s, loss=0.1483, top1-acc=94.67%, top5-acc=99.97%, remaining_time=0:00:29.771196, arrival_time=2021-04-10 02:27:08.762332, cost_time=0:00:07.633649 2021-04-10 02:26:40,872 INFO : TRAIN, epoch=0101, iter=00050/00196, fetch data time cost=1.44ms, fps=1361 images/s, loss=0.1510, top1-acc=94.55%, top5-acc=99.97%, remaining_time=0:00:27.782486, arrival_time=2021-04-10 02:27:08.654527, cost_time=0:00:09.514564 2021-04-10 02:26:42,733 INFO : TRAIN, epoch=0101, iter=00060/00196, fetch data time cost=1.58ms, fps=1376 images/s, loss=0.1549, top1-acc=94.49%, top5-acc=99.96%, remaining_time=0:00:25.785056, arrival_time=2021-04-10 02:27:08.518304, cost_time=0:00:11.375785 2021-04-10 02:26:44,591 INFO : TRAIN, epoch=0101, iter=00070/00196, fetch data time cost=1.62ms, fps=1378 images/s, loss=0.1522, top1-acc=94.62%, top5-acc=99.96%, remaining_time=0:00:23.821056, arrival_time=2021-04-10 02:27:08.412561, cost_time=0:00:13.233919 2021-04-10 02:26:46,457 INFO : TRAIN, epoch=0101, iter=00080/00196, fetch data time cost=1.55ms, fps=1373 images/s, loss=0.1521, top1-acc=94.61%, top5-acc=99.96%, remaining_time=0:00:21.894536, arrival_time=2021-04-10 02:27:08.351678, cost_time=0:00:15.099705 2021-04-10 02:26:48,320 INFO : TRAIN, epoch=0101, iter=00090/00196, fetch data time cost=1.60ms, fps=1374 images/s, loss=0.1535, top1-acc=94.59%, top5-acc=99.94%, remaining_time=0:00:19.978456, arrival_time=2021-04-10 02:27:08.298768, cost_time=0:00:16.962825 2021-04-10 02:26:50,174 INFO : TRAIN, epoch=0101, iter=00100/00196, fetch data time cost=1.55ms, fps=1381 images/s, loss=0.1533, top1-acc=94.59%, top5-acc=99.95%, remaining_time=0:00:18.064608, arrival_time=2021-04-10 02:27:08.239384, cost_time=0:00:18.817291 2021-04-10 02:26:52,045 INFO : TRAIN, epoch=0101, iter=00110/00196, fetch data time cost=1.36ms, fps=1369 images/s, loss=0.1543, top1-acc=94.53%, top5-acc=99.94%, remaining_time=0:00:16.174536, arrival_time=2021-04-10 02:27:08.220358, cost_time=0:00:20.688336 2021-04-10 02:26:53,905 INFO : TRAIN, epoch=0101, iter=00120/00196, fetch data time cost=1.66ms, fps=1377 images/s, loss=0.1541, top1-acc=94.55%, top5-acc=99.94%, remaining_time=0:00:14.280400, arrival_time=2021-04-10 02:27:08.185746, cost_time=0:00:22.547942 2021-04-10 02:26:55,772 INFO : TRAIN, epoch=0101, iter=00130/00196, fetch data time cost=1.71ms, fps=1372 images/s, loss=0.1535, top1-acc=94.58%, top5-acc=99.95%, remaining_time=0:00:12.395064, arrival_time=2021-04-10 02:27:08.167033, cost_time=0:00:24.414504 2021-04-10 02:26:57,627 INFO : TRAIN, epoch=0101, iter=00140/00196, fetch data time cost=1.56ms, fps=1380 images/s, loss=0.1525, top1-acc=94.63%, top5-acc=99.94%, remaining_time=0:00:10.508064, arrival_time=2021-04-10 02:27:08.135700, cost_time=0:00:26.270181 2021-04-10 02:26:59,487 INFO : TRAIN, epoch=0101, iter=00150/00196, fetch data time cost=1.77ms, fps=1377 images/s, loss=0.1548, top1-acc=94.57%, top5-acc=99.94%, remaining_time=0:00:08.626334, arrival_time=2021-04-10 02:27:08.113296, cost_time=0:00:28.129409 2021-04-10 02:27:01,348 INFO : TRAIN, epoch=0101, iter=00160/00196, fetch data time cost=1.99ms, fps=1376 images/s, loss=0.1561, top1-acc=94.56%, top5-acc=99.93%, remaining_time=0:00:06.747876, arrival_time=2021-04-10 02:27:08.095936, cost_time=0:00:29.990622 2021-04-10 02:27:03,228 INFO : TRAIN, epoch=0101, iter=00170/00196, fetch data time cost=1.92ms, fps=1362 images/s, loss=0.1560, top1-acc=94.53%, top5-acc=99.92%, remaining_time=0:00:04.874324, arrival_time=2021-04-10 02:27:08.102445, cost_time=0:00:31.870617 2021-04-10 02:27:05,095 INFO : TRAIN, epoch=0101, iter=00180/00196, fetch data time cost=1.89ms, fps=1371 images/s, loss=0.1567, top1-acc=94.51%, top5-acc=99.92%, remaining_time=0:00:02.998960, arrival_time=2021-04-10 02:27:08.094810, cost_time=0:00:33.738370 2021-04-10 02:27:06,987 INFO : TRAIN, epoch=0101, iter=00190/00196, fetch data time cost=1.65ms, fps=1354 images/s, loss=0.1567, top1-acc=94.52%, top5-acc=99.92%, remaining_time=0:00:01.125156, arrival_time=2021-04-10 02:27:08.112755, cost_time=0:00:35.630027 2021-04-10 02:27:07,999 INFO : TRAIN, epoch=0101, iter=00196/00196, fetch data time cost=1.44ms, fps=1345 images/s, loss=0.1576, top1-acc=94.51%, top5-acc=99.92%, remaining_time=0:00:00, arrival_time=2021-04-10 02:27:07.999718, cost_time=0:00:36.642221 2021-04-10 02:27:08,478 INFO : EVAL, epoch=0101, iter=00010/00040, fetch data time cost=0.29ms, fps=5364 images/s, loss=0.3688, top1-acc=88.59%, top5-acc=99.53%, remaining_time=0:00:01.431720, arrival_time=2021-04-10 02:27:09.910290, cost_time=0:00:00.477237 2021-04-10 02:27:08,841 INFO : EVAL, epoch=0101, iter=00020/00040, fetch data time cost=2.11ms, fps=7060 images/s, loss=0.3811, top1-acc=88.12%, top5-acc=99.47%, remaining_time=0:00:00.840220, arrival_time=2021-04-10 02:27:09.682021, cost_time=0:00:00.840218 2021-04-10 02:27:09,204 INFO : EVAL, epoch=0101, iter=00030/00040, fetch data time cost=1.79ms, fps=7071 images/s, loss=0.3896, top1-acc=88.10%, top5-acc=99.41%, remaining_time=0:00:00.401050, arrival_time=2021-04-10 02:27:09.605580, cost_time=0:00:01.203160 2021-04-10 02:27:09,542 INFO : EVAL, epoch=0101, iter=00040/00040, fetch data time cost=0.07ms, fps=6876 images/s, loss=0.3821, top1-acc=88.16%, top5-acc=99.46%, remaining_time=0:00:00, arrival_time=2021-04-10 02:27:09.542405, cost_time=0:00:01.541086 2021-04-10 02:27:09,662 INFO : Epoch=0101 complete, best val top1-acc=89.01%, top5-acc=99.68% (epoch=97), remaining_time=1:03:37.224972, arrival_time=2021-04-10 03:30:46.887842, cost_time=1:04:54.340662 2021-04-10 02:27:09,663 INFO : Train start, epoch=0102, lr=0.049215 2021-04-10 02:27:11,723 INFO : TRAIN, epoch=0102, iter=00010/00196, fetch data time cost=1.72ms, fps=1243 images/s, loss=0.1768, top1-acc=94.06%, top5-acc=99.80%, remaining_time=0:00:38.297400, arrival_time=2021-04-10 02:27:50.020548, cost_time=0:00:02.059002 2021-04-10 02:27:13,579 INFO : TRAIN, epoch=0102, iter=00020/00196, fetch data time cost=1.53ms, fps=1380 images/s, loss=0.1623, top1-acc=94.65%, top5-acc=99.80%, remaining_time=0:00:34.452352, arrival_time=2021-04-10 02:27:48.031449, cost_time=0:00:03.915040 2021-04-10 02:27:15,442 INFO : TRAIN, epoch=0102, iter=00030/00196, fetch data time cost=1.52ms, fps=1374 images/s, loss=0.1585, top1-acc=94.62%, top5-acc=99.87%, remaining_time=0:00:31.975584, arrival_time=2021-04-10 02:27:47.418437, cost_time=0:00:05.778718 2021-04-10 02:27:17,307 INFO : TRAIN, epoch=0102, iter=00040/00196, fetch data time cost=1.73ms, fps=1373 images/s, loss=0.1602, top1-acc=94.63%, top5-acc=99.88%, remaining_time=0:00:29.810664, arrival_time=2021-04-10 02:27:47.118545, cost_time=0:00:07.643757 2021-04-10 02:27:19,175 INFO : TRAIN, epoch=0102, iter=00050/00196, fetch data time cost=1.95ms, fps=1371 images/s, loss=0.1616, top1-acc=94.63%, top5-acc=99.90%, remaining_time=0:00:27.772120, arrival_time=2021-04-10 02:27:46.947229, cost_time=0:00:09.510991 2021-04-10 02:27:21,054 INFO : TRAIN, epoch=0102, iter=00060/00196, fetch data time cost=2.00ms, fps=1363 images/s, loss=0.1593, top1-acc=94.71%, top5-acc=99.91%, remaining_time=0:00:25.817424, arrival_time=2021-04-10 02:27:46.871597, cost_time=0:00:11.390037 2021-04-10 02:27:22,918 INFO : TRAIN, epoch=0102, iter=00070/00196, fetch data time cost=1.76ms, fps=1373 images/s, loss=0.1575, top1-acc=94.76%, top5-acc=99.92%, remaining_time=0:00:23.858352, arrival_time=2021-04-10 02:27:46.777128, cost_time=0:00:13.254654 2021-04-10 02:27:24,796 INFO : TRAIN, epoch=0102, iter=00080/00196, fetch data time cost=1.38ms, fps=1364 images/s, loss=0.1547, top1-acc=94.93%, top5-acc=99.91%, remaining_time=0:00:21.941516, arrival_time=2021-04-10 02:27:46.737683, cost_time=0:00:15.132048 2021-04-10 02:27:26,660 INFO : TRAIN, epoch=0102, iter=00090/00196, fetch data time cost=1.50ms, fps=1374 images/s, loss=0.1554, top1-acc=94.86%, top5-acc=99.91%, remaining_time=0:00:20.017676, arrival_time=2021-04-10 02:27:46.677936, cost_time=0:00:16.996167 2021-04-10 02:27:28,523 INFO : TRAIN, epoch=0102, iter=00100/00196, fetch data time cost=1.72ms, fps=1374 images/s, loss=0.1543, top1-acc=94.90%, top5-acc=99.91%, remaining_time=0:00:18.105216, arrival_time=2021-04-10 02:27:46.628902, cost_time=0:00:18.859632 2021-04-10 02:27:30,388 INFO : TRAIN, epoch=0102, iter=00110/00196, fetch data time cost=2.22ms, fps=1373 images/s, loss=0.1561, top1-acc=94.83%, top5-acc=99.90%, remaining_time=0:00:16.202916, arrival_time=2021-04-10 02:27:46.591677, cost_time=0:00:20.724638 2021-04-10 02:27:32,247 INFO : TRAIN, epoch=0102, iter=00120/00196, fetch data time cost=1.61ms, fps=1378 images/s, loss=0.1566, top1-acc=94.81%, top5-acc=99.90%, remaining_time=0:00:14.302972, arrival_time=2021-04-10 02:27:46.550680, cost_time=0:00:22.583592 2021-04-10 02:27:34,116 INFO : TRAIN, epoch=0102, iter=00130/00196, fetch data time cost=1.48ms, fps=1371 images/s, loss=0.1574, top1-acc=94.78%, top5-acc=99.90%, remaining_time=0:00:12.414072, arrival_time=2021-04-10 02:27:46.530071, cost_time=0:00:24.451949 2021-04-10 02:27:35,984 INFO : TRAIN, epoch=0102, iter=00140/00196, fetch data time cost=1.68ms, fps=1370 images/s, loss=0.1574, top1-acc=94.75%, top5-acc=99.91%, remaining_time=0:00:10.528224, arrival_time=2021-04-10 02:27:46.512929, cost_time=0:00:26.320511 2021-04-10 02:27:37,843 INFO : TRAIN, epoch=0102, iter=00150/00196, fetch data time cost=1.42ms, fps=1378 images/s, loss=0.1584, top1-acc=94.68%, top5-acc=99.92%, remaining_time=0:00:08.641652, arrival_time=2021-04-10 02:27:46.485185, cost_time=0:00:28.179374 2021-04-10 02:27:39,704 INFO : TRAIN, epoch=0102, iter=00160/00196, fetch data time cost=1.52ms, fps=1377 images/s, loss=0.1584, top1-acc=94.66%, top5-acc=99.92%, remaining_time=0:00:06.758964, arrival_time=2021-04-10 02:27:46.462986, cost_time=0:00:30.039913 2021-04-10 02:27:41,560 INFO : TRAIN, epoch=0102, iter=00170/00196, fetch data time cost=1.55ms, fps=1379 images/s, loss=0.1587, top1-acc=94.65%, top5-acc=99.91%, remaining_time=0:00:04.878328, arrival_time=2021-04-10 02:27:46.439139, cost_time=0:00:31.896756 2021-04-10 02:27:43,434 INFO : TRAIN, epoch=0102, iter=00180/00196, fetch data time cost=1.58ms, fps=1366 images/s, loss=0.1582, top1-acc=94.66%, top5-acc=99.92%, remaining_time=0:00:03.001824, arrival_time=2021-04-10 02:27:46.436629, cost_time=0:00:33.770575 2021-04-10 02:27:45,310 INFO : TRAIN, epoch=0102, iter=00190/00196, fetch data time cost=1.79ms, fps=1365 images/s, loss=0.1591, top1-acc=94.61%, top5-acc=99.91%, remaining_time=0:00:01.125672, arrival_time=2021-04-10 02:27:46.436107, cost_time=0:00:35.646367 2021-04-10 02:27:46,313 INFO : TRAIN, epoch=0102, iter=00196/00196, fetch data time cost=1.25ms, fps=1356 images/s, loss=0.1595, top1-acc=94.58%, top5-acc=99.91%, remaining_time=0:00:00, arrival_time=2021-04-10 02:27:46.313512, cost_time=0:00:36.649466 2021-04-10 02:27:46,810 INFO : EVAL, epoch=0102, iter=00010/00040, fetch data time cost=0.40ms, fps=5167 images/s, loss=0.3478, top1-acc=89.41%, top5-acc=99.37%, remaining_time=0:00:01.486230, arrival_time=2021-04-10 02:27:48.296860, cost_time=0:00:00.495406 2021-04-10 02:27:47,182 INFO : EVAL, epoch=0102, iter=00020/00040, fetch data time cost=2.46ms, fps=6903 images/s, loss=0.3579, top1-acc=89.16%, top5-acc=99.32%, remaining_time=0:00:00.866800, arrival_time=2021-04-10 02:27:48.048819, cost_time=0:00:00.866807 2021-04-10 02:27:47,553 INFO : EVAL, epoch=0102, iter=00030/00040, fetch data time cost=2.18ms, fps=6898 images/s, loss=0.3532, top1-acc=89.09%, top5-acc=99.43%, remaining_time=0:00:00.412810, arrival_time=2021-04-10 02:27:47.966417, cost_time=0:00:01.238436 2021-04-10 02:27:47,901 INFO : EVAL, epoch=0102, iter=00040/00040, fetch data time cost=0.12ms, fps=6673 images/s, loss=0.3436, top1-acc=89.15%, top5-acc=99.43%, remaining_time=0:00:00, arrival_time=2021-04-10 02:27:47.901656, cost_time=0:00:01.586461 2021-04-10 02:27:48,079 INFO : Epoch=0102 complete, best val top1-acc=89.15%, top5-acc=99.43% (epoch=102), remaining_time=1:02:58.531904, arrival_time=2021-04-10 03:30:46.611779, cost_time=1:05:32.757664 2021-04-10 02:27:48,080 INFO : Train start, epoch=0103, lr=0.048429 2021-04-10 02:27:50,205 INFO : TRAIN, epoch=0103, iter=00010/00196, fetch data time cost=1.65ms, fps=1205 images/s, loss=0.1435, top1-acc=94.92%, top5-acc=99.96%, remaining_time=0:00:39.505470, arrival_time=2021-04-10 02:28:29.710440, cost_time=0:00:02.123952 2021-04-10 02:27:52,077 INFO : TRAIN, epoch=0103, iter=00020/00196, fetch data time cost=2.54ms, fps=1368 images/s, loss=0.1336, top1-acc=95.39%, top5-acc=99.98%, remaining_time=0:00:35.164272, arrival_time=2021-04-10 02:28:27.241255, cost_time=0:00:03.995949 2021-04-10 02:27:53,958 INFO : TRAIN, epoch=0103, iter=00030/00196, fetch data time cost=1.61ms, fps=1361 images/s, loss=0.1355, top1-acc=95.23%, top5-acc=99.97%, remaining_time=0:00:32.518404, arrival_time=2021-04-10 02:28:26.476389, cost_time=0:00:05.876809 2021-04-10 02:27:55,826 INFO : TRAIN, epoch=0103, iter=00040/00196, fetch data time cost=1.42ms, fps=1371 images/s, loss=0.1349, top1-acc=95.20%, top5-acc=99.96%, remaining_time=0:00:30.207840, arrival_time=2021-04-10 02:28:26.034435, cost_time=0:00:07.745580 2021-04-10 02:27:57,691 INFO : TRAIN, epoch=0103, iter=00050/00196, fetch data time cost=1.53ms, fps=1373 images/s, loss=0.1372, top1-acc=95.07%, top5-acc=99.97%, remaining_time=0:00:28.063098, arrival_time=2021-04-10 02:28:25.754732, cost_time=0:00:09.610633 2021-04-10 02:27:59,554 INFO : TRAIN, epoch=0103, iter=00060/00196, fetch data time cost=1.71ms, fps=1374 images/s, loss=0.1382, top1-acc=95.02%, top5-acc=99.97%, remaining_time=0:00:26.007144, arrival_time=2021-04-10 02:28:25.561987, cost_time=0:00:11.473725 2021-04-10 02:28:01,421 INFO : TRAIN, epoch=0103, iter=00070/00196, fetch data time cost=1.57ms, fps=1372 images/s, loss=0.1401, top1-acc=94.94%, top5-acc=99.98%, remaining_time=0:00:24.011946, arrival_time=2021-04-10 02:28:25.433042, cost_time=0:00:13.339990 2021-04-10 02:28:03,284 INFO : TRAIN, epoch=0103, iter=00080/00196, fetch data time cost=1.41ms, fps=1374 images/s, loss=0.1408, top1-acc=94.97%, top5-acc=99.98%, remaining_time=0:00:22.045220, arrival_time=2021-04-10 02:28:25.329894, cost_time=0:00:15.203562 2021-04-10 02:28:05,143 INFO : TRAIN, epoch=0103, iter=00090/00196, fetch data time cost=1.35ms, fps=1377 images/s, loss=0.1402, top1-acc=95.03%, top5-acc=99.97%, remaining_time=0:00:20.096222, arrival_time=2021-04-10 02:28:25.240123, cost_time=0:00:17.062799 2021-04-10 02:28:07,006 INFO : TRAIN, epoch=0103, iter=00100/00196, fetch data time cost=1.44ms, fps=1375 images/s, loss=0.1406, top1-acc=95.08%, top5-acc=99.97%, remaining_time=0:00:18.168192, arrival_time=2021-04-10 02:28:25.174524, cost_time=0:00:18.925225 2021-04-10 02:28:08,869 INFO : TRAIN, epoch=0103, iter=00110/00196, fetch data time cost=1.54ms, fps=1375 images/s, loss=0.1405, top1-acc=95.09%, top5-acc=99.97%, remaining_time=0:00:16.252280, arrival_time=2021-04-10 02:28:25.121222, cost_time=0:00:20.787847 2021-04-10 02:28:10,740 INFO : TRAIN, epoch=0103, iter=00120/00196, fetch data time cost=2.12ms, fps=1368 images/s, loss=0.1419, top1-acc=95.05%, top5-acc=99.97%, remaining_time=0:00:14.351004, arrival_time=2021-04-10 02:28:25.091589, cost_time=0:00:22.659538 2021-04-10 02:28:12,601 INFO : TRAIN, epoch=0103, iter=00130/00196, fetch data time cost=1.67ms, fps=1376 images/s, loss=0.1433, top1-acc=95.01%, top5-acc=99.96%, remaining_time=0:00:12.448788, arrival_time=2021-04-10 02:28:25.050217, cost_time=0:00:24.520326 2021-04-10 02:28:14,460 INFO : TRAIN, epoch=0103, iter=00140/00196, fetch data time cost=1.34ms, fps=1377 images/s, loss=0.1451, top1-acc=94.96%, top5-acc=99.96%, remaining_time=0:00:10.551856, arrival_time=2021-04-10 02:28:25.012454, cost_time=0:00:26.379581 2021-04-10 02:28:16,331 INFO : TRAIN, epoch=0103, iter=00150/00196, fetch data time cost=1.83ms, fps=1369 images/s, loss=0.1457, top1-acc=94.95%, top5-acc=99.96%, remaining_time=0:00:08.663410, arrival_time=2021-04-10 02:28:24.994743, cost_time=0:00:28.250230 2021-04-10 02:28:18,183 INFO : TRAIN, epoch=0103, iter=00160/00196, fetch data time cost=1.43ms, fps=1383 images/s, loss=0.1457, top1-acc=94.97%, top5-acc=99.96%, remaining_time=0:00:06.773004, arrival_time=2021-04-10 02:28:24.956245, cost_time=0:00:30.102222 2021-04-10 02:28:20,049 INFO : TRAIN, epoch=0103, iter=00170/00196, fetch data time cost=1.36ms, fps=1372 images/s, loss=0.1471, top1-acc=94.90%, top5-acc=99.96%, remaining_time=0:00:04.889222, arrival_time=2021-04-10 02:28:24.938219, cost_time=0:00:31.967911 2021-04-10 02:28:21,910 INFO : TRAIN, epoch=0103, iter=00180/00196, fetch data time cost=1.49ms, fps=1376 images/s, loss=0.1489, top1-acc=94.84%, top5-acc=99.96%, remaining_time=0:00:03.007056, arrival_time=2021-04-10 02:28:24.917496, cost_time=0:00:33.829360 2021-04-10 02:28:23,775 INFO : TRAIN, epoch=0103, iter=00190/00196, fetch data time cost=1.28ms, fps=1373 images/s, loss=0.1505, top1-acc=94.78%, top5-acc=99.95%, remaining_time=0:00:01.127190, arrival_time=2021-04-10 02:28:24.902559, cost_time=0:00:35.694372 2021-04-10 02:28:24,782 INFO : TRAIN, epoch=0103, iter=00196/00196, fetch data time cost=1.27ms, fps=1351 images/s, loss=0.1513, top1-acc=94.76%, top5-acc=99.96%, remaining_time=0:00:00, arrival_time=2021-04-10 02:28:24.782330, cost_time=0:00:36.701256 2021-04-10 02:28:25,236 INFO : EVAL, epoch=0103, iter=00010/00040, fetch data time cost=1.76ms, fps=5656 images/s, loss=0.4157, top1-acc=87.93%, top5-acc=99.26%, remaining_time=0:00:01.357710, arrival_time=2021-04-10 02:28:26.594422, cost_time=0:00:00.452573 2021-04-10 02:28:25,600 INFO : EVAL, epoch=0103, iter=00020/00040, fetch data time cost=2.10ms, fps=7050 images/s, loss=0.4311, top1-acc=87.70%, top5-acc=99.22%, remaining_time=0:00:00.816360, arrival_time=2021-04-10 02:28:26.416782, cost_time=0:00:00.816364 2021-04-10 02:28:25,961 INFO : EVAL, epoch=0103, iter=00030/00040, fetch data time cost=1.38ms, fps=7102 images/s, loss=0.4206, top1-acc=87.80%, top5-acc=99.31%, remaining_time=0:00:00.392420, arrival_time=2021-04-10 02:28:26.353706, cost_time=0:00:01.177260 2021-04-10 02:28:26,299 INFO : EVAL, epoch=0103, iter=00040/00040, fetch data time cost=0.08ms, fps=6871 images/s, loss=0.4307, top1-acc=87.75%, top5-acc=99.31%, remaining_time=0:00:00, arrival_time=2021-04-10 02:28:26.299321, cost_time=0:00:01.515222 2021-04-10 02:28:26,373 INFO : Epoch=0103 complete, best val top1-acc=89.15%, top5-acc=99.43% (epoch=102), remaining_time=1:02:19.727815, arrival_time=2021-04-10 03:30:46.101154, cost_time=1:06:11.051139 2021-04-10 02:28:26,374 INFO : Train start, epoch=0104, lr=0.047645 2021-04-10 02:28:28,447 INFO : TRAIN, epoch=0104, iter=00010/00196, fetch data time cost=0.28ms, fps=1235 images/s, loss=0.1735, top1-acc=94.22%, top5-acc=99.88%, remaining_time=0:00:38.554824, arrival_time=2021-04-10 02:29:07.002205, cost_time=0:00:02.072838 2021-04-10 02:28:30,310 INFO : TRAIN, epoch=0104, iter=00020/00196, fetch data time cost=2.11ms, fps=1375 images/s, loss=0.1659, top1-acc=94.37%, top5-acc=99.90%, remaining_time=0:00:34.632928, arrival_time=2021-04-10 02:29:04.943017, cost_time=0:00:03.935564 2021-04-10 02:28:32,179 INFO : TRAIN, epoch=0104, iter=00030/00196, fetch data time cost=1.51ms, fps=1370 images/s, loss=0.1629, top1-acc=94.47%, top5-acc=99.87%, remaining_time=0:00:32.118842, arrival_time=2021-04-10 02:29:04.298055, cost_time=0:00:05.804611 2021-04-10 02:28:34,047 INFO : TRAIN, epoch=0104, iter=00040/00196, fetch data time cost=1.43ms, fps=1371 images/s, loss=0.1579, top1-acc=94.70%, top5-acc=99.87%, remaining_time=0:00:29.924856, arrival_time=2021-04-10 02:29:03.972435, cost_time=0:00:07.673037 2021-04-10 02:28:35,938 INFO : TRAIN, epoch=0104, iter=00050/00196, fetch data time cost=1.73ms, fps=1355 images/s, loss=0.1564, top1-acc=94.74%, top5-acc=99.87%, remaining_time=0:00:27.924836, arrival_time=2021-04-10 02:29:03.862734, cost_time=0:00:09.563277 2021-04-10 02:28:37,829 INFO : TRAIN, epoch=0104, iter=00060/00196, fetch data time cost=2.11ms, fps=1354 images/s, loss=0.1560, top1-acc=94.76%, top5-acc=99.87%, remaining_time=0:00:25.963760, arrival_time=2021-04-10 02:29:03.792889, cost_time=0:00:11.454618 2021-04-10 02:28:39,719 INFO : TRAIN, epoch=0104, iter=00070/00196, fetch data time cost=1.49ms, fps=1354 images/s, loss=0.1548, top1-acc=94.82%, top5-acc=99.87%, remaining_time=0:00:24.021396, arrival_time=2021-04-10 02:29:03.741144, cost_time=0:00:13.345254 2021-04-10 02:28:41,587 INFO : TRAIN, epoch=0104, iter=00080/00196, fetch data time cost=1.91ms, fps=1371 images/s, loss=0.1517, top1-acc=94.96%, top5-acc=99.88%, remaining_time=0:00:22.058792, arrival_time=2021-04-10 02:29:03.646317, cost_time=0:00:15.212945 2021-04-10 02:28:43,455 INFO : TRAIN, epoch=0104, iter=00090/00196, fetch data time cost=1.58ms, fps=1371 images/s, loss=0.1510, top1-acc=95.00%, top5-acc=99.89%, remaining_time=0:00:20.117422, arrival_time=2021-04-10 02:29:03.572677, cost_time=0:00:17.080800 2021-04-10 02:28:45,310 INFO : TRAIN, epoch=0104, iter=00100/00196, fetch data time cost=1.65ms, fps=1381 images/s, loss=0.1499, top1-acc=95.02%, top5-acc=99.89%, remaining_time=0:00:18.178080, arrival_time=2021-04-10 02:29:03.488129, cost_time=0:00:18.935482 2021-04-10 02:28:47,167 INFO : TRAIN, epoch=0104, iter=00110/00196, fetch data time cost=1.43ms, fps=1379 images/s, loss=0.1505, top1-acc=94.98%, top5-acc=99.90%, remaining_time=0:00:16.256494, arrival_time=2021-04-10 02:29:03.424147, cost_time=0:00:20.793194 2021-04-10 02:28:49,020 INFO : TRAIN, epoch=0104, iter=00120/00196, fetch data time cost=1.44ms, fps=1382 images/s, loss=0.1524, top1-acc=94.90%, top5-acc=99.89%, remaining_time=0:00:14.342644, arrival_time=2021-04-10 02:29:03.363529, cost_time=0:00:22.646324 2021-04-10 02:28:50,884 INFO : TRAIN, epoch=0104, iter=00130/00196, fetch data time cost=4.11ms, fps=1374 images/s, loss=0.1521, top1-acc=94.91%, top5-acc=99.89%, remaining_time=0:00:12.443376, arrival_time=2021-04-10 02:29:03.327487, cost_time=0:00:24.509639 2021-04-10 02:28:52,753 INFO : TRAIN, epoch=0104, iter=00140/00196, fetch data time cost=2.06ms, fps=1370 images/s, loss=0.1524, top1-acc=94.85%, top5-acc=99.90%, remaining_time=0:00:10.551520, arrival_time=2021-04-10 02:29:03.304792, cost_time=0:00:26.378764 2021-04-10 02:28:54,619 INFO : TRAIN, epoch=0104, iter=00150/00196, fetch data time cost=1.51ms, fps=1372 images/s, loss=0.1523, top1-acc=94.82%, top5-acc=99.90%, remaining_time=0:00:08.661846, arrival_time=2021-04-10 02:29:03.281661, cost_time=0:00:28.245210 2021-04-10 02:28:56,492 INFO : TRAIN, epoch=0104, iter=00160/00196, fetch data time cost=1.42ms, fps=1368 images/s, loss=0.1516, top1-acc=94.84%, top5-acc=99.91%, remaining_time=0:00:06.776424, arrival_time=2021-04-10 02:29:03.268415, cost_time=0:00:30.117519 2021-04-10 02:28:58,352 INFO : TRAIN, epoch=0104, iter=00170/00196, fetch data time cost=1.42ms, fps=1376 images/s, loss=0.1534, top1-acc=94.76%, top5-acc=99.91%, remaining_time=0:00:04.890782, arrival_time=2021-04-10 02:29:03.243517, cost_time=0:00:31.978251 2021-04-10 02:29:00,221 INFO : TRAIN, epoch=0104, iter=00180/00196, fetch data time cost=2.56ms, fps=1370 images/s, loss=0.1550, top1-acc=94.69%, top5-acc=99.91%, remaining_time=0:00:03.008608, arrival_time=2021-04-10 02:29:03.229909, cost_time=0:00:33.846774 2021-04-10 02:29:02,091 INFO : TRAIN, epoch=0104, iter=00190/00196, fetch data time cost=1.72ms, fps=1369 images/s, loss=0.1554, top1-acc=94.70%, top5-acc=99.91%, remaining_time=0:00:01.127910, arrival_time=2021-04-10 02:29:03.219526, cost_time=0:00:35.717156 2021-04-10 02:29:03,094 INFO : TRAIN, epoch=0104, iter=00196/00196, fetch data time cost=1.36ms, fps=1356 images/s, loss=0.1568, top1-acc=94.66%, top5-acc=99.91%, remaining_time=0:00:00, arrival_time=2021-04-10 02:29:03.094831, cost_time=0:00:36.720378 2021-04-10 02:29:03,542 INFO : EVAL, epoch=0104, iter=00010/00040, fetch data time cost=1.67ms, fps=5736 images/s, loss=0.3788, top1-acc=88.71%, top5-acc=99.45%, remaining_time=0:00:01.338750, arrival_time=2021-04-10 02:29:04.881405, cost_time=0:00:00.446246 2021-04-10 02:29:03,908 INFO : EVAL, epoch=0104, iter=00020/00040, fetch data time cost=1.87ms, fps=7014 images/s, loss=0.4019, top1-acc=88.11%, top5-acc=99.41%, remaining_time=0:00:00.811760, arrival_time=2021-04-10 02:29:04.719899, cost_time=0:00:00.811753 2021-04-10 02:29:04,272 INFO : EVAL, epoch=0104, iter=00030/00040, fetch data time cost=1.46ms, fps=7031 images/s, loss=0.3960, top1-acc=88.26%, top5-acc=99.45%, remaining_time=0:00:00.392110, arrival_time=2021-04-10 02:29:04.664786, cost_time=0:00:01.176324 2021-04-10 02:29:04,607 INFO : EVAL, epoch=0104, iter=00040/00040, fetch data time cost=0.06ms, fps=6946 images/s, loss=0.3943, top1-acc=88.11%, top5-acc=99.50%, remaining_time=0:00:00, arrival_time=2021-04-10 02:29:04.607013, cost_time=0:00:01.510688 2021-04-10 02:29:04,699 INFO : Epoch=0104 complete, best val top1-acc=89.15%, top5-acc=99.43% (epoch=102), remaining_time=1:01:40.963872, arrival_time=2021-04-10 03:30:45.663660, cost_time=1:06:49.377557 2021-04-10 02:29:04,701 INFO : Train start, epoch=0105, lr=0.046860 2021-04-10 02:29:06,765 INFO : TRAIN, epoch=0105, iter=00010/00196, fetch data time cost=1.32ms, fps=1240 images/s, loss=0.1418, top1-acc=94.96%, top5-acc=99.92%, remaining_time=0:00:38.384448, arrival_time=2021-04-10 02:29:45.149640, cost_time=0:00:02.063682 2021-04-10 02:29:08,621 INFO : TRAIN, epoch=0105, iter=00020/00196, fetch data time cost=1.47ms, fps=1380 images/s, loss=0.1450, top1-acc=94.88%, top5-acc=99.94%, remaining_time=0:00:34.494592, arrival_time=2021-04-10 02:29:43.115887, cost_time=0:00:03.919842 2021-04-10 02:29:10,480 INFO : TRAIN, epoch=0105, iter=00030/00196, fetch data time cost=1.50ms, fps=1377 images/s, loss=0.1468, top1-acc=94.95%, top5-acc=99.93%, remaining_time=0:00:31.976414, arrival_time=2021-04-10 02:29:42.456737, cost_time=0:00:05.778871 2021-04-10 02:29:12,342 INFO : TRAIN, epoch=0105, iter=00040/00196, fetch data time cost=1.48ms, fps=1376 images/s, loss=0.1433, top1-acc=95.03%, top5-acc=99.94%, remaining_time=0:00:29.797092, arrival_time=2021-04-10 02:29:42.139021, cost_time=0:00:07.640293 2021-04-10 02:29:14,213 INFO : TRAIN, epoch=0105, iter=00050/00196, fetch data time cost=1.59ms, fps=1369 images/s, loss=0.1427, top1-acc=95.08%, top5-acc=99.94%, remaining_time=0:00:27.773434, arrival_time=2021-04-10 02:29:41.986457, cost_time=0:00:09.511456 2021-04-10 02:29:16,101 INFO : TRAIN, epoch=0105, iter=00060/00196, fetch data time cost=2.12ms, fps=1357 images/s, loss=0.1421, top1-acc=95.05%, top5-acc=99.95%, remaining_time=0:00:25.839320, arrival_time=2021-04-10 02:29:41.940565, cost_time=0:00:11.399711 2021-04-10 02:29:17,965 INFO : TRAIN, epoch=0105, iter=00070/00196, fetch data time cost=2.05ms, fps=1374 images/s, loss=0.1427, top1-acc=95.06%, top5-acc=99.92%, remaining_time=0:00:23.873976, arrival_time=2021-04-10 02:29:41.838937, cost_time=0:00:13.263341 2021-04-10 02:29:19,830 INFO : TRAIN, epoch=0105, iter=00080/00196, fetch data time cost=1.40ms, fps=1373 images/s, loss=0.1430, top1-acc=95.08%, top5-acc=99.93%, remaining_time=0:00:21.936876, arrival_time=2021-04-10 02:29:41.767311, cost_time=0:00:15.128891 2021-04-10 02:29:21,684 INFO : TRAIN, epoch=0105, iter=00090/00196, fetch data time cost=1.59ms, fps=1382 images/s, loss=0.1429, top1-acc=95.07%, top5-acc=99.93%, remaining_time=0:00:20.001564, arrival_time=2021-04-10 02:29:41.685538, cost_time=0:00:16.982436 2021-04-10 02:29:23,552 INFO : TRAIN, epoch=0105, iter=00100/00196, fetch data time cost=1.60ms, fps=1370 images/s, loss=0.1436, top1-acc=95.02%, top5-acc=99.94%, remaining_time=0:00:18.097248, arrival_time=2021-04-10 02:29:41.650112, cost_time=0:00:18.851315 2021-04-10 02:29:25,431 INFO : TRAIN, epoch=0105, iter=00110/00196, fetch data time cost=2.27ms, fps=1364 images/s, loss=0.1428, top1-acc=95.06%, top5-acc=99.94%, remaining_time=0:00:16.206614, arrival_time=2021-04-10 02:29:41.637677, cost_time=0:00:20.729399 2021-04-10 02:29:27,303 INFO : TRAIN, epoch=0105, iter=00120/00196, fetch data time cost=1.42ms, fps=1367 images/s, loss=0.1424, top1-acc=95.06%, top5-acc=99.94%, remaining_time=0:00:14.314904, arrival_time=2021-04-10 02:29:41.618783, cost_time=0:00:22.602425 2021-04-10 02:29:29,181 INFO : TRAIN, epoch=0105, iter=00130/00196, fetch data time cost=1.57ms, fps=1364 images/s, loss=0.1437, top1-acc=95.01%, top5-acc=99.94%, remaining_time=0:00:12.428130, arrival_time=2021-04-10 02:29:41.609309, cost_time=0:00:24.479620 2021-04-10 02:29:31,036 INFO : TRAIN, epoch=0105, iter=00140/00196, fetch data time cost=1.54ms, fps=1380 images/s, loss=0.1449, top1-acc=94.99%, top5-acc=99.93%, remaining_time=0:00:10.534160, arrival_time=2021-04-10 02:29:41.570979, cost_time=0:00:26.335367 2021-04-10 02:29:32,899 INFO : TRAIN, epoch=0105, iter=00150/00196, fetch data time cost=1.67ms, fps=1375 images/s, loss=0.1455, top1-acc=95.02%, top5-acc=99.93%, remaining_time=0:00:08.647264, arrival_time=2021-04-10 02:29:41.546436, cost_time=0:00:28.197653 2021-04-10 02:29:34,755 INFO : TRAIN, epoch=0105, iter=00160/00196, fetch data time cost=1.60ms, fps=1380 images/s, loss=0.1450, top1-acc=95.00%, top5-acc=99.94%, remaining_time=0:00:06.762132, arrival_time=2021-04-10 02:29:41.517478, cost_time=0:00:30.053873 2021-04-10 02:29:36,615 INFO : TRAIN, epoch=0105, iter=00170/00196, fetch data time cost=1.97ms, fps=1377 images/s, loss=0.1446, top1-acc=95.03%, top5-acc=99.94%, remaining_time=0:00:04.880928, arrival_time=2021-04-10 02:29:41.496244, cost_time=0:00:31.913793 2021-04-10 02:29:38,487 INFO : TRAIN, epoch=0105, iter=00180/00196, fetch data time cost=1.49ms, fps=1368 images/s, loss=0.1455, top1-acc=94.98%, top5-acc=99.94%, remaining_time=0:00:03.003168, arrival_time=2021-04-10 02:29:41.490352, cost_time=0:00:33.785647 2021-04-10 02:29:40,350 INFO : TRAIN, epoch=0105, iter=00190/00196, fetch data time cost=1.46ms, fps=1375 images/s, loss=0.1461, top1-acc=94.96%, top5-acc=99.94%, remaining_time=0:00:01.125744, arrival_time=2021-04-10 02:29:41.475701, cost_time=0:00:35.648499 2021-04-10 02:29:41,364 INFO : TRAIN, epoch=0105, iter=00196/00196, fetch data time cost=1.51ms, fps=1342 images/s, loss=0.1465, top1-acc=94.93%, top5-acc=99.94%, remaining_time=0:00:00, arrival_time=2021-04-10 02:29:41.364101, cost_time=0:00:36.662654 2021-04-10 02:29:41,849 INFO : EVAL, epoch=0105, iter=00010/00040, fetch data time cost=0.22ms, fps=5291 images/s, loss=0.5308, top1-acc=85.16%, top5-acc=99.30%, remaining_time=0:00:01.451460, arrival_time=2021-04-10 02:29:43.300945, cost_time=0:00:00.483817 2021-04-10 02:29:42,207 INFO : EVAL, epoch=0105, iter=00020/00040, fetch data time cost=1.49ms, fps=7154 images/s, loss=0.5145, top1-acc=85.00%, top5-acc=99.37%, remaining_time=0:00:00.842020, arrival_time=2021-04-10 02:29:43.049847, cost_time=0:00:00.842021 2021-04-10 02:29:42,572 INFO : EVAL, epoch=0105, iter=00030/00040, fetch data time cost=1.38ms, fps=7038 images/s, loss=0.5037, top1-acc=85.22%, top5-acc=99.35%, remaining_time=0:00:00.402160, arrival_time=2021-04-10 02:29:42.974297, cost_time=0:00:01.206474 2021-04-10 02:29:42,907 INFO : EVAL, epoch=0105, iter=00040/00040, fetch data time cost=0.06ms, fps=6921 images/s, loss=0.5009, top1-acc=85.19%, top5-acc=99.34%, remaining_time=0:00:00, arrival_time=2021-04-10 02:29:42.907729, cost_time=0:00:01.542081 2021-04-10 02:29:42,976 INFO : Epoch=0105 complete, best val top1-acc=89.15%, top5-acc=99.43% (epoch=102), remaining_time=1:01:02.163075, arrival_time=2021-04-10 03:30:45.139180, cost_time=1:07:27.653898 2021-04-10 02:29:42,977 INFO : Train start, epoch=0106, lr=0.046077 2021-04-10 02:29:45,049 INFO : TRAIN, epoch=0106, iter=00010/00196, fetch data time cost=1.87ms, fps=1235 images/s, loss=0.1443, top1-acc=94.96%, top5-acc=99.96%, remaining_time=0:00:38.539758, arrival_time=2021-04-10 02:30:23.589145, cost_time=0:00:02.072029 2021-04-10 02:29:46,918 INFO : TRAIN, epoch=0106, iter=00020/00196, fetch data time cost=1.64ms, fps=1370 images/s, loss=0.1539, top1-acc=94.92%, top5-acc=99.98%, remaining_time=0:00:34.681504, arrival_time=2021-04-10 02:30:21.599942, cost_time=0:00:03.941078 2021-04-10 02:29:48,793 INFO : TRAIN, epoch=0106, iter=00030/00196, fetch data time cost=1.88ms, fps=1366 images/s, loss=0.1528, top1-acc=94.83%, top5-acc=99.96%, remaining_time=0:00:32.183084, arrival_time=2021-04-10 02:30:20.976656, cost_time=0:00:05.816228 2021-04-10 02:29:50,660 INFO : TRAIN, epoch=0106, iter=00040/00196, fetch data time cost=1.39ms, fps=1372 images/s, loss=0.1511, top1-acc=94.83%, top5-acc=99.94%, remaining_time=0:00:29.963544, arrival_time=2021-04-10 02:30:20.623956, cost_time=0:00:07.682974 2021-04-10 02:29:52,532 INFO : TRAIN, epoch=0106, iter=00050/00196, fetch data time cost=2.39ms, fps=1368 images/s, loss=0.1491, top1-acc=94.92%, top5-acc=99.95%, remaining_time=0:00:27.901476, arrival_time=2021-04-10 02:30:20.434238, cost_time=0:00:09.555300 2021-04-10 02:29:54,397 INFO : TRAIN, epoch=0106, iter=00060/00196, fetch data time cost=2.17ms, fps=1374 images/s, loss=0.1458, top1-acc=95.01%, top5-acc=99.95%, remaining_time=0:00:25.885288, arrival_time=2021-04-10 02:30:20.282624, cost_time=0:00:11.420008 2021-04-10 02:29:56,270 INFO : TRAIN, epoch=0106, iter=00070/00196, fetch data time cost=1.53ms, fps=1367 images/s, loss=0.1464, top1-acc=95.05%, top5-acc=99.94%, remaining_time=0:00:23.927022, arrival_time=2021-04-10 02:30:20.197114, cost_time=0:00:13.292795 2021-04-10 02:29:58,126 INFO : TRAIN, epoch=0106, iter=00080/00196, fetch data time cost=1.66ms, fps=1380 images/s, loss=0.1432, top1-acc=95.20%, top5-acc=99.95%, remaining_time=0:00:21.965992, arrival_time=2021-04-10 02:30:20.092335, cost_time=0:00:15.148998 2021-04-10 02:29:59,988 INFO : TRAIN, epoch=0106, iter=00090/00196, fetch data time cost=1.47ms, fps=1375 images/s, loss=0.1413, top1-acc=95.27%, top5-acc=99.95%, remaining_time=0:00:20.035060, arrival_time=2021-04-10 02:30:20.023266, cost_time=0:00:17.010916 2021-04-10 02:30:01,855 INFO : TRAIN, epoch=0106, iter=00100/00196, fetch data time cost=1.50ms, fps=1372 images/s, loss=0.1414, top1-acc=95.27%, top5-acc=99.95%, remaining_time=0:00:18.122496, arrival_time=2021-04-10 02:30:19.977413, cost_time=0:00:18.877575 2021-04-10 02:30:03,728 INFO : TRAIN, epoch=0106, iter=00110/00196, fetch data time cost=2.19ms, fps=1367 images/s, loss=0.1416, top1-acc=95.22%, top5-acc=99.94%, remaining_time=0:00:16.223212, arrival_time=2021-04-10 02:30:19.951183, cost_time=0:00:20.750614 2021-04-10 02:30:05,625 INFO : TRAIN, epoch=0106, iter=00120/00196, fetch data time cost=1.58ms, fps=1350 images/s, loss=0.1440, top1-acc=95.14%, top5-acc=99.93%, remaining_time=0:00:14.343708, arrival_time=2021-04-10 02:30:19.969144, cost_time=0:00:22.647963 2021-04-10 02:30:07,488 INFO : TRAIN, epoch=0106, iter=00130/00196, fetch data time cost=1.51ms, fps=1375 images/s, loss=0.1454, top1-acc=95.11%, top5-acc=99.92%, remaining_time=0:00:12.443904, arrival_time=2021-04-10 02:30:19.931940, cost_time=0:00:24.510657 2021-04-10 02:30:09,357 INFO : TRAIN, epoch=0106, iter=00140/00196, fetch data time cost=2.54ms, fps=1370 images/s, loss=0.1471, top1-acc=95.06%, top5-acc=99.92%, remaining_time=0:00:10.552136, arrival_time=2021-04-10 02:30:19.909830, cost_time=0:00:26.380316 2021-04-10 02:30:11,214 INFO : TRAIN, epoch=0106, iter=00150/00196, fetch data time cost=1.93ms, fps=1379 images/s, loss=0.1477, top1-acc=95.00%, top5-acc=99.92%, remaining_time=0:00:08.659316, arrival_time=2021-04-10 02:30:19.873676, cost_time=0:00:28.236968 2021-04-10 02:30:13,083 INFO : TRAIN, epoch=0106, iter=00160/00196, fetch data time cost=1.87ms, fps=1370 images/s, loss=0.1504, top1-acc=94.89%, top5-acc=99.92%, remaining_time=0:00:06.773940, arrival_time=2021-04-10 02:30:19.857702, cost_time=0:00:30.106396 2021-04-10 02:30:14,972 INFO : TRAIN, epoch=0106, iter=00170/00196, fetch data time cost=1.49ms, fps=1356 images/s, loss=0.1509, top1-acc=94.86%, top5-acc=99.92%, remaining_time=0:00:04.893278, arrival_time=2021-04-10 02:30:19.865241, cost_time=0:00:31.994591 2021-04-10 02:30:16,832 INFO : TRAIN, epoch=0106, iter=00180/00196, fetch data time cost=1.66ms, fps=1377 images/s, loss=0.1511, top1-acc=94.85%, top5-acc=99.92%, remaining_time=0:00:03.009296, arrival_time=2021-04-10 02:30:19.841282, cost_time=0:00:33.854596 2021-04-10 02:30:18,703 INFO : TRAIN, epoch=0106, iter=00190/00196, fetch data time cost=1.25ms, fps=1369 images/s, loss=0.1513, top1-acc=94.82%, top5-acc=99.92%, remaining_time=0:00:01.128180, arrival_time=2021-04-10 02:30:19.831299, cost_time=0:00:35.725780 2021-04-10 02:30:19,709 INFO : TRAIN, epoch=0106, iter=00196/00196, fetch data time cost=1.32ms, fps=1352 images/s, loss=0.1505, top1-acc=94.83%, top5-acc=99.92%, remaining_time=0:00:00, arrival_time=2021-04-10 02:30:19.709629, cost_time=0:00:36.732356 2021-04-10 02:30:20,174 INFO : EVAL, epoch=0106, iter=00010/00040, fetch data time cost=2.52ms, fps=5526 images/s, loss=0.4578, top1-acc=86.84%, top5-acc=99.14%, remaining_time=0:00:01.389630, arrival_time=2021-04-10 02:30:21.564484, cost_time=0:00:00.463206 2021-04-10 02:30:20,537 INFO : EVAL, epoch=0106, iter=00020/00040, fetch data time cost=1.60ms, fps=7077 images/s, loss=0.4694, top1-acc=86.72%, top5-acc=99.18%, remaining_time=0:00:00.825660, arrival_time=2021-04-10 02:30:21.362880, cost_time=0:00:00.825666 2021-04-10 02:30:20,899 INFO : EVAL, epoch=0106, iter=00030/00040, fetch data time cost=0.21ms, fps=7077 images/s, loss=0.4636, top1-acc=86.86%, top5-acc=99.23%, remaining_time=0:00:00.395980, arrival_time=2021-04-10 02:30:21.295385, cost_time=0:00:01.187930 2021-04-10 02:30:21,233 INFO : EVAL, epoch=0106, iter=00040/00040, fetch data time cost=0.07ms, fps=6960 images/s, loss=0.4723, top1-acc=86.58%, top5-acc=99.18%, remaining_time=0:00:00, arrival_time=2021-04-10 02:30:21.233052, cost_time=0:00:01.521593 2021-04-10 02:30:21,302 INFO : Epoch=0106 complete, best val top1-acc=89.15%, top5-acc=99.43% (epoch=102), remaining_time=1:00:23.416026, arrival_time=2021-04-10 03:30:44.718040, cost_time=1:08:05.979798 2021-04-10 02:30:21,303 INFO : Train start, epoch=0107, lr=0.045295 2021-04-10 02:30:23,347 INFO : TRAIN, epoch=0107, iter=00010/00196, fetch data time cost=1.37ms, fps=1253 images/s, loss=0.1214, top1-acc=95.78%, top5-acc=99.96%, remaining_time=0:00:38.015982, arrival_time=2021-04-10 02:31:01.363172, cost_time=0:00:02.043872 2021-04-10 02:30:25,231 INFO : TRAIN, epoch=0107, iter=00020/00196, fetch data time cost=2.12ms, fps=1359 images/s, loss=0.1279, top1-acc=95.57%, top5-acc=99.98%, remaining_time=0:00:34.568160, arrival_time=2021-04-10 02:30:59.799916, cost_time=0:00:03.928198 2021-04-10 02:30:27,104 INFO : TRAIN, epoch=0107, iter=00030/00196, fetch data time cost=1.42ms, fps=1368 images/s, loss=0.1325, top1-acc=95.44%, top5-acc=99.97%, remaining_time=0:00:32.096266, arrival_time=2021-04-10 02:30:59.200213, cost_time=0:00:05.800518 2021-04-10 02:30:28,961 INFO : TRAIN, epoch=0107, iter=00040/00196, fetch data time cost=2.05ms, fps=1379 images/s, loss=0.1323, top1-acc=95.52%, top5-acc=99.96%, remaining_time=0:00:29.865108, arrival_time=2021-04-10 02:30:58.826182, cost_time=0:00:07.657724 2021-04-10 02:30:30,841 INFO : TRAIN, epoch=0107, iter=00050/00196, fetch data time cost=2.00ms, fps=1362 images/s, loss=0.1358, top1-acc=95.37%, top5-acc=99.96%, remaining_time=0:00:27.850376, arrival_time=2021-04-10 02:30:58.691580, cost_time=0:00:09.537782 2021-04-10 02:30:32,704 INFO : TRAIN, epoch=0107, iter=00060/00196, fetch data time cost=1.56ms, fps=1374 images/s, loss=0.1355, top1-acc=95.41%, top5-acc=99.97%, remaining_time=0:00:25.843536, arrival_time=2021-04-10 02:30:58.548424, cost_time=0:00:11.401543 2021-04-10 02:30:34,563 INFO : TRAIN, epoch=0107, iter=00070/00196, fetch data time cost=1.45ms, fps=1378 images/s, loss=0.1353, top1-acc=95.36%, top5-acc=99.96%, remaining_time=0:00:23.867550, arrival_time=2021-04-10 02:30:58.430650, cost_time=0:00:13.259738 2021-04-10 02:30:36,421 INFO : TRAIN, epoch=0107, iter=00080/00196, fetch data time cost=2.04ms, fps=1378 images/s, loss=0.1361, top1-acc=95.29%, top5-acc=99.96%, remaining_time=0:00:21.920636, arrival_time=2021-04-10 02:30:58.341670, cost_time=0:00:15.117714 2021-04-10 02:30:38,280 INFO : TRAIN, epoch=0107, iter=00090/00196, fetch data time cost=1.40ms, fps=1377 images/s, loss=0.1380, top1-acc=95.19%, top5-acc=99.95%, remaining_time=0:00:19.995734, arrival_time=2021-04-10 02:30:58.276569, cost_time=0:00:16.977530 2021-04-10 02:30:40,152 INFO : TRAIN, epoch=0107, iter=00100/00196, fetch data time cost=1.90ms, fps=1368 images/s, loss=0.1418, top1-acc=95.08%, top5-acc=99.95%, remaining_time=0:00:18.095616, arrival_time=2021-04-10 02:30:58.248509, cost_time=0:00:18.849565 2021-04-10 02:30:42,010 INFO : TRAIN, epoch=0107, iter=00110/00196, fetch data time cost=1.49ms, fps=1378 images/s, loss=0.1437, top1-acc=95.04%, top5-acc=99.94%, remaining_time=0:00:16.189500, arrival_time=2021-04-10 02:30:58.200353, cost_time=0:00:20.707478 2021-04-10 02:30:43,876 INFO : TRAIN, epoch=0107, iter=00120/00196, fetch data time cost=1.48ms, fps=1373 images/s, loss=0.1443, top1-acc=95.03%, top5-acc=99.94%, remaining_time=0:00:14.296284, arrival_time=2021-04-10 02:30:58.172658, cost_time=0:00:22.573116 2021-04-10 02:30:45,741 INFO : TRAIN, epoch=0107, iter=00130/00196, fetch data time cost=2.45ms, fps=1373 images/s, loss=0.1437, top1-acc=95.08%, top5-acc=99.94%, remaining_time=0:00:12.407274, arrival_time=2021-04-10 02:30:58.149146, cost_time=0:00:24.438521 2021-04-10 02:30:47,599 INFO : TRAIN, epoch=0107, iter=00140/00196, fetch data time cost=1.43ms, fps=1379 images/s, loss=0.1435, top1-acc=95.08%, top5-acc=99.94%, remaining_time=0:00:10.518424, arrival_time=2021-04-10 02:30:58.117693, cost_time=0:00:26.295997 2021-04-10 02:30:49,486 INFO : TRAIN, epoch=0107, iter=00150/00196, fetch data time cost=1.86ms, fps=1357 images/s, loss=0.1428, top1-acc=95.12%, top5-acc=99.94%, remaining_time=0:00:08.642848, arrival_time=2021-04-10 02:30:58.129263, cost_time=0:00:28.183172 2021-04-10 02:30:51,347 INFO : TRAIN, epoch=0107, iter=00160/00196, fetch data time cost=1.89ms, fps=1376 images/s, loss=0.1435, top1-acc=95.08%, top5-acc=99.93%, remaining_time=0:00:06.759900, arrival_time=2021-04-10 02:30:58.107275, cost_time=0:00:30.044051 2021-04-10 02:30:53,206 INFO : TRAIN, epoch=0107, iter=00170/00196, fetch data time cost=1.59ms, fps=1377 images/s, loss=0.1449, top1-acc=95.04%, top5-acc=99.93%, remaining_time=0:00:04.879316, arrival_time=2021-04-10 02:30:58.085813, cost_time=0:00:31.903264 2021-04-10 02:30:55,071 INFO : TRAIN, epoch=0107, iter=00180/00196, fetch data time cost=1.44ms, fps=1373 images/s, loss=0.1450, top1-acc=95.03%, top5-acc=99.93%, remaining_time=0:00:03.001584, arrival_time=2021-04-10 02:30:58.072730, cost_time=0:00:33.767837 2021-04-10 02:30:56,932 INFO : TRAIN, epoch=0107, iter=00190/00196, fetch data time cost=1.36ms, fps=1376 images/s, loss=0.1461, top1-acc=95.01%, top5-acc=99.93%, remaining_time=0:00:01.125126, arrival_time=2021-04-10 02:30:58.057520, cost_time=0:00:35.629044 2021-04-10 02:30:57,936 INFO : TRAIN, epoch=0107, iter=00196/00196, fetch data time cost=1.21ms, fps=1356 images/s, loss=0.1462, top1-acc=95.02%, top5-acc=99.93%, remaining_time=0:00:00, arrival_time=2021-04-10 02:30:57.936256, cost_time=0:00:36.633016 2021-04-10 02:30:58,402 INFO : EVAL, epoch=0107, iter=00010/00040, fetch data time cost=1.74ms, fps=5514 images/s, loss=0.3918, top1-acc=88.05%, top5-acc=99.65%, remaining_time=0:00:01.392750, arrival_time=2021-04-10 02:30:59.794840, cost_time=0:00:00.464246 2021-04-10 02:30:58,763 INFO : EVAL, epoch=0107, iter=00020/00040, fetch data time cost=1.77ms, fps=7100 images/s, loss=0.3885, top1-acc=88.61%, top5-acc=99.57%, remaining_time=0:00:00.825160, arrival_time=2021-04-10 02:30:59.588220, cost_time=0:00:00.825169 2021-04-10 02:30:59,124 INFO : EVAL, epoch=0107, iter=00030/00040, fetch data time cost=1.77ms, fps=7103 images/s, loss=0.3720, top1-acc=88.88%, top5-acc=99.52%, remaining_time=0:00:00.395350, arrival_time=2021-04-10 02:30:59.519294, cost_time=0:00:01.186048 2021-04-10 02:30:59,465 INFO : EVAL, epoch=0107, iter=00040/00040, fetch data time cost=0.10ms, fps=6809 images/s, loss=0.3732, top1-acc=88.62%, top5-acc=99.56%, remaining_time=0:00:00, arrival_time=2021-04-10 02:30:59.465095, cost_time=0:00:01.527278 2021-04-10 02:30:59,541 INFO : Epoch=0107 complete, best val top1-acc=89.15%, top5-acc=99.43% (epoch=102), remaining_time=0:59:44.601579, arrival_time=2021-04-10 03:30:44.142824, cost_time=1:08:44.219043 2021-04-10 02:30:59,542 INFO : Train start, epoch=0108, lr=0.044513 2021-04-10 02:31:01,638 INFO : TRAIN, epoch=0108, iter=00010/00196, fetch data time cost=1.73ms, fps=1221 images/s, loss=0.1565, top1-acc=94.69%, top5-acc=99.96%, remaining_time=0:00:38.992854, arrival_time=2021-04-10 02:31:40.631702, cost_time=0:00:02.096386 2021-04-10 02:31:03,500 INFO : TRAIN, epoch=0108, iter=00020/00196, fetch data time cost=1.89ms, fps=1375 images/s, loss=0.1425, top1-acc=95.31%, top5-acc=99.98%, remaining_time=0:00:34.832160, arrival_time=2021-04-10 02:31:38.332911, cost_time=0:00:03.958207 2021-04-10 02:31:05,365 INFO : TRAIN, epoch=0108, iter=00030/00196, fetch data time cost=1.45ms, fps=1374 images/s, loss=0.1400, top1-acc=95.30%, top5-acc=99.97%, remaining_time=0:00:32.218110, arrival_time=2021-04-10 02:31:37.583107, cost_time=0:00:05.822551 2021-04-10 02:31:07,224 INFO : TRAIN, epoch=0108, iter=00040/00196, fetch data time cost=1.51ms, fps=1378 images/s, loss=0.1383, top1-acc=95.32%, top5-acc=99.95%, remaining_time=0:00:29.957928, arrival_time=2021-04-10 02:31:37.181902, cost_time=0:00:07.681511 2021-04-10 02:31:09,093 INFO : TRAIN, epoch=0108, iter=00050/00196, fetch data time cost=1.61ms, fps=1370 images/s, loss=0.1397, top1-acc=95.26%, top5-acc=99.93%, remaining_time=0:00:27.889066, arrival_time=2021-04-10 02:31:36.982565, cost_time=0:00:09.551032 2021-04-10 02:31:10,951 INFO : TRAIN, epoch=0108, iter=00060/00196, fetch data time cost=2.13ms, fps=1378 images/s, loss=0.1398, top1-acc=95.23%, top5-acc=99.93%, remaining_time=0:00:25.860128, arrival_time=2021-04-10 02:31:36.811447, cost_time=0:00:11.408908 2021-04-10 02:31:12,838 INFO : TRAIN, epoch=0108, iter=00070/00196, fetch data time cost=1.55ms, fps=1357 images/s, loss=0.1392, top1-acc=95.23%, top5-acc=99.94%, remaining_time=0:00:23.932818, arrival_time=2021-04-10 02:31:36.771338, cost_time=0:00:13.295994 2021-04-10 02:31:14,704 INFO : TRAIN, epoch=0108, iter=00080/00196, fetch data time cost=1.39ms, fps=1372 images/s, loss=0.1427, top1-acc=95.11%, top5-acc=99.95%, remaining_time=0:00:21.985364, arrival_time=2021-04-10 02:31:36.690200, cost_time=0:00:15.162287 2021-04-10 02:31:16,572 INFO : TRAIN, epoch=0108, iter=00090/00196, fetch data time cost=1.55ms, fps=1372 images/s, loss=0.1436, top1-acc=95.07%, top5-acc=99.95%, remaining_time=0:00:20.057108, arrival_time=2021-04-10 02:31:36.629283, cost_time=0:00:17.029621 2021-04-10 02:31:18,440 INFO : TRAIN, epoch=0108, iter=00100/00196, fetch data time cost=1.42ms, fps=1371 images/s, loss=0.1431, top1-acc=95.03%, top5-acc=99.95%, remaining_time=0:00:18.141888, arrival_time=2021-04-10 02:31:36.582131, cost_time=0:00:18.897831 2021-04-10 02:31:20,313 INFO : TRAIN, epoch=0108, iter=00110/00196, fetch data time cost=1.43ms, fps=1367 images/s, loss=0.1425, top1-acc=95.10%, top5-acc=99.95%, remaining_time=0:00:16.239208, arrival_time=2021-04-10 02:31:36.552743, cost_time=0:00:20.771080 2021-04-10 02:31:22,172 INFO : TRAIN, epoch=0108, iter=00120/00196, fetch data time cost=1.94ms, fps=1378 images/s, loss=0.1416, top1-acc=95.13%, top5-acc=99.96%, remaining_time=0:00:14.332460, arrival_time=2021-04-10 02:31:36.505107, cost_time=0:00:22.630182 2021-04-10 02:31:24,030 INFO : TRAIN, epoch=0108, iter=00130/00196, fetch data time cost=1.95ms, fps=1378 images/s, loss=0.1410, top1-acc=95.18%, top5-acc=99.96%, remaining_time=0:00:12.432420, arrival_time=2021-04-10 02:31:36.462925, cost_time=0:00:24.488074 2021-04-10 02:31:25,891 INFO : TRAIN, epoch=0108, iter=00140/00196, fetch data time cost=1.34ms, fps=1376 images/s, loss=0.1412, top1-acc=95.20%, top5-acc=99.96%, remaining_time=0:00:10.539536, arrival_time=2021-04-10 02:31:36.430834, cost_time=0:00:26.348822 2021-04-10 02:31:27,755 INFO : TRAIN, epoch=0108, iter=00150/00196, fetch data time cost=1.48ms, fps=1374 images/s, loss=0.1415, top1-acc=95.17%, top5-acc=99.96%, remaining_time=0:00:08.652094, arrival_time=2021-04-10 02:31:36.407883, cost_time=0:00:28.213358 2021-04-10 02:31:29,626 INFO : TRAIN, epoch=0108, iter=00160/00196, fetch data time cost=1.42ms, fps=1369 images/s, loss=0.1430, top1-acc=95.09%, top5-acc=99.95%, remaining_time=0:00:06.768828, arrival_time=2021-04-10 02:31:36.394937, cost_time=0:00:30.083702 2021-04-10 02:31:31,485 INFO : TRAIN, epoch=0108, iter=00170/00196, fetch data time cost=1.37ms, fps=1377 images/s, loss=0.1429, top1-acc=95.07%, top5-acc=99.95%, remaining_time=0:00:04.885426, arrival_time=2021-04-10 02:31:36.371110, cost_time=0:00:31.943165 2021-04-10 02:31:33,348 INFO : TRAIN, epoch=0108, iter=00180/00196, fetch data time cost=1.43ms, fps=1375 images/s, loss=0.1441, top1-acc=95.00%, top5-acc=99.96%, remaining_time=0:00:03.004976, arrival_time=2021-04-10 02:31:36.353449, cost_time=0:00:33.806000 2021-04-10 02:31:35,252 INFO : TRAIN, epoch=0108, iter=00190/00196, fetch data time cost=1.69ms, fps=1345 images/s, loss=0.1455, top1-acc=94.96%, top5-acc=99.96%, remaining_time=0:00:01.127694, arrival_time=2021-04-10 02:31:36.380430, cost_time=0:00:35.710358 2021-04-10 02:31:36,262 INFO : TRAIN, epoch=0108, iter=00196/00196, fetch data time cost=2.09ms, fps=1347 images/s, loss=0.1454, top1-acc=94.97%, top5-acc=99.96%, remaining_time=0:00:00, arrival_time=2021-04-10 02:31:36.262580, cost_time=0:00:36.720155 2021-04-10 02:31:36,762 INFO : EVAL, epoch=0108, iter=00010/00040, fetch data time cost=1.49ms, fps=5148 images/s, loss=0.4341, top1-acc=87.30%, top5-acc=99.22%, remaining_time=0:00:01.491690, arrival_time=2021-04-10 02:31:38.254413, cost_time=0:00:00.497232 2021-04-10 02:31:37,122 INFO : EVAL, epoch=0108, iter=00020/00040, fetch data time cost=2.54ms, fps=7119 images/s, loss=0.4235, top1-acc=87.34%, top5-acc=99.22%, remaining_time=0:00:00.857320, arrival_time=2021-04-10 02:31:37.980172, cost_time=0:00:00.857322 2021-04-10 02:31:37,484 INFO : EVAL, epoch=0108, iter=00030/00040, fetch data time cost=1.95ms, fps=7100 images/s, loss=0.4217, top1-acc=87.23%, top5-acc=99.23%, remaining_time=0:00:00.406180, arrival_time=2021-04-10 02:31:37.890166, cost_time=0:00:01.218555 2021-04-10 02:31:37,822 INFO : EVAL, epoch=0108, iter=00040/00040, fetch data time cost=0.06ms, fps=6858 images/s, loss=0.4453, top1-acc=87.44%, top5-acc=99.22%, remaining_time=0:00:00, arrival_time=2021-04-10 02:31:37.822635, cost_time=0:00:01.557217 2021-04-10 02:31:37,930 INFO : Epoch=0108 complete, best val top1-acc=89.15%, top5-acc=99.43% (epoch=102), remaining_time=0:59:05.925364, arrival_time=2021-04-10 03:30:43.855655, cost_time=1:09:22.608060 2021-04-10 02:31:37,932 INFO : Train start, epoch=0109, lr=0.043733 2021-04-10 02:31:40,015 INFO : TRAIN, epoch=0109, iter=00010/00196, fetch data time cost=2.11ms, fps=1229 images/s, loss=0.1511, top1-acc=94.53%, top5-acc=99.88%, remaining_time=0:00:38.753472, arrival_time=2021-04-10 02:32:18.769224, cost_time=0:00:02.083518 2021-04-10 02:31:41,873 INFO : TRAIN, epoch=0109, iter=00020/00196, fetch data time cost=1.59ms, fps=1378 images/s, loss=0.1517, top1-acc=94.61%, top5-acc=99.92%, remaining_time=0:00:34.685552, arrival_time=2021-04-10 02:32:16.559331, cost_time=0:00:03.941547 2021-04-10 02:31:43,739 INFO : TRAIN, epoch=0109, iter=00030/00196, fetch data time cost=1.36ms, fps=1373 images/s, loss=0.1420, top1-acc=95.00%, top5-acc=99.91%, remaining_time=0:00:32.129798, arrival_time=2021-04-10 02:32:15.868740, cost_time=0:00:05.806593 2021-04-10 02:31:45,598 INFO : TRAIN, epoch=0109, iter=00040/00196, fetch data time cost=1.35ms, fps=1377 images/s, loss=0.1414, top1-acc=95.05%, top5-acc=99.93%, remaining_time=0:00:29.899116, arrival_time=2021-04-10 02:32:15.497768, cost_time=0:00:07.666424 2021-04-10 02:31:47,458 INFO : TRAIN, epoch=0109, iter=00050/00196, fetch data time cost=1.69ms, fps=1377 images/s, loss=0.1409, top1-acc=95.16%, top5-acc=99.93%, remaining_time=0:00:27.816942, arrival_time=2021-04-10 02:32:15.275654, cost_time=0:00:09.526362 2021-04-10 02:31:49,322 INFO : TRAIN, epoch=0109, iter=00060/00196, fetch data time cost=1.50ms, fps=1374 images/s, loss=0.1421, top1-acc=95.14%, top5-acc=99.93%, remaining_time=0:00:25.817560, arrival_time=2021-04-10 02:32:15.139964, cost_time=0:00:11.390091 2021-04-10 02:31:51,197 INFO : TRAIN, epoch=0109, iter=00070/00196, fetch data time cost=1.69ms, fps=1366 images/s, loss=0.1406, top1-acc=95.18%, top5-acc=99.94%, remaining_time=0:00:23.877000, arrival_time=2021-04-10 02:32:15.074283, cost_time=0:00:13.264971 2021-04-10 02:31:53,061 INFO : TRAIN, epoch=0109, iter=00080/00196, fetch data time cost=1.61ms, fps=1374 images/s, loss=0.1387, top1-acc=95.27%, top5-acc=99.94%, remaining_time=0:00:21.937108, arrival_time=2021-04-10 02:32:14.998471, cost_time=0:00:15.129055 2021-04-10 02:31:54,924 INFO : TRAIN, epoch=0109, iter=00090/00196, fetch data time cost=1.63ms, fps=1374 images/s, loss=0.1381, top1-acc=95.30%, top5-acc=99.94%, remaining_time=0:00:20.013330, arrival_time=2021-04-10 02:32:14.938137, cost_time=0:00:16.992439 2021-04-10 02:31:56,789 INFO : TRAIN, epoch=0109, iter=00100/00196, fetch data time cost=2.10ms, fps=1374 images/s, loss=0.1369, top1-acc=95.33%, top5-acc=99.94%, remaining_time=0:00:18.102432, arrival_time=2021-04-10 02:32:14.891450, cost_time=0:00:18.856690 2021-04-10 02:31:58,701 INFO : TRAIN, epoch=0109, iter=00110/00196, fetch data time cost=1.45ms, fps=1339 images/s, loss=0.1352, top1-acc=95.40%, top5-acc=99.94%, remaining_time=0:00:16.237402, arrival_time=2021-04-10 02:32:14.938446, cost_time=0:00:20.768783 2021-04-10 02:32:00,558 INFO : TRAIN, epoch=0109, iter=00120/00196, fetch data time cost=1.42ms, fps=1378 images/s, loss=0.1373, top1-acc=95.28%, top5-acc=99.94%, remaining_time=0:00:14.330104, arrival_time=2021-04-10 02:32:14.888887, cost_time=0:00:22.626457 2021-04-10 02:32:02,413 INFO : TRAIN, epoch=0109, iter=00130/00196, fetch data time cost=1.58ms, fps=1381 images/s, loss=0.1380, top1-acc=95.25%, top5-acc=99.94%, remaining_time=0:00:12.428922, arrival_time=2021-04-10 02:32:14.842418, cost_time=0:00:24.481208 2021-04-10 02:32:04,279 INFO : TRAIN, epoch=0109, iter=00140/00196, fetch data time cost=1.57ms, fps=1373 images/s, loss=0.1393, top1-acc=95.21%, top5-acc=99.93%, remaining_time=0:00:10.538696, arrival_time=2021-04-10 02:32:14.817747, cost_time=0:00:26.346733 2021-04-10 02:32:06,153 INFO : TRAIN, epoch=0109, iter=00150/00196, fetch data time cost=1.46ms, fps=1366 images/s, loss=0.1388, top1-acc=95.21%, top5-acc=99.93%, remaining_time=0:00:08.654394, arrival_time=2021-04-10 02:32:14.807592, cost_time=0:00:28.220895 2021-04-10 02:32:08,016 INFO : TRAIN, epoch=0109, iter=00160/00196, fetch data time cost=1.93ms, fps=1374 images/s, loss=0.1386, top1-acc=95.23%, top5-acc=99.93%, remaining_time=0:00:06.768900, arrival_time=2021-04-10 02:32:14.785231, cost_time=0:00:30.084036 2021-04-10 02:32:09,875 INFO : TRAIN, epoch=0109, iter=00170/00196, fetch data time cost=1.83ms, fps=1378 images/s, loss=0.1398, top1-acc=95.17%, top5-acc=99.93%, remaining_time=0:00:04.885374, arrival_time=2021-04-10 02:32:14.760497, cost_time=0:00:31.942878 2021-04-10 02:32:11,735 INFO : TRAIN, epoch=0109, iter=00180/00196, fetch data time cost=1.49ms, fps=1377 images/s, loss=0.1406, top1-acc=95.15%, top5-acc=99.93%, remaining_time=0:00:03.004704, arrival_time=2021-04-10 02:32:14.739800, cost_time=0:00:33.802862 2021-04-10 02:32:13,595 INFO : TRAIN, epoch=0109, iter=00190/00196, fetch data time cost=1.28ms, fps=1376 images/s, loss=0.1408, top1-acc=95.13%, top5-acc=99.93%, remaining_time=0:00:01.126206, arrival_time=2021-04-10 02:32:14.721844, cost_time=0:00:35.663279 2021-04-10 02:32:14,597 INFO : TRAIN, epoch=0109, iter=00196/00196, fetch data time cost=1.24ms, fps=1358 images/s, loss=0.1408, top1-acc=95.13%, top5-acc=99.93%, remaining_time=0:00:00, arrival_time=2021-04-10 02:32:14.597835, cost_time=0:00:36.665625 2021-04-10 02:32:15,042 INFO : EVAL, epoch=0109, iter=00010/00040, fetch data time cost=3.66ms, fps=5773 images/s, loss=0.3431, top1-acc=90.39%, top5-acc=99.45%, remaining_time=0:00:01.330350, arrival_time=2021-04-10 02:32:16.373226, cost_time=0:00:00.443448 2021-04-10 02:32:15,399 INFO : EVAL, epoch=0109, iter=00020/00040, fetch data time cost=1.70ms, fps=7179 images/s, loss=0.3271, top1-acc=90.43%, top5-acc=99.61%, remaining_time=0:00:00.800520, arrival_time=2021-04-10 02:32:16.200434, cost_time=0:00:00.800529 2021-04-10 02:32:15,758 INFO : EVAL, epoch=0109, iter=00030/00040, fetch data time cost=1.40ms, fps=7155 images/s, loss=0.3315, top1-acc=90.21%, top5-acc=99.65%, remaining_time=0:00:00.386230, arrival_time=2021-04-10 02:32:16.144313, cost_time=0:00:01.158701 2021-04-10 02:32:16,098 INFO : EVAL, epoch=0109, iter=00040/00040, fetch data time cost=0.06ms, fps=6820 images/s, loss=0.3231, top1-acc=90.40%, top5-acc=99.68%, remaining_time=0:00:00, arrival_time=2021-04-10 02:32:16.098613, cost_time=0:00:01.499248 2021-04-10 02:32:16,250 INFO : Epoch=0109 complete, best val top1-acc=90.40%, top5-acc=99.68% (epoch=109), remaining_time=0:58:27.196693, arrival_time=2021-04-10 03:30:43.446826, cost_time=1:10:00.927931 2021-04-10 02:32:16,251 INFO : Train start, epoch=0110, lr=0.042955 2021-04-10 02:32:18,312 INFO : TRAIN, epoch=0110, iter=00010/00196, fetch data time cost=1.92ms, fps=1242 images/s, loss=0.1337, top1-acc=95.59%, top5-acc=99.96%, remaining_time=0:00:38.329020, arrival_time=2021-04-10 02:32:56.641048, cost_time=0:00:02.060700 2021-04-10 02:32:20,200 INFO : TRAIN, epoch=0110, iter=00020/00196, fetch data time cost=1.79ms, fps=1356 images/s, loss=0.1341, top1-acc=95.31%, top5-acc=99.98%, remaining_time=0:00:34.749968, arrival_time=2021-04-10 02:32:54.950178, cost_time=0:00:03.948857 2021-04-10 02:32:22,057 INFO : TRAIN, epoch=0110, iter=00030/00196, fetch data time cost=1.49ms, fps=1379 images/s, loss=0.1310, top1-acc=95.38%, top5-acc=99.96%, remaining_time=0:00:32.128636, arrival_time=2021-04-10 02:32:54.186382, cost_time=0:00:05.806383 2021-04-10 02:32:23,935 INFO : TRAIN, epoch=0110, iter=00040/00196, fetch data time cost=1.51ms, fps=1364 images/s, loss=0.1280, top1-acc=95.47%, top5-acc=99.96%, remaining_time=0:00:29.969472, arrival_time=2021-04-10 02:32:53.905318, cost_time=0:00:07.684465 2021-04-10 02:32:25,806 INFO : TRAIN, epoch=0110, iter=00050/00196, fetch data time cost=1.91ms, fps=1369 images/s, loss=0.1287, top1-acc=95.55%, top5-acc=99.97%, remaining_time=0:00:27.901768, arrival_time=2021-04-10 02:32:53.708475, cost_time=0:00:09.555421 2021-04-10 02:32:27,672 INFO : TRAIN, epoch=0110, iter=00060/00196, fetch data time cost=5.63ms, fps=1373 images/s, loss=0.1292, top1-acc=95.50%, top5-acc=99.97%, remaining_time=0:00:25.886648, arrival_time=2021-04-10 02:32:53.558703, cost_time=0:00:11.420601 2021-04-10 02:32:29,530 INFO : TRAIN, epoch=0110, iter=00070/00196, fetch data time cost=1.37ms, fps=1378 images/s, loss=0.1317, top1-acc=95.36%, top5-acc=99.97%, remaining_time=0:00:23.903334, arrival_time=2021-04-10 02:32:53.434220, cost_time=0:00:13.279641 2021-04-10 02:32:31,396 INFO : TRAIN, epoch=0110, iter=00080/00196, fetch data time cost=1.44ms, fps=1373 images/s, loss=0.1333, top1-acc=95.31%, top5-acc=99.96%, remaining_time=0:00:21.959844, arrival_time=2021-04-10 02:32:53.355940, cost_time=0:00:15.144745 2021-04-10 02:32:33,255 INFO : TRAIN, epoch=0110, iter=00090/00196, fetch data time cost=1.39ms, fps=1377 images/s, loss=0.1345, top1-acc=95.36%, top5-acc=99.96%, remaining_time=0:00:20.027534, arrival_time=2021-04-10 02:32:53.283324, cost_time=0:00:17.004532 2021-04-10 02:32:35,119 INFO : TRAIN, epoch=0110, iter=00100/00196, fetch data time cost=1.51ms, fps=1374 images/s, loss=0.1349, top1-acc=95.35%, top5-acc=99.96%, remaining_time=0:00:18.113280, arrival_time=2021-04-10 02:32:53.232627, cost_time=0:00:18.867994 2021-04-10 02:32:36,984 INFO : TRAIN, epoch=0110, iter=00110/00196, fetch data time cost=1.88ms, fps=1373 images/s, loss=0.1355, top1-acc=95.36%, top5-acc=99.95%, remaining_time=0:00:16.209624, arrival_time=2021-04-10 02:32:53.194065, cost_time=0:00:20.733190 2021-04-10 02:32:38,844 INFO : TRAIN, epoch=0110, iter=00120/00196, fetch data time cost=1.98ms, fps=1376 images/s, loss=0.1344, top1-acc=95.39%, top5-acc=99.96%, remaining_time=0:00:14.309128, arrival_time=2021-04-10 02:32:53.153878, cost_time=0:00:22.593419 2021-04-10 02:32:40,703 INFO : TRAIN, epoch=0110, iter=00130/00196, fetch data time cost=1.37ms, fps=1378 images/s, loss=0.1359, top1-acc=95.34%, top5-acc=99.96%, remaining_time=0:00:12.414006, arrival_time=2021-04-10 02:32:53.117049, cost_time=0:00:24.451778 2021-04-10 02:32:42,563 INFO : TRAIN, epoch=0110, iter=00140/00196, fetch data time cost=1.64ms, fps=1376 images/s, loss=0.1367, top1-acc=95.32%, top5-acc=99.96%, remaining_time=0:00:10.524864, arrival_time=2021-04-10 02:32:53.088252, cost_time=0:00:26.312093 2021-04-10 02:32:44,425 INFO : TRAIN, epoch=0110, iter=00150/00196, fetch data time cost=1.45ms, fps=1375 images/s, loss=0.1371, top1-acc=95.29%, top5-acc=99.96%, remaining_time=0:00:08.640088, arrival_time=2021-04-10 02:32:53.065593, cost_time=0:00:28.174128 2021-04-10 02:32:46,287 INFO : TRAIN, epoch=0110, iter=00160/00196, fetch data time cost=1.56ms, fps=1376 images/s, loss=0.1385, top1-acc=95.24%, top5-acc=99.96%, remaining_time=0:00:06.758064, arrival_time=2021-04-10 02:32:53.045248, cost_time=0:00:30.035873 2021-04-10 02:32:48,154 INFO : TRAIN, epoch=0110, iter=00170/00196, fetch data time cost=1.41ms, fps=1371 images/s, loss=0.1393, top1-acc=95.21%, top5-acc=99.96%, remaining_time=0:00:04.879342, arrival_time=2021-04-10 02:32:53.034014, cost_time=0:00:31.903420 2021-04-10 02:32:50,017 INFO : TRAIN, epoch=0110, iter=00180/00196, fetch data time cost=1.59ms, fps=1375 images/s, loss=0.1400, top1-acc=95.15%, top5-acc=99.96%, remaining_time=0:00:03.001408, arrival_time=2021-04-10 02:32:53.018645, cost_time=0:00:33.765908 2021-04-10 02:32:51,879 INFO : TRAIN, epoch=0110, iter=00190/00196, fetch data time cost=1.66ms, fps=1375 images/s, loss=0.1413, top1-acc=95.10%, top5-acc=99.96%, remaining_time=0:00:01.125096, arrival_time=2021-04-10 02:32:53.004453, cost_time=0:00:35.628078 2021-04-10 02:32:52,890 INFO : TRAIN, epoch=0110, iter=00196/00196, fetch data time cost=1.25ms, fps=1346 images/s, loss=0.1418, top1-acc=95.09%, top5-acc=99.96%, remaining_time=0:00:00, arrival_time=2021-04-10 02:32:52.890154, cost_time=0:00:36.638835 2021-04-10 02:32:53,371 INFO : EVAL, epoch=0110, iter=00010/00040, fetch data time cost=1.81ms, fps=5347 images/s, loss=0.3313, top1-acc=89.69%, top5-acc=99.65%, remaining_time=0:00:01.436220, arrival_time=2021-04-10 02:32:54.807700, cost_time=0:00:00.478741 2021-04-10 02:32:53,732 INFO : EVAL, epoch=0110, iter=00020/00040, fetch data time cost=0.22ms, fps=7101 images/s, loss=0.3226, top1-acc=89.90%, top5-acc=99.67%, remaining_time=0:00:00.839740, arrival_time=2021-04-10 02:32:54.572180, cost_time=0:00:00.839737 2021-04-10 02:32:54,096 INFO : EVAL, epoch=0110, iter=00030/00040, fetch data time cost=1.47ms, fps=7043 images/s, loss=0.3253, top1-acc=89.92%, top5-acc=99.65%, remaining_time=0:00:00.401200, arrival_time=2021-04-10 02:32:54.497549, cost_time=0:00:01.203595 2021-04-10 02:32:54,431 INFO : EVAL, epoch=0110, iter=00040/00040, fetch data time cost=0.08ms, fps=6934 images/s, loss=0.3254, top1-acc=90.08%, top5-acc=99.66%, remaining_time=0:00:00, arrival_time=2021-04-10 02:32:54.431411, cost_time=0:00:01.538742 2021-04-10 02:32:54,526 INFO : Epoch=0110 complete, best val top1-acc=90.40%, top5-acc=99.68% (epoch=109), remaining_time=0:57:48.439800, arrival_time=2021-04-10 03:30:42.966227, cost_time=1:10:39.204235 2021-04-10 02:32:54,527 INFO : Train start, epoch=0111, lr=0.042178 2021-04-10 02:32:56,686 INFO : TRAIN, epoch=0111, iter=00010/00196, fetch data time cost=2.49ms, fps=1186 images/s, loss=0.1286, top1-acc=95.27%, top5-acc=99.96%, remaining_time=0:00:40.151076, arrival_time=2021-04-10 02:33:36.837363, cost_time=0:00:02.158656 2021-04-10 02:32:58,549 INFO : TRAIN, epoch=0111, iter=00020/00196, fetch data time cost=1.66ms, fps=1374 images/s, loss=0.1315, top1-acc=95.27%, top5-acc=99.96%, remaining_time=0:00:35.394304, arrival_time=2021-04-10 02:33:33.944018, cost_time=0:00:04.022070 2021-04-10 02:33:00,415 INFO : TRAIN, epoch=0111, iter=00030/00196, fetch data time cost=1.76ms, fps=1373 images/s, loss=0.1307, top1-acc=95.26%, top5-acc=99.96%, remaining_time=0:00:32.578828, arrival_time=2021-04-10 02:33:32.994215, cost_time=0:00:05.887738 2021-04-10 02:33:02,274 INFO : TRAIN, epoch=0111, iter=00040/00196, fetch data time cost=1.40ms, fps=1377 images/s, loss=0.1274, top1-acc=95.46%, top5-acc=99.96%, remaining_time=0:00:30.213924, arrival_time=2021-04-10 02:33:32.488745, cost_time=0:00:07.747174 2021-04-10 02:33:04,150 INFO : TRAIN, epoch=0111, iter=00050/00196, fetch data time cost=1.35ms, fps=1365 images/s, loss=0.1279, top1-acc=95.45%, top5-acc=99.97%, remaining_time=0:00:28.099452, arrival_time=2021-04-10 02:33:32.250105, cost_time=0:00:09.623086 2021-04-10 02:33:06,032 INFO : TRAIN, epoch=0111, iter=00060/00196, fetch data time cost=1.57ms, fps=1361 images/s, loss=0.1265, top1-acc=95.46%, top5-acc=99.97%, remaining_time=0:00:26.076232, arrival_time=2021-04-10 02:33:32.108167, cost_time=0:00:11.504211 2021-04-10 02:33:07,901 INFO : TRAIN, epoch=0111, iter=00070/00196, fetch data time cost=1.68ms, fps=1370 images/s, loss=0.1229, top1-acc=95.64%, top5-acc=99.97%, remaining_time=0:00:24.072048, arrival_time=2021-04-10 02:33:31.973081, cost_time=0:00:13.373386 2021-04-10 02:33:09,765 INFO : TRAIN, epoch=0111, iter=00080/00196, fetch data time cost=1.59ms, fps=1373 images/s, loss=0.1232, top1-acc=95.65%, top5-acc=99.97%, remaining_time=0:00:22.095100, arrival_time=2021-04-10 02:33:31.860712, cost_time=0:00:15.237994 2021-04-10 02:33:11,628 INFO : TRAIN, epoch=0111, iter=00090/00196, fetch data time cost=1.74ms, fps=1375 images/s, loss=0.1258, top1-acc=95.53%, top5-acc=99.97%, remaining_time=0:00:20.140742, arrival_time=2021-04-10 02:33:31.769010, cost_time=0:00:17.100663 2021-04-10 02:33:13,483 INFO : TRAIN, epoch=0111, iter=00100/00196, fetch data time cost=1.54ms, fps=1380 images/s, loss=0.1275, top1-acc=95.46%, top5-acc=99.96%, remaining_time=0:00:18.197952, arrival_time=2021-04-10 02:33:31.681734, cost_time=0:00:18.956170 2021-04-10 02:33:15,342 INFO : TRAIN, epoch=0111, iter=00110/00196, fetch data time cost=1.86ms, fps=1378 images/s, loss=0.1282, top1-acc=95.44%, top5-acc=99.96%, remaining_time=0:00:16.273522, arrival_time=2021-04-10 02:33:31.616075, cost_time=0:00:20.814922 2021-04-10 02:33:17,219 INFO : TRAIN, epoch=0111, iter=00120/00196, fetch data time cost=1.54ms, fps=1364 images/s, loss=0.1283, top1-acc=95.45%, top5-acc=99.96%, remaining_time=0:00:14.371676, arrival_time=2021-04-10 02:33:31.591309, cost_time=0:00:22.692087 2021-04-10 02:33:19,080 INFO : TRAIN, epoch=0111, iter=00130/00196, fetch data time cost=1.38ms, fps=1376 images/s, loss=0.1291, top1-acc=95.43%, top5-acc=99.95%, remaining_time=0:00:12.465222, arrival_time=2021-04-10 02:33:31.545585, cost_time=0:00:24.552738 2021-04-10 02:33:20,945 INFO : TRAIN, epoch=0111, iter=00140/00196, fetch data time cost=1.37ms, fps=1373 images/s, loss=0.1295, top1-acc=95.43%, top5-acc=99.96%, remaining_time=0:00:10.567200, arrival_time=2021-04-10 02:33:31.512701, cost_time=0:00:26.417976 2021-04-10 02:33:22,809 INFO : TRAIN, epoch=0111, iter=00150/00196, fetch data time cost=1.56ms, fps=1374 images/s, loss=0.1315, top1-acc=95.35%, top5-acc=99.96%, remaining_time=0:00:08.673116, arrival_time=2021-04-10 02:33:31.482729, cost_time=0:00:28.281947 2021-04-10 02:33:24,664 INFO : TRAIN, epoch=0111, iter=00160/00196, fetch data time cost=1.54ms, fps=1381 images/s, loss=0.1331, top1-acc=95.27%, top5-acc=99.96%, remaining_time=0:00:06.780708, arrival_time=2021-04-10 02:33:31.444737, cost_time=0:00:30.136509 2021-04-10 02:33:26,525 INFO : TRAIN, epoch=0111, iter=00170/00196, fetch data time cost=1.51ms, fps=1376 images/s, loss=0.1336, top1-acc=95.26%, top5-acc=99.96%, remaining_time=0:00:04.893772, arrival_time=2021-04-10 02:33:31.419253, cost_time=0:00:31.997801 2021-04-10 02:33:28,404 INFO : TRAIN, epoch=0111, iter=00180/00196, fetch data time cost=2.09ms, fps=1363 images/s, loss=0.1344, top1-acc=95.27%, top5-acc=99.96%, remaining_time=0:00:03.011296, arrival_time=2021-04-10 02:33:31.415994, cost_time=0:00:33.877089 2021-04-10 02:33:30,273 INFO : TRAIN, epoch=0111, iter=00190/00196, fetch data time cost=1.83ms, fps=1370 images/s, loss=0.1343, top1-acc=95.26%, top5-acc=99.96%, remaining_time=0:00:01.128816, arrival_time=2021-04-10 02:33:31.402237, cost_time=0:00:35.745835 2021-04-10 02:33:31,273 INFO : TRAIN, epoch=0111, iter=00196/00196, fetch data time cost=1.65ms, fps=1361 images/s, loss=0.1345, top1-acc=95.24%, top5-acc=99.96%, remaining_time=0:00:00, arrival_time=2021-04-10 02:33:31.273519, cost_time=0:00:36.745921 2021-04-10 02:33:31,751 INFO : EVAL, epoch=0111, iter=00010/00040, fetch data time cost=0.31ms, fps=5380 images/s, loss=0.3869, top1-acc=88.40%, top5-acc=99.80%, remaining_time=0:00:01.427310, arrival_time=2021-04-10 02:33:33.178733, cost_time=0:00:00.475770 2021-04-10 02:33:32,109 INFO : EVAL, epoch=0111, iter=00020/00040, fetch data time cost=1.38ms, fps=7164 images/s, loss=0.3637, top1-acc=89.39%, top5-acc=99.61%, remaining_time=0:00:00.833640, arrival_time=2021-04-10 02:33:32.942864, cost_time=0:00:00.833639 2021-04-10 02:33:32,474 INFO : EVAL, epoch=0111, iter=00030/00040, fetch data time cost=2.09ms, fps=7012 images/s, loss=0.3635, top1-acc=89.35%, top5-acc=99.62%, remaining_time=0:00:00.399680, arrival_time=2021-04-10 02:33:32.874388, cost_time=0:00:01.199053 2021-04-10 02:33:32,817 INFO : EVAL, epoch=0111, iter=00040/00040, fetch data time cost=0.08ms, fps=6786 images/s, loss=0.3749, top1-acc=89.15%, top5-acc=99.59%, remaining_time=0:00:00, arrival_time=2021-04-10 02:33:32.817068, cost_time=0:00:01.541499 2021-04-10 02:33:32,929 INFO : Epoch=0111 complete, best val top1-acc=90.40%, top5-acc=99.68% (epoch=109), remaining_time=0:57:09.793534, arrival_time=2021-04-10 03:30:42.723382, cost_time=1:11:17.607641 2021-04-10 02:33:32,930 INFO : Train start, epoch=0112, lr=0.041404 2021-04-10 02:33:34,995 INFO : TRAIN, epoch=0112, iter=00010/00196, fetch data time cost=2.17ms, fps=1240 images/s, loss=0.1170, top1-acc=96.37%, top5-acc=99.96%, remaining_time=0:00:38.395980, arrival_time=2021-04-10 02:34:13.391347, cost_time=0:00:02.064299 2021-04-10 02:33:36,852 INFO : TRAIN, epoch=0112, iter=00020/00196, fetch data time cost=1.49ms, fps=1379 images/s, loss=0.1175, top1-acc=96.15%, top5-acc=99.96%, remaining_time=0:00:34.511136, arrival_time=2021-04-10 02:34:11.363961, cost_time=0:00:03.921715 2021-04-10 02:33:38,707 INFO : TRAIN, epoch=0112, iter=00030/00196, fetch data time cost=1.60ms, fps=1381 images/s, loss=0.1207, top1-acc=95.87%, top5-acc=99.93%, remaining_time=0:00:31.960644, arrival_time=2021-04-10 02:34:10.667709, cost_time=0:00:05.776010 2021-04-10 02:33:40,558 INFO : TRAIN, epoch=0112, iter=00040/00196, fetch data time cost=1.42ms, fps=1383 images/s, loss=0.1215, top1-acc=95.79%, top5-acc=99.93%, remaining_time=0:00:29.746236, arrival_time=2021-04-10 02:34:10.304571, cost_time=0:00:07.627258 2021-04-10 02:33:42,449 INFO : TRAIN, epoch=0112, iter=00050/00196, fetch data time cost=1.72ms, fps=1354 images/s, loss=0.1210, top1-acc=95.87%, top5-acc=99.94%, remaining_time=0:00:27.794312, arrival_time=2021-04-10 02:34:10.243983, cost_time=0:00:09.518591 2021-04-10 02:33:44,323 INFO : TRAIN, epoch=0112, iter=00060/00196, fetch data time cost=1.44ms, fps=1367 images/s, loss=0.1227, top1-acc=95.74%, top5-acc=99.95%, remaining_time=0:00:25.822320, arrival_time=2021-04-10 02:34:10.145578, cost_time=0:00:11.392182 2021-04-10 02:33:46,180 INFO : TRAIN, epoch=0112, iter=00070/00196, fetch data time cost=1.46ms, fps=1379 images/s, loss=0.1231, top1-acc=95.73%, top5-acc=99.95%, remaining_time=0:00:23.849154, arrival_time=2021-04-10 02:34:10.029727, cost_time=0:00:13.249533 2021-04-10 02:33:48,046 INFO : TRAIN, epoch=0112, iter=00080/00196, fetch data time cost=1.42ms, fps=1372 images/s, loss=0.1238, top1-acc=95.71%, top5-acc=99.95%, remaining_time=0:00:21.917620, arrival_time=2021-04-10 02:34:09.964252, cost_time=0:00:15.115587 2021-04-10 02:33:49,923 INFO : TRAIN, epoch=0112, iter=00090/00196, fetch data time cost=2.54ms, fps=1364 images/s, loss=0.1245, top1-acc=95.68%, top5-acc=99.95%, remaining_time=0:00:20.013648, arrival_time=2021-04-10 02:34:09.937496, cost_time=0:00:16.992693 2021-04-10 02:33:51,792 INFO : TRAIN, epoch=0112, iter=00100/00196, fetch data time cost=1.83ms, fps=1371 images/s, loss=0.1246, top1-acc=95.71%, top5-acc=99.95%, remaining_time=0:00:18.106752, arrival_time=2021-04-10 02:34:09.899033, cost_time=0:00:18.861151 2021-04-10 02:33:53,652 INFO : TRAIN, epoch=0112, iter=00110/00196, fetch data time cost=1.56ms, fps=1377 images/s, loss=0.1237, top1-acc=95.72%, top5-acc=99.95%, remaining_time=0:00:16.200078, arrival_time=2021-04-10 02:34:09.852156, cost_time=0:00:20.721030 2021-04-10 02:33:55,518 INFO : TRAIN, epoch=0112, iter=00120/00196, fetch data time cost=1.39ms, fps=1372 images/s, loss=0.1236, top1-acc=95.76%, top5-acc=99.95%, remaining_time=0:00:14.305252, arrival_time=2021-04-10 02:34:09.823583, cost_time=0:00:22.587253 2021-04-10 02:33:57,388 INFO : TRAIN, epoch=0112, iter=00130/00196, fetch data time cost=2.55ms, fps=1369 images/s, loss=0.1248, top1-acc=95.70%, top5-acc=99.95%, remaining_time=0:00:12.416976, arrival_time=2021-04-10 02:34:09.805812, cost_time=0:00:24.457743 2021-04-10 02:33:59,250 INFO : TRAIN, epoch=0112, iter=00140/00196, fetch data time cost=1.55ms, fps=1375 images/s, loss=0.1264, top1-acc=95.60%, top5-acc=99.95%, remaining_time=0:00:10.527832, arrival_time=2021-04-10 02:34:09.778516, cost_time=0:00:26.319583 2021-04-10 02:34:01,123 INFO : TRAIN, epoch=0112, iter=00150/00196, fetch data time cost=1.56ms, fps=1368 images/s, loss=0.1268, top1-acc=95.61%, top5-acc=99.95%, remaining_time=0:00:08.645562, arrival_time=2021-04-10 02:34:09.768658, cost_time=0:00:28.192022 2021-04-10 02:34:02,979 INFO : TRAIN, epoch=0112, iter=00160/00196, fetch data time cost=1.57ms, fps=1379 images/s, loss=0.1281, top1-acc=95.55%, top5-acc=99.95%, remaining_time=0:00:06.760872, arrival_time=2021-04-10 02:34:09.740272, cost_time=0:00:30.048369 2021-04-10 02:34:04,834 INFO : TRAIN, epoch=0112, iter=00170/00196, fetch data time cost=1.35ms, fps=1380 images/s, loss=0.1297, top1-acc=95.49%, top5-acc=99.95%, remaining_time=0:00:04.879368, arrival_time=2021-04-10 02:34:09.713904, cost_time=0:00:31.903487 2021-04-10 02:34:06,696 INFO : TRAIN, epoch=0112, iter=00180/00196, fetch data time cost=1.86ms, fps=1375 images/s, loss=0.1298, top1-acc=95.49%, top5-acc=99.95%, remaining_time=0:00:03.001344, arrival_time=2021-04-10 02:34:09.697534, cost_time=0:00:33.765130 2021-04-10 02:34:08,559 INFO : TRAIN, epoch=0112, iter=00190/00196, fetch data time cost=1.27ms, fps=1375 images/s, loss=0.1314, top1-acc=95.45%, top5-acc=99.95%, remaining_time=0:00:01.125090, arrival_time=2021-04-10 02:34:09.684226, cost_time=0:00:35.627917 2021-04-10 02:34:09,559 INFO : TRAIN, epoch=0112, iter=00196/00196, fetch data time cost=1.27ms, fps=1360 images/s, loss=0.1313, top1-acc=95.45%, top5-acc=99.94%, remaining_time=0:00:00, arrival_time=2021-04-10 02:34:09.559481, cost_time=0:00:36.628445 2021-04-10 02:34:10,033 INFO : EVAL, epoch=0112, iter=00010/00040, fetch data time cost=0.21ms, fps=5415 images/s, loss=0.3661, top1-acc=89.41%, top5-acc=99.61%, remaining_time=0:00:01.418220, arrival_time=2021-04-10 02:34:11.452137, cost_time=0:00:00.472735 2021-04-10 02:34:10,396 INFO : EVAL, epoch=0112, iter=00020/00040, fetch data time cost=1.47ms, fps=7076 images/s, loss=0.3910, top1-acc=88.46%, top5-acc=99.63%, remaining_time=0:00:00.834860, arrival_time=2021-04-10 02:34:11.230917, cost_time=0:00:00.834854 2021-04-10 02:34:10,759 INFO : EVAL, epoch=0112, iter=00030/00040, fetch data time cost=2.41ms, fps=7059 images/s, loss=0.3952, top1-acc=88.29%, top5-acc=99.69%, remaining_time=0:00:00.399300, arrival_time=2021-04-10 02:34:11.158399, cost_time=0:00:01.197908 2021-04-10 02:34:11,093 INFO : EVAL, epoch=0112, iter=00040/00040, fetch data time cost=0.07ms, fps=6940 images/s, loss=0.4021, top1-acc=88.41%, top5-acc=99.67%, remaining_time=0:00:00, arrival_time=2021-04-10 02:34:11.093730, cost_time=0:00:01.532572 2021-04-10 02:34:11,207 INFO : Epoch=0112 complete, best val top1-acc=90.40%, top5-acc=99.68% (epoch=109), remaining_time=0:56:31.052896, arrival_time=2021-04-10 03:30:42.260625, cost_time=1:11:55.885501 2021-04-10 02:34:11,209 INFO : Train start, epoch=0113, lr=0.040631 2021-04-10 02:34:13,287 INFO : TRAIN, epoch=0113, iter=00010/00196, fetch data time cost=1.88ms, fps=1232 images/s, loss=0.1291, top1-acc=95.35%, top5-acc=99.92%, remaining_time=0:00:38.639268, arrival_time=2021-04-10 02:34:51.926424, cost_time=0:00:02.077384 2021-04-10 02:34:15,145 INFO : TRAIN, epoch=0113, iter=00020/00196, fetch data time cost=1.50ms, fps=1378 images/s, loss=0.1219, top1-acc=95.66%, top5-acc=99.94%, remaining_time=0:00:34.633984, arrival_time=2021-04-10 02:34:49.779439, cost_time=0:00:03.935671 2021-04-10 02:34:17,017 INFO : TRAIN, epoch=0113, iter=00030/00196, fetch data time cost=1.58ms, fps=1368 images/s, loss=0.1245, top1-acc=95.77%, top5-acc=99.92%, remaining_time=0:00:32.138596, arrival_time=2021-04-10 02:34:49.156489, cost_time=0:00:05.808183 2021-04-10 02:34:18,893 INFO : TRAIN, epoch=0113, iter=00040/00196, fetch data time cost=1.97ms, fps=1366 images/s, loss=0.1203, top1-acc=95.82%, top5-acc=99.94%, remaining_time=0:00:29.965416, arrival_time=2021-04-10 02:34:48.858627, cost_time=0:00:07.683422 2021-04-10 02:34:20,764 INFO : TRAIN, epoch=0113, iter=00050/00196, fetch data time cost=1.49ms, fps=1369 images/s, loss=0.1194, top1-acc=95.93%, top5-acc=99.95%, remaining_time=0:00:27.899578, arrival_time=2021-04-10 02:34:48.663922, cost_time=0:00:09.554638 2021-04-10 02:34:22,640 INFO : TRAIN, epoch=0113, iter=00060/00196, fetch data time cost=1.45ms, fps=1367 images/s, loss=0.1219, top1-acc=95.86%, top5-acc=99.96%, remaining_time=0:00:25.910448, arrival_time=2021-04-10 02:34:48.551258, cost_time=0:00:11.431086 2021-04-10 02:34:24,505 INFO : TRAIN, epoch=0113, iter=00070/00196, fetch data time cost=1.55ms, fps=1378 images/s, loss=0.1221, top1-acc=95.85%, top5-acc=99.96%, remaining_time=0:00:23.932062, arrival_time=2021-04-10 02:34:48.437395, cost_time=0:00:13.295624 2021-04-10 02:34:26,368 INFO : TRAIN, epoch=0113, iter=00080/00196, fetch data time cost=1.41ms, fps=1375 images/s, loss=0.1237, top1-acc=95.76%, top5-acc=99.96%, remaining_time=0:00:21.980144, arrival_time=2021-04-10 02:34:48.348564, cost_time=0:00:15.158709 2021-04-10 02:34:28,229 INFO : TRAIN, epoch=0113, iter=00090/00196, fetch data time cost=1.68ms, fps=1376 images/s, loss=0.1250, top1-acc=95.69%, top5-acc=99.96%, remaining_time=0:00:20.045024, arrival_time=2021-04-10 02:34:48.273976, cost_time=0:00:17.019339 2021-04-10 02:34:30,097 INFO : TRAIN, epoch=0113, iter=00100/00196, fetch data time cost=1.49ms, fps=1370 images/s, loss=0.1270, top1-acc=95.60%, top5-acc=99.96%, remaining_time=0:00:18.132192, arrival_time=2021-04-10 02:34:48.229623, cost_time=0:00:18.887721 2021-04-10 02:34:31,958 INFO : TRAIN, epoch=0113, iter=00110/00196, fetch data time cost=1.36ms, fps=1376 images/s, loss=0.1264, top1-acc=95.62%, top5-acc=99.96%, remaining_time=0:00:16.221664, arrival_time=2021-04-10 02:34:48.180008, cost_time=0:00:20.748654 2021-04-10 02:34:33,816 INFO : TRAIN, epoch=0113, iter=00120/00196, fetch data time cost=1.41ms, fps=1378 images/s, loss=0.1266, top1-acc=95.62%, top5-acc=99.96%, remaining_time=0:00:14.317640, arrival_time=2021-04-10 02:34:48.134208, cost_time=0:00:22.606858 2021-04-10 02:34:35,671 INFO : TRAIN, epoch=0113, iter=00130/00196, fetch data time cost=2.05ms, fps=1381 images/s, loss=0.1269, top1-acc=95.63%, top5-acc=99.96%, remaining_time=0:00:12.418956, arrival_time=2021-04-10 02:34:48.090333, cost_time=0:00:24.461639 2021-04-10 02:34:37,562 INFO : TRAIN, epoch=0113, iter=00140/00196, fetch data time cost=1.88ms, fps=1354 images/s, loss=0.1272, top1-acc=95.61%, top5-acc=99.96%, remaining_time=0:00:10.541160, arrival_time=2021-04-10 02:34:48.103803, cost_time=0:00:26.352940 2021-04-10 02:34:39,437 INFO : TRAIN, epoch=0113, iter=00150/00196, fetch data time cost=1.41ms, fps=1366 images/s, loss=0.1258, top1-acc=95.67%, top5-acc=99.96%, remaining_time=0:00:08.656602, arrival_time=2021-04-10 02:34:48.094336, cost_time=0:00:28.228022 2021-04-10 02:34:41,307 INFO : TRAIN, epoch=0113, iter=00160/00196, fetch data time cost=1.54ms, fps=1370 images/s, loss=0.1259, top1-acc=95.67%, top5-acc=99.96%, remaining_time=0:00:06.771924, arrival_time=2021-04-10 02:34:48.079145, cost_time=0:00:30.097413 2021-04-10 02:34:43,174 INFO : TRAIN, epoch=0113, iter=00170/00196, fetch data time cost=1.52ms, fps=1371 images/s, loss=0.1259, top1-acc=95.67%, top5-acc=99.96%, remaining_time=0:00:04.888754, arrival_time=2021-04-10 02:34:48.063307, cost_time=0:00:31.964888 2021-04-10 02:34:45,036 INFO : TRAIN, epoch=0113, iter=00180/00196, fetch data time cost=1.40ms, fps=1376 images/s, loss=0.1274, top1-acc=95.60%, top5-acc=99.96%, remaining_time=0:00:03.006800, arrival_time=2021-04-10 02:34:48.042953, cost_time=0:00:33.826527 2021-04-10 02:34:46,900 INFO : TRAIN, epoch=0113, iter=00190/00196, fetch data time cost=1.72ms, fps=1374 images/s, loss=0.1289, top1-acc=95.55%, top5-acc=99.95%, remaining_time=0:00:01.127064, arrival_time=2021-04-10 02:34:48.027082, cost_time=0:00:35.690412 2021-04-10 02:34:47,917 INFO : TRAIN, epoch=0113, iter=00196/00196, fetch data time cost=1.29ms, fps=1337 images/s, loss=0.1288, top1-acc=95.56%, top5-acc=99.96%, remaining_time=0:00:00, arrival_time=2021-04-10 02:34:47.917829, cost_time=0:00:36.708065 2021-04-10 02:34:48,372 INFO : EVAL, epoch=0113, iter=00010/00040, fetch data time cost=4.01ms, fps=5660 images/s, loss=0.4379, top1-acc=87.54%, top5-acc=99.41%, remaining_time=0:00:01.356750, arrival_time=2021-04-10 02:34:49.729150, cost_time=0:00:00.452253 2021-04-10 02:34:48,737 INFO : EVAL, epoch=0113, iter=00020/00040, fetch data time cost=1.79ms, fps=7032 images/s, loss=0.4387, top1-acc=87.25%, top5-acc=99.45%, remaining_time=0:00:00.816800, arrival_time=2021-04-10 02:34:49.553787, cost_time=0:00:00.816809 2021-04-10 02:34:49,099 INFO : EVAL, epoch=0113, iter=00030/00040, fetch data time cost=1.25ms, fps=7066 images/s, loss=0.4274, top1-acc=87.54%, top5-acc=99.48%, remaining_time=0:00:00.393220, arrival_time=2021-04-10 02:34:49.493029, cost_time=0:00:01.179645 2021-04-10 02:34:49,438 INFO : EVAL, epoch=0113, iter=00040/00040, fetch data time cost=0.06ms, fps=6859 images/s, loss=0.4221, top1-acc=87.70%, top5-acc=99.43%, remaining_time=0:00:00, arrival_time=2021-04-10 02:34:49.438565, cost_time=0:00:01.518338 2021-04-10 02:34:49,536 INFO : Epoch=0113 complete, best val top1-acc=90.40%, top5-acc=99.68% (epoch=109), remaining_time=0:55:52.359951, arrival_time=2021-04-10 03:30:41.896811, cost_time=1:12:34.214639 2021-04-10 02:34:49,538 INFO : Train start, epoch=0114, lr=0.039861 2021-04-10 02:34:51,585 INFO : TRAIN, epoch=0114, iter=00010/00196, fetch data time cost=1.43ms, fps=1251 images/s, loss=0.1363, top1-acc=95.31%, top5-acc=100.00%, remaining_time=0:00:38.074758, arrival_time=2021-04-10 02:35:29.659989, cost_time=0:00:02.047032 2021-04-10 02:34:53,453 INFO : TRAIN, epoch=0114, iter=00020/00196, fetch data time cost=1.96ms, fps=1371 images/s, loss=0.1357, top1-acc=95.37%, top5-acc=99.96%, remaining_time=0:00:34.454112, arrival_time=2021-04-10 02:35:27.907567, cost_time=0:00:03.915236 2021-04-10 02:34:55,308 INFO : TRAIN, epoch=0114, iter=00030/00196, fetch data time cost=1.38ms, fps=1381 images/s, loss=0.1328, top1-acc=95.36%, top5-acc=99.96%, remaining_time=0:00:31.927278, arrival_time=2021-04-10 02:35:27.235503, cost_time=0:00:05.769991 2021-04-10 02:34:57,166 INFO : TRAIN, epoch=0114, iter=00040/00196, fetch data time cost=2.16ms, fps=1378 images/s, loss=0.1342, top1-acc=95.29%, top5-acc=99.95%, remaining_time=0:00:29.749512, arrival_time=2021-04-10 02:35:26.915957, cost_time=0:00:07.628077 2021-04-10 02:34:59,067 INFO : TRAIN, epoch=0114, iter=00050/00196, fetch data time cost=1.91ms, fps=1348 images/s, loss=0.1339, top1-acc=95.30%, top5-acc=99.95%, remaining_time=0:00:27.823658, arrival_time=2021-04-10 02:35:26.890595, cost_time=0:00:09.528627 2021-04-10 02:35:00,953 INFO : TRAIN, epoch=0114, iter=00060/00196, fetch data time cost=1.71ms, fps=1358 images/s, loss=0.1361, top1-acc=95.27%, top5-acc=99.95%, remaining_time=0:00:25.873728, arrival_time=2021-04-10 02:35:26.826839, cost_time=0:00:11.414881 2021-04-10 02:35:02,823 INFO : TRAIN, epoch=0114, iter=00070/00196, fetch data time cost=1.42ms, fps=1369 images/s, loss=0.1346, top1-acc=95.27%, top5-acc=99.95%, remaining_time=0:00:23.912784, arrival_time=2021-04-10 02:35:26.735895, cost_time=0:00:13.284903 2021-04-10 02:35:04,690 INFO : TRAIN, epoch=0114, iter=00080/00196, fetch data time cost=1.97ms, fps=1371 images/s, loss=0.1353, top1-acc=95.28%, top5-acc=99.95%, remaining_time=0:00:21.970748, arrival_time=2021-04-10 02:35:26.661208, cost_time=0:00:15.152256 2021-04-10 02:35:06,553 INFO : TRAIN, epoch=0114, iter=00090/00196, fetch data time cost=1.59ms, fps=1374 images/s, loss=0.1337, top1-acc=95.39%, top5-acc=99.94%, remaining_time=0:00:20.040360, arrival_time=2021-04-10 02:35:26.593996, cost_time=0:00:17.015393 2021-04-10 02:35:08,418 INFO : TRAIN, epoch=0114, iter=00100/00196, fetch data time cost=1.42ms, fps=1374 images/s, loss=0.1310, top1-acc=95.48%, top5-acc=99.95%, remaining_time=0:00:18.124512, arrival_time=2021-04-10 02:35:26.542549, cost_time=0:00:18.879737 2021-04-10 02:35:10,281 INFO : TRAIN, epoch=0114, iter=00110/00196, fetch data time cost=1.40ms, fps=1374 images/s, loss=0.1301, top1-acc=95.50%, top5-acc=99.95%, remaining_time=0:00:16.217708, arrival_time=2021-04-10 02:35:26.499424, cost_time=0:00:20.743580 2021-04-10 02:35:12,148 INFO : TRAIN, epoch=0114, iter=00120/00196, fetch data time cost=1.75ms, fps=1372 images/s, loss=0.1300, top1-acc=95.51%, top5-acc=99.95%, remaining_time=0:00:14.319768, arrival_time=2021-04-10 02:35:26.468156, cost_time=0:00:22.610116 2021-04-10 02:35:14,009 INFO : TRAIN, epoch=0114, iter=00130/00196, fetch data time cost=1.32ms, fps=1376 images/s, loss=0.1296, top1-acc=95.52%, top5-acc=99.95%, remaining_time=0:00:12.424038, arrival_time=2021-04-10 02:35:26.433747, cost_time=0:00:24.471569 2021-04-10 02:35:15,867 INFO : TRAIN, epoch=0114, iter=00140/00196, fetch data time cost=1.71ms, fps=1378 images/s, loss=0.1289, top1-acc=95.53%, top5-acc=99.95%, remaining_time=0:00:10.531752, arrival_time=2021-04-10 02:35:26.399318, cost_time=0:00:26.329366 2021-04-10 02:35:17,725 INFO : TRAIN, epoch=0114, iter=00150/00196, fetch data time cost=1.76ms, fps=1379 images/s, loss=0.1293, top1-acc=95.53%, top5-acc=99.95%, remaining_time=0:00:08.643998, arrival_time=2021-04-10 02:35:26.369141, cost_time=0:00:28.187007 2021-04-10 02:35:19,583 INFO : TRAIN, epoch=0114, iter=00160/00196, fetch data time cost=1.90ms, fps=1378 images/s, loss=0.1293, top1-acc=95.51%, top5-acc=99.96%, remaining_time=0:00:06.760152, arrival_time=2021-04-10 02:35:26.343473, cost_time=0:00:30.045061 2021-04-10 02:35:21,442 INFO : TRAIN, epoch=0114, iter=00170/00196, fetch data time cost=1.52ms, fps=1377 images/s, loss=0.1293, top1-acc=95.49%, top5-acc=99.96%, remaining_time=0:00:04.879524, arrival_time=2021-04-10 02:35:26.322261, cost_time=0:00:31.904528 2021-04-10 02:35:23,306 INFO : TRAIN, epoch=0114, iter=00180/00196, fetch data time cost=1.43ms, fps=1374 images/s, loss=0.1300, top1-acc=95.47%, top5-acc=99.96%, remaining_time=0:00:03.001632, arrival_time=2021-04-10 02:35:26.308365, cost_time=0:00:33.768447 2021-04-10 02:35:25,173 INFO : TRAIN, epoch=0114, iter=00190/00196, fetch data time cost=1.28ms, fps=1372 images/s, loss=0.1303, top1-acc=95.46%, top5-acc=99.95%, remaining_time=0:00:01.125324, arrival_time=2021-04-10 02:35:26.298829, cost_time=0:00:35.635354 2021-04-10 02:35:26,176 INFO : TRAIN, epoch=0114, iter=00196/00196, fetch data time cost=1.25ms, fps=1357 images/s, loss=0.1306, top1-acc=95.45%, top5-acc=99.95%, remaining_time=0:00:00, arrival_time=2021-04-10 02:35:26.176422, cost_time=0:00:36.638309 2021-04-10 02:35:26,621 INFO : EVAL, epoch=0114, iter=00010/00040, fetch data time cost=2.66ms, fps=5777 images/s, loss=0.3887, top1-acc=88.63%, top5-acc=99.61%, remaining_time=0:00:01.329420, arrival_time=2021-04-10 02:35:27.950636, cost_time=0:00:00.443141 2021-04-10 02:35:26,988 INFO : EVAL, epoch=0114, iter=00020/00040, fetch data time cost=1.79ms, fps=6984 images/s, loss=0.3692, top1-acc=88.75%, top5-acc=99.57%, remaining_time=0:00:00.810040, arrival_time=2021-04-10 02:35:27.798195, cost_time=0:00:00.810035 2021-04-10 02:35:27,353 INFO : EVAL, epoch=0114, iter=00030/00040, fetch data time cost=2.16ms, fps=7019 images/s, loss=0.3667, top1-acc=89.18%, top5-acc=99.57%, remaining_time=0:00:00.391750, arrival_time=2021-04-10 02:35:27.745087, cost_time=0:00:01.175254 2021-04-10 02:35:27,692 INFO : EVAL, epoch=0114, iter=00040/00040, fetch data time cost=0.06ms, fps=6857 images/s, loss=0.3699, top1-acc=88.97%, top5-acc=99.59%, remaining_time=0:00:00, arrival_time=2021-04-10 02:35:27.692029, cost_time=0:00:01.513960 2021-04-10 02:35:27,778 INFO : Epoch=0114 complete, best val top1-acc=90.40%, top5-acc=99.68% (epoch=109), remaining_time=0:55:13.607090, arrival_time=2021-04-10 03:30:41.385208, cost_time=1:13:12.455889 2021-04-10 02:35:27,779 INFO : Train start, epoch=0115, lr=0.039093 2021-04-10 02:35:29,866 INFO : TRAIN, epoch=0115, iter=00010/00196, fetch data time cost=1.70ms, fps=1227 images/s, loss=0.1313, top1-acc=95.47%, top5-acc=99.96%, remaining_time=0:00:38.807412, arrival_time=2021-04-10 02:36:08.674100, cost_time=0:00:02.086417 2021-04-10 02:35:31,733 INFO : TRAIN, epoch=0115, iter=00020/00196, fetch data time cost=2.04ms, fps=1372 images/s, loss=0.1305, top1-acc=95.43%, top5-acc=99.98%, remaining_time=0:00:34.788512, arrival_time=2021-04-10 02:36:06.521853, cost_time=0:00:03.953231 2021-04-10 02:35:33,589 INFO : TRAIN, epoch=0115, iter=00030/00196, fetch data time cost=1.41ms, fps=1380 images/s, loss=0.1319, top1-acc=95.36%, top5-acc=99.97%, remaining_time=0:00:32.145568, arrival_time=2021-04-10 02:36:05.735093, cost_time=0:00:05.809454 2021-04-10 02:35:35,462 INFO : TRAIN, epoch=0115, iter=00040/00196, fetch data time cost=1.60ms, fps=1367 images/s, loss=0.1310, top1-acc=95.43%, top5-acc=99.98%, remaining_time=0:00:29.961360, arrival_time=2021-04-10 02:36:05.423827, cost_time=0:00:07.682406 2021-04-10 02:35:37,337 INFO : TRAIN, epoch=0115, iter=00050/00196, fetch data time cost=1.41ms, fps=1366 images/s, loss=0.1278, top1-acc=95.60%, top5-acc=99.98%, remaining_time=0:00:27.907170, arrival_time=2021-04-10 02:36:05.244563, cost_time=0:00:09.557231 2021-04-10 02:35:39,193 INFO : TRAIN, epoch=0115, iter=00060/00196, fetch data time cost=1.38ms, fps=1380 images/s, loss=0.1277, top1-acc=95.60%, top5-acc=99.98%, remaining_time=0:00:25.870056, arrival_time=2021-04-10 02:36:05.063390, cost_time=0:00:11.413256 2021-04-10 02:35:41,052 INFO : TRAIN, epoch=0115, iter=00070/00196, fetch data time cost=1.36ms, fps=1377 images/s, loss=0.1257, top1-acc=95.66%, top5-acc=99.97%, remaining_time=0:00:23.889852, arrival_time=2021-04-10 02:36:04.942067, cost_time=0:00:13.272132 2021-04-10 02:35:42,923 INFO : TRAIN, epoch=0115, iter=00080/00196, fetch data time cost=1.73ms, fps=1368 images/s, loss=0.1240, top1-acc=95.74%, top5-acc=99.97%, remaining_time=0:00:21.958220, arrival_time=2021-04-10 02:36:04.881941, cost_time=0:00:15.143633 2021-04-10 02:35:44,782 INFO : TRAIN, epoch=0115, iter=00090/00196, fetch data time cost=1.50ms, fps=1378 images/s, loss=0.1232, top1-acc=95.77%, top5-acc=99.97%, remaining_time=0:00:20.024566, arrival_time=2021-04-10 02:36:04.806857, cost_time=0:00:17.002013 2021-04-10 02:35:46,649 INFO : TRAIN, epoch=0115, iter=00100/00196, fetch data time cost=1.36ms, fps=1372 images/s, loss=0.1232, top1-acc=95.77%, top5-acc=99.97%, remaining_time=0:00:18.114720, arrival_time=2021-04-10 02:36:04.764281, cost_time=0:00:18.869481 2021-04-10 02:35:48,514 INFO : TRAIN, epoch=0115, iter=00110/00196, fetch data time cost=1.35ms, fps=1373 images/s, loss=0.1247, top1-acc=95.75%, top5-acc=99.97%, remaining_time=0:00:16.210312, arrival_time=2021-04-10 02:36:04.724505, cost_time=0:00:20.734107 2021-04-10 02:35:50,383 INFO : TRAIN, epoch=0115, iter=00120/00196, fetch data time cost=2.20ms, fps=1370 images/s, loss=0.1241, top1-acc=95.79%, top5-acc=99.97%, remaining_time=0:00:14.315208, arrival_time=2021-04-10 02:36:04.698250, cost_time=0:00:22.602964 2021-04-10 02:35:52,237 INFO : TRAIN, epoch=0115, iter=00130/00196, fetch data time cost=1.36ms, fps=1380 images/s, loss=0.1257, top1-acc=95.74%, top5-acc=99.96%, remaining_time=0:00:12.417042, arrival_time=2021-04-10 02:36:04.654933, cost_time=0:00:24.457825 2021-04-10 02:35:54,090 INFO : TRAIN, epoch=0115, iter=00140/00196, fetch data time cost=1.37ms, fps=1382 images/s, loss=0.1265, top1-acc=95.71%, top5-acc=99.97%, remaining_time=0:00:10.524192, arrival_time=2021-04-10 02:36:04.614880, cost_time=0:00:26.310529 2021-04-10 02:35:55,957 INFO : TRAIN, epoch=0115, iter=00150/00196, fetch data time cost=1.44ms, fps=1372 images/s, loss=0.1270, top1-acc=95.68%, top5-acc=99.96%, remaining_time=0:00:08.641146, arrival_time=2021-04-10 02:36:04.598927, cost_time=0:00:28.177618 2021-04-10 02:35:57,822 INFO : TRAIN, epoch=0115, iter=00160/00196, fetch data time cost=1.52ms, fps=1373 images/s, loss=0.1273, top1-acc=95.66%, top5-acc=99.96%, remaining_time=0:00:06.759576, arrival_time=2021-04-10 02:36:04.582220, cost_time=0:00:30.042566 2021-04-10 02:35:59,691 INFO : TRAIN, epoch=0115, iter=00170/00196, fetch data time cost=1.41ms, fps=1370 images/s, loss=0.1289, top1-acc=95.60%, top5-acc=99.96%, remaining_time=0:00:04.880590, arrival_time=2021-04-10 02:36:04.572290, cost_time=0:00:31.911630 2021-04-10 02:36:01,566 INFO : TRAIN, epoch=0115, iter=00180/00196, fetch data time cost=1.35ms, fps=1365 images/s, loss=0.1296, top1-acc=95.59%, top5-acc=99.96%, remaining_time=0:00:03.003264, arrival_time=2021-04-10 02:36:04.570137, cost_time=0:00:33.786792 2021-04-10 02:36:03,426 INFO : TRAIN, epoch=0115, iter=00190/00196, fetch data time cost=1.25ms, fps=1377 images/s, loss=0.1304, top1-acc=95.57%, top5-acc=99.96%, remaining_time=0:00:01.125684, arrival_time=2021-04-10 02:36:04.552342, cost_time=0:00:35.646589 2021-04-10 02:36:04,429 INFO : TRAIN, epoch=0115, iter=00196/00196, fetch data time cost=1.68ms, fps=1357 images/s, loss=0.1313, top1-acc=95.56%, top5-acc=99.96%, remaining_time=0:00:00, arrival_time=2021-04-10 02:36:04.429197, cost_time=0:00:36.649069 2021-04-10 02:36:04,911 INFO : EVAL, epoch=0115, iter=00010/00040, fetch data time cost=0.21ms, fps=5330 images/s, loss=0.3962, top1-acc=89.22%, top5-acc=99.61%, remaining_time=0:00:01.440720, arrival_time=2021-04-10 02:36:06.351790, cost_time=0:00:00.480242 2021-04-10 02:36:05,280 INFO : EVAL, epoch=0115, iter=00020/00040, fetch data time cost=2.06ms, fps=6937 images/s, loss=0.3697, top1-acc=89.59%, top5-acc=99.57%, remaining_time=0:00:00.849840, arrival_time=2021-04-10 02:36:06.130502, cost_time=0:00:00.849830 2021-04-10 02:36:05,650 INFO : EVAL, epoch=0115, iter=00030/00040, fetch data time cost=2.10ms, fps=6935 images/s, loss=0.3779, top1-acc=89.13%, top5-acc=99.57%, remaining_time=0:00:00.406500, arrival_time=2021-04-10 02:36:06.056813, cost_time=0:00:01.219487 2021-04-10 02:36:06,001 INFO : EVAL, epoch=0115, iter=00040/00040, fetch data time cost=0.10ms, fps=6626 images/s, loss=0.3736, top1-acc=89.17%, top5-acc=99.61%, remaining_time=0:00:00, arrival_time=2021-04-10 02:36:06.000953, cost_time=0:00:01.570173 2021-04-10 02:36:06,107 INFO : Epoch=0115 complete, best val top1-acc=90.40%, top5-acc=99.68% (epoch=109), remaining_time=0:54:34.928365, arrival_time=2021-04-10 03:30:41.035998, cost_time=1:13:50.785382 2021-04-10 02:36:06,109 INFO : Train start, epoch=0116, lr=0.038328 2021-04-10 02:36:08,207 INFO : TRAIN, epoch=0116, iter=00010/00196, fetch data time cost=1.86ms, fps=1220 images/s, loss=0.1523, top1-acc=95.35%, top5-acc=99.96%, remaining_time=0:00:39.014430, arrival_time=2021-04-10 02:36:47.221675, cost_time=0:00:02.097554 2021-04-10 02:36:10,081 INFO : TRAIN, epoch=0116, iter=00020/00196, fetch data time cost=4.60ms, fps=1367 images/s, loss=0.1446, top1-acc=95.37%, top5-acc=99.94%, remaining_time=0:00:34.950256, arrival_time=2021-04-10 02:36:45.031485, cost_time=0:00:03.971612 2021-04-10 02:36:11,939 INFO : TRAIN, epoch=0116, iter=00030/00196, fetch data time cost=1.44ms, fps=1378 images/s, loss=0.1383, top1-acc=95.56%, top5-acc=99.96%, remaining_time=0:00:32.258946, arrival_time=2021-04-10 02:36:44.198474, cost_time=0:00:05.829927 2021-04-10 02:36:13,823 INFO : TRAIN, epoch=0116, iter=00040/00196, fetch data time cost=1.54ms, fps=1359 images/s, loss=0.1345, top1-acc=95.58%, top5-acc=99.97%, remaining_time=0:00:30.084600, arrival_time=2021-04-10 02:36:43.908255, cost_time=0:00:07.713980 2021-04-10 02:36:15,690 INFO : TRAIN, epoch=0116, iter=00050/00196, fetch data time cost=1.73ms, fps=1372 images/s, loss=0.1278, top1-acc=95.79%, top5-acc=99.98%, remaining_time=0:00:27.976958, arrival_time=2021-04-10 02:36:43.667718, cost_time=0:00:09.581163 2021-04-10 02:36:17,555 INFO : TRAIN, epoch=0116, iter=00060/00196, fetch data time cost=1.60ms, fps=1373 images/s, loss=0.1269, top1-acc=95.81%, top5-acc=99.98%, remaining_time=0:00:25.943904, arrival_time=2021-04-10 02:36:43.499243, cost_time=0:00:11.445825 2021-04-10 02:36:19,418 INFO : TRAIN, epoch=0116, iter=00070/00196, fetch data time cost=1.35ms, fps=1375 images/s, loss=0.1237, top1-acc=95.90%, top5-acc=99.98%, remaining_time=0:00:23.955246, arrival_time=2021-04-10 02:36:43.373286, cost_time=0:00:13.308441 2021-04-10 02:36:21,281 INFO : TRAIN, epoch=0116, iter=00080/00196, fetch data time cost=1.64ms, fps=1374 images/s, loss=0.1244, top1-acc=95.88%, top5-acc=99.98%, remaining_time=0:00:21.999864, arrival_time=2021-04-10 02:36:43.281740, cost_time=0:00:15.172298 2021-04-10 02:36:23,146 INFO : TRAIN, epoch=0116, iter=00090/00196, fetch data time cost=1.71ms, fps=1373 images/s, loss=0.1221, top1-acc=95.91%, top5-acc=99.98%, remaining_time=0:00:20.065906, arrival_time=2021-04-10 02:36:43.212576, cost_time=0:00:17.037115 2021-04-10 02:36:25,031 INFO : TRAIN, epoch=0116, iter=00100/00196, fetch data time cost=1.42ms, fps=1358 images/s, loss=0.1225, top1-acc=95.89%, top5-acc=99.98%, remaining_time=0:00:18.165216, arrival_time=2021-04-10 02:36:43.196930, cost_time=0:00:18.922140 2021-04-10 02:36:26,900 INFO : TRAIN, epoch=0116, iter=00110/00196, fetch data time cost=1.49ms, fps=1370 images/s, loss=0.1216, top1-acc=95.90%, top5-acc=99.98%, remaining_time=0:00:16.254688, arrival_time=2021-04-10 02:36:43.155082, cost_time=0:00:20.790839 2021-04-10 02:36:28,764 INFO : TRAIN, epoch=0116, iter=00120/00196, fetch data time cost=2.23ms, fps=1374 images/s, loss=0.1230, top1-acc=95.82%, top5-acc=99.98%, remaining_time=0:00:14.347888, arrival_time=2021-04-10 02:36:43.112111, cost_time=0:00:22.654520 2021-04-10 02:36:30,637 INFO : TRAIN, epoch=0116, iter=00130/00196, fetch data time cost=1.57ms, fps=1367 images/s, loss=0.1241, top1-acc=95.78%, top5-acc=99.97%, remaining_time=0:00:12.452418, arrival_time=2021-04-10 02:36:43.089422, cost_time=0:00:24.527455 2021-04-10 02:36:32,493 INFO : TRAIN, epoch=0116, iter=00140/00196, fetch data time cost=1.75ms, fps=1380 images/s, loss=0.1248, top1-acc=95.72%, top5-acc=99.97%, remaining_time=0:00:10.553424, arrival_time=2021-04-10 02:36:43.046563, cost_time=0:00:26.383612 2021-04-10 02:36:34,356 INFO : TRAIN, epoch=0116, iter=00150/00196, fetch data time cost=1.41ms, fps=1374 images/s, loss=0.1242, top1-acc=95.73%, top5-acc=99.97%, remaining_time=0:00:08.662490, arrival_time=2021-04-10 02:36:43.019262, cost_time=0:00:28.247214 2021-04-10 02:36:36,221 INFO : TRAIN, epoch=0116, iter=00160/00196, fetch data time cost=1.31ms, fps=1373 images/s, loss=0.1253, top1-acc=95.68%, top5-acc=99.97%, remaining_time=0:00:06.775272, arrival_time=2021-04-10 02:36:42.997078, cost_time=0:00:30.112255 2021-04-10 02:36:38,076 INFO : TRAIN, epoch=0116, iter=00170/00196, fetch data time cost=1.49ms, fps=1381 images/s, loss=0.1253, top1-acc=95.69%, top5-acc=99.97%, remaining_time=0:00:04.888988, arrival_time=2021-04-10 02:36:42.964947, cost_time=0:00:31.966465 2021-04-10 02:36:39,938 INFO : TRAIN, epoch=0116, iter=00180/00196, fetch data time cost=1.89ms, fps=1375 images/s, loss=0.1263, top1-acc=95.66%, top5-acc=99.97%, remaining_time=0:00:03.006992, arrival_time=2021-04-10 02:36:42.945174, cost_time=0:00:33.828640 2021-04-10 02:36:41,810 INFO : TRAIN, epoch=0116, iter=00190/00196, fetch data time cost=1.56ms, fps=1368 images/s, loss=0.1268, top1-acc=95.64%, top5-acc=99.96%, remaining_time=0:00:01.127400, arrival_time=2021-04-10 02:36:42.938054, cost_time=0:00:35.701072 2021-04-10 02:36:42,815 INFO : TRAIN, epoch=0116, iter=00196/00196, fetch data time cost=1.26ms, fps=1355 images/s, loss=0.1265, top1-acc=95.63%, top5-acc=99.96%, remaining_time=0:00:00, arrival_time=2021-04-10 02:36:42.814951, cost_time=0:00:36.705441 2021-04-10 02:36:43,254 INFO : EVAL, epoch=0116, iter=00010/00040, fetch data time cost=0.28ms, fps=5846 images/s, loss=0.4441, top1-acc=86.87%, top5-acc=99.65%, remaining_time=0:00:01.313610, arrival_time=2021-04-10 02:36:44.567982, cost_time=0:00:00.437869 2021-04-10 02:36:43,616 INFO : EVAL, epoch=0116, iter=00020/00040, fetch data time cost=1.51ms, fps=7085 images/s, loss=0.4602, top1-acc=86.25%, top5-acc=99.61%, remaining_time=0:00:00.799560, arrival_time=2021-04-10 02:36:44.415610, cost_time=0:00:00.799552 2021-04-10 02:36:43,981 INFO : EVAL, epoch=0116, iter=00030/00040, fetch data time cost=1.39ms, fps=7020 images/s, loss=0.4483, top1-acc=86.69%, top5-acc=99.64%, remaining_time=0:00:00.388190, arrival_time=2021-04-10 02:36:44.369329, cost_time=0:00:01.164584 2021-04-10 02:36:44,319 INFO : EVAL, epoch=0116, iter=00040/00040, fetch data time cost=0.07ms, fps=6866 images/s, loss=0.4612, top1-acc=86.76%, top5-acc=99.62%, remaining_time=0:00:00, arrival_time=2021-04-10 02:36:44.319496, cost_time=0:00:01.503027 2021-04-10 02:36:44,442 INFO : Epoch=0116 complete, best val top1-acc=90.40%, top5-acc=99.68% (epoch=109), remaining_time=0:53:56.259600, arrival_time=2021-04-10 03:30:40.702261, cost_time=1:14:29.120455 2021-04-10 02:36:44,443 INFO : Train start, epoch=0117, lr=0.037566 2021-04-10 02:36:46,522 INFO : TRAIN, epoch=0117, iter=00010/00196, fetch data time cost=1.59ms, fps=1231 images/s, loss=0.1218, top1-acc=95.86%, top5-acc=100.00%, remaining_time=0:00:38.667912, arrival_time=2021-04-10 02:37:25.190772, cost_time=0:00:02.078924 2021-04-10 02:36:48,388 INFO : TRAIN, epoch=0117, iter=00020/00196, fetch data time cost=1.92ms, fps=1373 images/s, loss=0.1303, top1-acc=95.57%, top5-acc=99.96%, remaining_time=0:00:34.710544, arrival_time=2021-04-10 02:37:23.098864, cost_time=0:00:03.944374 2021-04-10 02:36:50,246 INFO : TRAIN, epoch=0117, iter=00030/00196, fetch data time cost=1.94ms, fps=1379 images/s, loss=0.1201, top1-acc=95.98%, top5-acc=99.97%, remaining_time=0:00:32.104234, arrival_time=2021-04-10 02:37:22.350236, cost_time=0:00:05.801967 2021-04-10 02:36:52,148 INFO : TRAIN, epoch=0117, iter=00040/00196, fetch data time cost=2.66ms, fps=1346 images/s, loss=0.1220, top1-acc=95.82%, top5-acc=99.96%, remaining_time=0:00:30.048564, arrival_time=2021-04-10 02:37:22.197318, cost_time=0:00:07.704779 2021-04-10 02:36:54,022 INFO : TRAIN, epoch=0117, iter=00050/00196, fetch data time cost=1.52ms, fps=1367 images/s, loss=0.1189, top1-acc=95.81%, top5-acc=99.96%, remaining_time=0:00:27.967906, arrival_time=2021-04-10 02:37:21.989901, cost_time=0:00:09.578057 2021-04-10 02:36:55,888 INFO : TRAIN, epoch=0117, iter=00060/00196, fetch data time cost=1.37ms, fps=1372 images/s, loss=0.1180, top1-acc=95.83%, top5-acc=99.97%, remaining_time=0:00:25.940232, arrival_time=2021-04-10 02:37:21.828453, cost_time=0:00:11.444201 2021-04-10 02:36:57,763 INFO : TRAIN, epoch=0117, iter=00070/00196, fetch data time cost=1.95ms, fps=1365 images/s, loss=0.1170, top1-acc=95.86%, top5-acc=99.97%, remaining_time=0:00:23.975784, arrival_time=2021-04-10 02:37:21.739531, cost_time=0:00:13.319887 2021-04-10 02:36:59,632 INFO : TRAIN, epoch=0117, iter=00080/00196, fetch data time cost=1.58ms, fps=1370 images/s, loss=0.1169, top1-acc=95.89%, top5-acc=99.97%, remaining_time=0:00:22.023180, arrival_time=2021-04-10 02:37:21.655603, cost_time=0:00:15.188397 2021-04-10 02:37:01,508 INFO : TRAIN, epoch=0117, iter=00090/00196, fetch data time cost=2.15ms, fps=1365 images/s, loss=0.1176, top1-acc=95.85%, top5-acc=99.97%, remaining_time=0:00:20.097812, arrival_time=2021-04-10 02:37:21.606149, cost_time=0:00:17.064185 2021-04-10 02:37:03,373 INFO : TRAIN, epoch=0117, iter=00100/00196, fetch data time cost=1.58ms, fps=1373 images/s, loss=0.1171, top1-acc=95.87%, top5-acc=99.97%, remaining_time=0:00:18.172224, arrival_time=2021-04-10 02:37:21.545540, cost_time=0:00:18.929374 2021-04-10 02:37:05,235 INFO : TRAIN, epoch=0117, iter=00110/00196, fetch data time cost=1.41ms, fps=1375 images/s, loss=0.1171, top1-acc=95.88%, top5-acc=99.97%, remaining_time=0:00:16.255376, arrival_time=2021-04-10 02:37:21.490995, cost_time=0:00:20.791764 2021-04-10 02:37:07,099 INFO : TRAIN, epoch=0117, iter=00120/00196, fetch data time cost=1.39ms, fps=1374 images/s, loss=0.1175, top1-acc=95.85%, top5-acc=99.97%, remaining_time=0:00:14.348420, arrival_time=2021-04-10 02:37:21.447721, cost_time=0:00:22.655352 2021-04-10 02:37:08,961 INFO : TRAIN, epoch=0117, iter=00130/00196, fetch data time cost=1.92ms, fps=1375 images/s, loss=0.1188, top1-acc=95.84%, top5-acc=99.96%, remaining_time=0:00:12.447270, arrival_time=2021-04-10 02:37:21.408427, cost_time=0:00:24.517295 2021-04-10 02:37:10,823 INFO : TRAIN, epoch=0117, iter=00140/00196, fetch data time cost=1.48ms, fps=1375 images/s, loss=0.1197, top1-acc=95.85%, top5-acc=99.96%, remaining_time=0:00:10.551576, arrival_time=2021-04-10 02:37:21.374553, cost_time=0:00:26.379001 2021-04-10 02:37:12,682 INFO : TRAIN, epoch=0117, iter=00150/00196, fetch data time cost=1.48ms, fps=1377 images/s, loss=0.1207, top1-acc=95.79%, top5-acc=99.96%, remaining_time=0:00:08.659960, arrival_time=2021-04-10 02:37:21.342841, cost_time=0:00:28.238995 2021-04-10 02:37:14,536 INFO : TRAIN, epoch=0117, iter=00160/00196, fetch data time cost=1.54ms, fps=1381 images/s, loss=0.1206, top1-acc=95.79%, top5-acc=99.96%, remaining_time=0:00:06.770844, arrival_time=2021-04-10 02:37:21.307343, cost_time=0:00:30.092644 2021-04-10 02:37:16,402 INFO : TRAIN, epoch=0117, iter=00170/00196, fetch data time cost=2.11ms, fps=1373 images/s, loss=0.1211, top1-acc=95.77%, top5-acc=99.96%, remaining_time=0:00:04.887714, arrival_time=2021-04-10 02:37:21.289707, cost_time=0:00:31.958079 2021-04-10 02:37:18,261 INFO : TRAIN, epoch=0117, iter=00180/00196, fetch data time cost=1.53ms, fps=1377 images/s, loss=0.1221, top1-acc=95.74%, top5-acc=99.96%, remaining_time=0:00:03.006000, arrival_time=2021-04-10 02:37:21.267451, cost_time=0:00:33.817574 2021-04-10 02:37:20,122 INFO : TRAIN, epoch=0117, iter=00190/00196, fetch data time cost=2.01ms, fps=1376 images/s, loss=0.1229, top1-acc=95.72%, top5-acc=99.96%, remaining_time=0:00:01.126698, arrival_time=2021-04-10 02:37:21.249308, cost_time=0:00:35.678763 2021-04-10 02:37:21,127 INFO : TRAIN, epoch=0117, iter=00196/00196, fetch data time cost=1.39ms, fps=1354 images/s, loss=0.1225, top1-acc=95.73%, top5-acc=99.96%, remaining_time=0:00:00, arrival_time=2021-04-10 02:37:21.127295, cost_time=0:00:36.683448 2021-04-10 02:37:21,609 INFO : EVAL, epoch=0117, iter=00010/00040, fetch data time cost=1.83ms, fps=5322 images/s, loss=0.3719, top1-acc=88.75%, top5-acc=99.80%, remaining_time=0:00:01.442910, arrival_time=2021-04-10 02:37:23.052746, cost_time=0:00:00.480973 2021-04-10 02:37:21,970 INFO : EVAL, epoch=0117, iter=00020/00040, fetch data time cost=1.54ms, fps=7111 images/s, loss=0.3909, top1-acc=88.81%, top5-acc=99.71%, remaining_time=0:00:00.841500, arrival_time=2021-04-10 02:37:22.811792, cost_time=0:00:00.841494 2021-04-10 02:37:22,334 INFO : EVAL, epoch=0117, iter=00030/00040, fetch data time cost=1.98ms, fps=7034 images/s, loss=0.4021, top1-acc=88.45%, top5-acc=99.71%, remaining_time=0:00:00.401930, arrival_time=2021-04-10 02:37:22.736510, cost_time=0:00:01.205778 2021-04-10 02:37:22,670 INFO : EVAL, epoch=0117, iter=00040/00040, fetch data time cost=0.08ms, fps=6907 images/s, loss=0.4084, top1-acc=88.36%, top5-acc=99.61%, remaining_time=0:00:00, arrival_time=2021-04-10 02:37:22.670813, cost_time=0:00:01.542041 2021-04-10 02:37:22,781 INFO : Epoch=0117 complete, best val top1-acc=90.40%, top5-acc=99.68% (epoch=109), remaining_time=0:53:17.599402, arrival_time=2021-04-10 03:30:40.381048, cost_time=1:15:07.459447 2021-04-10 02:37:22,782 INFO : Train start, epoch=0118, lr=0.036806 2021-04-10 02:37:24,826 INFO : TRAIN, epoch=0118, iter=00010/00196, fetch data time cost=2.49ms, fps=1253 images/s, loss=0.0952, top1-acc=96.91%, top5-acc=99.88%, remaining_time=0:00:38.006682, arrival_time=2021-04-10 02:38:02.833039, cost_time=0:00:02.043374 2021-04-10 02:37:26,688 INFO : TRAIN, epoch=0118, iter=00020/00196, fetch data time cost=1.62ms, fps=1376 images/s, loss=0.1041, top1-acc=96.54%, top5-acc=99.92%, remaining_time=0:00:34.365760, arrival_time=2021-04-10 02:38:01.053841, cost_time=0:00:03.905203 2021-04-10 02:37:28,550 INFO : TRAIN, epoch=0118, iter=00030/00196, fetch data time cost=1.40ms, fps=1375 images/s, loss=0.1049, top1-acc=96.47%, top5-acc=99.95%, remaining_time=0:00:31.911508, arrival_time=2021-04-10 02:38:00.461505, cost_time=0:00:05.767127 2021-04-10 02:37:30,429 INFO : TRAIN, epoch=0118, iter=00040/00196, fetch data time cost=2.02ms, fps=1362 images/s, loss=0.1058, top1-acc=96.46%, top5-acc=99.92%, remaining_time=0:00:29.822988, arrival_time=2021-04-10 02:38:00.252835, cost_time=0:00:07.646918 2021-04-10 02:37:32,299 INFO : TRAIN, epoch=0118, iter=00050/00196, fetch data time cost=2.26ms, fps=1370 images/s, loss=0.1104, top1-acc=96.23%, top5-acc=99.93%, remaining_time=0:00:27.787304, arrival_time=2021-04-10 02:38:00.086453, cost_time=0:00:09.516179 2021-04-10 02:37:34,171 INFO : TRAIN, epoch=0118, iter=00060/00196, fetch data time cost=2.16ms, fps=1368 images/s, loss=0.1126, top1-acc=96.18%, top5-acc=99.94%, remaining_time=0:00:25.814840, arrival_time=2021-04-10 02:37:59.986607, cost_time=0:00:11.388905 2021-04-10 02:37:36,027 INFO : TRAIN, epoch=0118, iter=00070/00196, fetch data time cost=2.16ms, fps=1380 images/s, loss=0.1134, top1-acc=96.16%, top5-acc=99.94%, remaining_time=0:00:23.840082, arrival_time=2021-04-10 02:37:59.867547, cost_time=0:00:13.244521 2021-04-10 02:37:37,907 INFO : TRAIN, epoch=0118, iter=00080/00196, fetch data time cost=1.65ms, fps=1362 images/s, loss=0.1148, top1-acc=96.08%, top5-acc=99.94%, remaining_time=0:00:21.930960, arrival_time=2021-04-10 02:37:59.838593, cost_time=0:00:15.124781 2021-04-10 02:37:39,763 INFO : TRAIN, epoch=0118, iter=00090/00196, fetch data time cost=1.53ms, fps=1380 images/s, loss=0.1139, top1-acc=96.13%, top5-acc=99.94%, remaining_time=0:00:19.998914, arrival_time=2021-04-10 02:37:59.761990, cost_time=0:00:16.980221 2021-04-10 02:37:41,636 INFO : TRAIN, epoch=0118, iter=00100/00196, fetch data time cost=1.84ms, fps=1367 images/s, loss=0.1126, top1-acc=96.20%, top5-acc=99.94%, remaining_time=0:00:18.099456, arrival_time=2021-04-10 02:37:59.735896, cost_time=0:00:18.853572 2021-04-10 02:37:43,516 INFO : TRAIN, epoch=0118, iter=00110/00196, fetch data time cost=1.56ms, fps=1362 images/s, loss=0.1134, top1-acc=96.15%, top5-acc=99.94%, remaining_time=0:00:16.209882, arrival_time=2021-04-10 02:37:59.726353, cost_time=0:00:20.733551 2021-04-10 02:37:45,381 INFO : TRAIN, epoch=0118, iter=00120/00196, fetch data time cost=1.59ms, fps=1374 images/s, loss=0.1127, top1-acc=96.17%, top5-acc=99.94%, remaining_time=0:00:14.312168, arrival_time=2021-04-10 02:37:59.693304, cost_time=0:00:22.598208 2021-04-10 02:37:47,246 INFO : TRAIN, epoch=0118, iter=00130/00196, fetch data time cost=1.76ms, fps=1373 images/s, loss=0.1142, top1-acc=96.11%, top5-acc=99.94%, remaining_time=0:00:12.420012, arrival_time=2021-04-10 02:37:59.666429, cost_time=0:00:24.463625 2021-04-10 02:37:49,110 INFO : TRAIN, epoch=0118, iter=00140/00196, fetch data time cost=1.72ms, fps=1374 images/s, loss=0.1149, top1-acc=96.05%, top5-acc=99.94%, remaining_time=0:00:10.530912, arrival_time=2021-04-10 02:37:59.641042, cost_time=0:00:26.327263 2021-04-10 02:37:50,964 INFO : TRAIN, epoch=0118, iter=00150/00196, fetch data time cost=1.52ms, fps=1381 images/s, loss=0.1168, top1-acc=95.98%, top5-acc=99.95%, remaining_time=0:00:08.642388, arrival_time=2021-04-10 02:37:59.606929, cost_time=0:00:28.181690 2021-04-10 02:37:52,864 INFO : TRAIN, epoch=0118, iter=00160/00196, fetch data time cost=1.47ms, fps=1348 images/s, loss=0.1177, top1-acc=95.95%, top5-acc=99.95%, remaining_time=0:00:06.768360, arrival_time=2021-04-10 02:37:59.632918, cost_time=0:00:30.081666 2021-04-10 02:37:54,732 INFO : TRAIN, epoch=0118, iter=00170/00196, fetch data time cost=1.73ms, fps=1371 images/s, loss=0.1197, top1-acc=95.90%, top5-acc=99.94%, remaining_time=0:00:04.886388, arrival_time=2021-04-10 02:37:59.618827, cost_time=0:00:31.949471 2021-04-10 02:37:56,608 INFO : TRAIN, epoch=0118, iter=00180/00196, fetch data time cost=1.71ms, fps=1365 images/s, loss=0.1194, top1-acc=95.89%, top5-acc=99.94%, remaining_time=0:00:03.006704, arrival_time=2021-04-10 02:37:59.614971, cost_time=0:00:33.825403 2021-04-10 02:37:58,465 INFO : TRAIN, epoch=0118, iter=00190/00196, fetch data time cost=1.60ms, fps=1379 images/s, loss=0.1190, top1-acc=95.91%, top5-acc=99.94%, remaining_time=0:00:01.126812, arrival_time=2021-04-10 02:37:59.592089, cost_time=0:00:35.682428 2021-04-10 02:37:59,472 INFO : TRAIN, epoch=0118, iter=00196/00196, fetch data time cost=1.95ms, fps=1351 images/s, loss=0.1200, top1-acc=95.89%, top5-acc=99.94%, remaining_time=0:00:00, arrival_time=2021-04-10 02:37:59.472183, cost_time=0:00:36.689318 2021-04-10 02:38:00,007 INFO : EVAL, epoch=0118, iter=00010/00040, fetch data time cost=2.03ms, fps=4812 images/s, loss=0.5401, top1-acc=84.65%, top5-acc=99.18%, remaining_time=0:00:01.596030, arrival_time=2021-04-10 02:38:01.603248, cost_time=0:00:00.532012 2021-04-10 02:38:00,389 INFO : EVAL, epoch=0118, iter=00020/00040, fetch data time cost=2.02ms, fps=6708 images/s, loss=0.5260, top1-acc=85.39%, top5-acc=99.22%, remaining_time=0:00:00.914020, arrival_time=2021-04-10 02:38:01.303289, cost_time=0:00:00.914020 2021-04-10 02:38:00,749 INFO : EVAL, epoch=0118, iter=00030/00040, fetch data time cost=0.26ms, fps=7108 images/s, loss=0.5255, top1-acc=85.56%, top5-acc=99.30%, remaining_time=0:00:00.424880, arrival_time=2021-04-10 02:38:01.174799, cost_time=0:00:01.274649 2021-04-10 02:38:01,090 INFO : EVAL, epoch=0118, iter=00040/00040, fetch data time cost=0.08ms, fps=6827 images/s, loss=0.5409, top1-acc=85.70%, top5-acc=99.31%, remaining_time=0:00:00, arrival_time=2021-04-10 02:38:01.090226, cost_time=0:00:01.614983 2021-04-10 02:38:01,202 INFO : Epoch=0118 complete, best val top1-acc=90.40%, top5-acc=99.68% (epoch=109), remaining_time=0:52:39.001374, arrival_time=2021-04-10 03:30:40.203593, cost_time=1:15:45.879986 2021-04-10 02:38:01,204 INFO : Train start, epoch=0119, lr=0.036050 2021-04-10 02:38:03,335 INFO : TRAIN, epoch=0119, iter=00010/00196, fetch data time cost=1.51ms, fps=1201 images/s, loss=0.1294, top1-acc=96.02%, top5-acc=100.00%, remaining_time=0:00:39.648504, arrival_time=2021-04-10 02:38:42.984320, cost_time=0:00:02.131640 2021-04-10 02:38:05,207 INFO : TRAIN, epoch=0119, iter=00020/00196, fetch data time cost=1.90ms, fps=1368 images/s, loss=0.1329, top1-acc=95.49%, top5-acc=99.98%, remaining_time=0:00:35.230624, arrival_time=2021-04-10 02:38:40.438325, cost_time=0:00:04.003473 2021-04-10 02:38:07,065 INFO : TRAIN, epoch=0119, iter=00030/00196, fetch data time cost=1.61ms, fps=1378 images/s, loss=0.1264, top1-acc=95.73%, top5-acc=99.96%, remaining_time=0:00:32.432582, arrival_time=2021-04-10 02:38:39.498021, cost_time=0:00:05.861301 2021-04-10 02:38:08,933 INFO : TRAIN, epoch=0119, iter=00040/00196, fetch data time cost=1.43ms, fps=1371 images/s, loss=0.1239, top1-acc=95.83%, top5-acc=99.94%, remaining_time=0:00:30.144660, arrival_time=2021-04-10 02:38:39.078306, cost_time=0:00:07.729412 2021-04-10 02:38:10,789 INFO : TRAIN, epoch=0119, iter=00050/00196, fetch data time cost=1.62ms, fps=1380 images/s, loss=0.1204, top1-acc=96.02%, top5-acc=99.95%, remaining_time=0:00:27.987762, arrival_time=2021-04-10 02:38:38.776735, cost_time=0:00:09.584854 2021-04-10 02:38:12,653 INFO : TRAIN, epoch=0119, iter=00060/00196, fetch data time cost=1.65ms, fps=1374 images/s, loss=0.1183, top1-acc=96.03%, top5-acc=99.95%, remaining_time=0:00:25.950704, arrival_time=2021-04-10 02:38:38.603848, cost_time=0:00:11.448845 2021-04-10 02:38:14,514 INFO : TRAIN, epoch=0119, iter=00070/00196, fetch data time cost=1.46ms, fps=1376 images/s, loss=0.1167, top1-acc=96.10%, top5-acc=99.96%, remaining_time=0:00:23.957766, arrival_time=2021-04-10 02:38:38.471744, cost_time=0:00:13.309841 2021-04-10 02:38:16,379 INFO : TRAIN, epoch=0119, iter=00080/00196, fetch data time cost=2.34ms, fps=1373 images/s, loss=0.1159, top1-acc=96.10%, top5-acc=99.96%, remaining_time=0:00:22.003692, arrival_time=2021-04-10 02:38:38.382854, cost_time=0:00:15.174960 2021-04-10 02:38:18,237 INFO : TRAIN, epoch=0119, iter=00090/00196, fetch data time cost=1.53ms, fps=1378 images/s, loss=0.1157, top1-acc=96.09%, top5-acc=99.96%, remaining_time=0:00:20.061878, arrival_time=2021-04-10 02:38:38.299746, cost_time=0:00:17.033704 2021-04-10 02:38:20,092 INFO : TRAIN, epoch=0119, iter=00100/00196, fetch data time cost=1.44ms, fps=1381 images/s, loss=0.1148, top1-acc=96.16%, top5-acc=99.96%, remaining_time=0:00:18.132480, arrival_time=2021-04-10 02:38:38.224639, cost_time=0:00:18.888022 2021-04-10 02:38:21,966 INFO : TRAIN, epoch=0119, iter=00110/00196, fetch data time cost=2.20ms, fps=1366 images/s, loss=0.1144, top1-acc=96.17%, top5-acc=99.96%, remaining_time=0:00:16.232500, arrival_time=2021-04-10 02:38:38.199304, cost_time=0:00:20.762493 2021-04-10 02:38:23,822 INFO : TRAIN, epoch=0119, iter=00120/00196, fetch data time cost=1.75ms, fps=1380 images/s, loss=0.1142, top1-acc=96.16%, top5-acc=99.96%, remaining_time=0:00:14.324860, arrival_time=2021-04-10 02:38:38.147256, cost_time=0:00:22.618226 2021-04-10 02:38:25,665 INFO : TRAIN, epoch=0119, iter=00130/00196, fetch data time cost=1.44ms, fps=1389 images/s, loss=0.1138, top1-acc=96.18%, top5-acc=99.96%, remaining_time=0:00:12.418956, arrival_time=2021-04-10 02:38:38.084705, cost_time=0:00:24.461617 2021-04-10 02:38:27,508 INFO : TRAIN, epoch=0119, iter=00140/00196, fetch data time cost=1.42ms, fps=1390 images/s, loss=0.1139, top1-acc=96.16%, top5-acc=99.96%, remaining_time=0:00:10.521560, arrival_time=2021-04-10 02:38:38.029616, cost_time=0:00:26.303866 2021-04-10 02:38:29,356 INFO : TRAIN, epoch=0119, iter=00150/00196, fetch data time cost=1.41ms, fps=1386 images/s, loss=0.1150, top1-acc=96.09%, top5-acc=99.97%, remaining_time=0:00:08.633326, arrival_time=2021-04-10 02:38:37.989713, cost_time=0:00:28.152167 2021-04-10 02:38:31,208 INFO : TRAIN, epoch=0119, iter=00160/00196, fetch data time cost=1.56ms, fps=1383 images/s, loss=0.1156, top1-acc=96.05%, top5-acc=99.97%, remaining_time=0:00:06.750864, arrival_time=2021-04-10 02:38:37.958887, cost_time=0:00:30.003856 2021-04-10 02:38:33,062 INFO : TRAIN, epoch=0119, iter=00170/00196, fetch data time cost=1.41ms, fps=1381 images/s, loss=0.1175, top1-acc=96.00%, top5-acc=99.97%, remaining_time=0:00:04.872374, arrival_time=2021-04-10 02:38:37.934360, cost_time=0:00:31.857858 2021-04-10 02:38:34,923 INFO : TRAIN, epoch=0119, iter=00180/00196, fetch data time cost=1.51ms, fps=1375 images/s, loss=0.1174, top1-acc=96.02%, top5-acc=99.97%, remaining_time=0:00:02.997296, arrival_time=2021-04-10 02:38:37.921098, cost_time=0:00:33.719645 2021-04-10 02:38:36,770 INFO : TRAIN, epoch=0119, iter=00190/00196, fetch data time cost=1.28ms, fps=1386 images/s, loss=0.1171, top1-acc=96.03%, top5-acc=99.97%, remaining_time=0:00:01.123158, arrival_time=2021-04-10 02:38:37.894005, cost_time=0:00:35.566654 2021-04-10 02:38:37,763 INFO : TRAIN, epoch=0119, iter=00196/00196, fetch data time cost=1.48ms, fps=1371 images/s, loss=0.1172, top1-acc=96.03%, top5-acc=99.97%, remaining_time=0:00:00, arrival_time=2021-04-10 02:38:37.763603, cost_time=0:00:36.559395 2021-04-10 02:38:38,205 INFO : EVAL, epoch=0119, iter=00010/00040, fetch data time cost=0.22ms, fps=5830 images/s, loss=0.3626, top1-acc=89.02%, top5-acc=99.65%, remaining_time=0:00:01.317300, arrival_time=2021-04-10 02:38:39.522663, cost_time=0:00:00.439097 2021-04-10 02:38:38,564 INFO : EVAL, epoch=0119, iter=00020/00040, fetch data time cost=2.16ms, fps=7145 images/s, loss=0.3462, top1-acc=89.55%, top5-acc=99.75%, remaining_time=0:00:00.797720, arrival_time=2021-04-10 02:38:39.361828, cost_time=0:00:00.797724 2021-04-10 02:38:38,929 INFO : EVAL, epoch=0119, iter=00030/00040, fetch data time cost=1.53ms, fps=7014 images/s, loss=0.3524, top1-acc=89.41%, top5-acc=99.70%, remaining_time=0:00:00.387810, arrival_time=2021-04-10 02:38:39.317554, cost_time=0:00:01.163428 2021-04-10 02:38:39,267 INFO : EVAL, epoch=0119, iter=00040/00040, fetch data time cost=0.09ms, fps=6869 images/s, loss=0.3564, top1-acc=89.66%, top5-acc=99.71%, remaining_time=0:00:00, arrival_time=2021-04-10 02:38:39.267915, cost_time=0:00:01.501660 2021-04-10 02:38:39,334 INFO : Epoch=0119 complete, best val top1-acc=90.40%, top5-acc=99.68% (epoch=109), remaining_time=0:52:00.210234, arrival_time=2021-04-10 03:30:39.545009, cost_time=1:16:24.012570 2021-04-10 02:38:39,335 INFO : Train start, epoch=0120, lr=0.035298 2021-04-10 02:38:41,348 INFO : TRAIN, epoch=0120, iter=00010/00196, fetch data time cost=1.69ms, fps=1272 images/s, loss=0.1120, top1-acc=96.17%, top5-acc=99.96%, remaining_time=0:00:37.431942, arrival_time=2021-04-10 02:39:18.780512, cost_time=0:00:02.012470 2021-04-10 02:38:43,203 INFO : TRAIN, epoch=0120, iter=00020/00196, fetch data time cost=2.01ms, fps=1381 images/s, loss=0.1042, top1-acc=96.48%, top5-acc=99.96%, remaining_time=0:00:34.033120, arrival_time=2021-04-10 02:39:17.236521, cost_time=0:00:03.867404 2021-04-10 02:38:45,050 INFO : TRAIN, epoch=0120, iter=00030/00196, fetch data time cost=2.01ms, fps=1387 images/s, loss=0.1099, top1-acc=96.21%, top5-acc=99.96%, remaining_time=0:00:31.618020, arrival_time=2021-04-10 02:39:16.668174, cost_time=0:00:05.714089 2021-04-10 02:38:46,908 INFO : TRAIN, epoch=0120, iter=00040/00196, fetch data time cost=1.45ms, fps=1378 images/s, loss=0.1070, top1-acc=96.30%, top5-acc=99.97%, remaining_time=0:00:29.530956, arrival_time=2021-04-10 02:39:16.438998, cost_time=0:00:07.572057 2021-04-10 02:38:48,758 INFO : TRAIN, epoch=0120, iter=00050/00196, fetch data time cost=1.44ms, fps=1384 images/s, loss=0.1071, top1-acc=96.26%, top5-acc=99.97%, remaining_time=0:00:27.514722, arrival_time=2021-04-10 02:39:16.273558, cost_time=0:00:09.422855 2021-04-10 02:38:50,612 INFO : TRAIN, epoch=0120, iter=00060/00196, fetch data time cost=1.67ms, fps=1382 images/s, loss=0.1083, top1-acc=96.26%, top5-acc=99.97%, remaining_time=0:00:25.559568, arrival_time=2021-04-10 02:39:16.171907, cost_time=0:00:11.276310 2021-04-10 02:38:52,465 INFO : TRAIN, epoch=0120, iter=00070/00196, fetch data time cost=1.43ms, fps=1382 images/s, loss=0.1084, top1-acc=96.26%, top5-acc=99.96%, remaining_time=0:00:23.633694, arrival_time=2021-04-10 02:39:16.099519, cost_time=0:00:13.129834 2021-04-10 02:38:54,322 INFO : TRAIN, epoch=0120, iter=00080/00196, fetch data time cost=1.51ms, fps=1379 images/s, loss=0.1076, top1-acc=96.30%, top5-acc=99.96%, remaining_time=0:00:21.730396, arrival_time=2021-04-10 02:39:16.052911, cost_time=0:00:14.986441 2021-04-10 02:38:56,188 INFO : TRAIN, epoch=0120, iter=00090/00196, fetch data time cost=1.59ms, fps=1373 images/s, loss=0.1083, top1-acc=96.28%, top5-acc=99.97%, remaining_time=0:00:19.848924, arrival_time=2021-04-10 02:39:16.037685, cost_time=0:00:16.852856 2021-04-10 02:38:58,040 INFO : TRAIN, epoch=0120, iter=00100/00196, fetch data time cost=1.62ms, fps=1383 images/s, loss=0.1085, top1-acc=96.29%, top5-acc=99.96%, remaining_time=0:00:17.955744, arrival_time=2021-04-10 02:39:15.995667, cost_time=0:00:18.703936 2021-04-10 02:38:59,881 INFO : TRAIN, epoch=0120, iter=00110/00196, fetch data time cost=1.48ms, fps=1391 images/s, loss=0.1112, top1-acc=96.23%, top5-acc=99.95%, remaining_time=0:00:16.062822, arrival_time=2021-04-10 02:39:15.944304, cost_time=0:00:20.545522 2021-04-10 02:39:01,745 INFO : TRAIN, epoch=0120, iter=00120/00196, fetch data time cost=1.55ms, fps=1374 images/s, loss=0.1125, top1-acc=96.18%, top5-acc=99.95%, remaining_time=0:00:14.192620, arrival_time=2021-04-10 02:39:15.938058, cost_time=0:00:22.409364 2021-04-10 02:39:03,596 INFO : TRAIN, epoch=0120, iter=00130/00196, fetch data time cost=1.57ms, fps=1383 images/s, loss=0.1134, top1-acc=96.15%, top5-acc=99.95%, remaining_time=0:00:12.316920, arrival_time=2021-04-10 02:39:15.913463, cost_time=0:00:24.260607 2021-04-10 02:39:05,434 INFO : TRAIN, epoch=0120, iter=00140/00196, fetch data time cost=1.50ms, fps=1393 images/s, loss=0.1140, top1-acc=96.12%, top5-acc=99.95%, remaining_time=0:00:10.439464, arrival_time=2021-04-10 02:39:15.874009, cost_time=0:00:26.098631 2021-04-10 02:39:07,284 INFO : TRAIN, epoch=0120, iter=00150/00196, fetch data time cost=1.59ms, fps=1384 images/s, loss=0.1146, top1-acc=96.10%, top5-acc=99.95%, remaining_time=0:00:08.570904, arrival_time=2021-04-10 02:39:15.855571, cost_time=0:00:27.948634 2021-04-10 02:39:09,135 INFO : TRAIN, epoch=0120, iter=00160/00196, fetch data time cost=1.77ms, fps=1384 images/s, loss=0.1146, top1-acc=96.11%, top5-acc=99.95%, remaining_time=0:00:06.704892, arrival_time=2021-04-10 02:39:15.840350, cost_time=0:00:29.799540 2021-04-10 02:39:10,989 INFO : TRAIN, epoch=0120, iter=00170/00196, fetch data time cost=1.61ms, fps=1381 images/s, loss=0.1158, top1-acc=96.04%, top5-acc=99.95%, remaining_time=0:00:04.841070, arrival_time=2021-04-10 02:39:15.830109, cost_time=0:00:31.653068 2021-04-10 02:39:12,839 INFO : TRAIN, epoch=0120, iter=00180/00196, fetch data time cost=1.76ms, fps=1384 images/s, loss=0.1160, top1-acc=96.02%, top5-acc=99.96%, remaining_time=0:00:02.978096, arrival_time=2021-04-10 02:39:15.817708, cost_time=0:00:33.503623 2021-04-10 02:39:14,686 INFO : TRAIN, epoch=0120, iter=00190/00196, fetch data time cost=1.36ms, fps=1386 images/s, loss=0.1162, top1-acc=96.01%, top5-acc=99.96%, remaining_time=0:00:01.116342, arrival_time=2021-04-10 02:39:15.803039, cost_time=0:00:35.350774 2021-04-10 02:39:15,682 INFO : TRAIN, epoch=0120, iter=00196/00196, fetch data time cost=1.49ms, fps=1367 images/s, loss=0.1166, top1-acc=95.99%, top5-acc=99.96%, remaining_time=0:00:00, arrival_time=2021-04-10 02:39:15.682020, cost_time=0:00:36.346119 2021-04-10 02:39:16,159 INFO : EVAL, epoch=0120, iter=00010/00040, fetch data time cost=1.40ms, fps=5382 images/s, loss=0.3574, top1-acc=90.00%, top5-acc=99.22%, remaining_time=0:00:01.426920, arrival_time=2021-04-10 02:39:17.586159, cost_time=0:00:00.475636 2021-04-10 02:39:16,519 INFO : EVAL, epoch=0120, iter=00020/00040, fetch data time cost=1.80ms, fps=7121 images/s, loss=0.3705, top1-acc=89.47%, top5-acc=99.30%, remaining_time=0:00:00.835600, arrival_time=2021-04-10 02:39:17.354820, cost_time=0:00:00.835599 2021-04-10 02:39:16,876 INFO : EVAL, epoch=0120, iter=00030/00040, fetch data time cost=1.50ms, fps=7175 images/s, loss=0.3687, top1-acc=89.26%, top5-acc=99.40%, remaining_time=0:00:00.397640, arrival_time=2021-04-10 02:39:17.274188, cost_time=0:00:01.192920 2021-04-10 02:39:17,210 INFO : EVAL, epoch=0120, iter=00040/00040, fetch data time cost=0.08ms, fps=6958 images/s, loss=0.3870, top1-acc=89.15%, top5-acc=99.45%, remaining_time=0:00:00, arrival_time=2021-04-10 02:39:17.210412, cost_time=0:00:01.526882 2021-04-10 02:39:17,277 INFO : Epoch=0120 complete, best val top1-acc=90.40%, top5-acc=99.68% (epoch=109), remaining_time=0:51:21.303280, arrival_time=2021-04-10 03:30:38.580327, cost_time=1:17:01.954869 2021-04-10 02:39:17,277 INFO : Train start, epoch=0121, lr=0.034549 2021-04-10 02:39:19,356 INFO : TRAIN, epoch=0121, iter=00010/00196, fetch data time cost=1.57ms, fps=1232 images/s, loss=0.1094, top1-acc=96.05%, top5-acc=99.96%, remaining_time=0:00:38.658984, arrival_time=2021-04-10 02:39:58.015700, cost_time=0:00:02.078441 2021-04-10 02:39:21,211 INFO : TRAIN, epoch=0121, iter=00020/00196, fetch data time cost=1.96ms, fps=1381 images/s, loss=0.1093, top1-acc=96.09%, top5-acc=99.98%, remaining_time=0:00:34.612160, arrival_time=2021-04-10 02:39:55.823568, cost_time=0:00:03.933209 2021-04-10 02:39:23,055 INFO : TRAIN, epoch=0121, iter=00030/00196, fetch data time cost=1.85ms, fps=1389 images/s, loss=0.1092, top1-acc=96.08%, top5-acc=99.99%, remaining_time=0:00:31.967284, arrival_time=2021-04-10 02:39:55.022689, cost_time=0:00:05.777216 2021-04-10 02:39:24,912 INFO : TRAIN, epoch=0121, iter=00040/00196, fetch data time cost=1.88ms, fps=1379 images/s, loss=0.1070, top1-acc=96.24%, top5-acc=99.99%, remaining_time=0:00:29.775408, arrival_time=2021-04-10 02:39:54.688274, cost_time=0:00:07.634727 2021-04-10 02:39:26,755 INFO : TRAIN, epoch=0121, iter=00050/00196, fetch data time cost=1.63ms, fps=1390 images/s, loss=0.1081, top1-acc=96.26%, top5-acc=99.95%, remaining_time=0:00:27.672986, arrival_time=2021-04-10 02:39:54.428250, cost_time=0:00:09.477068 2021-04-10 02:39:28,602 INFO : TRAIN, epoch=0121, iter=00060/00196, fetch data time cost=1.92ms, fps=1387 images/s, loss=0.1077, top1-acc=96.30%, top5-acc=99.96%, remaining_time=0:00:25.667552, arrival_time=2021-04-10 02:39:54.269667, cost_time=0:00:11.323917 2021-04-10 02:39:30,447 INFO : TRAIN, epoch=0121, iter=00070/00196, fetch data time cost=1.53ms, fps=1388 images/s, loss=0.1073, top1-acc=96.35%, top5-acc=99.96%, remaining_time=0:00:23.704380, arrival_time=2021-04-10 02:39:54.151626, cost_time=0:00:13.169069 2021-04-10 02:39:32,368 INFO : TRAIN, epoch=0121, iter=00080/00196, fetch data time cost=1.57ms, fps=1333 images/s, loss=0.1066, top1-acc=96.34%, top5-acc=99.96%, remaining_time=0:00:21.880500, arrival_time=2021-04-10 02:39:54.248820, cost_time=0:00:15.089987 2021-04-10 02:39:34,218 INFO : TRAIN, epoch=0121, iter=00090/00196, fetch data time cost=1.36ms, fps=1384 images/s, loss=0.1063, top1-acc=96.34%, top5-acc=99.96%, remaining_time=0:00:19.951956, arrival_time=2021-04-10 02:39:54.170480, cost_time=0:00:16.940307 2021-04-10 02:39:36,065 INFO : TRAIN, epoch=0121, iter=00100/00196, fetch data time cost=1.42ms, fps=1387 images/s, loss=0.1062, top1-acc=96.36%, top5-acc=99.96%, remaining_time=0:00:18.035136, arrival_time=2021-04-10 02:39:54.100009, cost_time=0:00:18.786572 2021-04-10 02:39:37,925 INFO : TRAIN, epoch=0121, iter=00110/00196, fetch data time cost=1.95ms, fps=1377 images/s, loss=0.1049, top1-acc=96.40%, top5-acc=99.96%, remaining_time=0:00:16.142028, arrival_time=2021-04-10 02:39:54.067014, cost_time=0:00:20.646799 2021-04-10 02:39:39,783 INFO : TRAIN, epoch=0121, iter=00120/00196, fetch data time cost=1.62ms, fps=1378 images/s, loss=0.1062, top1-acc=96.37%, top5-acc=99.96%, remaining_time=0:00:14.253192, arrival_time=2021-04-10 02:39:54.036353, cost_time=0:00:22.505040 2021-04-10 02:39:41,633 INFO : TRAIN, epoch=0121, iter=00130/00196, fetch data time cost=1.44ms, fps=1384 images/s, loss=0.1067, top1-acc=96.35%, top5-acc=99.96%, remaining_time=0:00:12.364968, arrival_time=2021-04-10 02:39:53.998397, cost_time=0:00:24.355241 2021-04-10 02:39:43,476 INFO : TRAIN, epoch=0121, iter=00140/00196, fetch data time cost=1.46ms, fps=1390 images/s, loss=0.1062, top1-acc=96.34%, top5-acc=99.97%, remaining_time=0:00:10.479168, arrival_time=2021-04-10 02:39:53.955303, cost_time=0:00:26.197916 2021-04-10 02:39:45,322 INFO : TRAIN, epoch=0121, iter=00150/00196, fetch data time cost=1.34ms, fps=1387 images/s, loss=0.1076, top1-acc=96.30%, top5-acc=99.97%, remaining_time=0:00:08.600390, arrival_time=2021-04-10 02:39:53.923281, cost_time=0:00:28.044754 2021-04-10 02:39:47,171 INFO : TRAIN, epoch=0121, iter=00160/00196, fetch data time cost=1.60ms, fps=1385 images/s, loss=0.1077, top1-acc=96.30%, top5-acc=99.96%, remaining_time=0:00:06.725952, arrival_time=2021-04-10 02:39:53.897238, cost_time=0:00:29.893119 2021-04-10 02:39:49,021 INFO : TRAIN, epoch=0121, iter=00170/00196, fetch data time cost=1.44ms, fps=1384 images/s, loss=0.1081, top1-acc=96.27%, top5-acc=99.96%, remaining_time=0:00:04.854824, arrival_time=2021-04-10 02:39:53.876067, cost_time=0:00:31.743099 2021-04-10 02:39:50,866 INFO : TRAIN, epoch=0121, iter=00180/00196, fetch data time cost=1.42ms, fps=1387 images/s, loss=0.1085, top1-acc=96.27%, top5-acc=99.97%, remaining_time=0:00:02.985664, arrival_time=2021-04-10 02:39:53.852562, cost_time=0:00:33.588796 2021-04-10 02:39:52,721 INFO : TRAIN, epoch=0121, iter=00190/00196, fetch data time cost=1.40ms, fps=1381 images/s, loss=0.1101, top1-acc=96.23%, top5-acc=99.96%, remaining_time=0:00:01.119246, arrival_time=2021-04-10 02:39:53.840215, cost_time=0:00:35.442787 2021-04-10 02:39:53,722 INFO : TRAIN, epoch=0121, iter=00196/00196, fetch data time cost=1.30ms, fps=1358 images/s, loss=0.1107, top1-acc=96.22%, top5-acc=99.96%, remaining_time=0:00:00, arrival_time=2021-04-10 02:39:53.722769, cost_time=0:00:36.444666 2021-04-10 02:39:54,209 INFO : EVAL, epoch=0121, iter=00010/00040, fetch data time cost=5.02ms, fps=5280 images/s, loss=0.3114, top1-acc=91.52%, top5-acc=99.80%, remaining_time=0:00:01.454460, arrival_time=2021-04-10 02:39:55.663696, cost_time=0:00:00.484825 2021-04-10 02:39:54,582 INFO : EVAL, epoch=0121, iter=00020/00040, fetch data time cost=1.32ms, fps=6871 images/s, loss=0.3074, top1-acc=91.39%, top5-acc=99.79%, remaining_time=0:00:00.857780, arrival_time=2021-04-10 02:39:55.439954, cost_time=0:00:00.857774 2021-04-10 02:39:54,954 INFO : EVAL, epoch=0121, iter=00030/00040, fetch data time cost=15.09ms, fps=6894 images/s, loss=0.3179, top1-acc=90.91%, top5-acc=99.77%, remaining_time=0:00:00.409810, arrival_time=2021-04-10 02:39:55.363787, cost_time=0:00:01.229428 2021-04-10 02:39:55,298 INFO : EVAL, epoch=0121, iter=00040/00040, fetch data time cost=0.09ms, fps=6748 images/s, loss=0.3209, top1-acc=90.85%, top5-acc=99.72%, remaining_time=0:00:00, arrival_time=2021-04-10 02:39:55.298437, cost_time=0:00:01.573981 2021-04-10 02:39:55,436 INFO : Epoch=0121 complete, best val top1-acc=90.85%, top5-acc=99.72% (epoch=121), remaining_time=0:50:42.553939, arrival_time=2021-04-10 03:30:37.990463, cost_time=1:17:40.114305 2021-04-10 02:39:55,437 INFO : Train start, epoch=0122, lr=0.033804 2021-04-10 02:39:57,526 INFO : TRAIN, epoch=0122, iter=00010/00196, fetch data time cost=1.54ms, fps=1226 images/s, loss=0.1226, top1-acc=95.78%, top5-acc=99.96%, remaining_time=0:00:38.846286, arrival_time=2021-04-10 02:40:36.372549, cost_time=0:00:02.088508 2021-04-10 02:39:59,377 INFO : TRAIN, epoch=0122, iter=00020/00196, fetch data time cost=1.48ms, fps=1383 images/s, loss=0.1188, top1-acc=95.92%, top5-acc=99.98%, remaining_time=0:00:34.670944, arrival_time=2021-04-10 02:40:34.048595, cost_time=0:00:03.939890 2021-04-10 02:40:01,244 INFO : TRAIN, epoch=0122, iter=00030/00196, fetch data time cost=20.06ms, fps=1372 images/s, loss=0.1187, top1-acc=95.95%, top5-acc=99.99%, remaining_time=0:00:32.131624, arrival_time=2021-04-10 02:40:33.376297, cost_time=0:00:05.806933 2021-04-10 02:40:03,094 INFO : TRAIN, epoch=0122, iter=00040/00196, fetch data time cost=1.45ms, fps=1384 images/s, loss=0.1146, top1-acc=96.03%, top5-acc=99.98%, remaining_time=0:00:29.860896, arrival_time=2021-04-10 02:40:32.955227, cost_time=0:00:07.656659 2021-04-10 02:40:04,938 INFO : TRAIN, epoch=0122, iter=00050/00196, fetch data time cost=1.53ms, fps=1389 images/s, loss=0.1134, top1-acc=96.07%, top5-acc=99.98%, remaining_time=0:00:27.741752, arrival_time=2021-04-10 02:40:32.680099, cost_time=0:00:09.500605 2021-04-10 02:40:06,801 INFO : TRAIN, epoch=0122, iter=00060/00196, fetch data time cost=1.54ms, fps=1374 images/s, loss=0.1115, top1-acc=96.09%, top5-acc=99.99%, remaining_time=0:00:25.757992, arrival_time=2021-04-10 02:40:32.559552, cost_time=0:00:11.363834 2021-04-10 02:40:08,658 INFO : TRAIN, epoch=0122, iter=00070/00196, fetch data time cost=2.13ms, fps=1379 images/s, loss=0.1122, top1-acc=96.11%, top5-acc=99.98%, remaining_time=0:00:23.797116, arrival_time=2021-04-10 02:40:32.455637, cost_time=0:00:13.220654 2021-04-10 02:40:10,510 INFO : TRAIN, epoch=0122, iter=00080/00196, fetch data time cost=1.42ms, fps=1383 images/s, loss=0.1105, top1-acc=96.20%, top5-acc=99.98%, remaining_time=0:00:21.855444, arrival_time=2021-04-10 02:40:32.365876, cost_time=0:00:15.072748 2021-04-10 02:40:12,359 INFO : TRAIN, epoch=0122, iter=00090/00196, fetch data time cost=1.44ms, fps=1385 images/s, loss=0.1095, top1-acc=96.21%, top5-acc=99.98%, remaining_time=0:00:19.930226, arrival_time=2021-04-10 02:40:32.289890, cost_time=0:00:16.921914 2021-04-10 02:40:14,207 INFO : TRAIN, epoch=0122, iter=00100/00196, fetch data time cost=1.40ms, fps=1386 images/s, loss=0.1081, top1-acc=96.25%, top5-acc=99.98%, remaining_time=0:00:18.018912, arrival_time=2021-04-10 02:40:32.226402, cost_time=0:00:18.769665 2021-04-10 02:40:16,053 INFO : TRAIN, epoch=0122, iter=00110/00196, fetch data time cost=1.45ms, fps=1387 images/s, loss=0.1090, top1-acc=96.24%, top5-acc=99.98%, remaining_time=0:00:16.117776, arrival_time=2021-04-10 02:40:32.171261, cost_time=0:00:20.615777 2021-04-10 02:40:17,901 INFO : TRAIN, epoch=0122, iter=00120/00196, fetch data time cost=1.39ms, fps=1386 images/s, loss=0.1098, top1-acc=96.21%, top5-acc=99.97%, remaining_time=0:00:14.227200, arrival_time=2021-04-10 02:40:32.128829, cost_time=0:00:22.463958 2021-04-10 02:40:19,751 INFO : TRAIN, epoch=0122, iter=00130/00196, fetch data time cost=1.62ms, fps=1384 images/s, loss=0.1103, top1-acc=96.17%, top5-acc=99.98%, remaining_time=0:00:12.344046, arrival_time=2021-04-10 02:40:32.095866, cost_time=0:00:24.314066 2021-04-10 02:40:21,608 INFO : TRAIN, epoch=0122, iter=00140/00196, fetch data time cost=1.49ms, fps=1379 images/s, loss=0.1113, top1-acc=96.13%, top5-acc=99.97%, remaining_time=0:00:10.468248, arrival_time=2021-04-10 02:40:32.076673, cost_time=0:00:26.170664 2021-04-10 02:40:23,452 INFO : TRAIN, epoch=0122, iter=00150/00196, fetch data time cost=1.47ms, fps=1389 images/s, loss=0.1112, top1-acc=96.14%, top5-acc=99.97%, remaining_time=0:00:08.591282, arrival_time=2021-04-10 02:40:32.044064, cost_time=0:00:28.014999 2021-04-10 02:40:25,305 INFO : TRAIN, epoch=0122, iter=00160/00196, fetch data time cost=1.61ms, fps=1382 images/s, loss=0.1123, top1-acc=96.09%, top5-acc=99.98%, remaining_time=0:00:06.720300, arrival_time=2021-04-10 02:40:32.025972, cost_time=0:00:29.867926 2021-04-10 02:40:27,162 INFO : TRAIN, epoch=0122, iter=00170/00196, fetch data time cost=1.84ms, fps=1379 images/s, loss=0.1121, top1-acc=96.11%, top5-acc=99.97%, remaining_time=0:00:04.851990, arrival_time=2021-04-10 02:40:32.014313, cost_time=0:00:31.724565 2021-04-10 02:40:29,015 INFO : TRAIN, epoch=0122, iter=00180/00196, fetch data time cost=1.41ms, fps=1382 images/s, loss=0.1122, top1-acc=96.11%, top5-acc=99.97%, remaining_time=0:00:02.984672, arrival_time=2021-04-10 02:40:31.999911, cost_time=0:00:33.577489 2021-04-10 02:40:30,880 INFO : TRAIN, epoch=0122, iter=00190/00196, fetch data time cost=1.72ms, fps=1373 images/s, loss=0.1126, top1-acc=96.10%, top5-acc=99.97%, remaining_time=0:00:01.119258, arrival_time=2021-04-10 02:40:32.000109, cost_time=0:00:35.443126 2021-04-10 02:40:31,878 INFO : TRAIN, epoch=0122, iter=00196/00196, fetch data time cost=1.45ms, fps=1364 images/s, loss=0.1127, top1-acc=96.08%, top5-acc=99.97%, remaining_time=0:00:00, arrival_time=2021-04-10 02:40:31.878190, cost_time=0:00:36.440471 2021-04-10 02:40:32,366 INFO : EVAL, epoch=0122, iter=00010/00040, fetch data time cost=0.40ms, fps=5270 images/s, loss=0.4857, top1-acc=86.87%, top5-acc=99.26%, remaining_time=0:00:01.457280, arrival_time=2021-04-10 02:40:33.823910, cost_time=0:00:00.485761 2021-04-10 02:40:32,728 INFO : EVAL, epoch=0122, iter=00020/00040, fetch data time cost=1.48ms, fps=7095 images/s, loss=0.4506, top1-acc=87.58%, top5-acc=99.36%, remaining_time=0:00:00.847100, arrival_time=2021-04-10 02:40:33.575058, cost_time=0:00:00.847104 2021-04-10 02:40:33,101 INFO : EVAL, epoch=0122, iter=00030/00040, fetch data time cost=2.64ms, fps=6863 images/s, loss=0.4478, top1-acc=87.81%, top5-acc=99.35%, remaining_time=0:00:00.406880, arrival_time=2021-04-10 02:40:33.508460, cost_time=0:00:01.220628 2021-04-10 02:40:33,456 INFO : EVAL, epoch=0122, iter=00040/00040, fetch data time cost=0.07ms, fps=6550 images/s, loss=0.4414, top1-acc=88.05%, top5-acc=99.42%, remaining_time=0:00:00, arrival_time=2021-04-10 02:40:33.456418, cost_time=0:00:01.575609 2021-04-10 02:40:33,571 INFO : Epoch=0122 complete, best val top1-acc=90.85%, top5-acc=99.72% (epoch=121), remaining_time=0:50:03.798954, arrival_time=2021-04-10 03:30:37.370838, cost_time=1:18:18.249680 2021-04-10 02:40:33,573 INFO : Train start, epoch=0123, lr=0.033063 2021-04-10 02:40:35,625 INFO : TRAIN, epoch=0123, iter=00010/00196, fetch data time cost=1.61ms, fps=1248 images/s, loss=0.1071, top1-acc=95.98%, top5-acc=99.92%, remaining_time=0:00:38.153064, arrival_time=2021-04-10 02:41:13.778334, cost_time=0:00:02.051241 2021-04-10 02:40:37,477 INFO : TRAIN, epoch=0123, iter=00020/00196, fetch data time cost=1.62ms, fps=1383 images/s, loss=0.0943, top1-acc=96.70%, top5-acc=99.94%, remaining_time=0:00:34.352560, arrival_time=2021-04-10 02:41:11.830220, cost_time=0:00:03.903706 2021-04-10 02:40:39,337 INFO : TRAIN, epoch=0123, iter=00030/00196, fetch data time cost=1.72ms, fps=1377 images/s, loss=0.0964, top1-acc=96.59%, top5-acc=99.95%, remaining_time=0:00:31.890426, arrival_time=2021-04-10 02:41:11.227777, cost_time=0:00:05.763316 2021-04-10 02:40:41,214 INFO : TRAIN, epoch=0123, iter=00040/00196, fetch data time cost=1.81ms, fps=1365 images/s, loss=0.0997, top1-acc=96.49%, top5-acc=99.96%, remaining_time=0:00:29.796624, arrival_time=2021-04-10 02:41:11.010752, cost_time=0:00:07.640176 2021-04-10 02:40:43,057 INFO : TRAIN, epoch=0123, iter=00050/00196, fetch data time cost=1.79ms, fps=1389 images/s, loss=0.0968, top1-acc=96.59%, top5-acc=99.97%, remaining_time=0:00:27.693134, arrival_time=2021-04-10 02:41:10.750951, cost_time=0:00:09.483954 2021-04-10 02:40:44,907 INFO : TRAIN, epoch=0123, iter=00060/00196, fetch data time cost=1.53ms, fps=1385 images/s, loss=0.0987, top1-acc=96.47%, top5-acc=99.97%, remaining_time=0:00:25.688496, arrival_time=2021-04-10 02:41:10.595572, cost_time=0:00:11.333154 2021-04-10 02:40:46,759 INFO : TRAIN, epoch=0123, iter=00070/00196, fetch data time cost=1.89ms, fps=1382 images/s, loss=0.0965, top1-acc=96.54%, top5-acc=99.97%, remaining_time=0:00:23.734620, arrival_time=2021-04-10 02:41:10.494378, cost_time=0:00:13.185874 2021-04-10 02:40:48,614 INFO : TRAIN, epoch=0123, iter=00080/00196, fetch data time cost=1.64ms, fps=1381 images/s, loss=0.0980, top1-acc=96.53%, top5-acc=99.98%, remaining_time=0:00:21.808696, arrival_time=2021-04-10 02:41:10.423096, cost_time=0:00:15.040456 2021-04-10 02:40:50,457 INFO : TRAIN, epoch=0123, iter=00090/00196, fetch data time cost=1.47ms, fps=1389 images/s, loss=0.0980, top1-acc=96.52%, top5-acc=99.98%, remaining_time=0:00:19.885494, arrival_time=2021-04-10 02:41:10.343237, cost_time=0:00:16.883867 2021-04-10 02:40:52,318 INFO : TRAIN, epoch=0123, iter=00100/00196, fetch data time cost=1.86ms, fps=1377 images/s, loss=0.0978, top1-acc=96.53%, top5-acc=99.98%, remaining_time=0:00:17.994336, arrival_time=2021-04-10 02:41:10.312341, cost_time=0:00:18.744060 2021-04-10 02:40:54,167 INFO : TRAIN, epoch=0123, iter=00110/00196, fetch data time cost=2.16ms, fps=1384 images/s, loss=0.0994, top1-acc=96.49%, top5-acc=99.98%, remaining_time=0:00:16.100576, arrival_time=2021-04-10 02:41:10.268307, cost_time=0:00:20.593810 2021-04-10 02:40:56,027 INFO : TRAIN, epoch=0123, iter=00120/00196, fetch data time cost=1.50ms, fps=1377 images/s, loss=0.1002, top1-acc=96.48%, top5-acc=99.97%, remaining_time=0:00:14.220588, arrival_time=2021-04-10 02:41:10.248075, cost_time=0:00:22.453590 2021-04-10 02:40:57,872 INFO : TRAIN, epoch=0123, iter=00130/00196, fetch data time cost=1.42ms, fps=1388 images/s, loss=0.1004, top1-acc=96.46%, top5-acc=99.97%, remaining_time=0:00:12.335928, arrival_time=2021-04-10 02:41:10.207949, cost_time=0:00:24.297993 2021-04-10 02:40:59,734 INFO : TRAIN, epoch=0123, iter=00140/00196, fetch data time cost=1.51ms, fps=1375 images/s, loss=0.1006, top1-acc=96.45%, top5-acc=99.97%, remaining_time=0:00:10.464048, arrival_time=2021-04-10 02:41:10.198068, cost_time=0:00:26.160130 2021-04-10 02:41:01,585 INFO : TRAIN, epoch=0123, iter=00150/00196, fetch data time cost=1.59ms, fps=1383 images/s, loss=0.1024, top1-acc=96.41%, top5-acc=99.97%, remaining_time=0:00:08.590224, arrival_time=2021-04-10 02:41:10.175702, cost_time=0:00:28.011615 2021-04-10 02:41:03,448 INFO : TRAIN, epoch=0123, iter=00160/00196, fetch data time cost=1.50ms, fps=1375 images/s, loss=0.1026, top1-acc=96.42%, top5-acc=99.97%, remaining_time=0:00:06.721704, arrival_time=2021-04-10 02:41:10.169959, cost_time=0:00:29.874309 2021-04-10 02:41:05,299 INFO : TRAIN, epoch=0123, iter=00170/00196, fetch data time cost=1.38ms, fps=1383 images/s, loss=0.1029, top1-acc=96.42%, top5-acc=99.97%, remaining_time=0:00:04.852120, arrival_time=2021-04-10 02:41:10.151419, cost_time=0:00:31.725426 2021-04-10 02:41:07,150 INFO : TRAIN, epoch=0123, iter=00180/00196, fetch data time cost=1.50ms, fps=1383 images/s, loss=0.1029, top1-acc=96.41%, top5-acc=99.97%, remaining_time=0:00:02.984624, arrival_time=2021-04-10 02:41:10.135508, cost_time=0:00:33.576972 2021-04-10 02:41:09,005 INFO : TRAIN, epoch=0123, iter=00190/00196, fetch data time cost=1.54ms, fps=1381 images/s, loss=0.1028, top1-acc=96.42%, top5-acc=99.98%, remaining_time=0:00:01.118904, arrival_time=2021-04-10 02:41:10.124724, cost_time=0:00:35.431903 2021-04-10 02:41:09,998 INFO : TRAIN, epoch=0123, iter=00196/00196, fetch data time cost=1.27ms, fps=1371 images/s, loss=0.1031, top1-acc=96.41%, top5-acc=99.98%, remaining_time=0:00:00, arrival_time=2021-04-10 02:41:09.998401, cost_time=0:00:36.424515 2021-04-10 02:41:10,477 INFO : EVAL, epoch=0123, iter=00010/00040, fetch data time cost=0.32ms, fps=5367 images/s, loss=0.3745, top1-acc=89.80%, top5-acc=99.61%, remaining_time=0:00:01.430820, arrival_time=2021-04-10 02:41:11.908539, cost_time=0:00:00.476938 2021-04-10 02:41:10,834 INFO : EVAL, epoch=0123, iter=00020/00040, fetch data time cost=1.45ms, fps=7181 images/s, loss=0.3756, top1-acc=89.80%, top5-acc=99.57%, remaining_time=0:00:00.833960, arrival_time=2021-04-10 02:41:11.668714, cost_time=0:00:00.833964 2021-04-10 02:41:11,195 INFO : EVAL, epoch=0123, iter=00030/00040, fetch data time cost=2.68ms, fps=7105 images/s, loss=0.3922, top1-acc=89.31%, top5-acc=99.56%, remaining_time=0:00:00.398260, arrival_time=2021-04-10 02:41:11.593815, cost_time=0:00:01.194777 2021-04-10 02:41:11,531 INFO : EVAL, epoch=0123, iter=00040/00040, fetch data time cost=0.07ms, fps=6911 images/s, loss=0.3812, top1-acc=89.49%, top5-acc=99.61%, remaining_time=0:00:00, arrival_time=2021-04-10 02:41:11.531694, cost_time=0:00:01.530940 2021-04-10 02:41:11,603 INFO : Epoch=0123 complete, best val top1-acc=90.85%, top5-acc=99.72% (epoch=121), remaining_time=0:49:24.988796, arrival_time=2021-04-10 03:30:36.591846, cost_time=1:18:56.280852 2021-04-10 02:41:11,604 INFO : Train start, epoch=0124, lr=0.032326 2021-04-10 02:41:13,680 INFO : TRAIN, epoch=0124, iter=00010/00196, fetch data time cost=1.38ms, fps=1233 images/s, loss=0.0924, top1-acc=96.76%, top5-acc=99.96%, remaining_time=0:00:38.619924, arrival_time=2021-04-10 02:41:52.300445, cost_time=0:00:02.076343 2021-04-10 02:41:15,530 INFO : TRAIN, epoch=0124, iter=00020/00196, fetch data time cost=1.39ms, fps=1384 images/s, loss=0.0961, top1-acc=96.74%, top5-acc=99.98%, remaining_time=0:00:34.547040, arrival_time=2021-04-10 02:41:50.077006, cost_time=0:00:03.925807 2021-04-10 02:41:17,385 INFO : TRAIN, epoch=0124, iter=00030/00196, fetch data time cost=1.96ms, fps=1380 images/s, loss=0.0976, top1-acc=96.67%, top5-acc=99.97%, remaining_time=0:00:31.990524, arrival_time=2021-04-10 02:41:49.376161, cost_time=0:00:05.781417 2021-04-10 02:41:19,239 INFO : TRAIN, epoch=0124, iter=00040/00196, fetch data time cost=1.44ms, fps=1381 images/s, loss=0.0984, top1-acc=96.71%, top5-acc=99.97%, remaining_time=0:00:29.777904, arrival_time=2021-04-10 02:41:49.017413, cost_time=0:00:07.635343 2021-04-10 02:41:21,085 INFO : TRAIN, epoch=0124, iter=00050/00196, fetch data time cost=1.36ms, fps=1387 images/s, loss=0.1004, top1-acc=96.62%, top5-acc=99.98%, remaining_time=0:00:27.684812, arrival_time=2021-04-10 02:41:48.770050, cost_time=0:00:09.481079 2021-04-10 02:41:22,946 INFO : TRAIN, epoch=0124, iter=00060/00196, fetch data time cost=2.94ms, fps=1376 images/s, loss=0.0999, top1-acc=96.64%, top5-acc=99.97%, remaining_time=0:00:25.709304, arrival_time=2021-04-10 02:41:48.655938, cost_time=0:00:11.342320 2021-04-10 02:41:24,795 INFO : TRAIN, epoch=0124, iter=00070/00196, fetch data time cost=1.33ms, fps=1385 images/s, loss=0.1007, top1-acc=96.57%, top5-acc=99.96%, remaining_time=0:00:23.743440, arrival_time=2021-04-10 02:41:48.538475, cost_time=0:00:13.190784 2021-04-10 02:41:26,647 INFO : TRAIN, epoch=0124, iter=00080/00196, fetch data time cost=1.53ms, fps=1382 images/s, loss=0.0996, top1-acc=96.62%, top5-acc=99.97%, remaining_time=0:00:21.813220, arrival_time=2021-04-10 02:41:48.460973, cost_time=0:00:15.043582 2021-04-10 02:41:28,491 INFO : TRAIN, epoch=0124, iter=00090/00196, fetch data time cost=1.44ms, fps=1389 images/s, loss=0.0986, top1-acc=96.67%, top5-acc=99.97%, remaining_time=0:00:19.888992, arrival_time=2021-04-10 02:41:48.380019, cost_time=0:00:16.886878 2021-04-10 02:41:30,333 INFO : TRAIN, epoch=0124, iter=00100/00196, fetch data time cost=1.41ms, fps=1389 images/s, loss=0.0975, top1-acc=96.73%, top5-acc=99.97%, remaining_time=0:00:17.980608, arrival_time=2021-04-10 02:41:48.314541, cost_time=0:00:18.729769 2021-04-10 02:41:32,192 INFO : TRAIN, epoch=0124, iter=00110/00196, fetch data time cost=1.82ms, fps=1378 images/s, loss=0.0981, top1-acc=96.72%, top5-acc=99.98%, remaining_time=0:00:16.096018, arrival_time=2021-04-10 02:41:48.288322, cost_time=0:00:20.587906 2021-04-10 02:41:34,051 INFO : TRAIN, epoch=0124, iter=00120/00196, fetch data time cost=1.81ms, fps=1378 images/s, loss=0.0976, top1-acc=96.72%, top5-acc=99.98%, remaining_time=0:00:14.216332, arrival_time=2021-04-10 02:41:48.267415, cost_time=0:00:22.446849 2021-04-10 02:41:35,906 INFO : TRAIN, epoch=0124, iter=00130/00196, fetch data time cost=1.39ms, fps=1380 images/s, loss=0.0971, top1-acc=96.73%, top5-acc=99.98%, remaining_time=0:00:12.337974, arrival_time=2021-04-10 02:41:48.244303, cost_time=0:00:24.302096 2021-04-10 02:41:37,764 INFO : TRAIN, epoch=0124, iter=00140/00196, fetch data time cost=1.43ms, fps=1378 images/s, loss=0.0978, top1-acc=96.71%, top5-acc=99.97%, remaining_time=0:00:10.463936, arrival_time=2021-04-10 02:41:48.227890, cost_time=0:00:26.159796 2021-04-10 02:41:39,610 INFO : TRAIN, epoch=0124, iter=00150/00196, fetch data time cost=1.46ms, fps=1387 images/s, loss=0.0997, top1-acc=96.64%, top5-acc=99.97%, remaining_time=0:00:08.588476, arrival_time=2021-04-10 02:41:48.198537, cost_time=0:00:28.005882 2021-04-10 02:41:41,460 INFO : TRAIN, epoch=0124, iter=00160/00196, fetch data time cost=2.14ms, fps=1384 images/s, loss=0.0994, top1-acc=96.64%, top5-acc=99.97%, remaining_time=0:00:06.717564, arrival_time=2021-04-10 02:41:48.177624, cost_time=0:00:29.855907 2021-04-10 02:41:43,308 INFO : TRAIN, epoch=0124, iter=00170/00196, fetch data time cost=1.44ms, fps=1385 images/s, loss=0.1002, top1-acc=96.59%, top5-acc=99.97%, remaining_time=0:00:04.848922, arrival_time=2021-04-10 02:41:48.157709, cost_time=0:00:31.704451 2021-04-10 02:41:45,157 INFO : TRAIN, epoch=0124, iter=00180/00196, fetch data time cost=1.32ms, fps=1385 images/s, loss=0.1008, top1-acc=96.56%, top5-acc=99.97%, remaining_time=0:00:02.982496, arrival_time=2021-04-10 02:41:48.139819, cost_time=0:00:33.553125 2021-04-10 02:41:47,009 INFO : TRAIN, epoch=0124, iter=00190/00196, fetch data time cost=1.21ms, fps=1382 images/s, loss=0.1019, top1-acc=96.52%, top5-acc=99.97%, remaining_time=0:00:01.118070, arrival_time=2021-04-10 02:41:48.127845, cost_time=0:00:35.405614 2021-04-10 02:41:48,009 INFO : TRAIN, epoch=0124, iter=00196/00196, fetch data time cost=1.37ms, fps=1361 images/s, loss=0.1024, top1-acc=96.51%, top5-acc=99.97%, remaining_time=0:00:00, arrival_time=2021-04-10 02:41:48.009636, cost_time=0:00:36.405445 2021-04-10 02:41:48,455 INFO : EVAL, epoch=0124, iter=00010/00040, fetch data time cost=1.79ms, fps=5777 images/s, loss=0.3619, top1-acc=89.34%, top5-acc=99.80%, remaining_time=0:00:01.329360, arrival_time=2021-04-10 02:41:49.784446, cost_time=0:00:00.443124 2021-04-10 02:41:48,816 INFO : EVAL, epoch=0124, iter=00020/00040, fetch data time cost=1.65ms, fps=7093 images/s, loss=0.3329, top1-acc=90.29%, top5-acc=99.79%, remaining_time=0:00:00.804420, arrival_time=2021-04-10 02:41:49.620823, cost_time=0:00:00.804411 2021-04-10 02:41:49,179 INFO : EVAL, epoch=0124, iter=00030/00040, fetch data time cost=1.82ms, fps=7060 images/s, loss=0.3287, top1-acc=90.46%, top5-acc=99.77%, remaining_time=0:00:00.389160, arrival_time=2021-04-10 02:41:49.568665, cost_time=0:00:01.167487 2021-04-10 02:41:49,512 INFO : EVAL, epoch=0124, iter=00040/00040, fetch data time cost=0.07ms, fps=6968 images/s, loss=0.3126, top1-acc=90.66%, top5-acc=99.75%, remaining_time=0:00:00, arrival_time=2021-04-10 02:41:49.512946, cost_time=0:00:01.501009 2021-04-10 02:41:49,580 INFO : Epoch=0124 complete, best val top1-acc=90.85%, top5-acc=99.72% (epoch=121), remaining_time=0:48:46.158004, arrival_time=2021-04-10 03:30:35.737963, cost_time=1:19:34.257760 2021-04-10 02:41:49,580 INFO : Train start, epoch=0125, lr=0.031594 2021-04-10 02:41:51,647 INFO : TRAIN, epoch=0125, iter=00010/00196, fetch data time cost=1.98ms, fps=1239 images/s, loss=0.1001, top1-acc=96.33%, top5-acc=100.00%, remaining_time=0:00:38.425740, arrival_time=2021-04-10 02:42:30.072832, cost_time=0:00:02.065904 2021-04-10 02:41:53,502 INFO : TRAIN, epoch=0125, iter=00020/00196, fetch data time cost=1.58ms, fps=1380 images/s, loss=0.0987, top1-acc=96.48%, top5-acc=99.98%, remaining_time=0:00:34.509552, arrival_time=2021-04-10 02:42:28.012307, cost_time=0:00:03.921546 2021-04-10 02:41:55,361 INFO : TRAIN, epoch=0125, iter=00030/00196, fetch data time cost=2.24ms, fps=1378 images/s, loss=0.1016, top1-acc=96.56%, top5-acc=99.96%, remaining_time=0:00:31.983552, arrival_time=2021-04-10 02:42:27.344919, cost_time=0:00:05.780152 2021-04-10 02:41:57,221 INFO : TRAIN, epoch=0125, iter=00040/00196, fetch data time cost=1.84ms, fps=1376 images/s, loss=0.0978, top1-acc=96.76%, top5-acc=99.97%, remaining_time=0:00:29.798964, arrival_time=2021-04-10 02:42:27.020842, cost_time=0:00:07.640745 2021-04-10 02:41:59,084 INFO : TRAIN, epoch=0125, iter=00050/00196, fetch data time cost=2.60ms, fps=1375 images/s, loss=0.0928, top1-acc=96.90%, top5-acc=99.98%, remaining_time=0:00:27.748322, arrival_time=2021-04-10 02:42:26.832270, cost_time=0:00:09.502827 2021-04-10 02:42:00,968 INFO : TRAIN, epoch=0125, iter=00060/00196, fetch data time cost=7.72ms, fps=1359 images/s, loss=0.0910, top1-acc=96.95%, top5-acc=99.98%, remaining_time=0:00:25.810352, arrival_time=2021-04-10 02:42:26.778416, cost_time=0:00:11.386896 2021-04-10 02:42:02,815 INFO : TRAIN, epoch=0125, iter=00070/00196, fetch data time cost=1.87ms, fps=1387 images/s, loss=0.0912, top1-acc=96.98%, top5-acc=99.98%, remaining_time=0:00:23.820678, arrival_time=2021-04-10 02:42:26.635621, cost_time=0:00:13.233728 2021-04-10 02:42:04,664 INFO : TRAIN, epoch=0125, iter=00080/00196, fetch data time cost=1.94ms, fps=1384 images/s, loss=0.0925, top1-acc=96.91%, top5-acc=99.99%, remaining_time=0:00:21.871336, arrival_time=2021-04-10 02:42:26.536112, cost_time=0:00:15.083645 2021-04-10 02:42:06,506 INFO : TRAIN, epoch=0125, iter=00090/00196, fetch data time cost=1.66ms, fps=1390 images/s, loss=0.0937, top1-acc=96.82%, top5-acc=99.98%, remaining_time=0:00:19.934360, arrival_time=2021-04-10 02:42:26.440926, cost_time=0:00:16.925383 2021-04-10 02:42:08,360 INFO : TRAIN, epoch=0125, iter=00100/00196, fetch data time cost=1.39ms, fps=1382 images/s, loss=0.0951, top1-acc=96.75%, top5-acc=99.98%, remaining_time=0:00:18.027840, arrival_time=2021-04-10 02:42:26.387974, cost_time=0:00:18.778992 2021-04-10 02:42:10,213 INFO : TRAIN, epoch=0125, iter=00110/00196, fetch data time cost=1.45ms, fps=1382 images/s, loss=0.0960, top1-acc=96.71%, top5-acc=99.98%, remaining_time=0:00:16.130676, arrival_time=2021-04-10 02:42:26.344049, cost_time=0:00:20.632224 2021-04-10 02:42:12,078 INFO : TRAIN, epoch=0125, iter=00120/00196, fetch data time cost=1.59ms, fps=1373 images/s, loss=0.0972, top1-acc=96.63%, top5-acc=99.98%, remaining_time=0:00:14.248556, arrival_time=2021-04-10 02:42:26.327404, cost_time=0:00:22.497720 2021-04-10 02:42:13,933 INFO : TRAIN, epoch=0125, iter=00130/00196, fetch data time cost=1.38ms, fps=1381 images/s, loss=0.0986, top1-acc=96.59%, top5-acc=99.98%, remaining_time=0:00:12.363450, arrival_time=2021-04-10 02:42:26.296826, cost_time=0:00:24.352286 2021-04-10 02:42:15,787 INFO : TRAIN, epoch=0125, iter=00140/00196, fetch data time cost=2.11ms, fps=1381 images/s, loss=0.1009, top1-acc=96.50%, top5-acc=99.98%, remaining_time=0:00:10.482584, arrival_time=2021-04-10 02:42:26.270248, cost_time=0:00:26.206498 2021-04-10 02:42:17,634 INFO : TRAIN, epoch=0125, iter=00150/00196, fetch data time cost=1.65ms, fps=1387 images/s, loss=0.1014, top1-acc=96.50%, top5-acc=99.98%, remaining_time=0:00:08.602920, arrival_time=2021-04-10 02:42:26.236958, cost_time=0:00:28.052937 2021-04-10 02:42:19,480 INFO : TRAIN, epoch=0125, iter=00160/00196, fetch data time cost=1.39ms, fps=1387 images/s, loss=0.1007, top1-acc=96.53%, top5-acc=99.98%, remaining_time=0:00:06.727392, arrival_time=2021-04-10 02:42:26.208082, cost_time=0:00:29.899573 2021-04-10 02:42:21,329 INFO : TRAIN, epoch=0125, iter=00170/00196, fetch data time cost=1.48ms, fps=1385 images/s, loss=0.1014, top1-acc=96.51%, top5-acc=99.98%, remaining_time=0:00:04.855578, arrival_time=2021-04-10 02:42:26.184769, cost_time=0:00:31.747979 2021-04-10 02:42:23,172 INFO : TRAIN, epoch=0125, iter=00180/00196, fetch data time cost=1.50ms, fps=1390 images/s, loss=0.1015, top1-acc=96.50%, top5-acc=99.98%, remaining_time=0:00:02.985856, arrival_time=2021-04-10 02:42:26.158007, cost_time=0:00:33.590902 2021-04-10 02:42:25,020 INFO : TRAIN, epoch=0125, iter=00190/00196, fetch data time cost=1.34ms, fps=1385 images/s, loss=0.1019, top1-acc=96.48%, top5-acc=99.98%, remaining_time=0:00:01.119150, arrival_time=2021-04-10 02:42:26.139972, cost_time=0:00:35.439740 2021-04-10 02:42:26,014 INFO : TRAIN, epoch=0125, iter=00196/00196, fetch data time cost=1.35ms, fps=1369 images/s, loss=0.1018, top1-acc=96.48%, top5-acc=99.98%, remaining_time=0:00:00, arrival_time=2021-04-10 02:42:26.014869, cost_time=0:00:36.433791 2021-04-10 02:42:26,497 INFO : EVAL, epoch=0125, iter=00010/00040, fetch data time cost=1.95ms, fps=5328 images/s, loss=0.3758, top1-acc=89.53%, top5-acc=99.57%, remaining_time=0:00:01.441440, arrival_time=2021-04-10 02:42:27.938410, cost_time=0:00:00.480482 2021-04-10 02:42:26,870 INFO : EVAL, epoch=0125, iter=00020/00040, fetch data time cost=0.51ms, fps=6874 images/s, loss=0.4075, top1-acc=88.30%, top5-acc=99.61%, remaining_time=0:00:00.853380, arrival_time=2021-04-10 02:42:27.723343, cost_time=0:00:00.853388 2021-04-10 02:42:27,243 INFO : EVAL, epoch=0125, iter=00030/00040, fetch data time cost=1.44ms, fps=6865 images/s, loss=0.4175, top1-acc=88.41%, top5-acc=99.60%, remaining_time=0:00:00.409090, arrival_time=2021-04-10 02:42:27.652854, cost_time=0:00:01.227258 2021-04-10 02:42:27,590 INFO : EVAL, epoch=0125, iter=00040/00040, fetch data time cost=0.11ms, fps=6698 images/s, loss=0.4139, top1-acc=88.67%, top5-acc=99.58%, remaining_time=0:00:00, arrival_time=2021-04-10 02:42:27.590661, cost_time=0:00:01.574221 2021-04-10 02:42:27,718 INFO : Epoch=0125 complete, best val top1-acc=90.85%, top5-acc=99.72% (epoch=121), remaining_time=0:48:07.437750, arrival_time=2021-04-10 03:30:35.156277, cost_time=1:20:12.396300 2021-04-10 02:42:27,720 INFO : Train start, epoch=0126, lr=0.030866 2021-04-10 02:42:29,839 INFO : TRAIN, epoch=0126, iter=00010/00196, fetch data time cost=2.08ms, fps=1208 images/s, loss=0.1003, top1-acc=96.56%, top5-acc=100.00%, remaining_time=0:00:39.418236, arrival_time=2021-04-10 02:43:09.258085, cost_time=0:00:02.119264 2021-04-10 02:42:31,699 INFO : TRAIN, epoch=0126, iter=00020/00196, fetch data time cost=1.62ms, fps=1377 images/s, loss=0.0999, top1-acc=96.64%, top5-acc=100.00%, remaining_time=0:00:35.018544, arrival_time=2021-04-10 02:43:06.718445, cost_time=0:00:03.979388 2021-04-10 02:42:33,559 INFO : TRAIN, epoch=0126, iter=00030/00196, fetch data time cost=1.56ms, fps=1377 images/s, loss=0.0965, top1-acc=96.65%, top5-acc=99.97%, remaining_time=0:00:32.309742, arrival_time=2021-04-10 02:43:05.869359, cost_time=0:00:05.839107 2021-04-10 02:42:35,418 INFO : TRAIN, epoch=0126, iter=00040/00196, fetch data time cost=1.69ms, fps=1378 images/s, loss=0.0962, top1-acc=96.62%, top5-acc=99.98%, remaining_time=0:00:30.021264, arrival_time=2021-04-10 02:43:05.439549, cost_time=0:00:07.697750 2021-04-10 02:42:37,274 INFO : TRAIN, epoch=0126, iter=00050/00196, fetch data time cost=1.54ms, fps=1379 images/s, loss=0.0990, top1-acc=96.62%, top5-acc=99.98%, remaining_time=0:00:27.898994, arrival_time=2021-04-10 02:43:05.173916, cost_time=0:00:09.554427 2021-04-10 02:42:39,140 INFO : TRAIN, epoch=0126, iter=00060/00196, fetch data time cost=1.45ms, fps=1373 images/s, loss=0.0997, top1-acc=96.61%, top5-acc=99.97%, remaining_time=0:00:25.884608, arrival_time=2021-04-10 02:43:05.024778, cost_time=0:00:11.419673 2021-04-10 02:42:40,993 INFO : TRAIN, epoch=0126, iter=00070/00196, fetch data time cost=2.22ms, fps=1382 images/s, loss=0.0996, top1-acc=96.63%, top5-acc=99.97%, remaining_time=0:00:23.891868, arrival_time=2021-04-10 02:43:04.885657, cost_time=0:00:13.273285 2021-04-10 02:42:42,839 INFO : TRAIN, epoch=0126, iter=00080/00196, fetch data time cost=1.61ms, fps=1387 images/s, loss=0.0994, top1-acc=96.65%, top5-acc=99.98%, remaining_time=0:00:21.923072, arrival_time=2021-04-10 02:43:04.762837, cost_time=0:00:15.119323 2021-04-10 02:42:44,687 INFO : TRAIN, epoch=0126, iter=00090/00196, fetch data time cost=1.74ms, fps=1386 images/s, loss=0.0991, top1-acc=96.64%, top5-acc=99.96%, remaining_time=0:00:19.982908, arrival_time=2021-04-10 02:43:04.670041, cost_time=0:00:16.966636 2021-04-10 02:42:46,530 INFO : TRAIN, epoch=0126, iter=00100/00196, fetch data time cost=1.41ms, fps=1389 images/s, loss=0.0981, top1-acc=96.69%, top5-acc=99.96%, remaining_time=0:00:18.057312, arrival_time=2021-04-10 02:43:04.587435, cost_time=0:00:18.809688 2021-04-10 02:42:48,384 INFO : TRAIN, epoch=0126, iter=00110/00196, fetch data time cost=1.99ms, fps=1381 images/s, loss=0.0983, top1-acc=96.67%, top5-acc=99.96%, remaining_time=0:00:16.155272, arrival_time=2021-04-10 02:43:04.539517, cost_time=0:00:20.663764 2021-04-10 02:42:50,236 INFO : TRAIN, epoch=0126, iter=00120/00196, fetch data time cost=1.62ms, fps=1383 images/s, loss=0.0984, top1-acc=96.69%, top5-acc=99.96%, remaining_time=0:00:14.259804, arrival_time=2021-04-10 02:43:04.495775, cost_time=0:00:22.515463 2021-04-10 02:42:52,087 INFO : TRAIN, epoch=0126, iter=00130/00196, fetch data time cost=1.64ms, fps=1383 images/s, loss=0.0979, top1-acc=96.70%, top5-acc=99.96%, remaining_time=0:00:12.370974, arrival_time=2021-04-10 02:43:04.458518, cost_time=0:00:24.367066 2021-04-10 02:42:53,946 INFO : TRAIN, epoch=0126, iter=00140/00196, fetch data time cost=1.48ms, fps=1377 images/s, loss=0.0978, top1-acc=96.67%, top5-acc=99.97%, remaining_time=0:00:10.490480, arrival_time=2021-04-10 02:43:04.437152, cost_time=0:00:26.226157 2021-04-10 02:42:55,793 INFO : TRAIN, epoch=0126, iter=00150/00196, fetch data time cost=1.42ms, fps=1387 images/s, loss=0.0983, top1-acc=96.66%, top5-acc=99.97%, remaining_time=0:00:08.608992, arrival_time=2021-04-10 02:43:04.402299, cost_time=0:00:28.072835 2021-04-10 02:42:57,651 INFO : TRAIN, epoch=0126, iter=00160/00196, fetch data time cost=1.54ms, fps=1378 images/s, loss=0.0978, top1-acc=96.67%, top5-acc=99.97%, remaining_time=0:00:06.734592, arrival_time=2021-04-10 02:43:04.386485, cost_time=0:00:29.931471 2021-04-10 02:42:59,503 INFO : TRAIN, epoch=0126, iter=00170/00196, fetch data time cost=1.57ms, fps=1383 images/s, loss=0.0975, top1-acc=96.70%, top5-acc=99.97%, remaining_time=0:00:04.860908, arrival_time=2021-04-10 02:43:04.364246, cost_time=0:00:31.782820 2021-04-10 02:43:01,353 INFO : TRAIN, epoch=0126, iter=00180/00196, fetch data time cost=1.41ms, fps=1384 images/s, loss=0.0968, top1-acc=96.73%, top5-acc=99.97%, remaining_time=0:00:02.989616, arrival_time=2021-04-10 02:43:04.343286, cost_time=0:00:33.633095 2021-04-10 02:43:03,212 INFO : TRAIN, epoch=0126, iter=00190/00196, fetch data time cost=1.85ms, fps=1378 images/s, loss=0.0962, top1-acc=96.75%, top5-acc=99.97%, remaining_time=0:00:01.120812, arrival_time=2021-04-10 02:43:04.333648, cost_time=0:00:35.492336 2021-04-10 02:43:04,210 INFO : TRAIN, epoch=0126, iter=00196/00196, fetch data time cost=1.26ms, fps=1364 images/s, loss=0.0966, top1-acc=96.74%, top5-acc=99.97%, remaining_time=0:00:00, arrival_time=2021-04-10 02:43:04.210375, cost_time=0:00:36.489903 2021-04-10 02:43:04,686 INFO : EVAL, epoch=0126, iter=00010/00040, fetch data time cost=1.34ms, fps=5396 images/s, loss=0.3547, top1-acc=90.08%, top5-acc=99.80%, remaining_time=0:00:01.423350, arrival_time=2021-04-10 02:43:06.109868, cost_time=0:00:00.474447 2021-04-10 02:43:05,048 INFO : EVAL, epoch=0126, iter=00020/00040, fetch data time cost=1.76ms, fps=7084 images/s, loss=0.3794, top1-acc=89.69%, top5-acc=99.69%, remaining_time=0:00:00.836360, arrival_time=2021-04-10 02:43:05.884789, cost_time=0:00:00.836353 2021-04-10 02:43:05,405 INFO : EVAL, epoch=0126, iter=00030/00040, fetch data time cost=1.68ms, fps=7179 images/s, loss=0.3692, top1-acc=89.92%, top5-acc=99.77%, remaining_time=0:00:00.397810, arrival_time=2021-04-10 02:43:05.803316, cost_time=0:00:01.193425 2021-04-10 02:43:05,742 INFO : EVAL, epoch=0126, iter=00040/00040, fetch data time cost=0.08ms, fps=6887 images/s, loss=0.3755, top1-acc=89.79%, top5-acc=99.75%, remaining_time=0:00:00, arrival_time=2021-04-10 02:43:05.742806, cost_time=0:00:01.530789 2021-04-10 02:43:05,869 INFO : Epoch=0126 complete, best val top1-acc=90.85%, top5-acc=99.72% (epoch=121), remaining_time=0:47:28.733748, arrival_time=2021-04-10 03:30:34.602697, cost_time=1:20:50.546703 2021-04-10 02:43:05,870 INFO : Train start, epoch=0127, lr=0.030143 2021-04-10 02:43:07,891 INFO : TRAIN, epoch=0127, iter=00010/00196, fetch data time cost=1.57ms, fps=1267 images/s, loss=0.0944, top1-acc=96.87%, top5-acc=99.96%, remaining_time=0:00:37.587810, arrival_time=2021-04-10 02:43:45.479580, cost_time=0:00:02.020854 2021-04-10 02:43:09,742 INFO : TRAIN, epoch=0127, iter=00020/00196, fetch data time cost=3.99ms, fps=1384 images/s, loss=0.0915, top1-acc=96.82%, top5-acc=99.96%, remaining_time=0:00:34.069552, arrival_time=2021-04-10 02:43:43.812103, cost_time=0:00:03.871535 2021-04-10 02:43:11,595 INFO : TRAIN, epoch=0127, iter=00030/00196, fetch data time cost=1.45ms, fps=1382 images/s, loss=0.0909, top1-acc=96.90%, top5-acc=99.96%, remaining_time=0:00:31.675124, arrival_time=2021-04-10 02:43:43.270470, cost_time=0:00:05.724405 2021-04-10 02:43:13,459 INFO : TRAIN, epoch=0127, iter=00040/00196, fetch data time cost=1.57ms, fps=1374 images/s, loss=0.0885, top1-acc=96.97%, top5-acc=99.96%, remaining_time=0:00:29.594916, arrival_time=2021-04-10 02:43:43.054294, cost_time=0:00:07.588449 2021-04-10 02:43:15,312 INFO : TRAIN, epoch=0127, iter=00050/00196, fetch data time cost=1.47ms, fps=1382 images/s, loss=0.0871, top1-acc=96.98%, top5-acc=99.97%, remaining_time=0:00:27.570202, arrival_time=2021-04-10 02:43:42.882976, cost_time=0:00:09.441828 2021-04-10 02:43:17,165 INFO : TRAIN, epoch=0127, iter=00060/00196, fetch data time cost=1.46ms, fps=1382 images/s, loss=0.0882, top1-acc=96.93%, top5-acc=99.97%, remaining_time=0:00:25.601456, arrival_time=2021-04-10 02:43:42.767084, cost_time=0:00:11.294769 2021-04-10 02:43:19,023 INFO : TRAIN, epoch=0127, iter=00070/00196, fetch data time cost=1.46ms, fps=1379 images/s, loss=0.0903, top1-acc=96.83%, top5-acc=99.98%, remaining_time=0:00:23.673762, arrival_time=2021-04-10 02:43:42.696790, cost_time=0:00:13.152089 2021-04-10 02:43:20,865 INFO : TRAIN, epoch=0127, iter=00080/00196, fetch data time cost=1.54ms, fps=1390 images/s, loss=0.0919, top1-acc=96.78%, top5-acc=99.98%, remaining_time=0:00:21.741648, arrival_time=2021-04-10 02:43:42.606917, cost_time=0:00:14.994258 2021-04-10 02:43:22,709 INFO : TRAIN, epoch=0127, iter=00090/00196, fetch data time cost=1.50ms, fps=1389 images/s, loss=0.0934, top1-acc=96.74%, top5-acc=99.97%, remaining_time=0:00:19.831964, arrival_time=2021-04-10 02:43:42.541338, cost_time=0:00:16.838482 2021-04-10 02:43:24,553 INFO : TRAIN, epoch=0127, iter=00100/00196, fetch data time cost=1.38ms, fps=1389 images/s, loss=0.0946, top1-acc=96.71%, top5-acc=99.98%, remaining_time=0:00:17.935392, arrival_time=2021-04-10 02:43:42.489116, cost_time=0:00:18.682697 2021-04-10 02:43:26,403 INFO : TRAIN, epoch=0127, iter=00110/00196, fetch data time cost=1.54ms, fps=1385 images/s, loss=0.0966, top1-acc=96.68%, top5-acc=99.98%, remaining_time=0:00:16.052416, arrival_time=2021-04-10 02:43:42.455569, cost_time=0:00:20.532208 2021-04-10 02:43:28,253 INFO : TRAIN, epoch=0127, iter=00120/00196, fetch data time cost=1.39ms, fps=1384 images/s, loss=0.0966, top1-acc=96.70%, top5-acc=99.98%, remaining_time=0:00:14.175900, arrival_time=2021-04-10 02:43:42.429690, cost_time=0:00:22.382943 2021-04-10 02:43:30,105 INFO : TRAIN, epoch=0127, iter=00130/00196, fetch data time cost=1.37ms, fps=1383 images/s, loss=0.0968, top1-acc=96.67%, top5-acc=99.98%, remaining_time=0:00:12.303588, arrival_time=2021-04-10 02:43:42.408821, cost_time=0:00:24.234284 2021-04-10 02:43:31,973 INFO : TRAIN, epoch=0127, iter=00140/00196, fetch data time cost=1.75ms, fps=1370 images/s, loss=0.0964, top1-acc=96.71%, top5-acc=99.98%, remaining_time=0:00:10.441200, arrival_time=2021-04-10 02:43:42.415100, cost_time=0:00:26.103050 2021-04-10 02:43:33,838 INFO : TRAIN, epoch=0127, iter=00150/00196, fetch data time cost=1.73ms, fps=1373 images/s, loss=0.0974, top1-acc=96.66%, top5-acc=99.98%, remaining_time=0:00:08.576884, arrival_time=2021-04-10 02:43:42.415822, cost_time=0:00:27.968071 2021-04-10 02:43:35,690 INFO : TRAIN, epoch=0127, iter=00160/00196, fetch data time cost=1.80ms, fps=1383 images/s, loss=0.0979, top1-acc=96.66%, top5-acc=99.98%, remaining_time=0:00:06.709356, arrival_time=2021-04-10 02:43:42.399781, cost_time=0:00:29.819434 2021-04-10 02:43:37,545 INFO : TRAIN, epoch=0127, iter=00170/00196, fetch data time cost=1.66ms, fps=1380 images/s, loss=0.0986, top1-acc=96.61%, top5-acc=99.98%, remaining_time=0:00:04.844398, arrival_time=2021-04-10 02:43:42.390191, cost_time=0:00:31.674937 2021-04-10 02:43:39,394 INFO : TRAIN, epoch=0127, iter=00180/00196, fetch data time cost=2.13ms, fps=1385 images/s, loss=0.0991, top1-acc=96.59%, top5-acc=99.98%, remaining_time=0:00:02.979840, arrival_time=2021-04-10 02:43:42.373950, cost_time=0:00:33.523258 2021-04-10 02:43:41,242 INFO : TRAIN, epoch=0127, iter=00190/00196, fetch data time cost=1.34ms, fps=1385 images/s, loss=0.0997, top1-acc=96.55%, top5-acc=99.98%, remaining_time=0:00:01.117008, arrival_time=2021-04-10 02:43:42.359806, cost_time=0:00:35.371899 2021-04-10 02:43:42,240 INFO : TRAIN, epoch=0127, iter=00196/00196, fetch data time cost=1.42ms, fps=1363 images/s, loss=0.1003, top1-acc=96.53%, top5-acc=99.98%, remaining_time=0:00:00, arrival_time=2021-04-10 02:43:42.240862, cost_time=0:00:36.370001 2021-04-10 02:43:42,680 INFO : EVAL, epoch=0127, iter=00010/00040, fetch data time cost=1.37ms, fps=5841 images/s, loss=0.3882, top1-acc=90.08%, top5-acc=99.69%, remaining_time=0:00:01.314840, arrival_time=2021-04-10 02:43:43.995569, cost_time=0:00:00.438280 2021-04-10 02:43:43,042 INFO : EVAL, epoch=0127, iter=00020/00040, fetch data time cost=1.66ms, fps=7089 images/s, loss=0.3949, top1-acc=89.53%, top5-acc=99.55%, remaining_time=0:00:00.799780, arrival_time=2021-04-10 02:43:43.842014, cost_time=0:00:00.799773 2021-04-10 02:43:43,407 INFO : EVAL, epoch=0127, iter=00030/00040, fetch data time cost=2.12ms, fps=7017 images/s, loss=0.3909, top1-acc=89.45%, top5-acc=99.58%, remaining_time=0:00:00.388340, arrival_time=2021-04-10 02:43:43.795842, cost_time=0:00:01.165018 2021-04-10 02:43:43,750 INFO : EVAL, epoch=0127, iter=00040/00040, fetch data time cost=0.09ms, fps=6774 images/s, loss=0.4305, top1-acc=89.19%, top5-acc=99.51%, remaining_time=0:00:00, arrival_time=2021-04-10 02:43:43.750411, cost_time=0:00:01.507997 2021-04-10 02:43:43,868 INFO : Epoch=0127 complete, best val top1-acc=90.85%, top5-acc=99.72% (epoch=121), remaining_time=0:46:49.951770, arrival_time=2021-04-10 03:30:33.820199, cost_time=1:21:28.546233 2021-04-10 02:43:43,869 INFO : Train start, epoch=0128, lr=0.029424 2021-04-10 02:43:45,905 INFO : TRAIN, epoch=0128, iter=00010/00196, fetch data time cost=1.39ms, fps=1257 images/s, loss=0.1015, top1-acc=96.56%, top5-acc=100.00%, remaining_time=0:00:37.870158, arrival_time=2021-04-10 02:44:23.775835, cost_time=0:00:02.036026 2021-04-10 02:43:47,765 INFO : TRAIN, epoch=0128, iter=00020/00196, fetch data time cost=1.83ms, fps=1377 images/s, loss=0.1014, top1-acc=96.50%, top5-acc=100.00%, remaining_time=0:00:34.280400, arrival_time=2021-04-10 02:44:22.045552, cost_time=0:00:03.895491 2021-04-10 02:43:49,623 INFO : TRAIN, epoch=0128, iter=00030/00196, fetch data time cost=1.43ms, fps=1378 images/s, loss=0.0962, top1-acc=96.72%, top5-acc=100.00%, remaining_time=0:00:31.834816, arrival_time=2021-04-10 02:44:21.457779, cost_time=0:00:05.753283 2021-04-10 02:43:51,493 INFO : TRAIN, epoch=0128, iter=00040/00196, fetch data time cost=2.61ms, fps=1369 images/s, loss=0.0949, top1-acc=96.78%, top5-acc=100.00%, remaining_time=0:00:29.731416, arrival_time=2021-04-10 02:44:21.224614, cost_time=0:00:07.623451 2021-04-10 02:43:53,345 INFO : TRAIN, epoch=0128, iter=00050/00196, fetch data time cost=1.58ms, fps=1383 images/s, loss=0.0950, top1-acc=96.74%, top5-acc=100.00%, remaining_time=0:00:27.668168, arrival_time=2021-04-10 02:44:21.013237, cost_time=0:00:09.475382 2021-04-10 02:43:55,193 INFO : TRAIN, epoch=0128, iter=00060/00196, fetch data time cost=1.43ms, fps=1385 images/s, loss=0.0958, top1-acc=96.71%, top5-acc=99.99%, remaining_time=0:00:25.667280, arrival_time=2021-04-10 02:44:20.860833, cost_time=0:00:11.323787 2021-04-10 02:43:57,051 INFO : TRAIN, epoch=0128, iter=00070/00196, fetch data time cost=1.66ms, fps=1378 images/s, loss=0.0967, top1-acc=96.69%, top5-acc=99.99%, remaining_time=0:00:23.727186, arrival_time=2021-04-10 02:44:20.778650, cost_time=0:00:13.181772 2021-04-10 02:43:58,907 INFO : TRAIN, epoch=0128, iter=00080/00196, fetch data time cost=1.54ms, fps=1380 images/s, loss=0.0955, top1-acc=96.72%, top5-acc=99.99%, remaining_time=0:00:21.805216, arrival_time=2021-04-10 02:44:20.712964, cost_time=0:00:15.038068 2021-04-10 02:44:00,756 INFO : TRAIN, epoch=0128, iter=00090/00196, fetch data time cost=1.48ms, fps=1385 images/s, loss=0.0949, top1-acc=96.74%, top5-acc=99.99%, remaining_time=0:00:19.888886, arrival_time=2021-04-10 02:44:20.645269, cost_time=0:00:16.886775 2021-04-10 02:44:02,617 INFO : TRAIN, epoch=0128, iter=00100/00196, fetch data time cost=1.89ms, fps=1376 images/s, loss=0.0949, top1-acc=96.74%, top5-acc=99.99%, remaining_time=0:00:17.998272, arrival_time=2021-04-10 02:44:20.616143, cost_time=0:00:18.748186 2021-04-10 02:44:04,476 INFO : TRAIN, epoch=0128, iter=00110/00196, fetch data time cost=2.00ms, fps=1378 images/s, loss=0.0954, top1-acc=96.77%, top5-acc=99.99%, remaining_time=0:00:16.111068, arrival_time=2021-04-10 02:44:20.587886, cost_time=0:00:20.607212 2021-04-10 02:44:06,328 INFO : TRAIN, epoch=0128, iter=00120/00196, fetch data time cost=1.54ms, fps=1383 images/s, loss=0.0957, top1-acc=96.75%, top5-acc=99.99%, remaining_time=0:00:14.224084, arrival_time=2021-04-10 02:44:20.552960, cost_time=0:00:22.459059 2021-04-10 02:44:08,173 INFO : TRAIN, epoch=0128, iter=00130/00196, fetch data time cost=1.43ms, fps=1389 images/s, loss=0.0943, top1-acc=96.80%, top5-acc=99.98%, remaining_time=0:00:12.338700, arrival_time=2021-04-10 02:44:20.511804, cost_time=0:00:24.303490 2021-04-10 02:44:10,024 INFO : TRAIN, epoch=0128, iter=00140/00196, fetch data time cost=1.55ms, fps=1383 images/s, loss=0.0949, top1-acc=96.77%, top5-acc=99.98%, remaining_time=0:00:10.461920, arrival_time=2021-04-10 02:44:20.486252, cost_time=0:00:26.154733 2021-04-10 02:44:11,874 INFO : TRAIN, epoch=0128, iter=00150/00196, fetch data time cost=1.65ms, fps=1385 images/s, loss=0.0942, top1-acc=96.79%, top5-acc=99.98%, remaining_time=0:00:08.588108, arrival_time=2021-04-10 02:44:20.462611, cost_time=0:00:28.004753 2021-04-10 02:44:13,724 INFO : TRAIN, epoch=0128, iter=00160/00196, fetch data time cost=1.98ms, fps=1384 images/s, loss=0.0950, top1-acc=96.77%, top5-acc=99.98%, remaining_time=0:00:06.717312, arrival_time=2021-04-10 02:44:20.441589, cost_time=0:00:29.854657 2021-04-10 02:44:15,571 INFO : TRAIN, epoch=0128, iter=00170/00196, fetch data time cost=1.40ms, fps=1386 images/s, loss=0.0953, top1-acc=96.74%, top5-acc=99.98%, remaining_time=0:00:04.848532, arrival_time=2021-04-10 02:44:20.420112, cost_time=0:00:31.701987 2021-04-10 02:44:17,428 INFO : TRAIN, epoch=0128, iter=00180/00196, fetch data time cost=1.44ms, fps=1379 images/s, loss=0.0956, top1-acc=96.72%, top5-acc=99.97%, remaining_time=0:00:02.983040, arrival_time=2021-04-10 02:44:20.411894, cost_time=0:00:33.559145 2021-04-10 02:44:19,271 INFO : TRAIN, epoch=0128, iter=00190/00196, fetch data time cost=1.45ms, fps=1390 images/s, loss=0.0971, top1-acc=96.66%, top5-acc=99.98%, remaining_time=0:00:01.117962, arrival_time=2021-04-10 02:44:20.389635, cost_time=0:00:35.402060 2021-04-10 02:44:20,264 INFO : TRAIN, epoch=0128, iter=00196/00196, fetch data time cost=1.59ms, fps=1370 images/s, loss=0.0972, top1-acc=96.66%, top5-acc=99.97%, remaining_time=0:00:00, arrival_time=2021-04-10 02:44:20.264683, cost_time=0:00:36.395089 2021-04-10 02:44:20,731 INFO : EVAL, epoch=0128, iter=00010/00040, fetch data time cost=3.51ms, fps=5500 images/s, loss=0.3596, top1-acc=90.00%, top5-acc=99.61%, remaining_time=0:00:01.396320, arrival_time=2021-04-10 02:44:22.128117, cost_time=0:00:00.465441 2021-04-10 02:44:21,093 INFO : EVAL, epoch=0128, iter=00020/00040, fetch data time cost=1.32ms, fps=7092 images/s, loss=0.4108, top1-acc=89.02%, top5-acc=99.53%, remaining_time=0:00:00.826960, arrival_time=2021-04-10 02:44:21.920229, cost_time=0:00:00.826959 2021-04-10 02:44:21,460 INFO : EVAL, epoch=0128, iter=00030/00040, fetch data time cost=1.99ms, fps=6984 images/s, loss=0.4361, top1-acc=88.46%, top5-acc=99.58%, remaining_time=0:00:00.397980, arrival_time=2021-04-10 02:44:21.858257, cost_time=0:00:01.193940 2021-04-10 02:44:21,798 INFO : EVAL, epoch=0128, iter=00040/00040, fetch data time cost=0.06ms, fps=6871 images/s, loss=0.4273, top1-acc=88.32%, top5-acc=99.63%, remaining_time=0:00:00, arrival_time=2021-04-10 02:44:21.798380, cost_time=0:00:01.532114 2021-04-10 02:44:21,958 INFO : Epoch=0128 complete, best val top1-acc=90.85%, top5-acc=99.72% (epoch=121), remaining_time=0:46:11.233128, arrival_time=2021-04-10 03:30:33.191967, cost_time=1:22:06.636630 2021-04-10 02:44:21,959 INFO : Train start, epoch=0129, lr=0.028711 2021-04-10 02:44:24,012 INFO : TRAIN, epoch=0129, iter=00010/00196, fetch data time cost=1.45ms, fps=1248 images/s, loss=0.1004, top1-acc=96.64%, top5-acc=100.00%, remaining_time=0:00:38.166084, arrival_time=2021-04-10 02:45:02.178306, cost_time=0:00:02.051941 2021-04-10 02:44:25,865 INFO : TRAIN, epoch=0129, iter=00020/00196, fetch data time cost=1.86ms, fps=1382 images/s, loss=0.0959, top1-acc=96.89%, top5-acc=100.00%, remaining_time=0:00:34.367520, arrival_time=2021-04-10 02:45:00.233056, cost_time=0:00:03.905410 2021-04-10 02:44:27,711 INFO : TRAIN, epoch=0129, iter=00030/00196, fetch data time cost=1.67ms, fps=1388 images/s, loss=0.0960, top1-acc=96.86%, top5-acc=99.99%, remaining_time=0:00:31.821536, arrival_time=2021-04-10 02:44:59.532632, cost_time=0:00:05.750889 2021-04-10 02:44:29,586 INFO : TRAIN, epoch=0129, iter=00040/00196, fetch data time cost=1.86ms, fps=1366 images/s, loss=0.0931, top1-acc=96.91%, top5-acc=99.98%, remaining_time=0:00:29.742804, arrival_time=2021-04-10 02:44:59.329256, cost_time=0:00:07.626367 2021-04-10 02:44:31,440 INFO : TRAIN, epoch=0129, iter=00050/00196, fetch data time cost=1.52ms, fps=1381 images/s, loss=0.0925, top1-acc=96.96%, top5-acc=99.98%, remaining_time=0:00:27.682476, arrival_time=2021-04-10 02:44:59.122871, cost_time=0:00:09.480285 2021-04-10 02:44:33,309 INFO : TRAIN, epoch=0129, iter=00060/00196, fetch data time cost=1.38ms, fps=1371 images/s, loss=0.0891, top1-acc=97.06%, top5-acc=99.98%, remaining_time=0:00:25.723992, arrival_time=2021-04-10 02:44:59.032981, cost_time=0:00:11.348813 2021-04-10 02:44:35,168 INFO : TRAIN, epoch=0129, iter=00070/00196, fetch data time cost=1.44ms, fps=1377 images/s, loss=0.0873, top1-acc=97.12%, top5-acc=99.98%, remaining_time=0:00:23.775318, arrival_time=2021-04-10 02:44:58.943959, cost_time=0:00:13.208518 2021-04-10 02:44:37,021 INFO : TRAIN, epoch=0129, iter=00080/00196, fetch data time cost=1.51ms, fps=1382 images/s, loss=0.0870, top1-acc=97.08%, top5-acc=99.99%, remaining_time=0:00:21.838856, arrival_time=2021-04-10 02:44:58.860178, cost_time=0:00:15.061303 2021-04-10 02:44:38,876 INFO : TRAIN, epoch=0129, iter=00090/00196, fetch data time cost=1.52ms, fps=1381 images/s, loss=0.0877, top1-acc=97.00%, top5-acc=99.99%, remaining_time=0:00:19.923124, arrival_time=2021-04-10 02:44:58.799119, cost_time=0:00:16.915891 2021-04-10 02:44:40,722 INFO : TRAIN, epoch=0129, iter=00100/00196, fetch data time cost=1.66ms, fps=1387 images/s, loss=0.0890, top1-acc=96.98%, top5-acc=99.99%, remaining_time=0:00:18.012000, arrival_time=2021-04-10 02:44:58.734616, cost_time=0:00:18.762536 2021-04-10 02:44:42,573 INFO : TRAIN, epoch=0129, iter=00110/00196, fetch data time cost=1.70ms, fps=1384 images/s, loss=0.0899, top1-acc=96.92%, top5-acc=99.99%, remaining_time=0:00:16.116228, arrival_time=2021-04-10 02:44:58.690093, cost_time=0:00:20.613749 2021-04-10 02:44:44,420 INFO : TRAIN, epoch=0129, iter=00120/00196, fetch data time cost=1.49ms, fps=1387 images/s, loss=0.0905, top1-acc=96.90%, top5-acc=99.98%, remaining_time=0:00:14.224844, arrival_time=2021-04-10 02:44:58.645136, cost_time=0:00:22.460260 2021-04-10 02:44:46,268 INFO : TRAIN, epoch=0129, iter=00130/00196, fetch data time cost=1.66ms, fps=1385 images/s, loss=0.0923, top1-acc=96.80%, top5-acc=99.98%, remaining_time=0:00:12.341274, arrival_time=2021-04-10 02:44:58.609874, cost_time=0:00:24.308588 2021-04-10 02:44:48,117 INFO : TRAIN, epoch=0129, iter=00140/00196, fetch data time cost=1.48ms, fps=1385 images/s, loss=0.0919, top1-acc=96.79%, top5-acc=99.98%, remaining_time=0:00:10.462984, arrival_time=2021-04-10 02:44:58.580576, cost_time=0:00:26.157470 2021-04-10 02:44:49,971 INFO : TRAIN, epoch=0129, iter=00150/00196, fetch data time cost=1.42ms, fps=1381 images/s, loss=0.0920, top1-acc=96.78%, top5-acc=99.98%, remaining_time=0:00:08.590132, arrival_time=2021-04-10 02:44:58.561497, cost_time=0:00:28.011306 2021-04-10 02:44:51,824 INFO : TRAIN, epoch=0129, iter=00160/00196, fetch data time cost=1.36ms, fps=1382 images/s, loss=0.0922, top1-acc=96.78%, top5-acc=99.98%, remaining_time=0:00:06.719436, arrival_time=2021-04-10 02:44:58.543525, cost_time=0:00:29.864084 2021-04-10 02:44:53,679 INFO : TRAIN, epoch=0129, iter=00170/00196, fetch data time cost=1.83ms, fps=1380 images/s, loss=0.0921, top1-acc=96.78%, top5-acc=99.98%, remaining_time=0:00:04.851132, arrival_time=2021-04-10 02:44:58.530261, cost_time=0:00:31.718934 2021-04-10 02:44:55,530 INFO : TRAIN, epoch=0129, iter=00180/00196, fetch data time cost=1.39ms, fps=1384 images/s, loss=0.0926, top1-acc=96.77%, top5-acc=99.98%, remaining_time=0:00:02.984016, arrival_time=2021-04-10 02:44:58.514172, cost_time=0:00:33.570138 2021-04-10 02:44:57,374 INFO : TRAIN, epoch=0129, iter=00190/00196, fetch data time cost=1.32ms, fps=1388 images/s, loss=0.0925, top1-acc=96.77%, top5-acc=99.98%, remaining_time=0:00:01.118352, arrival_time=2021-04-10 02:44:58.492939, cost_time=0:00:35.414572 2021-04-10 02:44:58,373 INFO : TRAIN, epoch=0129, iter=00196/00196, fetch data time cost=1.48ms, fps=1363 images/s, loss=0.0928, top1-acc=96.75%, top5-acc=99.98%, remaining_time=0:00:00, arrival_time=2021-04-10 02:44:58.373144, cost_time=0:00:36.412997 2021-04-10 02:44:58,818 INFO : EVAL, epoch=0129, iter=00010/00040, fetch data time cost=0.43ms, fps=5784 images/s, loss=0.3576, top1-acc=89.77%, top5-acc=99.57%, remaining_time=0:00:01.327680, arrival_time=2021-04-10 02:45:00.145620, cost_time=0:00:00.442562 2021-04-10 02:44:59,179 INFO : EVAL, epoch=0129, iter=00020/00040, fetch data time cost=1.44ms, fps=7098 images/s, loss=0.3602, top1-acc=89.94%, top5-acc=99.65%, remaining_time=0:00:00.803740, arrival_time=2021-04-10 02:44:59.982819, cost_time=0:00:00.803745 2021-04-10 02:44:59,544 INFO : EVAL, epoch=0129, iter=00030/00040, fetch data time cost=0.48ms, fps=7012 images/s, loss=0.3669, top1-acc=89.70%, top5-acc=99.64%, remaining_time=0:00:00.389740, arrival_time=2021-04-10 02:44:59.934324, cost_time=0:00:01.169213 2021-04-10 02:44:59,879 INFO : EVAL, epoch=0129, iter=00040/00040, fetch data time cost=0.08ms, fps=6941 images/s, loss=0.3720, top1-acc=89.79%, top5-acc=99.63%, remaining_time=0:00:00, arrival_time=2021-04-10 02:44:59.879249, cost_time=0:00:01.503941 2021-04-10 02:44:59,963 INFO : Epoch=0129 complete, best val top1-acc=90.85%, top5-acc=99.72% (epoch=121), remaining_time=0:45:32.477174, arrival_time=2021-04-10 03:30:32.440989, cost_time=1:22:44.641579 2021-04-10 02:44:59,965 INFO : Train start, epoch=0130, lr=0.028003 2021-04-10 02:45:02,038 INFO : TRAIN, epoch=0130, iter=00010/00196, fetch data time cost=2.56ms, fps=1235 images/s, loss=0.1025, top1-acc=96.64%, top5-acc=100.00%, remaining_time=0:00:38.559660, arrival_time=2021-04-10 02:45:40.598549, cost_time=0:00:02.073098 2021-04-10 02:45:03,899 INFO : TRAIN, epoch=0130, iter=00020/00196, fetch data time cost=2.70ms, fps=1377 images/s, loss=0.1009, top1-acc=96.58%, top5-acc=99.98%, remaining_time=0:00:34.612336, arrival_time=2021-04-10 02:45:38.511500, cost_time=0:00:03.933224 2021-04-10 02:45:05,757 INFO : TRAIN, epoch=0130, iter=00030/00196, fetch data time cost=2.43ms, fps=1378 images/s, loss=0.0971, top1-acc=96.77%, top5-acc=99.99%, remaining_time=0:00:32.046632, arrival_time=2021-04-10 02:45:37.804028, cost_time=0:00:05.791563 2021-04-10 02:45:07,605 INFO : TRAIN, epoch=0130, iter=00040/00196, fetch data time cost=1.51ms, fps=1386 images/s, loss=0.0930, top1-acc=96.95%, top5-acc=99.99%, remaining_time=0:00:29.795220, arrival_time=2021-04-10 02:45:37.400858, cost_time=0:00:07.639815 2021-04-10 02:45:09,458 INFO : TRAIN, epoch=0130, iter=00050/00196, fetch data time cost=1.46ms, fps=1382 images/s, loss=0.0888, top1-acc=97.09%, top5-acc=99.98%, remaining_time=0:00:27.718538, arrival_time=2021-04-10 02:45:37.177168, cost_time=0:00:09.492651 2021-04-10 02:45:11,309 INFO : TRAIN, epoch=0130, iter=00060/00196, fetch data time cost=1.63ms, fps=1384 images/s, loss=0.0893, top1-acc=97.02%, top5-acc=99.99%, remaining_time=0:00:25.712160, arrival_time=2021-04-10 02:45:37.021532, cost_time=0:00:11.343605 2021-04-10 02:45:13,160 INFO : TRAIN, epoch=0130, iter=00070/00196, fetch data time cost=1.47ms, fps=1383 images/s, loss=0.0894, top1-acc=96.97%, top5-acc=99.99%, remaining_time=0:00:23.750370, arrival_time=2021-04-10 02:45:36.910864, cost_time=0:00:13.194659 2021-04-10 02:45:15,010 INFO : TRAIN, epoch=0130, iter=00080/00196, fetch data time cost=1.34ms, fps=1384 images/s, loss=0.0904, top1-acc=96.93%, top5-acc=99.99%, remaining_time=0:00:21.814380, arrival_time=2021-04-10 02:45:36.824535, cost_time=0:00:15.044432 2021-04-10 02:45:16,859 INFO : TRAIN, epoch=0130, iter=00090/00196, fetch data time cost=1.94ms, fps=1384 images/s, loss=0.0907, top1-acc=96.92%, top5-acc=99.99%, remaining_time=0:00:19.897472, arrival_time=2021-04-10 02:45:36.757325, cost_time=0:00:16.894041 2021-04-10 02:45:18,715 INFO : TRAIN, epoch=0130, iter=00100/00196, fetch data time cost=1.55ms, fps=1380 images/s, loss=0.0887, top1-acc=96.97%, top5-acc=99.99%, remaining_time=0:00:17.999328, arrival_time=2021-04-10 02:45:36.714347, cost_time=0:00:18.749279 2021-04-10 02:45:20,564 INFO : TRAIN, epoch=0130, iter=00110/00196, fetch data time cost=1.48ms, fps=1385 images/s, loss=0.0879, top1-acc=97.01%, top5-acc=99.99%, remaining_time=0:00:16.104188, arrival_time=2021-04-10 02:45:36.668364, cost_time=0:00:20.598328 2021-04-10 02:45:22,415 INFO : TRAIN, epoch=0130, iter=00120/00196, fetch data time cost=1.71ms, fps=1384 images/s, loss=0.0892, top1-acc=96.94%, top5-acc=99.98%, remaining_time=0:00:14.217852, arrival_time=2021-04-10 02:45:36.632924, cost_time=0:00:22.449274 2021-04-10 02:45:24,266 INFO : TRAIN, epoch=0130, iter=00130/00196, fetch data time cost=1.49ms, fps=1383 images/s, loss=0.0895, top1-acc=96.92%, top5-acc=99.98%, remaining_time=0:00:12.337380, arrival_time=2021-04-10 02:45:36.603999, cost_time=0:00:24.300906 2021-04-10 02:45:26,106 INFO : TRAIN, epoch=0130, iter=00140/00196, fetch data time cost=1.53ms, fps=1392 images/s, loss=0.0885, top1-acc=96.96%, top5-acc=99.99%, remaining_time=0:00:10.456152, arrival_time=2021-04-10 02:45:36.562377, cost_time=0:00:26.140424 2021-04-10 02:45:27,955 INFO : TRAIN, epoch=0130, iter=00150/00196, fetch data time cost=1.52ms, fps=1385 images/s, loss=0.0886, top1-acc=96.96%, top5-acc=99.98%, remaining_time=0:00:08.583462, arrival_time=2021-04-10 02:45:36.538797, cost_time=0:00:27.989600 2021-04-10 02:45:29,814 INFO : TRAIN, epoch=0130, iter=00160/00196, fetch data time cost=2.01ms, fps=1377 images/s, loss=0.0887, top1-acc=96.95%, top5-acc=99.99%, remaining_time=0:00:06.715980, arrival_time=2021-04-10 02:45:36.530520, cost_time=0:00:29.848772 2021-04-10 02:45:31,668 INFO : TRAIN, epoch=0130, iter=00170/00196, fetch data time cost=1.72ms, fps=1381 images/s, loss=0.0885, top1-acc=96.95%, top5-acc=99.99%, remaining_time=0:00:04.848714, arrival_time=2021-04-10 02:45:36.517586, cost_time=0:00:31.703076 2021-04-10 02:45:33,523 INFO : TRAIN, epoch=0130, iter=00180/00196, fetch data time cost=2.03ms, fps=1380 images/s, loss=0.0889, top1-acc=96.93%, top5-acc=99.99%, remaining_time=0:00:02.982944, arrival_time=2021-04-10 02:45:36.506793, cost_time=0:00:33.558110 2021-04-10 02:45:35,373 INFO : TRAIN, epoch=0130, iter=00190/00196, fetch data time cost=1.61ms, fps=1384 images/s, loss=0.0895, top1-acc=96.93%, top5-acc=99.99%, remaining_time=0:00:01.118148, arrival_time=2021-04-10 02:45:36.491915, cost_time=0:00:35.408045 2021-04-10 02:45:36,366 INFO : TRAIN, epoch=0130, iter=00196/00196, fetch data time cost=1.25ms, fps=1370 images/s, loss=0.0902, top1-acc=96.90%, top5-acc=99.99%, remaining_time=0:00:00, arrival_time=2021-04-10 02:45:36.366811, cost_time=0:00:36.401102 2021-04-10 02:45:36,845 INFO : EVAL, epoch=0130, iter=00010/00040, fetch data time cost=0.43ms, fps=5369 images/s, loss=0.4301, top1-acc=88.24%, top5-acc=99.77%, remaining_time=0:00:01.430370, arrival_time=2021-04-10 02:45:38.275432, cost_time=0:00:00.476792 2021-04-10 02:45:37,206 INFO : EVAL, epoch=0130, iter=00020/00040, fetch data time cost=1.74ms, fps=7106 images/s, loss=0.3964, top1-acc=89.12%, top5-acc=99.73%, remaining_time=0:00:00.837540, arrival_time=2021-04-10 02:45:38.043456, cost_time=0:00:00.837543 2021-04-10 02:45:37,562 INFO : EVAL, epoch=0130, iter=00030/00040, fetch data time cost=1.89ms, fps=7195 images/s, loss=0.4071, top1-acc=89.04%, top5-acc=99.64%, remaining_time=0:00:00.398040, arrival_time=2021-04-10 02:45:37.960402, cost_time=0:00:01.194105 2021-04-10 02:45:37,899 INFO : EVAL, epoch=0130, iter=00040/00040, fetch data time cost=0.07ms, fps=6887 images/s, loss=0.4175, top1-acc=88.53%, top5-acc=99.61%, remaining_time=0:00:00, arrival_time=2021-04-10 02:45:37.899675, cost_time=0:00:01.531461 2021-04-10 02:45:37,999 INFO : Epoch=0130 complete, best val top1-acc=90.85%, top5-acc=99.72% (epoch=121), remaining_time=0:44:53.749310, arrival_time=2021-04-10 03:30:31.748896, cost_time=1:23:22.677354 2021-04-10 02:45:38,001 INFO : Train start, epoch=0131, lr=0.027300 2021-04-10 02:45:40,054 INFO : TRAIN, epoch=0131, iter=00010/00196, fetch data time cost=0.26ms, fps=1247 images/s, loss=0.0800, top1-acc=97.42%, top5-acc=99.92%, remaining_time=0:00:38.187288, arrival_time=2021-04-10 02:46:18.241943, cost_time=0:00:02.053077 2021-04-10 02:45:41,902 INFO : TRAIN, epoch=0131, iter=00020/00196, fetch data time cost=1.66ms, fps=1386 images/s, loss=0.0877, top1-acc=97.05%, top5-acc=99.96%, remaining_time=0:00:34.328800, arrival_time=2021-04-10 02:46:16.231386, cost_time=0:00:03.900994 2021-04-10 02:45:43,765 INFO : TRAIN, epoch=0131, iter=00030/00196, fetch data time cost=2.09ms, fps=1375 images/s, loss=0.0848, top1-acc=97.20%, top5-acc=99.97%, remaining_time=0:00:31.893248, arrival_time=2021-04-10 02:46:15.658762, cost_time=0:00:05.763840 2021-04-10 02:45:45,629 INFO : TRAIN, epoch=0131, iter=00040/00196, fetch data time cost=1.50ms, fps=1374 images/s, loss=0.0864, top1-acc=97.16%, top5-acc=99.97%, remaining_time=0:00:29.747796, arrival_time=2021-04-10 02:46:15.377039, cost_time=0:00:07.627655 2021-04-10 02:45:47,505 INFO : TRAIN, epoch=0131, iter=00050/00196, fetch data time cost=1.37ms, fps=1365 images/s, loss=0.0853, top1-acc=97.15%, top5-acc=99.98%, remaining_time=0:00:27.750220, arrival_time=2021-04-10 02:46:15.255322, cost_time=0:00:09.503524 2021-04-10 02:45:49,357 INFO : TRAIN, epoch=0131, iter=00060/00196, fetch data time cost=1.44ms, fps=1383 images/s, loss=0.0864, top1-acc=97.08%, top5-acc=99.96%, remaining_time=0:00:25.739360, arrival_time=2021-04-10 02:46:15.096486, cost_time=0:00:11.355583 2021-04-10 02:45:51,202 INFO : TRAIN, epoch=0131, iter=00070/00196, fetch data time cost=1.49ms, fps=1387 images/s, loss=0.0847, top1-acc=97.20%, top5-acc=99.97%, remaining_time=0:00:23.762340, arrival_time=2021-04-10 02:46:14.965163, cost_time=0:00:13.201294 2021-04-10 02:45:53,053 INFO : TRAIN, epoch=0131, iter=00080/00196, fetch data time cost=1.76ms, fps=1384 images/s, loss=0.0868, top1-acc=97.15%, top5-acc=99.97%, remaining_time=0:00:21.824820, arrival_time=2021-04-10 02:46:14.877996, cost_time=0:00:15.051598 2021-04-10 02:45:54,905 INFO : TRAIN, epoch=0131, iter=00090/00196, fetch data time cost=1.38ms, fps=1383 images/s, loss=0.0868, top1-acc=97.14%, top5-acc=99.97%, remaining_time=0:00:19.908390, arrival_time=2021-04-10 02:46:14.813322, cost_time=0:00:16.903380 2021-04-10 02:45:56,754 INFO : TRAIN, epoch=0131, iter=00100/00196, fetch data time cost=1.60ms, fps=1385 images/s, loss=0.0877, top1-acc=97.11%, top5-acc=99.97%, remaining_time=0:00:18.002880, arrival_time=2021-04-10 02:46:14.757574, cost_time=0:00:18.753043 2021-04-10 02:45:58,612 INFO : TRAIN, epoch=0131, iter=00110/00196, fetch data time cost=1.38ms, fps=1379 images/s, loss=0.0883, top1-acc=97.09%, top5-acc=99.97%, remaining_time=0:00:16.113734, arrival_time=2021-04-10 02:46:14.725767, cost_time=0:00:20.610536 2021-04-10 02:46:00,463 INFO : TRAIN, epoch=0131, iter=00120/00196, fetch data time cost=1.70ms, fps=1383 images/s, loss=0.0893, top1-acc=97.07%, top5-acc=99.97%, remaining_time=0:00:14.225604, arrival_time=2021-04-10 02:46:14.688717, cost_time=0:00:22.461527 2021-04-10 02:46:02,313 INFO : TRAIN, epoch=0131, iter=00130/00196, fetch data time cost=2.59ms, fps=1384 images/s, loss=0.0895, top1-acc=97.06%, top5-acc=99.97%, remaining_time=0:00:12.342924, arrival_time=2021-04-10 02:46:14.656191, cost_time=0:00:24.311756 2021-04-10 02:46:04,163 INFO : TRAIN, epoch=0131, iter=00140/00196, fetch data time cost=1.43ms, fps=1384 images/s, loss=0.0888, top1-acc=97.06%, top5-acc=99.97%, remaining_time=0:00:10.464664, arrival_time=2021-04-10 02:46:14.627801, cost_time=0:00:26.161650 2021-04-10 02:46:06,014 INFO : TRAIN, epoch=0131, iter=00150/00196, fetch data time cost=1.73ms, fps=1383 images/s, loss=0.0886, top1-acc=97.07%, top5-acc=99.97%, remaining_time=0:00:08.590684, arrival_time=2021-04-10 02:46:14.605322, cost_time=0:00:28.013031 2021-04-10 02:46:07,866 INFO : TRAIN, epoch=0131, iter=00160/00196, fetch data time cost=2.52ms, fps=1383 images/s, loss=0.0895, top1-acc=97.05%, top5-acc=99.97%, remaining_time=0:00:06.719544, arrival_time=2021-04-10 02:46:14.585740, cost_time=0:00:29.864645 2021-04-10 02:46:09,713 INFO : TRAIN, epoch=0131, iter=00170/00196, fetch data time cost=1.35ms, fps=1386 images/s, loss=0.0900, top1-acc=97.03%, top5-acc=99.97%, remaining_time=0:00:04.850144, arrival_time=2021-04-10 02:46:14.564061, cost_time=0:00:31.712423 2021-04-10 02:46:11,564 INFO : TRAIN, epoch=0131, iter=00180/00196, fetch data time cost=1.73ms, fps=1384 images/s, loss=0.0898, top1-acc=97.05%, top5-acc=99.97%, remaining_time=0:00:02.983376, arrival_time=2021-04-10 02:46:14.547897, cost_time=0:00:33.562931 2021-04-10 02:46:13,409 INFO : TRAIN, epoch=0131, iter=00190/00196, fetch data time cost=1.40ms, fps=1388 images/s, loss=0.0894, top1-acc=97.05%, top5-acc=99.97%, remaining_time=0:00:01.118136, arrival_time=2021-04-10 02:46:14.527187, cost_time=0:00:35.407562 2021-04-10 02:46:14,401 INFO : TRAIN, epoch=0131, iter=00196/00196, fetch data time cost=1.25ms, fps=1370 images/s, loss=0.0887, top1-acc=97.06%, top5-acc=99.97%, remaining_time=0:00:00, arrival_time=2021-04-10 02:46:14.401831, cost_time=0:00:36.400298 2021-04-10 02:46:14,862 INFO : EVAL, epoch=0131, iter=00010/00040, fetch data time cost=0.30ms, fps=5587 images/s, loss=0.3219, top1-acc=90.82%, top5-acc=99.57%, remaining_time=0:00:01.374600, arrival_time=2021-04-10 02:46:16.237220, cost_time=0:00:00.458201 2021-04-10 02:46:15,224 INFO : EVAL, epoch=0131, iter=00020/00040, fetch data time cost=1.64ms, fps=7091 images/s, loss=0.3105, top1-acc=91.15%, top5-acc=99.61%, remaining_time=0:00:00.819700, arrival_time=2021-04-10 02:46:16.043858, cost_time=0:00:00.819706 2021-04-10 02:46:15,584 INFO : EVAL, epoch=0131, iter=00030/00040, fetch data time cost=1.54ms, fps=7110 images/s, loss=0.3152, top1-acc=91.11%, top5-acc=99.57%, remaining_time=0:00:00.393430, arrival_time=2021-04-10 02:46:15.978115, cost_time=0:00:01.180294 2021-04-10 02:46:15,921 INFO : EVAL, epoch=0131, iter=00040/00040, fetch data time cost=0.08ms, fps=6897 images/s, loss=0.3103, top1-acc=90.91%, top5-acc=99.61%, remaining_time=0:00:00, arrival_time=2021-04-10 02:46:15.921431, cost_time=0:00:01.517076 2021-04-10 02:46:16,054 INFO : Epoch=0131 complete, best val top1-acc=90.91%, top5-acc=99.61% (epoch=131), remaining_time=0:44:15.041961, arrival_time=2021-04-10 03:30:31.096071, cost_time=1:24:00.731904 2021-04-10 02:46:16,055 INFO : Train start, epoch=0132, lr=0.026604 2021-04-10 02:46:18,100 INFO : TRAIN, epoch=0132, iter=00010/00196, fetch data time cost=0.73ms, fps=1252 images/s, loss=0.0807, top1-acc=96.80%, top5-acc=99.96%, remaining_time=0:00:38.039604, arrival_time=2021-04-10 02:46:56.140055, cost_time=0:00:02.045138 2021-04-10 02:46:19,954 INFO : TRAIN, epoch=0132, iter=00020/00196, fetch data time cost=1.39ms, fps=1381 images/s, loss=0.0769, top1-acc=97.09%, top5-acc=99.96%, remaining_time=0:00:34.314016, arrival_time=2021-04-10 02:46:54.268693, cost_time=0:00:03.899330 2021-04-10 02:46:21,840 INFO : TRAIN, epoch=0132, iter=00030/00196, fetch data time cost=1.89ms, fps=1358 images/s, loss=0.0740, top1-acc=97.34%, top5-acc=99.96%, remaining_time=0:00:32.010776, arrival_time=2021-04-10 02:46:53.851249, cost_time=0:00:05.785074 2021-04-10 02:46:23,703 INFO : TRAIN, epoch=0132, iter=00040/00196, fetch data time cost=1.54ms, fps=1375 images/s, loss=0.0755, top1-acc=97.36%, top5-acc=99.97%, remaining_time=0:00:29.826108, arrival_time=2021-04-10 02:46:53.529146, cost_time=0:00:07.647709 2021-04-10 02:46:25,553 INFO : TRAIN, epoch=0132, iter=00050/00196, fetch data time cost=2.09ms, fps=1384 images/s, loss=0.0754, top1-acc=97.34%, top5-acc=99.98%, remaining_time=0:00:27.734306, arrival_time=2021-04-10 02:46:53.287691, cost_time=0:00:09.498061 2021-04-10 02:46:27,407 INFO : TRAIN, epoch=0132, iter=00060/00196, fetch data time cost=1.42ms, fps=1381 images/s, loss=0.0745, top1-acc=97.36%, top5-acc=99.98%, remaining_time=0:00:25.731336, arrival_time=2021-04-10 02:46:53.138747, cost_time=0:00:11.352074 2021-04-10 02:46:29,266 INFO : TRAIN, epoch=0132, iter=00070/00196, fetch data time cost=1.88ms, fps=1378 images/s, loss=0.0769, top1-acc=97.26%, top5-acc=99.98%, remaining_time=0:00:23.779602, arrival_time=2021-04-10 02:46:53.045864, cost_time=0:00:13.210897 2021-04-10 02:46:31,119 INFO : TRAIN, epoch=0132, iter=00080/00196, fetch data time cost=1.42ms, fps=1382 images/s, loss=0.0783, top1-acc=97.24%, top5-acc=99.99%, remaining_time=0:00:21.842336, arrival_time=2021-04-10 02:46:52.961340, cost_time=0:00:15.063660 2021-04-10 02:46:32,980 INFO : TRAIN, epoch=0132, iter=00090/00196, fetch data time cost=2.75ms, fps=1376 images/s, loss=0.0791, top1-acc=97.23%, top5-acc=99.99%, remaining_time=0:00:19.933724, arrival_time=2021-04-10 02:46:52.913865, cost_time=0:00:16.924833 2021-04-10 02:46:34,832 INFO : TRAIN, epoch=0132, iter=00100/00196, fetch data time cost=1.47ms, fps=1382 images/s, loss=0.0791, top1-acc=97.22%, top5-acc=99.99%, remaining_time=0:00:18.026112, arrival_time=2021-04-10 02:46:52.858589, cost_time=0:00:18.777194 2021-04-10 02:46:36,674 INFO : TRAIN, epoch=0132, iter=00110/00196, fetch data time cost=1.52ms, fps=1390 images/s, loss=0.0802, top1-acc=97.18%, top5-acc=99.99%, remaining_time=0:00:16.120614, arrival_time=2021-04-10 02:46:52.795295, cost_time=0:00:20.619340 2021-04-10 02:46:38,521 INFO : TRAIN, epoch=0132, iter=00120/00196, fetch data time cost=1.45ms, fps=1387 images/s, loss=0.0816, top1-acc=97.13%, top5-acc=99.99%, remaining_time=0:00:14.228492, arrival_time=2021-04-10 02:46:52.749774, cost_time=0:00:22.466016 2021-04-10 02:46:40,369 INFO : TRAIN, epoch=0132, iter=00130/00196, fetch data time cost=1.57ms, fps=1385 images/s, loss=0.0813, top1-acc=97.15%, top5-acc=99.98%, remaining_time=0:00:12.344178, arrival_time=2021-04-10 02:46:52.713904, cost_time=0:00:24.314326 2021-04-10 02:46:42,233 INFO : TRAIN, epoch=0132, iter=00140/00196, fetch data time cost=1.51ms, fps=1374 images/s, loss=0.0822, top1-acc=97.12%, top5-acc=99.99%, remaining_time=0:00:10.471384, arrival_time=2021-04-10 02:46:52.705113, cost_time=0:00:26.178476 2021-04-10 02:46:44,080 INFO : TRAIN, epoch=0132, iter=00150/00196, fetch data time cost=1.69ms, fps=1387 images/s, loss=0.0820, top1-acc=97.15%, top5-acc=99.99%, remaining_time=0:00:08.594272, arrival_time=2021-04-10 02:46:52.674338, cost_time=0:00:28.024764 2021-04-10 02:46:45,934 INFO : TRAIN, epoch=0132, iter=00160/00196, fetch data time cost=1.43ms, fps=1381 images/s, loss=0.0827, top1-acc=97.14%, top5-acc=99.99%, remaining_time=0:00:06.722748, arrival_time=2021-04-10 02:46:52.656862, cost_time=0:00:29.878830 2021-04-10 02:46:47,779 INFO : TRAIN, epoch=0132, iter=00170/00196, fetch data time cost=2.62ms, fps=1387 images/s, loss=0.0846, top1-acc=97.07%, top5-acc=99.98%, remaining_time=0:00:04.851990, arrival_time=2021-04-10 02:46:52.631866, cost_time=0:00:31.724632 2021-04-10 02:46:49,630 INFO : TRAIN, epoch=0132, iter=00180/00196, fetch data time cost=1.82ms, fps=1384 images/s, loss=0.0844, top1-acc=97.09%, top5-acc=99.98%, remaining_time=0:00:02.984400, arrival_time=2021-04-10 02:46:52.614343, cost_time=0:00:33.574540 2021-04-10 02:46:51,485 INFO : TRAIN, epoch=0132, iter=00190/00196, fetch data time cost=1.30ms, fps=1380 images/s, loss=0.0858, top1-acc=97.03%, top5-acc=99.98%, remaining_time=0:00:01.118844, arrival_time=2021-04-10 02:46:52.604149, cost_time=0:00:35.430050 2021-04-10 02:46:52,480 INFO : TRAIN, epoch=0132, iter=00196/00196, fetch data time cost=1.53ms, fps=1367 images/s, loss=0.0861, top1-acc=97.01%, top5-acc=99.98%, remaining_time=0:00:00, arrival_time=2021-04-10 02:46:52.480286, cost_time=0:00:36.425015 2021-04-10 02:46:52,936 INFO : EVAL, epoch=0132, iter=00010/00040, fetch data time cost=0.21ms, fps=5631 images/s, loss=0.4144, top1-acc=88.98%, top5-acc=99.57%, remaining_time=0:00:01.363710, arrival_time=2021-04-10 02:46:54.300626, cost_time=0:00:00.454567 2021-04-10 02:46:53,295 INFO : EVAL, epoch=0132, iter=00020/00040, fetch data time cost=2.06ms, fps=7155 images/s, loss=0.4143, top1-acc=89.16%, top5-acc=99.63%, remaining_time=0:00:00.812820, arrival_time=2021-04-10 02:46:54.108003, cost_time=0:00:00.812826 2021-04-10 02:46:53,659 INFO : EVAL, epoch=0132, iter=00030/00040, fetch data time cost=0.22ms, fps=7045 images/s, loss=0.4241, top1-acc=88.89%, top5-acc=99.62%, remaining_time=0:00:00.392320, arrival_time=2021-04-10 02:46:54.051567, cost_time=0:00:01.176947 2021-04-10 02:46:53,992 INFO : EVAL, epoch=0132, iter=00040/00040, fetch data time cost=0.08ms, fps=6963 images/s, loss=0.4033, top1-acc=89.02%, top5-acc=99.66%, remaining_time=0:00:00, arrival_time=2021-04-10 02:46:53.992803, cost_time=0:00:01.510518 2021-04-10 02:46:54,124 INFO : Epoch=0132 complete, best val top1-acc=90.91%, top5-acc=99.61% (epoch=131), remaining_time=0:43:36.352428, arrival_time=2021-04-10 03:30:30.476376, cost_time=1:24:38.801748 2021-04-10 02:46:54,125 INFO : Train start, epoch=0133, lr=0.025912 2021-04-10 02:46:56,156 INFO : TRAIN, epoch=0133, iter=00010/00196, fetch data time cost=1.57ms, fps=1260 images/s, loss=0.0806, top1-acc=97.30%, top5-acc=100.00%, remaining_time=0:00:37.780692, arrival_time=2021-04-10 02:47:33.937223, cost_time=0:00:02.031223 2021-04-10 02:46:58,013 INFO : TRAIN, epoch=0133, iter=00020/00196, fetch data time cost=5.45ms, fps=1379 images/s, loss=0.0818, top1-acc=97.25%, top5-acc=100.00%, remaining_time=0:00:34.214400, arrival_time=2021-04-10 02:47:32.227617, cost_time=0:00:03.887998 2021-04-10 02:46:59,868 INFO : TRAIN, epoch=0133, iter=00030/00196, fetch data time cost=1.88ms, fps=1380 images/s, loss=0.0843, top1-acc=97.10%, top5-acc=100.00%, remaining_time=0:00:31.781198, arrival_time=2021-04-10 02:47:31.650020, cost_time=0:00:05.743588 2021-04-10 02:47:01,718 INFO : TRAIN, epoch=0133, iter=00040/00196, fetch data time cost=1.56ms, fps=1385 images/s, loss=0.0851, top1-acc=97.04%, top5-acc=99.99%, remaining_time=0:00:29.613480, arrival_time=2021-04-10 02:47:31.331803, cost_time=0:00:07.593216 2021-04-10 02:47:03,575 INFO : TRAIN, epoch=0133, iter=00050/00196, fetch data time cost=1.96ms, fps=1379 images/s, loss=0.0852, top1-acc=97.05%, top5-acc=99.99%, remaining_time=0:00:27.594438, arrival_time=2021-04-10 02:47:31.169768, cost_time=0:00:09.450162 2021-04-10 02:47:05,425 INFO : TRAIN, epoch=0133, iter=00060/00196, fetch data time cost=1.43ms, fps=1384 images/s, loss=0.0865, top1-acc=96.97%, top5-acc=99.99%, remaining_time=0:00:25.613968, arrival_time=2021-04-10 02:47:31.039543, cost_time=0:00:11.300293 2021-04-10 02:47:07,281 INFO : TRAIN, epoch=0133, iter=00070/00196, fetch data time cost=2.12ms, fps=1380 images/s, loss=0.0850, top1-acc=96.98%, top5-acc=99.98%, remaining_time=0:00:23.680944, arrival_time=2021-04-10 02:47:30.962279, cost_time=0:00:13.156107 2021-04-10 02:47:09,135 INFO : TRAIN, epoch=0133, iter=00080/00196, fetch data time cost=1.69ms, fps=1381 images/s, loss=0.0836, top1-acc=97.01%, top5-acc=99.98%, remaining_time=0:00:21.765196, arrival_time=2021-04-10 02:47:30.900880, cost_time=0:00:15.010460 2021-04-10 02:47:10,990 INFO : TRAIN, epoch=0133, iter=00090/00196, fetch data time cost=1.41ms, fps=1381 images/s, loss=0.0812, top1-acc=97.12%, top5-acc=99.98%, remaining_time=0:00:19.863446, arrival_time=2021-04-10 02:47:30.853775, cost_time=0:00:16.865148 2021-04-10 02:47:12,855 INFO : TRAIN, epoch=0133, iter=00100/00196, fetch data time cost=1.42ms, fps=1373 images/s, loss=0.0812, top1-acc=97.14%, top5-acc=99.98%, remaining_time=0:00:17.980608, arrival_time=2021-04-10 02:47:30.835595, cost_time=0:00:18.729791 2021-04-10 02:47:14,701 INFO : TRAIN, epoch=0133, iter=00110/00196, fetch data time cost=2.36ms, fps=1387 images/s, loss=0.0805, top1-acc=97.17%, top5-acc=99.98%, remaining_time=0:00:16.086902, arrival_time=2021-04-10 02:47:30.788410, cost_time=0:00:20.576305 2021-04-10 02:47:16,573 INFO : TRAIN, epoch=0133, iter=00120/00196, fetch data time cost=2.04ms, fps=1368 images/s, loss=0.0795, top1-acc=97.20%, top5-acc=99.98%, remaining_time=0:00:14.217168, arrival_time=2021-04-10 02:47:30.790499, cost_time=0:00:22.448194 2021-04-10 02:47:18,429 INFO : TRAIN, epoch=0133, iter=00130/00196, fetch data time cost=1.78ms, fps=1380 images/s, loss=0.0795, top1-acc=97.19%, top5-acc=99.98%, remaining_time=0:00:12.338898, arrival_time=2021-04-10 02:47:30.768039, cost_time=0:00:24.303931 2021-04-10 02:47:20,278 INFO : TRAIN, epoch=0133, iter=00140/00196, fetch data time cost=1.55ms, fps=1385 images/s, loss=0.0794, top1-acc=97.21%, top5-acc=99.99%, remaining_time=0:00:10.461192, arrival_time=2021-04-10 02:47:30.739250, cost_time=0:00:26.152940 2021-04-10 02:47:22,130 INFO : TRAIN, epoch=0133, iter=00150/00196, fetch data time cost=2.44ms, fps=1383 images/s, loss=0.0800, top1-acc=97.20%, top5-acc=99.98%, remaining_time=0:00:08.588154, arrival_time=2021-04-10 02:47:30.718230, cost_time=0:00:28.004820 2021-04-10 02:47:23,992 INFO : TRAIN, epoch=0133, iter=00160/00196, fetch data time cost=1.57ms, fps=1375 images/s, loss=0.0806, top1-acc=97.19%, top5-acc=99.98%, remaining_time=0:00:06.720120, arrival_time=2021-04-10 02:47:30.712391, cost_time=0:00:29.867137 2021-04-10 02:47:25,834 INFO : TRAIN, epoch=0133, iter=00170/00196, fetch data time cost=1.36ms, fps=1390 images/s, loss=0.0802, top1-acc=97.22%, top5-acc=99.98%, remaining_time=0:00:04.849728, arrival_time=2021-04-10 02:47:30.684582, cost_time=0:00:31.709738 2021-04-10 02:47:27,698 INFO : TRAIN, epoch=0133, iter=00180/00196, fetch data time cost=1.83ms, fps=1374 images/s, loss=0.0814, top1-acc=97.19%, top5-acc=99.98%, remaining_time=0:00:02.984320, arrival_time=2021-04-10 02:47:30.683152, cost_time=0:00:33.573624 2021-04-10 02:47:29,552 INFO : TRAIN, epoch=0133, iter=00190/00196, fetch data time cost=1.56ms, fps=1382 images/s, loss=0.0821, top1-acc=97.17%, top5-acc=99.98%, remaining_time=0:00:01.118760, arrival_time=2021-04-10 02:47:30.671246, cost_time=0:00:35.427322 2021-04-10 02:47:30,554 INFO : TRAIN, epoch=0133, iter=00196/00196, fetch data time cost=1.23ms, fps=1357 images/s, loss=0.0830, top1-acc=97.16%, top5-acc=99.98%, remaining_time=0:00:00, arrival_time=2021-04-10 02:47:30.554871, cost_time=0:00:36.429768 2021-04-10 02:47:30,993 INFO : EVAL, epoch=0133, iter=00010/00040, fetch data time cost=1.85ms, fps=5851 images/s, loss=0.4082, top1-acc=88.98%, top5-acc=99.49%, remaining_time=0:00:01.312500, arrival_time=2021-04-10 02:47:32.306427, cost_time=0:00:00.437503 2021-04-10 02:47:31,359 INFO : EVAL, epoch=0133, iter=00020/00040, fetch data time cost=2.07ms, fps=7011 images/s, loss=0.4366, top1-acc=88.61%, top5-acc=99.53%, remaining_time=0:00:00.803080, arrival_time=2021-04-10 02:47:32.162572, cost_time=0:00:00.803077 2021-04-10 02:47:31,718 INFO : EVAL, epoch=0133, iter=00030/00040, fetch data time cost=1.77ms, fps=7150 images/s, loss=0.4246, top1-acc=88.78%, top5-acc=99.60%, remaining_time=0:00:00.387180, arrival_time=2021-04-10 02:47:32.105227, cost_time=0:00:01.161532 2021-04-10 02:47:32,052 INFO : EVAL, epoch=0133, iter=00040/00040, fetch data time cost=0.08ms, fps=6955 images/s, loss=0.4119, top1-acc=89.22%, top5-acc=99.64%, remaining_time=0:00:00, arrival_time=2021-04-10 02:47:32.052175, cost_time=0:00:01.495817 2021-04-10 02:47:32,166 INFO : Epoch=0133 complete, best val top1-acc=90.91%, top5-acc=99.61% (epoch=131), remaining_time=0:42:57.658505, arrival_time=2021-04-10 03:30:29.825205, cost_time=1:25:16.844503 2021-04-10 02:47:32,167 INFO : Train start, epoch=0134, lr=0.025227 2021-04-10 02:47:34,249 INFO : TRAIN, epoch=0134, iter=00010/00196, fetch data time cost=1.46ms, fps=1230 images/s, loss=0.0776, top1-acc=97.46%, top5-acc=99.96%, remaining_time=0:00:38.722224, arrival_time=2021-04-10 02:48:12.971983, cost_time=0:00:02.081845 2021-04-10 02:47:36,108 INFO : TRAIN, epoch=0134, iter=00020/00196, fetch data time cost=2.00ms, fps=1378 images/s, loss=0.0776, top1-acc=97.50%, top5-acc=99.98%, remaining_time=0:00:34.679040, arrival_time=2021-04-10 02:48:10.787786, cost_time=0:00:03.940809 2021-04-10 02:47:37,973 INFO : TRAIN, epoch=0134, iter=00030/00196, fetch data time cost=1.29ms, fps=1373 images/s, loss=0.0817, top1-acc=97.38%, top5-acc=99.99%, remaining_time=0:00:32.125648, arrival_time=2021-04-10 02:48:10.099413, cost_time=0:00:05.805853 2021-04-10 02:47:39,835 INFO : TRAIN, epoch=0134, iter=00040/00196, fetch data time cost=1.53ms, fps=1375 images/s, loss=0.0788, top1-acc=97.52%, top5-acc=99.99%, remaining_time=0:00:29.904264, arrival_time=2021-04-10 02:48:09.740028, cost_time=0:00:07.667764 2021-04-10 02:47:41,682 INFO : TRAIN, epoch=0134, iter=00050/00196, fetch data time cost=1.66ms, fps=1387 images/s, loss=0.0765, top1-acc=97.54%, top5-acc=99.99%, remaining_time=0:00:27.780880, arrival_time=2021-04-10 02:48:09.462805, cost_time=0:00:09.514000 2021-04-10 02:47:43,531 INFO : TRAIN, epoch=0134, iter=00060/00196, fetch data time cost=1.86ms, fps=1384 images/s, loss=0.0757, top1-acc=97.56%, top5-acc=99.99%, remaining_time=0:00:25.758264, arrival_time=2021-04-10 02:48:09.290119, cost_time=0:00:11.363911 2021-04-10 02:47:45,383 INFO : TRAIN, epoch=0134, iter=00070/00196, fetch data time cost=1.57ms, fps=1383 images/s, loss=0.0747, top1-acc=97.57%, top5-acc=99.99%, remaining_time=0:00:23.788296, arrival_time=2021-04-10 02:48:09.171918, cost_time=0:00:13.215719 2021-04-10 02:47:47,239 INFO : TRAIN, epoch=0134, iter=00080/00196, fetch data time cost=1.58ms, fps=1380 images/s, loss=0.0730, top1-acc=97.62%, top5-acc=100.00%, remaining_time=0:00:21.854052, arrival_time=2021-04-10 02:48:09.093760, cost_time=0:00:15.071732 2021-04-10 02:47:49,083 INFO : TRAIN, epoch=0134, iter=00090/00196, fetch data time cost=1.57ms, fps=1389 images/s, loss=0.0727, top1-acc=97.59%, top5-acc=100.00%, remaining_time=0:00:19.922276, arrival_time=2021-04-10 02:48:09.005231, cost_time=0:00:16.915108 2021-04-10 02:47:50,940 INFO : TRAIN, epoch=0134, iter=00100/00196, fetch data time cost=1.68ms, fps=1379 images/s, loss=0.0731, top1-acc=97.56%, top5-acc=99.99%, remaining_time=0:00:18.021312, arrival_time=2021-04-10 02:48:08.961505, cost_time=0:00:18.772165 2021-04-10 02:47:52,791 INFO : TRAIN, epoch=0134, iter=00110/00196, fetch data time cost=1.66ms, fps=1383 images/s, loss=0.0724, top1-acc=97.58%, top5-acc=99.99%, remaining_time=0:00:16.123968, arrival_time=2021-04-10 02:48:08.915443, cost_time=0:00:20.623632 2021-04-10 02:47:54,640 INFO : TRAIN, epoch=0134, iter=00120/00196, fetch data time cost=1.43ms, fps=1385 images/s, loss=0.0730, top1-acc=97.55%, top5-acc=99.98%, remaining_time=0:00:14.232596, arrival_time=2021-04-10 02:48:08.873058, cost_time=0:00:22.472535 2021-04-10 02:47:56,503 INFO : TRAIN, epoch=0134, iter=00130/00196, fetch data time cost=1.64ms, fps=1375 images/s, loss=0.0738, top1-acc=97.52%, top5-acc=99.98%, remaining_time=0:00:12.355002, arrival_time=2021-04-10 02:48:08.858458, cost_time=0:00:24.335599 2021-04-10 02:47:58,355 INFO : TRAIN, epoch=0134, iter=00140/00196, fetch data time cost=1.73ms, fps=1382 images/s, loss=0.0737, top1-acc=97.53%, top5-acc=99.98%, remaining_time=0:00:10.475192, arrival_time=2021-04-10 02:48:08.830968, cost_time=0:00:26.187931 2021-04-10 02:48:00,209 INFO : TRAIN, epoch=0134, iter=00150/00196, fetch data time cost=1.97ms, fps=1382 images/s, loss=0.0747, top1-acc=97.49%, top5-acc=99.98%, remaining_time=0:00:08.599332, arrival_time=2021-04-10 02:48:08.808557, cost_time=0:00:28.041305 2021-04-10 02:48:02,051 INFO : TRAIN, epoch=0134, iter=00160/00196, fetch data time cost=1.39ms, fps=1390 images/s, loss=0.0751, top1-acc=97.46%, top5-acc=99.98%, remaining_time=0:00:06.723792, arrival_time=2021-04-10 02:48:08.775219, cost_time=0:00:29.883565 2021-04-10 02:48:03,913 INFO : TRAIN, epoch=0134, iter=00170/00196, fetch data time cost=2.19ms, fps=1375 images/s, loss=0.0767, top1-acc=97.41%, top5-acc=99.98%, remaining_time=0:00:04.855240, arrival_time=2021-04-10 02:48:08.768824, cost_time=0:00:31.745733 2021-04-10 02:48:05,765 INFO : TRAIN, epoch=0134, iter=00180/00196, fetch data time cost=1.65ms, fps=1383 images/s, loss=0.0774, top1-acc=97.41%, top5-acc=99.98%, remaining_time=0:00:02.986384, arrival_time=2021-04-10 02:48:08.751251, cost_time=0:00:33.596807 2021-04-10 02:48:07,613 INFO : TRAIN, epoch=0134, iter=00190/00196, fetch data time cost=1.45ms, fps=1385 images/s, loss=0.0781, top1-acc=97.40%, top5-acc=99.98%, remaining_time=0:00:01.119336, arrival_time=2021-04-10 02:48:08.732778, cost_time=0:00:35.445590 2021-04-10 02:48:08,612 INFO : TRAIN, epoch=0134, iter=00196/00196, fetch data time cost=1.50ms, fps=1362 images/s, loss=0.0782, top1-acc=97.39%, top5-acc=99.98%, remaining_time=0:00:00, arrival_time=2021-04-10 02:48:08.612039, cost_time=0:00:36.444202 2021-04-10 02:48:09,097 INFO : EVAL, epoch=0134, iter=00010/00040, fetch data time cost=0.42ms, fps=5289 images/s, loss=0.3356, top1-acc=90.74%, top5-acc=99.84%, remaining_time=0:00:01.452060, arrival_time=2021-04-10 02:48:10.549770, cost_time=0:00:00.484025 2021-04-10 02:48:09,460 INFO : EVAL, epoch=0134, iter=00020/00040, fetch data time cost=2.05ms, fps=7076 images/s, loss=0.3562, top1-acc=90.27%, top5-acc=99.77%, remaining_time=0:00:00.846320, arrival_time=2021-04-10 02:48:10.306296, cost_time=0:00:00.846328 2021-04-10 02:48:09,825 INFO : EVAL, epoch=0134, iter=00030/00040, fetch data time cost=1.85ms, fps=7012 images/s, loss=0.3701, top1-acc=89.82%, top5-acc=99.77%, remaining_time=0:00:00.403950, arrival_time=2021-04-10 02:48:10.229423, cost_time=0:00:01.211839 2021-04-10 02:48:10,175 INFO : EVAL, epoch=0134, iter=00040/00040, fetch data time cost=0.11ms, fps=6639 images/s, loss=0.3527, top1-acc=90.28%, top5-acc=99.73%, remaining_time=0:00:00, arrival_time=2021-04-10 02:48:10.175310, cost_time=0:00:01.561636 2021-04-10 02:48:10,324 INFO : Epoch=0134 complete, best val top1-acc=90.91%, top5-acc=99.61% (epoch=131), remaining_time=0:42:19.030824, arrival_time=2021-04-10 03:30:29.354950, cost_time=1:25:55.001923 2021-04-10 02:48:10,325 INFO : Train start, epoch=0135, lr=0.024548 2021-04-10 02:48:12,384 INFO : TRAIN, epoch=0135, iter=00010/00196, fetch data time cost=1.50ms, fps=1243 images/s, loss=0.0905, top1-acc=96.84%, top5-acc=100.00%, remaining_time=0:00:38.295540, arrival_time=2021-04-10 02:48:50.679912, cost_time=0:00:02.058899 2021-04-10 02:48:14,244 INFO : TRAIN, epoch=0135, iter=00020/00196, fetch data time cost=1.89ms, fps=1377 images/s, loss=0.0887, top1-acc=96.87%, top5-acc=100.00%, remaining_time=0:00:34.485440, arrival_time=2021-04-10 02:48:48.729821, cost_time=0:00:03.918809 2021-04-10 02:48:16,108 INFO : TRAIN, epoch=0135, iter=00030/00196, fetch data time cost=1.44ms, fps=1374 images/s, loss=0.0872, top1-acc=96.94%, top5-acc=100.00%, remaining_time=0:00:31.998492, arrival_time=2021-04-10 02:48:48.106763, cost_time=0:00:05.782871 2021-04-10 02:48:17,970 INFO : TRAIN, epoch=0135, iter=00040/00196, fetch data time cost=1.61ms, fps=1375 images/s, loss=0.0854, top1-acc=97.12%, top5-acc=100.00%, remaining_time=0:00:29.817216, arrival_time=2021-04-10 02:48:47.788100, cost_time=0:00:07.645457 2021-04-10 02:48:19,832 INFO : TRAIN, epoch=0135, iter=00050/00196, fetch data time cost=1.71ms, fps=1376 images/s, loss=0.0823, top1-acc=97.22%, top5-acc=100.00%, remaining_time=0:00:27.758980, arrival_time=2021-04-10 02:48:47.590895, cost_time=0:00:09.506499 2021-04-10 02:48:21,687 INFO : TRAIN, epoch=0135, iter=00060/00196, fetch data time cost=1.41ms, fps=1380 images/s, loss=0.0814, top1-acc=97.29%, top5-acc=99.99%, remaining_time=0:00:25.753912, arrival_time=2021-04-10 02:48:47.441400, cost_time=0:00:11.362015 2021-04-10 02:48:23,549 INFO : TRAIN, epoch=0135, iter=00070/00196, fetch data time cost=1.73ms, fps=1375 images/s, loss=0.0815, top1-acc=97.29%, top5-acc=99.99%, remaining_time=0:00:23.803542, arrival_time=2021-04-10 02:48:47.353170, cost_time=0:00:13.224189 2021-04-10 02:48:25,414 INFO : TRAIN, epoch=0135, iter=00080/00196, fetch data time cost=1.46ms, fps=1373 images/s, loss=0.0797, top1-acc=97.35%, top5-acc=99.99%, remaining_time=0:00:21.878760, arrival_time=2021-04-10 02:48:47.293055, cost_time=0:00:15.088810 2021-04-10 02:48:27,267 INFO : TRAIN, epoch=0135, iter=00090/00196, fetch data time cost=1.65ms, fps=1382 images/s, loss=0.0797, top1-acc=97.32%, top5-acc=99.99%, remaining_time=0:00:19.953546, arrival_time=2021-04-10 02:48:47.220627, cost_time=0:00:16.941727 2021-04-10 02:48:29,121 INFO : TRAIN, epoch=0135, iter=00100/00196, fetch data time cost=1.72ms, fps=1381 images/s, loss=0.0795, top1-acc=97.34%, top5-acc=99.99%, remaining_time=0:00:18.044352, arrival_time=2021-04-10 02:48:47.165937, cost_time=0:00:18.796181 2021-04-10 02:48:30,980 INFO : TRAIN, epoch=0135, iter=00110/00196, fetch data time cost=2.68ms, fps=1378 images/s, loss=0.0789, top1-acc=97.37%, top5-acc=99.99%, remaining_time=0:00:16.148392, arrival_time=2021-04-10 02:48:47.128609, cost_time=0:00:20.654875 2021-04-10 02:48:32,836 INFO : TRAIN, epoch=0135, iter=00120/00196, fetch data time cost=2.05ms, fps=1379 images/s, loss=0.0786, top1-acc=97.34%, top5-acc=99.99%, remaining_time=0:00:14.257220, arrival_time=2021-04-10 02:48:47.094098, cost_time=0:00:22.511429 2021-04-10 02:48:34,684 INFO : TRAIN, epoch=0135, iter=00130/00196, fetch data time cost=1.53ms, fps=1386 images/s, loss=0.0785, top1-acc=97.32%, top5-acc=99.99%, remaining_time=0:00:12.366882, arrival_time=2021-04-10 02:48:47.051268, cost_time=0:00:24.359047 2021-04-10 02:48:36,530 INFO : TRAIN, epoch=0135, iter=00140/00196, fetch data time cost=1.56ms, fps=1387 images/s, loss=0.0787, top1-acc=97.32%, top5-acc=99.99%, remaining_time=0:00:10.482024, arrival_time=2021-04-10 02:48:47.012516, cost_time=0:00:26.205112 2021-04-10 02:48:38,385 INFO : TRAIN, epoch=0135, iter=00150/00196, fetch data time cost=1.44ms, fps=1380 images/s, loss=0.0788, top1-acc=97.31%, top5-acc=99.99%, remaining_time=0:00:08.605174, arrival_time=2021-04-10 02:48:46.990874, cost_time=0:00:28.060285 2021-04-10 02:48:40,235 INFO : TRAIN, epoch=0135, iter=00160/00196, fetch data time cost=1.56ms, fps=1384 images/s, loss=0.0784, top1-acc=97.31%, top5-acc=99.99%, remaining_time=0:00:06.729876, arrival_time=2021-04-10 02:48:46.965784, cost_time=0:00:29.910482 2021-04-10 02:48:42,091 INFO : TRAIN, epoch=0135, iter=00170/00196, fetch data time cost=1.45ms, fps=1380 images/s, loss=0.0791, top1-acc=97.29%, top5-acc=99.98%, remaining_time=0:00:04.858282, arrival_time=2021-04-10 02:48:46.949298, cost_time=0:00:31.765608 2021-04-10 02:48:43,943 INFO : TRAIN, epoch=0135, iter=00180/00196, fetch data time cost=1.42ms, fps=1382 images/s, loss=0.0799, top1-acc=97.28%, top5-acc=99.98%, remaining_time=0:00:02.988288, arrival_time=2021-04-10 02:48:46.931804, cost_time=0:00:33.618178 2021-04-10 02:48:45,788 INFO : TRAIN, epoch=0135, iter=00190/00196, fetch data time cost=1.25ms, fps=1388 images/s, loss=0.0804, top1-acc=97.27%, top5-acc=99.99%, remaining_time=0:00:01.119876, arrival_time=2021-04-10 02:48:46.907920, cost_time=0:00:35.462716 2021-04-10 02:48:46,788 INFO : TRAIN, epoch=0135, iter=00196/00196, fetch data time cost=1.23ms, fps=1360 images/s, loss=0.0803, top1-acc=97.27%, top5-acc=99.99%, remaining_time=0:00:00, arrival_time=2021-04-10 02:48:46.788281, cost_time=0:00:36.462802 2021-04-10 02:48:47,269 INFO : EVAL, epoch=0135, iter=00010/00040, fetch data time cost=0.32ms, fps=5343 images/s, loss=0.4169, top1-acc=89.49%, top5-acc=99.69%, remaining_time=0:00:01.437420, arrival_time=2021-04-10 02:48:48.707130, cost_time=0:00:00.479138 2021-04-10 02:48:47,625 INFO : EVAL, epoch=0135, iter=00020/00040, fetch data time cost=1.47ms, fps=7199 images/s, loss=0.3740, top1-acc=90.10%, top5-acc=99.73%, remaining_time=0:00:00.835220, arrival_time=2021-04-10 02:48:48.461015, cost_time=0:00:00.835211 2021-04-10 02:48:47,985 INFO : EVAL, epoch=0135, iter=00030/00040, fetch data time cost=1.38ms, fps=7137 images/s, loss=0.3832, top1-acc=89.79%, top5-acc=99.71%, remaining_time=0:00:00.398130, arrival_time=2021-04-10 02:48:48.383089, cost_time=0:00:01.194376 2021-04-10 02:48:48,321 INFO : EVAL, epoch=0135, iter=00040/00040, fetch data time cost=0.09ms, fps=6895 images/s, loss=0.3734, top1-acc=89.77%, top5-acc=99.74%, remaining_time=0:00:00, arrival_time=2021-04-10 02:48:48.321897, cost_time=0:00:01.531358 2021-04-10 02:48:48,431 INFO : Epoch=0135 complete, best val top1-acc=90.91%, top5-acc=99.61% (epoch=131), remaining_time=0:41:40.385810, arrival_time=2021-04-10 03:30:28.817044, cost_time=1:26:33.109028 2021-04-10 02:48:48,432 INFO : Train start, epoch=0136, lr=0.023875 2021-04-10 02:48:50,532 INFO : TRAIN, epoch=0136, iter=00010/00196, fetch data time cost=1.43ms, fps=1219 images/s, loss=0.0779, top1-acc=97.66%, top5-acc=100.00%, remaining_time=0:00:39.056838, arrival_time=2021-04-10 02:49:29.589182, cost_time=0:00:02.099826 2021-04-10 02:48:52,382 INFO : TRAIN, epoch=0136, iter=00020/00196, fetch data time cost=2.20ms, fps=1384 images/s, loss=0.0720, top1-acc=97.79%, top5-acc=99.98%, remaining_time=0:00:34.761936, arrival_time=2021-04-10 02:49:27.144716, cost_time=0:00:03.950223 2021-04-10 02:48:54,259 INFO : TRAIN, epoch=0136, iter=00030/00196, fetch data time cost=2.50ms, fps=1365 images/s, loss=0.0704, top1-acc=97.77%, top5-acc=99.99%, remaining_time=0:00:32.239358, arrival_time=2021-04-10 02:49:26.498454, cost_time=0:00:05.826404 2021-04-10 02:48:56,111 INFO : TRAIN, epoch=0136, iter=00040/00196, fetch data time cost=1.38ms, fps=1383 images/s, loss=0.0684, top1-acc=97.83%, top5-acc=99.99%, remaining_time=0:00:29.946384, arrival_time=2021-04-10 02:49:26.057365, cost_time=0:00:07.678559 2021-04-10 02:48:57,972 INFO : TRAIN, epoch=0136, iter=00050/00196, fetch data time cost=1.54ms, fps=1376 images/s, loss=0.0678, top1-acc=97.79%, top5-acc=99.99%, remaining_time=0:00:27.855340, arrival_time=2021-04-10 02:49:25.827318, cost_time=0:00:09.539508 2021-04-10 02:48:59,816 INFO : TRAIN, epoch=0136, iter=00060/00196, fetch data time cost=1.85ms, fps=1388 images/s, loss=0.0680, top1-acc=97.80%, top5-acc=99.99%, remaining_time=0:00:25.804504, arrival_time=2021-04-10 02:49:25.621332, cost_time=0:00:11.384347 2021-04-10 02:49:01,674 INFO : TRAIN, epoch=0136, iter=00070/00196, fetch data time cost=1.71ms, fps=1379 images/s, loss=0.0685, top1-acc=97.77%, top5-acc=99.99%, remaining_time=0:00:23.834916, arrival_time=2021-04-10 02:49:25.509049, cost_time=0:00:13.241589 2021-04-10 02:49:03,541 INFO : TRAIN, epoch=0136, iter=00080/00196, fetch data time cost=1.80ms, fps=1371 images/s, loss=0.0692, top1-acc=97.74%, top5-acc=99.99%, remaining_time=0:00:21.908224, arrival_time=2021-04-10 02:49:25.449794, cost_time=0:00:15.109100 2021-04-10 02:49:05,409 INFO : TRAIN, epoch=0136, iter=00090/00196, fetch data time cost=1.42ms, fps=1371 images/s, loss=0.0702, top1-acc=97.69%, top5-acc=99.99%, remaining_time=0:00:19.994568, arrival_time=2021-04-10 02:49:25.403529, cost_time=0:00:16.976496 2021-04-10 02:49:07,261 INFO : TRAIN, epoch=0136, iter=00100/00196, fetch data time cost=1.45ms, fps=1382 images/s, loss=0.0702, top1-acc=97.70%, top5-acc=99.99%, remaining_time=0:00:18.075744, arrival_time=2021-04-10 02:49:25.337132, cost_time=0:00:18.828919 2021-04-10 02:49:09,115 INFO : TRAIN, epoch=0136, iter=00110/00196, fetch data time cost=1.95ms, fps=1381 images/s, loss=0.0706, top1-acc=97.69%, top5-acc=99.99%, remaining_time=0:00:16.170150, arrival_time=2021-04-10 02:49:25.285492, cost_time=0:00:20.682780 2021-04-10 02:49:10,961 INFO : TRAIN, epoch=0136, iter=00120/00196, fetch data time cost=1.44ms, fps=1387 images/s, loss=0.0706, top1-acc=97.68%, top5-acc=99.99%, remaining_time=0:00:14.268468, arrival_time=2021-04-10 02:49:25.230174, cost_time=0:00:22.529157 2021-04-10 02:49:12,817 INFO : TRAIN, epoch=0136, iter=00130/00196, fetch data time cost=1.35ms, fps=1380 images/s, loss=0.0707, top1-acc=97.66%, top5-acc=99.99%, remaining_time=0:00:12.379818, arrival_time=2021-04-10 02:49:25.196753, cost_time=0:00:24.384512 2021-04-10 02:49:14,669 INFO : TRAIN, epoch=0136, iter=00140/00196, fetch data time cost=1.91ms, fps=1382 images/s, loss=0.0713, top1-acc=97.64%, top5-acc=99.99%, remaining_time=0:00:10.494848, arrival_time=2021-04-10 02:49:25.164400, cost_time=0:00:26.237076 2021-04-10 02:49:16,517 INFO : TRAIN, epoch=0136, iter=00150/00196, fetch data time cost=1.86ms, fps=1386 images/s, loss=0.0718, top1-acc=97.64%, top5-acc=99.99%, remaining_time=0:00:08.612718, arrival_time=2021-04-10 02:49:25.130046, cost_time=0:00:28.084920 2021-04-10 02:49:18,373 INFO : TRAIN, epoch=0136, iter=00160/00196, fetch data time cost=1.51ms, fps=1380 images/s, loss=0.0718, top1-acc=97.63%, top5-acc=99.99%, remaining_time=0:00:06.736644, arrival_time=2021-04-10 02:49:25.109768, cost_time=0:00:29.940684 2021-04-10 02:49:20,225 INFO : TRAIN, epoch=0136, iter=00170/00196, fetch data time cost=1.56ms, fps=1382 images/s, loss=0.0721, top1-acc=97.62%, top5-acc=99.99%, remaining_time=0:00:04.862520, arrival_time=2021-04-10 02:49:25.088309, cost_time=0:00:31.793393 2021-04-10 02:49:22,066 INFO : TRAIN, epoch=0136, iter=00180/00196, fetch data time cost=1.81ms, fps=1391 images/s, loss=0.0727, top1-acc=97.60%, top5-acc=99.99%, remaining_time=0:00:02.989712, arrival_time=2021-04-10 02:49:25.056445, cost_time=0:00:33.634287 2021-04-10 02:49:23,925 INFO : TRAIN, epoch=0136, iter=00190/00196, fetch data time cost=1.54ms, fps=1378 images/s, loss=0.0725, top1-acc=97.59%, top5-acc=99.99%, remaining_time=0:00:01.120824, arrival_time=2021-04-10 02:49:25.046013, cost_time=0:00:35.492764 2021-04-10 02:49:24,919 INFO : TRAIN, epoch=0136, iter=00196/00196, fetch data time cost=1.22ms, fps=1369 images/s, loss=0.0733, top1-acc=97.58%, top5-acc=99.99%, remaining_time=0:00:00, arrival_time=2021-04-10 02:49:24.919069, cost_time=0:00:36.486698 2021-04-10 02:49:25,364 INFO : EVAL, epoch=0136, iter=00010/00040, fetch data time cost=0.40ms, fps=5769 images/s, loss=0.3544, top1-acc=90.82%, top5-acc=99.61%, remaining_time=0:00:01.331160, arrival_time=2021-04-10 02:49:26.695736, cost_time=0:00:00.443715 2021-04-10 02:49:25,722 INFO : EVAL, epoch=0136, iter=00020/00040, fetch data time cost=2.13ms, fps=7166 images/s, loss=0.3557, top1-acc=90.31%, top5-acc=99.59%, remaining_time=0:00:00.801440, arrival_time=2021-04-10 02:49:26.523724, cost_time=0:00:00.801449 2021-04-10 02:49:26,096 INFO : EVAL, epoch=0136, iter=00030/00040, fetch data time cost=2.49ms, fps=6857 images/s, loss=0.3560, top1-acc=90.34%, top5-acc=99.62%, remaining_time=0:00:00.391740, arrival_time=2021-04-10 02:49:26.487819, cost_time=0:00:01.175219 2021-04-10 02:49:26,436 INFO : EVAL, epoch=0136, iter=00040/00040, fetch data time cost=0.08ms, fps=6825 images/s, loss=0.3669, top1-acc=90.05%, top5-acc=99.60%, remaining_time=0:00:00, arrival_time=2021-04-10 02:49:26.436562, cost_time=0:00:01.515696 2021-04-10 02:49:26,545 INFO : Epoch=0136 complete, best val top1-acc=90.91%, top5-acc=99.61% (epoch=131), remaining_time=0:41:01.752000, arrival_time=2021-04-10 03:30:28.297209, cost_time=1:27:11.222993 2021-04-10 02:49:26,546 INFO : Train start, epoch=0137, lr=0.023209 2021-04-10 02:49:28,585 INFO : TRAIN, epoch=0137, iter=00010/00196, fetch data time cost=1.34ms, fps=1255 images/s, loss=0.0807, top1-acc=97.15%, top5-acc=99.96%, remaining_time=0:00:37.929120, arrival_time=2021-04-10 02:50:06.514828, cost_time=0:00:02.039203 2021-04-10 02:49:30,430 INFO : TRAIN, epoch=0137, iter=00020/00196, fetch data time cost=1.50ms, fps=1388 images/s, loss=0.0810, top1-acc=97.21%, top5-acc=99.98%, remaining_time=0:00:34.178848, arrival_time=2021-04-10 02:50:04.609314, cost_time=0:00:03.883952 2021-04-10 02:49:32,292 INFO : TRAIN, epoch=0137, iter=00030/00196, fetch data time cost=2.58ms, fps=1375 images/s, loss=0.0810, top1-acc=97.34%, top5-acc=99.99%, remaining_time=0:00:31.795972, arrival_time=2021-04-10 02:50:04.088803, cost_time=0:00:05.746247 2021-04-10 02:49:34,153 INFO : TRAIN, epoch=0137, iter=00040/00196, fetch data time cost=2.50ms, fps=1376 images/s, loss=0.0810, top1-acc=97.35%, top5-acc=99.98%, remaining_time=0:00:29.668080, arrival_time=2021-04-10 02:50:03.821801, cost_time=0:00:07.607205 2021-04-10 02:49:36,025 INFO : TRAIN, epoch=0137, iter=00050/00196, fetch data time cost=1.63ms, fps=1368 images/s, loss=0.0780, top1-acc=97.37%, top5-acc=99.98%, remaining_time=0:00:27.679556, arrival_time=2021-04-10 02:50:03.705375, cost_time=0:00:09.479317 2021-04-10 02:49:37,873 INFO : TRAIN, epoch=0137, iter=00060/00196, fetch data time cost=1.73ms, fps=1386 images/s, loss=0.0771, top1-acc=97.41%, top5-acc=99.99%, remaining_time=0:00:25.675440, arrival_time=2021-04-10 02:50:03.549324, cost_time=0:00:11.327385 2021-04-10 02:49:39,724 INFO : TRAIN, epoch=0137, iter=00070/00196, fetch data time cost=1.44ms, fps=1384 images/s, loss=0.0765, top1-acc=97.45%, top5-acc=99.99%, remaining_time=0:00:23.720130, arrival_time=2021-04-10 02:50:03.444458, cost_time=0:00:13.177883 2021-04-10 02:49:41,579 INFO : TRAIN, epoch=0137, iter=00080/00196, fetch data time cost=1.51ms, fps=1381 images/s, loss=0.0758, top1-acc=97.47%, top5-acc=99.99%, remaining_time=0:00:21.797212, arrival_time=2021-04-10 02:50:03.376238, cost_time=0:00:15.032526 2021-04-10 02:49:43,432 INFO : TRAIN, epoch=0137, iter=00090/00196, fetch data time cost=1.59ms, fps=1382 images/s, loss=0.0745, top1-acc=97.53%, top5-acc=99.99%, remaining_time=0:00:19.887826, arrival_time=2021-04-10 02:50:03.320177, cost_time=0:00:16.885919 2021-04-10 02:49:45,280 INFO : TRAIN, epoch=0137, iter=00100/00196, fetch data time cost=1.49ms, fps=1386 images/s, loss=0.0743, top1-acc=97.50%, top5-acc=99.99%, remaining_time=0:00:17.984352, arrival_time=2021-04-10 02:50:03.264542, cost_time=0:00:18.733684 2021-04-10 02:49:47,130 INFO : TRAIN, epoch=0137, iter=00110/00196, fetch data time cost=1.50ms, fps=1384 images/s, loss=0.0738, top1-acc=97.51%, top5-acc=99.99%, remaining_time=0:00:16.092836, arrival_time=2021-04-10 02:50:03.223080, cost_time=0:00:20.583812 2021-04-10 02:49:48,976 INFO : TRAIN, epoch=0137, iter=00120/00196, fetch data time cost=1.55ms, fps=1387 images/s, loss=0.0740, top1-acc=97.50%, top5-acc=99.99%, remaining_time=0:00:14.205616, arrival_time=2021-04-10 02:50:03.182156, cost_time=0:00:22.429925 2021-04-10 02:49:50,820 INFO : TRAIN, epoch=0137, iter=00130/00196, fetch data time cost=1.61ms, fps=1389 images/s, loss=0.0730, top1-acc=97.54%, top5-acc=99.99%, remaining_time=0:00:12.323586, arrival_time=2021-04-10 02:50:03.143696, cost_time=0:00:24.273678 2021-04-10 02:49:52,684 INFO : TRAIN, epoch=0137, iter=00140/00196, fetch data time cost=2.13ms, fps=1373 images/s, loss=0.0734, top1-acc=97.54%, top5-acc=99.99%, remaining_time=0:00:10.455256, arrival_time=2021-04-10 02:50:03.139922, cost_time=0:00:26.138129 2021-04-10 02:49:54,540 INFO : TRAIN, epoch=0137, iter=00150/00196, fetch data time cost=1.66ms, fps=1380 images/s, loss=0.0731, top1-acc=97.54%, top5-acc=99.99%, remaining_time=0:00:08.584796, arrival_time=2021-04-10 02:50:03.125232, cost_time=0:00:27.993883 2021-04-10 02:49:56,397 INFO : TRAIN, epoch=0137, iter=00160/00196, fetch data time cost=1.44ms, fps=1379 images/s, loss=0.0729, top1-acc=97.55%, top5-acc=99.99%, remaining_time=0:00:06.716448, arrival_time=2021-04-10 02:50:03.113856, cost_time=0:00:29.850896 2021-04-10 02:49:58,252 INFO : TRAIN, epoch=0137, iter=00170/00196, fetch data time cost=1.42ms, fps=1381 images/s, loss=0.0729, top1-acc=97.56%, top5-acc=99.99%, remaining_time=0:00:04.849130, arrival_time=2021-04-10 02:50:03.101564, cost_time=0:00:31.705921 2021-04-10 02:50:00,101 INFO : TRAIN, epoch=0137, iter=00180/00196, fetch data time cost=1.40ms, fps=1385 images/s, loss=0.0733, top1-acc=97.54%, top5-acc=99.99%, remaining_time=0:00:02.982640, arrival_time=2021-04-10 02:50:03.083779, cost_time=0:00:33.554624 2021-04-10 02:50:01,954 INFO : TRAIN, epoch=0137, iter=00190/00196, fetch data time cost=1.54ms, fps=1381 images/s, loss=0.0734, top1-acc=97.52%, top5-acc=99.99%, remaining_time=0:00:01.118154, arrival_time=2021-04-10 02:50:03.073013, cost_time=0:00:35.408302 2021-04-10 02:50:02,951 INFO : TRAIN, epoch=0137, iter=00196/00196, fetch data time cost=1.23ms, fps=1365 images/s, loss=0.0736, top1-acc=97.52%, top5-acc=99.99%, remaining_time=0:00:00, arrival_time=2021-04-10 02:50:02.951568, cost_time=0:00:36.405142 2021-04-10 02:50:03,453 INFO : EVAL, epoch=0137, iter=00010/00040, fetch data time cost=2.40ms, fps=5122 images/s, loss=0.3368, top1-acc=90.43%, top5-acc=99.80%, remaining_time=0:00:01.499250, arrival_time=2021-04-10 02:50:04.952234, cost_time=0:00:00.499752 2021-04-10 02:50:03,814 INFO : EVAL, epoch=0137, iter=00020/00040, fetch data time cost=0.32ms, fps=7100 images/s, loss=0.3542, top1-acc=90.49%, top5-acc=99.77%, remaining_time=0:00:00.860760, arrival_time=2021-04-10 02:50:04.674765, cost_time=0:00:00.860754 2021-04-10 02:50:04,188 INFO : EVAL, epoch=0137, iter=00030/00040, fetch data time cost=2.60ms, fps=6838 images/s, loss=0.3481, top1-acc=90.55%, top5-acc=99.74%, remaining_time=0:00:00.411890, arrival_time=2021-04-10 02:50:04.600803, cost_time=0:00:01.235660 2021-04-10 02:50:04,541 INFO : EVAL, epoch=0137, iter=00040/00040, fetch data time cost=0.11ms, fps=6587 images/s, loss=0.3438, top1-acc=90.53%, top5-acc=99.71%, remaining_time=0:00:00, arrival_time=2021-04-10 02:50:04.541666, cost_time=0:00:01.588388 2021-04-10 02:50:04,630 INFO : Epoch=0137 complete, best val top1-acc=90.91%, top5-acc=99.61% (epoch=131), remaining_time=0:40:23.112615, arrival_time=2021-04-10 03:30:27.743148, cost_time=1:27:49.308328 2021-04-10 02:50:04,632 INFO : Train start, epoch=0138, lr=0.022549 2021-04-10 02:50:06,712 INFO : TRAIN, epoch=0138, iter=00010/00196, fetch data time cost=1.59ms, fps=1230 images/s, loss=0.0671, top1-acc=97.54%, top5-acc=100.00%, remaining_time=0:00:38.701206, arrival_time=2021-04-10 02:50:45.414058, cost_time=0:00:02.080714 2021-04-10 02:50:08,559 INFO : TRAIN, epoch=0138, iter=00020/00196, fetch data time cost=1.62ms, fps=1387 images/s, loss=0.0601, top1-acc=97.97%, top5-acc=100.00%, remaining_time=0:00:34.559536, arrival_time=2021-04-10 02:50:43.119006, cost_time=0:00:03.927217 2021-04-10 02:50:10,417 INFO : TRAIN, epoch=0138, iter=00030/00196, fetch data time cost=2.58ms, fps=1378 images/s, loss=0.0575, top1-acc=98.11%, top5-acc=100.00%, remaining_time=0:00:32.013100, arrival_time=2021-04-10 02:50:42.430736, cost_time=0:00:05.785511 2021-04-10 02:50:12,273 INFO : TRAIN, epoch=0138, iter=00040/00196, fetch data time cost=1.52ms, fps=1380 images/s, loss=0.0593, top1-acc=98.03%, top5-acc=99.99%, remaining_time=0:00:29.800524, arrival_time=2021-04-10 02:50:42.073896, cost_time=0:00:07.641172 2021-04-10 02:50:14,122 INFO : TRAIN, epoch=0138, iter=00050/00196, fetch data time cost=1.46ms, fps=1385 images/s, loss=0.0603, top1-acc=98.03%, top5-acc=99.98%, remaining_time=0:00:27.711530, arrival_time=2021-04-10 02:50:41.833898, cost_time=0:00:09.490233 2021-04-10 02:50:15,962 INFO : TRAIN, epoch=0138, iter=00060/00196, fetch data time cost=2.21ms, fps=1392 images/s, loss=0.0599, top1-acc=98.03%, top5-acc=99.99%, remaining_time=0:00:25.681832, arrival_time=2021-04-10 02:50:41.644177, cost_time=0:00:11.330220 2021-04-10 02:50:17,807 INFO : TRAIN, epoch=0138, iter=00070/00196, fetch data time cost=1.51ms, fps=1388 images/s, loss=0.0603, top1-acc=98.01%, top5-acc=99.99%, remaining_time=0:00:23.716098, arrival_time=2021-04-10 02:50:41.523913, cost_time=0:00:13.175611 2021-04-10 02:50:19,658 INFO : TRAIN, epoch=0138, iter=00080/00196, fetch data time cost=1.87ms, fps=1384 images/s, loss=0.0629, top1-acc=97.93%, top5-acc=99.99%, remaining_time=0:00:21.787816, arrival_time=2021-04-10 02:50:41.446032, cost_time=0:00:15.026049 2021-04-10 02:50:21,510 INFO : TRAIN, epoch=0138, iter=00090/00196, fetch data time cost=1.88ms, fps=1382 images/s, loss=0.0642, top1-acc=97.88%, top5-acc=99.99%, remaining_time=0:00:19.878922, arrival_time=2021-04-10 02:50:41.389359, cost_time=0:00:16.878339 2021-04-10 02:50:23,357 INFO : TRAIN, epoch=0138, iter=00100/00196, fetch data time cost=1.60ms, fps=1386 images/s, loss=0.0652, top1-acc=97.86%, top5-acc=99.99%, remaining_time=0:00:17.976192, arrival_time=2021-04-10 02:50:41.333538, cost_time=0:00:18.725150 2021-04-10 02:50:25,203 INFO : TRAIN, epoch=0138, iter=00110/00196, fetch data time cost=1.53ms, fps=1387 images/s, loss=0.0657, top1-acc=97.84%, top5-acc=99.99%, remaining_time=0:00:16.083032, arrival_time=2021-04-10 02:50:41.286446, cost_time=0:00:20.571287 2021-04-10 02:50:27,052 INFO : TRAIN, epoch=0138, iter=00120/00196, fetch data time cost=1.51ms, fps=1385 images/s, loss=0.0657, top1-acc=97.82%, top5-acc=99.99%, remaining_time=0:00:14.199764, arrival_time=2021-04-10 02:50:41.252571, cost_time=0:00:22.420697 2021-04-10 02:50:28,901 INFO : TRAIN, epoch=0138, iter=00130/00196, fetch data time cost=1.41ms, fps=1385 images/s, loss=0.0662, top1-acc=97.79%, top5-acc=99.99%, remaining_time=0:00:12.321474, arrival_time=2021-04-10 02:50:41.223345, cost_time=0:00:24.269614 2021-04-10 02:50:30,744 INFO : TRAIN, epoch=0138, iter=00140/00196, fetch data time cost=1.41ms, fps=1390 images/s, loss=0.0670, top1-acc=97.74%, top5-acc=99.99%, remaining_time=0:00:10.445008, arrival_time=2021-04-10 02:50:41.189713, cost_time=0:00:26.112559 2021-04-10 02:50:32,595 INFO : TRAIN, epoch=0138, iter=00150/00196, fetch data time cost=1.61ms, fps=1383 images/s, loss=0.0670, top1-acc=97.73%, top5-acc=99.99%, remaining_time=0:00:08.575504, arrival_time=2021-04-10 02:50:41.171239, cost_time=0:00:27.963565 2021-04-10 02:50:34,450 INFO : TRAIN, epoch=0138, iter=00160/00196, fetch data time cost=1.54ms, fps=1381 images/s, loss=0.0670, top1-acc=97.74%, top5-acc=99.99%, remaining_time=0:00:06.709032, arrival_time=2021-04-10 02:50:41.159115, cost_time=0:00:29.817951 2021-04-10 02:50:36,295 INFO : TRAIN, epoch=0138, iter=00170/00196, fetch data time cost=1.55ms, fps=1387 images/s, loss=0.0672, top1-acc=97.75%, top5-acc=99.99%, remaining_time=0:00:04.842682, arrival_time=2021-04-10 02:50:41.138460, cost_time=0:00:31.663652 2021-04-10 02:50:38,154 INFO : TRAIN, epoch=0138, iter=00180/00196, fetch data time cost=1.42ms, fps=1377 images/s, loss=0.0675, top1-acc=97.75%, top5-acc=99.99%, remaining_time=0:00:02.979808, arrival_time=2021-04-10 02:50:41.134745, cost_time=0:00:33.522771 2021-04-10 02:50:40,016 INFO : TRAIN, epoch=0138, iter=00190/00196, fetch data time cost=1.35ms, fps=1376 images/s, loss=0.0678, top1-acc=97.73%, top5-acc=99.99%, remaining_time=0:00:01.117398, arrival_time=2021-04-10 02:50:41.133907, cost_time=0:00:35.384345 2021-04-10 02:50:41,021 INFO : TRAIN, epoch=0138, iter=00196/00196, fetch data time cost=1.36ms, fps=1354 images/s, loss=0.0674, top1-acc=97.74%, top5-acc=99.99%, remaining_time=0:00:00, arrival_time=2021-04-10 02:50:41.021153, cost_time=0:00:36.389038 2021-04-10 02:50:41,483 INFO : EVAL, epoch=0138, iter=00010/00040, fetch data time cost=0.42ms, fps=5558 images/s, loss=0.3064, top1-acc=91.13%, top5-acc=99.69%, remaining_time=0:00:01.381770, arrival_time=2021-04-10 02:50:42.865418, cost_time=0:00:00.460591 2021-04-10 02:50:41,839 INFO : EVAL, epoch=0138, iter=00020/00040, fetch data time cost=2.04ms, fps=7203 images/s, loss=0.3428, top1-acc=90.41%, top5-acc=99.61%, remaining_time=0:00:00.816460, arrival_time=2021-04-10 02:50:42.655939, cost_time=0:00:00.816464 2021-04-10 02:50:42,202 INFO : EVAL, epoch=0138, iter=00030/00040, fetch data time cost=1.34ms, fps=7061 images/s, loss=0.3464, top1-acc=90.51%, top5-acc=99.62%, remaining_time=0:00:00.393110, arrival_time=2021-04-10 02:50:42.595472, cost_time=0:00:01.179339 2021-04-10 02:50:42,535 INFO : EVAL, epoch=0138, iter=00040/00040, fetch data time cost=0.06ms, fps=6972 images/s, loss=0.3458, top1-acc=90.65%, top5-acc=99.64%, remaining_time=0:00:00, arrival_time=2021-04-10 02:50:42.535456, cost_time=0:00:01.512469 2021-04-10 02:50:42,604 INFO : Epoch=0138 complete, best val top1-acc=90.91%, top5-acc=99.61% (epoch=131), remaining_time=0:39:44.431092, arrival_time=2021-04-10 03:30:27.035452, cost_time=1:28:27.282157 2021-04-10 02:50:42,605 INFO : Train start, epoch=0139, lr=0.021896 2021-04-10 02:50:44,663 INFO : TRAIN, epoch=0139, iter=00010/00196, fetch data time cost=1.34ms, fps=1244 images/s, loss=0.0707, top1-acc=97.50%, top5-acc=100.00%, remaining_time=0:00:38.276940, arrival_time=2021-04-10 02:51:22.940375, cost_time=0:00:02.057904 2021-04-10 02:50:46,509 INFO : TRAIN, epoch=0139, iter=00020/00196, fetch data time cost=1.36ms, fps=1387 images/s, loss=0.0700, top1-acc=97.44%, top5-acc=100.00%, remaining_time=0:00:34.353792, arrival_time=2021-04-10 02:51:20.863165, cost_time=0:00:03.903835 2021-04-10 02:50:48,362 INFO : TRAIN, epoch=0139, iter=00030/00196, fetch data time cost=2.46ms, fps=1382 images/s, loss=0.0706, top1-acc=97.51%, top5-acc=99.99%, remaining_time=0:00:31.853242, arrival_time=2021-04-10 02:51:20.215365, cost_time=0:00:05.756604 2021-04-10 02:50:50,209 INFO : TRAIN, epoch=0139, iter=00040/00196, fetch data time cost=1.41ms, fps=1386 images/s, loss=0.0663, top1-acc=97.69%, top5-acc=99.98%, remaining_time=0:00:29.653728, arrival_time=2021-04-10 02:51:19.862837, cost_time=0:00:07.603539 2021-04-10 02:50:52,057 INFO : TRAIN, epoch=0139, iter=00050/00196, fetch data time cost=1.54ms, fps=1386 images/s, loss=0.0639, top1-acc=97.84%, top5-acc=99.98%, remaining_time=0:00:27.599110, arrival_time=2021-04-10 02:51:19.656445, cost_time=0:00:09.451755 2021-04-10 02:50:53,914 INFO : TRAIN, epoch=0139, iter=00060/00196, fetch data time cost=1.35ms, fps=1379 images/s, loss=0.0644, top1-acc=97.82%, top5-acc=99.99%, remaining_time=0:00:25.633144, arrival_time=2021-04-10 02:51:19.547392, cost_time=0:00:11.308751 2021-04-10 02:50:55,762 INFO : TRAIN, epoch=0139, iter=00070/00196, fetch data time cost=1.46ms, fps=1386 images/s, loss=0.0640, top1-acc=97.82%, top5-acc=99.99%, remaining_time=0:00:23.681574, arrival_time=2021-04-10 02:51:19.443564, cost_time=0:00:13.156432 2021-04-10 02:50:57,607 INFO : TRAIN, epoch=0139, iter=00080/00196, fetch data time cost=1.41ms, fps=1388 images/s, loss=0.0641, top1-acc=97.85%, top5-acc=99.99%, remaining_time=0:00:21.752320, arrival_time=2021-04-10 02:51:19.359388, cost_time=0:00:15.001571 2021-04-10 02:50:59,457 INFO : TRAIN, epoch=0139, iter=00090/00196, fetch data time cost=1.63ms, fps=1384 images/s, loss=0.0651, top1-acc=97.83%, top5-acc=99.99%, remaining_time=0:00:19.847440, arrival_time=2021-04-10 02:51:19.304672, cost_time=0:00:16.851558 2021-04-10 02:51:01,310 INFO : TRAIN, epoch=0139, iter=00100/00196, fetch data time cost=1.65ms, fps=1382 images/s, loss=0.0649, top1-acc=97.82%, top5-acc=99.98%, remaining_time=0:00:17.957088, arrival_time=2021-04-10 02:51:19.267907, cost_time=0:00:18.705286 2021-04-10 02:51:03,156 INFO : TRAIN, epoch=0139, iter=00110/00196, fetch data time cost=2.05ms, fps=1387 images/s, loss=0.0645, top1-acc=97.82%, top5-acc=99.99%, remaining_time=0:00:16.067294, arrival_time=2021-04-10 02:51:19.224053, cost_time=0:00:20.551208 2021-04-10 02:51:05,030 INFO : TRAIN, epoch=0139, iter=00120/00196, fetch data time cost=1.37ms, fps=1367 images/s, loss=0.0652, top1-acc=97.79%, top5-acc=99.99%, remaining_time=0:00:14.202196, arrival_time=2021-04-10 02:51:19.232305, cost_time=0:00:22.424562 2021-04-10 02:51:06,880 INFO : TRAIN, epoch=0139, iter=00130/00196, fetch data time cost=1.47ms, fps=1384 images/s, loss=0.0654, top1-acc=97.77%, top5-acc=99.99%, remaining_time=0:00:12.324312, arrival_time=2021-04-10 02:51:19.204943, cost_time=0:00:24.275118 2021-04-10 02:51:08,723 INFO : TRAIN, epoch=0139, iter=00140/00196, fetch data time cost=1.83ms, fps=1390 images/s, loss=0.0652, top1-acc=97.79%, top5-acc=99.99%, remaining_time=0:00:10.447024, arrival_time=2021-04-10 02:51:19.170149, cost_time=0:00:26.117624 2021-04-10 02:51:10,575 INFO : TRAIN, epoch=0139, iter=00150/00196, fetch data time cost=2.01ms, fps=1382 images/s, loss=0.0645, top1-acc=97.81%, top5-acc=99.99%, remaining_time=0:00:08.577482, arrival_time=2021-04-10 02:51:19.153043, cost_time=0:00:27.970058 2021-04-10 02:51:12,426 INFO : TRAIN, epoch=0139, iter=00160/00196, fetch data time cost=1.39ms, fps=1383 images/s, loss=0.0652, top1-acc=97.79%, top5-acc=99.99%, remaining_time=0:00:06.709752, arrival_time=2021-04-10 02:51:19.136310, cost_time=0:00:29.821060 2021-04-10 02:51:14,270 INFO : TRAIN, epoch=0139, iter=00170/00196, fetch data time cost=2.12ms, fps=1389 images/s, loss=0.0648, top1-acc=97.80%, top5-acc=99.98%, remaining_time=0:00:04.842864, arrival_time=2021-04-10 02:51:19.113408, cost_time=0:00:31.664927 2021-04-10 02:51:16,121 INFO : TRAIN, epoch=0139, iter=00180/00196, fetch data time cost=1.71ms, fps=1383 images/s, loss=0.0650, top1-acc=97.80%, top5-acc=99.98%, remaining_time=0:00:02.979216, arrival_time=2021-04-10 02:51:19.100916, cost_time=0:00:33.516170 2021-04-10 02:51:17,969 INFO : TRAIN, epoch=0139, iter=00190/00196, fetch data time cost=1.37ms, fps=1386 images/s, loss=0.0650, top1-acc=97.80%, top5-acc=99.99%, remaining_time=0:00:01.116756, arrival_time=2021-04-10 02:51:19.086191, cost_time=0:00:35.363935 2021-04-10 02:51:18,964 INFO : TRAIN, epoch=0139, iter=00196/00196, fetch data time cost=1.22ms, fps=1368 images/s, loss=0.0652, top1-acc=97.79%, top5-acc=99.99%, remaining_time=0:00:00, arrival_time=2021-04-10 02:51:18.964088, cost_time=0:00:36.358559 2021-04-10 02:51:19,421 INFO : EVAL, epoch=0139, iter=00010/00040, fetch data time cost=0.43ms, fps=5733 images/s, loss=0.3277, top1-acc=91.68%, top5-acc=99.57%, remaining_time=0:00:01.339590, arrival_time=2021-04-10 02:51:20.760938, cost_time=0:00:00.446529 2021-04-10 02:51:19,783 INFO : EVAL, epoch=0139, iter=00020/00040, fetch data time cost=1.45ms, fps=7078 images/s, loss=0.3500, top1-acc=91.54%, top5-acc=99.55%, remaining_time=0:00:00.808680, arrival_time=2021-04-10 02:51:20.592157, cost_time=0:00:00.808687 2021-04-10 02:51:20,146 INFO : EVAL, epoch=0139, iter=00030/00040, fetch data time cost=1.35ms, fps=7059 images/s, loss=0.3467, top1-acc=91.29%, top5-acc=99.60%, remaining_time=0:00:00.390560, arrival_time=2021-04-10 02:51:20.537034, cost_time=0:00:01.171671 2021-04-10 02:51:20,482 INFO : EVAL, epoch=0139, iter=00040/00040, fetch data time cost=0.08ms, fps=6921 images/s, loss=0.3335, top1-acc=91.34%, top5-acc=99.61%, remaining_time=0:00:00, arrival_time=2021-04-10 02:51:20.482057, cost_time=0:00:01.507286 2021-04-10 02:51:20,647 INFO : Epoch=0139 complete, best val top1-acc=91.34%, top5-acc=99.61% (epoch=139), remaining_time=0:39:05.790380, arrival_time=2021-04-10 03:30:26.438146, cost_time=1:29:05.325560 2021-04-10 02:51:20,648 INFO : Train start, epoch=0140, lr=0.021250 2021-04-10 02:51:22,726 INFO : TRAIN, epoch=0140, iter=00010/00196, fetch data time cost=1.58ms, fps=1232 images/s, loss=0.0518, top1-acc=98.20%, top5-acc=100.00%, remaining_time=0:00:38.649126, arrival_time=2021-04-10 02:52:01.375938, cost_time=0:00:02.077911 2021-04-10 02:51:24,566 INFO : TRAIN, epoch=0140, iter=00020/00196, fetch data time cost=1.32ms, fps=1392 images/s, loss=0.0538, top1-acc=98.12%, top5-acc=99.98%, remaining_time=0:00:34.471360, arrival_time=2021-04-10 02:51:59.037472, cost_time=0:00:03.917193 2021-04-10 02:51:26,424 INFO : TRAIN, epoch=0140, iter=00030/00196, fetch data time cost=2.11ms, fps=1378 images/s, loss=0.0547, top1-acc=98.11%, top5-acc=99.99%, remaining_time=0:00:31.955664, arrival_time=2021-04-10 02:51:58.379697, cost_time=0:00:05.775116 2021-04-10 02:51:28,268 INFO : TRAIN, epoch=0140, iter=00040/00196, fetch data time cost=1.49ms, fps=1388 images/s, loss=0.0564, top1-acc=97.96%, top5-acc=99.99%, remaining_time=0:00:29.716284, arrival_time=2021-04-10 02:51:57.984742, cost_time=0:00:07.619544 2021-04-10 02:51:30,112 INFO : TRAIN, epoch=0140, iter=00050/00196, fetch data time cost=1.55ms, fps=1389 images/s, loss=0.0576, top1-acc=97.97%, top5-acc=99.99%, remaining_time=0:00:27.632836, arrival_time=2021-04-10 02:51:57.745040, cost_time=0:00:09.463293 2021-04-10 02:51:31,984 INFO : TRAIN, epoch=0140, iter=00060/00196, fetch data time cost=1.52ms, fps=1368 images/s, loss=0.0570, top1-acc=97.98%, top5-acc=99.99%, remaining_time=0:00:25.693392, arrival_time=2021-04-10 02:51:57.677615, cost_time=0:00:11.335313 2021-04-10 02:51:33,836 INFO : TRAIN, epoch=0140, iter=00070/00196, fetch data time cost=2.59ms, fps=1382 images/s, loss=0.0566, top1-acc=98.01%, top5-acc=99.99%, remaining_time=0:00:23.738274, arrival_time=2021-04-10 02:51:57.575113, cost_time=0:00:13.187928 2021-04-10 02:51:35,697 INFO : TRAIN, epoch=0140, iter=00080/00196, fetch data time cost=1.66ms, fps=1376 images/s, loss=0.0563, top1-acc=98.05%, top5-acc=100.00%, remaining_time=0:00:21.820876, arrival_time=2021-04-10 02:51:57.518678, cost_time=0:00:15.048857 2021-04-10 02:51:37,549 INFO : TRAIN, epoch=0140, iter=00090/00196, fetch data time cost=1.91ms, fps=1383 images/s, loss=0.0562, top1-acc=98.04%, top5-acc=99.99%, remaining_time=0:00:19.905210, arrival_time=2021-04-10 02:51:57.454813, cost_time=0:00:16.900693 2021-04-10 02:51:39,395 INFO : TRAIN, epoch=0140, iter=00100/00196, fetch data time cost=1.68ms, fps=1387 images/s, loss=0.0565, top1-acc=98.02%, top5-acc=99.99%, remaining_time=0:00:17.996928, arrival_time=2021-04-10 02:51:57.392726, cost_time=0:00:18.746813 2021-04-10 02:51:41,253 INFO : TRAIN, epoch=0140, iter=00110/00196, fetch data time cost=1.43ms, fps=1378 images/s, loss=0.0570, top1-acc=98.00%, top5-acc=99.99%, remaining_time=0:00:16.109090, arrival_time=2021-04-10 02:51:57.362769, cost_time=0:00:20.604701 2021-04-10 02:51:43,104 INFO : TRAIN, epoch=0140, iter=00120/00196, fetch data time cost=1.36ms, fps=1383 images/s, loss=0.0570, top1-acc=98.02%, top5-acc=99.99%, remaining_time=0:00:14.222032, arrival_time=2021-04-10 02:51:57.326823, cost_time=0:00:22.455857 2021-04-10 02:51:44,957 INFO : TRAIN, epoch=0140, iter=00130/00196, fetch data time cost=1.54ms, fps=1382 images/s, loss=0.0577, top1-acc=98.03%, top5-acc=99.98%, remaining_time=0:00:12.341406, arrival_time=2021-04-10 02:51:57.299228, cost_time=0:00:24.308893 2021-04-10 02:51:46,805 INFO : TRAIN, epoch=0140, iter=00140/00196, fetch data time cost=1.55ms, fps=1386 images/s, loss=0.0581, top1-acc=98.01%, top5-acc=99.99%, remaining_time=0:00:10.462648, arrival_time=2021-04-10 02:51:57.268293, cost_time=0:00:26.156678 2021-04-10 02:51:48,648 INFO : TRAIN, epoch=0140, iter=00150/00196, fetch data time cost=1.38ms, fps=1390 images/s, loss=0.0582, top1-acc=97.99%, top5-acc=99.99%, remaining_time=0:00:08.586406, arrival_time=2021-04-10 02:51:57.234526, cost_time=0:00:27.999200 2021-04-10 02:51:50,496 INFO : TRAIN, epoch=0140, iter=00160/00196, fetch data time cost=1.41ms, fps=1385 images/s, loss=0.0579, top1-acc=98.01%, top5-acc=99.99%, remaining_time=0:00:06.715800, arrival_time=2021-04-10 02:51:57.212717, cost_time=0:00:29.848001 2021-04-10 02:51:52,350 INFO : TRAIN, epoch=0140, iter=00170/00196, fetch data time cost=1.43ms, fps=1381 images/s, loss=0.0593, top1-acc=97.96%, top5-acc=99.99%, remaining_time=0:00:04.848480, arrival_time=2021-04-10 02:51:57.199073, cost_time=0:00:31.701639 2021-04-10 02:51:54,195 INFO : TRAIN, epoch=0140, iter=00180/00196, fetch data time cost=1.54ms, fps=1388 images/s, loss=0.0600, top1-acc=97.94%, top5-acc=99.99%, remaining_time=0:00:02.981920, arrival_time=2021-04-10 02:51:57.177383, cost_time=0:00:33.546558 2021-04-10 02:51:56,047 INFO : TRAIN, epoch=0140, iter=00190/00196, fetch data time cost=1.37ms, fps=1382 images/s, loss=0.0611, top1-acc=97.90%, top5-acc=99.99%, remaining_time=0:00:01.117854, arrival_time=2021-04-10 02:51:57.165476, cost_time=0:00:35.398668 2021-04-10 02:51:57,039 INFO : TRAIN, epoch=0140, iter=00196/00196, fetch data time cost=1.27ms, fps=1371 images/s, loss=0.0614, top1-acc=97.90%, top5-acc=99.99%, remaining_time=0:00:00, arrival_time=2021-04-10 02:51:57.039919, cost_time=0:00:36.390955 2021-04-10 02:51:57,481 INFO : EVAL, epoch=0140, iter=00010/00040, fetch data time cost=3.51ms, fps=5824 images/s, loss=0.3437, top1-acc=91.29%, top5-acc=99.65%, remaining_time=0:00:01.318530, arrival_time=2021-04-10 02:51:58.799682, cost_time=0:00:00.439508 2021-04-10 02:51:57,839 INFO : EVAL, epoch=0140, iter=00020/00040, fetch data time cost=1.54ms, fps=7159 images/s, loss=0.3404, top1-acc=90.88%, top5-acc=99.65%, remaining_time=0:00:00.797600, arrival_time=2021-04-10 02:51:58.636861, cost_time=0:00:00.797604 2021-04-10 02:51:58,201 INFO : EVAL, epoch=0140, iter=00030/00040, fetch data time cost=1.28ms, fps=7077 images/s, loss=0.3469, top1-acc=90.74%, top5-acc=99.69%, remaining_time=0:00:00.386610, arrival_time=2021-04-10 02:51:58.588058, cost_time=0:00:01.159844 2021-04-10 02:51:58,537 INFO : EVAL, epoch=0140, iter=00040/00040, fetch data time cost=0.08ms, fps=6914 images/s, loss=0.3393, top1-acc=90.80%, top5-acc=99.72%, remaining_time=0:00:00, arrival_time=2021-04-10 02:51:58.537320, cost_time=0:00:01.495744 2021-04-10 02:51:58,640 INFO : Epoch=0140 complete, best val top1-acc=91.34%, top5-acc=99.61% (epoch=139), remaining_time=0:38:27.136500, arrival_time=2021-04-10 03:30:25.777180, cost_time=1:29:43.318478 2021-04-10 02:51:58,641 INFO : Train start, epoch=0141, lr=0.020611 2021-04-10 02:52:00,717 INFO : TRAIN, epoch=0141, iter=00010/00196, fetch data time cost=1.74ms, fps=1233 images/s, loss=0.0663, top1-acc=97.66%, top5-acc=100.00%, remaining_time=0:00:38.608020, arrival_time=2021-04-10 02:52:39.325598, cost_time=0:00:02.075701 2021-04-10 02:52:02,567 INFO : TRAIN, epoch=0141, iter=00020/00196, fetch data time cost=1.62ms, fps=1384 images/s, loss=0.0673, top1-acc=97.54%, top5-acc=99.98%, remaining_time=0:00:34.543872, arrival_time=2021-04-10 02:52:37.111213, cost_time=0:00:03.925449 2021-04-10 02:52:04,438 INFO : TRAIN, epoch=0141, iter=00030/00196, fetch data time cost=1.56ms, fps=1369 images/s, loss=0.0646, top1-acc=97.58%, top5-acc=99.99%, remaining_time=0:00:32.073524, arrival_time=2021-04-10 02:52:36.511781, cost_time=0:00:05.796424 2021-04-10 02:52:06,286 INFO : TRAIN, epoch=0141, iter=00040/00196, fetch data time cost=1.45ms, fps=1386 images/s, loss=0.0607, top1-acc=97.84%, top5-acc=99.99%, remaining_time=0:00:29.812224, arrival_time=2021-04-10 02:52:36.098223, cost_time=0:00:07.644154 2021-04-10 02:52:08,139 INFO : TRAIN, epoch=0141, iter=00050/00196, fetch data time cost=1.50ms, fps=1381 images/s, loss=0.0605, top1-acc=97.88%, top5-acc=99.99%, remaining_time=0:00:27.734160, arrival_time=2021-04-10 02:52:35.874004, cost_time=0:00:09.498000 2021-04-10 02:52:09,995 INFO : TRAIN, epoch=0141, iter=00060/00196, fetch data time cost=1.51ms, fps=1380 images/s, loss=0.0600, top1-acc=97.92%, top5-acc=99.99%, remaining_time=0:00:25.734056, arrival_time=2021-04-10 02:52:35.729168, cost_time=0:00:11.353267 2021-04-10 02:52:11,838 INFO : TRAIN, epoch=0141, iter=00070/00196, fetch data time cost=1.36ms, fps=1389 images/s, loss=0.0606, top1-acc=97.89%, top5-acc=99.99%, remaining_time=0:00:23.753646, arrival_time=2021-04-10 02:52:35.591981, cost_time=0:00:13.196504 2021-04-10 02:52:13,700 INFO : TRAIN, epoch=0141, iter=00080/00196, fetch data time cost=1.46ms, fps=1375 images/s, loss=0.0636, top1-acc=97.79%, top5-acc=99.99%, remaining_time=0:00:21.834448, arrival_time=2021-04-10 02:52:35.534527, cost_time=0:00:15.058241 2021-04-10 02:52:15,547 INFO : TRAIN, epoch=0141, iter=00090/00196, fetch data time cost=1.47ms, fps=1386 images/s, loss=0.0634, top1-acc=97.81%, top5-acc=99.99%, remaining_time=0:00:19.911570, arrival_time=2021-04-10 02:52:35.459477, cost_time=0:00:16.906082 2021-04-10 02:52:17,456 INFO : TRAIN, epoch=0141, iter=00100/00196, fetch data time cost=1.49ms, fps=1378 images/s, loss=0.0639, top1-acc=97.80%, top5-acc=99.98%, remaining_time=0:00:18.062208, arrival_time=2021-04-10 02:52:35.518883, cost_time=0:00:18.814832 2021-04-10 02:52:19,301 INFO : TRAIN, epoch=0141, iter=00110/00196, fetch data time cost=1.52ms, fps=1388 images/s, loss=0.0638, top1-acc=97.81%, top5-acc=99.99%, remaining_time=0:00:16.151746, arrival_time=2021-04-10 02:52:35.452771, cost_time=0:00:20.659183 2021-04-10 02:52:21,152 INFO : TRAIN, epoch=0141, iter=00120/00196, fetch data time cost=1.46ms, fps=1383 images/s, loss=0.0643, top1-acc=97.78%, top5-acc=99.99%, remaining_time=0:00:14.256916, arrival_time=2021-04-10 02:52:35.409634, cost_time=0:00:22.510877 2021-04-10 02:52:22,997 INFO : TRAIN, epoch=0141, iter=00130/00196, fetch data time cost=1.37ms, fps=1388 images/s, loss=0.0648, top1-acc=97.77%, top5-acc=99.99%, remaining_time=0:00:12.365298, arrival_time=2021-04-10 02:52:35.363084, cost_time=0:00:24.355925 2021-04-10 02:52:24,845 INFO : TRAIN, epoch=0141, iter=00140/00196, fetch data time cost=1.37ms, fps=1386 images/s, loss=0.0663, top1-acc=97.73%, top5-acc=99.99%, remaining_time=0:00:10.481408, arrival_time=2021-04-10 02:52:35.327009, cost_time=0:00:26.203515 2021-04-10 02:52:26,698 INFO : TRAIN, epoch=0141, iter=00150/00196, fetch data time cost=1.38ms, fps=1382 images/s, loss=0.0665, top1-acc=97.73%, top5-acc=99.99%, remaining_time=0:00:08.603932, arrival_time=2021-04-10 02:52:35.301986, cost_time=0:00:28.056230 2021-04-10 02:52:28,544 INFO : TRAIN, epoch=0141, iter=00160/00196, fetch data time cost=1.46ms, fps=1387 images/s, loss=0.0671, top1-acc=97.71%, top5-acc=99.99%, remaining_time=0:00:06.728040, arrival_time=2021-04-10 02:52:35.272363, cost_time=0:00:29.902475 2021-04-10 02:52:30,397 INFO : TRAIN, epoch=0141, iter=00170/00196, fetch data time cost=1.49ms, fps=1381 images/s, loss=0.0672, top1-acc=97.71%, top5-acc=99.99%, remaining_time=0:00:04.856800, arrival_time=2021-04-10 02:52:35.254597, cost_time=0:00:31.755943 2021-04-10 02:52:32,250 INFO : TRAIN, epoch=0141, iter=00180/00196, fetch data time cost=1.38ms, fps=1382 images/s, loss=0.0669, top1-acc=97.72%, top5-acc=99.99%, remaining_time=0:00:02.987456, arrival_time=2021-04-10 02:52:35.238164, cost_time=0:00:33.608836 2021-04-10 02:52:34,115 INFO : TRAIN, epoch=0141, iter=00190/00196, fetch data time cost=1.90ms, fps=1373 images/s, loss=0.0662, top1-acc=97.74%, top5-acc=99.99%, remaining_time=0:00:01.120224, arrival_time=2021-04-10 02:52:35.235814, cost_time=0:00:35.473746 2021-04-10 02:52:35,111 INFO : TRAIN, epoch=0141, iter=00196/00196, fetch data time cost=1.38ms, fps=1367 images/s, loss=0.0659, top1-acc=97.75%, top5-acc=99.99%, remaining_time=0:00:00, arrival_time=2021-04-10 02:52:35.111141, cost_time=0:00:36.469291 2021-04-10 02:52:35,553 INFO : EVAL, epoch=0141, iter=00010/00040, fetch data time cost=3.29ms, fps=5806 images/s, loss=0.2810, top1-acc=92.34%, top5-acc=99.92%, remaining_time=0:00:01.322820, arrival_time=2021-04-10 02:52:36.876436, cost_time=0:00:00.440935 2021-04-10 02:52:35,915 INFO : EVAL, epoch=0141, iter=00020/00040, fetch data time cost=1.99ms, fps=7088 images/s, loss=0.3185, top1-acc=91.58%, top5-acc=99.71%, remaining_time=0:00:00.802440, arrival_time=2021-04-10 02:52:36.717610, cost_time=0:00:00.802433 2021-04-10 02:52:36,275 INFO : EVAL, epoch=0141, iter=00030/00040, fetch data time cost=1.70ms, fps=7112 images/s, loss=0.3263, top1-acc=91.38%, top5-acc=99.69%, remaining_time=0:00:00.387640, arrival_time=2021-04-10 02:52:36.663239, cost_time=0:00:01.162912 2021-04-10 02:52:36,616 INFO : EVAL, epoch=0141, iter=00040/00040, fetch data time cost=0.11ms, fps=6821 images/s, loss=0.3191, top1-acc=91.55%, top5-acc=99.72%, remaining_time=0:00:00, arrival_time=2021-04-10 02:52:36.616089, cost_time=0:00:01.503417 2021-04-10 02:52:36,761 INFO : Epoch=0141 complete, best val top1-acc=91.55%, top5-acc=99.72% (epoch=141), remaining_time=0:37:48.545575, arrival_time=2021-04-10 03:30:25.307211, cost_time=1:30:21.439423 2021-04-10 02:52:36,762 INFO : Train start, epoch=0142, lr=0.019979 2021-04-10 02:52:38,789 INFO : TRAIN, epoch=0142, iter=00010/00196, fetch data time cost=1.31ms, fps=1263 images/s, loss=0.0511, top1-acc=98.28%, top5-acc=100.00%, remaining_time=0:00:37.693272, arrival_time=2021-04-10 02:53:16.482554, cost_time=0:00:02.026515 2021-04-10 02:52:40,640 INFO : TRAIN, epoch=0142, iter=00020/00196, fetch data time cost=1.53ms, fps=1383 images/s, loss=0.0558, top1-acc=98.16%, top5-acc=100.00%, remaining_time=0:00:34.124992, arrival_time=2021-04-10 02:53:14.765712, cost_time=0:00:03.877848 2021-04-10 02:52:42,518 INFO : TRAIN, epoch=0142, iter=00030/00196, fetch data time cost=1.43ms, fps=1364 images/s, loss=0.0548, top1-acc=98.15%, top5-acc=100.00%, remaining_time=0:00:31.847598, arrival_time=2021-04-10 02:53:14.366054, cost_time=0:00:05.755601 2021-04-10 02:52:44,365 INFO : TRAIN, epoch=0142, iter=00040/00196, fetch data time cost=1.89ms, fps=1386 images/s, loss=0.0545, top1-acc=98.17%, top5-acc=100.00%, remaining_time=0:00:29.650608, arrival_time=2021-04-10 02:53:14.016381, cost_time=0:00:07.602731 2021-04-10 02:52:46,238 INFO : TRAIN, epoch=0142, iter=00050/00196, fetch data time cost=1.83ms, fps=1368 images/s, loss=0.0563, top1-acc=98.12%, top5-acc=100.00%, remaining_time=0:00:27.668314, arrival_time=2021-04-10 02:53:13.906632, cost_time=0:00:09.475426 2021-04-10 02:52:48,101 INFO : TRAIN, epoch=0142, iter=00060/00196, fetch data time cost=2.43ms, fps=1375 images/s, loss=0.0564, top1-acc=98.16%, top5-acc=99.99%, remaining_time=0:00:25.700056, arrival_time=2021-04-10 02:53:13.801200, cost_time=0:00:11.338258 2021-04-10 02:52:49,946 INFO : TRAIN, epoch=0142, iter=00070/00196, fetch data time cost=1.73ms, fps=1388 images/s, loss=0.0554, top1-acc=98.15%, top5-acc=99.99%, remaining_time=0:00:23.730462, arrival_time=2021-04-10 02:53:13.676905, cost_time=0:00:13.183604 2021-04-10 02:52:51,789 INFO : TRAIN, epoch=0142, iter=00080/00196, fetch data time cost=1.54ms, fps=1390 images/s, loss=0.0556, top1-acc=98.14%, top5-acc=99.99%, remaining_time=0:00:21.787700, arrival_time=2021-04-10 02:53:13.576755, cost_time=0:00:15.026009 2021-04-10 02:52:53,651 INFO : TRAIN, epoch=0142, iter=00090/00196, fetch data time cost=1.89ms, fps=1375 images/s, loss=0.0554, top1-acc=98.15%, top5-acc=99.99%, remaining_time=0:00:19.890794, arrival_time=2021-04-10 02:53:13.542024, cost_time=0:00:16.888379 2021-04-10 02:52:55,504 INFO : TRAIN, epoch=0142, iter=00100/00196, fetch data time cost=4.72ms, fps=1382 images/s, loss=0.0547, top1-acc=98.18%, top5-acc=99.99%, remaining_time=0:00:17.992128, arrival_time=2021-04-10 02:53:13.496753, cost_time=0:00:18.741762 2021-04-10 02:52:57,366 INFO : TRAIN, epoch=0142, iter=00110/00196, fetch data time cost=1.79ms, fps=1376 images/s, loss=0.0538, top1-acc=98.21%, top5-acc=99.99%, remaining_time=0:00:16.108144, arrival_time=2021-04-10 02:53:13.474462, cost_time=0:00:20.603458 2021-04-10 02:52:59,214 INFO : TRAIN, epoch=0142, iter=00120/00196, fetch data time cost=1.46ms, fps=1386 images/s, loss=0.0539, top1-acc=98.21%, top5-acc=99.99%, remaining_time=0:00:14.219220, arrival_time=2021-04-10 02:53:13.433478, cost_time=0:00:22.451404 2021-04-10 02:53:01,064 INFO : TRAIN, epoch=0142, iter=00130/00196, fetch data time cost=1.59ms, fps=1384 images/s, loss=0.0538, top1-acc=98.20%, top5-acc=99.99%, remaining_time=0:00:12.337776, arrival_time=2021-04-10 02:53:13.402338, cost_time=0:00:24.301687 2021-04-10 02:53:02,910 INFO : TRAIN, epoch=0142, iter=00140/00196, fetch data time cost=1.44ms, fps=1387 images/s, loss=0.0544, top1-acc=98.19%, top5-acc=99.99%, remaining_time=0:00:10.459176, arrival_time=2021-04-10 02:53:13.369954, cost_time=0:00:26.147873 2021-04-10 02:53:04,763 INFO : TRAIN, epoch=0142, iter=00150/00196, fetch data time cost=1.59ms, fps=1382 images/s, loss=0.0550, top1-acc=98.16%, top5-acc=99.99%, remaining_time=0:00:08.586866, arrival_time=2021-04-10 02:53:13.350298, cost_time=0:00:28.000591 2021-04-10 02:53:06,617 INFO : TRAIN, epoch=0142, iter=00160/00196, fetch data time cost=1.57ms, fps=1381 images/s, loss=0.0556, top1-acc=98.13%, top5-acc=99.99%, remaining_time=0:00:06.717276, arrival_time=2021-04-10 02:53:13.334617, cost_time=0:00:29.854500 2021-04-10 02:53:08,485 INFO : TRAIN, epoch=0142, iter=00170/00196, fetch data time cost=1.63ms, fps=1371 images/s, loss=0.0568, top1-acc=98.07%, top5-acc=99.99%, remaining_time=0:00:04.851704, arrival_time=2021-04-10 02:53:13.337113, cost_time=0:00:31.722627 2021-04-10 02:53:10,343 INFO : TRAIN, epoch=0142, iter=00180/00196, fetch data time cost=1.56ms, fps=1379 images/s, loss=0.0576, top1-acc=98.03%, top5-acc=99.99%, remaining_time=0:00:02.984896, arrival_time=2021-04-10 02:53:13.327951, cost_time=0:00:33.580117 2021-04-10 02:53:12,213 INFO : TRAIN, epoch=0142, iter=00190/00196, fetch data time cost=1.27ms, fps=1369 images/s, loss=0.0583, top1-acc=98.01%, top5-acc=99.99%, remaining_time=0:00:01.119504, arrival_time=2021-04-10 02:53:13.333206, cost_time=0:00:35.450937 2021-04-10 02:53:13,218 INFO : TRAIN, epoch=0142, iter=00196/00196, fetch data time cost=1.25ms, fps=1354 images/s, loss=0.0584, top1-acc=98.01%, top5-acc=99.99%, remaining_time=0:00:00, arrival_time=2021-04-10 02:53:13.218388, cost_time=0:00:36.455574 2021-04-10 02:53:13,673 INFO : EVAL, epoch=0142, iter=00010/00040, fetch data time cost=0.30ms, fps=5649 images/s, loss=0.3448, top1-acc=91.05%, top5-acc=99.69%, remaining_time=0:00:01.359510, arrival_time=2021-04-10 02:53:15.032730, cost_time=0:00:00.453170 2021-04-10 02:53:14,035 INFO : EVAL, epoch=0142, iter=00020/00040, fetch data time cost=0.20ms, fps=7075 images/s, loss=0.3401, top1-acc=90.84%, top5-acc=99.69%, remaining_time=0:00:00.815760, arrival_time=2021-04-10 02:53:14.851499, cost_time=0:00:00.815750 2021-04-10 02:53:14,398 INFO : EVAL, epoch=0142, iter=00030/00040, fetch data time cost=1.32ms, fps=7067 images/s, loss=0.3449, top1-acc=90.72%, top5-acc=99.67%, remaining_time=0:00:00.392850, arrival_time=2021-04-10 02:53:14.791324, cost_time=0:00:01.178538 2021-04-10 02:53:14,732 INFO : EVAL, epoch=0142, iter=00040/00040, fetch data time cost=0.07ms, fps=6957 images/s, loss=0.3744, top1-acc=90.66%, top5-acc=99.69%, remaining_time=0:00:00, arrival_time=2021-04-10 02:53:14.732294, cost_time=0:00:01.512368 2021-04-10 02:53:14,837 INFO : Epoch=0142 complete, best val top1-acc=91.55%, top5-acc=99.72% (epoch=141), remaining_time=0:37:09.942878, arrival_time=2021-04-10 03:30:24.780469, cost_time=1:30:59.515385 2021-04-10 02:53:14,838 INFO : Train start, epoch=0143, lr=0.019355 2021-04-10 02:53:16,910 INFO : TRAIN, epoch=0143, iter=00010/00196, fetch data time cost=1.38ms, fps=1236 images/s, loss=0.0571, top1-acc=98.16%, top5-acc=99.96%, remaining_time=0:00:38.527668, arrival_time=2021-04-10 02:53:55.437833, cost_time=0:00:02.071382 2021-04-10 02:53:18,765 INFO : TRAIN, epoch=0143, iter=00020/00196, fetch data time cost=2.07ms, fps=1380 images/s, loss=0.0556, top1-acc=98.05%, top5-acc=99.98%, remaining_time=0:00:34.554080, arrival_time=2021-04-10 02:53:53.319629, cost_time=0:00:03.926605 2021-04-10 02:53:20,615 INFO : TRAIN, epoch=0143, iter=00030/00196, fetch data time cost=1.42ms, fps=1384 images/s, loss=0.0582, top1-acc=97.99%, top5-acc=99.99%, remaining_time=0:00:31.966786, arrival_time=2021-04-10 02:53:52.582703, cost_time=0:00:05.777118 2021-04-10 02:53:22,474 INFO : TRAIN, epoch=0143, iter=00040/00196, fetch data time cost=1.59ms, fps=1378 images/s, loss=0.0584, top1-acc=98.02%, top5-acc=99.99%, remaining_time=0:00:29.779620, arrival_time=2021-04-10 02:53:52.254251, cost_time=0:00:07.635813 2021-04-10 02:53:24,328 INFO : TRAIN, epoch=0143, iter=00050/00196, fetch data time cost=1.71ms, fps=1382 images/s, loss=0.0570, top1-acc=98.07%, top5-acc=99.99%, remaining_time=0:00:27.708756, arrival_time=2021-04-10 02:53:52.036900, cost_time=0:00:09.489285 2021-04-10 02:53:26,187 INFO : TRAIN, epoch=0143, iter=00060/00196, fetch data time cost=1.47ms, fps=1377 images/s, loss=0.0570, top1-acc=98.02%, top5-acc=99.99%, remaining_time=0:00:25.723856, arrival_time=2021-04-10 02:53:51.911404, cost_time=0:00:11.348761 2021-04-10 02:53:28,043 INFO : TRAIN, epoch=0143, iter=00070/00196, fetch data time cost=1.90ms, fps=1379 images/s, loss=0.0577, top1-acc=97.96%, top5-acc=99.99%, remaining_time=0:00:23.768892, arrival_time=2021-04-10 02:53:51.812608, cost_time=0:00:13.204934 2021-04-10 02:53:29,891 INFO : TRAIN, epoch=0143, iter=00080/00196, fetch data time cost=1.96ms, fps=1386 images/s, loss=0.0579, top1-acc=97.96%, top5-acc=100.00%, remaining_time=0:00:21.826792, arrival_time=2021-04-10 02:53:51.718610, cost_time=0:00:15.052949 2021-04-10 02:53:31,734 INFO : TRAIN, epoch=0143, iter=00090/00196, fetch data time cost=1.37ms, fps=1390 images/s, loss=0.0558, top1-acc=98.05%, top5-acc=100.00%, remaining_time=0:00:19.899380, arrival_time=2021-04-10 02:53:51.633888, cost_time=0:00:16.895706 2021-04-10 02:53:33,578 INFO : TRAIN, epoch=0143, iter=00100/00196, fetch data time cost=2.45ms, fps=1388 images/s, loss=0.0560, top1-acc=98.04%, top5-acc=99.99%, remaining_time=0:00:17.990400, arrival_time=2021-04-10 02:53:51.569218, cost_time=0:00:18.740003 2021-04-10 02:53:35,444 INFO : TRAIN, epoch=0143, iter=00110/00196, fetch data time cost=1.56ms, fps=1373 images/s, loss=0.0546, top1-acc=98.09%, top5-acc=99.99%, remaining_time=0:00:16.109864, arrival_time=2021-04-10 02:53:51.554490, cost_time=0:00:20.605667 2021-04-10 02:53:37,304 INFO : TRAIN, epoch=0143, iter=00120/00196, fetch data time cost=1.43ms, fps=1377 images/s, loss=0.0551, top1-acc=98.08%, top5-acc=99.99%, remaining_time=0:00:14.228188, arrival_time=2021-04-10 02:53:51.532667, cost_time=0:00:22.465561 2021-04-10 02:53:39,170 INFO : TRAIN, epoch=0143, iter=00130/00196, fetch data time cost=2.03ms, fps=1372 images/s, loss=0.0558, top1-acc=98.05%, top5-acc=99.99%, remaining_time=0:00:12.353154, arrival_time=2021-04-10 02:53:51.523966, cost_time=0:00:24.331935 2021-04-10 02:53:41,030 INFO : TRAIN, epoch=0143, iter=00140/00196, fetch data time cost=1.82ms, fps=1377 images/s, loss=0.0564, top1-acc=98.03%, top5-acc=99.99%, remaining_time=0:00:10.476648, arrival_time=2021-04-10 02:53:51.507030, cost_time=0:00:26.191561 2021-04-10 02:53:42,882 INFO : TRAIN, epoch=0143, iter=00150/00196, fetch data time cost=1.79ms, fps=1382 images/s, loss=0.0563, top1-acc=98.04%, top5-acc=99.99%, remaining_time=0:00:08.600160, arrival_time=2021-04-10 02:53:51.483040, cost_time=0:00:28.043959 2021-04-10 02:53:44,732 INFO : TRAIN, epoch=0143, iter=00160/00196, fetch data time cost=1.52ms, fps=1385 images/s, loss=0.0564, top1-acc=98.05%, top5-acc=99.99%, remaining_time=0:00:06.725952, arrival_time=2021-04-10 02:53:51.457920, cost_time=0:00:29.893112 2021-04-10 02:53:46,592 INFO : TRAIN, epoch=0143, iter=00170/00196, fetch data time cost=2.07ms, fps=1376 images/s, loss=0.0565, top1-acc=98.04%, top5-acc=99.99%, remaining_time=0:00:04.856462, arrival_time=2021-04-10 02:53:51.449232, cost_time=0:00:31.753775 2021-04-10 02:53:48,447 INFO : TRAIN, epoch=0143, iter=00180/00196, fetch data time cost=1.54ms, fps=1381 images/s, loss=0.0574, top1-acc=98.01%, top5-acc=99.99%, remaining_time=0:00:02.987456, arrival_time=2021-04-10 02:53:51.435218, cost_time=0:00:33.608915 2021-04-10 02:53:50,309 INFO : TRAIN, epoch=0143, iter=00190/00196, fetch data time cost=1.36ms, fps=1376 images/s, loss=0.0576, top1-acc=98.01%, top5-acc=99.99%, remaining_time=0:00:01.120110, arrival_time=2021-04-10 02:53:51.429082, cost_time=0:00:35.470153 2021-04-10 02:53:51,306 INFO : TRAIN, epoch=0143, iter=00196/00196, fetch data time cost=1.41ms, fps=1364 images/s, loss=0.0577, top1-acc=98.00%, top5-acc=99.99%, remaining_time=0:00:00, arrival_time=2021-04-10 02:53:51.306858, cost_time=0:00:36.468008 2021-04-10 02:53:51,796 INFO : EVAL, epoch=0143, iter=00010/00040, fetch data time cost=0.32ms, fps=5250 images/s, loss=0.3823, top1-acc=89.92%, top5-acc=99.49%, remaining_time=0:00:01.462800, arrival_time=2021-04-10 02:53:53.259021, cost_time=0:00:00.487599 2021-04-10 02:53:52,153 INFO : EVAL, epoch=0143, iter=00020/00040, fetch data time cost=1.67ms, fps=7170 images/s, loss=0.3721, top1-acc=90.27%, top5-acc=99.43%, remaining_time=0:00:00.845020, arrival_time=2021-04-10 02:53:52.998704, cost_time=0:00:00.845019 2021-04-10 02:53:52,515 INFO : EVAL, epoch=0143, iter=00030/00040, fetch data time cost=2.16ms, fps=7093 images/s, loss=0.3627, top1-acc=90.53%, top5-acc=99.43%, remaining_time=0:00:00.402140, arrival_time=2021-04-10 02:53:52.917221, cost_time=0:00:01.206423 2021-04-10 02:53:52,854 INFO : EVAL, epoch=0143, iter=00040/00040, fetch data time cost=0.08ms, fps=6836 images/s, loss=0.3604, top1-acc=90.42%, top5-acc=99.48%, remaining_time=0:00:00, arrival_time=2021-04-10 02:53:52.854884, cost_time=0:00:01.546301 2021-04-10 02:53:53,036 INFO : Epoch=0143 complete, best val top1-acc=91.55%, top5-acc=99.72% (epoch=141), remaining_time=0:36:31.396578, arrival_time=2021-04-10 03:30:24.433112, cost_time=1:31:37.714284 2021-04-10 02:53:53,038 INFO : Train start, epoch=0144, lr=0.018738 2021-04-10 02:53:55,159 INFO : TRAIN, epoch=0144, iter=00010/00196, fetch data time cost=1.64ms, fps=1207 images/s, loss=0.0561, top1-acc=98.24%, top5-acc=100.00%, remaining_time=0:00:39.447996, arrival_time=2021-04-10 02:54:34.607543, cost_time=0:00:02.120855 2021-04-10 02:53:57,009 INFO : TRAIN, epoch=0144, iter=00020/00196, fetch data time cost=1.76ms, fps=1385 images/s, loss=0.0564, top1-acc=98.01%, top5-acc=100.00%, remaining_time=0:00:34.937936, arrival_time=2021-04-10 02:54:31.946904, cost_time=0:00:03.970218 2021-04-10 02:53:58,876 INFO : TRAIN, epoch=0144, iter=00030/00196, fetch data time cost=2.11ms, fps=1371 images/s, loss=0.0592, top1-acc=97.96%, top5-acc=100.00%, remaining_time=0:00:32.301774, arrival_time=2021-04-10 02:54:31.178099, cost_time=0:00:05.837672 2021-04-10 02:54:00,725 INFO : TRAIN, epoch=0144, iter=00040/00196, fetch data time cost=1.75ms, fps=1385 images/s, loss=0.0571, top1-acc=98.03%, top5-acc=100.00%, remaining_time=0:00:29.978520, arrival_time=2021-04-10 02:54:30.704035, cost_time=0:00:07.686797 2021-04-10 02:54:02,569 INFO : TRAIN, epoch=0144, iter=00050/00196, fetch data time cost=1.56ms, fps=1388 images/s, loss=0.0548, top1-acc=98.14%, top5-acc=100.00%, remaining_time=0:00:27.830958, arrival_time=2021-04-10 02:54:30.400797, cost_time=0:00:09.531147 2021-04-10 02:54:04,417 INFO : TRAIN, epoch=0144, iter=00060/00196, fetch data time cost=1.41ms, fps=1386 images/s, loss=0.0536, top1-acc=98.17%, top5-acc=100.00%, remaining_time=0:00:25.791312, arrival_time=2021-04-10 02:54:30.208480, cost_time=0:00:11.378496 2021-04-10 02:54:06,276 INFO : TRAIN, epoch=0144, iter=00070/00196, fetch data time cost=1.78ms, fps=1377 images/s, loss=0.0542, top1-acc=98.17%, top5-acc=100.00%, remaining_time=0:00:23.828112, arrival_time=2021-04-10 02:54:30.104684, cost_time=0:00:13.237811 2021-04-10 02:54:08,120 INFO : TRAIN, epoch=0144, iter=00080/00196, fetch data time cost=1.42ms, fps=1388 images/s, loss=0.0525, top1-acc=98.21%, top5-acc=100.00%, remaining_time=0:00:21.869132, arrival_time=2021-04-10 02:54:29.989997, cost_time=0:00:15.082191 2021-04-10 02:54:09,966 INFO : TRAIN, epoch=0144, iter=00090/00196, fetch data time cost=1.35ms, fps=1388 images/s, loss=0.0526, top1-acc=98.19%, top5-acc=100.00%, remaining_time=0:00:19.936904, arrival_time=2021-04-10 02:54:29.903161, cost_time=0:00:16.927591 2021-04-10 02:54:11,825 INFO : TRAIN, epoch=0144, iter=00100/00196, fetch data time cost=1.44ms, fps=1377 images/s, loss=0.0534, top1-acc=98.17%, top5-acc=100.00%, remaining_time=0:00:18.035136, arrival_time=2021-04-10 02:54:29.860361, cost_time=0:00:18.786565 2021-04-10 02:54:13,683 INFO : TRAIN, epoch=0144, iter=00110/00196, fetch data time cost=1.89ms, fps=1378 images/s, loss=0.0529, top1-acc=98.20%, top5-acc=100.00%, remaining_time=0:00:16.140308, arrival_time=2021-04-10 02:54:29.823647, cost_time=0:00:20.644585 2021-04-10 02:54:15,534 INFO : TRAIN, epoch=0144, iter=00120/00196, fetch data time cost=1.40ms, fps=1383 images/s, loss=0.0532, top1-acc=98.17%, top5-acc=100.00%, remaining_time=0:00:14.247492, arrival_time=2021-04-10 02:54:29.782201, cost_time=0:00:22.496044 2021-04-10 02:54:17,380 INFO : TRAIN, epoch=0144, iter=00130/00196, fetch data time cost=1.37ms, fps=1387 images/s, loss=0.0547, top1-acc=98.14%, top5-acc=100.00%, remaining_time=0:00:12.358368, arrival_time=2021-04-10 02:54:29.739253, cost_time=0:00:24.342219 2021-04-10 02:54:19,220 INFO : TRAIN, epoch=0144, iter=00140/00196, fetch data time cost=1.39ms, fps=1392 images/s, loss=0.0543, top1-acc=98.17%, top5-acc=100.00%, remaining_time=0:00:10.472896, arrival_time=2021-04-10 02:54:29.693723, cost_time=0:00:26.182174 2021-04-10 02:54:21,066 INFO : TRAIN, epoch=0144, iter=00150/00196, fetch data time cost=1.40ms, fps=1387 images/s, loss=0.0541, top1-acc=98.18%, top5-acc=100.00%, remaining_time=0:00:08.595192, arrival_time=2021-04-10 02:54:29.661692, cost_time=0:00:28.027790 2021-04-10 02:54:22,928 INFO : TRAIN, epoch=0144, iter=00160/00196, fetch data time cost=1.83ms, fps=1375 images/s, loss=0.0538, top1-acc=98.20%, top5-acc=100.00%, remaining_time=0:00:06.725232, arrival_time=2021-04-10 02:54:29.653877, cost_time=0:00:29.889913 2021-04-10 02:54:24,773 INFO : TRAIN, epoch=0144, iter=00170/00196, fetch data time cost=1.72ms, fps=1388 images/s, loss=0.0532, top1-acc=98.21%, top5-acc=100.00%, remaining_time=0:00:04.853576, arrival_time=2021-04-10 02:54:29.627155, cost_time=0:00:31.734883 2021-04-10 02:54:26,629 INFO : TRAIN, epoch=0144, iter=00180/00196, fetch data time cost=1.49ms, fps=1379 images/s, loss=0.0534, top1-acc=98.21%, top5-acc=100.00%, remaining_time=0:00:02.985888, arrival_time=2021-04-10 02:54:29.615789, cost_time=0:00:33.591243 2021-04-10 02:54:28,480 INFO : TRAIN, epoch=0144, iter=00190/00196, fetch data time cost=1.38ms, fps=1384 images/s, loss=0.0539, top1-acc=98.20%, top5-acc=100.00%, remaining_time=0:00:01.119198, arrival_time=2021-04-10 02:54:29.599196, cost_time=0:00:35.441343 2021-04-10 02:54:29,473 INFO : TRAIN, epoch=0144, iter=00196/00196, fetch data time cost=1.41ms, fps=1369 images/s, loss=0.0543, top1-acc=98.18%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-10 02:54:29.473473, cost_time=0:00:36.434821 2021-04-10 02:54:29,932 INFO : EVAL, epoch=0144, iter=00010/00040, fetch data time cost=2.93ms, fps=5600 images/s, loss=0.3338, top1-acc=90.94%, top5-acc=99.80%, remaining_time=0:00:01.371330, arrival_time=2021-04-10 02:54:31.303609, cost_time=0:00:00.457109 2021-04-10 02:54:30,290 INFO : EVAL, epoch=0144, iter=00020/00040, fetch data time cost=1.92ms, fps=7161 images/s, loss=0.3498, top1-acc=90.59%, top5-acc=99.71%, remaining_time=0:00:00.814960, arrival_time=2021-04-10 02:54:31.105132, cost_time=0:00:00.814957 2021-04-10 02:54:30,656 INFO : EVAL, epoch=0144, iter=00030/00040, fetch data time cost=1.89ms, fps=7004 images/s, loss=0.3678, top1-acc=90.26%, top5-acc=99.66%, remaining_time=0:00:00.393640, arrival_time=2021-04-10 02:54:31.049973, cost_time=0:00:01.180927 2021-04-10 02:54:30,991 INFO : EVAL, epoch=0144, iter=00040/00040, fetch data time cost=0.07ms, fps=6931 images/s, loss=0.3530, top1-acc=90.44%, top5-acc=99.68%, remaining_time=0:00:00, arrival_time=2021-04-10 02:54:30.991627, cost_time=0:00:01.516488 2021-04-10 02:54:31,108 INFO : Epoch=0144 complete, best val top1-acc=91.55%, top5-acc=99.72% (epoch=141), remaining_time=0:35:52.805872, arrival_time=2021-04-10 03:30:23.914683, cost_time=1:32:15.786570 2021-04-10 02:54:31,110 INFO : Train start, epoch=0145, lr=0.018129 2021-04-10 02:54:33,153 INFO : TRAIN, epoch=0145, iter=00010/00196, fetch data time cost=1.93ms, fps=1254 images/s, loss=0.0544, top1-acc=98.12%, top5-acc=100.00%, remaining_time=0:00:37.983060, arrival_time=2021-04-10 02:55:11.135978, cost_time=0:00:02.042101 2021-04-10 02:54:35,025 INFO : TRAIN, epoch=0145, iter=00020/00196, fetch data time cost=2.22ms, fps=1368 images/s, loss=0.0491, top1-acc=98.30%, top5-acc=100.00%, remaining_time=0:00:34.444784, arrival_time=2021-04-10 02:55:09.469795, cost_time=0:00:03.914171 2021-04-10 02:54:36,910 INFO : TRAIN, epoch=0145, iter=00030/00196, fetch data time cost=1.58ms, fps=1358 images/s, loss=0.0485, top1-acc=98.32%, top5-acc=100.00%, remaining_time=0:00:32.092946, arrival_time=2021-04-10 02:55:09.003733, cost_time=0:00:05.799918 2021-04-10 02:54:38,765 INFO : TRAIN, epoch=0145, iter=00040/00196, fetch data time cost=1.90ms, fps=1381 images/s, loss=0.0509, top1-acc=98.29%, top5-acc=99.99%, remaining_time=0:00:29.851380, arrival_time=2021-04-10 02:55:08.616370, cost_time=0:00:07.654214 2021-04-10 02:54:40,608 INFO : TRAIN, epoch=0145, iter=00050/00196, fetch data time cost=1.91ms, fps=1389 images/s, loss=0.0499, top1-acc=98.30%, top5-acc=99.99%, remaining_time=0:00:27.734014, arrival_time=2021-04-10 02:55:08.342723, cost_time=0:00:09.497970 2021-04-10 02:54:42,455 INFO : TRAIN, epoch=0145, iter=00060/00196, fetch data time cost=1.51ms, fps=1386 images/s, loss=0.0502, top1-acc=98.29%, top5-acc=99.99%, remaining_time=0:00:25.715288, arrival_time=2021-04-10 02:55:08.171074, cost_time=0:00:11.344982 2021-04-10 02:54:44,306 INFO : TRAIN, epoch=0145, iter=00070/00196, fetch data time cost=1.89ms, fps=1383 images/s, loss=0.0501, top1-acc=98.30%, top5-acc=99.99%, remaining_time=0:00:23.753142, arrival_time=2021-04-10 02:55:08.060072, cost_time=0:00:13.196172 2021-04-10 02:54:46,152 INFO : TRAIN, epoch=0145, iter=00080/00196, fetch data time cost=1.58ms, fps=1387 images/s, loss=0.0514, top1-acc=98.23%, top5-acc=100.00%, remaining_time=0:00:21.810900, arrival_time=2021-04-10 02:55:07.963658, cost_time=0:00:15.042002 2021-04-10 02:54:47,995 INFO : TRAIN, epoch=0145, iter=00090/00196, fetch data time cost=1.37ms, fps=1389 images/s, loss=0.0512, top1-acc=98.26%, top5-acc=100.00%, remaining_time=0:00:19.886872, arrival_time=2021-04-10 02:55:07.882682, cost_time=0:00:16.885056 2021-04-10 02:54:49,871 INFO : TRAIN, epoch=0145, iter=00100/00196, fetch data time cost=1.49ms, fps=1365 images/s, loss=0.0518, top1-acc=98.21%, top5-acc=100.00%, remaining_time=0:00:18.009888, arrival_time=2021-04-10 02:55:07.881025, cost_time=0:00:18.760344 2021-04-10 02:54:51,721 INFO : TRAIN, epoch=0145, iter=00110/00196, fetch data time cost=1.62ms, fps=1384 images/s, loss=0.0522, top1-acc=98.20%, top5-acc=100.00%, remaining_time=0:00:16.113992, arrival_time=2021-04-10 02:55:07.835860, cost_time=0:00:20.610969 2021-04-10 02:54:53,571 INFO : TRAIN, epoch=0145, iter=00120/00196, fetch data time cost=1.50ms, fps=1385 images/s, loss=0.0525, top1-acc=98.17%, top5-acc=100.00%, remaining_time=0:00:14.225224, arrival_time=2021-04-10 02:55:07.796790, cost_time=0:00:22.460839 2021-04-10 02:54:55,420 INFO : TRAIN, epoch=0145, iter=00130/00196, fetch data time cost=1.40ms, fps=1385 images/s, loss=0.0538, top1-acc=98.12%, top5-acc=100.00%, remaining_time=0:00:12.342000, arrival_time=2021-04-10 02:55:07.762791, cost_time=0:00:24.310003 2021-04-10 02:54:57,274 INFO : TRAIN, epoch=0145, iter=00140/00196, fetch data time cost=1.60ms, fps=1382 images/s, loss=0.0534, top1-acc=98.14%, top5-acc=100.00%, remaining_time=0:00:10.465224, arrival_time=2021-04-10 02:55:07.739179, cost_time=0:00:26.163090 2021-04-10 02:54:59,136 INFO : TRAIN, epoch=0145, iter=00150/00196, fetch data time cost=1.53ms, fps=1375 images/s, loss=0.0542, top1-acc=98.12%, top5-acc=100.00%, remaining_time=0:00:08.594502, arrival_time=2021-04-10 02:55:07.730835, cost_time=0:00:28.025543 2021-04-10 02:55:00,991 INFO : TRAIN, epoch=0145, iter=00160/00196, fetch data time cost=1.61ms, fps=1380 images/s, loss=0.0545, top1-acc=98.12%, top5-acc=100.00%, remaining_time=0:00:06.723144, arrival_time=2021-04-10 02:55:07.714495, cost_time=0:00:29.880627 2021-04-10 02:55:02,838 INFO : TRAIN, epoch=0145, iter=00170/00196, fetch data time cost=2.25ms, fps=1387 images/s, loss=0.0545, top1-acc=98.12%, top5-acc=100.00%, remaining_time=0:00:04.852380, arrival_time=2021-04-10 02:55:07.690313, cost_time=0:00:31.727133 2021-04-10 02:55:04,683 INFO : TRAIN, epoch=0145, iter=00180/00196, fetch data time cost=1.94ms, fps=1388 images/s, loss=0.0546, top1-acc=98.13%, top5-acc=100.00%, remaining_time=0:00:02.984256, arrival_time=2021-04-10 02:55:07.667807, cost_time=0:00:33.572793 2021-04-10 02:55:06,539 INFO : TRAIN, epoch=0145, iter=00190/00196, fetch data time cost=1.24ms, fps=1380 images/s, loss=0.0544, top1-acc=98.14%, top5-acc=100.00%, remaining_time=0:00:01.118778, arrival_time=2021-04-10 02:55:07.657657, cost_time=0:00:35.427999 2021-04-10 02:55:07,536 INFO : TRAIN, epoch=0145, iter=00196/00196, fetch data time cost=1.34ms, fps=1364 images/s, loss=0.0544, top1-acc=98.15%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-10 02:55:07.536703, cost_time=0:00:36.425956 2021-04-10 02:55:07,981 INFO : EVAL, epoch=0145, iter=00010/00040, fetch data time cost=1.89ms, fps=5794 images/s, loss=0.3222, top1-acc=90.98%, top5-acc=99.73%, remaining_time=0:00:01.325430, arrival_time=2021-04-10 02:55:09.306581, cost_time=0:00:00.441806 2021-04-10 02:55:08,338 INFO : EVAL, epoch=0145, iter=00020/00040, fetch data time cost=0.32ms, fps=7173 images/s, loss=0.3325, top1-acc=91.29%, top5-acc=99.71%, remaining_time=0:00:00.799160, arrival_time=2021-04-10 02:55:09.137677, cost_time=0:00:00.799158 2021-04-10 02:55:08,695 INFO : EVAL, epoch=0145, iter=00030/00040, fetch data time cost=1.76ms, fps=7190 images/s, loss=0.3407, top1-acc=91.24%, top5-acc=99.73%, remaining_time=0:00:00.385240, arrival_time=2021-04-10 02:55:09.080272, cost_time=0:00:01.155727 2021-04-10 02:55:09,028 INFO : EVAL, epoch=0145, iter=00040/00040, fetch data time cost=0.08ms, fps=6972 images/s, loss=0.3324, top1-acc=91.14%, top5-acc=99.71%, remaining_time=0:00:00, arrival_time=2021-04-10 02:55:09.028148, cost_time=0:00:01.488859 2021-04-10 02:55:09,138 INFO : Epoch=0145 complete, best val top1-acc=91.55%, top5-acc=99.72% (epoch=141), remaining_time=0:35:14.206050, arrival_time=2021-04-10 03:30:23.344184, cost_time=1:32:53.815923 2021-04-10 02:55:09,139 INFO : Train start, epoch=0146, lr=0.017528 2021-04-10 02:55:11,170 INFO : TRAIN, epoch=0146, iter=00010/00196, fetch data time cost=1.67ms, fps=1260 images/s, loss=0.0460, top1-acc=98.28%, top5-acc=100.00%, remaining_time=0:00:37.780692, arrival_time=2021-04-10 02:55:48.951377, cost_time=0:00:02.031216 2021-04-10 02:55:13,028 INFO : TRAIN, epoch=0146, iter=00020/00196, fetch data time cost=2.21ms, fps=1379 images/s, loss=0.0506, top1-acc=98.22%, top5-acc=100.00%, remaining_time=0:00:34.218272, arrival_time=2021-04-10 02:55:47.246272, cost_time=0:00:03.888447 2021-04-10 02:55:14,884 INFO : TRAIN, epoch=0146, iter=00030/00196, fetch data time cost=1.52ms, fps=1380 images/s, loss=0.0527, top1-acc=98.26%, top5-acc=99.99%, remaining_time=0:00:31.787838, arrival_time=2021-04-10 02:55:46.671989, cost_time=0:00:05.744803 2021-04-10 02:55:16,729 INFO : TRAIN, epoch=0146, iter=00040/00196, fetch data time cost=1.69ms, fps=1388 images/s, loss=0.0491, top1-acc=98.42%, top5-acc=99.99%, remaining_time=0:00:29.601312, arrival_time=2021-04-10 02:55:46.330807, cost_time=0:00:07.590093 2021-04-10 02:55:18,586 INFO : TRAIN, epoch=0146, iter=00050/00196, fetch data time cost=1.45ms, fps=1379 images/s, loss=0.0486, top1-acc=98.41%, top5-acc=99.99%, remaining_time=0:00:27.584656, arrival_time=2021-04-10 02:55:46.170909, cost_time=0:00:09.446779 2021-04-10 02:55:20,439 INFO : TRAIN, epoch=0146, iter=00060/00196, fetch data time cost=1.72ms, fps=1382 images/s, loss=0.0481, top1-acc=98.44%, top5-acc=99.99%, remaining_time=0:00:25.613832, arrival_time=2021-04-10 02:55:46.053463, cost_time=0:00:11.300245 2021-04-10 02:55:22,288 INFO : TRAIN, epoch=0146, iter=00070/00196, fetch data time cost=1.80ms, fps=1385 images/s, loss=0.0481, top1-acc=98.45%, top5-acc=99.99%, remaining_time=0:00:23.667966, arrival_time=2021-04-10 02:55:45.956145, cost_time=0:00:13.148860 2021-04-10 02:55:24,135 INFO : TRAIN, epoch=0146, iter=00080/00196, fetch data time cost=1.51ms, fps=1386 images/s, loss=0.0476, top1-acc=98.47%, top5-acc=99.99%, remaining_time=0:00:21.744896, arrival_time=2021-04-10 02:55:45.880754, cost_time=0:00:14.996454 2021-04-10 02:55:25,996 INFO : TRAIN, epoch=0146, iter=00090/00196, fetch data time cost=1.61ms, fps=1377 images/s, loss=0.0464, top1-acc=98.51%, top5-acc=99.99%, remaining_time=0:00:19.853482, arrival_time=2021-04-10 02:55:45.849576, cost_time=0:00:16.856730 2021-04-10 02:55:27,848 INFO : TRAIN, epoch=0146, iter=00100/00196, fetch data time cost=1.88ms, fps=1382 images/s, loss=0.0461, top1-acc=98.51%, top5-acc=99.99%, remaining_time=0:00:17.960928, arrival_time=2021-04-10 02:55:45.809659, cost_time=0:00:18.709318 2021-04-10 02:55:29,700 INFO : TRAIN, epoch=0146, iter=00110/00196, fetch data time cost=1.84ms, fps=1383 images/s, loss=0.0468, top1-acc=98.48%, top5-acc=99.99%, remaining_time=0:00:16.074690, arrival_time=2021-04-10 02:55:45.774685, cost_time=0:00:20.560679 2021-04-10 02:55:31,550 INFO : TRAIN, epoch=0146, iter=00120/00196, fetch data time cost=1.67ms, fps=1384 images/s, loss=0.0464, top1-acc=98.49%, top5-acc=99.99%, remaining_time=0:00:14.193380, arrival_time=2021-04-10 02:55:45.743361, cost_time=0:00:22.410589 2021-04-10 02:55:33,406 INFO : TRAIN, epoch=0146, iter=00130/00196, fetch data time cost=1.38ms, fps=1379 images/s, loss=0.0466, top1-acc=98.48%, top5-acc=99.99%, remaining_time=0:00:12.320154, arrival_time=2021-04-10 02:55:45.726431, cost_time=0:00:24.266944 2021-04-10 02:55:35,264 INFO : TRAIN, epoch=0146, iter=00140/00196, fetch data time cost=1.56ms, fps=1378 images/s, loss=0.0467, top1-acc=98.46%, top5-acc=99.99%, remaining_time=0:00:10.449992, arrival_time=2021-04-10 02:55:45.714280, cost_time=0:00:26.124982 2021-04-10 02:55:37,120 INFO : TRAIN, epoch=0146, iter=00150/00196, fetch data time cost=1.49ms, fps=1380 images/s, loss=0.0470, top1-acc=98.45%, top5-acc=99.99%, remaining_time=0:00:08.580748, arrival_time=2021-04-10 02:55:45.700923, cost_time=0:00:27.980740 2021-04-10 02:55:38,985 INFO : TRAIN, epoch=0146, iter=00160/00196, fetch data time cost=1.57ms, fps=1373 images/s, loss=0.0479, top1-acc=98.44%, top5-acc=99.99%, remaining_time=0:00:06.715260, arrival_time=2021-04-10 02:55:45.700256, cost_time=0:00:29.845566 2021-04-10 02:55:40,844 INFO : TRAIN, epoch=0146, iter=00170/00196, fetch data time cost=2.00ms, fps=1377 images/s, loss=0.0485, top1-acc=98.41%, top5-acc=99.99%, remaining_time=0:00:04.849052, arrival_time=2021-04-10 02:55:45.693809, cost_time=0:00:31.705362 2021-04-10 02:55:42,712 INFO : TRAIN, epoch=0146, iter=00180/00196, fetch data time cost=1.81ms, fps=1371 images/s, loss=0.0490, top1-acc=98.41%, top5-acc=99.99%, remaining_time=0:00:02.984240, arrival_time=2021-04-10 02:55:45.696490, cost_time=0:00:33.572773 2021-04-10 02:55:44,566 INFO : TRAIN, epoch=0146, iter=00190/00196, fetch data time cost=1.26ms, fps=1381 images/s, loss=0.0489, top1-acc=98.41%, top5-acc=99.99%, remaining_time=0:00:01.118748, arrival_time=2021-04-10 02:55:45.685205, cost_time=0:00:35.427076 2021-04-10 02:55:45,564 INFO : TRAIN, epoch=0146, iter=00196/00196, fetch data time cost=1.35ms, fps=1364 images/s, loss=0.0490, top1-acc=98.42%, top5-acc=99.99%, remaining_time=0:00:00, arrival_time=2021-04-10 02:55:45.564198, cost_time=0:00:36.424846 2021-04-10 02:55:46,035 INFO : EVAL, epoch=0146, iter=00010/00040, fetch data time cost=0.32ms, fps=5447 images/s, loss=0.3417, top1-acc=90.98%, top5-acc=99.69%, remaining_time=0:00:01.409760, arrival_time=2021-04-10 02:55:47.445603, cost_time=0:00:00.469920 2021-04-10 02:55:46,402 INFO : EVAL, epoch=0146, iter=00020/00040, fetch data time cost=1.83ms, fps=7003 images/s, loss=0.3236, top1-acc=91.68%, top5-acc=99.67%, remaining_time=0:00:00.836060, arrival_time=2021-04-10 02:55:47.238012, cost_time=0:00:00.836051 2021-04-10 02:55:46,769 INFO : EVAL, epoch=0146, iter=00030/00040, fetch data time cost=1.61ms, fps=6968 images/s, loss=0.3090, top1-acc=92.01%, top5-acc=99.70%, remaining_time=0:00:00.401320, arrival_time=2021-04-10 02:55:47.171148, cost_time=0:00:01.203957 2021-04-10 02:55:47,107 INFO : EVAL, epoch=0146, iter=00040/00040, fetch data time cost=0.07ms, fps=6888 images/s, loss=0.3108, top1-acc=92.20%, top5-acc=99.76%, remaining_time=0:00:00, arrival_time=2021-04-10 02:55:47.107011, cost_time=0:00:01.541189 2021-04-10 02:55:47,372 INFO : Epoch=0146 complete, best val top1-acc=92.20%, top5-acc=99.76% (epoch=146), remaining_time=0:34:35.689908, arrival_time=2021-04-10 03:30:23.062592, cost_time=1:33:32.050443 2021-04-10 02:55:47,374 INFO : Train start, epoch=0147, lr=0.016934 2021-04-10 02:55:49,436 INFO : TRAIN, epoch=0147, iter=00010/00196, fetch data time cost=0.26ms, fps=1241 images/s, loss=0.0444, top1-acc=98.40%, top5-acc=100.00%, remaining_time=0:00:38.358222, arrival_time=2021-04-10 02:56:27.794874, cost_time=0:00:02.062268 2021-04-10 02:55:51,335 INFO : TRAIN, epoch=0147, iter=00020/00196, fetch data time cost=1.46ms, fps=1374 images/s, loss=0.0451, top1-acc=98.44%, top5-acc=100.00%, remaining_time=0:00:34.852576, arrival_time=2021-04-10 02:56:26.187564, cost_time=0:00:03.960521 2021-04-10 02:55:53,198 INFO : TRAIN, epoch=0147, iter=00030/00196, fetch data time cost=1.88ms, fps=1374 images/s, loss=0.0469, top1-acc=98.36%, top5-acc=100.00%, remaining_time=0:00:32.225746, arrival_time=2021-04-10 02:56:25.424069, cost_time=0:00:05.823932 2021-04-10 02:55:55,052 INFO : TRAIN, epoch=0147, iter=00040/00196, fetch data time cost=1.38ms, fps=1381 images/s, loss=0.0468, top1-acc=98.41%, top5-acc=100.00%, remaining_time=0:00:29.944980, arrival_time=2021-04-10 02:56:24.997701, cost_time=0:00:07.678214 2021-04-10 02:55:56,900 INFO : TRAIN, epoch=0147, iter=00050/00196, fetch data time cost=1.49ms, fps=1386 images/s, loss=0.0480, top1-acc=98.38%, top5-acc=100.00%, remaining_time=0:00:27.815774, arrival_time=2021-04-10 02:56:24.716223, cost_time=0:00:09.525960 2021-04-10 02:55:58,743 INFO : TRAIN, epoch=0147, iter=00060/00196, fetch data time cost=1.52ms, fps=1390 images/s, loss=0.0485, top1-acc=98.34%, top5-acc=99.99%, remaining_time=0:00:25.770096, arrival_time=2021-04-10 02:56:24.513597, cost_time=0:00:11.369174 2021-04-10 02:56:00,596 INFO : TRAIN, epoch=0147, iter=00070/00196, fetch data time cost=1.50ms, fps=1382 images/s, loss=0.0480, top1-acc=98.36%, top5-acc=99.99%, remaining_time=0:00:23.799888, arrival_time=2021-04-10 02:56:24.396449, cost_time=0:00:13.222174 2021-04-10 02:56:02,435 INFO : TRAIN, epoch=0147, iter=00080/00196, fetch data time cost=1.90ms, fps=1393 images/s, loss=0.0472, top1-acc=98.40%, top5-acc=100.00%, remaining_time=0:00:21.838624, arrival_time=2021-04-10 02:56:24.274244, cost_time=0:00:15.061127 2021-04-10 02:56:04,290 INFO : TRAIN, epoch=0147, iter=00090/00196, fetch data time cost=1.62ms, fps=1381 images/s, loss=0.0470, top1-acc=98.44%, top5-acc=100.00%, remaining_time=0:00:19.923018, arrival_time=2021-04-10 02:56:24.213094, cost_time=0:00:16.915770 2021-04-10 02:56:06,151 INFO : TRAIN, epoch=0147, iter=00100/00196, fetch data time cost=2.10ms, fps=1376 images/s, loss=0.0470, top1-acc=98.43%, top5-acc=100.00%, remaining_time=0:00:18.026112, arrival_time=2021-04-10 02:56:24.177733, cost_time=0:00:18.777155 2021-04-10 02:56:08,007 INFO : TRAIN, epoch=0147, iter=00110/00196, fetch data time cost=1.39ms, fps=1380 images/s, loss=0.0466, top1-acc=98.44%, top5-acc=100.00%, remaining_time=0:00:16.131622, arrival_time=2021-04-10 02:56:24.139411, cost_time=0:00:20.633484 2021-04-10 02:56:09,856 INFO : TRAIN, epoch=0147, iter=00120/00196, fetch data time cost=1.32ms, fps=1385 images/s, loss=0.0469, top1-acc=98.45%, top5-acc=100.00%, remaining_time=0:00:14.238600, arrival_time=2021-04-10 02:56:24.095010, cost_time=0:00:22.481959 2021-04-10 02:56:11,705 INFO : TRAIN, epoch=0147, iter=00130/00196, fetch data time cost=1.44ms, fps=1385 images/s, loss=0.0468, top1-acc=98.44%, top5-acc=100.00%, remaining_time=0:00:12.352956, arrival_time=2021-04-10 02:56:24.058863, cost_time=0:00:24.331609 2021-04-10 02:56:13,557 INFO : TRAIN, epoch=0147, iter=00140/00196, fetch data time cost=1.54ms, fps=1383 images/s, loss=0.0470, top1-acc=98.44%, top5-acc=100.00%, remaining_time=0:00:10.473400, arrival_time=2021-04-10 02:56:24.031259, cost_time=0:00:26.183470 2021-04-10 02:56:15,413 INFO : TRAIN, epoch=0147, iter=00150/00196, fetch data time cost=1.73ms, fps=1380 images/s, loss=0.0473, top1-acc=98.43%, top5-acc=100.00%, remaining_time=0:00:08.598826, arrival_time=2021-04-10 02:56:24.012712, cost_time=0:00:28.039584 2021-04-10 02:56:17,276 INFO : TRAIN, epoch=0147, iter=00160/00196, fetch data time cost=1.92ms, fps=1375 images/s, loss=0.0473, top1-acc=98.42%, top5-acc=100.00%, remaining_time=0:00:06.728040, arrival_time=2021-04-10 02:56:24.004761, cost_time=0:00:29.902360 2021-04-10 02:56:19,138 INFO : TRAIN, epoch=0147, iter=00170/00196, fetch data time cost=1.40ms, fps=1375 images/s, loss=0.0472, top1-acc=98.41%, top5-acc=100.00%, remaining_time=0:00:04.858074, arrival_time=2021-04-10 02:56:23.996717, cost_time=0:00:31.764299 2021-04-10 02:56:20,993 INFO : TRAIN, epoch=0147, iter=00180/00196, fetch data time cost=1.35ms, fps=1381 images/s, loss=0.0471, top1-acc=98.42%, top5-acc=100.00%, remaining_time=0:00:02.988336, arrival_time=2021-04-10 02:56:23.981426, cost_time=0:00:33.618796 2021-04-10 02:56:22,846 INFO : TRAIN, epoch=0147, iter=00190/00196, fetch data time cost=1.31ms, fps=1382 images/s, loss=0.0474, top1-acc=98.40%, top5-acc=100.00%, remaining_time=0:00:01.120170, arrival_time=2021-04-10 02:56:23.966524, cost_time=0:00:35.472053 2021-04-10 02:56:23,840 INFO : TRAIN, epoch=0147, iter=00196/00196, fetch data time cost=1.21ms, fps=1369 images/s, loss=0.0474, top1-acc=98.41%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-10 02:56:23.840563, cost_time=0:00:36.466165 2021-04-10 02:56:24,277 INFO : EVAL, epoch=0147, iter=00010/00040, fetch data time cost=2.16ms, fps=5886 images/s, loss=0.3280, top1-acc=91.21%, top5-acc=99.88%, remaining_time=0:00:01.304730, arrival_time=2021-04-10 02:56:25.581911, cost_time=0:00:00.434913 2021-04-10 02:56:24,633 INFO : EVAL, epoch=0147, iter=00020/00040, fetch data time cost=1.41ms, fps=7197 images/s, loss=0.3566, top1-acc=90.62%, top5-acc=99.73%, remaining_time=0:00:00.790920, arrival_time=2021-04-10 02:56:25.424146, cost_time=0:00:00.790924 2021-04-10 02:56:24,993 INFO : EVAL, epoch=0147, iter=00030/00040, fetch data time cost=1.37ms, fps=7123 images/s, loss=0.3521, top1-acc=90.86%, top5-acc=99.75%, remaining_time=0:00:00.383570, arrival_time=2021-04-10 02:56:25.376588, cost_time=0:00:01.150721 2021-04-10 02:56:25,343 INFO : EVAL, epoch=0147, iter=00040/00040, fetch data time cost=0.11ms, fps=6627 images/s, loss=0.3501, top1-acc=90.98%, top5-acc=99.71%, remaining_time=0:00:00, arrival_time=2021-04-10 02:56:25.343476, cost_time=0:00:01.501188 2021-04-10 02:56:25,426 INFO : Epoch=0147 complete, best val top1-acc=92.20%, top5-acc=99.76% (epoch=146), remaining_time=0:33:57.112505, arrival_time=2021-04-10 03:30:22.539248, cost_time=1:34:10.104500 2021-04-10 02:56:25,428 INFO : Train start, epoch=0148, lr=0.016349 2021-04-10 02:56:27,499 INFO : TRAIN, epoch=0148, iter=00010/00196, fetch data time cost=1.90ms, fps=1236 images/s, loss=0.0606, top1-acc=98.01%, top5-acc=100.00%, remaining_time=0:00:38.519856, arrival_time=2021-04-10 02:57:06.019528, cost_time=0:00:02.070955 2021-04-10 02:56:29,348 INFO : TRAIN, epoch=0148, iter=00020/00196, fetch data time cost=1.55ms, fps=1385 images/s, loss=0.0493, top1-acc=98.44%, top5-acc=100.00%, remaining_time=0:00:34.494240, arrival_time=2021-04-10 02:57:03.842785, cost_time=0:00:03.919807 2021-04-10 02:56:31,205 INFO : TRAIN, epoch=0148, iter=00030/00196, fetch data time cost=1.67ms, fps=1379 images/s, loss=0.0482, top1-acc=98.44%, top5-acc=100.00%, remaining_time=0:00:31.960810, arrival_time=2021-04-10 02:57:03.165757, cost_time=0:00:05.776041 2021-04-10 02:56:33,052 INFO : TRAIN, epoch=0148, iter=00040/00196, fetch data time cost=1.60ms, fps=1386 images/s, loss=0.0470, top1-acc=98.44%, top5-acc=100.00%, remaining_time=0:00:29.731104, arrival_time=2021-04-10 02:57:02.783311, cost_time=0:00:07.623367 2021-04-10 02:56:34,925 INFO : TRAIN, epoch=0148, iter=00050/00196, fetch data time cost=1.63ms, fps=1367 images/s, loss=0.0465, top1-acc=98.42%, top5-acc=100.00%, remaining_time=0:00:27.728612, arrival_time=2021-04-10 02:57:02.653519, cost_time=0:00:09.496124 2021-04-10 02:56:36,790 INFO : TRAIN, epoch=0148, iter=00060/00196, fetch data time cost=1.75ms, fps=1373 images/s, loss=0.0453, top1-acc=98.43%, top5-acc=100.00%, remaining_time=0:00:25.752960, arrival_time=2021-04-10 02:57:02.543373, cost_time=0:00:11.361622 2021-04-10 02:56:38,645 INFO : TRAIN, epoch=0148, iter=00070/00196, fetch data time cost=1.62ms, fps=1381 images/s, loss=0.0445, top1-acc=98.48%, top5-acc=100.00%, remaining_time=0:00:23.789178, arrival_time=2021-04-10 02:57:02.434181, cost_time=0:00:13.216178 2021-04-10 02:56:40,510 INFO : TRAIN, epoch=0148, iter=00080/00196, fetch data time cost=1.83ms, fps=1373 images/s, loss=0.0429, top1-acc=98.52%, top5-acc=100.00%, remaining_time=0:00:21.867856, arrival_time=2021-04-10 02:57:02.377879, cost_time=0:00:15.081290 2021-04-10 02:56:42,371 INFO : TRAIN, epoch=0148, iter=00090/00196, fetch data time cost=1.63ms, fps=1375 images/s, loss=0.0433, top1-acc=98.52%, top5-acc=100.00%, remaining_time=0:00:19.955030, arrival_time=2021-04-10 02:57:02.326770, cost_time=0:00:16.942938 2021-04-10 02:56:44,226 INFO : TRAIN, epoch=0148, iter=00100/00196, fetch data time cost=1.83ms, fps=1381 images/s, loss=0.0438, top1-acc=98.50%, top5-acc=100.00%, remaining_time=0:00:18.045312, arrival_time=2021-04-10 02:57:02.271331, cost_time=0:00:18.797156 2021-04-10 02:56:46,079 INFO : TRAIN, epoch=0148, iter=00110/00196, fetch data time cost=1.49ms, fps=1381 images/s, loss=0.0437, top1-acc=98.49%, top5-acc=100.00%, remaining_time=0:00:16.145382, arrival_time=2021-04-10 02:57:02.225172, cost_time=0:00:20.651040 2021-04-10 02:56:47,928 INFO : TRAIN, epoch=0148, iter=00120/00196, fetch data time cost=1.64ms, fps=1385 images/s, loss=0.0436, top1-acc=98.49%, top5-acc=100.00%, remaining_time=0:00:14.249848, arrival_time=2021-04-10 02:57:02.178330, cost_time=0:00:22.499721 2021-04-10 02:56:49,771 INFO : TRAIN, epoch=0148, iter=00130/00196, fetch data time cost=1.44ms, fps=1390 images/s, loss=0.0439, top1-acc=98.48%, top5-acc=99.99%, remaining_time=0:00:12.358368, arrival_time=2021-04-10 02:57:02.129317, cost_time=0:00:24.342201 2021-04-10 02:56:51,620 INFO : TRAIN, epoch=0148, iter=00140/00196, fetch data time cost=1.36ms, fps=1384 images/s, loss=0.0437, top1-acc=98.48%, top5-acc=99.99%, remaining_time=0:00:10.476760, arrival_time=2021-04-10 02:57:02.097567, cost_time=0:00:26.191935 2021-04-10 02:56:53,477 INFO : TRAIN, epoch=0148, iter=00150/00196, fetch data time cost=1.46ms, fps=1379 images/s, loss=0.0434, top1-acc=98.51%, top5-acc=99.99%, remaining_time=0:00:08.601586, arrival_time=2021-04-10 02:57:02.079029, cost_time=0:00:28.048649 2021-04-10 02:56:55,338 INFO : TRAIN, epoch=0148, iter=00160/00196, fetch data time cost=1.50ms, fps=1376 images/s, loss=0.0440, top1-acc=98.49%, top5-acc=100.00%, remaining_time=0:00:06.729624, arrival_time=2021-04-10 02:57:02.067852, cost_time=0:00:29.909388 2021-04-10 02:56:57,202 INFO : TRAIN, epoch=0148, iter=00170/00196, fetch data time cost=1.51ms, fps=1374 images/s, loss=0.0441, top1-acc=98.50%, top5-acc=100.00%, remaining_time=0:00:04.859426, arrival_time=2021-04-10 02:57:02.061364, cost_time=0:00:31.773185 2021-04-10 02:56:59,049 INFO : TRAIN, epoch=0148, iter=00180/00196, fetch data time cost=1.63ms, fps=1386 images/s, loss=0.0446, top1-acc=98.48%, top5-acc=100.00%, remaining_time=0:00:02.988480, arrival_time=2021-04-10 02:57:02.037558, cost_time=0:00:33.620371 2021-04-10 02:57:00,896 INFO : TRAIN, epoch=0148, iter=00190/00196, fetch data time cost=1.87ms, fps=1386 images/s, loss=0.0442, top1-acc=98.50%, top5-acc=100.00%, remaining_time=0:00:01.120032, arrival_time=2021-04-10 02:57:02.016484, cost_time=0:00:35.467671 2021-04-10 02:57:01,890 INFO : TRAIN, epoch=0148, iter=00196/00196, fetch data time cost=1.35ms, fps=1369 images/s, loss=0.0443, top1-acc=98.49%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-10 02:57:01.890691, cost_time=0:00:36.461962 2021-04-10 02:57:02,353 INFO : EVAL, epoch=0148, iter=00010/00040, fetch data time cost=0.20ms, fps=5554 images/s, loss=0.3091, top1-acc=92.03%, top5-acc=99.77%, remaining_time=0:00:01.382700, arrival_time=2021-04-10 02:57:03.735953, cost_time=0:00:00.460902 2021-04-10 02:57:02,709 INFO : EVAL, epoch=0148, iter=00020/00040, fetch data time cost=1.29ms, fps=7197 images/s, loss=0.3016, top1-acc=92.52%, top5-acc=99.80%, remaining_time=0:00:00.816980, arrival_time=2021-04-10 02:57:03.526376, cost_time=0:00:00.816976 2021-04-10 02:57:03,078 INFO : EVAL, epoch=0148, iter=00030/00040, fetch data time cost=1.65ms, fps=6936 images/s, loss=0.3038, top1-acc=92.49%, top5-acc=99.77%, remaining_time=0:00:00.395520, arrival_time=2021-04-10 02:57:03.474436, cost_time=0:00:01.186554 2021-04-10 02:57:03,416 INFO : EVAL, epoch=0148, iter=00040/00040, fetch data time cost=0.09ms, fps=6881 images/s, loss=0.2955, top1-acc=92.54%, top5-acc=99.74%, remaining_time=0:00:00, arrival_time=2021-04-10 02:57:03.416423, cost_time=0:00:01.524095 2021-04-10 02:57:03,560 INFO : Epoch=0148 complete, best val top1-acc=92.54%, top5-acc=99.74% (epoch=148), remaining_time=0:33:18.570184, arrival_time=2021-04-10 03:30:22.130644, cost_time=1:34:48.238222 2021-04-10 02:57:03,561 INFO : Train start, epoch=0149, lr=0.015773 2021-04-10 02:57:05,684 INFO : TRAIN, epoch=0149, iter=00010/00196, fetch data time cost=1.99ms, fps=1206 images/s, loss=0.0335, top1-acc=99.02%, top5-acc=100.00%, remaining_time=0:00:39.475152, arrival_time=2021-04-10 02:57:45.159518, cost_time=0:00:02.122321 2021-04-10 02:57:07,556 INFO : TRAIN, epoch=0149, iter=00020/00196, fetch data time cost=1.44ms, fps=1368 images/s, loss=0.0387, top1-acc=98.67%, top5-acc=100.00%, remaining_time=0:00:35.150016, arrival_time=2021-04-10 02:57:42.706496, cost_time=0:00:03.994326 2021-04-10 02:57:09,417 INFO : TRAIN, epoch=0149, iter=00030/00196, fetch data time cost=1.55ms, fps=1377 images/s, loss=0.0368, top1-acc=98.79%, top5-acc=100.00%, remaining_time=0:00:32.396892, arrival_time=2021-04-10 02:57:41.813854, cost_time=0:00:05.854863 2021-04-10 02:57:11,271 INFO : TRAIN, epoch=0149, iter=00040/00196, fetch data time cost=1.44ms, fps=1381 images/s, loss=0.0384, top1-acc=98.71%, top5-acc=100.00%, remaining_time=0:00:30.064944, arrival_time=2021-04-10 02:57:41.336004, cost_time=0:00:07.708971 2021-04-10 02:57:13,123 INFO : TRAIN, epoch=0149, iter=00050/00196, fetch data time cost=1.50ms, fps=1383 images/s, loss=0.0383, top1-acc=98.76%, top5-acc=100.00%, remaining_time=0:00:27.917828, arrival_time=2021-04-10 02:57:41.040766, cost_time=0:00:09.560878 2021-04-10 02:57:14,975 INFO : TRAIN, epoch=0149, iter=00060/00196, fetch data time cost=1.70ms, fps=1383 images/s, loss=0.0374, top1-acc=98.80%, top5-acc=100.00%, remaining_time=0:00:25.869648, arrival_time=2021-04-10 02:57:40.844713, cost_time=0:00:11.413050 2021-04-10 02:57:16,822 INFO : TRAIN, epoch=0149, iter=00070/00196, fetch data time cost=1.52ms, fps=1386 images/s, loss=0.0379, top1-acc=98.76%, top5-acc=100.00%, remaining_time=0:00:23.869314, arrival_time=2021-04-10 02:57:40.692110, cost_time=0:00:13.260758 2021-04-10 02:57:18,685 INFO : TRAIN, epoch=0149, iter=00080/00196, fetch data time cost=1.40ms, fps=1375 images/s, loss=0.0382, top1-acc=98.73%, top5-acc=100.00%, remaining_time=0:00:21.928640, arrival_time=2021-04-10 02:57:40.613872, cost_time=0:00:15.123176 2021-04-10 02:57:20,537 INFO : TRAIN, epoch=0149, iter=00090/00196, fetch data time cost=1.43ms, fps=1382 images/s, loss=0.0387, top1-acc=98.74%, top5-acc=100.00%, remaining_time=0:00:19.993508, arrival_time=2021-04-10 02:57:40.531259, cost_time=0:00:16.975602 2021-04-10 02:57:22,393 INFO : TRAIN, epoch=0149, iter=00100/00196, fetch data time cost=1.84ms, fps=1380 images/s, loss=0.0390, top1-acc=98.71%, top5-acc=100.00%, remaining_time=0:00:18.077760, arrival_time=2021-04-10 02:57:40.470717, cost_time=0:00:18.830955 2021-04-10 02:57:24,249 INFO : TRAIN, epoch=0149, iter=00110/00196, fetch data time cost=1.52ms, fps=1379 images/s, loss=0.0390, top1-acc=98.71%, top5-acc=100.00%, remaining_time=0:00:16.173934, arrival_time=2021-04-10 02:57:40.423620, cost_time=0:00:20.687542 2021-04-10 02:57:26,096 INFO : TRAIN, epoch=0149, iter=00120/00196, fetch data time cost=1.58ms, fps=1387 images/s, loss=0.0394, top1-acc=98.68%, top5-acc=100.00%, remaining_time=0:00:14.271584, arrival_time=2021-04-10 02:57:40.367670, cost_time=0:00:22.534030 2021-04-10 02:57:27,943 INFO : TRAIN, epoch=0149, iter=00130/00196, fetch data time cost=1.87ms, fps=1386 images/s, loss=0.0394, top1-acc=98.69%, top5-acc=100.00%, remaining_time=0:00:12.378432, arrival_time=2021-04-10 02:57:40.322199, cost_time=0:00:24.381803 2021-04-10 02:57:29,812 INFO : TRAIN, epoch=0149, iter=00140/00196, fetch data time cost=1.55ms, fps=1371 images/s, loss=0.0396, top1-acc=98.67%, top5-acc=100.00%, remaining_time=0:00:10.500056, arrival_time=2021-04-10 02:57:40.312265, cost_time=0:00:26.250098 2021-04-10 02:57:31,662 INFO : TRAIN, epoch=0149, iter=00150/00196, fetch data time cost=1.40ms, fps=1384 images/s, loss=0.0399, top1-acc=98.66%, top5-acc=100.00%, remaining_time=0:00:08.617410, arrival_time=2021-04-10 02:57:40.279694, cost_time=0:00:28.100308 2021-04-10 02:57:33,503 INFO : TRAIN, epoch=0149, iter=00160/00196, fetch data time cost=1.36ms, fps=1391 images/s, loss=0.0398, top1-acc=98.67%, top5-acc=100.00%, remaining_time=0:00:06.736752, arrival_time=2021-04-10 02:57:40.239811, cost_time=0:00:29.941095 2021-04-10 02:57:35,350 INFO : TRAIN, epoch=0149, iter=00170/00196, fetch data time cost=1.37ms, fps=1386 images/s, loss=0.0396, top1-acc=98.68%, top5-acc=100.00%, remaining_time=0:00:04.861740, arrival_time=2021-04-10 02:57:40.212115, cost_time=0:00:31.788243 2021-04-10 02:57:37,209 INFO : TRAIN, epoch=0149, iter=00180/00196, fetch data time cost=1.53ms, fps=1378 images/s, loss=0.0402, top1-acc=98.67%, top5-acc=100.00%, remaining_time=0:00:02.990864, arrival_time=2021-04-10 02:57:40.200128, cost_time=0:00:33.647295 2021-04-10 02:57:39,056 INFO : TRAIN, epoch=0149, iter=00190/00196, fetch data time cost=1.31ms, fps=1386 images/s, loss=0.0402, top1-acc=98.67%, top5-acc=100.00%, remaining_time=0:00:01.120878, arrival_time=2021-04-10 02:57:40.177368, cost_time=0:00:35.494524 2021-04-10 02:57:40,052 INFO : TRAIN, epoch=0149, iter=00196/00196, fetch data time cost=1.29ms, fps=1367 images/s, loss=0.0400, top1-acc=98.68%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-10 02:57:40.052110, cost_time=0:00:36.490149 2021-04-10 02:57:40,502 INFO : EVAL, epoch=0149, iter=00010/00040, fetch data time cost=2.09ms, fps=5701 images/s, loss=0.3506, top1-acc=91.02%, top5-acc=99.57%, remaining_time=0:00:01.347060, arrival_time=2021-04-10 02:57:41.849929, cost_time=0:00:00.449023 2021-04-10 02:57:40,868 INFO : EVAL, epoch=0149, iter=00020/00040, fetch data time cost=1.75ms, fps=7011 images/s, loss=0.3357, top1-acc=91.29%, top5-acc=99.71%, remaining_time=0:00:00.814840, arrival_time=2021-04-10 02:57:41.683552, cost_time=0:00:00.814846 2021-04-10 02:57:41,234 INFO : EVAL, epoch=0149, iter=00030/00040, fetch data time cost=3.13ms, fps=7006 images/s, loss=0.3285, top1-acc=91.41%, top5-acc=99.61%, remaining_time=0:00:00.393580, arrival_time=2021-04-10 02:57:41.628317, cost_time=0:00:01.180734 2021-04-10 02:57:41,568 INFO : EVAL, epoch=0149, iter=00040/00040, fetch data time cost=0.06ms, fps=6964 images/s, loss=0.3262, top1-acc=91.49%, top5-acc=99.64%, remaining_time=0:00:00, arrival_time=2021-04-10 02:57:41.568379, cost_time=0:00:01.514584 2021-04-10 02:57:41,931 INFO : Epoch=0149 complete, best val top1-acc=92.54%, top5-acc=99.74% (epoch=148), remaining_time=0:32:40.114518, arrival_time=2021-04-10 03:30:22.045821, cost_time=1:35:26.609101 2021-04-10 02:57:41,932 INFO : Train start, epoch=0150, lr=0.015204 2021-04-10 02:57:44,028 INFO : TRAIN, epoch=0150, iter=00010/00196, fetch data time cost=0.25ms, fps=1222 images/s, loss=0.0424, top1-acc=98.52%, top5-acc=100.00%, remaining_time=0:00:38.978718, arrival_time=2021-04-10 02:58:23.006861, cost_time=0:00:02.095630 2021-04-10 02:57:45,898 INFO : TRAIN, epoch=0150, iter=00020/00196, fetch data time cost=1.92ms, fps=1369 images/s, loss=0.0412, top1-acc=98.50%, top5-acc=100.00%, remaining_time=0:00:34.900624, arrival_time=2021-04-10 02:58:20.799126, cost_time=0:00:03.965974 2021-04-10 02:57:47,749 INFO : TRAIN, epoch=0150, iter=00030/00196, fetch data time cost=1.46ms, fps=1383 images/s, loss=0.0398, top1-acc=98.68%, top5-acc=100.00%, remaining_time=0:00:32.186902, arrival_time=2021-04-10 02:58:19.936305, cost_time=0:00:05.816898 2021-04-10 02:57:49,607 INFO : TRAIN, epoch=0150, iter=00040/00196, fetch data time cost=1.47ms, fps=1378 images/s, loss=0.0401, top1-acc=98.71%, top5-acc=100.00%, remaining_time=0:00:29.931720, arrival_time=2021-04-10 02:58:19.539100, cost_time=0:00:07.674790 2021-04-10 02:57:51,457 INFO : TRAIN, epoch=0150, iter=00050/00196, fetch data time cost=1.37ms, fps=1384 images/s, loss=0.0404, top1-acc=98.67%, top5-acc=99.99%, remaining_time=0:00:27.812854, arrival_time=2021-04-10 02:58:19.270298, cost_time=0:00:09.524953 2021-04-10 02:57:53,308 INFO : TRAIN, epoch=0150, iter=00060/00196, fetch data time cost=1.53ms, fps=1383 images/s, loss=0.0404, top1-acc=98.72%, top5-acc=99.99%, remaining_time=0:00:25.786280, arrival_time=2021-04-10 02:58:19.095055, cost_time=0:00:11.376278 2021-04-10 02:57:55,154 INFO : TRAIN, epoch=0150, iter=00070/00196, fetch data time cost=1.78ms, fps=1387 images/s, loss=0.0398, top1-acc=98.75%, top5-acc=99.99%, remaining_time=0:00:23.799636, arrival_time=2021-04-10 02:58:18.954159, cost_time=0:00:13.222005 2021-04-10 02:57:57,012 INFO : TRAIN, epoch=0150, iter=00080/00196, fetch data time cost=1.56ms, fps=1378 images/s, loss=0.0400, top1-acc=98.75%, top5-acc=100.00%, remaining_time=0:00:21.865884, arrival_time=2021-04-10 02:58:18.878347, cost_time=0:00:15.079889 2021-04-10 02:57:58,860 INFO : TRAIN, epoch=0150, iter=00090/00196, fetch data time cost=1.42ms, fps=1386 images/s, loss=0.0398, top1-acc=98.77%, top5-acc=100.00%, remaining_time=0:00:19.936798, arrival_time=2021-04-10 02:58:18.796782, cost_time=0:00:16.927473 2021-04-10 02:58:00,712 INFO : TRAIN, epoch=0150, iter=00100/00196, fetch data time cost=1.45ms, fps=1383 images/s, loss=0.0397, top1-acc=98.77%, top5-acc=100.00%, remaining_time=0:00:18.028416, arrival_time=2021-04-10 02:58:18.740460, cost_time=0:00:18.779551 2021-04-10 02:58:02,556 INFO : TRAIN, epoch=0150, iter=00110/00196, fetch data time cost=1.55ms, fps=1388 images/s, loss=0.0393, top1-acc=98.79%, top5-acc=100.00%, remaining_time=0:00:16.124312, arrival_time=2021-04-10 02:58:18.680983, cost_time=0:00:20.624118 2021-04-10 02:58:04,401 INFO : TRAIN, epoch=0150, iter=00120/00196, fetch data time cost=1.43ms, fps=1388 images/s, loss=0.0397, top1-acc=98.77%, top5-acc=100.00%, remaining_time=0:00:14.230316, arrival_time=2021-04-10 02:58:18.631734, cost_time=0:00:22.468931 2021-04-10 02:58:06,257 INFO : TRAIN, epoch=0150, iter=00130/00196, fetch data time cost=1.89ms, fps=1380 images/s, loss=0.0398, top1-acc=98.77%, top5-acc=100.00%, remaining_time=0:00:12.349458, arrival_time=2021-04-10 02:58:18.606602, cost_time=0:00:24.324662 2021-04-10 02:58:08,133 INFO : TRAIN, epoch=0150, iter=00140/00196, fetch data time cost=2.67ms, fps=1365 images/s, loss=0.0393, top1-acc=98.77%, top5-acc=100.00%, remaining_time=0:00:10.480176, arrival_time=2021-04-10 02:58:18.613200, cost_time=0:00:26.200440 2021-04-10 02:58:10,006 INFO : TRAIN, epoch=0150, iter=00150/00196, fetch data time cost=17.23ms, fps=1367 images/s, loss=0.0395, top1-acc=98.78%, top5-acc=100.00%, remaining_time=0:00:08.609222, arrival_time=2021-04-10 02:58:18.615489, cost_time=0:00:28.073614 2021-04-10 02:58:11,880 INFO : TRAIN, epoch=0150, iter=00160/00196, fetch data time cost=1.58ms, fps=1367 images/s, loss=0.0396, top1-acc=98.77%, top5-acc=100.00%, remaining_time=0:00:06.738228, arrival_time=2021-04-10 02:58:18.618565, cost_time=0:00:29.947662 2021-04-10 02:58:13,733 INFO : TRAIN, epoch=0150, iter=00170/00196, fetch data time cost=1.50ms, fps=1382 images/s, loss=0.0396, top1-acc=98.77%, top5-acc=100.00%, remaining_time=0:00:04.863612, arrival_time=2021-04-10 02:58:18.596741, cost_time=0:00:31.800485 2021-04-10 02:58:15,590 INFO : TRAIN, epoch=0150, iter=00180/00196, fetch data time cost=1.53ms, fps=1379 images/s, loss=0.0394, top1-acc=98.77%, top5-acc=100.00%, remaining_time=0:00:02.991760, arrival_time=2021-04-10 02:58:18.581669, cost_time=0:00:33.657295 2021-04-10 02:58:17,442 INFO : TRAIN, epoch=0150, iter=00190/00196, fetch data time cost=1.70ms, fps=1382 images/s, loss=0.0397, top1-acc=98.74%, top5-acc=99.99%, remaining_time=0:00:01.121364, arrival_time=2021-04-10 02:58:18.563822, cost_time=0:00:35.509908 2021-04-10 02:58:18,471 INFO : TRAIN, epoch=0150, iter=00196/00196, fetch data time cost=2.04ms, fps=1322 images/s, loss=0.0396, top1-acc=98.74%, top5-acc=99.99%, remaining_time=0:00:00, arrival_time=2021-04-10 02:58:18.471490, cost_time=0:00:36.538917 2021-04-10 02:58:18,932 INFO : EVAL, epoch=0150, iter=00010/00040, fetch data time cost=5.00ms, fps=5577 images/s, loss=0.3211, top1-acc=92.30%, top5-acc=99.73%, remaining_time=0:00:01.376970, arrival_time=2021-04-10 02:58:20.309280, cost_time=0:00:00.458994 2021-04-10 02:58:19,290 INFO : EVAL, epoch=0150, iter=00020/00040, fetch data time cost=1.54ms, fps=7149 images/s, loss=0.3055, top1-acc=92.50%, top5-acc=99.80%, remaining_time=0:00:00.817520, arrival_time=2021-04-10 02:58:20.108338, cost_time=0:00:00.817516 2021-04-10 02:58:19,654 INFO : EVAL, epoch=0150, iter=00030/00040, fetch data time cost=1.74ms, fps=7053 images/s, loss=0.3143, top1-acc=92.08%, top5-acc=99.77%, remaining_time=0:00:00.393620, arrival_time=2021-04-10 02:58:20.047822, cost_time=0:00:01.180854 2021-04-10 02:58:19,989 INFO : EVAL, epoch=0150, iter=00040/00040, fetch data time cost=0.08ms, fps=6920 images/s, loss=0.3094, top1-acc=92.03%, top5-acc=99.75%, remaining_time=0:00:00, arrival_time=2021-04-10 02:58:19.989919, cost_time=0:00:01.516640 2021-04-10 02:58:20,111 INFO : Epoch=0150 complete, best val top1-acc=92.54%, top5-acc=99.74% (epoch=148), remaining_time=0:32:01.596450, arrival_time=2021-04-10 03:30:21.708064, cost_time=1:36:04.789378 2021-04-10 02:58:20,113 INFO : Train start, epoch=0151, lr=0.014645 2021-04-10 02:58:22,181 INFO : TRAIN, epoch=0151, iter=00010/00196, fetch data time cost=1.62ms, fps=1238 images/s, loss=0.0325, top1-acc=98.91%, top5-acc=100.00%, remaining_time=0:00:38.459592, arrival_time=2021-04-10 02:59:00.640920, cost_time=0:00:02.067715 2021-04-10 02:58:24,028 INFO : TRAIN, epoch=0151, iter=00020/00196, fetch data time cost=1.44ms, fps=1387 images/s, loss=0.0332, top1-acc=98.91%, top5-acc=100.00%, remaining_time=0:00:34.446368, arrival_time=2021-04-10 02:58:58.474476, cost_time=0:00:03.914357 2021-04-10 02:58:25,881 INFO : TRAIN, epoch=0151, iter=00030/00196, fetch data time cost=1.56ms, fps=1382 images/s, loss=0.0308, top1-acc=99.02%, top5-acc=100.00%, remaining_time=0:00:31.915492, arrival_time=2021-04-10 02:58:57.796896, cost_time=0:00:05.767860 2021-04-10 02:58:27,726 INFO : TRAIN, epoch=0151, iter=00040/00196, fetch data time cost=1.61ms, fps=1388 images/s, loss=0.0315, top1-acc=98.99%, top5-acc=100.00%, remaining_time=0:00:29.689920, arrival_time=2021-04-10 02:58:57.416396, cost_time=0:00:07.612794 2021-04-10 02:58:29,573 INFO : TRAIN, epoch=0151, iter=00050/00196, fetch data time cost=1.41ms, fps=1386 images/s, loss=0.0327, top1-acc=98.96%, top5-acc=100.00%, remaining_time=0:00:27.623346, arrival_time=2021-04-10 02:58:57.196924, cost_time=0:00:09.460029 2021-04-10 02:58:31,416 INFO : TRAIN, epoch=0151, iter=00060/00196, fetch data time cost=1.43ms, fps=1390 images/s, loss=0.0316, top1-acc=99.01%, top5-acc=100.00%, remaining_time=0:00:25.618864, arrival_time=2021-04-10 02:58:57.034855, cost_time=0:00:11.302467 2021-04-10 02:58:33,268 INFO : TRAIN, epoch=0151, iter=00070/00196, fetch data time cost=1.73ms, fps=1382 images/s, loss=0.0316, top1-acc=99.01%, top5-acc=100.00%, remaining_time=0:00:23.678550, arrival_time=2021-04-10 02:58:56.946940, cost_time=0:00:13.154726 2021-04-10 02:58:35,124 INFO : TRAIN, epoch=0151, iter=00080/00196, fetch data time cost=1.61ms, fps=1380 images/s, loss=0.0325, top1-acc=98.98%, top5-acc=100.00%, remaining_time=0:00:21.765892, arrival_time=2021-04-10 02:58:56.890337, cost_time=0:00:15.010923 2021-04-10 02:58:36,986 INFO : TRAIN, epoch=0151, iter=00090/00196, fetch data time cost=1.40ms, fps=1375 images/s, loss=0.0318, top1-acc=99.01%, top5-acc=100.00%, remaining_time=0:00:19.872986, arrival_time=2021-04-10 02:58:56.859798, cost_time=0:00:16.873296 2021-04-10 02:58:38,846 INFO : TRAIN, epoch=0151, iter=00100/00196, fetch data time cost=2.42ms, fps=1377 images/s, loss=0.0319, top1-acc=99.00%, top5-acc=100.00%, remaining_time=0:00:17.983104, arrival_time=2021-04-10 02:58:56.829206, cost_time=0:00:18.732449 2021-04-10 02:58:40,690 INFO : TRAIN, epoch=0151, iter=00110/00196, fetch data time cost=1.35ms, fps=1389 images/s, loss=0.0327, top1-acc=98.96%, top5-acc=100.00%, remaining_time=0:00:16.087332, arrival_time=2021-04-10 02:58:56.777705, cost_time=0:00:20.576835 2021-04-10 02:58:42,541 INFO : TRAIN, epoch=0151, iter=00120/00196, fetch data time cost=1.46ms, fps=1383 images/s, loss=0.0329, top1-acc=98.97%, top5-acc=100.00%, remaining_time=0:00:14.204172, arrival_time=2021-04-10 02:58:56.745423, cost_time=0:00:22.427677 2021-04-10 02:58:44,397 INFO : TRAIN, epoch=0151, iter=00130/00196, fetch data time cost=1.91ms, fps=1379 images/s, loss=0.0331, top1-acc=98.97%, top5-acc=100.00%, remaining_time=0:00:12.328932, arrival_time=2021-04-10 02:58:56.726813, cost_time=0:00:24.284285 2021-04-10 02:58:46,248 INFO : TRAIN, epoch=0151, iter=00140/00196, fetch data time cost=2.04ms, fps=1384 images/s, loss=0.0329, top1-acc=98.97%, top5-acc=100.00%, remaining_time=0:00:10.454024, arrival_time=2021-04-10 02:58:56.702597, cost_time=0:00:26.135002 2021-04-10 02:58:48,089 INFO : TRAIN, epoch=0151, iter=00150/00196, fetch data time cost=1.37ms, fps=1391 images/s, loss=0.0333, top1-acc=98.95%, top5-acc=100.00%, remaining_time=0:00:08.579460, arrival_time=2021-04-10 02:58:56.669382, cost_time=0:00:27.976431 2021-04-10 02:58:49,946 INFO : TRAIN, epoch=0151, iter=00160/00196, fetch data time cost=1.39ms, fps=1379 images/s, loss=0.0337, top1-acc=98.94%, top5-acc=100.00%, remaining_time=0:00:06.712452, arrival_time=2021-04-10 02:58:56.659166, cost_time=0:00:29.833167 2021-04-10 02:58:51,795 INFO : TRAIN, epoch=0151, iter=00170/00196, fetch data time cost=1.47ms, fps=1385 images/s, loss=0.0341, top1-acc=98.92%, top5-acc=100.00%, remaining_time=0:00:04.845542, arrival_time=2021-04-10 02:58:56.641370, cost_time=0:00:31.682333 2021-04-10 02:58:53,655 INFO : TRAIN, epoch=0151, iter=00180/00196, fetch data time cost=1.51ms, fps=1377 images/s, loss=0.0350, top1-acc=98.89%, top5-acc=100.00%, remaining_time=0:00:02.981472, arrival_time=2021-04-10 02:58:56.636701, cost_time=0:00:33.541638 2021-04-10 02:58:55,509 INFO : TRAIN, epoch=0151, iter=00190/00196, fetch data time cost=1.36ms, fps=1381 images/s, loss=0.0356, top1-acc=98.85%, top5-acc=100.00%, remaining_time=0:00:01.117764, arrival_time=2021-04-10 02:58:56.627279, cost_time=0:00:35.395929 2021-04-10 02:58:56,504 INFO : TRAIN, epoch=0151, iter=00196/00196, fetch data time cost=1.42ms, fps=1368 images/s, loss=0.0358, top1-acc=98.85%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-10 02:58:56.504232, cost_time=0:00:36.390716 2021-04-10 02:58:56,938 INFO : EVAL, epoch=0151, iter=00010/00040, fetch data time cost=2.89ms, fps=5911 images/s, loss=0.3089, top1-acc=91.84%, top5-acc=99.77%, remaining_time=0:00:01.299120, arrival_time=2021-04-10 02:58:58.238054, cost_time=0:00:00.433045 2021-04-10 02:58:57,298 INFO : EVAL, epoch=0151, iter=00020/00040, fetch data time cost=1.52ms, fps=7126 images/s, loss=0.3168, top1-acc=91.95%, top5-acc=99.75%, remaining_time=0:00:00.792760, arrival_time=2021-04-10 02:58:58.091438, cost_time=0:00:00.792750 2021-04-10 02:58:57,662 INFO : EVAL, epoch=0151, iter=00030/00040, fetch data time cost=1.38ms, fps=7051 images/s, loss=0.3150, top1-acc=91.90%, top5-acc=99.71%, remaining_time=0:00:00.385460, arrival_time=2021-04-10 02:58:58.047724, cost_time=0:00:01.156381 2021-04-10 02:58:57,996 INFO : EVAL, epoch=0151, iter=00040/00040, fetch data time cost=0.07ms, fps=6956 images/s, loss=0.3230, top1-acc=91.91%, top5-acc=99.72%, remaining_time=0:00:00, arrival_time=2021-04-10 02:58:57.996158, cost_time=0:00:01.490304 2021-04-10 02:58:58,062 INFO : Epoch=0151 complete, best val top1-acc=92.54%, top5-acc=99.74% (epoch=148), remaining_time=0:31:23.008505, arrival_time=2021-04-10 03:30:21.071165, cost_time=1:36:42.740459 2021-04-10 02:58:58,063 INFO : Train start, epoch=0152, lr=0.014094 2021-04-10 02:59:00,123 INFO : TRAIN, epoch=0152, iter=00010/00196, fetch data time cost=1.38ms, fps=1243 images/s, loss=0.0388, top1-acc=98.71%, top5-acc=100.00%, remaining_time=0:00:38.302050, arrival_time=2021-04-10 02:59:38.425170, cost_time=0:00:02.059249 2021-04-10 02:59:01,985 INFO : TRAIN, epoch=0152, iter=00020/00196, fetch data time cost=1.44ms, fps=1375 images/s, loss=0.0480, top1-acc=98.36%, top5-acc=100.00%, remaining_time=0:00:34.509728, arrival_time=2021-04-10 02:59:36.495204, cost_time=0:00:03.921566 2021-04-10 02:59:03,835 INFO : TRAIN, epoch=0152, iter=00030/00196, fetch data time cost=1.42ms, fps=1384 images/s, loss=0.0464, top1-acc=98.32%, top5-acc=99.99%, remaining_time=0:00:31.937902, arrival_time=2021-04-10 02:59:35.773680, cost_time=0:00:05.771918 2021-04-10 02:59:05,686 INFO : TRAIN, epoch=0152, iter=00040/00196, fetch data time cost=1.54ms, fps=1384 images/s, loss=0.0447, top1-acc=98.45%, top5-acc=99.99%, remaining_time=0:00:29.728764, arrival_time=2021-04-10 02:59:35.415452, cost_time=0:00:07.622751 2021-04-10 02:59:07,561 INFO : TRAIN, epoch=0152, iter=00050/00196, fetch data time cost=1.63ms, fps=1367 images/s, loss=0.0435, top1-acc=98.59%, top5-acc=99.99%, remaining_time=0:00:27.731532, arrival_time=2021-04-10 02:59:35.292479, cost_time=0:00:09.497098 2021-04-10 02:59:09,421 INFO : TRAIN, epoch=0152, iter=00060/00196, fetch data time cost=1.83ms, fps=1377 images/s, loss=0.0413, top1-acc=98.67%, top5-acc=99.99%, remaining_time=0:00:25.743440, arrival_time=2021-04-10 02:59:35.164672, cost_time=0:00:11.357406 2021-04-10 02:59:11,279 INFO : TRAIN, epoch=0152, iter=00070/00196, fetch data time cost=1.42ms, fps=1378 images/s, loss=0.0417, top1-acc=98.66%, top5-acc=99.99%, remaining_time=0:00:23.787540, arrival_time=2021-04-10 02:59:35.066694, cost_time=0:00:13.215329 2021-04-10 02:59:13,133 INFO : TRAIN, epoch=0152, iter=00080/00196, fetch data time cost=1.54ms, fps=1381 images/s, loss=0.0409, top1-acc=98.68%, top5-acc=100.00%, remaining_time=0:00:21.850572, arrival_time=2021-04-10 02:59:34.983775, cost_time=0:00:15.069339 2021-04-10 02:59:14,992 INFO : TRAIN, epoch=0152, iter=00090/00196, fetch data time cost=1.43ms, fps=1378 images/s, loss=0.0404, top1-acc=98.66%, top5-acc=100.00%, remaining_time=0:00:19.937752, arrival_time=2021-04-10 02:59:34.929846, cost_time=0:00:16.928243 2021-04-10 02:59:16,845 INFO : TRAIN, epoch=0152, iter=00100/00196, fetch data time cost=1.61ms, fps=1381 images/s, loss=0.0398, top1-acc=98.70%, top5-acc=100.00%, remaining_time=0:00:18.030720, arrival_time=2021-04-10 02:59:34.876600, cost_time=0:00:18.782017 2021-04-10 02:59:18,694 INFO : TRAIN, epoch=0152, iter=00110/00196, fetch data time cost=1.49ms, fps=1386 images/s, loss=0.0397, top1-acc=98.69%, top5-acc=100.00%, remaining_time=0:00:16.129128, arrival_time=2021-04-10 02:59:34.823298, cost_time=0:00:20.630311 2021-04-10 02:59:20,536 INFO : TRAIN, epoch=0152, iter=00120/00196, fetch data time cost=1.44ms, fps=1390 images/s, loss=0.0395, top1-acc=98.69%, top5-acc=100.00%, remaining_time=0:00:14.232520, arrival_time=2021-04-10 02:59:34.768785, cost_time=0:00:22.472352 2021-04-10 02:59:22,432 INFO : TRAIN, epoch=0152, iter=00130/00196, fetch data time cost=1.88ms, fps=1351 images/s, loss=0.0385, top1-acc=98.74%, top5-acc=100.00%, remaining_time=0:00:12.371700, arrival_time=2021-04-10 02:59:34.804082, cost_time=0:00:24.368552 2021-04-10 02:59:24,288 INFO : TRAIN, epoch=0152, iter=00140/00196, fetch data time cost=1.44ms, fps=1380 images/s, loss=0.0379, top1-acc=98.76%, top5-acc=100.00%, remaining_time=0:00:10.489864, arrival_time=2021-04-10 02:59:34.778453, cost_time=0:00:26.224697 2021-04-10 02:59:26,142 INFO : TRAIN, epoch=0152, iter=00150/00196, fetch data time cost=1.58ms, fps=1381 images/s, loss=0.0377, top1-acc=98.78%, top5-acc=100.00%, remaining_time=0:00:08.610740, arrival_time=2021-04-10 02:59:34.753063, cost_time=0:00:28.078462 2021-04-10 02:59:28,000 INFO : TRAIN, epoch=0152, iter=00160/00196, fetch data time cost=1.58ms, fps=1378 images/s, loss=0.0378, top1-acc=98.78%, top5-acc=100.00%, remaining_time=0:00:06.735636, arrival_time=2021-04-10 02:59:34.735729, cost_time=0:00:29.936203 2021-04-10 02:59:29,849 INFO : TRAIN, epoch=0152, iter=00170/00196, fetch data time cost=1.46ms, fps=1385 images/s, loss=0.0383, top1-acc=98.76%, top5-acc=100.00%, remaining_time=0:00:04.861350, arrival_time=2021-04-10 02:59:34.711012, cost_time=0:00:31.785776 2021-04-10 02:59:31,693 INFO : TRAIN, epoch=0152, iter=00180/00196, fetch data time cost=1.54ms, fps=1389 images/s, loss=0.0384, top1-acc=98.75%, top5-acc=100.00%, remaining_time=0:00:02.989264, arrival_time=2021-04-10 02:59:34.682322, cost_time=0:00:33.629225 2021-04-10 02:59:33,546 INFO : TRAIN, epoch=0152, iter=00190/00196, fetch data time cost=1.27ms, fps=1382 images/s, loss=0.0383, top1-acc=98.75%, top5-acc=100.00%, remaining_time=0:00:01.120494, arrival_time=2021-04-10 02:59:34.666736, cost_time=0:00:35.482385 2021-04-10 02:59:34,546 INFO : TRAIN, epoch=0152, iter=00196/00196, fetch data time cost=1.61ms, fps=1361 images/s, loss=0.0384, top1-acc=98.74%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-10 02:59:34.546044, cost_time=0:00:36.482271 2021-04-10 02:59:34,991 INFO : EVAL, epoch=0152, iter=00010/00040, fetch data time cost=0.44ms, fps=5767 images/s, loss=0.3501, top1-acc=91.37%, top5-acc=99.73%, remaining_time=0:00:01.331730, arrival_time=2021-04-10 02:59:36.323342, cost_time=0:00:00.443910 2021-04-10 02:59:35,355 INFO : EVAL, epoch=0152, iter=00020/00040, fetch data time cost=1.51ms, fps=7051 images/s, loss=0.3555, top1-acc=91.02%, top5-acc=99.75%, remaining_time=0:00:00.807480, arrival_time=2021-04-10 02:59:36.162654, cost_time=0:00:00.807483 2021-04-10 02:59:35,715 INFO : EVAL, epoch=0152, iter=00030/00040, fetch data time cost=1.50ms, fps=7111 images/s, loss=0.3460, top1-acc=91.43%, top5-acc=99.74%, remaining_time=0:00:00.389340, arrival_time=2021-04-10 02:59:36.105022, cost_time=0:00:01.168033 2021-04-10 02:59:36,057 INFO : EVAL, epoch=0152, iter=00040/00040, fetch data time cost=0.09ms, fps=6800 images/s, loss=0.3539, top1-acc=91.06%, top5-acc=99.74%, remaining_time=0:00:00, arrival_time=2021-04-10 02:59:36.057270, cost_time=0:00:01.509604 2021-04-10 02:59:36,183 INFO : Epoch=0152 complete, best val top1-acc=92.54%, top5-acc=99.74% (epoch=148), remaining_time=0:30:44.482416, arrival_time=2021-04-10 03:30:20.665712, cost_time=1:37:20.861046 2021-04-10 02:59:36,185 INFO : Train start, epoch=0153, lr=0.013552 2021-04-10 02:59:38,299 INFO : TRAIN, epoch=0153, iter=00010/00196, fetch data time cost=1.52ms, fps=1211 images/s, loss=0.0413, top1-acc=98.63%, top5-acc=99.96%, remaining_time=0:00:39.327654, arrival_time=2021-04-10 03:00:17.627360, cost_time=0:00:02.114390 2021-04-10 02:59:40,164 INFO : TRAIN, epoch=0153, iter=00020/00196, fetch data time cost=1.96ms, fps=1374 images/s, loss=0.0413, top1-acc=98.61%, top5-acc=99.98%, remaining_time=0:00:35.012560, arrival_time=2021-04-10 03:00:15.176611, cost_time=0:00:03.978707 2021-04-10 02:59:42,015 INFO : TRAIN, epoch=0153, iter=00030/00196, fetch data time cost=1.62ms, fps=1384 images/s, loss=0.0386, top1-acc=98.66%, top5-acc=99.99%, remaining_time=0:00:32.257618, arrival_time=2021-04-10 03:00:14.272573, cost_time=0:00:05.829690 2021-04-10 02:59:43,858 INFO : TRAIN, epoch=0153, iter=00040/00196, fetch data time cost=1.60ms, fps=1389 images/s, loss=0.0385, top1-acc=98.67%, top5-acc=99.99%, remaining_time=0:00:29.924700, arrival_time=2021-04-10 03:00:13.782932, cost_time=0:00:07.672986 2021-04-10 02:59:45,710 INFO : TRAIN, epoch=0153, iter=00050/00196, fetch data time cost=2.53ms, fps=1383 images/s, loss=0.0375, top1-acc=98.73%, top5-acc=99.99%, remaining_time=0:00:27.813000, arrival_time=2021-04-10 03:00:13.523297, cost_time=0:00:09.524975 2021-04-10 02:59:47,557 INFO : TRAIN, epoch=0153, iter=00060/00196, fetch data time cost=1.52ms, fps=1387 images/s, loss=0.0375, top1-acc=98.76%, top5-acc=99.99%, remaining_time=0:00:25.776080, arrival_time=2021-04-10 03:00:13.333257, cost_time=0:00:11.371819 2021-04-10 02:59:49,405 INFO : TRAIN, epoch=0153, iter=00070/00196, fetch data time cost=1.39ms, fps=1386 images/s, loss=0.0368, top1-acc=98.76%, top5-acc=99.99%, remaining_time=0:00:23.795982, arrival_time=2021-04-10 03:00:13.201284, cost_time=0:00:13.220022 2021-04-10 02:59:51,251 INFO : TRAIN, epoch=0153, iter=00080/00196, fetch data time cost=1.39ms, fps=1387 images/s, loss=0.0365, top1-acc=98.77%, top5-acc=100.00%, remaining_time=0:00:21.845236, arrival_time=2021-04-10 03:00:13.096215, cost_time=0:00:15.065716 2021-04-10 02:59:53,099 INFO : TRAIN, epoch=0153, iter=00090/00196, fetch data time cost=1.44ms, fps=1385 images/s, loss=0.0354, top1-acc=98.81%, top5-acc=100.00%, remaining_time=0:00:19.921216, arrival_time=2021-04-10 03:00:13.020810, cost_time=0:00:16.914248 2021-04-10 02:59:54,948 INFO : TRAIN, epoch=0153, iter=00100/00196, fetch data time cost=1.42ms, fps=1385 images/s, loss=0.0353, top1-acc=98.79%, top5-acc=100.00%, remaining_time=0:00:18.012192, arrival_time=2021-04-10 03:00:12.960209, cost_time=0:00:18.762744 2021-04-10 02:59:56,800 INFO : TRAIN, epoch=0153, iter=00110/00196, fetch data time cost=1.86ms, fps=1383 images/s, loss=0.0354, top1-acc=98.81%, top5-acc=100.00%, remaining_time=0:00:16.117002, arrival_time=2021-04-10 03:00:12.916981, cost_time=0:00:20.614721 2021-04-10 02:59:58,660 INFO : TRAIN, epoch=0153, iter=00120/00196, fetch data time cost=1.76ms, fps=1376 images/s, loss=0.0358, top1-acc=98.78%, top5-acc=100.00%, remaining_time=0:00:14.234344, arrival_time=2021-04-10 03:00:12.895109, cost_time=0:00:22.475338 2021-04-10 03:00:00,518 INFO : TRAIN, epoch=0153, iter=00130/00196, fetch data time cost=1.37ms, fps=1378 images/s, loss=0.0357, top1-acc=98.79%, top5-acc=100.00%, remaining_time=0:00:12.353880, arrival_time=2021-04-10 03:00:12.872512, cost_time=0:00:24.333342 2021-04-10 03:00:02,369 INFO : TRAIN, epoch=0153, iter=00140/00196, fetch data time cost=1.52ms, fps=1383 images/s, loss=0.0360, top1-acc=98.79%, top5-acc=100.00%, remaining_time=0:00:10.473736, arrival_time=2021-04-10 03:00:12.843305, cost_time=0:00:26.184297 2021-04-10 03:00:04,224 INFO : TRAIN, epoch=0153, iter=00150/00196, fetch data time cost=1.86ms, fps=1381 images/s, loss=0.0360, top1-acc=98.80%, top5-acc=100.00%, remaining_time=0:00:08.598596, arrival_time=2021-04-10 03:00:12.822837, cost_time=0:00:28.038912 2021-04-10 03:00:06,078 INFO : TRAIN, epoch=0153, iter=00160/00196, fetch data time cost=1.39ms, fps=1381 images/s, loss=0.0362, top1-acc=98.79%, top5-acc=100.00%, remaining_time=0:00:06.726024, arrival_time=2021-04-10 03:00:12.804788, cost_time=0:00:29.893396 2021-04-10 03:00:07,965 INFO : TRAIN, epoch=0153, iter=00170/00196, fetch data time cost=1.48ms, fps=1357 images/s, loss=0.0362, top1-acc=98.80%, top5-acc=100.00%, remaining_time=0:00:04.860544, arrival_time=2021-04-10 03:00:12.826293, cost_time=0:00:31.780478 2021-04-10 03:00:09,815 INFO : TRAIN, epoch=0153, iter=00180/00196, fetch data time cost=1.40ms, fps=1384 images/s, loss=0.0364, top1-acc=98.79%, top5-acc=100.00%, remaining_time=0:00:02.989376, arrival_time=2021-04-10 03:00:12.805162, cost_time=0:00:33.630463 2021-04-10 03:00:11,674 INFO : TRAIN, epoch=0153, iter=00190/00196, fetch data time cost=1.64ms, fps=1377 images/s, loss=0.0365, top1-acc=98.79%, top5-acc=100.00%, remaining_time=0:00:01.120722, arrival_time=2021-04-10 03:00:12.795505, cost_time=0:00:35.489514 2021-04-10 03:00:12,679 INFO : TRAIN, epoch=0153, iter=00196/00196, fetch data time cost=1.50ms, fps=1355 images/s, loss=0.0363, top1-acc=98.79%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-10 03:00:12.679233, cost_time=0:00:36.493886 2021-04-10 03:00:13,130 INFO : EVAL, epoch=0153, iter=00010/00040, fetch data time cost=2.18ms, fps=5699 images/s, loss=0.2475, top1-acc=93.71%, top5-acc=99.73%, remaining_time=0:00:01.347480, arrival_time=2021-04-10 03:00:14.477682, cost_time=0:00:00.449164 2021-04-10 03:00:13,487 INFO : EVAL, epoch=0153, iter=00020/00040, fetch data time cost=1.48ms, fps=7182 images/s, loss=0.2939, top1-acc=92.75%, top5-acc=99.80%, remaining_time=0:00:00.806080, arrival_time=2021-04-10 03:00:14.293218, cost_time=0:00:00.806087 2021-04-10 03:00:13,848 INFO : EVAL, epoch=0153, iter=00030/00040, fetch data time cost=1.65ms, fps=7099 images/s, loss=0.3068, top1-acc=92.41%, top5-acc=99.74%, remaining_time=0:00:00.389110, arrival_time=2021-04-10 03:00:14.237430, cost_time=0:00:01.167337 2021-04-10 03:00:14,189 INFO : EVAL, epoch=0153, iter=00040/00040, fetch data time cost=0.06ms, fps=6857 images/s, loss=0.3172, top1-acc=92.21%, top5-acc=99.73%, remaining_time=0:00:00, arrival_time=2021-04-10 03:00:14.189088, cost_time=0:00:01.508144 2021-04-10 03:00:14,311 INFO : Epoch=0153 complete, best val top1-acc=92.54%, top5-acc=99.74% (epoch=148), remaining_time=0:30:05.963861, arrival_time=2021-04-10 03:30:20.274837, cost_time=1:37:58.988763 2021-04-10 03:00:14,312 INFO : Train start, epoch=0154, lr=0.013018 2021-04-10 03:00:16,371 INFO : TRAIN, epoch=0154, iter=00010/00196, fetch data time cost=1.40ms, fps=1244 images/s, loss=0.0341, top1-acc=98.79%, top5-acc=100.00%, remaining_time=0:00:38.289960, arrival_time=2021-04-10 03:00:54.660886, cost_time=0:00:02.058602 2021-04-10 03:00:18,253 INFO : TRAIN, epoch=0154, iter=00020/00196, fetch data time cost=1.97ms, fps=1361 images/s, loss=0.0325, top1-acc=98.85%, top5-acc=100.00%, remaining_time=0:00:34.677104, arrival_time=2021-04-10 03:00:52.930022, cost_time=0:00:03.940588 2021-04-10 03:00:20,106 INFO : TRAIN, epoch=0154, iter=00030/00196, fetch data time cost=1.63ms, fps=1382 images/s, loss=0.0305, top1-acc=98.95%, top5-acc=100.00%, remaining_time=0:00:32.059082, arrival_time=2021-04-10 03:00:52.165175, cost_time=0:00:05.793806 2021-04-10 03:00:21,951 INFO : TRAIN, epoch=0154, iter=00040/00196, fetch data time cost=1.71ms, fps=1388 images/s, loss=0.0303, top1-acc=98.96%, top5-acc=100.00%, remaining_time=0:00:29.793504, arrival_time=2021-04-10 03:00:51.745094, cost_time=0:00:07.639375 2021-04-10 03:00:23,808 INFO : TRAIN, epoch=0154, iter=00050/00196, fetch data time cost=1.63ms, fps=1379 images/s, loss=0.0294, top1-acc=99.00%, top5-acc=100.00%, remaining_time=0:00:27.729050, arrival_time=2021-04-10 03:00:51.537510, cost_time=0:00:09.496269 2021-04-10 03:00:25,661 INFO : TRAIN, epoch=0154, iter=00060/00196, fetch data time cost=1.52ms, fps=1382 images/s, loss=0.0303, top1-acc=98.99%, top5-acc=100.00%, remaining_time=0:00:25.725488, arrival_time=2021-04-10 03:00:51.387212, cost_time=0:00:11.349481 2021-04-10 03:00:27,513 INFO : TRAIN, epoch=0154, iter=00070/00196, fetch data time cost=1.43ms, fps=1383 images/s, loss=0.0310, top1-acc=98.96%, top5-acc=100.00%, remaining_time=0:00:23.761332, arrival_time=2021-04-10 03:00:51.274287, cost_time=0:00:13.200733 2021-04-10 03:00:29,371 INFO : TRAIN, epoch=0154, iter=00080/00196, fetch data time cost=1.49ms, fps=1378 images/s, loss=0.0314, top1-acc=98.94%, top5-acc=100.00%, remaining_time=0:00:21.835608, arrival_time=2021-04-10 03:00:51.206871, cost_time=0:00:15.059072 2021-04-10 03:00:31,223 INFO : TRAIN, epoch=0154, iter=00090/00196, fetch data time cost=1.46ms, fps=1382 images/s, loss=0.0308, top1-acc=98.97%, top5-acc=100.00%, remaining_time=0:00:19.918036, arrival_time=2021-04-10 03:00:51.141797, cost_time=0:00:16.911539 2021-04-10 03:00:33,074 INFO : TRAIN, epoch=0154, iter=00100/00196, fetch data time cost=1.41ms, fps=1384 images/s, loss=0.0301, top1-acc=99.01%, top5-acc=100.00%, remaining_time=0:00:18.011808, arrival_time=2021-04-10 03:00:51.086320, cost_time=0:00:18.762330 2021-04-10 03:00:34,929 INFO : TRAIN, epoch=0154, iter=00110/00196, fetch data time cost=1.91ms, fps=1381 images/s, loss=0.0300, top1-acc=99.02%, top5-acc=100.00%, remaining_time=0:00:16.118808, arrival_time=2021-04-10 03:00:51.048276, cost_time=0:00:20.617033 2021-04-10 03:00:36,864 INFO : TRAIN, epoch=0154, iter=00120/00196, fetch data time cost=1.58ms, fps=1323 images/s, loss=0.0301, top1-acc=99.02%, top5-acc=100.00%, remaining_time=0:00:14.283364, arrival_time=2021-04-10 03:00:51.148205, cost_time=0:00:22.552646 2021-04-10 03:00:38,728 INFO : TRAIN, epoch=0154, iter=00130/00196, fetch data time cost=1.81ms, fps=1374 images/s, loss=0.0297, top1-acc=99.02%, top5-acc=100.00%, remaining_time=0:00:12.395856, arrival_time=2021-04-10 03:00:51.124148, cost_time=0:00:24.416027 2021-04-10 03:00:40,591 INFO : TRAIN, epoch=0154, iter=00140/00196, fetch data time cost=2.00ms, fps=1374 images/s, loss=0.0294, top1-acc=99.03%, top5-acc=100.00%, remaining_time=0:00:10.511760, arrival_time=2021-04-10 03:00:51.103427, cost_time=0:00:26.279378 2021-04-10 03:00:42,440 INFO : TRAIN, epoch=0154, iter=00150/00196, fetch data time cost=1.54ms, fps=1386 images/s, loss=0.0297, top1-acc=99.02%, top5-acc=100.00%, remaining_time=0:00:08.625782, arrival_time=2021-04-10 03:00:51.065697, cost_time=0:00:28.127570 2021-04-10 03:00:44,287 INFO : TRAIN, epoch=0154, iter=00160/00196, fetch data time cost=1.41ms, fps=1386 images/s, loss=0.0302, top1-acc=99.01%, top5-acc=100.00%, remaining_time=0:00:06.744492, arrival_time=2021-04-10 03:00:51.032290, cost_time=0:00:29.975525 2021-04-10 03:00:46,133 INFO : TRAIN, epoch=0154, iter=00170/00196, fetch data time cost=1.33ms, fps=1388 images/s, loss=0.0303, top1-acc=99.01%, top5-acc=100.00%, remaining_time=0:00:04.866732, arrival_time=2021-04-10 03:00:50.999827, cost_time=0:00:31.820931 2021-04-10 03:00:47,994 INFO : TRAIN, epoch=0154, iter=00180/00196, fetch data time cost=1.77ms, fps=1376 images/s, loss=0.0307, top1-acc=99.01%, top5-acc=100.00%, remaining_time=0:00:02.993968, arrival_time=2021-04-10 03:00:50.988426, cost_time=0:00:33.682228 2021-04-10 03:00:49,837 INFO : TRAIN, epoch=0154, iter=00190/00196, fetch data time cost=1.60ms, fps=1389 images/s, loss=0.0307, top1-acc=99.01%, top5-acc=100.00%, remaining_time=0:00:01.121856, arrival_time=2021-04-10 03:00:50.959586, cost_time=0:00:35.525514 2021-04-10 03:00:50,838 INFO : TRAIN, epoch=0154, iter=00196/00196, fetch data time cost=1.26ms, fps=1360 images/s, loss=0.0307, top1-acc=99.02%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-10 03:00:50.838226, cost_time=0:00:36.526050 2021-04-10 03:00:51,296 INFO : EVAL, epoch=0154, iter=00010/00040, fetch data time cost=0.41ms, fps=5611 images/s, loss=0.2847, top1-acc=93.20%, top5-acc=99.77%, remaining_time=0:00:01.368780, arrival_time=2021-04-10 03:00:52.665069, cost_time=0:00:00.456264 2021-04-10 03:00:51,651 INFO : EVAL, epoch=0154, iter=00020/00040, fetch data time cost=1.50ms, fps=7221 images/s, loss=0.2797, top1-acc=93.03%, top5-acc=99.75%, remaining_time=0:00:00.811140, arrival_time=2021-04-10 03:00:52.462316, cost_time=0:00:00.811144 2021-04-10 03:00:52,011 INFO : EVAL, epoch=0154, iter=00030/00040, fetch data time cost=1.51ms, fps=7106 images/s, loss=0.3006, top1-acc=92.60%, top5-acc=99.77%, remaining_time=0:00:00.390590, arrival_time=2021-04-10 03:00:52.402382, cost_time=0:00:01.171762 2021-04-10 03:00:52,348 INFO : EVAL, epoch=0154, iter=00040/00040, fetch data time cost=0.07ms, fps=6904 images/s, loss=0.3020, top1-acc=92.76%, top5-acc=99.76%, remaining_time=0:00:00, arrival_time=2021-04-10 03:00:52.348156, cost_time=0:00:01.508157 2021-04-10 03:00:52,557 INFO : Epoch=0154 complete, best val top1-acc=92.76%, top5-acc=99.76% (epoch=154), remaining_time=0:29:27.485876, arrival_time=2021-04-10 03:30:20.043362, cost_time=1:38:37.235273 2021-04-10 03:00:52,558 INFO : Train start, epoch=0155, lr=0.012494 2021-04-10 03:00:54,637 INFO : TRAIN, epoch=0155, iter=00010/00196, fetch data time cost=1.52ms, fps=1232 images/s, loss=0.0284, top1-acc=99.18%, top5-acc=100.00%, remaining_time=0:00:38.653776, arrival_time=2021-04-10 03:01:33.290713, cost_time=0:00:02.078158 2021-04-10 03:00:56,491 INFO : TRAIN, epoch=0155, iter=00020/00196, fetch data time cost=1.57ms, fps=1381 images/s, loss=0.0298, top1-acc=99.00%, top5-acc=100.00%, remaining_time=0:00:34.606704, arrival_time=2021-04-10 03:01:31.097935, cost_time=0:00:03.932572 2021-04-10 03:00:58,344 INFO : TRAIN, epoch=0155, iter=00030/00196, fetch data time cost=1.44ms, fps=1381 images/s, loss=0.0302, top1-acc=99.00%, top5-acc=100.00%, remaining_time=0:00:32.016918, arrival_time=2021-04-10 03:01:30.361808, cost_time=0:00:05.786179 2021-04-10 03:01:00,201 INFO : TRAIN, epoch=0155, iter=00040/00196, fetch data time cost=2.79ms, fps=1379 images/s, loss=0.0307, top1-acc=98.99%, top5-acc=100.00%, remaining_time=0:00:29.805672, arrival_time=2021-04-10 03:01:30.006847, cost_time=0:00:07.642481 2021-04-10 03:01:02,045 INFO : TRAIN, epoch=0155, iter=00050/00196, fetch data time cost=1.44ms, fps=1388 images/s, loss=0.0299, top1-acc=99.05%, top5-acc=100.00%, remaining_time=0:00:27.701894, arrival_time=2021-04-10 03:01:29.747499, cost_time=0:00:09.486954 2021-04-10 03:01:03,902 INFO : TRAIN, epoch=0155, iter=00060/00196, fetch data time cost=1.67ms, fps=1379 images/s, loss=0.0303, top1-acc=99.00%, top5-acc=100.00%, remaining_time=0:00:25.712024, arrival_time=2021-04-10 03:01:29.614362, cost_time=0:00:11.343522 2021-04-10 03:01:05,754 INFO : TRAIN, epoch=0155, iter=00070/00196, fetch data time cost=1.40ms, fps=1383 images/s, loss=0.0297, top1-acc=99.02%, top5-acc=100.00%, remaining_time=0:00:23.752890, arrival_time=2021-04-10 03:01:29.507601, cost_time=0:00:13.196045 2021-04-10 03:01:07,604 INFO : TRAIN, epoch=0155, iter=00080/00196, fetch data time cost=1.75ms, fps=1384 images/s, loss=0.0298, top1-acc=99.03%, top5-acc=100.00%, remaining_time=0:00:21.816352, arrival_time=2021-04-10 03:01:29.420789, cost_time=0:00:15.045774 2021-04-10 03:01:09,450 INFO : TRAIN, epoch=0155, iter=00090/00196, fetch data time cost=1.48ms, fps=1387 images/s, loss=0.0286, top1-acc=99.10%, top5-acc=100.00%, remaining_time=0:00:19.894610, arrival_time=2021-04-10 03:01:29.344994, cost_time=0:00:16.891669 2021-04-10 03:01:11,295 INFO : TRAIN, epoch=0155, iter=00100/00196, fetch data time cost=1.45ms, fps=1388 images/s, loss=0.0282, top1-acc=99.10%, top5-acc=100.00%, remaining_time=0:00:17.987328, arrival_time=2021-04-10 03:01:29.282770, cost_time=0:00:18.736766 2021-04-10 03:01:13,148 INFO : TRAIN, epoch=0155, iter=00110/00196, fetch data time cost=1.59ms, fps=1382 images/s, loss=0.0282, top1-acc=99.11%, top5-acc=100.00%, remaining_time=0:00:16.097394, arrival_time=2021-04-10 03:01:29.245797, cost_time=0:00:20.589704 2021-04-10 03:01:15,003 INFO : TRAIN, epoch=0155, iter=00120/00196, fetch data time cost=1.92ms, fps=1380 images/s, loss=0.0283, top1-acc=99.11%, top5-acc=100.00%, remaining_time=0:00:14.214964, arrival_time=2021-04-10 03:01:29.218349, cost_time=0:00:22.444721 2021-04-10 03:01:16,852 INFO : TRAIN, epoch=0155, iter=00130/00196, fetch data time cost=1.52ms, fps=1385 images/s, loss=0.0281, top1-acc=99.12%, top5-acc=100.00%, remaining_time=0:00:12.333816, arrival_time=2021-04-10 03:01:29.186398, cost_time=0:00:24.293847 2021-04-10 03:01:18,693 INFO : TRAIN, epoch=0155, iter=00140/00196, fetch data time cost=1.39ms, fps=1391 images/s, loss=0.0281, top1-acc=99.11%, top5-acc=100.00%, remaining_time=0:00:10.453688, arrival_time=2021-04-10 03:01:29.146664, cost_time=0:00:26.134223 2021-04-10 03:01:20,552 INFO : TRAIN, epoch=0155, iter=00150/00196, fetch data time cost=1.59ms, fps=1377 images/s, loss=0.0288, top1-acc=99.08%, top5-acc=100.00%, remaining_time=0:00:08.584704, arrival_time=2021-04-10 03:01:29.136942, cost_time=0:00:27.993574 2021-04-10 03:01:22,399 INFO : TRAIN, epoch=0155, iter=00160/00196, fetch data time cost=2.20ms, fps=1386 images/s, loss=0.0295, top1-acc=99.05%, top5-acc=100.00%, remaining_time=0:00:06.714288, arrival_time=2021-04-10 03:01:29.114162, cost_time=0:00:29.841217 2021-04-10 03:01:24,251 INFO : TRAIN, epoch=0155, iter=00170/00196, fetch data time cost=1.51ms, fps=1383 images/s, loss=0.0297, top1-acc=99.02%, top5-acc=100.00%, remaining_time=0:00:04.847102, arrival_time=2021-04-10 03:01:29.098366, cost_time=0:00:31.692541 2021-04-10 03:01:26,111 INFO : TRAIN, epoch=0155, iter=00180/00196, fetch data time cost=1.68ms, fps=1377 images/s, loss=0.0302, top1-acc=99.00%, top5-acc=100.00%, remaining_time=0:00:02.982448, arrival_time=2021-04-10 03:01:29.093797, cost_time=0:00:33.552560 2021-04-10 03:01:27,962 INFO : TRAIN, epoch=0155, iter=00190/00196, fetch data time cost=1.81ms, fps=1384 images/s, loss=0.0305, top1-acc=98.98%, top5-acc=100.00%, remaining_time=0:00:01.118004, arrival_time=2021-04-10 03:01:29.080139, cost_time=0:00:35.403400 2021-04-10 03:01:28,955 INFO : TRAIN, epoch=0155, iter=00196/00196, fetch data time cost=1.25ms, fps=1370 images/s, loss=0.0304, top1-acc=98.99%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-10 03:01:28.955484, cost_time=0:00:36.396824 2021-04-10 03:01:29,399 INFO : EVAL, epoch=0155, iter=00010/00040, fetch data time cost=1.73ms, fps=5796 images/s, loss=0.3152, top1-acc=91.99%, top5-acc=99.65%, remaining_time=0:00:01.325100, arrival_time=2021-04-10 03:01:30.724088, cost_time=0:00:00.441695 2021-04-10 03:01:29,756 INFO : EVAL, epoch=0155, iter=00020/00040, fetch data time cost=1.50ms, fps=7176 images/s, loss=0.3326, top1-acc=91.58%, top5-acc=99.69%, remaining_time=0:00:00.799020, arrival_time=2021-04-10 03:01:30.555263, cost_time=0:00:00.799025 2021-04-10 03:01:30,115 INFO : EVAL, epoch=0155, iter=00030/00040, fetch data time cost=1.47ms, fps=7136 images/s, loss=0.3272, top1-acc=91.69%, top5-acc=99.75%, remaining_time=0:00:00.386050, arrival_time=2021-04-10 03:01:30.501430, cost_time=0:00:01.158152 2021-04-10 03:01:30,451 INFO : EVAL, epoch=0155, iter=00040/00040, fetch data time cost=0.08ms, fps=6912 images/s, loss=0.3190, top1-acc=91.74%, top5-acc=99.72%, remaining_time=0:00:00, arrival_time=2021-04-10 03:01:30.451386, cost_time=0:00:01.494198 2021-04-10 03:01:30,615 INFO : Epoch=0155 complete, best val top1-acc=92.76%, top5-acc=99.76% (epoch=154), remaining_time=0:28:48.956205, arrival_time=2021-04-10 03:30:19.571944, cost_time=1:39:15.293525 2021-04-10 03:01:30,616 INFO : Train start, epoch=0156, lr=0.011980 2021-04-10 03:01:32,659 INFO : TRAIN, epoch=0156, iter=00010/00196, fetch data time cost=1.47ms, fps=1253 images/s, loss=0.0294, top1-acc=99.22%, top5-acc=100.00%, remaining_time=0:00:37.993848, arrival_time=2021-04-10 03:02:10.653623, cost_time=0:00:02.042677 2021-04-10 03:01:34,536 INFO : TRAIN, epoch=0156, iter=00020/00196, fetch data time cost=1.96ms, fps=1365 images/s, loss=0.0343, top1-acc=99.04%, top5-acc=100.00%, remaining_time=0:00:34.489840, arrival_time=2021-04-10 03:02:09.026170, cost_time=0:00:03.919295 2021-04-10 03:01:36,395 INFO : TRAIN, epoch=0156, iter=00030/00196, fetch data time cost=2.20ms, fps=1377 images/s, loss=0.0332, top1-acc=99.02%, top5-acc=100.00%, remaining_time=0:00:31.974422, arrival_time=2021-04-10 03:02:08.369951, cost_time=0:00:05.778510 2021-04-10 03:01:38,261 INFO : TRAIN, epoch=0156, iter=00040/00196, fetch data time cost=1.41ms, fps=1373 images/s, loss=0.0336, top1-acc=99.00%, top5-acc=100.00%, remaining_time=0:00:29.811912, arrival_time=2021-04-10 03:02:08.073055, cost_time=0:00:07.644097 2021-04-10 03:01:40,116 INFO : TRAIN, epoch=0156, iter=00050/00196, fetch data time cost=1.77ms, fps=1380 images/s, loss=0.0354, top1-acc=98.91%, top5-acc=100.00%, remaining_time=0:00:27.738978, arrival_time=2021-04-10 03:02:07.855678, cost_time=0:00:09.499655 2021-04-10 03:01:41,977 INFO : TRAIN, epoch=0156, iter=00060/00196, fetch data time cost=1.43ms, fps=1376 images/s, loss=0.0352, top1-acc=98.91%, top5-acc=100.00%, remaining_time=0:00:25.750376, arrival_time=2021-04-10 03:02:07.727815, cost_time=0:00:11.360466 2021-04-10 03:01:43,824 INFO : TRAIN, epoch=0156, iter=00070/00196, fetch data time cost=1.43ms, fps=1387 images/s, loss=0.0351, top1-acc=98.92%, top5-acc=100.00%, remaining_time=0:00:23.772924, arrival_time=2021-04-10 03:02:07.597117, cost_time=0:00:13.207188 2021-04-10 03:01:45,674 INFO : TRAIN, epoch=0156, iter=00080/00196, fetch data time cost=1.83ms, fps=1384 images/s, loss=0.0328, top1-acc=98.98%, top5-acc=100.00%, remaining_time=0:00:21.833520, arrival_time=2021-04-10 03:02:07.508075, cost_time=0:00:15.057576 2021-04-10 03:01:47,521 INFO : TRAIN, epoch=0156, iter=00090/00196, fetch data time cost=1.60ms, fps=1386 images/s, loss=0.0326, top1-acc=98.99%, top5-acc=100.00%, remaining_time=0:00:19.909980, arrival_time=2021-04-10 03:02:07.431659, cost_time=0:00:16.904735 2021-04-10 03:01:49,379 INFO : TRAIN, epoch=0156, iter=00100/00196, fetch data time cost=1.49ms, fps=1378 images/s, loss=0.0315, top1-acc=99.04%, top5-acc=100.00%, remaining_time=0:00:18.012000, arrival_time=2021-04-10 03:02:07.391501, cost_time=0:00:18.762461 2021-04-10 03:01:51,250 INFO : TRAIN, epoch=0156, iter=00110/00196, fetch data time cost=2.63ms, fps=1369 images/s, loss=0.0303, top1-acc=99.08%, top5-acc=100.00%, remaining_time=0:00:16.131450, arrival_time=2021-04-10 03:02:07.381825, cost_time=0:00:20.633300 2021-04-10 03:01:53,104 INFO : TRAIN, epoch=0156, iter=00120/00196, fetch data time cost=1.92ms, fps=1381 images/s, loss=0.0298, top1-acc=99.10%, top5-acc=100.00%, remaining_time=0:00:14.241868, arrival_time=2021-04-10 03:02:07.346076, cost_time=0:00:22.487141 2021-04-10 03:01:54,955 INFO : TRAIN, epoch=0156, iter=00130/00196, fetch data time cost=2.04ms, fps=1383 images/s, loss=0.0291, top1-acc=99.12%, top5-acc=100.00%, remaining_time=0:00:12.356388, arrival_time=2021-04-10 03:02:07.311730, cost_time=0:00:24.338301 2021-04-10 03:01:56,821 INFO : TRAIN, epoch=0156, iter=00140/00196, fetch data time cost=2.19ms, fps=1373 images/s, loss=0.0288, top1-acc=99.13%, top5-acc=100.00%, remaining_time=0:00:10.481632, arrival_time=2021-04-10 03:02:07.302792, cost_time=0:00:26.204131 2021-04-10 03:01:58,668 INFO : TRAIN, epoch=0156, iter=00150/00196, fetch data time cost=1.35ms, fps=1386 images/s, loss=0.0285, top1-acc=99.14%, top5-acc=100.00%, remaining_time=0:00:08.602414, arrival_time=2021-04-10 03:02:07.270786, cost_time=0:00:28.051322 2021-04-10 03:02:00,521 INFO : TRAIN, epoch=0156, iter=00160/00196, fetch data time cost=1.33ms, fps=1382 images/s, loss=0.0279, top1-acc=99.15%, top5-acc=100.00%, remaining_time=0:00:06.728544, arrival_time=2021-04-10 03:02:07.250080, cost_time=0:00:29.904575 2021-04-10 03:02:02,392 INFO : TRAIN, epoch=0156, iter=00170/00196, fetch data time cost=2.10ms, fps=1368 images/s, loss=0.0276, top1-acc=99.15%, top5-acc=100.00%, remaining_time=0:00:04.859816, arrival_time=2021-04-10 03:02:07.252536, cost_time=0:00:31.775679 2021-04-10 03:02:04,252 INFO : TRAIN, epoch=0156, iter=00180/00196, fetch data time cost=2.04ms, fps=1377 images/s, loss=0.0279, top1-acc=99.12%, top5-acc=100.00%, remaining_time=0:00:02.989808, arrival_time=2021-04-10 03:02:07.242277, cost_time=0:00:33.635407 2021-04-10 03:02:06,106 INFO : TRAIN, epoch=0156, iter=00190/00196, fetch data time cost=1.94ms, fps=1381 images/s, loss=0.0283, top1-acc=99.10%, top5-acc=100.00%, remaining_time=0:00:01.120728, arrival_time=2021-04-10 03:02:07.227386, cost_time=0:00:35.489711 2021-04-10 03:02:07,115 INFO : TRAIN, epoch=0156, iter=00196/00196, fetch data time cost=2.17ms, fps=1349 images/s, loss=0.0287, top1-acc=99.09%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-10 03:02:07.115168, cost_time=0:00:36.498237 2021-04-10 03:02:07,578 INFO : EVAL, epoch=0156, iter=00010/00040, fetch data time cost=4.56ms, fps=5553 images/s, loss=0.3342, top1-acc=92.15%, top5-acc=99.69%, remaining_time=0:00:01.383000, arrival_time=2021-04-10 03:02:08.960972, cost_time=0:00:00.460996 2021-04-10 03:02:07,940 INFO : EVAL, epoch=0156, iter=00020/00040, fetch data time cost=1.81ms, fps=7068 images/s, loss=0.3274, top1-acc=91.91%, top5-acc=99.73%, remaining_time=0:00:00.823940, arrival_time=2021-04-10 03:02:08.764770, cost_time=0:00:00.823940 2021-04-10 03:02:08,306 INFO : EVAL, epoch=0156, iter=00030/00040, fetch data time cost=2.02ms, fps=7009 images/s, loss=0.3386, top1-acc=91.69%, top5-acc=99.75%, remaining_time=0:00:00.396570, arrival_time=2021-04-10 03:02:08.703181, cost_time=0:00:01.189698 2021-04-10 03:02:08,653 INFO : EVAL, epoch=0156, iter=00040/00040, fetch data time cost=0.12ms, fps=6695 images/s, loss=0.3299, top1-acc=91.79%, top5-acc=99.71%, remaining_time=0:00:00, arrival_time=2021-04-10 03:02:08.653663, cost_time=0:00:01.536792 2021-04-10 03:02:08,736 INFO : Epoch=0156 complete, best val top1-acc=92.76%, top5-acc=99.76% (epoch=154), remaining_time=0:28:10.450080, arrival_time=2021-04-10 03:30:19.186210, cost_time=1:39:53.413920 2021-04-10 03:02:08,737 INFO : Train start, epoch=0157, lr=0.011474 2021-04-10 03:02:10,805 INFO : TRAIN, epoch=0157, iter=00010/00196, fetch data time cost=1.62ms, fps=1238 images/s, loss=0.0392, top1-acc=98.67%, top5-acc=100.00%, remaining_time=0:00:38.467032, arrival_time=2021-04-10 03:02:49.272458, cost_time=0:00:02.068120 2021-04-10 03:02:12,668 INFO : TRAIN, epoch=0157, iter=00020/00196, fetch data time cost=1.84ms, fps=1375 images/s, loss=0.0407, top1-acc=98.73%, top5-acc=100.00%, remaining_time=0:00:34.587696, arrival_time=2021-04-10 03:02:47.255601, cost_time=0:00:03.930413 2021-04-10 03:02:14,525 INFO : TRAIN, epoch=0157, iter=00030/00196, fetch data time cost=1.37ms, fps=1379 images/s, loss=0.0386, top1-acc=98.76%, top5-acc=100.00%, remaining_time=0:00:32.028870, arrival_time=2021-04-10 03:02:46.554510, cost_time=0:00:05.788340 2021-04-10 03:02:16,372 INFO : TRAIN, epoch=0157, iter=00040/00196, fetch data time cost=1.84ms, fps=1387 images/s, loss=0.0362, top1-acc=98.85%, top5-acc=100.00%, remaining_time=0:00:29.776656, arrival_time=2021-04-10 03:02:46.149017, cost_time=0:00:07.635051 2021-04-10 03:02:18,225 INFO : TRAIN, epoch=0157, iter=00050/00196, fetch data time cost=1.61ms, fps=1382 images/s, loss=0.0339, top1-acc=98.93%, top5-acc=100.00%, remaining_time=0:00:27.705690, arrival_time=2021-04-10 03:02:45.931413, cost_time=0:00:09.488264 2021-04-10 03:02:20,070 INFO : TRAIN, epoch=0157, iter=00060/00196, fetch data time cost=1.46ms, fps=1388 images/s, loss=0.0332, top1-acc=98.96%, top5-acc=100.00%, remaining_time=0:00:25.688632, arrival_time=2021-04-10 03:02:45.759184, cost_time=0:00:11.333205 2021-04-10 03:02:21,923 INFO : TRAIN, epoch=0157, iter=00070/00196, fetch data time cost=1.41ms, fps=1382 images/s, loss=0.0328, top1-acc=98.97%, top5-acc=100.00%, remaining_time=0:00:23.734116, arrival_time=2021-04-10 03:02:45.657069, cost_time=0:00:13.185654 2021-04-10 03:02:23,771 INFO : TRAIN, epoch=0157, iter=00080/00196, fetch data time cost=1.61ms, fps=1386 images/s, loss=0.0317, top1-acc=99.02%, top5-acc=100.00%, remaining_time=0:00:21.798488, arrival_time=2021-04-10 03:02:45.569392, cost_time=0:00:15.033432 2021-04-10 03:02:25,621 INFO : TRAIN, epoch=0157, iter=00090/00196, fetch data time cost=1.36ms, fps=1384 images/s, loss=0.0310, top1-acc=99.03%, top5-acc=100.00%, remaining_time=0:00:19.885812, arrival_time=2021-04-10 03:02:45.507278, cost_time=0:00:16.884153 2021-04-10 03:02:27,489 INFO : TRAIN, epoch=0157, iter=00100/00196, fetch data time cost=1.43ms, fps=1371 images/s, loss=0.0302, top1-acc=99.05%, top5-acc=100.00%, remaining_time=0:00:18.002208, arrival_time=2021-04-10 03:02:45.491797, cost_time=0:00:18.752290 2021-04-10 03:02:29,338 INFO : TRAIN, epoch=0157, iter=00110/00196, fetch data time cost=1.54ms, fps=1385 images/s, loss=0.0297, top1-acc=99.07%, top5-acc=100.00%, remaining_time=0:00:16.106768, arrival_time=2021-04-10 03:02:45.445695, cost_time=0:00:20.601631 2021-04-10 03:02:31,190 INFO : TRAIN, epoch=0157, iter=00120/00196, fetch data time cost=1.94ms, fps=1383 images/s, loss=0.0297, top1-acc=99.06%, top5-acc=100.00%, remaining_time=0:00:14.220284, arrival_time=2021-04-10 03:02:45.410798, cost_time=0:00:22.453132 2021-04-10 03:02:33,043 INFO : TRAIN, epoch=0157, iter=00130/00196, fetch data time cost=1.47ms, fps=1382 images/s, loss=0.0294, top1-acc=99.08%, top5-acc=100.00%, remaining_time=0:00:12.339888, arrival_time=2021-04-10 03:02:45.383129, cost_time=0:00:24.305881 2021-04-10 03:02:34,893 INFO : TRAIN, epoch=0157, iter=00140/00196, fetch data time cost=1.42ms, fps=1384 images/s, loss=0.0290, top1-acc=99.09%, top5-acc=100.00%, remaining_time=0:00:10.462368, arrival_time=2021-04-10 03:02:45.355538, cost_time=0:00:26.155867 2021-04-10 03:02:36,736 INFO : TRAIN, epoch=0157, iter=00150/00196, fetch data time cost=1.47ms, fps=1389 images/s, loss=0.0292, top1-acc=99.09%, top5-acc=100.00%, remaining_time=0:00:08.586314, arrival_time=2021-04-10 03:02:45.322575, cost_time=0:00:27.998911 2021-04-10 03:02:38,597 INFO : TRAIN, epoch=0157, iter=00160/00196, fetch data time cost=1.35ms, fps=1376 images/s, loss=0.0292, top1-acc=99.09%, top5-acc=100.00%, remaining_time=0:00:06.718392, arrival_time=2021-04-10 03:02:45.315467, cost_time=0:00:29.859584 2021-04-10 03:02:40,460 INFO : TRAIN, epoch=0157, iter=00170/00196, fetch data time cost=2.06ms, fps=1374 images/s, loss=0.0286, top1-acc=99.11%, top5-acc=100.00%, remaining_time=0:00:04.851782, arrival_time=2021-04-10 03:02:45.312391, cost_time=0:00:31.723255 2021-04-10 03:02:42,307 INFO : TRAIN, epoch=0157, iter=00180/00196, fetch data time cost=1.38ms, fps=1387 images/s, loss=0.0289, top1-acc=99.09%, top5-acc=100.00%, remaining_time=0:00:02.984016, arrival_time=2021-04-10 03:02:45.291559, cost_time=0:00:33.570152 2021-04-10 03:02:44,161 INFO : TRAIN, epoch=0157, iter=00190/00196, fetch data time cost=1.86ms, fps=1381 images/s, loss=0.0291, top1-acc=99.09%, top5-acc=100.00%, remaining_time=0:00:01.118670, arrival_time=2021-04-10 03:02:45.280574, cost_time=0:00:35.424534 2021-04-10 03:02:45,169 INFO : TRAIN, epoch=0157, iter=00196/00196, fetch data time cost=1.33ms, fps=1351 images/s, loss=0.0290, top1-acc=99.09%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-10 03:02:45.169429, cost_time=0:00:36.431943 2021-04-10 03:02:45,616 INFO : EVAL, epoch=0157, iter=00010/00040, fetch data time cost=4.54ms, fps=5767 images/s, loss=0.2925, top1-acc=92.77%, top5-acc=99.77%, remaining_time=0:00:01.331640, arrival_time=2021-04-10 03:02:46.947756, cost_time=0:00:00.443885 2021-04-10 03:02:45,971 INFO : EVAL, epoch=0157, iter=00020/00040, fetch data time cost=1.48ms, fps=7210 images/s, loss=0.3007, top1-acc=92.46%, top5-acc=99.80%, remaining_time=0:00:00.799300, arrival_time=2021-04-10 03:02:46.770819, cost_time=0:00:00.799300 2021-04-10 03:02:46,328 INFO : EVAL, epoch=0157, iter=00030/00040, fetch data time cost=1.43ms, fps=7181 images/s, loss=0.3025, top1-acc=92.42%, top5-acc=99.77%, remaining_time=0:00:00.385380, arrival_time=2021-04-10 03:02:46.713763, cost_time=0:00:01.156138 2021-04-10 03:02:46,680 INFO : EVAL, epoch=0157, iter=00040/00040, fetch data time cost=0.09ms, fps=6589 images/s, loss=0.2944, top1-acc=92.45%, top5-acc=99.76%, remaining_time=0:00:00, arrival_time=2021-04-10 03:02:46.680900, cost_time=0:00:01.508624 2021-04-10 03:02:46,795 INFO : Epoch=0157 complete, best val top1-acc=92.76%, top5-acc=99.76% (epoch=154), remaining_time=0:27:31.932161, arrival_time=2021-04-10 03:30:18.727630, cost_time=1:40:31.473252 2021-04-10 03:02:46,796 INFO : Train start, epoch=0158, lr=0.010978 2021-04-10 03:02:48,858 INFO : TRAIN, epoch=0158, iter=00010/00196, fetch data time cost=1.48ms, fps=1242 images/s, loss=0.0240, top1-acc=99.34%, top5-acc=100.00%, remaining_time=0:00:38.349666, arrival_time=2021-04-10 03:03:27.208401, cost_time=0:00:02.061811 2021-04-10 03:02:50,722 INFO : TRAIN, epoch=0158, iter=00020/00196, fetch data time cost=1.91ms, fps=1374 images/s, loss=0.0248, top1-acc=99.34%, top5-acc=100.00%, remaining_time=0:00:34.547744, arrival_time=2021-04-10 03:03:25.270577, cost_time=0:00:03.925873 2021-04-10 03:02:52,569 INFO : TRAIN, epoch=0158, iter=00030/00196, fetch data time cost=1.42ms, fps=1387 images/s, loss=0.0215, top1-acc=99.44%, top5-acc=100.00%, remaining_time=0:00:31.942550, arrival_time=2021-04-10 03:03:24.512201, cost_time=0:00:05.772737 2021-04-10 03:02:54,415 INFO : TRAIN, epoch=0158, iter=00040/00196, fetch data time cost=1.43ms, fps=1387 images/s, loss=0.0209, top1-acc=99.43%, top5-acc=100.00%, remaining_time=0:00:29.712228, arrival_time=2021-04-10 03:03:24.127591, cost_time=0:00:07.618538 2021-04-10 03:02:56,264 INFO : TRAIN, epoch=0158, iter=00050/00196, fetch data time cost=1.76ms, fps=1385 images/s, loss=0.0207, top1-acc=99.45%, top5-acc=100.00%, remaining_time=0:00:27.644224, arrival_time=2021-04-10 03:03:23.908287, cost_time=0:00:09.467191 2021-04-10 03:02:58,115 INFO : TRAIN, epoch=0158, iter=00060/00196, fetch data time cost=1.69ms, fps=1384 images/s, loss=0.0217, top1-acc=99.41%, top5-acc=100.00%, remaining_time=0:00:25.654496, arrival_time=2021-04-10 03:03:23.769611, cost_time=0:00:11.318158 2021-04-10 03:02:59,965 INFO : TRAIN, epoch=0158, iter=00070/00196, fetch data time cost=1.56ms, fps=1384 images/s, loss=0.0223, top1-acc=99.40%, top5-acc=100.00%, remaining_time=0:00:23.702616, arrival_time=2021-04-10 03:03:23.667652, cost_time=0:00:13.168091 2021-04-10 03:03:01,829 INFO : TRAIN, epoch=0158, iter=00080/00196, fetch data time cost=1.35ms, fps=1374 images/s, loss=0.0225, top1-acc=99.41%, top5-acc=100.00%, remaining_time=0:00:21.796980, arrival_time=2021-04-10 03:03:23.626233, cost_time=0:00:15.032378 2021-04-10 03:03:03,689 INFO : TRAIN, epoch=0158, iter=00090/00196, fetch data time cost=1.43ms, fps=1377 images/s, loss=0.0224, top1-acc=99.41%, top5-acc=100.00%, remaining_time=0:00:19.895352, arrival_time=2021-04-10 03:03:23.584490, cost_time=0:00:16.892253 2021-04-10 03:03:05,545 INFO : TRAIN, epoch=0158, iter=00100/00196, fetch data time cost=1.44ms, fps=1380 images/s, loss=0.0220, top1-acc=99.40%, top5-acc=100.00%, remaining_time=0:00:17.998368, arrival_time=2021-04-10 03:03:23.543497, cost_time=0:00:18.748329 2021-04-10 03:03:07,401 INFO : TRAIN, epoch=0158, iter=00110/00196, fetch data time cost=2.13ms, fps=1380 images/s, loss=0.0220, top1-acc=99.40%, top5-acc=100.00%, remaining_time=0:00:16.109004, arrival_time=2021-04-10 03:03:23.510442, cost_time=0:00:20.604485 2021-04-10 03:03:09,257 INFO : TRAIN, epoch=0158, iter=00120/00196, fetch data time cost=2.13ms, fps=1380 images/s, loss=0.0220, top1-acc=99.39%, top5-acc=100.00%, remaining_time=0:00:14.224692, arrival_time=2021-04-10 03:03:23.481634, cost_time=0:00:22.460052 2021-04-10 03:03:11,107 INFO : TRAIN, epoch=0158, iter=00130/00196, fetch data time cost=1.96ms, fps=1384 images/s, loss=0.0214, top1-acc=99.41%, top5-acc=100.00%, remaining_time=0:00:12.342066, arrival_time=2021-04-10 03:03:23.449076, cost_time=0:00:24.310072 2021-04-10 03:03:12,957 INFO : TRAIN, epoch=0158, iter=00140/00196, fetch data time cost=2.09ms, fps=1384 images/s, loss=0.0219, top1-acc=99.39%, top5-acc=100.00%, remaining_time=0:00:10.464328, arrival_time=2021-04-10 03:03:23.421966, cost_time=0:00:26.160789 2021-04-10 03:03:14,813 INFO : TRAIN, epoch=0158, iter=00150/00196, fetch data time cost=1.42ms, fps=1380 images/s, loss=0.0216, top1-acc=99.39%, top5-acc=100.00%, remaining_time=0:00:08.591742, arrival_time=2021-04-10 03:03:23.405161, cost_time=0:00:28.016543 2021-04-10 03:03:16,694 INFO : TRAIN, epoch=0158, iter=00160/00196, fetch data time cost=1.55ms, fps=1361 images/s, loss=0.0214, top1-acc=99.39%, top5-acc=100.00%, remaining_time=0:00:06.726996, arrival_time=2021-04-10 03:03:23.421600, cost_time=0:00:29.897746 2021-04-10 03:03:18,543 INFO : TRAIN, epoch=0158, iter=00170/00196, fetch data time cost=1.53ms, fps=1385 images/s, loss=0.0212, top1-acc=99.39%, top5-acc=100.00%, remaining_time=0:00:04.855318, arrival_time=2021-04-10 03:03:23.398506, cost_time=0:00:31.746239 2021-04-10 03:03:20,398 INFO : TRAIN, epoch=0158, iter=00180/00196, fetch data time cost=1.56ms, fps=1380 images/s, loss=0.0215, top1-acc=99.36%, top5-acc=100.00%, remaining_time=0:00:02.986800, arrival_time=2021-04-10 03:03:23.385071, cost_time=0:00:33.601462 2021-04-10 03:03:22,247 INFO : TRAIN, epoch=0158, iter=00190/00196, fetch data time cost=2.19ms, fps=1385 images/s, loss=0.0215, top1-acc=99.35%, top5-acc=100.00%, remaining_time=0:00:01.119504, arrival_time=2021-04-10 03:03:23.367338, cost_time=0:00:35.450996 2021-04-10 03:03:23,241 INFO : TRAIN, epoch=0158, iter=00196/00196, fetch data time cost=1.41ms, fps=1370 images/s, loss=0.0218, top1-acc=99.35%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-10 03:03:23.240965, cost_time=0:00:36.444170 2021-04-10 03:03:23,700 INFO : EVAL, epoch=0158, iter=00010/00040, fetch data time cost=1.49ms, fps=5589 images/s, loss=0.3047, top1-acc=93.12%, top5-acc=99.73%, remaining_time=0:00:01.374000, arrival_time=2021-04-10 03:03:25.074741, cost_time=0:00:00.458001 2021-04-10 03:03:24,062 INFO : EVAL, epoch=0158, iter=00020/00040, fetch data time cost=1.63ms, fps=7082 images/s, loss=0.3017, top1-acc=93.09%, top5-acc=99.71%, remaining_time=0:00:00.820000, arrival_time=2021-04-10 03:03:24.882709, cost_time=0:00:00.819995 2021-04-10 03:03:24,461 INFO : EVAL, epoch=0158, iter=00030/00040, fetch data time cost=2.46ms, fps=6433 images/s, loss=0.3064, top1-acc=92.98%, top5-acc=99.71%, remaining_time=0:00:00.406130, arrival_time=2021-04-10 03:03:24.867252, cost_time=0:00:01.218384 2021-04-10 03:03:24,794 INFO : EVAL, epoch=0158, iter=00040/00040, fetch data time cost=0.07ms, fps=6962 images/s, loss=0.3151, top1-acc=93.05%, top5-acc=99.72%, remaining_time=0:00:00, arrival_time=2021-04-10 03:03:24.794793, cost_time=0:00:01.552154 2021-04-10 03:03:24,967 INFO : Epoch=0158 complete, best val top1-acc=93.05%, top5-acc=99.72% (epoch=158), remaining_time=0:26:53.449992, arrival_time=2021-04-10 03:30:18.417434, cost_time=1:41:09.645236 2021-04-10 03:03:24,968 INFO : Train start, epoch=0159, lr=0.010492 2021-04-10 03:03:27,053 INFO : TRAIN, epoch=0159, iter=00010/00196, fetch data time cost=2.28ms, fps=1228 images/s, loss=0.0248, top1-acc=99.22%, top5-acc=100.00%, remaining_time=0:00:38.779884, arrival_time=2021-04-10 03:04:05.833564, cost_time=0:00:02.084936 2021-04-10 03:03:28,927 INFO : TRAIN, epoch=0159, iter=00020/00196, fetch data time cost=1.52ms, fps=1367 images/s, loss=0.0265, top1-acc=99.14%, top5-acc=100.00%, remaining_time=0:00:34.833040, arrival_time=2021-04-10 03:04:03.760009, cost_time=0:00:03.958309 2021-04-10 03:03:30,782 INFO : TRAIN, epoch=0159, iter=00030/00196, fetch data time cost=2.03ms, fps=1380 images/s, loss=0.0255, top1-acc=99.17%, top5-acc=100.00%, remaining_time=0:00:32.167646, arrival_time=2021-04-10 03:04:02.949706, cost_time=0:00:05.813419 2021-04-10 03:03:32,656 INFO : TRAIN, epoch=0159, iter=00040/00196, fetch data time cost=1.81ms, fps=1366 images/s, loss=0.0240, top1-acc=99.22%, top5-acc=100.00%, remaining_time=0:00:29.981640, arrival_time=2021-04-10 03:04:02.637869, cost_time=0:00:07.687590 2021-04-10 03:03:34,503 INFO : TRAIN, epoch=0159, iter=00050/00196, fetch data time cost=1.62ms, fps=1386 images/s, loss=0.0237, top1-acc=99.23%, top5-acc=100.00%, remaining_time=0:00:27.842054, arrival_time=2021-04-10 03:04:02.345675, cost_time=0:00:09.534973 2021-04-10 03:03:36,354 INFO : TRAIN, epoch=0159, iter=00060/00196, fetch data time cost=1.71ms, fps=1384 images/s, loss=0.0233, top1-acc=99.23%, top5-acc=100.00%, remaining_time=0:00:25.807904, arrival_time=2021-04-10 03:04:02.162497, cost_time=0:00:11.385843 2021-04-10 03:03:38,213 INFO : TRAIN, epoch=0159, iter=00070/00196, fetch data time cost=1.49ms, fps=1378 images/s, loss=0.0241, top1-acc=99.20%, top5-acc=99.99%, remaining_time=0:00:23.841090, arrival_time=2021-04-10 03:04:02.054907, cost_time=0:00:13.245038 2021-04-10 03:03:40,083 INFO : TRAIN, epoch=0159, iter=00080/00196, fetch data time cost=2.13ms, fps=1369 images/s, loss=0.0242, top1-acc=99.18%, top5-acc=100.00%, remaining_time=0:00:21.917040, arrival_time=2021-04-10 03:04:02.000843, cost_time=0:00:15.115214 2021-04-10 03:03:41,952 INFO : TRAIN, epoch=0159, iter=00090/00196, fetch data time cost=1.45ms, fps=1371 images/s, loss=0.0235, top1-acc=99.21%, top5-acc=100.00%, remaining_time=0:00:20.002942, arrival_time=2021-04-10 03:04:01.955350, cost_time=0:00:16.983672 2021-04-10 03:03:43,806 INFO : TRAIN, epoch=0159, iter=00100/00196, fetch data time cost=1.47ms, fps=1381 images/s, loss=0.0236, top1-acc=99.21%, top5-acc=100.00%, remaining_time=0:00:18.084480, arrival_time=2021-04-10 03:04:01.891259, cost_time=0:00:18.838045 2021-04-10 03:03:45,660 INFO : TRAIN, epoch=0159, iter=00110/00196, fetch data time cost=2.16ms, fps=1381 images/s, loss=0.0234, top1-acc=99.23%, top5-acc=100.00%, remaining_time=0:00:16.177460, arrival_time=2021-04-10 03:04:01.838207, cost_time=0:00:20.692112 2021-04-10 03:03:47,510 INFO : TRAIN, epoch=0159, iter=00120/00196, fetch data time cost=1.51ms, fps=1384 images/s, loss=0.0233, top1-acc=99.23%, top5-acc=100.00%, remaining_time=0:00:14.276752, arrival_time=2021-04-10 03:04:01.787511, cost_time=0:00:22.542183 2021-04-10 03:03:49,396 INFO : TRAIN, epoch=0159, iter=00130/00196, fetch data time cost=1.45ms, fps=1358 images/s, loss=0.0234, top1-acc=99.24%, top5-acc=100.00%, remaining_time=0:00:12.401796, arrival_time=2021-04-10 03:04:01.798168, cost_time=0:00:24.427731 2021-04-10 03:03:51,263 INFO : TRAIN, epoch=0159, iter=00140/00196, fetch data time cost=1.87ms, fps=1372 images/s, loss=0.0230, top1-acc=99.24%, top5-acc=100.00%, remaining_time=0:00:10.517976, arrival_time=2021-04-10 03:04:01.781572, cost_time=0:00:26.294933 2021-04-10 03:03:53,121 INFO : TRAIN, epoch=0159, iter=00150/00196, fetch data time cost=1.81ms, fps=1378 images/s, loss=0.0229, top1-acc=99.24%, top5-acc=100.00%, remaining_time=0:00:08.633510, arrival_time=2021-04-10 03:04:01.754795, cost_time=0:00:28.152738 2021-04-10 03:03:54,987 INFO : TRAIN, epoch=0159, iter=00160/00196, fetch data time cost=1.48ms, fps=1372 images/s, loss=0.0228, top1-acc=99.25%, top5-acc=100.00%, remaining_time=0:00:06.754176, arrival_time=2021-04-10 03:04:01.741323, cost_time=0:00:30.018507 2021-04-10 03:03:56,837 INFO : TRAIN, epoch=0159, iter=00170/00196, fetch data time cost=2.35ms, fps=1384 images/s, loss=0.0230, top1-acc=99.24%, top5-acc=100.00%, remaining_time=0:00:04.874012, arrival_time=2021-04-10 03:04:01.711196, cost_time=0:00:31.868580 2021-04-10 03:03:58,694 INFO : TRAIN, epoch=0159, iter=00180/00196, fetch data time cost=1.46ms, fps=1379 images/s, loss=0.0231, top1-acc=99.24%, top5-acc=100.00%, remaining_time=0:00:02.997856, arrival_time=2021-04-10 03:04:01.692411, cost_time=0:00:33.725969 2021-04-10 03:04:00,565 INFO : TRAIN, epoch=0159, iter=00190/00196, fetch data time cost=1.51ms, fps=1369 images/s, loss=0.0233, top1-acc=99.24%, top5-acc=100.00%, remaining_time=0:00:01.124118, arrival_time=2021-04-10 03:04:01.689902, cost_time=0:00:35.597080 2021-04-10 03:04:01,561 INFO : TRAIN, epoch=0159, iter=00196/00196, fetch data time cost=1.31ms, fps=1367 images/s, loss=0.0234, top1-acc=99.23%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-10 03:04:01.560960, cost_time=0:00:36.592387 2021-04-10 03:04:02,027 INFO : EVAL, epoch=0159, iter=00010/00040, fetch data time cost=3.49ms, fps=5503 images/s, loss=0.3034, top1-acc=92.81%, top5-acc=99.65%, remaining_time=0:00:01.395570, arrival_time=2021-04-10 03:04:03.423515, cost_time=0:00:00.465191 2021-04-10 03:04:02,384 INFO : EVAL, epoch=0159, iter=00020/00040, fetch data time cost=1.44ms, fps=7182 images/s, loss=0.3056, top1-acc=92.60%, top5-acc=99.67%, remaining_time=0:00:00.822040, arrival_time=2021-04-10 03:04:03.206819, cost_time=0:00:00.822036 2021-04-10 03:04:02,740 INFO : EVAL, epoch=0159, iter=00030/00040, fetch data time cost=1.40ms, fps=7214 images/s, loss=0.3119, top1-acc=92.43%, top5-acc=99.69%, remaining_time=0:00:00.392420, arrival_time=2021-04-10 03:04:03.132410, cost_time=0:00:01.177257 2021-04-10 03:04:03,084 INFO : EVAL, epoch=0159, iter=00040/00040, fetch data time cost=0.09ms, fps=6751 images/s, loss=0.3070, top1-acc=92.57%, top5-acc=99.73%, remaining_time=0:00:00, arrival_time=2021-04-10 03:04:03.084002, cost_time=0:00:01.521283 2021-04-10 03:04:03,217 INFO : Epoch=0159 complete, best val top1-acc=93.05%, top5-acc=99.72% (epoch=158), remaining_time=0:26:14.991712, arrival_time=2021-04-10 03:30:18.208632, cost_time=1:41:47.894676 2021-04-10 03:04:03,218 INFO : Train start, epoch=0160, lr=0.010016 2021-04-10 03:04:05,274 INFO : TRAIN, epoch=0160, iter=00010/00196, fetch data time cost=1.67ms, fps=1245 images/s, loss=0.0205, top1-acc=99.22%, top5-acc=100.00%, remaining_time=0:00:38.233788, arrival_time=2021-04-10 03:04:43.508237, cost_time=0:00:02.055576 2021-04-10 03:04:07,151 INFO : TRAIN, epoch=0160, iter=00020/00196, fetch data time cost=1.40ms, fps=1365 images/s, loss=0.0217, top1-acc=99.32%, top5-acc=100.00%, remaining_time=0:00:34.604416, arrival_time=2021-04-10 03:04:41.755614, cost_time=0:00:03.932327 2021-04-10 03:04:08,999 INFO : TRAIN, epoch=0160, iter=00030/00196, fetch data time cost=1.59ms, fps=1385 images/s, loss=0.0192, top1-acc=99.40%, top5-acc=100.00%, remaining_time=0:00:31.987038, arrival_time=2021-04-10 03:04:40.986624, cost_time=0:00:05.780789 2021-04-10 03:04:10,858 INFO : TRAIN, epoch=0160, iter=00040/00196, fetch data time cost=1.64ms, fps=1378 images/s, loss=0.0194, top1-acc=99.39%, top5-acc=100.00%, remaining_time=0:00:29.792568, arrival_time=2021-04-10 03:04:40.650549, cost_time=0:00:07.639107 2021-04-10 03:04:12,712 INFO : TRAIN, epoch=0160, iter=00050/00196, fetch data time cost=1.49ms, fps=1381 images/s, loss=0.0202, top1-acc=99.38%, top5-acc=100.00%, remaining_time=0:00:27.719998, arrival_time=2021-04-10 03:04:40.431958, cost_time=0:00:09.493151 2021-04-10 03:04:14,557 INFO : TRAIN, epoch=0160, iter=00060/00196, fetch data time cost=1.47ms, fps=1387 images/s, loss=0.0198, top1-acc=99.39%, top5-acc=100.00%, remaining_time=0:00:25.701416, arrival_time=2021-04-10 03:04:40.259121, cost_time=0:00:11.338850 2021-04-10 03:04:16,407 INFO : TRAIN, epoch=0160, iter=00070/00196, fetch data time cost=2.14ms, fps=1385 images/s, loss=0.0197, top1-acc=99.38%, top5-acc=100.00%, remaining_time=0:00:23.738526, arrival_time=2021-04-10 03:04:40.145496, cost_time=0:00:13.188102 2021-04-10 03:04:18,264 INFO : TRAIN, epoch=0160, iter=00080/00196, fetch data time cost=1.44ms, fps=1379 images/s, loss=0.0209, top1-acc=99.34%, top5-acc=100.00%, remaining_time=0:00:21.816120, arrival_time=2021-04-10 03:04:40.080573, cost_time=0:00:15.045596 2021-04-10 03:04:20,127 INFO : TRAIN, epoch=0160, iter=00090/00196, fetch data time cost=1.92ms, fps=1375 images/s, loss=0.0208, top1-acc=99.37%, top5-acc=100.00%, remaining_time=0:00:19.914114, arrival_time=2021-04-10 03:04:40.041287, cost_time=0:00:16.908176 2021-04-10 03:04:21,986 INFO : TRAIN, epoch=0160, iter=00100/00196, fetch data time cost=1.66ms, fps=1378 images/s, loss=0.0205, top1-acc=99.37%, top5-acc=100.00%, remaining_time=0:00:18.016416, arrival_time=2021-04-10 03:04:40.002385, cost_time=0:00:18.767092 2021-04-10 03:04:23,838 INFO : TRAIN, epoch=0160, iter=00110/00196, fetch data time cost=1.47ms, fps=1383 images/s, loss=0.0202, top1-acc=99.39%, top5-acc=100.00%, remaining_time=0:00:16.120356, arrival_time=2021-04-10 03:04:39.958343, cost_time=0:00:20.619110 2021-04-10 03:04:25,684 INFO : TRAIN, epoch=0160, iter=00120/00196, fetch data time cost=1.42ms, fps=1387 images/s, loss=0.0196, top1-acc=99.41%, top5-acc=100.00%, remaining_time=0:00:14.228036, arrival_time=2021-04-10 03:04:39.912302, cost_time=0:00:22.465379 2021-04-10 03:04:27,544 INFO : TRAIN, epoch=0160, iter=00130/00196, fetch data time cost=1.37ms, fps=1378 images/s, loss=0.0198, top1-acc=99.40%, top5-acc=100.00%, remaining_time=0:00:12.349986, arrival_time=2021-04-10 03:04:39.894629, cost_time=0:00:24.325735 2021-04-10 03:04:29,393 INFO : TRAIN, epoch=0160, iter=00140/00196, fetch data time cost=1.42ms, fps=1385 images/s, loss=0.0202, top1-acc=99.40%, top5-acc=100.00%, remaining_time=0:00:10.469648, arrival_time=2021-04-10 03:04:39.862699, cost_time=0:00:26.174118 2021-04-10 03:04:31,243 INFO : TRAIN, epoch=0160, iter=00150/00196, fetch data time cost=1.56ms, fps=1384 images/s, loss=0.0200, top1-acc=99.41%, top5-acc=100.00%, remaining_time=0:00:08.594318, arrival_time=2021-04-10 03:04:39.838119, cost_time=0:00:28.024985 2021-04-10 03:04:33,110 INFO : TRAIN, epoch=0160, iter=00160/00196, fetch data time cost=1.36ms, fps=1372 images/s, loss=0.0199, top1-acc=99.41%, top5-acc=100.00%, remaining_time=0:00:06.725520, arrival_time=2021-04-10 03:04:39.835667, cost_time=0:00:29.891231 2021-04-10 03:04:34,955 INFO : TRAIN, epoch=0160, iter=00170/00196, fetch data time cost=2.28ms, fps=1388 images/s, loss=0.0199, top1-acc=99.41%, top5-acc=100.00%, remaining_time=0:00:04.853810, arrival_time=2021-04-10 03:04:39.809151, cost_time=0:00:31.736487 2021-04-10 03:04:36,816 INFO : TRAIN, epoch=0160, iter=00180/00196, fetch data time cost=1.62ms, fps=1376 images/s, loss=0.0198, top1-acc=99.41%, top5-acc=100.00%, remaining_time=0:00:02.986480, arrival_time=2021-04-10 03:04:39.803282, cost_time=0:00:33.597919 2021-04-10 03:04:38,676 INFO : TRAIN, epoch=0160, iter=00190/00196, fetch data time cost=1.25ms, fps=1377 images/s, loss=0.0199, top1-acc=99.40%, top5-acc=100.00%, remaining_time=0:00:01.119708, arrival_time=2021-04-10 03:04:39.796055, cost_time=0:00:35.457500 2021-04-10 03:04:39,682 INFO : TRAIN, epoch=0160, iter=00196/00196, fetch data time cost=1.49ms, fps=1352 images/s, loss=0.0199, top1-acc=99.40%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-10 03:04:39.682465, cost_time=0:00:36.463686 2021-04-10 03:04:40,146 INFO : EVAL, epoch=0160, iter=00010/00040, fetch data time cost=1.70ms, fps=5533 images/s, loss=0.2640, top1-acc=93.36%, top5-acc=99.84%, remaining_time=0:00:01.388100, arrival_time=2021-04-10 03:04:41.534866, cost_time=0:00:00.462701 2021-04-10 03:04:40,505 INFO : EVAL, epoch=0160, iter=00020/00040, fetch data time cost=1.36ms, fps=7147 images/s, loss=0.2658, top1-acc=93.50%, top5-acc=99.79%, remaining_time=0:00:00.821380, arrival_time=2021-04-10 03:04:41.326850, cost_time=0:00:00.821375 2021-04-10 03:04:40,861 INFO : EVAL, epoch=0160, iter=00030/00040, fetch data time cost=1.23ms, fps=7201 images/s, loss=0.2784, top1-acc=93.32%, top5-acc=99.77%, remaining_time=0:00:00.392470, arrival_time=2021-04-10 03:04:41.253912, cost_time=0:00:01.177423 2021-04-10 03:04:41,201 INFO : EVAL, epoch=0160, iter=00040/00040, fetch data time cost=0.09ms, fps=6835 images/s, loss=0.2687, top1-acc=93.42%, top5-acc=99.75%, remaining_time=0:00:00, arrival_time=2021-04-10 03:04:41.201249, cost_time=0:00:01.517185 2021-04-10 03:04:41,443 INFO : Epoch=0160 complete, best val top1-acc=93.42%, top5-acc=99.75% (epoch=160), remaining_time=0:25:36.530160, arrival_time=2021-04-10 03:30:17.973110, cost_time=1:42:26.120706 2021-04-10 03:04:41,444 INFO : Train start, epoch=0161, lr=0.009549 2021-04-10 03:04:43,487 INFO : TRAIN, epoch=0161, iter=00010/00196, fetch data time cost=1.46ms, fps=1253 images/s, loss=0.0153, top1-acc=99.49%, top5-acc=100.00%, remaining_time=0:00:37.992918, arrival_time=2021-04-10 03:05:21.480405, cost_time=0:00:02.042633 2021-04-10 03:04:45,358 INFO : TRAIN, epoch=0161, iter=00020/00196, fetch data time cost=1.38ms, fps=1369 images/s, loss=0.0161, top1-acc=99.41%, top5-acc=100.00%, remaining_time=0:00:34.435280, arrival_time=2021-04-10 03:05:19.793390, cost_time=0:00:03.913102 2021-04-10 03:04:47,210 INFO : TRAIN, epoch=0161, iter=00030/00196, fetch data time cost=1.54ms, fps=1383 images/s, loss=0.0155, top1-acc=99.48%, top5-acc=100.00%, remaining_time=0:00:31.900884, arrival_time=2021-04-10 03:05:19.111123, cost_time=0:00:05.765227 2021-04-10 03:04:49,067 INFO : TRAIN, epoch=0161, iter=00040/00196, fetch data time cost=1.51ms, fps=1379 images/s, loss=0.0151, top1-acc=99.50%, top5-acc=100.00%, remaining_time=0:00:29.727984, arrival_time=2021-04-10 03:05:18.795585, cost_time=0:00:07.622543 2021-04-10 03:04:50,928 INFO : TRAIN, epoch=0161, iter=00050/00196, fetch data time cost=1.45ms, fps=1377 images/s, loss=0.0154, top1-acc=99.52%, top5-acc=100.00%, remaining_time=0:00:27.691090, arrival_time=2021-04-10 03:05:18.619186, cost_time=0:00:09.483230 2021-04-10 03:04:52,776 INFO : TRAIN, epoch=0161, iter=00060/00196, fetch data time cost=1.37ms, fps=1385 images/s, loss=0.0152, top1-acc=99.54%, top5-acc=100.00%, remaining_time=0:00:25.684552, arrival_time=2021-04-10 03:05:18.460933, cost_time=0:00:11.331448 2021-04-10 03:04:54,637 INFO : TRAIN, epoch=0161, iter=00070/00196, fetch data time cost=1.81ms, fps=1376 images/s, loss=0.0148, top1-acc=99.56%, top5-acc=100.00%, remaining_time=0:00:23.746842, arrival_time=2021-04-10 03:05:18.384481, cost_time=0:00:13.192676 2021-04-10 03:04:56,490 INFO : TRAIN, epoch=0161, iter=00080/00196, fetch data time cost=1.92ms, fps=1382 images/s, loss=0.0157, top1-acc=99.53%, top5-acc=100.00%, remaining_time=0:00:21.816004, arrival_time=2021-04-10 03:05:18.306411, cost_time=0:00:15.045538 2021-04-10 03:04:58,344 INFO : TRAIN, epoch=0161, iter=00090/00196, fetch data time cost=1.46ms, fps=1382 images/s, loss=0.0155, top1-acc=99.54%, top5-acc=100.00%, remaining_time=0:00:19.903302, arrival_time=2021-04-10 03:05:18.247270, cost_time=0:00:16.899048 2021-04-10 03:05:00,203 INFO : TRAIN, epoch=0161, iter=00100/00196, fetch data time cost=11.93ms, fps=1377 images/s, loss=0.0158, top1-acc=99.54%, top5-acc=100.00%, remaining_time=0:00:18.008160, arrival_time=2021-04-10 03:05:18.211681, cost_time=0:00:18.758500 2021-04-10 03:05:02,059 INFO : TRAIN, epoch=0161, iter=00110/00196, fetch data time cost=1.87ms, fps=1380 images/s, loss=0.0159, top1-acc=99.54%, top5-acc=100.00%, remaining_time=0:00:16.116572, arrival_time=2021-04-10 03:05:18.175740, cost_time=0:00:20.614230 2021-04-10 03:05:03,906 INFO : TRAIN, epoch=0161, iter=00120/00196, fetch data time cost=1.44ms, fps=1386 images/s, loss=0.0161, top1-acc=99.53%, top5-acc=100.00%, remaining_time=0:00:14.225756, arrival_time=2021-04-10 03:05:18.132282, cost_time=0:00:22.461680 2021-04-10 03:05:05,761 INFO : TRAIN, epoch=0161, iter=00130/00196, fetch data time cost=1.65ms, fps=1380 images/s, loss=0.0161, top1-acc=99.53%, top5-acc=100.00%, remaining_time=0:00:12.345564, arrival_time=2021-04-10 03:05:18.107461, cost_time=0:00:24.316956 2021-04-10 03:05:07,613 INFO : TRAIN, epoch=0161, iter=00140/00196, fetch data time cost=1.37ms, fps=1383 images/s, loss=0.0159, top1-acc=99.53%, top5-acc=100.00%, remaining_time=0:00:10.467240, arrival_time=2021-04-10 03:05:18.080215, cost_time=0:00:26.168136 2021-04-10 03:05:09,470 INFO : TRAIN, epoch=0161, iter=00150/00196, fetch data time cost=1.56ms, fps=1379 images/s, loss=0.0157, top1-acc=99.54%, top5-acc=100.00%, remaining_time=0:00:08.594318, arrival_time=2021-04-10 03:05:18.064265, cost_time=0:00:28.024991 2021-04-10 03:05:11,333 INFO : TRAIN, epoch=0161, iter=00160/00196, fetch data time cost=1.49ms, fps=1374 images/s, loss=0.0154, top1-acc=99.56%, top5-acc=100.00%, remaining_time=0:00:06.724836, arrival_time=2021-04-10 03:05:18.057930, cost_time=0:00:29.888167 2021-04-10 03:05:13,182 INFO : TRAIN, epoch=0161, iter=00170/00196, fetch data time cost=1.92ms, fps=1385 images/s, loss=0.0156, top1-acc=99.55%, top5-acc=100.00%, remaining_time=0:00:04.854018, arrival_time=2021-04-10 03:05:18.036725, cost_time=0:00:31.737786 2021-04-10 03:05:15,034 INFO : TRAIN, epoch=0161, iter=00180/00196, fetch data time cost=1.35ms, fps=1383 images/s, loss=0.0156, top1-acc=99.55%, top5-acc=100.00%, remaining_time=0:00:02.985744, arrival_time=2021-04-10 03:05:18.020398, cost_time=0:00:33.589657 2021-04-10 03:05:16,902 INFO : TRAIN, epoch=0161, iter=00190/00196, fetch data time cost=1.68ms, fps=1371 images/s, loss=0.0155, top1-acc=99.55%, top5-acc=100.00%, remaining_time=0:00:01.119714, arrival_time=2021-04-10 03:05:18.022335, cost_time=0:00:35.457618 2021-04-10 03:05:17,899 INFO : TRAIN, epoch=0161, iter=00196/00196, fetch data time cost=1.21ms, fps=1365 images/s, loss=0.0155, top1-acc=99.55%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-10 03:05:17.899630, cost_time=0:00:36.454796 2021-04-10 03:05:18,378 INFO : EVAL, epoch=0161, iter=00010/00040, fetch data time cost=0.21ms, fps=5363 images/s, loss=0.3166, top1-acc=92.58%, top5-acc=99.80%, remaining_time=0:00:01.431900, arrival_time=2021-04-10 03:05:19.810693, cost_time=0:00:00.477296 2021-04-10 03:05:18,744 INFO : EVAL, epoch=0161, iter=00020/00040, fetch data time cost=0.19ms, fps=7012 images/s, loss=0.3160, top1-acc=92.95%, top5-acc=99.71%, remaining_time=0:00:00.842680, arrival_time=2021-04-10 03:05:19.586902, cost_time=0:00:00.842683 2021-04-10 03:05:19,114 INFO : EVAL, epoch=0161, iter=00030/00040, fetch data time cost=1.28ms, fps=6932 images/s, loss=0.3071, top1-acc=93.03%, top5-acc=99.74%, remaining_time=0:00:00.404140, arrival_time=2021-04-10 03:05:19.518173, cost_time=0:00:01.212431 2021-04-10 03:05:19,466 INFO : EVAL, epoch=0161, iter=00040/00040, fetch data time cost=0.12ms, fps=6594 images/s, loss=0.2951, top1-acc=93.07%, top5-acc=99.76%, remaining_time=0:00:00, arrival_time=2021-04-10 03:05:19.466393, cost_time=0:00:01.564871 2021-04-10 03:05:19,537 INFO : Epoch=0161 complete, best val top1-acc=93.42%, top5-acc=99.75% (epoch=160), remaining_time=0:24:58.039608, arrival_time=2021-04-10 03:30:17.576659, cost_time=1:43:04.214842 2021-04-10 03:05:19,538 INFO : Train start, epoch=0162, lr=0.009093 2021-04-10 03:05:21,620 INFO : TRAIN, epoch=0162, iter=00010/00196, fetch data time cost=1.39ms, fps=1230 images/s, loss=0.0197, top1-acc=99.41%, top5-acc=100.00%, remaining_time=0:00:38.721480, arrival_time=2021-04-10 03:06:00.341564, cost_time=0:00:02.081804 2021-04-10 03:05:23,494 INFO : TRAIN, epoch=0162, iter=00020/00196, fetch data time cost=1.82ms, fps=1370 images/s, loss=0.0158, top1-acc=99.57%, top5-acc=100.00%, remaining_time=0:00:34.810688, arrival_time=2021-04-10 03:05:58.304862, cost_time=0:00:03.955770 2021-04-10 03:05:25,361 INFO : TRAIN, epoch=0162, iter=00030/00196, fetch data time cost=1.92ms, fps=1371 images/s, loss=0.0141, top1-acc=99.62%, top5-acc=100.00%, remaining_time=0:00:32.222094, arrival_time=2021-04-10 03:05:57.583696, cost_time=0:00:05.823267 2021-04-10 03:05:27,244 INFO : TRAIN, epoch=0162, iter=00040/00196, fetch data time cost=1.65ms, fps=1360 images/s, loss=0.0134, top1-acc=99.64%, top5-acc=100.00%, remaining_time=0:00:30.053400, arrival_time=2021-04-10 03:05:57.297786, cost_time=0:00:07.705980 2021-04-10 03:05:29,097 INFO : TRAIN, epoch=0162, iter=00050/00196, fetch data time cost=1.67ms, fps=1382 images/s, loss=0.0134, top1-acc=99.62%, top5-acc=100.00%, remaining_time=0:00:27.912864, arrival_time=2021-04-10 03:05:57.010314, cost_time=0:00:09.559211 2021-04-10 03:05:30,958 INFO : TRAIN, epoch=0162, iter=00060/00196, fetch data time cost=1.41ms, fps=1376 images/s, loss=0.0134, top1-acc=99.60%, top5-acc=100.00%, remaining_time=0:00:25.885696, arrival_time=2021-04-10 03:05:56.844129, cost_time=0:00:11.420137 2021-04-10 03:05:32,806 INFO : TRAIN, epoch=0162, iter=00070/00196, fetch data time cost=1.45ms, fps=1386 images/s, loss=0.0131, top1-acc=99.61%, top5-acc=100.00%, remaining_time=0:00:23.881788, arrival_time=2021-04-10 03:05:56.687757, cost_time=0:00:13.267659 2021-04-10 03:05:34,662 INFO : TRAIN, epoch=0162, iter=00080/00196, fetch data time cost=1.44ms, fps=1379 images/s, loss=0.0133, top1-acc=99.60%, top5-acc=100.00%, remaining_time=0:00:21.929800, arrival_time=2021-04-10 03:05:56.592223, cost_time=0:00:15.124016 2021-04-10 03:05:36,534 INFO : TRAIN, epoch=0162, iter=00090/00196, fetch data time cost=1.66ms, fps=1368 images/s, loss=0.0133, top1-acc=99.60%, top5-acc=100.00%, remaining_time=0:00:20.017464, arrival_time=2021-04-10 03:05:56.551686, cost_time=0:00:16.995932 2021-04-10 03:05:38,409 INFO : TRAIN, epoch=0162, iter=00100/00196, fetch data time cost=1.52ms, fps=1366 images/s, loss=0.0135, top1-acc=99.61%, top5-acc=100.00%, remaining_time=0:00:18.115872, arrival_time=2021-04-10 03:05:56.524833, cost_time=0:00:18.870661 2021-04-10 03:05:40,265 INFO : TRAIN, epoch=0162, iter=00110/00196, fetch data time cost=2.63ms, fps=1380 images/s, loss=0.0140, top1-acc=99.58%, top5-acc=100.00%, remaining_time=0:00:16.204722, arrival_time=2021-04-10 03:05:56.469998, cost_time=0:00:20.726920 2021-04-10 03:05:42,120 INFO : TRAIN, epoch=0162, iter=00120/00196, fetch data time cost=1.71ms, fps=1381 images/s, loss=0.0140, top1-acc=99.58%, top5-acc=100.00%, remaining_time=0:00:14.301984, arrival_time=2021-04-10 03:05:56.422339, cost_time=0:00:22.582063 2021-04-10 03:05:43,972 INFO : TRAIN, epoch=0162, iter=00130/00196, fetch data time cost=1.37ms, fps=1382 images/s, loss=0.0140, top1-acc=99.59%, top5-acc=100.00%, remaining_time=0:00:12.405162, arrival_time=2021-04-10 03:05:56.377871, cost_time=0:00:24.434459 2021-04-10 03:05:45,828 INFO : TRAIN, epoch=0162, iter=00140/00196, fetch data time cost=1.48ms, fps=1380 images/s, loss=0.0141, top1-acc=99.58%, top5-acc=100.00%, remaining_time=0:00:10.515960, arrival_time=2021-04-10 03:05:56.344182, cost_time=0:00:26.289940 2021-04-10 03:05:47,679 INFO : TRAIN, epoch=0162, iter=00150/00196, fetch data time cost=1.90ms, fps=1384 images/s, loss=0.0139, top1-acc=99.58%, top5-acc=100.00%, remaining_time=0:00:08.629876, arrival_time=2021-04-10 03:05:56.309088, cost_time=0:00:28.140907 2021-04-10 03:05:49,526 INFO : TRAIN, epoch=0162, iter=00160/00196, fetch data time cost=1.37ms, fps=1386 images/s, loss=0.0139, top1-acc=99.59%, top5-acc=100.00%, remaining_time=0:00:06.747300, arrival_time=2021-04-10 03:05:56.273602, cost_time=0:00:29.988079 2021-04-10 03:05:51,369 INFO : TRAIN, epoch=0162, iter=00170/00196, fetch data time cost=1.76ms, fps=1389 images/s, loss=0.0137, top1-acc=99.60%, top5-acc=100.00%, remaining_time=0:00:04.868318, arrival_time=2021-04-10 03:05:56.238002, cost_time=0:00:31.831394 2021-04-10 03:05:53,215 INFO : TRAIN, epoch=0162, iter=00180/00196, fetch data time cost=1.59ms, fps=1388 images/s, loss=0.0138, top1-acc=99.59%, top5-acc=100.00%, remaining_time=0:00:02.993504, arrival_time=2021-04-10 03:05:56.208665, cost_time=0:00:33.676957 2021-04-10 03:05:55,059 INFO : TRAIN, epoch=0162, iter=00190/00196, fetch data time cost=1.53ms, fps=1388 images/s, loss=0.0139, top1-acc=99.59%, top5-acc=100.00%, remaining_time=0:00:01.121730, arrival_time=2021-04-10 03:05:56.181365, cost_time=0:00:35.521369 2021-04-10 03:05:56,055 INFO : TRAIN, epoch=0162, iter=00196/00196, fetch data time cost=1.71ms, fps=1366 images/s, loss=0.0139, top1-acc=99.59%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-10 03:05:56.055482, cost_time=0:00:36.517255 2021-04-10 03:05:56,500 INFO : EVAL, epoch=0162, iter=00010/00040, fetch data time cost=6.14ms, fps=5780 images/s, loss=0.2500, top1-acc=94.30%, top5-acc=99.84%, remaining_time=0:00:01.328790, arrival_time=2021-04-10 03:05:57.828855, cost_time=0:00:00.442930 2021-04-10 03:05:56,863 INFO : EVAL, epoch=0162, iter=00020/00040, fetch data time cost=0.21ms, fps=7054 images/s, loss=0.2838, top1-acc=93.52%, top5-acc=99.79%, remaining_time=0:00:00.806220, arrival_time=2021-04-10 03:05:57.669567, cost_time=0:00:00.806211 2021-04-10 03:05:57,226 INFO : EVAL, epoch=0162, iter=00030/00040, fetch data time cost=2.11ms, fps=7065 images/s, loss=0.2863, top1-acc=93.39%, top5-acc=99.80%, remaining_time=0:00:00.389640, arrival_time=2021-04-10 03:05:57.615761, cost_time=0:00:01.168923 2021-04-10 03:05:57,561 INFO : EVAL, epoch=0162, iter=00040/00040, fetch data time cost=0.06ms, fps=6930 images/s, loss=0.2866, top1-acc=93.16%, top5-acc=99.80%, remaining_time=0:00:00, arrival_time=2021-04-10 03:05:57.561324, cost_time=0:00:01.504224 2021-04-10 03:05:57,688 INFO : Epoch=0162 complete, best val top1-acc=93.42%, top5-acc=99.75% (epoch=160), remaining_time=0:24:19.567270, arrival_time=2021-04-10 03:30:17.255258, cost_time=1:43:42.365776 2021-04-10 03:05:57,689 INFO : Train start, epoch=0163, lr=0.008646 2021-04-10 03:05:59,735 INFO : TRAIN, epoch=0163, iter=00010/00196, fetch data time cost=2.23ms, fps=1251 images/s, loss=0.0129, top1-acc=99.69%, top5-acc=100.00%, remaining_time=0:00:38.052996, arrival_time=2021-04-10 03:06:37.788331, cost_time=0:00:02.045860 2021-04-10 03:06:01,601 INFO : TRAIN, epoch=0163, iter=00020/00196, fetch data time cost=1.44ms, fps=1372 images/s, loss=0.0176, top1-acc=99.51%, top5-acc=100.00%, remaining_time=0:00:34.426304, arrival_time=2021-04-10 03:06:36.027840, cost_time=0:00:03.912086 2021-04-10 03:06:03,454 INFO : TRAIN, epoch=0163, iter=00030/00196, fetch data time cost=1.34ms, fps=1382 images/s, loss=0.0172, top1-acc=99.51%, top5-acc=100.00%, remaining_time=0:00:31.900718, arrival_time=2021-04-10 03:06:35.355258, cost_time=0:00:05.765188 2021-04-10 03:06:05,299 INFO : TRAIN, epoch=0163, iter=00040/00196, fetch data time cost=1.73ms, fps=1388 images/s, loss=0.0169, top1-acc=99.51%, top5-acc=100.00%, remaining_time=0:00:29.678376, arrival_time=2021-04-10 03:06:34.977554, cost_time=0:00:07.609826 2021-04-10 03:06:07,148 INFO : TRAIN, epoch=0163, iter=00050/00196, fetch data time cost=1.34ms, fps=1385 images/s, loss=0.0158, top1-acc=99.51%, top5-acc=100.00%, remaining_time=0:00:27.621010, arrival_time=2021-04-10 03:06:34.769652, cost_time=0:00:09.459266 2021-04-10 03:06:09,009 INFO : TRAIN, epoch=0163, iter=00060/00196, fetch data time cost=2.15ms, fps=1377 images/s, loss=0.0154, top1-acc=99.52%, top5-acc=100.00%, remaining_time=0:00:25.657352, arrival_time=2021-04-10 03:06:34.666273, cost_time=0:00:11.319444 2021-04-10 03:06:10,861 INFO : TRAIN, epoch=0163, iter=00070/00196, fetch data time cost=1.39ms, fps=1382 images/s, loss=0.0147, top1-acc=99.57%, top5-acc=100.00%, remaining_time=0:00:23.710680, arrival_time=2021-04-10 03:06:34.572580, cost_time=0:00:13.172619 2021-04-10 03:06:12,708 INFO : TRAIN, epoch=0163, iter=00080/00196, fetch data time cost=1.51ms, fps=1387 images/s, loss=0.0151, top1-acc=99.57%, top5-acc=100.00%, remaining_time=0:00:21.777608, arrival_time=2021-04-10 03:06:34.486030, cost_time=0:00:15.019047 2021-04-10 03:06:14,564 INFO : TRAIN, epoch=0163, iter=00090/00196, fetch data time cost=1.96ms, fps=1379 images/s, loss=0.0159, top1-acc=99.54%, top5-acc=100.00%, remaining_time=0:00:19.875636, arrival_time=2021-04-10 03:06:34.440542, cost_time=0:00:16.875555 2021-04-10 03:06:16,423 INFO : TRAIN, epoch=0163, iter=00100/00196, fetch data time cost=1.59ms, fps=1378 images/s, loss=0.0154, top1-acc=99.56%, top5-acc=100.00%, remaining_time=0:00:17.984448, arrival_time=2021-04-10 03:06:34.407568, cost_time=0:00:18.733803 2021-04-10 03:06:18,273 INFO : TRAIN, epoch=0163, iter=00110/00196, fetch data time cost=1.56ms, fps=1384 images/s, loss=0.0151, top1-acc=99.57%, top5-acc=100.00%, remaining_time=0:00:16.093266, arrival_time=2021-04-10 03:06:34.367052, cost_time=0:00:20.584359 2021-04-10 03:06:20,125 INFO : TRAIN, epoch=0163, iter=00120/00196, fetch data time cost=1.54ms, fps=1383 images/s, loss=0.0151, top1-acc=99.57%, top5-acc=100.00%, remaining_time=0:00:14.209264, arrival_time=2021-04-10 03:06:34.334294, cost_time=0:00:22.435706 2021-04-10 03:06:21,980 INFO : TRAIN, epoch=0163, iter=00130/00196, fetch data time cost=1.46ms, fps=1380 images/s, loss=0.0150, top1-acc=99.57%, top5-acc=100.00%, remaining_time=0:00:12.332430, arrival_time=2021-04-10 03:06:34.312837, cost_time=0:00:24.291125 2021-04-10 03:06:23,829 INFO : TRAIN, epoch=0163, iter=00140/00196, fetch data time cost=1.96ms, fps=1385 images/s, loss=0.0149, top1-acc=99.57%, top5-acc=100.00%, remaining_time=0:00:10.455872, arrival_time=2021-04-10 03:06:34.284934, cost_time=0:00:26.139673 2021-04-10 03:06:25,679 INFO : TRAIN, epoch=0163, iter=00150/00196, fetch data time cost=1.59ms, fps=1384 images/s, loss=0.0147, top1-acc=99.58%, top5-acc=100.00%, remaining_time=0:00:08.583646, arrival_time=2021-04-10 03:06:34.263121, cost_time=0:00:27.990095 2021-04-10 03:06:27,525 INFO : TRAIN, epoch=0163, iter=00160/00196, fetch data time cost=1.74ms, fps=1387 images/s, loss=0.0145, top1-acc=99.59%, top5-acc=100.00%, remaining_time=0:00:06.713064, arrival_time=2021-04-10 03:06:34.238223, cost_time=0:00:29.835785 2021-04-10 03:06:29,382 INFO : TRAIN, epoch=0163, iter=00170/00196, fetch data time cost=1.58ms, fps=1379 images/s, loss=0.0143, top1-acc=99.59%, top5-acc=100.00%, remaining_time=0:00:04.847206, arrival_time=2021-04-10 03:06:34.229874, cost_time=0:00:31.693312 2021-04-10 03:06:31,238 INFO : TRAIN, epoch=0163, iter=00180/00196, fetch data time cost=1.65ms, fps=1380 images/s, loss=0.0141, top1-acc=99.60%, top5-acc=100.00%, remaining_time=0:00:02.982112, arrival_time=2021-04-10 03:06:34.220255, cost_time=0:00:33.548790 2021-04-10 03:06:33,087 INFO : TRAIN, epoch=0163, iter=00190/00196, fetch data time cost=1.40ms, fps=1385 images/s, loss=0.0142, top1-acc=99.60%, top5-acc=100.00%, remaining_time=0:00:01.117812, arrival_time=2021-04-10 03:06:34.204695, cost_time=0:00:35.397465 2021-04-10 03:06:34,098 INFO : TRAIN, epoch=0163, iter=00196/00196, fetch data time cost=1.71ms, fps=1345 images/s, loss=0.0143, top1-acc=99.60%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-10 03:06:34.098604, cost_time=0:00:36.409125 2021-04-10 03:06:34,561 INFO : EVAL, epoch=0163, iter=00010/00040, fetch data time cost=3.09ms, fps=5567 images/s, loss=0.3017, top1-acc=93.32%, top5-acc=99.77%, remaining_time=0:00:01.379490, arrival_time=2021-04-10 03:06:35.941075, cost_time=0:00:00.459834 2021-04-10 03:06:34,923 INFO : EVAL, epoch=0163, iter=00020/00040, fetch data time cost=1.35ms, fps=7094 images/s, loss=0.2910, top1-acc=93.42%, top5-acc=99.69%, remaining_time=0:00:00.821280, arrival_time=2021-04-10 03:06:35.744260, cost_time=0:00:00.821290 2021-04-10 03:06:35,278 INFO : EVAL, epoch=0163, iter=00030/00040, fetch data time cost=1.61ms, fps=7212 images/s, loss=0.2774, top1-acc=93.40%, top5-acc=99.74%, remaining_time=0:00:00.392190, arrival_time=2021-04-10 03:06:35.670472, cost_time=0:00:01.176580 2021-04-10 03:06:35,613 INFO : EVAL, epoch=0163, iter=00040/00040, fetch data time cost=0.10ms, fps=6933 images/s, loss=0.2759, top1-acc=93.44%, top5-acc=99.74%, remaining_time=0:00:00, arrival_time=2021-04-10 03:06:35.613233, cost_time=0:00:01.511555 2021-04-10 03:06:35,858 INFO : Epoch=0163 complete, best val top1-acc=93.44%, top5-acc=99.74% (epoch=163), remaining_time=0:23:41.103400, arrival_time=2021-04-10 03:30:16.962132, cost_time=1:44:20.536523 2021-04-10 03:06:35,859 INFO : Train start, epoch=0164, lr=0.008210 2021-04-10 03:06:37,947 INFO : TRAIN, epoch=0164, iter=00010/00196, fetch data time cost=0.27ms, fps=1227 images/s, loss=0.0129, top1-acc=99.61%, top5-acc=100.00%, remaining_time=0:00:38.818014, arrival_time=2021-04-10 03:07:16.764998, cost_time=0:00:02.086989 2021-04-10 03:06:39,790 INFO : TRAIN, epoch=0164, iter=00020/00196, fetch data time cost=1.38ms, fps=1389 images/s, loss=0.0138, top1-acc=99.57%, top5-acc=100.00%, remaining_time=0:00:34.587872, arrival_time=2021-04-10 03:07:14.378340, cost_time=0:00:03.930433 2021-04-10 03:06:41,650 INFO : TRAIN, epoch=0164, iter=00030/00196, fetch data time cost=1.73ms, fps=1377 images/s, loss=0.0133, top1-acc=99.60%, top5-acc=100.00%, remaining_time=0:00:32.038166, arrival_time=2021-04-10 03:07:13.688093, cost_time=0:00:05.790031 2021-04-10 03:06:43,500 INFO : TRAIN, epoch=0164, iter=00040/00196, fetch data time cost=1.38ms, fps=1384 images/s, loss=0.0129, top1-acc=99.61%, top5-acc=100.00%, remaining_time=0:00:29.798808, arrival_time=2021-04-10 03:07:13.299407, cost_time=0:00:07.640723 2021-04-10 03:06:45,346 INFO : TRAIN, epoch=0164, iter=00050/00196, fetch data time cost=1.45ms, fps=1388 images/s, loss=0.0129, top1-acc=99.63%, top5-acc=100.00%, remaining_time=0:00:27.699412, arrival_time=2021-04-10 03:07:13.045477, cost_time=0:00:09.486107 2021-04-10 03:06:47,194 INFO : TRAIN, epoch=0164, iter=00060/00196, fetch data time cost=1.34ms, fps=1385 images/s, loss=0.0122, top1-acc=99.65%, top5-acc=100.00%, remaining_time=0:00:25.692712, arrival_time=2021-04-10 03:07:12.887588, cost_time=0:00:11.335008 2021-04-10 03:06:49,043 INFO : TRAIN, epoch=0164, iter=00070/00196, fetch data time cost=1.93ms, fps=1385 images/s, loss=0.0119, top1-acc=99.68%, top5-acc=100.00%, remaining_time=0:00:23.730840, arrival_time=2021-04-10 03:07:12.774553, cost_time=0:00:13.183791 2021-04-10 03:06:50,886 INFO : TRAIN, epoch=0164, iter=00080/00196, fetch data time cost=1.49ms, fps=1389 images/s, loss=0.0120, top1-acc=99.67%, top5-acc=100.00%, remaining_time=0:00:21.789092, arrival_time=2021-04-10 03:07:12.675933, cost_time=0:00:15.026942 2021-04-10 03:06:52,733 INFO : TRAIN, epoch=0164, iter=00090/00196, fetch data time cost=1.53ms, fps=1387 images/s, loss=0.0120, top1-acc=99.68%, top5-acc=100.00%, remaining_time=0:00:19.872880, arrival_time=2021-04-10 03:07:12.605972, cost_time=0:00:16.873183 2021-04-10 03:06:54,585 INFO : TRAIN, epoch=0164, iter=00100/00196, fetch data time cost=1.76ms, fps=1382 images/s, loss=0.0124, top1-acc=99.66%, top5-acc=100.00%, remaining_time=0:00:17.976576, arrival_time=2021-04-10 03:07:12.562111, cost_time=0:00:18.725551 2021-04-10 03:06:56,435 INFO : TRAIN, epoch=0164, iter=00110/00196, fetch data time cost=1.75ms, fps=1384 images/s, loss=0.0122, top1-acc=99.67%, top5-acc=100.00%, remaining_time=0:00:16.086558, arrival_time=2021-04-10 03:07:12.522273, cost_time=0:00:20.575813 2021-04-10 03:06:58,288 INFO : TRAIN, epoch=0164, iter=00120/00196, fetch data time cost=1.40ms, fps=1382 images/s, loss=0.0121, top1-acc=99.68%, top5-acc=100.00%, remaining_time=0:00:14.204932, arrival_time=2021-04-10 03:07:12.493671, cost_time=0:00:22.428875 2021-04-10 03:07:00,155 INFO : TRAIN, epoch=0164, iter=00130/00196, fetch data time cost=1.49ms, fps=1372 images/s, loss=0.0122, top1-acc=99.67%, top5-acc=100.00%, remaining_time=0:00:12.334410, arrival_time=2021-04-10 03:07:12.489365, cost_time=0:00:24.295090 2021-04-10 03:07:02,008 INFO : TRAIN, epoch=0164, iter=00140/00196, fetch data time cost=1.53ms, fps=1381 images/s, loss=0.0124, top1-acc=99.66%, top5-acc=100.00%, remaining_time=0:00:10.459400, arrival_time=2021-04-10 03:07:12.467886, cost_time=0:00:26.148543 2021-04-10 03:07:03,858 INFO : TRAIN, epoch=0164, iter=00150/00196, fetch data time cost=1.59ms, fps=1384 images/s, loss=0.0127, top1-acc=99.66%, top5-acc=100.00%, remaining_time=0:00:08.586268, arrival_time=2021-04-10 03:07:12.444838, cost_time=0:00:27.998683 2021-04-10 03:07:05,710 INFO : TRAIN, epoch=0164, iter=00160/00196, fetch data time cost=1.48ms, fps=1383 images/s, loss=0.0129, top1-acc=99.65%, top5-acc=100.00%, remaining_time=0:00:06.716340, arrival_time=2021-04-10 03:07:12.426646, cost_time=0:00:29.850428 2021-04-10 03:07:07,562 INFO : TRAIN, epoch=0164, iter=00170/00196, fetch data time cost=1.62ms, fps=1383 images/s, loss=0.0128, top1-acc=99.65%, top5-acc=100.00%, remaining_time=0:00:04.848610, arrival_time=2021-04-10 03:07:12.410850, cost_time=0:00:31.702377 2021-04-10 03:07:09,414 INFO : TRAIN, epoch=0164, iter=00180/00196, fetch data time cost=1.49ms, fps=1383 images/s, loss=0.0130, top1-acc=99.65%, top5-acc=100.00%, remaining_time=0:00:02.982592, arrival_time=2021-04-10 03:07:12.396626, cost_time=0:00:33.554123 2021-04-10 03:07:11,268 INFO : TRAIN, epoch=0164, iter=00190/00196, fetch data time cost=1.64ms, fps=1381 images/s, loss=0.0130, top1-acc=99.64%, top5-acc=100.00%, remaining_time=0:00:01.118154, arrival_time=2021-04-10 03:07:12.386315, cost_time=0:00:35.408248 2021-04-10 03:07:12,269 INFO : TRAIN, epoch=0164, iter=00196/00196, fetch data time cost=1.33ms, fps=1360 images/s, loss=0.0130, top1-acc=99.64%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-10 03:07:12.268960, cost_time=0:00:36.409099 2021-04-10 03:07:12,743 INFO : EVAL, epoch=0164, iter=00010/00040, fetch data time cost=0.42ms, fps=5411 images/s, loss=0.2778, top1-acc=93.20%, top5-acc=99.69%, remaining_time=0:00:01.419390, arrival_time=2021-04-10 03:07:14.163064, cost_time=0:00:00.473133 2021-04-10 03:07:13,107 INFO : EVAL, epoch=0164, iter=00020/00040, fetch data time cost=1.34ms, fps=7049 images/s, loss=0.2810, top1-acc=93.24%, top5-acc=99.73%, remaining_time=0:00:00.837040, arrival_time=2021-04-10 03:07:13.944521, cost_time=0:00:00.837035 2021-04-10 03:07:13,476 INFO : EVAL, epoch=0164, iter=00030/00040, fetch data time cost=1.88ms, fps=6940 images/s, loss=0.2834, top1-acc=93.32%, top5-acc=99.74%, remaining_time=0:00:00.402150, arrival_time=2021-04-10 03:07:13.879076, cost_time=0:00:01.206439 2021-04-10 03:07:13,816 INFO : EVAL, epoch=0164, iter=00040/00040, fetch data time cost=0.08ms, fps=6850 images/s, loss=0.2692, top1-acc=93.45%, top5-acc=99.78%, remaining_time=0:00:00, arrival_time=2021-04-10 03:07:13.816120, cost_time=0:00:01.545656 2021-04-10 03:07:13,994 INFO : Epoch=0164 complete, best val top1-acc=93.45%, top5-acc=99.78% (epoch=164), remaining_time=0:23:02.635296, arrival_time=2021-04-10 03:30:16.629436, cost_time=1:44:58.671903 2021-04-10 03:07:13,995 INFO : Train start, epoch=0165, lr=0.007784 2021-04-10 03:07:16,056 INFO : TRAIN, epoch=0165, iter=00010/00196, fetch data time cost=0.36ms, fps=1242 images/s, loss=0.0153, top1-acc=99.53%, top5-acc=100.00%, remaining_time=0:00:38.335344, arrival_time=2021-04-10 03:07:54.392101, cost_time=0:00:02.061038 2021-04-10 03:07:17,911 INFO : TRAIN, epoch=0165, iter=00020/00196, fetch data time cost=1.99ms, fps=1381 images/s, loss=0.0151, top1-acc=99.49%, top5-acc=100.00%, remaining_time=0:00:34.457632, arrival_time=2021-04-10 03:07:52.368963, cost_time=0:00:03.915640 2021-04-10 03:07:19,767 INFO : TRAIN, epoch=0165, iter=00030/00196, fetch data time cost=1.69ms, fps=1380 images/s, loss=0.0136, top1-acc=99.58%, top5-acc=100.00%, remaining_time=0:00:31.936242, arrival_time=2021-04-10 03:07:51.703518, cost_time=0:00:05.771615 2021-04-10 03:07:21,618 INFO : TRAIN, epoch=0165, iter=00040/00196, fetch data time cost=1.38ms, fps=1383 images/s, loss=0.0126, top1-acc=99.61%, top5-acc=100.00%, remaining_time=0:00:29.728764, arrival_time=2021-04-10 03:07:51.347236, cost_time=0:00:07.622770 2021-04-10 03:07:23,479 INFO : TRAIN, epoch=0165, iter=00050/00196, fetch data time cost=1.71ms, fps=1376 images/s, loss=0.0124, top1-acc=99.63%, top5-acc=100.00%, remaining_time=0:00:27.692988, arrival_time=2021-04-10 03:07:51.172704, cost_time=0:00:09.483880 2021-04-10 03:07:25,344 INFO : TRAIN, epoch=0165, iter=00060/00196, fetch data time cost=2.19ms, fps=1374 images/s, loss=0.0116, top1-acc=99.65%, top5-acc=100.00%, remaining_time=0:00:25.724536, arrival_time=2021-04-10 03:07:51.069407, cost_time=0:00:11.349070 2021-04-10 03:07:27,206 INFO : TRAIN, epoch=0165, iter=00070/00196, fetch data time cost=1.70ms, fps=1376 images/s, loss=0.0112, top1-acc=99.68%, top5-acc=100.00%, remaining_time=0:00:23.779602, arrival_time=2021-04-10 03:07:50.986177, cost_time=0:00:13.210911 2021-04-10 03:07:29,051 INFO : TRAIN, epoch=0165, iter=00080/00196, fetch data time cost=1.40ms, fps=1388 images/s, loss=0.0114, top1-acc=99.68%, top5-acc=100.00%, remaining_time=0:00:21.830156, arrival_time=2021-04-10 03:07:50.881196, cost_time=0:00:15.055310 2021-04-10 03:07:30,907 INFO : TRAIN, epoch=0165, iter=00090/00196, fetch data time cost=1.46ms, fps=1379 images/s, loss=0.0111, top1-acc=99.69%, top5-acc=100.00%, remaining_time=0:00:19.918354, arrival_time=2021-04-10 03:07:50.825864, cost_time=0:00:16.911789 2021-04-10 03:07:32,763 INFO : TRAIN, epoch=0165, iter=00100/00196, fetch data time cost=1.42ms, fps=1380 images/s, loss=0.0107, top1-acc=99.71%, top5-acc=100.00%, remaining_time=0:00:18.016896, arrival_time=2021-04-10 03:07:50.780144, cost_time=0:00:18.767616 2021-04-10 03:07:34,615 INFO : TRAIN, epoch=0165, iter=00110/00196, fetch data time cost=1.35ms, fps=1382 images/s, loss=0.0108, top1-acc=99.70%, top5-acc=100.00%, remaining_time=0:00:16.120958, arrival_time=2021-04-10 03:07:50.736489, cost_time=0:00:20.619807 2021-04-10 03:07:36,473 INFO : TRAIN, epoch=0165, iter=00120/00196, fetch data time cost=1.41ms, fps=1379 images/s, loss=0.0109, top1-acc=99.69%, top5-acc=100.00%, remaining_time=0:00:14.235712, arrival_time=2021-04-10 03:07:50.708737, cost_time=0:00:22.477401 2021-04-10 03:07:38,318 INFO : TRAIN, epoch=0165, iter=00130/00196, fetch data time cost=1.90ms, fps=1388 images/s, loss=0.0109, top1-acc=99.69%, top5-acc=100.00%, remaining_time=0:00:12.348204, arrival_time=2021-04-10 03:07:50.666157, cost_time=0:00:24.322265 2021-04-10 03:07:40,173 INFO : TRAIN, epoch=0165, iter=00140/00196, fetch data time cost=1.36ms, fps=1380 images/s, loss=0.0109, top1-acc=99.69%, top5-acc=100.00%, remaining_time=0:00:10.470936, arrival_time=2021-04-10 03:07:50.643953, cost_time=0:00:26.177357 2021-04-10 03:07:42,027 INFO : TRAIN, epoch=0165, iter=00150/00196, fetch data time cost=1.74ms, fps=1381 images/s, loss=0.0110, top1-acc=99.68%, top5-acc=100.00%, remaining_time=0:00:08.596434, arrival_time=2021-04-10 03:07:50.623942, cost_time=0:00:28.031879 2021-04-10 03:07:43,879 INFO : TRAIN, epoch=0165, iter=00160/00196, fetch data time cost=1.53ms, fps=1382 images/s, loss=0.0110, top1-acc=99.68%, top5-acc=100.00%, remaining_time=0:00:06.723936, arrival_time=2021-04-10 03:07:50.603756, cost_time=0:00:29.884138 2021-04-10 03:07:45,741 INFO : TRAIN, epoch=0165, iter=00170/00196, fetch data time cost=2.11ms, fps=1376 images/s, loss=0.0111, top1-acc=99.68%, top5-acc=100.00%, remaining_time=0:00:04.855162, arrival_time=2021-04-10 03:07:50.596286, cost_time=0:00:31.745350 2021-04-10 03:07:47,595 INFO : TRAIN, epoch=0165, iter=00180/00196, fetch data time cost=1.50ms, fps=1381 images/s, loss=0.0110, top1-acc=99.69%, top5-acc=100.00%, remaining_time=0:00:02.986672, arrival_time=2021-04-10 03:07:50.582398, cost_time=0:00:33.600104 2021-04-10 03:07:49,478 INFO : TRAIN, epoch=0165, iter=00190/00196, fetch data time cost=1.49ms, fps=1360 images/s, loss=0.0112, top1-acc=99.68%, top5-acc=100.00%, remaining_time=0:00:01.120518, arrival_time=2021-04-10 03:07:50.599313, cost_time=0:00:35.483159 2021-04-10 03:07:50,473 INFO : TRAIN, epoch=0165, iter=00196/00196, fetch data time cost=1.39ms, fps=1368 images/s, loss=0.0113, top1-acc=99.67%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-10 03:07:50.473491, cost_time=0:00:36.477813 2021-04-10 03:07:50,927 INFO : EVAL, epoch=0165, iter=00010/00040, fetch data time cost=2.17ms, fps=5666 images/s, loss=0.2495, top1-acc=94.10%, top5-acc=99.77%, remaining_time=0:00:01.355430, arrival_time=2021-04-10 03:07:52.283279, cost_time=0:00:00.451810 2021-04-10 03:07:51,288 INFO : EVAL, epoch=0165, iter=00020/00040, fetch data time cost=1.81ms, fps=7104 images/s, loss=0.2563, top1-acc=93.83%, top5-acc=99.75%, remaining_time=0:00:00.812500, arrival_time=2021-04-10 03:07:52.101113, cost_time=0:00:00.812509 2021-04-10 03:07:51,646 INFO : EVAL, epoch=0165, iter=00030/00040, fetch data time cost=1.41ms, fps=7170 images/s, loss=0.2696, top1-acc=93.61%, top5-acc=99.77%, remaining_time=0:00:00.390010, arrival_time=2021-04-10 03:07:52.036096, cost_time=0:00:01.170035 2021-04-10 03:07:51,986 INFO : EVAL, epoch=0165, iter=00040/00040, fetch data time cost=0.12ms, fps=6833 images/s, loss=0.2627, top1-acc=93.75%, top5-acc=99.78%, remaining_time=0:00:00, arrival_time=2021-04-10 03:07:51.985958, cost_time=0:00:01.509914 2021-04-10 03:07:52,205 INFO : Epoch=0165 complete, best val top1-acc=93.75%, top5-acc=99.78% (epoch=165), remaining_time=0:22:24.187285, arrival_time=2021-04-10 03:30:16.392370, cost_time=1:45:36.882861 2021-04-10 03:07:52,206 INFO : Train start, epoch=0166, lr=0.007368 2021-04-10 03:07:54,343 INFO : TRAIN, epoch=0166, iter=00010/00196, fetch data time cost=0.25ms, fps=1198 images/s, loss=0.0101, top1-acc=99.69%, top5-acc=100.00%, remaining_time=0:00:39.756198, arrival_time=2021-04-10 03:08:34.099903, cost_time=0:00:02.137429 2021-04-10 03:07:56,201 INFO : TRAIN, epoch=0166, iter=00020/00196, fetch data time cost=1.50ms, fps=1378 images/s, loss=0.0105, top1-acc=99.75%, top5-acc=100.00%, remaining_time=0:00:35.157936, arrival_time=2021-04-10 03:08:31.359422, cost_time=0:00:03.995219 2021-04-10 03:07:58,054 INFO : TRAIN, epoch=0166, iter=00030/00196, fetch data time cost=1.45ms, fps=1382 images/s, loss=0.0107, top1-acc=99.74%, top5-acc=100.00%, remaining_time=0:00:32.361700, arrival_time=2021-04-10 03:08:30.416553, cost_time=0:00:05.848514 2021-04-10 03:07:59,898 INFO : TRAIN, epoch=0166, iter=00040/00196, fetch data time cost=1.64ms, fps=1389 images/s, loss=0.0106, top1-acc=99.74%, top5-acc=100.00%, remaining_time=0:00:30.000516, arrival_time=2021-04-10 03:08:29.899232, cost_time=0:00:07.692451 2021-04-10 03:08:01,747 INFO : TRAIN, epoch=0166, iter=00050/00196, fetch data time cost=1.68ms, fps=1385 images/s, loss=0.0103, top1-acc=99.75%, top5-acc=100.00%, remaining_time=0:00:27.859720, arrival_time=2021-04-10 03:08:29.606987, cost_time=0:00:09.540982 2021-04-10 03:08:03,598 INFO : TRAIN, epoch=0166, iter=00060/00196, fetch data time cost=1.91ms, fps=1383 images/s, loss=0.0101, top1-acc=99.75%, top5-acc=100.00%, remaining_time=0:00:25.821640, arrival_time=2021-04-10 03:08:29.419812, cost_time=0:00:11.391914 2021-04-10 03:08:05,454 INFO : TRAIN, epoch=0166, iter=00070/00196, fetch data time cost=1.76ms, fps=1380 images/s, loss=0.0096, top1-acc=99.77%, top5-acc=100.00%, remaining_time=0:00:23.845752, arrival_time=2021-04-10 03:08:29.299739, cost_time=0:00:13.247668 2021-04-10 03:08:07,306 INFO : TRAIN, epoch=0166, iter=00080/00196, fetch data time cost=2.12ms, fps=1382 images/s, loss=0.0093, top1-acc=99.79%, top5-acc=100.00%, remaining_time=0:00:21.896044, arrival_time=2021-04-10 03:08:29.202991, cost_time=0:00:15.100686 2021-04-10 03:08:09,175 INFO : TRAIN, epoch=0166, iter=00090/00196, fetch data time cost=13.20ms, fps=1371 images/s, loss=0.0095, top1-acc=99.79%, top5-acc=100.00%, remaining_time=0:00:19.985452, arrival_time=2021-04-10 03:08:29.160521, cost_time=0:00:16.968798 2021-04-10 03:08:11,019 INFO : TRAIN, epoch=0166, iter=00100/00196, fetch data time cost=1.41ms, fps=1388 images/s, loss=0.0097, top1-acc=99.77%, top5-acc=100.00%, remaining_time=0:00:18.060960, arrival_time=2021-04-10 03:08:29.080741, cost_time=0:00:18.813518 2021-04-10 03:08:12,886 INFO : TRAIN, epoch=0166, iter=00110/00196, fetch data time cost=1.99ms, fps=1372 images/s, loss=0.0098, top1-acc=99.76%, top5-acc=100.00%, remaining_time=0:00:16.168258, arrival_time=2021-04-10 03:08:29.054852, cost_time=0:00:20.680334 2021-04-10 03:08:14,734 INFO : TRAIN, epoch=0166, iter=00120/00196, fetch data time cost=1.62ms, fps=1386 images/s, loss=0.0097, top1-acc=99.77%, top5-acc=100.00%, remaining_time=0:00:14.267708, arrival_time=2021-04-10 03:08:29.001947, cost_time=0:00:22.527910 2021-04-10 03:08:16,575 INFO : TRAIN, epoch=0166, iter=00130/00196, fetch data time cost=1.39ms, fps=1391 images/s, loss=0.0095, top1-acc=99.77%, top5-acc=100.00%, remaining_time=0:00:12.371832, arrival_time=2021-04-10 03:08:28.946820, cost_time=0:00:24.368721 2021-04-10 03:08:18,420 INFO : TRAIN, epoch=0166, iter=00140/00196, fetch data time cost=1.69ms, fps=1388 images/s, loss=0.0095, top1-acc=99.78%, top5-acc=100.00%, remaining_time=0:00:10.485552, arrival_time=2021-04-10 03:08:28.905732, cost_time=0:00:26.213917 2021-04-10 03:08:20,260 INFO : TRAIN, epoch=0166, iter=00150/00196, fetch data time cost=1.36ms, fps=1391 images/s, loss=0.0096, top1-acc=99.77%, top5-acc=100.00%, remaining_time=0:00:08.603380, arrival_time=2021-04-10 03:08:28.864185, cost_time=0:00:28.054551 2021-04-10 03:08:22,114 INFO : TRAIN, epoch=0166, iter=00160/00196, fetch data time cost=1.34ms, fps=1382 images/s, loss=0.0096, top1-acc=99.77%, top5-acc=100.00%, remaining_time=0:00:06.729300, arrival_time=2021-04-10 03:08:28.843520, cost_time=0:00:29.907927 2021-04-10 03:08:23,963 INFO : TRAIN, epoch=0166, iter=00170/00196, fetch data time cost=1.57ms, fps=1385 images/s, loss=0.0096, top1-acc=99.77%, top5-acc=100.00%, remaining_time=0:00:04.857008, arrival_time=2021-04-10 03:08:28.820570, cost_time=0:00:31.757314 2021-04-10 03:08:25,828 INFO : TRAIN, epoch=0166, iter=00180/00196, fetch data time cost=2.05ms, fps=1373 images/s, loss=0.0095, top1-acc=99.77%, top5-acc=100.00%, remaining_time=0:00:02.988592, arrival_time=2021-04-10 03:08:28.816685, cost_time=0:00:33.621710 2021-04-10 03:08:27,674 INFO : TRAIN, epoch=0166, iter=00190/00196, fetch data time cost=1.26ms, fps=1387 images/s, loss=0.0093, top1-acc=99.77%, top5-acc=100.00%, remaining_time=0:00:01.120044, arrival_time=2021-04-10 03:08:28.794446, cost_time=0:00:35.468115 2021-04-10 03:08:28,680 INFO : TRAIN, epoch=0166, iter=00196/00196, fetch data time cost=1.45ms, fps=1353 images/s, loss=0.0093, top1-acc=99.77%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-10 03:08:28.680243, cost_time=0:00:36.473982 2021-04-10 03:08:29,134 INFO : EVAL, epoch=0166, iter=00010/00040, fetch data time cost=0.29ms, fps=5660 images/s, loss=0.2664, top1-acc=93.63%, top5-acc=99.69%, remaining_time=0:00:01.356840, arrival_time=2021-04-10 03:08:30.490925, cost_time=0:00:00.452283 2021-04-10 03:08:29,491 INFO : EVAL, epoch=0166, iter=00020/00040, fetch data time cost=1.47ms, fps=7170 images/s, loss=0.2547, top1-acc=93.73%, top5-acc=99.77%, remaining_time=0:00:00.809700, arrival_time=2021-04-10 03:08:30.301244, cost_time=0:00:00.809698 2021-04-10 03:08:29,848 INFO : EVAL, epoch=0166, iter=00030/00040, fetch data time cost=0.20ms, fps=7179 images/s, loss=0.2609, top1-acc=93.76%, top5-acc=99.78%, remaining_time=0:00:00.388920, arrival_time=2021-04-10 03:08:30.237488, cost_time=0:00:01.166763 2021-04-10 03:08:30,188 INFO : EVAL, epoch=0166, iter=00040/00040, fetch data time cost=0.08ms, fps=6825 images/s, loss=0.2730, top1-acc=93.74%, top5-acc=99.75%, remaining_time=0:00:00, arrival_time=2021-04-10 03:08:30.188830, cost_time=0:00:01.507020 2021-04-10 03:08:30,310 INFO : Epoch=0166 complete, best val top1-acc=93.75%, top5-acc=99.78% (epoch=165), remaining_time=0:21:45.720428, arrival_time=2021-04-10 03:30:16.030707, cost_time=1:46:14.988039 2021-04-10 03:08:30,312 INFO : Train start, epoch=0167, lr=0.006963 2021-04-10 03:08:32,415 INFO : TRAIN, epoch=0167, iter=00010/00196, fetch data time cost=1.51ms, fps=1217 images/s, loss=0.0063, top1-acc=99.88%, top5-acc=100.00%, remaining_time=0:00:39.126216, arrival_time=2021-04-10 03:09:11.541929, cost_time=0:00:02.103565 2021-04-10 03:08:34,261 INFO : TRAIN, epoch=0167, iter=00020/00196, fetch data time cost=1.45ms, fps=1387 images/s, loss=0.0085, top1-acc=99.82%, top5-acc=100.00%, remaining_time=0:00:34.752256, arrival_time=2021-04-10 03:09:09.013603, cost_time=0:00:03.949125 2021-04-10 03:08:36,114 INFO : TRAIN, epoch=0167, iter=00030/00196, fetch data time cost=2.23ms, fps=1382 images/s, loss=0.0088, top1-acc=99.78%, top5-acc=100.00%, remaining_time=0:00:32.106060, arrival_time=2021-04-10 03:09:08.220671, cost_time=0:00:05.802302 2021-04-10 03:08:37,978 INFO : TRAIN, epoch=0167, iter=00040/00196, fetch data time cost=2.25ms, fps=1374 images/s, loss=0.0082, top1-acc=99.79%, top5-acc=100.00%, remaining_time=0:00:29.895528, arrival_time=2021-04-10 03:09:07.873438, cost_time=0:00:07.665540 2021-04-10 03:08:39,835 INFO : TRAIN, epoch=0167, iter=00050/00196, fetch data time cost=1.58ms, fps=1379 images/s, loss=0.0081, top1-acc=99.78%, top5-acc=100.00%, remaining_time=0:00:27.806576, arrival_time=2021-04-10 03:09:07.641736, cost_time=0:00:09.522819 2021-04-10 03:08:41,688 INFO : TRAIN, epoch=0167, iter=00060/00196, fetch data time cost=1.58ms, fps=1382 images/s, loss=0.0080, top1-acc=99.77%, top5-acc=100.00%, remaining_time=0:00:25.786960, arrival_time=2021-04-10 03:09:07.475763, cost_time=0:00:11.376624 2021-04-10 03:08:43,549 INFO : TRAIN, epoch=0167, iter=00070/00196, fetch data time cost=2.05ms, fps=1376 images/s, loss=0.0081, top1-acc=99.77%, top5-acc=100.00%, remaining_time=0:00:23.827104, arrival_time=2021-04-10 03:09:07.376687, cost_time=0:00:13.237267 2021-04-10 03:08:45,409 INFO : TRAIN, epoch=0167, iter=00080/00196, fetch data time cost=2.26ms, fps=1377 images/s, loss=0.0077, top1-acc=99.79%, top5-acc=100.00%, remaining_time=0:00:21.890476, arrival_time=2021-04-10 03:09:07.299558, cost_time=0:00:15.096841 2021-04-10 03:08:47,254 INFO : TRAIN, epoch=0167, iter=00090/00196, fetch data time cost=1.41ms, fps=1387 images/s, loss=0.0078, top1-acc=99.80%, top5-acc=100.00%, remaining_time=0:00:19.954500, arrival_time=2021-04-10 03:09:07.209193, cost_time=0:00:16.942535 2021-04-10 03:08:49,103 INFO : TRAIN, epoch=0167, iter=00100/00196, fetch data time cost=1.42ms, fps=1385 images/s, loss=0.0078, top1-acc=99.79%, top5-acc=100.00%, remaining_time=0:00:18.039936, arrival_time=2021-04-10 03:09:07.143745, cost_time=0:00:18.791555 2021-04-10 03:08:50,952 INFO : TRAIN, epoch=0167, iter=00110/00196, fetch data time cost=1.40ms, fps=1385 images/s, loss=0.0079, top1-acc=99.79%, top5-acc=100.00%, remaining_time=0:00:16.137298, arrival_time=2021-04-10 03:09:07.090224, cost_time=0:00:20.640721 2021-04-10 03:08:52,796 INFO : TRAIN, epoch=0167, iter=00120/00196, fetch data time cost=1.42ms, fps=1389 images/s, loss=0.0078, top1-acc=99.80%, top5-acc=100.00%, remaining_time=0:00:14.239968, arrival_time=2021-04-10 03:09:07.036375, cost_time=0:00:22.484127 2021-04-10 03:08:54,648 INFO : TRAIN, epoch=0167, iter=00130/00196, fetch data time cost=1.45ms, fps=1383 images/s, loss=0.0076, top1-acc=99.80%, top5-acc=100.00%, remaining_time=0:00:12.355266, arrival_time=2021-04-10 03:09:07.003499, cost_time=0:00:24.336077 2021-04-10 03:08:56,492 INFO : TRAIN, epoch=0167, iter=00140/00196, fetch data time cost=1.88ms, fps=1388 images/s, loss=0.0076, top1-acc=99.81%, top5-acc=100.00%, remaining_time=0:00:10.472112, arrival_time=2021-04-10 03:09:06.964545, cost_time=0:00:26.180289 2021-04-10 03:08:58,335 INFO : TRAIN, epoch=0167, iter=00150/00196, fetch data time cost=1.56ms, fps=1389 images/s, loss=0.0076, top1-acc=99.81%, top5-acc=100.00%, remaining_time=0:00:08.593904, arrival_time=2021-04-10 03:09:06.929726, cost_time=0:00:28.023566 2021-04-10 03:09:00,183 INFO : TRAIN, epoch=0167, iter=00160/00196, fetch data time cost=1.37ms, fps=1386 images/s, loss=0.0076, top1-acc=99.80%, top5-acc=100.00%, remaining_time=0:00:06.721056, arrival_time=2021-04-10 03:09:06.904577, cost_time=0:00:29.871363 2021-04-10 03:09:02,027 INFO : TRAIN, epoch=0167, iter=00170/00196, fetch data time cost=1.36ms, fps=1389 images/s, loss=0.0078, top1-acc=99.80%, top5-acc=100.00%, remaining_time=0:00:04.850534, arrival_time=2021-04-10 03:09:06.877941, cost_time=0:00:31.714990 2021-04-10 03:09:03,880 INFO : TRAIN, epoch=0167, iter=00180/00196, fetch data time cost=1.74ms, fps=1382 images/s, loss=0.0078, top1-acc=99.80%, top5-acc=100.00%, remaining_time=0:00:02.983840, arrival_time=2021-04-10 03:09:06.864249, cost_time=0:00:33.568223 2021-04-10 03:09:05,724 INFO : TRAIN, epoch=0167, iter=00190/00196, fetch data time cost=1.24ms, fps=1388 images/s, loss=0.0078, top1-acc=99.80%, top5-acc=100.00%, remaining_time=0:00:01.118292, arrival_time=2021-04-10 03:09:06.843073, cost_time=0:00:35.412627 2021-04-10 03:09:06,718 INFO : TRAIN, epoch=0167, iter=00196/00196, fetch data time cost=1.33ms, fps=1369 images/s, loss=0.0077, top1-acc=99.80%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-10 03:09:06.718685, cost_time=0:00:36.406547 2021-04-10 03:09:07,157 INFO : EVAL, epoch=0167, iter=00010/00040, fetch data time cost=2.52ms, fps=5850 images/s, loss=0.2812, top1-acc=93.52%, top5-acc=99.73%, remaining_time=0:00:01.312770, arrival_time=2021-04-10 03:09:08.470571, cost_time=0:00:00.437588 2021-04-10 03:09:07,515 INFO : EVAL, epoch=0167, iter=00020/00040, fetch data time cost=1.35ms, fps=7158 images/s, loss=0.2894, top1-acc=93.42%, top5-acc=99.69%, remaining_time=0:00:00.795660, arrival_time=2021-04-10 03:09:08.311519, cost_time=0:00:00.795667 2021-04-10 03:09:07,874 INFO : EVAL, epoch=0167, iter=00030/00040, fetch data time cost=2.02ms, fps=7149 images/s, loss=0.2785, top1-acc=93.70%, top5-acc=99.73%, remaining_time=0:00:00.384700, arrival_time=2021-04-10 03:09:08.259004, cost_time=0:00:01.154106 2021-04-10 03:09:08,211 INFO : EVAL, epoch=0167, iter=00040/00040, fetch data time cost=0.08ms, fps=6884 images/s, loss=0.2804, top1-acc=93.72%, top5-acc=99.77%, remaining_time=0:00:00, arrival_time=2021-04-10 03:09:08.211716, cost_time=0:00:01.491494 2021-04-10 03:09:08,325 INFO : Epoch=0167 complete, best val top1-acc=93.75%, top5-acc=99.78% (epoch=165), remaining_time=0:21:07.240095, arrival_time=2021-04-10 03:30:15.565255, cost_time=1:46:53.002965 2021-04-10 03:09:08,326 INFO : Train start, epoch=0168, lr=0.006568 2021-04-10 03:09:10,427 INFO : TRAIN, epoch=0168, iter=00010/00196, fetch data time cost=2.38ms, fps=1218 images/s, loss=0.0063, top1-acc=99.88%, top5-acc=100.00%, remaining_time=0:00:39.086412, arrival_time=2021-04-10 03:09:49.514214, cost_time=0:00:02.101417 2021-04-10 03:09:12,281 INFO : TRAIN, epoch=0168, iter=00020/00196, fetch data time cost=1.43ms, fps=1382 images/s, loss=0.0060, top1-acc=99.84%, top5-acc=100.00%, remaining_time=0:00:34.802064, arrival_time=2021-04-10 03:09:47.083219, cost_time=0:00:03.954777 2021-04-10 03:09:14,132 INFO : TRAIN, epoch=0168, iter=00030/00196, fetch data time cost=2.39ms, fps=1383 images/s, loss=0.0060, top1-acc=99.87%, top5-acc=100.00%, remaining_time=0:00:32.128802, arrival_time=2021-04-10 03:09:46.261596, cost_time=0:00:05.806402 2021-04-10 03:09:15,982 INFO : TRAIN, epoch=0168, iter=00040/00196, fetch data time cost=2.11ms, fps=1384 images/s, loss=0.0056, top1-acc=99.89%, top5-acc=100.00%, remaining_time=0:00:29.859648, arrival_time=2021-04-10 03:09:45.842369, cost_time=0:00:07.656310 2021-04-10 03:09:17,842 INFO : TRAIN, epoch=0168, iter=00050/00196, fetch data time cost=1.65ms, fps=1377 images/s, loss=0.0055, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:27.786282, arrival_time=2021-04-10 03:09:45.628574, cost_time=0:00:09.515832 2021-04-10 03:09:19,700 INFO : TRAIN, epoch=0168, iter=00060/00196, fetch data time cost=1.71ms, fps=1379 images/s, loss=0.0056, top1-acc=99.90%, top5-acc=100.00%, remaining_time=0:00:25.780024, arrival_time=2021-04-10 03:09:45.479997, cost_time=0:00:11.373548 2021-04-10 03:09:21,550 INFO : TRAIN, epoch=0168, iter=00070/00196, fetch data time cost=1.52ms, fps=1384 images/s, loss=0.0056, top1-acc=99.88%, top5-acc=100.00%, remaining_time=0:00:23.802408, arrival_time=2021-04-10 03:09:45.352470, cost_time=0:00:13.223567 2021-04-10 03:09:23,408 INFO : TRAIN, epoch=0168, iter=00080/00196, fetch data time cost=1.39ms, fps=1378 images/s, loss=0.0059, top1-acc=99.87%, top5-acc=100.00%, remaining_time=0:00:21.869248, arrival_time=2021-04-10 03:09:45.277917, cost_time=0:00:15.082278 2021-04-10 03:09:25,261 INFO : TRAIN, epoch=0168, iter=00090/00196, fetch data time cost=1.37ms, fps=1382 images/s, loss=0.0059, top1-acc=99.87%, top5-acc=100.00%, remaining_time=0:00:19.945808, arrival_time=2021-04-10 03:09:45.207301, cost_time=0:00:16.935099 2021-04-10 03:09:27,113 INFO : TRAIN, epoch=0168, iter=00100/00196, fetch data time cost=1.44ms, fps=1383 images/s, loss=0.0059, top1-acc=99.87%, top5-acc=100.00%, remaining_time=0:00:18.035808, arrival_time=2021-04-10 03:09:45.149603, cost_time=0:00:18.787312 2021-04-10 03:09:28,965 INFO : TRAIN, epoch=0168, iter=00110/00196, fetch data time cost=1.54ms, fps=1383 images/s, loss=0.0059, top1-acc=99.88%, top5-acc=100.00%, remaining_time=0:00:16.135750, arrival_time=2021-04-10 03:09:45.100980, cost_time=0:00:20.638766 2021-04-10 03:09:30,823 INFO : TRAIN, epoch=0168, iter=00120/00196, fetch data time cost=1.93ms, fps=1378 images/s, loss=0.0060, top1-acc=99.87%, top5-acc=100.00%, remaining_time=0:00:14.248252, arrival_time=2021-04-10 03:09:45.071860, cost_time=0:00:22.497272 2021-04-10 03:09:32,690 INFO : TRAIN, epoch=0168, iter=00130/00196, fetch data time cost=1.54ms, fps=1372 images/s, loss=0.0060, top1-acc=99.87%, top5-acc=100.00%, remaining_time=0:00:12.369324, arrival_time=2021-04-10 03:09:45.059502, cost_time=0:00:24.363803 2021-04-10 03:09:34,543 INFO : TRAIN, epoch=0168, iter=00140/00196, fetch data time cost=1.40ms, fps=1382 images/s, loss=0.0061, top1-acc=99.86%, top5-acc=100.00%, remaining_time=0:00:10.486616, arrival_time=2021-04-10 03:09:45.029570, cost_time=0:00:26.216590 2021-04-10 03:09:36,406 INFO : TRAIN, epoch=0168, iter=00150/00196, fetch data time cost=1.55ms, fps=1375 images/s, loss=0.0061, top1-acc=99.86%, top5-acc=100.00%, remaining_time=0:00:08.611108, arrival_time=2021-04-10 03:09:45.017168, cost_time=0:00:28.079654 2021-04-10 03:09:38,257 INFO : TRAIN, epoch=0168, iter=00160/00196, fetch data time cost=1.86ms, fps=1383 images/s, loss=0.0061, top1-acc=99.86%, top5-acc=100.00%, remaining_time=0:00:06.734556, arrival_time=2021-04-10 03:09:44.992231, cost_time=0:00:29.931317 2021-04-10 03:09:40,124 INFO : TRAIN, epoch=0168, iter=00170/00196, fetch data time cost=1.86ms, fps=1372 images/s, loss=0.0061, top1-acc=99.87%, top5-acc=100.00%, remaining_time=0:00:04.863300, arrival_time=2021-04-10 03:09:44.988071, cost_time=0:00:31.798421 2021-04-10 03:09:41,981 INFO : TRAIN, epoch=0168, iter=00180/00196, fetch data time cost=1.84ms, fps=1379 images/s, loss=0.0060, top1-acc=99.87%, top5-acc=100.00%, remaining_time=0:00:02.991584, arrival_time=2021-04-10 03:09:44.973388, cost_time=0:00:33.655369 2021-04-10 03:09:43,832 INFO : TRAIN, epoch=0168, iter=00190/00196, fetch data time cost=1.38ms, fps=1384 images/s, loss=0.0060, top1-acc=99.87%, top5-acc=100.00%, remaining_time=0:00:01.121256, arrival_time=2021-04-10 03:09:44.953986, cost_time=0:00:35.506369 2021-04-10 03:09:44,838 INFO : TRAIN, epoch=0168, iter=00196/00196, fetch data time cost=1.25ms, fps=1353 images/s, loss=0.0060, top1-acc=99.87%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-10 03:09:44.838812, cost_time=0:00:36.512428 2021-04-10 03:09:45,345 INFO : EVAL, epoch=0168, iter=00010/00040, fetch data time cost=0.40ms, fps=5066 images/s, loss=0.2797, top1-acc=93.32%, top5-acc=99.88%, remaining_time=0:00:01.515840, arrival_time=2021-04-10 03:09:46.861571, cost_time=0:00:00.505278 2021-04-10 03:09:45,710 INFO : EVAL, epoch=0168, iter=00020/00040, fetch data time cost=1.40ms, fps=7022 images/s, loss=0.2934, top1-acc=93.34%, top5-acc=99.79%, remaining_time=0:00:00.870380, arrival_time=2021-04-10 03:09:46.581164, cost_time=0:00:00.870386 2021-04-10 03:09:46,079 INFO : EVAL, epoch=0168, iter=00030/00040, fetch data time cost=2.49ms, fps=6951 images/s, loss=0.2880, top1-acc=93.49%, top5-acc=99.78%, remaining_time=0:00:00.413020, arrival_time=2021-04-10 03:09:46.492539, cost_time=0:00:01.239045 2021-04-10 03:09:46,439 INFO : EVAL, epoch=0168, iter=00040/00040, fetch data time cost=0.11ms, fps=6452 images/s, loss=0.2729, top1-acc=93.63%, top5-acc=99.78%, remaining_time=0:00:00, arrival_time=2021-04-10 03:09:46.439714, cost_time=0:00:01.599207 2021-04-10 03:09:46,549 INFO : Epoch=0168 complete, best val top1-acc=93.75%, top5-acc=99.78% (epoch=165), remaining_time=0:20:28.805088, arrival_time=2021-04-10 03:30:15.354073, cost_time=1:47:31.226759 2021-04-10 03:09:46,550 INFO : Train start, epoch=0169, lr=0.006185 2021-04-10 03:09:48,622 INFO : TRAIN, epoch=0169, iter=00010/00196, fetch data time cost=1.59ms, fps=1236 images/s, loss=0.0045, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:38.523204, arrival_time=2021-04-10 03:10:27.145279, cost_time=0:00:02.071136 2021-04-10 03:09:50,474 INFO : TRAIN, epoch=0169, iter=00020/00196, fetch data time cost=1.58ms, fps=1383 images/s, loss=0.0055, top1-acc=99.88%, top5-acc=100.00%, remaining_time=0:00:34.523456, arrival_time=2021-04-10 03:10:24.997577, cost_time=0:00:03.923128 2021-04-10 03:09:52,329 INFO : TRAIN, epoch=0169, iter=00030/00196, fetch data time cost=1.60ms, fps=1381 images/s, loss=0.0057, top1-acc=99.86%, top5-acc=100.00%, remaining_time=0:00:31.972596, arrival_time=2021-04-10 03:10:24.301695, cost_time=0:00:05.778187 2021-04-10 03:09:54,179 INFO : TRAIN, epoch=0169, iter=00040/00196, fetch data time cost=1.89ms, fps=1384 images/s, loss=0.0065, top1-acc=99.84%, top5-acc=100.00%, remaining_time=0:00:29.751852, arrival_time=2021-04-10 03:10:23.931458, cost_time=0:00:07.628661 2021-04-10 03:09:56,026 INFO : TRAIN, epoch=0169, iter=00050/00196, fetch data time cost=1.52ms, fps=1386 images/s, loss=0.0062, top1-acc=99.85%, top5-acc=100.00%, remaining_time=0:00:27.669774, arrival_time=2021-04-10 03:10:23.696569, cost_time=0:00:09.475962 2021-04-10 03:09:57,885 INFO : TRAIN, epoch=0169, iter=00060/00196, fetch data time cost=1.69ms, fps=1378 images/s, loss=0.0064, top1-acc=99.85%, top5-acc=100.00%, remaining_time=0:00:25.691488, arrival_time=2021-04-10 03:10:23.576890, cost_time=0:00:11.334483 2021-04-10 03:09:59,733 INFO : TRAIN, epoch=0169, iter=00070/00196, fetch data time cost=2.01ms, fps=1386 images/s, loss=0.0064, top1-acc=99.85%, top5-acc=100.00%, remaining_time=0:00:23.727942, arrival_time=2021-04-10 03:10:23.461003, cost_time=0:00:13.182166 2021-04-10 03:10:01,583 INFO : TRAIN, epoch=0169, iter=00080/00196, fetch data time cost=1.61ms, fps=1384 images/s, loss=0.0064, top1-acc=99.85%, top5-acc=100.00%, remaining_time=0:00:21.797096, arrival_time=2021-04-10 03:10:23.380425, cost_time=0:00:15.032455 2021-04-10 03:10:03,431 INFO : TRAIN, epoch=0169, iter=00090/00196, fetch data time cost=1.33ms, fps=1386 images/s, loss=0.0067, top1-acc=99.85%, top5-acc=100.00%, remaining_time=0:00:19.881678, arrival_time=2021-04-10 03:10:23.313274, cost_time=0:00:16.880667 2021-04-10 03:10:05,284 INFO : TRAIN, epoch=0169, iter=00100/00196, fetch data time cost=1.56ms, fps=1382 images/s, loss=0.0068, top1-acc=99.83%, top5-acc=100.00%, remaining_time=0:00:17.984352, arrival_time=2021-04-10 03:10:23.268958, cost_time=0:00:18.733733 2021-04-10 03:10:07,150 INFO : TRAIN, epoch=0169, iter=00110/00196, fetch data time cost=2.44ms, fps=1373 images/s, loss=0.0069, top1-acc=99.83%, top5-acc=100.00%, remaining_time=0:00:16.104962, arrival_time=2021-04-10 03:10:23.255210, cost_time=0:00:20.599370 2021-04-10 03:10:09,025 INFO : TRAIN, epoch=0169, iter=00120/00196, fetch data time cost=2.39ms, fps=1366 images/s, loss=0.0069, top1-acc=99.82%, top5-acc=100.00%, remaining_time=0:00:14.233432, arrival_time=2021-04-10 03:10:23.258467, cost_time=0:00:22.473784 2021-04-10 03:10:10,901 INFO : TRAIN, epoch=0169, iter=00130/00196, fetch data time cost=1.81ms, fps=1365 images/s, loss=0.0070, top1-acc=99.83%, top5-acc=100.00%, remaining_time=0:00:12.362592, arrival_time=2021-04-10 03:10:23.264013, cost_time=0:00:24.350505 2021-04-10 03:10:12,756 INFO : TRAIN, epoch=0169, iter=00140/00196, fetch data time cost=1.71ms, fps=1380 images/s, loss=0.0069, top1-acc=99.83%, top5-acc=100.00%, remaining_time=0:00:10.482304, arrival_time=2021-04-10 03:10:23.238998, cost_time=0:00:26.205769 2021-04-10 03:10:14,613 INFO : TRAIN, epoch=0169, iter=00150/00196, fetch data time cost=1.51ms, fps=1379 images/s, loss=0.0067, top1-acc=99.83%, top5-acc=100.00%, remaining_time=0:00:08.605818, arrival_time=2021-04-10 03:10:23.219136, cost_time=0:00:28.062405 2021-04-10 03:10:16,475 INFO : TRAIN, epoch=0169, iter=00160/00196, fetch data time cost=2.15ms, fps=1375 images/s, loss=0.0069, top1-acc=99.83%, top5-acc=100.00%, remaining_time=0:00:06.733044, arrival_time=2021-04-10 03:10:23.208609, cost_time=0:00:29.924638 2021-04-10 03:10:18,328 INFO : TRAIN, epoch=0169, iter=00170/00196, fetch data time cost=1.81ms, fps=1382 images/s, loss=0.0069, top1-acc=99.83%, top5-acc=100.00%, remaining_time=0:00:04.860128, arrival_time=2021-04-10 03:10:23.188857, cost_time=0:00:31.777786 2021-04-10 03:10:20,185 INFO : TRAIN, epoch=0169, iter=00180/00196, fetch data time cost=1.96ms, fps=1379 images/s, loss=0.0070, top1-acc=99.83%, top5-acc=100.00%, remaining_time=0:00:02.989776, arrival_time=2021-04-10 03:10:23.175577, cost_time=0:00:33.634933 2021-04-10 03:10:22,045 INFO : TRAIN, epoch=0169, iter=00190/00196, fetch data time cost=1.64ms, fps=1377 images/s, loss=0.0070, top1-acc=99.83%, top5-acc=100.00%, remaining_time=0:00:01.120878, arrival_time=2021-04-10 03:10:23.166161, cost_time=0:00:35.494380 2021-04-10 03:10:23,045 INFO : TRAIN, epoch=0169, iter=00196/00196, fetch data time cost=1.34ms, fps=1360 images/s, loss=0.0070, top1-acc=99.82%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-10 03:10:23.045895, cost_time=0:00:36.495064 2021-04-10 03:10:23,492 INFO : EVAL, epoch=0169, iter=00010/00040, fetch data time cost=1.39ms, fps=5750 images/s, loss=0.3139, top1-acc=93.05%, top5-acc=99.57%, remaining_time=0:00:01.335660, arrival_time=2021-04-10 03:10:24.828334, cost_time=0:00:00.445222 2021-04-10 03:10:23,848 INFO : EVAL, epoch=0169, iter=00020/00040, fetch data time cost=1.41ms, fps=7199 images/s, loss=0.3014, top1-acc=93.24%, top5-acc=99.69%, remaining_time=0:00:00.801140, arrival_time=2021-04-10 03:10:24.649758, cost_time=0:00:00.801143 2021-04-10 03:10:24,213 INFO : EVAL, epoch=0169, iter=00030/00040, fetch data time cost=2.24ms, fps=7018 images/s, loss=0.2911, top1-acc=93.58%, top5-acc=99.74%, remaining_time=0:00:00.388760, arrival_time=2021-04-10 03:10:24.602562, cost_time=0:00:01.166288 2021-04-10 03:10:24,559 INFO : EVAL, epoch=0169, iter=00040/00040, fetch data time cost=0.11ms, fps=6727 images/s, loss=0.2782, top1-acc=93.71%, top5-acc=99.78%, remaining_time=0:00:00, arrival_time=2021-04-10 03:10:24.559156, cost_time=0:00:01.511708 2021-04-10 03:10:24,707 INFO : Epoch=0169 complete, best val top1-acc=93.75%, top5-acc=99.78% (epoch=165), remaining_time=0:19:50.360537, arrival_time=2021-04-10 03:30:15.067654, cost_time=1:48:09.384832 2021-04-10 03:10:24,709 INFO : Train start, epoch=0170, lr=0.005812 2021-04-10 03:10:26,786 INFO : TRAIN, epoch=0170, iter=00010/00196, fetch data time cost=1.48ms, fps=1232 images/s, loss=0.0058, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:38.634618, arrival_time=2021-04-10 03:11:05.421237, cost_time=0:00:02.077129 2021-04-10 03:10:28,631 INFO : TRAIN, epoch=0170, iter=00020/00196, fetch data time cost=1.34ms, fps=1388 images/s, loss=0.0073, top1-acc=99.84%, top5-acc=100.00%, remaining_time=0:00:34.517296, arrival_time=2021-04-10 03:11:03.149167, cost_time=0:00:03.922418 2021-04-10 03:10:30,483 INFO : TRAIN, epoch=0170, iter=00030/00196, fetch data time cost=2.14ms, fps=1383 images/s, loss=0.0063, top1-acc=99.87%, top5-acc=100.00%, remaining_time=0:00:31.948360, arrival_time=2021-04-10 03:11:02.431779, cost_time=0:00:05.773799 2021-04-10 03:10:32,326 INFO : TRAIN, epoch=0170, iter=00040/00196, fetch data time cost=1.61ms, fps=1389 images/s, loss=0.0063, top1-acc=99.87%, top5-acc=100.00%, remaining_time=0:00:29.707392, arrival_time=2021-04-10 03:11:02.034139, cost_time=0:00:07.617262 2021-04-10 03:10:34,197 INFO : TRAIN, epoch=0170, iter=00050/00196, fetch data time cost=1.92ms, fps=1369 images/s, loss=0.0060, top1-acc=99.87%, top5-acc=100.00%, remaining_time=0:00:27.704084, arrival_time=2021-04-10 03:11:01.901371, cost_time=0:00:09.487711 2021-04-10 03:10:36,047 INFO : TRAIN, epoch=0170, iter=00060/00196, fetch data time cost=1.50ms, fps=1384 images/s, loss=0.0057, top1-acc=99.88%, top5-acc=100.00%, remaining_time=0:00:25.699648, arrival_time=2021-04-10 03:11:01.747305, cost_time=0:00:11.338102 2021-04-10 03:10:37,921 INFO : TRAIN, epoch=0170, iter=00070/00196, fetch data time cost=1.61ms, fps=1367 images/s, loss=0.0057, top1-acc=99.88%, top5-acc=100.00%, remaining_time=0:00:23.780988, arrival_time=2021-04-10 03:11:01.702098, cost_time=0:00:13.211644 2021-04-10 03:10:39,765 INFO : TRAIN, epoch=0170, iter=00080/00196, fetch data time cost=1.55ms, fps=1388 images/s, loss=0.0057, top1-acc=99.89%, top5-acc=100.00%, remaining_time=0:00:21.831316, arrival_time=2021-04-10 03:11:01.596857, cost_time=0:00:15.056083 2021-04-10 03:10:41,611 INFO : TRAIN, epoch=0170, iter=00090/00196, fetch data time cost=1.45ms, fps=1387 images/s, loss=0.0056, top1-acc=99.89%, top5-acc=100.00%, remaining_time=0:00:19.906270, arrival_time=2021-04-10 03:11:01.517375, cost_time=0:00:16.901575 2021-04-10 03:10:43,460 INFO : TRAIN, epoch=0170, iter=00100/00196, fetch data time cost=1.41ms, fps=1385 images/s, loss=0.0055, top1-acc=99.89%, top5-acc=100.00%, remaining_time=0:00:18.000576, arrival_time=2021-04-10 03:11:01.460604, cost_time=0:00:18.750564 2021-04-10 03:10:45,319 INFO : TRAIN, epoch=0170, iter=00110/00196, fetch data time cost=2.04ms, fps=1377 images/s, loss=0.0060, top1-acc=99.85%, top5-acc=100.00%, remaining_time=0:00:16.113304, arrival_time=2021-04-10 03:11:01.432838, cost_time=0:00:20.610060 2021-04-10 03:10:47,165 INFO : TRAIN, epoch=0170, iter=00120/00196, fetch data time cost=1.37ms, fps=1388 images/s, loss=0.0062, top1-acc=99.84%, top5-acc=100.00%, remaining_time=0:00:14.221728, arrival_time=2021-04-10 03:11:01.386750, cost_time=0:00:22.455417 2021-04-10 03:10:49,020 INFO : TRAIN, epoch=0170, iter=00130/00196, fetch data time cost=1.45ms, fps=1380 images/s, loss=0.0063, top1-acc=99.83%, top5-acc=100.00%, remaining_time=0:00:12.342594, arrival_time=2021-04-10 03:11:01.363210, cost_time=0:00:24.311121 2021-04-10 03:10:50,867 INFO : TRAIN, epoch=0170, iter=00140/00196, fetch data time cost=2.67ms, fps=1387 images/s, loss=0.0066, top1-acc=99.82%, top5-acc=100.00%, remaining_time=0:00:10.463152, arrival_time=2021-04-10 03:11:01.330617, cost_time=0:00:26.157915 2021-04-10 03:10:52,714 INFO : TRAIN, epoch=0170, iter=00150/00196, fetch data time cost=1.44ms, fps=1386 images/s, loss=0.0067, top1-acc=99.82%, top5-acc=100.00%, remaining_time=0:00:08.588200, arrival_time=2021-04-10 03:11:01.302716, cost_time=0:00:28.005058 2021-04-10 03:10:54,558 INFO : TRAIN, epoch=0170, iter=00160/00196, fetch data time cost=2.16ms, fps=1389 images/s, loss=0.0069, top1-acc=99.82%, top5-acc=100.00%, remaining_time=0:00:06.716016, arrival_time=2021-04-10 03:11:01.274502, cost_time=0:00:29.849034 2021-04-10 03:10:56,414 INFO : TRAIN, epoch=0170, iter=00170/00196, fetch data time cost=1.86ms, fps=1380 images/s, loss=0.0068, top1-acc=99.83%, top5-acc=100.00%, remaining_time=0:00:04.848948, arrival_time=2021-04-10 03:11:01.263105, cost_time=0:00:31.704654 2021-04-10 03:10:58,269 INFO : TRAIN, epoch=0170, iter=00180/00196, fetch data time cost=2.43ms, fps=1380 images/s, loss=0.0069, top1-acc=99.82%, top5-acc=100.00%, remaining_time=0:00:02.983072, arrival_time=2021-04-10 03:11:01.252132, cost_time=0:00:33.559584 2021-04-10 03:11:00,118 INFO : TRAIN, epoch=0170, iter=00190/00196, fetch data time cost=1.33ms, fps=1385 images/s, loss=0.0070, top1-acc=99.81%, top5-acc=100.00%, remaining_time=0:00:01.118172, arrival_time=2021-04-10 03:11:01.236378, cost_time=0:00:35.408696 2021-04-10 03:11:01,118 INFO : TRAIN, epoch=0170, iter=00196/00196, fetch data time cost=1.26ms, fps=1361 images/s, loss=0.0069, top1-acc=99.82%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-10 03:11:01.118319, cost_time=0:00:36.408867 2021-04-10 03:11:01,550 INFO : EVAL, epoch=0170, iter=00010/00040, fetch data time cost=2.33ms, fps=5945 images/s, loss=0.2888, top1-acc=93.44%, top5-acc=99.80%, remaining_time=0:00:01.291800, arrival_time=2021-04-10 03:11:02.842183, cost_time=0:00:00.430600 2021-04-10 03:11:01,908 INFO : EVAL, epoch=0170, iter=00020/00040, fetch data time cost=2.51ms, fps=7149 images/s, loss=0.2862, top1-acc=93.54%, top5-acc=99.82%, remaining_time=0:00:00.789040, arrival_time=2021-04-10 03:11:02.697917, cost_time=0:00:00.789034 2021-04-10 03:11:02,276 INFO : EVAL, epoch=0170, iter=00030/00040, fetch data time cost=2.67ms, fps=6970 images/s, loss=0.2813, top1-acc=93.62%, top5-acc=99.79%, remaining_time=0:00:00.385610, arrival_time=2021-04-10 03:11:02.662261, cost_time=0:00:01.156827 2021-04-10 03:11:02,613 INFO : EVAL, epoch=0170, iter=00040/00040, fetch data time cost=0.07ms, fps=6891 images/s, loss=0.2803, top1-acc=93.66%, top5-acc=99.79%, remaining_time=0:00:00, arrival_time=2021-04-10 03:11:02.613655, cost_time=0:00:01.493899 2021-04-10 03:11:02,723 INFO : Epoch=0170 complete, best val top1-acc=93.75%, top5-acc=99.78% (epoch=165), remaining_time=0:19:11.894310, arrival_time=2021-04-10 03:30:14.617679, cost_time=1:48:47.401168 2021-04-10 03:11:02,724 INFO : Train start, epoch=0171, lr=0.005450 2021-04-10 03:11:04,813 INFO : TRAIN, epoch=0171, iter=00010/00196, fetch data time cost=1.43ms, fps=1225 images/s, loss=0.0108, top1-acc=99.65%, top5-acc=100.00%, remaining_time=0:00:38.857446, arrival_time=2021-04-10 03:11:43.671076, cost_time=0:00:02.089110 2021-04-10 03:11:06,666 INFO : TRAIN, epoch=0171, iter=00020/00196, fetch data time cost=1.71ms, fps=1382 images/s, loss=0.0091, top1-acc=99.69%, top5-acc=100.00%, remaining_time=0:00:34.684848, arrival_time=2021-04-10 03:11:41.350888, cost_time=0:00:03.941463 2021-04-10 03:11:08,521 INFO : TRAIN, epoch=0171, iter=00030/00196, fetch data time cost=1.63ms, fps=1380 images/s, loss=0.0085, top1-acc=99.75%, top5-acc=100.00%, remaining_time=0:00:32.073690, arrival_time=2021-04-10 03:11:40.594714, cost_time=0:00:05.796437 2021-04-10 03:11:10,367 INFO : TRAIN, epoch=0171, iter=00040/00196, fetch data time cost=1.47ms, fps=1387 images/s, loss=0.0077, top1-acc=99.79%, top5-acc=100.00%, remaining_time=0:00:29.806764, arrival_time=2021-04-10 03:11:40.174041, cost_time=0:00:07.642763 2021-04-10 03:11:12,217 INFO : TRAIN, epoch=0171, iter=00050/00196, fetch data time cost=1.42ms, fps=1384 images/s, loss=0.0072, top1-acc=99.80%, top5-acc=100.00%, remaining_time=0:00:27.719706, arrival_time=2021-04-10 03:11:39.937254, cost_time=0:00:09.493031 2021-04-10 03:11:14,063 INFO : TRAIN, epoch=0171, iter=00060/00196, fetch data time cost=1.90ms, fps=1387 images/s, loss=0.0072, top1-acc=99.80%, top5-acc=100.00%, remaining_time=0:00:25.701824, arrival_time=2021-04-10 03:11:39.765364, cost_time=0:00:11.339015 2021-04-10 03:11:15,912 INFO : TRAIN, epoch=0171, iter=00070/00196, fetch data time cost=1.40ms, fps=1385 images/s, loss=0.0069, top1-acc=99.82%, top5-acc=100.00%, remaining_time=0:00:23.738778, arrival_time=2021-04-10 03:11:39.651480, cost_time=0:00:13.188186 2021-04-10 03:11:17,771 INFO : TRAIN, epoch=0171, iter=00080/00196, fetch data time cost=1.41ms, fps=1378 images/s, loss=0.0067, top1-acc=99.82%, top5-acc=100.00%, remaining_time=0:00:21.817280, arrival_time=2021-04-10 03:11:39.588282, cost_time=0:00:15.046425 2021-04-10 03:11:19,615 INFO : TRAIN, epoch=0171, iter=00090/00196, fetch data time cost=1.46ms, fps=1388 images/s, loss=0.0065, top1-acc=99.83%, top5-acc=100.00%, remaining_time=0:00:19.894080, arrival_time=2021-04-10 03:11:39.509872, cost_time=0:00:16.891187 2021-04-10 03:11:21,467 INFO : TRAIN, epoch=0171, iter=00100/00196, fetch data time cost=1.46ms, fps=1383 images/s, loss=0.0066, top1-acc=99.83%, top5-acc=100.00%, remaining_time=0:00:17.992896, arrival_time=2021-04-10 03:11:39.460036, cost_time=0:00:18.742609 2021-04-10 03:11:23,305 INFO : TRAIN, epoch=0171, iter=00110/00196, fetch data time cost=1.42ms, fps=1393 images/s, loss=0.0064, top1-acc=99.83%, top5-acc=100.00%, remaining_time=0:00:16.090256, arrival_time=2021-04-10 03:11:39.395378, cost_time=0:00:20.580602 2021-04-10 03:11:25,155 INFO : TRAIN, epoch=0171, iter=00120/00196, fetch data time cost=1.40ms, fps=1384 images/s, loss=0.0062, top1-acc=99.84%, top5-acc=100.00%, remaining_time=0:00:14.206528, arrival_time=2021-04-10 03:11:39.362384, cost_time=0:00:22.431346 2021-04-10 03:11:27,007 INFO : TRAIN, epoch=0171, iter=00130/00196, fetch data time cost=1.46ms, fps=1383 images/s, loss=0.0060, top1-acc=99.85%, top5-acc=100.00%, remaining_time=0:00:12.328470, arrival_time=2021-04-10 03:11:39.336299, cost_time=0:00:24.283307 2021-04-10 03:11:28,849 INFO : TRAIN, epoch=0171, iter=00140/00196, fetch data time cost=1.42ms, fps=1391 images/s, loss=0.0059, top1-acc=99.85%, top5-acc=100.00%, remaining_time=0:00:10.449824, arrival_time=2021-04-10 03:11:39.298849, cost_time=0:00:26.124514 2021-04-10 03:11:30,708 INFO : TRAIN, epoch=0171, iter=00150/00196, fetch data time cost=1.97ms, fps=1377 images/s, loss=0.0059, top1-acc=99.86%, top5-acc=100.00%, remaining_time=0:00:08.581622, arrival_time=2021-04-10 03:11:39.289673, cost_time=0:00:27.983490 2021-04-10 03:11:32,565 INFO : TRAIN, epoch=0171, iter=00160/00196, fetch data time cost=1.79ms, fps=1379 images/s, loss=0.0060, top1-acc=99.85%, top5-acc=100.00%, remaining_time=0:00:06.714216, arrival_time=2021-04-10 03:11:39.279685, cost_time=0:00:29.840887 2021-04-10 03:11:34,417 INFO : TRAIN, epoch=0171, iter=00170/00196, fetch data time cost=1.46ms, fps=1383 images/s, loss=0.0060, top1-acc=99.85%, top5-acc=100.00%, remaining_time=0:00:04.847076, arrival_time=2021-04-10 03:11:39.264022, cost_time=0:00:31.692402 2021-04-10 03:11:36,268 INFO : TRAIN, epoch=0171, iter=00180/00196, fetch data time cost=1.42ms, fps=1383 images/s, loss=0.0060, top1-acc=99.85%, top5-acc=100.00%, remaining_time=0:00:02.981680, arrival_time=2021-04-10 03:11:39.250141, cost_time=0:00:33.543907 2021-04-10 03:11:38,121 INFO : TRAIN, epoch=0171, iter=00190/00196, fetch data time cost=1.27ms, fps=1382 images/s, loss=0.0059, top1-acc=99.86%, top5-acc=100.00%, remaining_time=0:00:01.117788, arrival_time=2021-04-10 03:11:39.238941, cost_time=0:00:35.396638 2021-04-10 03:11:39,114 INFO : TRAIN, epoch=0171, iter=00196/00196, fetch data time cost=1.33ms, fps=1370 images/s, loss=0.0058, top1-acc=99.86%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-10 03:11:39.114103, cost_time=0:00:36.389601 2021-04-10 03:11:39,548 INFO : EVAL, epoch=0171, iter=00010/00040, fetch data time cost=1.33ms, fps=5909 images/s, loss=0.2722, top1-acc=94.06%, top5-acc=99.84%, remaining_time=0:00:01.299660, arrival_time=2021-04-10 03:11:40.848559, cost_time=0:00:00.433217 2021-04-10 03:11:39,911 INFO : EVAL, epoch=0171, iter=00020/00040, fetch data time cost=0.43ms, fps=7073 images/s, loss=0.2724, top1-acc=94.04%, top5-acc=99.79%, remaining_time=0:00:00.795520, arrival_time=2021-04-10 03:11:40.706708, cost_time=0:00:00.795512 2021-04-10 03:11:40,270 INFO : EVAL, epoch=0171, iter=00030/00040, fetch data time cost=1.46ms, fps=7142 images/s, loss=0.2615, top1-acc=94.09%, top5-acc=99.80%, remaining_time=0:00:00.384760, arrival_time=2021-04-10 03:11:40.654775, cost_time=0:00:01.154273 2021-04-10 03:11:40,609 INFO : EVAL, epoch=0171, iter=00040/00040, fetch data time cost=0.08ms, fps=6842 images/s, loss=0.2837, top1-acc=94.07%, top5-acc=99.80%, remaining_time=0:00:00, arrival_time=2021-04-10 03:11:40.609608, cost_time=0:00:01.493932 2021-04-10 03:11:40,798 INFO : Epoch=0171 complete, best val top1-acc=94.07%, top5-acc=99.80% (epoch=171), remaining_time=0:18:33.443400, arrival_time=2021-04-10 03:30:14.242181, cost_time=1:49:25.476569 2021-04-10 03:11:40,799 INFO : Train start, epoch=0172, lr=0.005099 2021-04-10 03:11:42,878 INFO : TRAIN, epoch=0172, iter=00010/00196, fetch data time cost=1.71ms, fps=1232 images/s, loss=0.0067, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:38.647638, arrival_time=2021-04-10 03:12:21.525640, cost_time=0:00:02.077832 2021-04-10 03:11:44,730 INFO : TRAIN, epoch=0172, iter=00020/00196, fetch data time cost=1.79ms, fps=1383 images/s, loss=0.0076, top1-acc=99.88%, top5-acc=100.00%, remaining_time=0:00:34.586112, arrival_time=2021-04-10 03:12:19.316366, cost_time=0:00:03.930248 2021-04-10 03:11:46,599 INFO : TRAIN, epoch=0172, iter=00030/00196, fetch data time cost=1.98ms, fps=1370 images/s, loss=0.0072, top1-acc=99.88%, top5-acc=100.00%, remaining_time=0:00:32.091618, arrival_time=2021-04-10 03:12:18.691392, cost_time=0:00:05.799679 2021-04-10 03:11:48,447 INFO : TRAIN, epoch=0172, iter=00040/00196, fetch data time cost=2.10ms, fps=1386 images/s, loss=0.0067, top1-acc=99.86%, top5-acc=100.00%, remaining_time=0:00:29.824080, arrival_time=2021-04-10 03:12:18.271379, cost_time=0:00:07.647181 2021-04-10 03:11:50,299 INFO : TRAIN, epoch=0172, iter=00050/00196, fetch data time cost=2.13ms, fps=1383 images/s, loss=0.0065, top1-acc=99.87%, top5-acc=100.00%, remaining_time=0:00:27.737372, arrival_time=2021-04-10 03:12:18.036451, cost_time=0:00:09.499100 2021-04-10 03:11:52,150 INFO : TRAIN, epoch=0172, iter=00060/00196, fetch data time cost=1.90ms, fps=1383 images/s, loss=0.0065, top1-acc=99.87%, top5-acc=100.00%, remaining_time=0:00:25.728616, arrival_time=2021-04-10 03:12:17.879443, cost_time=0:00:11.350868 2021-04-10 03:11:54,010 INFO : TRAIN, epoch=0172, iter=00070/00196, fetch data time cost=1.58ms, fps=1377 images/s, loss=0.0065, top1-acc=99.87%, top5-acc=100.00%, remaining_time=0:00:23.779602, arrival_time=2021-04-10 03:12:17.790482, cost_time=0:00:13.210883 2021-04-10 03:11:55,857 INFO : TRAIN, epoch=0172, iter=00080/00196, fetch data time cost=1.94ms, fps=1386 images/s, loss=0.0065, top1-acc=99.87%, top5-acc=100.00%, remaining_time=0:00:21.833868, arrival_time=2021-04-10 03:12:17.691776, cost_time=0:00:15.057850 2021-04-10 03:11:57,721 INFO : TRAIN, epoch=0172, iter=00090/00196, fetch data time cost=1.36ms, fps=1374 images/s, loss=0.0063, top1-acc=99.88%, top5-acc=100.00%, remaining_time=0:00:19.929484, arrival_time=2021-04-10 03:12:17.650673, cost_time=0:00:16.921240 2021-04-10 03:11:59,572 INFO : TRAIN, epoch=0172, iter=00100/00196, fetch data time cost=1.59ms, fps=1384 images/s, loss=0.0061, top1-acc=99.89%, top5-acc=100.00%, remaining_time=0:00:18.021120, arrival_time=2021-04-10 03:12:17.593068, cost_time=0:00:18.771979 2021-04-10 03:12:01,430 INFO : TRAIN, epoch=0172, iter=00110/00196, fetch data time cost=1.45ms, fps=1378 images/s, loss=0.0059, top1-acc=99.89%, top5-acc=100.00%, remaining_time=0:00:16.128870, arrival_time=2021-04-10 03:12:17.558833, cost_time=0:00:20.629956 2021-04-10 03:12:03,286 INFO : TRAIN, epoch=0172, iter=00120/00196, fetch data time cost=1.99ms, fps=1379 images/s, loss=0.0056, top1-acc=99.90%, top5-acc=100.00%, remaining_time=0:00:14.241564, arrival_time=2021-04-10 03:12:17.528236, cost_time=0:00:22.486706 2021-04-10 03:12:05,141 INFO : TRAIN, epoch=0172, iter=00130/00196, fetch data time cost=1.53ms, fps=1380 images/s, loss=0.0057, top1-acc=99.89%, top5-acc=100.00%, remaining_time=0:00:12.358104, arrival_time=2021-04-10 03:12:17.499799, cost_time=0:00:24.341684 2021-04-10 03:12:06,987 INFO : TRAIN, epoch=0172, iter=00140/00196, fetch data time cost=2.16ms, fps=1387 images/s, loss=0.0056, top1-acc=99.89%, top5-acc=100.00%, remaining_time=0:00:10.475136, arrival_time=2021-04-10 03:12:17.463003, cost_time=0:00:26.187896 2021-04-10 03:12:08,840 INFO : TRAIN, epoch=0172, iter=00150/00196, fetch data time cost=1.48ms, fps=1382 images/s, loss=0.0057, top1-acc=99.89%, top5-acc=100.00%, remaining_time=0:00:08.599194, arrival_time=2021-04-10 03:12:17.439986, cost_time=0:00:28.040784 2021-04-10 03:12:10,690 INFO : TRAIN, epoch=0172, iter=00160/00196, fetch data time cost=1.77ms, fps=1385 images/s, loss=0.0056, top1-acc=99.89%, top5-acc=100.00%, remaining_time=0:00:06.725340, arrival_time=2021-04-10 03:12:17.415704, cost_time=0:00:29.890378 2021-04-10 03:12:12,537 INFO : TRAIN, epoch=0172, iter=00170/00196, fetch data time cost=1.66ms, fps=1387 images/s, loss=0.0057, top1-acc=99.89%, top5-acc=100.00%, remaining_time=0:00:04.853914, arrival_time=2021-04-10 03:12:17.390948, cost_time=0:00:31.737119 2021-04-10 03:12:14,384 INFO : TRAIN, epoch=0172, iter=00180/00196, fetch data time cost=1.69ms, fps=1386 images/s, loss=0.0056, top1-acc=99.88%, top5-acc=100.00%, remaining_time=0:00:02.985264, arrival_time=2021-04-10 03:12:17.369480, cost_time=0:00:33.584236 2021-04-10 03:12:16,241 INFO : TRAIN, epoch=0172, iter=00190/00196, fetch data time cost=1.47ms, fps=1379 images/s, loss=0.0056, top1-acc=99.88%, top5-acc=100.00%, remaining_time=0:00:01.119204, arrival_time=2021-04-10 03:12:17.360588, cost_time=0:00:35.441429 2021-04-10 03:12:17,253 INFO : TRAIN, epoch=0172, iter=00196/00196, fetch data time cost=1.48ms, fps=1344 images/s, loss=0.0055, top1-acc=99.89%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-10 03:12:17.253611, cost_time=0:00:36.453661 2021-04-10 03:12:17,691 INFO : EVAL, epoch=0172, iter=00010/00040, fetch data time cost=0.41ms, fps=5878 images/s, loss=0.2932, top1-acc=93.44%, top5-acc=99.84%, remaining_time=0:00:01.306620, arrival_time=2021-04-10 03:12:18.998070, cost_time=0:00:00.435539 2021-04-10 03:12:18,052 INFO : EVAL, epoch=0172, iter=00020/00040, fetch data time cost=2.68ms, fps=7103 images/s, loss=0.2611, top1-acc=93.95%, top5-acc=99.86%, remaining_time=0:00:00.796300, arrival_time=2021-04-10 03:12:18.848589, cost_time=0:00:00.796297 2021-04-10 03:12:18,415 INFO : EVAL, epoch=0172, iter=00030/00040, fetch data time cost=1.58ms, fps=7062 images/s, loss=0.2806, top1-acc=93.82%, top5-acc=99.80%, remaining_time=0:00:00.386440, arrival_time=2021-04-10 03:12:18.801733, cost_time=0:00:01.159329 2021-04-10 03:12:18,765 INFO : EVAL, epoch=0172, iter=00040/00040, fetch data time cost=0.11ms, fps=6632 images/s, loss=0.2646, top1-acc=93.97%, top5-acc=99.82%, remaining_time=0:00:00, arrival_time=2021-04-10 03:12:18.765520, cost_time=0:00:01.509582 2021-04-10 03:12:18,897 INFO : Epoch=0172 complete, best val top1-acc=94.07%, top5-acc=99.80% (epoch=171), remaining_time=0:17:55.000612, arrival_time=2021-04-10 03:30:13.898028, cost_time=1:50:03.575142 2021-04-10 03:12:18,899 INFO : Train start, epoch=0173, lr=0.004759 2021-04-10 03:12:20,984 INFO : TRAIN, epoch=0173, iter=00010/00196, fetch data time cost=1.71ms, fps=1228 images/s, loss=0.0049, top1-acc=99.88%, top5-acc=100.00%, remaining_time=0:00:38.780256, arrival_time=2021-04-10 03:12:59.765090, cost_time=0:00:02.084962 2021-04-10 03:12:22,836 INFO : TRAIN, epoch=0173, iter=00020/00196, fetch data time cost=1.79ms, fps=1383 images/s, loss=0.0052, top1-acc=99.82%, top5-acc=100.00%, remaining_time=0:00:34.640144, arrival_time=2021-04-10 03:12:57.476390, cost_time=0:00:03.936384 2021-04-10 03:12:24,691 INFO : TRAIN, epoch=0173, iter=00030/00196, fetch data time cost=1.80ms, fps=1380 images/s, loss=0.0043, top1-acc=99.87%, top5-acc=100.00%, remaining_time=0:00:32.047296, arrival_time=2021-04-10 03:12:56.738785, cost_time=0:00:05.791671 2021-04-10 03:12:26,549 INFO : TRAIN, epoch=0173, iter=00040/00196, fetch data time cost=1.66ms, fps=1378 images/s, loss=0.0040, top1-acc=99.89%, top5-acc=100.00%, remaining_time=0:00:29.835156, arrival_time=2021-04-10 03:12:56.385037, cost_time=0:00:07.650053 2021-04-10 03:12:28,403 INFO : TRAIN, epoch=0173, iter=00050/00196, fetch data time cost=1.45ms, fps=1381 images/s, loss=0.0039, top1-acc=99.89%, top5-acc=100.00%, remaining_time=0:00:27.751388, arrival_time=2021-04-10 03:12:56.155013, cost_time=0:00:09.503923 2021-04-10 03:12:30,259 INFO : TRAIN, epoch=0173, iter=00060/00196, fetch data time cost=1.48ms, fps=1380 images/s, loss=0.0040, top1-acc=99.89%, top5-acc=100.00%, remaining_time=0:00:25.749016, arrival_time=2021-04-10 03:12:56.008659, cost_time=0:00:11.359863 2021-04-10 03:12:32,125 INFO : TRAIN, epoch=0173, iter=00070/00196, fetch data time cost=1.42ms, fps=1372 images/s, loss=0.0040, top1-acc=99.90%, top5-acc=100.00%, remaining_time=0:00:23.806314, arrival_time=2021-04-10 03:12:55.931900, cost_time=0:00:13.225734 2021-04-10 03:12:33,978 INFO : TRAIN, epoch=0173, iter=00080/00196, fetch data time cost=1.50ms, fps=1382 images/s, loss=0.0038, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:21.864724, arrival_time=2021-04-10 03:12:55.843556, cost_time=0:00:15.079092 2021-04-10 03:12:35,828 INFO : TRAIN, epoch=0173, iter=00090/00196, fetch data time cost=1.91ms, fps=1384 images/s, loss=0.0037, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:19.938388, arrival_time=2021-04-10 03:12:55.766996, cost_time=0:00:16.928834 2021-04-10 03:12:37,675 INFO : TRAIN, epoch=0173, iter=00100/00196, fetch data time cost=2.28ms, fps=1386 images/s, loss=0.0037, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:18.024768, arrival_time=2021-04-10 03:12:55.700354, cost_time=0:00:18.775847 2021-04-10 03:12:39,538 INFO : TRAIN, epoch=0173, iter=00110/00196, fetch data time cost=1.79ms, fps=1375 images/s, loss=0.0037, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:16.135836, arrival_time=2021-04-10 03:12:55.674339, cost_time=0:00:20.638811 2021-04-10 03:12:41,388 INFO : TRAIN, epoch=0173, iter=00120/00196, fetch data time cost=1.41ms, fps=1384 images/s, loss=0.0037, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:14.242780, arrival_time=2021-04-10 03:12:55.631102, cost_time=0:00:22.488548 2021-04-10 03:12:43,234 INFO : TRAIN, epoch=0173, iter=00130/00196, fetch data time cost=1.48ms, fps=1387 images/s, loss=0.0037, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:12.354540, arrival_time=2021-04-10 03:12:55.588935, cost_time=0:00:24.334650 2021-04-10 03:12:45,095 INFO : TRAIN, epoch=0173, iter=00140/00196, fetch data time cost=1.85ms, fps=1376 images/s, loss=0.0038, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:10.478160, arrival_time=2021-04-10 03:12:55.573371, cost_time=0:00:26.195453 2021-04-10 03:12:46,956 INFO : TRAIN, epoch=0173, iter=00150/00196, fetch data time cost=1.45ms, fps=1376 images/s, loss=0.0038, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:08.603978, arrival_time=2021-04-10 03:12:55.560217, cost_time=0:00:28.056507 2021-04-10 03:12:48,799 INFO : TRAIN, epoch=0173, iter=00160/00196, fetch data time cost=1.46ms, fps=1389 images/s, loss=0.0038, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:06.727500, arrival_time=2021-04-10 03:12:55.527122, cost_time=0:00:29.899923 2021-04-10 03:12:50,650 INFO : TRAIN, epoch=0173, iter=00170/00196, fetch data time cost=1.43ms, fps=1384 images/s, loss=0.0039, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:04.855942, arrival_time=2021-04-10 03:12:55.506011, cost_time=0:00:31.750379 2021-04-10 03:12:52,499 INFO : TRAIN, epoch=0173, iter=00180/00196, fetch data time cost=1.51ms, fps=1385 images/s, loss=0.0039, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:02.986624, arrival_time=2021-04-10 03:12:55.485841, cost_time=0:00:33.599518 2021-04-10 03:12:54,351 INFO : TRAIN, epoch=0173, iter=00190/00196, fetch data time cost=1.34ms, fps=1382 images/s, loss=0.0039, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:01.119534, arrival_time=2021-04-10 03:12:55.471052, cost_time=0:00:35.451818 2021-04-10 03:12:55,360 INFO : TRAIN, epoch=0173, iter=00196/00196, fetch data time cost=1.58ms, fps=1349 images/s, loss=0.0038, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-10 03:12:55.360579, cost_time=0:00:36.460766 2021-04-10 03:12:55,806 INFO : EVAL, epoch=0173, iter=00010/00040, fetch data time cost=4.73ms, fps=5780 images/s, loss=0.2957, top1-acc=93.36%, top5-acc=99.84%, remaining_time=0:00:01.328580, arrival_time=2021-04-10 03:12:57.134607, cost_time=0:00:00.442860 2021-04-10 03:12:56,162 INFO : EVAL, epoch=0173, iter=00020/00040, fetch data time cost=2.51ms, fps=7190 images/s, loss=0.2656, top1-acc=93.75%, top5-acc=99.86%, remaining_time=0:00:00.799360, arrival_time=2021-04-10 03:12:56.961882, cost_time=0:00:00.799353 2021-04-10 03:12:56,527 INFO : EVAL, epoch=0173, iter=00030/00040, fetch data time cost=1.51ms, fps=7016 images/s, loss=0.2720, top1-acc=93.91%, top5-acc=99.80%, remaining_time=0:00:00.388200, arrival_time=2021-04-10 03:12:56.916019, cost_time=0:00:01.164598 2021-04-10 03:12:56,867 INFO : EVAL, epoch=0173, iter=00040/00040, fetch data time cost=0.11ms, fps=6833 images/s, loss=0.2604, top1-acc=94.01%, top5-acc=99.82%, remaining_time=0:00:00, arrival_time=2021-04-10 03:12:56.867853, cost_time=0:00:01.504696 2021-04-10 03:12:56,979 INFO : Epoch=0173 complete, best val top1-acc=94.07%, top5-acc=99.80% (epoch=171), remaining_time=0:17:16.559268, arrival_time=2021-04-10 03:30:13.539051, cost_time=1:50:41.657569 2021-04-10 03:12:56,980 INFO : Train start, epoch=0174, lr=0.004430 2021-04-10 03:12:59,100 INFO : TRAIN, epoch=0174, iter=00010/00196, fetch data time cost=1.64ms, fps=1208 images/s, loss=0.0038, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:39.423630, arrival_time=2021-04-10 03:13:38.524145, cost_time=0:00:02.119548 2021-04-10 03:13:00,945 INFO : TRAIN, epoch=0174, iter=00020/00196, fetch data time cost=1.51ms, fps=1388 images/s, loss=0.0032, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:34.886368, arrival_time=2021-04-10 03:13:35.831755, cost_time=0:00:03.964368 2021-04-10 03:13:02,785 INFO : TRAIN, epoch=0174, iter=00030/00196, fetch data time cost=1.42ms, fps=1392 images/s, loss=0.0032, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:32.117680, arrival_time=2021-04-10 03:13:34.903108, cost_time=0:00:05.804397 2021-04-10 03:13:04,646 INFO : TRAIN, epoch=0174, iter=00040/00196, fetch data time cost=1.45ms, fps=1377 images/s, loss=0.0034, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:29.893032, arrival_time=2021-04-10 03:13:34.538949, cost_time=0:00:07.664874 2021-04-10 03:13:06,492 INFO : TRAIN, epoch=0174, iter=00050/00196, fetch data time cost=1.52ms, fps=1387 images/s, loss=0.0035, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:27.773580, arrival_time=2021-04-10 03:13:34.266029, cost_time=0:00:09.511495 2021-04-10 03:13:08,342 INFO : TRAIN, epoch=0174, iter=00060/00196, fetch data time cost=1.58ms, fps=1384 images/s, loss=0.0038, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:25.752552, arrival_time=2021-04-10 03:13:34.094957, cost_time=0:00:11.361444 2021-04-10 03:13:10,197 INFO : TRAIN, epoch=0174, iter=00070/00196, fetch data time cost=1.45ms, fps=1380 images/s, loss=0.0037, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:23.789304, arrival_time=2021-04-10 03:13:33.986577, cost_time=0:00:13.216284 2021-04-10 03:13:12,056 INFO : TRAIN, epoch=0174, iter=00080/00196, fetch data time cost=1.77ms, fps=1378 images/s, loss=0.0040, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:21.858692, arrival_time=2021-04-10 03:13:33.914636, cost_time=0:00:15.074926 2021-04-10 03:13:13,910 INFO : TRAIN, epoch=0174, iter=00090/00196, fetch data time cost=1.72ms, fps=1381 images/s, loss=0.0042, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:19.939236, arrival_time=2021-04-10 03:13:33.849756, cost_time=0:00:16.929538 2021-04-10 03:13:15,765 INFO : TRAIN, epoch=0174, iter=00100/00196, fetch data time cost=1.92ms, fps=1381 images/s, loss=0.0046, top1-acc=99.89%, top5-acc=100.00%, remaining_time=0:00:18.032544, arrival_time=2021-04-10 03:13:33.797427, cost_time=0:00:18.783872 2021-04-10 03:13:17,612 INFO : TRAIN, epoch=0174, iter=00110/00196, fetch data time cost=1.52ms, fps=1386 images/s, loss=0.0045, top1-acc=99.90%, top5-acc=100.00%, remaining_time=0:00:16.129988, arrival_time=2021-04-10 03:13:33.742355, cost_time=0:00:20.631408 2021-04-10 03:13:19,457 INFO : TRAIN, epoch=0174, iter=00120/00196, fetch data time cost=1.43ms, fps=1388 images/s, loss=0.0046, top1-acc=99.89%, top5-acc=100.00%, remaining_time=0:00:14.235180, arrival_time=2021-04-10 03:13:33.692712, cost_time=0:00:22.476576 2021-04-10 03:13:21,319 INFO : TRAIN, epoch=0174, iter=00130/00196, fetch data time cost=1.53ms, fps=1376 images/s, loss=0.0046, top1-acc=99.90%, top5-acc=100.00%, remaining_time=0:00:12.356190, arrival_time=2021-04-10 03:13:33.675217, cost_time=0:00:24.338012 2021-04-10 03:13:23,163 INFO : TRAIN, epoch=0174, iter=00140/00196, fetch data time cost=1.63ms, fps=1388 images/s, loss=0.0045, top1-acc=99.90%, top5-acc=100.00%, remaining_time=0:00:10.472952, arrival_time=2021-04-10 03:13:33.636348, cost_time=0:00:26.182403 2021-04-10 03:13:25,013 INFO : TRAIN, epoch=0174, iter=00150/00196, fetch data time cost=1.46ms, fps=1384 images/s, loss=0.0045, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:08.596756, arrival_time=2021-04-10 03:13:33.610634, cost_time=0:00:28.032908 2021-04-10 03:13:26,862 INFO : TRAIN, epoch=0174, iter=00160/00196, fetch data time cost=1.61ms, fps=1385 images/s, loss=0.0044, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:06.723288, arrival_time=2021-04-10 03:13:33.585523, cost_time=0:00:29.881275 2021-04-10 03:13:28,717 INFO : TRAIN, epoch=0174, iter=00170/00196, fetch data time cost=1.83ms, fps=1380 images/s, loss=0.0043, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:04.853784, arrival_time=2021-04-10 03:13:33.571158, cost_time=0:00:31.736310 2021-04-10 03:13:30,588 INFO : TRAIN, epoch=0174, iter=00180/00196, fetch data time cost=1.45ms, fps=1369 images/s, loss=0.0043, top1-acc=99.91%, top5-acc=100.00%, remaining_time=0:00:02.987344, arrival_time=2021-04-10 03:13:33.575926, cost_time=0:00:33.607538 2021-04-10 03:13:32,445 INFO : TRAIN, epoch=0174, iter=00190/00196, fetch data time cost=1.68ms, fps=1379 images/s, loss=0.0043, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:01.119930, arrival_time=2021-04-10 03:13:33.565402, cost_time=0:00:35.464436 2021-04-10 03:13:33,442 INFO : TRAIN, epoch=0174, iter=00196/00196, fetch data time cost=1.32ms, fps=1365 images/s, loss=0.0043, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-10 03:13:33.442109, cost_time=0:00:36.461076 2021-04-10 03:13:33,890 INFO : EVAL, epoch=0174, iter=00010/00040, fetch data time cost=3.24ms, fps=5727 images/s, loss=0.2521, top1-acc=94.22%, top5-acc=99.73%, remaining_time=0:00:01.341060, arrival_time=2021-04-10 03:13:35.231800, cost_time=0:00:00.447019 2021-04-10 03:13:34,252 INFO : EVAL, epoch=0174, iter=00020/00040, fetch data time cost=2.58ms, fps=7087 images/s, loss=0.2599, top1-acc=94.00%, top5-acc=99.73%, remaining_time=0:00:00.808760, arrival_time=2021-04-10 03:13:35.061252, cost_time=0:00:00.808758 2021-04-10 03:13:34,617 INFO : EVAL, epoch=0174, iter=00030/00040, fetch data time cost=1.91ms, fps=7030 images/s, loss=0.2709, top1-acc=94.00%, top5-acc=99.78%, remaining_time=0:00:00.391120, arrival_time=2021-04-10 03:13:35.008242, cost_time=0:00:01.173363 2021-04-10 03:13:34,962 INFO : EVAL, epoch=0174, iter=00040/00040, fetch data time cost=0.09ms, fps=6730 images/s, loss=0.2668, top1-acc=94.02%, top5-acc=99.81%, remaining_time=0:00:00, arrival_time=2021-04-10 03:13:34.962285, cost_time=0:00:01.518588 2021-04-10 03:13:35,053 INFO : Epoch=0174 complete, best val top1-acc=94.07%, top5-acc=99.80% (epoch=171), remaining_time=0:16:38.120812, arrival_time=2021-04-10 03:30:13.174525, cost_time=1:51:19.731526 2021-04-10 03:13:35,054 INFO : Train start, epoch=0175, lr=0.004112 2021-04-10 03:13:37,097 INFO : TRAIN, epoch=0175, iter=00010/00196, fetch data time cost=0.25ms, fps=1253 images/s, loss=0.0043, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:37.989384, arrival_time=2021-04-10 03:14:15.086734, cost_time=0:00:02.042445 2021-04-10 03:13:38,962 INFO : TRAIN, epoch=0175, iter=00020/00196, fetch data time cost=1.43ms, fps=1373 images/s, loss=0.0044, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:34.383712, arrival_time=2021-04-10 03:14:13.345894, cost_time=0:00:03.907248 2021-04-10 03:13:40,819 INFO : TRAIN, epoch=0175, iter=00030/00196, fetch data time cost=1.87ms, fps=1379 images/s, loss=0.0042, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:31.898062, arrival_time=2021-04-10 03:14:12.717583, cost_time=0:00:05.764705 2021-04-10 03:13:42,689 INFO : TRAIN, epoch=0175, iter=00040/00196, fetch data time cost=2.98ms, fps=1370 images/s, loss=0.0040, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:29.773380, arrival_time=2021-04-10 03:14:12.462509, cost_time=0:00:07.634218 2021-04-10 03:13:44,551 INFO : TRAIN, epoch=0175, iter=00050/00196, fetch data time cost=1.90ms, fps=1375 images/s, loss=0.0040, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:27.730218, arrival_time=2021-04-10 03:14:12.281791, cost_time=0:00:09.496667 2021-04-10 03:13:46,398 INFO : TRAIN, epoch=0175, iter=00060/00196, fetch data time cost=2.17ms, fps=1387 images/s, loss=0.0040, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:25.711616, arrival_time=2021-04-10 03:14:12.109859, cost_time=0:00:11.343345 2021-04-10 03:13:48,252 INFO : TRAIN, epoch=0175, iter=00070/00196, fetch data time cost=2.24ms, fps=1381 images/s, loss=0.0039, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:23.754906, arrival_time=2021-04-10 03:14:12.007074, cost_time=0:00:13.197170 2021-04-10 03:13:50,100 INFO : TRAIN, epoch=0175, iter=00080/00196, fetch data time cost=2.15ms, fps=1385 images/s, loss=0.0040, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:21.816352, arrival_time=2021-04-10 03:14:11.917068, cost_time=0:00:15.045787 2021-04-10 03:13:51,963 INFO : TRAIN, epoch=0175, iter=00090/00196, fetch data time cost=1.90ms, fps=1375 images/s, loss=0.0039, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:19.914114, arrival_time=2021-04-10 03:14:11.877266, cost_time=0:00:16.908251 2021-04-10 03:13:53,821 INFO : TRAIN, epoch=0175, iter=00100/00196, fetch data time cost=1.57ms, fps=1378 images/s, loss=0.0039, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:18.015840, arrival_time=2021-04-10 03:14:11.837221, cost_time=0:00:18.766470 2021-04-10 03:13:55,673 INFO : TRAIN, epoch=0175, iter=00110/00196, fetch data time cost=1.55ms, fps=1382 images/s, loss=0.0041, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:16.120184, arrival_time=2021-04-10 03:14:11.793931, cost_time=0:00:20.618862 2021-04-10 03:13:57,528 INFO : TRAIN, epoch=0175, iter=00120/00196, fetch data time cost=1.47ms, fps=1381 images/s, loss=0.0042, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:14.233204, arrival_time=2021-04-10 03:14:11.761688, cost_time=0:00:22.473518 2021-04-10 03:13:59,375 INFO : TRAIN, epoch=0175, iter=00130/00196, fetch data time cost=1.40ms, fps=1387 images/s, loss=0.0040, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:12.347412, arrival_time=2021-04-10 03:14:11.722944, cost_time=0:00:24.320659 2021-04-10 03:14:01,227 INFO : TRAIN, epoch=0175, iter=00140/00196, fetch data time cost=1.42ms, fps=1383 images/s, loss=0.0040, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:10.468976, arrival_time=2021-04-10 03:14:11.696262, cost_time=0:00:26.172370 2021-04-10 03:14:03,084 INFO : TRAIN, epoch=0175, iter=00150/00196, fetch data time cost=1.52ms, fps=1379 images/s, loss=0.0040, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:08.595882, arrival_time=2021-04-10 03:14:11.680752, cost_time=0:00:28.030057 2021-04-10 03:14:04,940 INFO : TRAIN, epoch=0175, iter=00160/00196, fetch data time cost=1.78ms, fps=1380 images/s, loss=0.0040, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:06.724188, arrival_time=2021-04-10 03:14:11.664358, cost_time=0:00:29.885263 2021-04-10 03:14:06,786 INFO : TRAIN, epoch=0175, iter=00170/00196, fetch data time cost=1.87ms, fps=1387 images/s, loss=0.0040, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:04.853082, arrival_time=2021-04-10 03:14:11.639717, cost_time=0:00:31.731762 2021-04-10 03:14:08,635 INFO : TRAIN, epoch=0175, iter=00180/00196, fetch data time cost=1.90ms, fps=1385 images/s, loss=0.0039, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:02.984928, arrival_time=2021-04-10 03:14:11.620218, cost_time=0:00:33.580469 2021-04-10 03:14:10,495 INFO : TRAIN, epoch=0175, iter=00190/00196, fetch data time cost=1.52ms, fps=1377 images/s, loss=0.0038, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:01.119168, arrival_time=2021-04-10 03:14:11.614339, cost_time=0:00:35.440284 2021-04-10 03:14:11,491 INFO : TRAIN, epoch=0175, iter=00196/00196, fetch data time cost=1.23ms, fps=1365 images/s, loss=0.0038, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-10 03:14:11.491751, cost_time=0:00:36.436951 2021-04-10 03:14:11,953 INFO : EVAL, epoch=0175, iter=00010/00040, fetch data time cost=1.49ms, fps=5593 images/s, loss=0.2844, top1-acc=94.06%, top5-acc=99.73%, remaining_time=0:00:01.373130, arrival_time=2021-04-10 03:14:13.326154, cost_time=0:00:00.457709 2021-04-10 03:14:12,322 INFO : EVAL, epoch=0175, iter=00020/00040, fetch data time cost=2.02ms, fps=6932 images/s, loss=0.2840, top1-acc=93.87%, top5-acc=99.75%, remaining_time=0:00:00.827460, arrival_time=2021-04-10 03:14:13.150274, cost_time=0:00:00.827464 2021-04-10 03:14:12,687 INFO : EVAL, epoch=0175, iter=00030/00040, fetch data time cost=1.45ms, fps=7021 images/s, loss=0.2706, top1-acc=94.09%, top5-acc=99.77%, remaining_time=0:00:00.397540, arrival_time=2021-04-10 03:14:13.085473, cost_time=0:00:01.192616 2021-04-10 03:14:13,027 INFO : EVAL, epoch=0175, iter=00040/00040, fetch data time cost=0.10ms, fps=6835 images/s, loss=0.2635, top1-acc=93.99%, top5-acc=99.79%, remaining_time=0:00:00, arrival_time=2021-04-10 03:14:13.027768, cost_time=0:00:01.532473 2021-04-10 03:14:13,151 INFO : Epoch=0175 complete, best val top1-acc=94.07%, top5-acc=99.80% (epoch=171), remaining_time=0:15:59.689850, arrival_time=2021-04-10 03:30:12.841027, cost_time=1:51:57.828958 2021-04-10 03:14:13,152 INFO : Train start, epoch=0176, lr=0.003806 2021-04-10 03:14:15,203 INFO : TRAIN, epoch=0176, iter=00010/00196, fetch data time cost=1.51ms, fps=1248 images/s, loss=0.0028, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:38.153436, arrival_time=2021-04-10 03:14:53.357242, cost_time=0:00:02.051260 2021-04-10 03:14:17,053 INFO : TRAIN, epoch=0176, iter=00020/00196, fetch data time cost=1.52ms, fps=1384 images/s, loss=0.0032, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:34.331264, arrival_time=2021-04-10 03:14:51.384922, cost_time=0:00:03.901286 2021-04-10 03:14:18,903 INFO : TRAIN, epoch=0176, iter=00030/00196, fetch data time cost=1.39ms, fps=1384 images/s, loss=0.0034, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:31.822366, arrival_time=2021-04-10 03:14:50.725753, cost_time=0:00:05.751018 2021-04-10 03:14:20,761 INFO : TRAIN, epoch=0176, iter=00040/00196, fetch data time cost=1.97ms, fps=1378 images/s, loss=0.0032, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:29.675568, arrival_time=2021-04-10 03:14:50.437060, cost_time=0:00:07.609112 2021-04-10 03:14:22,608 INFO : TRAIN, epoch=0176, iter=00050/00196, fetch data time cost=1.64ms, fps=1386 images/s, loss=0.0031, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:27.612104, arrival_time=2021-04-10 03:14:50.220871, cost_time=0:00:09.456221 2021-04-10 03:14:24,466 INFO : TRAIN, epoch=0176, iter=00060/00196, fetch data time cost=1.94ms, fps=1379 images/s, loss=0.0030, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:25.644704, arrival_time=2021-04-10 03:14:50.110907, cost_time=0:00:11.313824 2021-04-10 03:14:26,313 INFO : TRAIN, epoch=0176, iter=00070/00196, fetch data time cost=1.56ms, fps=1386 images/s, loss=0.0033, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:23.690394, arrival_time=2021-04-10 03:14:50.004104, cost_time=0:00:13.161345 2021-04-10 03:14:28,162 INFO : TRAIN, epoch=0176, iter=00080/00196, fetch data time cost=1.40ms, fps=1385 images/s, loss=0.0036, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:21.764964, arrival_time=2021-04-10 03:14:49.927736, cost_time=0:00:15.010354 2021-04-10 03:14:30,011 INFO : TRAIN, epoch=0176, iter=00090/00196, fetch data time cost=1.55ms, fps=1385 images/s, loss=0.0037, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:19.856556, arrival_time=2021-04-10 03:14:49.868406, cost_time=0:00:16.859336 2021-04-10 03:14:31,859 INFO : TRAIN, epoch=0176, iter=00100/00196, fetch data time cost=1.30ms, fps=1386 images/s, loss=0.0037, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:17.958720, arrival_time=2021-04-10 03:14:49.818175, cost_time=0:00:18.707006 2021-04-10 03:14:33,705 INFO : TRAIN, epoch=0176, iter=00110/00196, fetch data time cost=1.43ms, fps=1388 images/s, loss=0.0040, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:16.068412, arrival_time=2021-04-10 03:14:49.773407, cost_time=0:00:20.552608 2021-04-10 03:14:35,552 INFO : TRAIN, epoch=0176, iter=00120/00196, fetch data time cost=1.44ms, fps=1386 images/s, loss=0.0039, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:14.186464, arrival_time=2021-04-10 03:14:49.738461, cost_time=0:00:22.399628 2021-04-10 03:14:37,398 INFO : TRAIN, epoch=0176, iter=00130/00196, fetch data time cost=1.34ms, fps=1386 images/s, loss=0.0040, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:12.309726, arrival_time=2021-04-10 03:14:49.708523, cost_time=0:00:24.246429 2021-04-10 03:14:39,243 INFO : TRAIN, epoch=0176, iter=00140/00196, fetch data time cost=1.56ms, fps=1388 images/s, loss=0.0039, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:10.436440, arrival_time=2021-04-10 03:14:49.679907, cost_time=0:00:26.091115 2021-04-10 03:14:41,089 INFO : TRAIN, epoch=0176, iter=00150/00196, fetch data time cost=1.60ms, fps=1387 images/s, loss=0.0039, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:08.567316, arrival_time=2021-04-10 03:14:49.656766, cost_time=0:00:27.936969 2021-04-10 03:14:42,928 INFO : TRAIN, epoch=0176, iter=00160/00196, fetch data time cost=1.42ms, fps=1392 images/s, loss=0.0039, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:06.699636, arrival_time=2021-04-10 03:14:49.628244, cost_time=0:00:29.776165 2021-04-10 03:14:44,781 INFO : TRAIN, epoch=0176, iter=00170/00196, fetch data time cost=1.54ms, fps=1382 images/s, loss=0.0038, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:04.837378, arrival_time=2021-04-10 03:14:49.618685, cost_time=0:00:31.628936 2021-04-10 03:14:46,650 INFO : TRAIN, epoch=0176, iter=00180/00196, fetch data time cost=1.55ms, fps=1370 images/s, loss=0.0038, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:02.977632, arrival_time=2021-04-10 03:14:49.628288, cost_time=0:00:33.498287 2021-04-10 03:14:48,498 INFO : TRAIN, epoch=0176, iter=00190/00196, fetch data time cost=1.68ms, fps=1386 images/s, loss=0.0037, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:01.116180, arrival_time=2021-04-10 03:14:49.614319, cost_time=0:00:35.345786 2021-04-10 03:14:49,497 INFO : TRAIN, epoch=0176, iter=00196/00196, fetch data time cost=1.36ms, fps=1362 images/s, loss=0.0038, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-10 03:14:49.497365, cost_time=0:00:36.345016 2021-04-10 03:14:49,973 INFO : EVAL, epoch=0176, iter=00010/00040, fetch data time cost=2.29ms, fps=5397 images/s, loss=0.2446, top1-acc=94.37%, top5-acc=99.92%, remaining_time=0:00:01.422870, arrival_time=2021-04-10 03:14:51.395904, cost_time=0:00:00.474289 2021-04-10 03:14:50,338 INFO : EVAL, epoch=0176, iter=00020/00040, fetch data time cost=1.53ms, fps=7005 images/s, loss=0.2585, top1-acc=94.10%, top5-acc=99.84%, remaining_time=0:00:00.840080, arrival_time=2021-04-10 03:14:51.178954, cost_time=0:00:00.840076 2021-04-10 03:14:50,702 INFO : EVAL, epoch=0176, iter=00030/00040, fetch data time cost=1.48ms, fps=7054 images/s, loss=0.2685, top1-acc=94.05%, top5-acc=99.83%, remaining_time=0:00:00.401170, arrival_time=2021-04-10 03:14:51.103483, cost_time=0:00:01.203515 2021-04-10 03:14:51,041 INFO : EVAL, epoch=0176, iter=00040/00040, fetch data time cost=0.07ms, fps=6843 images/s, loss=0.2648, top1-acc=94.12%, top5-acc=99.83%, remaining_time=0:00:00, arrival_time=2021-04-10 03:14:51.041814, cost_time=0:00:01.543096 2021-04-10 03:14:51,271 INFO : Epoch=0176 complete, best val top1-acc=94.12%, top5-acc=99.83% (epoch=176), remaining_time=0:15:21.265728, arrival_time=2021-04-10 03:30:12.536677, cost_time=1:52:35.948685 2021-04-10 03:14:51,272 INFO : Train start, epoch=0177, lr=0.003511 2021-04-10 03:14:53,321 INFO : TRAIN, epoch=0177, iter=00010/00196, fetch data time cost=0.25ms, fps=1250 images/s, loss=0.0022, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:38.087778, arrival_time=2021-04-10 03:15:31.408736, cost_time=0:00:02.047726 2021-04-10 03:14:55,189 INFO : TRAIN, epoch=0177, iter=00020/00196, fetch data time cost=3.26ms, fps=1373 images/s, loss=0.0024, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:34.460976, arrival_time=2021-04-10 03:15:29.650068, cost_time=0:00:03.916028 2021-04-10 03:14:57,036 INFO : TRAIN, epoch=0177, iter=00030/00196, fetch data time cost=1.41ms, fps=1386 images/s, loss=0.0023, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:31.891754, arrival_time=2021-04-10 03:15:28.928357, cost_time=0:00:05.763566 2021-04-10 03:14:58,896 INFO : TRAIN, epoch=0177, iter=00040/00196, fetch data time cost=1.71ms, fps=1377 images/s, loss=0.0028, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:29.732976, arrival_time=2021-04-10 03:15:28.629816, cost_time=0:00:07.623848 2021-04-10 03:15:00,756 INFO : TRAIN, epoch=0177, iter=00050/00196, fetch data time cost=1.46ms, fps=1377 images/s, loss=0.0032, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:27.691528, arrival_time=2021-04-10 03:15:28.447911, cost_time=0:00:09.483386 2021-04-10 03:15:02,608 INFO : TRAIN, epoch=0177, iter=00060/00196, fetch data time cost=1.52ms, fps=1383 images/s, loss=0.0030, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:25.692848, arrival_time=2021-04-10 03:15:28.300991, cost_time=0:00:11.335075 2021-04-10 03:15:04,457 INFO : TRAIN, epoch=0177, iter=00070/00196, fetch data time cost=1.34ms, fps=1385 images/s, loss=0.0029, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:23.732100, arrival_time=2021-04-10 03:15:28.189654, cost_time=0:00:13.184477 2021-04-10 03:15:06,307 INFO : TRAIN, epoch=0177, iter=00080/00196, fetch data time cost=1.60ms, fps=1384 images/s, loss=0.0032, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:21.799532, arrival_time=2021-04-10 03:15:28.106775, cost_time=0:00:15.034182 2021-04-10 03:15:08,153 INFO : TRAIN, epoch=0177, iter=00090/00196, fetch data time cost=1.42ms, fps=1387 images/s, loss=0.0031, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:19.881996, arrival_time=2021-04-10 03:15:28.035935, cost_time=0:00:16.880932 2021-04-10 03:15:10,004 INFO : TRAIN, epoch=0177, iter=00100/00196, fetch data time cost=1.47ms, fps=1384 images/s, loss=0.0031, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:17.981760, arrival_time=2021-04-10 03:15:27.985798, cost_time=0:00:18.730951 2021-04-10 03:15:11,857 INFO : TRAIN, epoch=0177, iter=00110/00196, fetch data time cost=2.49ms, fps=1382 images/s, loss=0.0030, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:16.093094, arrival_time=2021-04-10 03:15:27.950331, cost_time=0:00:20.584189 2021-04-10 03:15:13,722 INFO : TRAIN, epoch=0177, iter=00120/00196, fetch data time cost=1.62ms, fps=1373 images/s, loss=0.0031, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:14.218156, arrival_time=2021-04-10 03:15:27.940892, cost_time=0:00:22.449715 2021-04-10 03:15:15,570 INFO : TRAIN, epoch=0177, iter=00130/00196, fetch data time cost=1.79ms, fps=1386 images/s, loss=0.0031, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:12.335334, arrival_time=2021-04-10 03:15:27.905295, cost_time=0:00:24.296925 2021-04-10 03:15:17,423 INFO : TRAIN, epoch=0177, iter=00140/00196, fetch data time cost=1.32ms, fps=1382 images/s, loss=0.0030, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:10.460016, arrival_time=2021-04-10 03:15:27.883194, cost_time=0:00:26.150104 2021-04-10 03:15:19,283 INFO : TRAIN, epoch=0177, iter=00150/00196, fetch data time cost=2.10ms, fps=1376 images/s, loss=0.0031, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:08.589994, arrival_time=2021-04-10 03:15:27.873791, cost_time=0:00:28.010808 2021-04-10 03:15:21,126 INFO : TRAIN, epoch=0177, iter=00160/00196, fetch data time cost=1.41ms, fps=1390 images/s, loss=0.0031, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:06.717060, arrival_time=2021-04-10 03:15:27.843709, cost_time=0:00:29.853574 2021-04-10 03:15:22,981 INFO : TRAIN, epoch=0177, iter=00170/00196, fetch data time cost=1.49ms, fps=1380 images/s, loss=0.0032, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:04.849572, arrival_time=2021-04-10 03:15:27.831304, cost_time=0:00:31.708721 2021-04-10 03:15:24,839 INFO : TRAIN, epoch=0177, iter=00180/00196, fetch data time cost=1.46ms, fps=1378 images/s, loss=0.0032, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:02.983680, arrival_time=2021-04-10 03:15:27.823003, cost_time=0:00:33.566331 2021-04-10 03:15:26,693 INFO : TRAIN, epoch=0177, iter=00190/00196, fetch data time cost=1.40ms, fps=1381 images/s, loss=0.0031, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:01.118538, arrival_time=2021-04-10 03:15:27.811968, cost_time=0:00:35.420379 2021-04-10 03:15:27,695 INFO : TRAIN, epoch=0177, iter=00196/00196, fetch data time cost=1.65ms, fps=1358 images/s, loss=0.0032, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-10 03:15:27.695691, cost_time=0:00:36.422705 2021-04-10 03:15:28,142 INFO : EVAL, epoch=0177, iter=00010/00040, fetch data time cost=1.98ms, fps=5747 images/s, loss=0.2700, top1-acc=93.75%, top5-acc=99.88%, remaining_time=0:00:01.336290, arrival_time=2021-04-10 03:15:29.478903, cost_time=0:00:00.445428 2021-04-10 03:15:28,511 INFO : EVAL, epoch=0177, iter=00020/00040, fetch data time cost=1.39ms, fps=6955 images/s, loss=0.2609, top1-acc=93.91%, top5-acc=99.86%, remaining_time=0:00:00.813860, arrival_time=2021-04-10 03:15:29.324916, cost_time=0:00:00.813868 2021-04-10 03:15:28,868 INFO : EVAL, epoch=0177, iter=00030/00040, fetch data time cost=1.32ms, fps=7165 images/s, loss=0.2591, top1-acc=94.04%, top5-acc=99.86%, remaining_time=0:00:00.390520, arrival_time=2021-04-10 03:15:29.259286, cost_time=0:00:01.171567 2021-04-10 03:15:29,204 INFO : EVAL, epoch=0177, iter=00040/00040, fetch data time cost=0.09ms, fps=6930 images/s, loss=0.2550, top1-acc=94.15%, top5-acc=99.83%, remaining_time=0:00:00, arrival_time=2021-04-10 03:15:29.203969, cost_time=0:00:01.506801 2021-04-10 03:15:29,397 INFO : Epoch=0177 complete, best val top1-acc=94.15%, top5-acc=99.83% (epoch=177), remaining_time=0:14:42.845984, arrival_time=2021-04-10 03:30:12.243868, cost_time=1:53:14.075672 2021-04-10 03:15:29,398 INFO : Train start, epoch=0178, lr=0.003228 2021-04-10 03:15:31,513 INFO : TRAIN, epoch=0178, iter=00010/00196, fetch data time cost=1.83ms, fps=1211 images/s, loss=0.0024, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:39.320214, arrival_time=2021-04-10 03:16:10.833334, cost_time=0:00:02.113990 2021-04-10 03:15:33,388 INFO : TRAIN, epoch=0178, iter=00020/00196, fetch data time cost=2.05ms, fps=1366 images/s, loss=0.0049, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:35.102144, arrival_time=2021-04-10 03:16:08.490190, cost_time=0:00:03.988880 2021-04-10 03:15:35,241 INFO : TRAIN, epoch=0178, iter=00030/00196, fetch data time cost=1.56ms, fps=1382 images/s, loss=0.0044, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:32.325844, arrival_time=2021-04-10 03:16:07.566980, cost_time=0:00:05.842016 2021-04-10 03:15:37,109 INFO : TRAIN, epoch=0178, iter=00040/00196, fetch data time cost=1.38ms, fps=1371 images/s, loss=0.0041, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:30.068376, arrival_time=2021-04-10 03:16:07.177334, cost_time=0:00:07.709833 2021-04-10 03:15:38,961 INFO : TRAIN, epoch=0178, iter=00050/00196, fetch data time cost=1.45ms, fps=1382 images/s, loss=0.0041, top1-acc=99.93%, top5-acc=100.00%, remaining_time=0:00:27.922500, arrival_time=2021-04-10 03:16:06.884132, cost_time=0:00:09.562509 2021-04-10 03:15:40,817 INFO : TRAIN, epoch=0178, iter=00060/00196, fetch data time cost=1.72ms, fps=1380 images/s, loss=0.0037, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:25.881072, arrival_time=2021-04-10 03:16:06.698324, cost_time=0:00:11.418112 2021-04-10 03:15:42,692 INFO : TRAIN, epoch=0178, iter=00070/00196, fetch data time cost=1.81ms, fps=1366 images/s, loss=0.0038, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:23.927022, arrival_time=2021-04-10 03:16:06.618930, cost_time=0:00:13.292790 2021-04-10 03:15:44,553 INFO : TRAIN, epoch=0178, iter=00080/00196, fetch data time cost=1.55ms, fps=1375 images/s, loss=0.0036, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:21.974228, arrival_time=2021-04-10 03:16:06.528048, cost_time=0:00:15.154612 2021-04-10 03:15:46,399 INFO : TRAIN, epoch=0178, iter=00090/00196, fetch data time cost=2.03ms, fps=1388 images/s, loss=0.0035, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:20.022658, arrival_time=2021-04-10 03:16:06.422235, cost_time=0:00:17.000398 2021-04-10 03:15:48,253 INFO : TRAIN, epoch=0178, iter=00100/00196, fetch data time cost=1.57ms, fps=1381 images/s, loss=0.0034, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:18.100128, arrival_time=2021-04-10 03:16:06.353503, cost_time=0:00:18.854312 2021-04-10 03:15:50,104 INFO : TRAIN, epoch=0178, iter=00110/00196, fetch data time cost=1.59ms, fps=1384 images/s, loss=0.0033, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:16.187522, arrival_time=2021-04-10 03:16:06.291614, cost_time=0:00:20.704968 2021-04-10 03:15:51,957 INFO : TRAIN, epoch=0178, iter=00120/00196, fetch data time cost=1.66ms, fps=1382 images/s, loss=0.0033, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:14.286860, arrival_time=2021-04-10 03:16:06.244254, cost_time=0:00:22.558234 2021-04-10 03:15:53,806 INFO : TRAIN, epoch=0178, iter=00130/00196, fetch data time cost=1.79ms, fps=1385 images/s, loss=0.0033, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:12.391368, arrival_time=2021-04-10 03:16:06.197663, cost_time=0:00:24.407277 2021-04-10 03:15:55,656 INFO : TRAIN, epoch=0178, iter=00140/00196, fetch data time cost=1.66ms, fps=1384 images/s, loss=0.0032, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:10.503024, arrival_time=2021-04-10 03:16:06.159738, cost_time=0:00:26.257560 2021-04-10 03:15:57,501 INFO : TRAIN, epoch=0178, iter=00150/00196, fetch data time cost=1.38ms, fps=1388 images/s, loss=0.0032, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:08.617962, arrival_time=2021-04-10 03:16:06.119105, cost_time=0:00:28.102119 2021-04-10 03:15:59,348 INFO : TRAIN, epoch=0178, iter=00160/00196, fetch data time cost=1.66ms, fps=1386 images/s, loss=0.0033, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:06.738696, arrival_time=2021-04-10 03:16:06.087593, cost_time=0:00:29.949770 2021-04-10 03:16:01,197 INFO : TRAIN, epoch=0178, iter=00170/00196, fetch data time cost=1.44ms, fps=1385 images/s, loss=0.0032, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:04.863274, arrival_time=2021-04-10 03:16:06.060621, cost_time=0:00:31.798312 2021-04-10 03:16:03,047 INFO : TRAIN, epoch=0178, iter=00180/00196, fetch data time cost=1.42ms, fps=1384 images/s, loss=0.0032, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:02.990928, arrival_time=2021-04-10 03:16:06.037982, cost_time=0:00:33.647948 2021-04-10 03:16:04,895 INFO : TRAIN, epoch=0178, iter=00190/00196, fetch data time cost=1.31ms, fps=1386 images/s, loss=0.0032, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:01.120932, arrival_time=2021-04-10 03:16:06.016100, cost_time=0:00:35.496133 2021-04-10 03:16:05,909 INFO : TRAIN, epoch=0178, iter=00196/00196, fetch data time cost=1.85ms, fps=1341 images/s, loss=0.0033, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-10 03:16:05.909630, cost_time=0:00:36.510561 2021-04-10 03:16:06,348 INFO : EVAL, epoch=0178, iter=00010/00040, fetch data time cost=1.94ms, fps=5865 images/s, loss=0.2972, top1-acc=93.48%, top5-acc=99.77%, remaining_time=0:00:01.309320, arrival_time=2021-04-10 03:16:07.657745, cost_time=0:00:00.436442 2021-04-10 03:16:06,726 INFO : EVAL, epoch=0178, iter=00020/00040, fetch data time cost=2.41ms, fps=6786 images/s, loss=0.2595, top1-acc=94.22%, top5-acc=99.82%, remaining_time=0:00:00.814180, arrival_time=2021-04-10 03:16:07.540358, cost_time=0:00:00.814184 2021-04-10 03:16:07,098 INFO : EVAL, epoch=0178, iter=00030/00040, fetch data time cost=1.48ms, fps=6890 images/s, loss=0.2703, top1-acc=93.92%, top5-acc=99.86%, remaining_time=0:00:00.395430, arrival_time=2021-04-10 03:16:07.493744, cost_time=0:00:01.186281 2021-04-10 03:16:07,442 INFO : EVAL, epoch=0178, iter=00040/00040, fetch data time cost=0.08ms, fps=6749 images/s, loss=0.2536, top1-acc=94.07%, top5-acc=99.83%, remaining_time=0:00:00, arrival_time=2021-04-10 03:16:07.442547, cost_time=0:00:01.530633 2021-04-10 03:16:07,552 INFO : Epoch=0178 complete, best val top1-acc=94.15%, top5-acc=99.83% (epoch=177), remaining_time=0:14:04.432974, arrival_time=2021-04-10 03:30:11.985605, cost_time=1:53:52.230426 2021-04-10 03:16:07,553 INFO : Train start, epoch=0179, lr=0.002956 2021-04-10 03:16:09,592 INFO : TRAIN, epoch=0179, iter=00010/00196, fetch data time cost=1.58ms, fps=1256 images/s, loss=0.0027, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:37.923168, arrival_time=2021-04-10 03:16:47.515960, cost_time=0:00:02.038885 2021-04-10 03:16:11,443 INFO : TRAIN, epoch=0179, iter=00020/00196, fetch data time cost=1.36ms, fps=1384 images/s, loss=0.0028, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:34.226896, arrival_time=2021-04-10 03:16:45.670348, cost_time=0:00:03.889421 2021-04-10 03:16:13,292 INFO : TRAIN, epoch=0179, iter=00030/00196, fetch data time cost=1.50ms, fps=1385 images/s, loss=0.0026, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:31.750986, arrival_time=2021-04-10 03:16:45.043108, cost_time=0:00:05.738132 2021-04-10 03:16:15,161 INFO : TRAIN, epoch=0179, iter=00040/00196, fetch data time cost=1.95ms, fps=1370 images/s, loss=0.0024, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:29.669640, arrival_time=2021-04-10 03:16:44.831129, cost_time=0:00:07.607615 2021-04-10 03:16:17,016 INFO : TRAIN, epoch=0179, iter=00050/00196, fetch data time cost=1.75ms, fps=1381 images/s, loss=0.0024, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:27.630500, arrival_time=2021-04-10 03:16:44.646912, cost_time=0:00:09.462485 2021-04-10 03:16:18,873 INFO : TRAIN, epoch=0179, iter=00060/00196, fetch data time cost=1.38ms, fps=1379 images/s, loss=0.0030, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:25.656944, arrival_time=2021-04-10 03:16:44.530085, cost_time=0:00:11.319227 2021-04-10 03:16:20,728 INFO : TRAIN, epoch=0179, iter=00070/00196, fetch data time cost=2.06ms, fps=1380 images/s, loss=0.0031, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:23.714586, arrival_time=2021-04-10 03:16:44.443450, cost_time=0:00:13.174782 2021-04-10 03:16:22,585 INFO : TRAIN, epoch=0179, iter=00080/00196, fetch data time cost=2.62ms, fps=1380 images/s, loss=0.0031, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:21.795472, arrival_time=2021-04-10 03:16:44.380775, cost_time=0:00:15.031370 2021-04-10 03:16:24,437 INFO : TRAIN, epoch=0179, iter=00090/00196, fetch data time cost=1.40ms, fps=1383 images/s, loss=0.0030, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:19.884752, arrival_time=2021-04-10 03:16:44.321941, cost_time=0:00:16.883252 2021-04-10 03:16:26,291 INFO : TRAIN, epoch=0179, iter=00100/00196, fetch data time cost=1.47ms, fps=1381 images/s, loss=0.0029, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:17.987616, arrival_time=2021-04-10 03:16:44.278569, cost_time=0:00:18.737116 2021-04-10 03:16:28,144 INFO : TRAIN, epoch=0179, iter=00110/00196, fetch data time cost=1.60ms, fps=1382 images/s, loss=0.0029, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:16.097738, arrival_time=2021-04-10 03:16:44.241699, cost_time=0:00:20.590085 2021-04-10 03:16:29,990 INFO : TRAIN, epoch=0179, iter=00120/00196, fetch data time cost=1.50ms, fps=1387 images/s, loss=0.0029, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:14.209948, arrival_time=2021-04-10 03:16:44.200574, cost_time=0:00:22.436766 2021-04-10 03:16:31,844 INFO : TRAIN, epoch=0179, iter=00130/00196, fetch data time cost=1.84ms, fps=1382 images/s, loss=0.0028, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:12.331902, arrival_time=2021-04-10 03:16:44.175876, cost_time=0:00:24.290133 2021-04-10 03:16:33,691 INFO : TRAIN, epoch=0179, iter=00140/00196, fetch data time cost=1.40ms, fps=1386 images/s, loss=0.0028, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:10.455088, arrival_time=2021-04-10 03:16:44.146758, cost_time=0:00:26.137718 2021-04-10 03:16:35,546 INFO : TRAIN, epoch=0179, iter=00150/00196, fetch data time cost=1.58ms, fps=1381 images/s, loss=0.0028, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:08.584336, arrival_time=2021-04-10 03:16:44.130578, cost_time=0:00:27.992405 2021-04-10 03:16:37,389 INFO : TRAIN, epoch=0179, iter=00160/00196, fetch data time cost=1.46ms, fps=1389 images/s, loss=0.0028, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:06.713028, arrival_time=2021-04-10 03:16:44.102844, cost_time=0:00:29.835723 2021-04-10 03:16:39,260 INFO : TRAIN, epoch=0179, iter=00170/00196, fetch data time cost=1.47ms, fps=1369 images/s, loss=0.0029, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:04.849286, arrival_time=2021-04-10 03:16:44.110103, cost_time=0:00:31.706897 2021-04-10 03:16:41,112 INFO : TRAIN, epoch=0179, iter=00180/00196, fetch data time cost=1.65ms, fps=1383 images/s, loss=0.0029, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:02.982960, arrival_time=2021-04-10 03:16:44.095012, cost_time=0:00:33.558214 2021-04-10 03:16:42,960 INFO : TRAIN, epoch=0179, iter=00190/00196, fetch data time cost=1.36ms, fps=1385 images/s, loss=0.0029, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:01.118100, arrival_time=2021-04-10 03:16:44.078520, cost_time=0:00:35.406585 2021-04-10 03:16:43,953 INFO : TRAIN, epoch=0179, iter=00196/00196, fetch data time cost=1.24ms, fps=1371 images/s, loss=0.0029, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-10 03:16:43.952982, cost_time=0:00:36.399097 2021-04-10 03:16:44,425 INFO : EVAL, epoch=0179, iter=00010/00040, fetch data time cost=0.43ms, fps=5435 images/s, loss=0.2666, top1-acc=94.22%, top5-acc=99.69%, remaining_time=0:00:01.412970, arrival_time=2021-04-10 03:16:45.838514, cost_time=0:00:00.470986 2021-04-10 03:16:44,789 INFO : EVAL, epoch=0179, iter=00020/00040, fetch data time cost=1.66ms, fps=7034 images/s, loss=0.2476, top1-acc=94.51%, top5-acc=99.73%, remaining_time=0:00:00.835380, arrival_time=2021-04-10 03:16:45.625321, cost_time=0:00:00.835389 2021-04-10 03:16:45,155 INFO : EVAL, epoch=0179, iter=00030/00040, fetch data time cost=2.16ms, fps=7007 images/s, loss=0.2539, top1-acc=94.31%, top5-acc=99.80%, remaining_time=0:00:00.400370, arrival_time=2021-04-10 03:16:45.556068, cost_time=0:00:01.201104 2021-04-10 03:16:45,500 INFO : EVAL, epoch=0179, iter=00040/00040, fetch data time cost=0.09ms, fps=6729 images/s, loss=0.2530, top1-acc=94.27%, top5-acc=99.78%, remaining_time=0:00:00, arrival_time=2021-04-10 03:16:45.500944, cost_time=0:00:01.546418 2021-04-10 03:16:45,820 INFO : Epoch=0179 complete, best val top1-acc=94.27%, top5-acc=99.78% (epoch=179), remaining_time=0:13:26.036070, arrival_time=2021-04-10 03:30:11.856204, cost_time=1:54:30.497906 2021-04-10 03:16:45,821 INFO : Train start, epoch=0180, lr=0.002696 2021-04-10 03:16:47,948 INFO : TRAIN, epoch=0180, iter=00010/00196, fetch data time cost=1.42ms, fps=1203 images/s, loss=0.0020, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:39.565362, arrival_time=2021-04-10 03:17:27.513858, cost_time=0:00:02.127167 2021-04-10 03:16:49,800 INFO : TRAIN, epoch=0180, iter=00020/00196, fetch data time cost=1.48ms, fps=1383 images/s, loss=0.0024, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:35.011856, arrival_time=2021-04-10 03:17:24.811832, cost_time=0:00:03.978619 2021-04-10 03:16:51,657 INFO : TRAIN, epoch=0180, iter=00030/00196, fetch data time cost=1.69ms, fps=1379 images/s, loss=0.0025, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:32.290320, arrival_time=2021-04-10 03:17:23.947331, cost_time=0:00:05.835604 2021-04-10 03:16:53,517 INFO : TRAIN, epoch=0180, iter=00040/00196, fetch data time cost=1.85ms, fps=1377 images/s, loss=0.0023, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:30.013620, arrival_time=2021-04-10 03:17:23.530755, cost_time=0:00:07.695803 2021-04-10 03:16:55,364 INFO : TRAIN, epoch=0180, iter=00050/00196, fetch data time cost=2.28ms, fps=1386 images/s, loss=0.0023, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:27.865998, arrival_time=2021-04-10 03:17:23.230563, cost_time=0:00:09.543152 2021-04-10 03:16:57,221 INFO : TRAIN, epoch=0180, iter=00060/00196, fetch data time cost=1.57ms, fps=1379 images/s, loss=0.0023, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:25.840544, arrival_time=2021-04-10 03:17:23.062097, cost_time=0:00:11.400222 2021-04-10 03:16:59,075 INFO : TRAIN, epoch=0180, iter=00070/00196, fetch data time cost=1.41ms, fps=1381 images/s, loss=0.0025, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:23.856714, arrival_time=2021-04-10 03:17:22.931867, cost_time=0:00:13.253737 2021-04-10 03:17:00,940 INFO : TRAIN, epoch=0180, iter=00080/00196, fetch data time cost=1.51ms, fps=1373 images/s, loss=0.0024, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:21.922492, arrival_time=2021-04-10 03:17:22.862821, cost_time=0:00:15.118955 2021-04-10 03:17:02,790 INFO : TRAIN, epoch=0180, iter=00090/00196, fetch data time cost=1.37ms, fps=1384 images/s, loss=0.0025, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:19.985982, arrival_time=2021-04-10 03:17:22.776576, cost_time=0:00:16.969258 2021-04-10 03:17:04,635 INFO : TRAIN, epoch=0180, iter=00100/00196, fetch data time cost=1.36ms, fps=1388 images/s, loss=0.0024, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:18.061920, arrival_time=2021-04-10 03:17:22.697723, cost_time=0:00:18.814470 2021-04-10 03:17:06,483 INFO : TRAIN, epoch=0180, iter=00110/00196, fetch data time cost=1.44ms, fps=1386 images/s, loss=0.0024, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:16.153896, arrival_time=2021-04-10 03:17:22.637178, cost_time=0:00:20.661955 2021-04-10 03:17:08,343 INFO : TRAIN, epoch=0180, iter=00120/00196, fetch data time cost=1.53ms, fps=1377 images/s, loss=0.0024, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:14.263908, arrival_time=2021-04-10 03:17:22.607304, cost_time=0:00:22.521996 2021-04-10 03:17:10,196 INFO : TRAIN, epoch=0180, iter=00130/00196, fetch data time cost=2.16ms, fps=1382 images/s, loss=0.0024, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:12.374802, arrival_time=2021-04-10 03:17:22.570819, cost_time=0:00:24.374666 2021-04-10 03:17:12,041 INFO : TRAIN, epoch=0180, iter=00140/00196, fetch data time cost=1.39ms, fps=1387 images/s, loss=0.0024, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:10.488184, arrival_time=2021-04-10 03:17:22.529946, cost_time=0:00:26.220426 2021-04-10 03:17:13,891 INFO : TRAIN, epoch=0180, iter=00150/00196, fetch data time cost=1.49ms, fps=1384 images/s, loss=0.0024, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:08.608210, arrival_time=2021-04-10 03:17:22.499818, cost_time=0:00:28.070278 2021-04-10 03:17:15,737 INFO : TRAIN, epoch=0180, iter=00160/00196, fetch data time cost=1.50ms, fps=1387 images/s, loss=0.0024, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:06.731064, arrival_time=2021-04-10 03:17:22.468192, cost_time=0:00:29.915795 2021-04-10 03:17:17,586 INFO : TRAIN, epoch=0180, iter=00170/00196, fetch data time cost=1.57ms, fps=1384 images/s, loss=0.0024, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:04.858230, arrival_time=2021-04-10 03:17:22.445010, cost_time=0:00:31.765416 2021-04-10 03:17:19,441 INFO : TRAIN, epoch=0180, iter=00180/00196, fetch data time cost=1.61ms, fps=1381 images/s, loss=0.0024, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:02.988480, arrival_time=2021-04-10 03:17:22.430212, cost_time=0:00:33.620340 2021-04-10 03:17:21,290 INFO : TRAIN, epoch=0180, iter=00190/00196, fetch data time cost=1.29ms, fps=1385 images/s, loss=0.0025, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:01.120068, arrival_time=2021-04-10 03:17:22.410154, cost_time=0:00:35.468736 2021-04-10 03:17:22,292 INFO : TRAIN, epoch=0180, iter=00196/00196, fetch data time cost=1.24ms, fps=1358 images/s, loss=0.0025, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-10 03:17:22.292099, cost_time=0:00:36.470706 2021-04-10 03:17:22,819 INFO : EVAL, epoch=0180, iter=00010/00040, fetch data time cost=0.37ms, fps=4883 images/s, loss=0.2714, top1-acc=93.79%, top5-acc=99.80%, remaining_time=0:00:01.572690, arrival_time=2021-04-10 03:17:24.391638, cost_time=0:00:00.524234 2021-04-10 03:17:23,179 INFO : EVAL, epoch=0180, iter=00020/00040, fetch data time cost=2.27ms, fps=7110 images/s, loss=0.2588, top1-acc=94.04%, top5-acc=99.79%, remaining_time=0:00:00.884880, arrival_time=2021-04-10 03:17:24.064417, cost_time=0:00:00.884887 2021-04-10 03:17:23,539 INFO : EVAL, epoch=0180, iter=00030/00040, fetch data time cost=1.61ms, fps=7114 images/s, loss=0.2580, top1-acc=94.13%, top5-acc=99.78%, remaining_time=0:00:00.415030, arrival_time=2021-04-10 03:17:23.954762, cost_time=0:00:01.245088 2021-04-10 03:17:23,876 INFO : EVAL, epoch=0180, iter=00040/00040, fetch data time cost=0.09ms, fps=6892 images/s, loss=0.2598, top1-acc=94.09%, top5-acc=99.80%, remaining_time=0:00:00, arrival_time=2021-04-10 03:17:23.876686, cost_time=0:00:01.582071 2021-04-10 03:17:23,982 INFO : Epoch=0180 complete, best val top1-acc=94.27%, top5-acc=99.78% (epoch=179), remaining_time=0:12:47.628940, arrival_time=2021-04-10 03:30:11.611609, cost_time=1:55:08.660466 2021-04-10 03:17:23,983 INFO : Train start, epoch=0181, lr=0.002447 2021-04-10 03:17:26,140 INFO : TRAIN, epoch=0181, iter=00010/00196, fetch data time cost=1.81ms, fps=1187 images/s, loss=0.0020, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:40.106436, arrival_time=2021-04-10 03:18:06.246651, cost_time=0:00:02.156259 2021-04-10 03:17:27,992 INFO : TRAIN, epoch=0181, iter=00020/00196, fetch data time cost=1.41ms, fps=1383 images/s, loss=0.0019, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:35.276560, arrival_time=2021-04-10 03:18:03.269229, cost_time=0:00:04.008697 2021-04-10 03:17:29,864 INFO : TRAIN, epoch=0181, iter=00030/00196, fetch data time cost=1.34ms, fps=1368 images/s, loss=0.0021, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:32.541312, arrival_time=2021-04-10 03:18:02.406200, cost_time=0:00:05.880969 2021-04-10 03:17:31,717 INFO : TRAIN, epoch=0181, iter=00040/00196, fetch data time cost=1.82ms, fps=1383 images/s, loss=0.0020, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:30.159792, arrival_time=2021-04-10 03:18:01.876976, cost_time=0:00:07.733275 2021-04-10 03:17:33,567 INFO : TRAIN, epoch=0181, iter=00050/00196, fetch data time cost=1.69ms, fps=1384 images/s, loss=0.0022, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:27.983528, arrival_time=2021-04-10 03:18:01.550827, cost_time=0:00:09.583400 2021-04-10 03:17:35,420 INFO : TRAIN, epoch=0181, iter=00060/00196, fetch data time cost=2.22ms, fps=1382 images/s, loss=0.0023, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:25.922688, arrival_time=2021-04-10 03:18:01.343121, cost_time=0:00:11.436491 2021-04-10 03:17:37,270 INFO : TRAIN, epoch=0181, iter=00070/00196, fetch data time cost=1.74ms, fps=1384 images/s, loss=0.0024, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:23.915556, arrival_time=2021-04-10 03:18:01.185846, cost_time=0:00:13.286429 2021-04-10 03:17:39,124 INFO : TRAIN, epoch=0181, iter=00080/00196, fetch data time cost=1.64ms, fps=1381 images/s, loss=0.0024, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:21.953464, arrival_time=2021-04-10 03:18:01.077881, cost_time=0:00:15.140290 2021-04-10 03:17:40,987 INFO : TRAIN, epoch=0181, iter=00090/00196, fetch data time cost=2.00ms, fps=1375 images/s, loss=0.0025, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:20.025732, arrival_time=2021-04-10 03:18:01.012647, cost_time=0:00:17.003010 2021-04-10 03:17:42,837 INFO : TRAIN, epoch=0181, iter=00100/00196, fetch data time cost=1.90ms, fps=1384 images/s, loss=0.0024, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:18.099072, arrival_time=2021-04-10 03:18:00.936206, cost_time=0:00:18.853220 2021-04-10 03:17:44,691 INFO : TRAIN, epoch=0181, iter=00110/00196, fetch data time cost=1.44ms, fps=1381 images/s, loss=0.0024, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:16.189500, arrival_time=2021-04-10 03:18:00.880858, cost_time=0:00:20.707504 2021-04-10 03:17:46,547 INFO : TRAIN, epoch=0181, iter=00120/00196, fetch data time cost=1.41ms, fps=1380 images/s, loss=0.0024, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:14.290128, arrival_time=2021-04-10 03:18:00.837420, cost_time=0:00:22.563388 2021-04-10 03:17:48,400 INFO : TRAIN, epoch=0181, iter=00130/00196, fetch data time cost=1.61ms, fps=1382 images/s, loss=0.0024, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:12.396120, arrival_time=2021-04-10 03:18:00.796647, cost_time=0:00:24.416611 2021-04-10 03:17:50,246 INFO : TRAIN, epoch=0181, iter=00140/00196, fetch data time cost=1.53ms, fps=1388 images/s, loss=0.0025, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:10.504928, arrival_time=2021-04-10 03:18:00.751004, cost_time=0:00:26.262266 2021-04-10 03:17:52,097 INFO : TRAIN, epoch=0181, iter=00150/00196, fetch data time cost=1.35ms, fps=1383 images/s, loss=0.0025, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:08.621458, arrival_time=2021-04-10 03:18:00.718830, cost_time=0:00:28.113469 2021-04-10 03:17:53,946 INFO : TRAIN, epoch=0181, iter=00160/00196, fetch data time cost=1.43ms, fps=1385 images/s, loss=0.0024, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:06.741468, arrival_time=2021-04-10 03:18:00.687594, cost_time=0:00:29.962053 2021-04-10 03:17:55,799 INFO : TRAIN, epoch=0181, iter=00170/00196, fetch data time cost=1.56ms, fps=1382 images/s, loss=0.0025, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:04.865926, arrival_time=2021-04-10 03:18:00.665482, cost_time=0:00:31.815702 2021-04-10 03:17:57,658 INFO : TRAIN, epoch=0181, iter=00180/00196, fetch data time cost=1.89ms, fps=1377 images/s, loss=0.0026, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:02.993328, arrival_time=2021-04-10 03:18:00.652149, cost_time=0:00:33.675007 2021-04-10 03:17:59,508 INFO : TRAIN, epoch=0181, iter=00190/00196, fetch data time cost=1.34ms, fps=1384 images/s, loss=0.0026, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:01.121838, arrival_time=2021-04-10 03:18:00.630552, cost_time=0:00:35.524787 2021-04-10 03:18:00,531 INFO : TRAIN, epoch=0181, iter=00196/00196, fetch data time cost=1.83ms, fps=1331 images/s, loss=0.0026, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-10 03:18:00.531149, cost_time=0:00:36.547310 2021-04-10 03:18:01,030 INFO : EVAL, epoch=0181, iter=00010/00040, fetch data time cost=2.28ms, fps=5148 images/s, loss=0.2573, top1-acc=94.37%, top5-acc=99.73%, remaining_time=0:00:01.491780, arrival_time=2021-04-10 03:18:02.521921, cost_time=0:00:00.497262 2021-04-10 03:18:01,395 INFO : EVAL, epoch=0181, iter=00020/00040, fetch data time cost=1.72ms, fps=7017 images/s, loss=0.2579, top1-acc=94.49%, top5-acc=99.80%, remaining_time=0:00:00.862540, arrival_time=2021-04-10 03:18:02.257962, cost_time=0:00:00.862548 2021-04-10 03:18:01,758 INFO : EVAL, epoch=0181, iter=00030/00040, fetch data time cost=2.58ms, fps=7055 images/s, loss=0.2604, top1-acc=94.24%, top5-acc=99.79%, remaining_time=0:00:00.408630, arrival_time=2021-04-10 03:18:02.167378, cost_time=0:00:01.225898 2021-04-10 03:18:02,092 INFO : EVAL, epoch=0181, iter=00040/00040, fetch data time cost=0.07ms, fps=6959 images/s, loss=0.2579, top1-acc=94.16%, top5-acc=99.82%, remaining_time=0:00:00, arrival_time=2021-04-10 03:18:02.092499, cost_time=0:00:01.559650 2021-04-10 03:18:02,326 INFO : Epoch=0181 complete, best val top1-acc=94.27%, top5-acc=99.78% (epoch=179), remaining_time=0:12:09.243560, arrival_time=2021-04-10 03:30:11.570177, cost_time=1:55:47.004369 2021-04-10 03:18:02,328 INFO : Train start, epoch=0182, lr=0.002210 2021-04-10 03:18:04,364 INFO : TRAIN, epoch=0182, iter=00010/00196, fetch data time cost=1.53ms, fps=1257 images/s, loss=0.0016, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:37.869600, arrival_time=2021-04-10 03:18:42.234113, cost_time=0:00:02.035997 2021-04-10 03:18:06,212 INFO : TRAIN, epoch=0182, iter=00020/00196, fetch data time cost=1.47ms, fps=1385 images/s, loss=0.0023, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:34.182016, arrival_time=2021-04-10 03:18:40.394915, cost_time=0:00:03.884321 2021-04-10 03:18:08,063 INFO : TRAIN, epoch=0182, iter=00030/00196, fetch data time cost=1.40ms, fps=1384 images/s, loss=0.0023, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:31.731232, arrival_time=2021-04-10 03:18:39.794285, cost_time=0:00:05.734559 2021-04-10 03:18:09,909 INFO : TRAIN, epoch=0182, iter=00040/00196, fetch data time cost=1.35ms, fps=1387 images/s, loss=0.0022, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:29.566056, arrival_time=2021-04-10 03:18:39.475597, cost_time=0:00:07.581054 2021-04-10 03:18:11,755 INFO : TRAIN, epoch=0182, iter=00050/00196, fetch data time cost=1.51ms, fps=1387 images/s, loss=0.0024, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:27.525672, arrival_time=2021-04-10 03:18:39.280833, cost_time=0:00:09.426615 2021-04-10 03:18:13,610 INFO : TRAIN, epoch=0182, iter=00060/00196, fetch data time cost=1.46ms, fps=1380 images/s, loss=0.0023, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:25.572352, arrival_time=2021-04-10 03:18:39.182782, cost_time=0:00:11.281937 2021-04-10 03:18:15,468 INFO : TRAIN, epoch=0182, iter=00070/00196, fetch data time cost=1.55ms, fps=1378 images/s, loss=0.0024, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:23.652216, arrival_time=2021-04-10 03:18:39.120973, cost_time=0:00:13.140109 2021-04-10 03:18:17,317 INFO : TRAIN, epoch=0182, iter=00080/00196, fetch data time cost=1.41ms, fps=1385 images/s, loss=0.0024, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:21.733992, arrival_time=2021-04-10 03:18:39.051457, cost_time=0:00:14.988971 2021-04-10 03:18:19,160 INFO : TRAIN, epoch=0182, iter=00090/00196, fetch data time cost=1.35ms, fps=1389 images/s, loss=0.0026, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:19.824650, arrival_time=2021-04-10 03:18:38.985413, cost_time=0:00:16.832261 2021-04-10 03:18:21,009 INFO : TRAIN, epoch=0182, iter=00100/00196, fetch data time cost=1.73ms, fps=1385 images/s, loss=0.0027, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:17.933664, arrival_time=2021-04-10 03:18:38.943150, cost_time=0:00:18.680929 2021-04-10 03:18:22,861 INFO : TRAIN, epoch=0182, iter=00110/00196, fetch data time cost=1.86ms, fps=1382 images/s, loss=0.0027, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:16.053276, arrival_time=2021-04-10 03:18:38.915098, cost_time=0:00:20.533313 2021-04-10 03:18:24,715 INFO : TRAIN, epoch=0182, iter=00120/00196, fetch data time cost=1.58ms, fps=1384 images/s, loss=0.0028, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:14.178636, arrival_time=2021-04-10 03:18:38.894469, cost_time=0:00:22.387335 2021-04-10 03:18:26,566 INFO : TRAIN, epoch=0182, iter=00130/00196, fetch data time cost=1.58ms, fps=1384 images/s, loss=0.0028, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:12.305502, arrival_time=2021-04-10 03:18:38.872060, cost_time=0:00:24.238070 2021-04-10 03:18:28,404 INFO : TRAIN, epoch=0182, iter=00140/00196, fetch data time cost=1.39ms, fps=1393 images/s, loss=0.0027, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:10.430280, arrival_time=2021-04-10 03:18:38.834475, cost_time=0:00:26.075702 2021-04-10 03:18:30,258 INFO : TRAIN, epoch=0182, iter=00150/00196, fetch data time cost=1.80ms, fps=1381 images/s, loss=0.0028, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:08.565062, arrival_time=2021-04-10 03:18:38.823175, cost_time=0:00:27.929544 2021-04-10 03:18:32,122 INFO : TRAIN, epoch=0182, iter=00160/00196, fetch data time cost=10.32ms, fps=1374 images/s, loss=0.0028, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:06.703668, arrival_time=2021-04-10 03:18:38.826220, cost_time=0:00:29.794047 2021-04-10 03:18:33,971 INFO : TRAIN, epoch=0182, iter=00170/00196, fetch data time cost=1.42ms, fps=1385 images/s, loss=0.0028, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:04.839562, arrival_time=2021-04-10 03:18:38.811394, cost_time=0:00:31.643339 2021-04-10 03:18:35,817 INFO : TRAIN, epoch=0182, iter=00180/00196, fetch data time cost=1.39ms, fps=1387 images/s, loss=0.0028, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:02.976832, arrival_time=2021-04-10 03:18:38.794672, cost_time=0:00:33.489310 2021-04-10 03:18:37,673 INFO : TRAIN, epoch=0182, iter=00190/00196, fetch data time cost=1.28ms, fps=1380 images/s, loss=0.0028, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:01.116144, arrival_time=2021-04-10 03:18:38.789105, cost_time=0:00:35.344472 2021-04-10 03:18:38,671 INFO : TRAIN, epoch=0182, iter=00196/00196, fetch data time cost=1.28ms, fps=1362 images/s, loss=0.0027, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-10 03:18:38.671797, cost_time=0:00:36.343306 2021-04-10 03:18:39,169 INFO : EVAL, epoch=0182, iter=00010/00040, fetch data time cost=0.33ms, fps=5199 images/s, loss=0.2577, top1-acc=94.34%, top5-acc=100.00%, remaining_time=0:00:01.477140, arrival_time=2021-04-10 03:18:40.646881, cost_time=0:00:00.492380 2021-04-10 03:18:39,533 INFO : EVAL, epoch=0182, iter=00020/00040, fetch data time cost=1.89ms, fps=7048 images/s, loss=0.2715, top1-acc=94.12%, top5-acc=99.88%, remaining_time=0:00:00.856300, arrival_time=2021-04-10 03:18:40.389857, cost_time=0:00:00.856299 2021-04-10 03:18:39,891 INFO : EVAL, epoch=0182, iter=00030/00040, fetch data time cost=1.31ms, fps=7168 images/s, loss=0.2585, top1-acc=94.10%, top5-acc=99.83%, remaining_time=0:00:00.404610, arrival_time=2021-04-10 03:18:40.295665, cost_time=0:00:01.213816 2021-04-10 03:18:40,239 INFO : EVAL, epoch=0182, iter=00040/00040, fetch data time cost=0.11ms, fps=6666 images/s, loss=0.2552, top1-acc=94.13%, top5-acc=99.81%, remaining_time=0:00:00, arrival_time=2021-04-10 03:18:40.239480, cost_time=0:00:01.562165 2021-04-10 03:18:40,408 INFO : Epoch=0182 complete, best val top1-acc=94.27%, top5-acc=99.78% (epoch=179), remaining_time=0:11:30.832674, arrival_time=2021-04-10 03:30:11.240854, cost_time=1:56:25.085966 2021-04-10 03:18:40,409 INFO : Train start, epoch=0183, lr=0.001985 2021-04-10 03:18:42,472 INFO : TRAIN, epoch=0183, iter=00010/00196, fetch data time cost=0.24ms, fps=1241 images/s, loss=0.0019, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:38.374962, arrival_time=2021-04-10 03:19:20.847607, cost_time=0:00:02.063171 2021-04-10 03:18:44,317 INFO : TRAIN, epoch=0183, iter=00020/00196, fetch data time cost=1.66ms, fps=1388 images/s, loss=0.0020, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:34.391984, arrival_time=2021-04-10 03:19:18.709617, cost_time=0:00:03.908173 2021-04-10 03:18:46,172 INFO : TRAIN, epoch=0183, iter=00030/00196, fetch data time cost=1.75ms, fps=1380 images/s, loss=0.0023, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:31.889098, arrival_time=2021-04-10 03:19:18.061715, cost_time=0:00:05.763103 2021-04-10 03:18:48,021 INFO : TRAIN, epoch=0183, iter=00040/00196, fetch data time cost=1.41ms, fps=1385 images/s, loss=0.0022, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:29.685708, arrival_time=2021-04-10 03:19:17.706928, cost_time=0:00:07.611720 2021-04-10 03:18:49,877 INFO : TRAIN, epoch=0183, iter=00050/00196, fetch data time cost=1.54ms, fps=1380 images/s, loss=0.0022, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:27.646122, arrival_time=2021-04-10 03:19:17.523442, cost_time=0:00:09.467829 2021-04-10 03:18:51,728 INFO : TRAIN, epoch=0183, iter=00060/00196, fetch data time cost=1.92ms, fps=1383 images/s, loss=0.0022, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:25.657216, arrival_time=2021-04-10 03:19:17.386093, cost_time=0:00:11.319364 2021-04-10 03:18:53,586 INFO : TRAIN, epoch=0183, iter=00070/00196, fetch data time cost=1.31ms, fps=1379 images/s, loss=0.0023, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:23.717736, arrival_time=2021-04-10 03:19:17.303751, cost_time=0:00:13.176501 2021-04-10 03:18:55,440 INFO : TRAIN, epoch=0183, iter=00080/00196, fetch data time cost=1.41ms, fps=1381 images/s, loss=0.0024, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:21.794428, arrival_time=2021-04-10 03:19:17.234535, cost_time=0:00:15.030633 2021-04-10 03:18:57,285 INFO : TRAIN, epoch=0183, iter=00090/00196, fetch data time cost=1.47ms, fps=1388 images/s, loss=0.0023, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:19.875742, arrival_time=2021-04-10 03:19:17.160846, cost_time=0:00:16.875641 2021-04-10 03:18:59,130 INFO : TRAIN, epoch=0183, iter=00100/00196, fetch data time cost=1.37ms, fps=1388 images/s, loss=0.0023, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:17.972160, arrival_time=2021-04-10 03:19:17.102626, cost_time=0:00:18.721019 2021-04-10 03:19:00,980 INFO : TRAIN, epoch=0183, iter=00110/00196, fetch data time cost=1.70ms, fps=1384 images/s, loss=0.0022, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:16.083118, arrival_time=2021-04-10 03:19:17.063980, cost_time=0:00:20.571408 2021-04-10 03:19:02,837 INFO : TRAIN, epoch=0183, iter=00120/00196, fetch data time cost=1.37ms, fps=1379 images/s, loss=0.0022, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:14.204248, arrival_time=2021-04-10 03:19:17.041437, cost_time=0:00:22.427736 2021-04-10 03:19:04,697 INFO : TRAIN, epoch=0183, iter=00130/00196, fetch data time cost=2.05ms, fps=1377 images/s, loss=0.0023, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:12.330780, arrival_time=2021-04-10 03:19:17.028122, cost_time=0:00:24.287887 2021-04-10 03:19:06,560 INFO : TRAIN, epoch=0183, iter=00140/00196, fetch data time cost=1.50ms, fps=1375 images/s, loss=0.0022, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:10.460296, arrival_time=2021-04-10 03:19:17.020606, cost_time=0:00:26.150742 2021-04-10 03:19:08,413 INFO : TRAIN, epoch=0183, iter=00150/00196, fetch data time cost=1.59ms, fps=1382 images/s, loss=0.0022, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:08.587878, arrival_time=2021-04-10 03:19:17.001319, cost_time=0:00:28.003904 2021-04-10 03:19:10,259 INFO : TRAIN, epoch=0183, iter=00160/00196, fetch data time cost=1.44ms, fps=1387 images/s, loss=0.0022, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:06.716232, arrival_time=2021-04-10 03:19:16.975666, cost_time=0:00:29.849914 2021-04-10 03:19:12,122 INFO : TRAIN, epoch=0183, iter=00170/00196, fetch data time cost=1.86ms, fps=1374 images/s, loss=0.0022, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:04.850274, arrival_time=2021-04-10 03:19:16.973026, cost_time=0:00:31.713299 2021-04-10 03:19:13,964 INFO : TRAIN, epoch=0183, iter=00180/00196, fetch data time cost=1.46ms, fps=1391 images/s, loss=0.0022, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:02.982640, arrival_time=2021-04-10 03:19:16.946706, cost_time=0:00:33.554612 2021-04-10 03:19:15,817 INFO : TRAIN, epoch=0183, iter=00190/00196, fetch data time cost=1.26ms, fps=1382 images/s, loss=0.0023, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:01.118148, arrival_time=2021-04-10 03:19:16.935523, cost_time=0:00:35.407931 2021-04-10 03:19:16,821 INFO : TRAIN, epoch=0183, iter=00196/00196, fetch data time cost=1.60ms, fps=1355 images/s, loss=0.0023, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-10 03:19:16.821470, cost_time=0:00:36.411978 2021-04-10 03:19:17,307 INFO : EVAL, epoch=0183, iter=00010/00040, fetch data time cost=0.38ms, fps=5299 images/s, loss=0.2474, top1-acc=94.06%, top5-acc=99.88%, remaining_time=0:00:01.449330, arrival_time=2021-04-10 03:19:18.756567, cost_time=0:00:00.483111 2021-04-10 03:19:17,674 INFO : EVAL, epoch=0183, iter=00020/00040, fetch data time cost=1.39ms, fps=6976 images/s, loss=0.2616, top1-acc=94.06%, top5-acc=99.80%, remaining_time=0:00:00.850600, arrival_time=2021-04-10 03:19:18.525329, cost_time=0:00:00.850597 2021-04-10 03:19:18,051 INFO : EVAL, epoch=0183, iter=00030/00040, fetch data time cost=2.61ms, fps=6815 images/s, loss=0.2610, top1-acc=93.98%, top5-acc=99.80%, remaining_time=0:00:00.408920, arrival_time=2021-04-10 03:19:18.459877, cost_time=0:00:01.226766 2021-04-10 03:19:18,395 INFO : EVAL, epoch=0183, iter=00040/00040, fetch data time cost=0.08ms, fps=6754 images/s, loss=0.2595, top1-acc=94.07%, top5-acc=99.82%, remaining_time=0:00:00, arrival_time=2021-04-10 03:19:18.394972, cost_time=0:00:01.570900 2021-04-10 03:19:18,538 INFO : Epoch=0183 complete, best val top1-acc=94.27%, top5-acc=99.78% (epoch=179), remaining_time=0:10:52.429910, arrival_time=2021-04-10 03:30:10.968216, cost_time=1:57:03.216089 2021-04-10 03:19:18,539 INFO : Train start, epoch=0184, lr=0.001772 2021-04-10 03:19:20,598 INFO : TRAIN, epoch=0184, iter=00010/00196, fetch data time cost=1.87ms, fps=1244 images/s, loss=0.0024, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:38.289960, arrival_time=2021-04-10 03:19:58.888206, cost_time=0:00:02.058604 2021-04-10 03:19:22,444 INFO : TRAIN, epoch=0184, iter=00020/00196, fetch data time cost=1.45ms, fps=1387 images/s, loss=0.0022, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:34.364880, arrival_time=2021-04-10 03:19:56.809694, cost_time=0:00:03.905103 2021-04-10 03:19:24,307 INFO : TRAIN, epoch=0184, iter=00030/00196, fetch data time cost=1.57ms, fps=1375 images/s, loss=0.0024, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:31.916654, arrival_time=2021-04-10 03:19:56.224376, cost_time=0:00:05.768063 2021-04-10 03:19:26,165 INFO : TRAIN, epoch=0184, iter=00040/00196, fetch data time cost=1.96ms, fps=1379 images/s, loss=0.0022, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:29.739996, arrival_time=2021-04-10 03:19:55.905365, cost_time=0:00:07.625639 2021-04-10 03:19:28,011 INFO : TRAIN, epoch=0184, iter=00050/00196, fetch data time cost=1.69ms, fps=1388 images/s, loss=0.0022, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:27.656196, arrival_time=2021-04-10 03:19:55.667159, cost_time=0:00:09.471294 2021-04-10 03:19:29,877 INFO : TRAIN, epoch=0184, iter=00060/00196, fetch data time cost=1.55ms, fps=1372 images/s, loss=0.0022, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:25.699784, arrival_time=2021-04-10 03:19:55.577621, cost_time=0:00:11.338169 2021-04-10 03:19:31,736 INFO : TRAIN, epoch=0184, iter=00070/00196, fetch data time cost=1.43ms, fps=1378 images/s, loss=0.0022, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:23.754150, arrival_time=2021-04-10 03:19:55.490577, cost_time=0:00:13.196744 2021-04-10 03:19:33,590 INFO : TRAIN, epoch=0184, iter=00080/00196, fetch data time cost=1.42ms, fps=1381 images/s, loss=0.0022, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:21.823544, arrival_time=2021-04-10 03:19:55.413856, cost_time=0:00:15.050751 2021-04-10 03:19:35,436 INFO : TRAIN, epoch=0184, iter=00090/00196, fetch data time cost=1.50ms, fps=1387 images/s, loss=0.0023, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:19.900440, arrival_time=2021-04-10 03:19:55.336696, cost_time=0:00:16.896635 2021-04-10 03:19:37,289 INFO : TRAIN, epoch=0184, iter=00100/00196, fetch data time cost=1.47ms, fps=1384 images/s, loss=0.0022, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:17.999808, arrival_time=2021-04-10 03:19:55.289222, cost_time=0:00:18.749842 2021-04-10 03:19:39,148 INFO : TRAIN, epoch=0184, iter=00110/00196, fetch data time cost=1.57ms, fps=1377 images/s, loss=0.0023, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:16.112358, arrival_time=2021-04-10 03:19:55.260808, cost_time=0:00:20.608817 2021-04-10 03:19:40,996 INFO : TRAIN, epoch=0184, iter=00120/00196, fetch data time cost=1.38ms, fps=1385 images/s, loss=0.0023, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:14.222792, arrival_time=2021-04-10 03:19:55.219482, cost_time=0:00:22.457100 2021-04-10 03:19:42,853 INFO : TRAIN, epoch=0184, iter=00130/00196, fetch data time cost=1.88ms, fps=1379 images/s, loss=0.0023, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:12.343782, arrival_time=2021-04-10 03:19:55.196906, cost_time=0:00:24.313571 2021-04-10 03:19:44,694 INFO : TRAIN, epoch=0184, iter=00140/00196, fetch data time cost=1.61ms, fps=1391 images/s, loss=0.0023, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:10.461696, arrival_time=2021-04-10 03:19:55.155614, cost_time=0:00:26.154276 2021-04-10 03:19:46,540 INFO : TRAIN, epoch=0184, iter=00150/00196, fetch data time cost=1.43ms, fps=1387 images/s, loss=0.0024, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:08.586958, arrival_time=2021-04-10 03:19:55.127543, cost_time=0:00:28.001008 2021-04-10 03:19:48,387 INFO : TRAIN, epoch=0184, iter=00160/00196, fetch data time cost=1.62ms, fps=1386 images/s, loss=0.0024, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:06.715800, arrival_time=2021-04-10 03:19:55.103346, cost_time=0:00:29.847939 2021-04-10 03:19:50,245 INFO : TRAIN, epoch=0184, iter=00170/00196, fetch data time cost=1.40ms, fps=1379 images/s, loss=0.0024, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:04.849026, arrival_time=2021-04-10 03:19:55.094020, cost_time=0:00:31.705252 2021-04-10 03:19:52,103 INFO : TRAIN, epoch=0184, iter=00180/00196, fetch data time cost=1.53ms, fps=1378 images/s, loss=0.0024, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:02.983488, arrival_time=2021-04-10 03:19:55.087276, cost_time=0:00:33.564212 2021-04-10 03:19:53,950 INFO : TRAIN, epoch=0184, iter=00190/00196, fetch data time cost=1.23ms, fps=1387 images/s, loss=0.0024, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:01.118244, arrival_time=2021-04-10 03:19:55.068776, cost_time=0:00:35.410972 2021-04-10 03:19:54,962 INFO : TRAIN, epoch=0184, iter=00196/00196, fetch data time cost=1.88ms, fps=1345 images/s, loss=0.0024, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-10 03:19:54.962016, cost_time=0:00:36.422449 2021-04-10 03:19:55,455 INFO : EVAL, epoch=0184, iter=00010/00040, fetch data time cost=1.61ms, fps=5206 images/s, loss=0.2414, top1-acc=94.57%, top5-acc=99.88%, remaining_time=0:00:01.475040, arrival_time=2021-04-10 03:19:56.930491, cost_time=0:00:00.491685 2021-04-10 03:19:55,813 INFO : EVAL, epoch=0184, iter=00020/00040, fetch data time cost=1.61ms, fps=7165 images/s, loss=0.2531, top1-acc=94.32%, top5-acc=99.86%, remaining_time=0:00:00.849500, arrival_time=2021-04-10 03:19:56.662739, cost_time=0:00:00.849507 2021-04-10 03:19:56,190 INFO : EVAL, epoch=0184, iter=00030/00040, fetch data time cost=2.50ms, fps=6789 images/s, loss=0.2589, top1-acc=94.23%, top5-acc=99.86%, remaining_time=0:00:00.409000, arrival_time=2021-04-10 03:19:56.599756, cost_time=0:00:01.227007 2021-04-10 03:19:56,543 INFO : EVAL, epoch=0184, iter=00040/00040, fetch data time cost=0.10ms, fps=6587 images/s, loss=0.2685, top1-acc=94.17%, top5-acc=99.85%, remaining_time=0:00:00, arrival_time=2021-04-10 03:19:56.543708, cost_time=0:00:01.579957 2021-04-10 03:19:56,614 INFO : Epoch=0184 complete, best val top1-acc=94.27%, top5-acc=99.78% (epoch=179), remaining_time=0:10:14.025392, arrival_time=2021-04-10 03:30:10.639648, cost_time=1:57:41.292057 2021-04-10 03:19:56,615 INFO : Train start, epoch=0185, lr=0.001571 2021-04-10 03:19:58,672 INFO : TRAIN, epoch=0185, iter=00010/00196, fetch data time cost=0.33ms, fps=1245 images/s, loss=0.0027, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:38.250900, arrival_time=2021-04-10 03:20:36.922928, cost_time=0:00:02.056495 2021-04-10 03:20:00,528 INFO : TRAIN, epoch=0185, iter=00020/00196, fetch data time cost=1.91ms, fps=1379 images/s, loss=0.0030, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:34.436512, arrival_time=2021-04-10 03:20:34.965246, cost_time=0:00:03.913249 2021-04-10 03:20:02,380 INFO : TRAIN, epoch=0185, iter=00030/00196, fetch data time cost=1.53ms, fps=1383 images/s, loss=0.0027, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:31.901216, arrival_time=2021-04-10 03:20:34.281969, cost_time=0:00:05.765283 2021-04-10 03:20:04,241 INFO : TRAIN, epoch=0185, iter=00040/00196, fetch data time cost=1.65ms, fps=1376 images/s, loss=0.0025, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:29.742804, arrival_time=2021-04-10 03:20:33.984607, cost_time=0:00:07.626354 2021-04-10 03:20:06,090 INFO : TRAIN, epoch=0185, iter=00050/00196, fetch data time cost=1.43ms, fps=1385 images/s, loss=0.0024, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:27.666270, arrival_time=2021-04-10 03:20:33.756392, cost_time=0:00:09.474727 2021-04-10 03:20:07,945 INFO : TRAIN, epoch=0185, iter=00060/00196, fetch data time cost=1.30ms, fps=1380 images/s, loss=0.0023, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:25.680336, arrival_time=2021-04-10 03:20:33.625375, cost_time=0:00:11.329576 2021-04-10 03:20:09,798 INFO : TRAIN, epoch=0185, iter=00070/00196, fetch data time cost=1.72ms, fps=1382 images/s, loss=0.0023, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:23.728824, arrival_time=2021-04-10 03:20:33.526960, cost_time=0:00:13.182673 2021-04-10 03:20:11,651 INFO : TRAIN, epoch=0185, iter=00080/00196, fetch data time cost=1.52ms, fps=1382 images/s, loss=0.0023, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:21.802084, arrival_time=2021-04-10 03:20:33.453464, cost_time=0:00:15.035923 2021-04-10 03:20:13,507 INFO : TRAIN, epoch=0185, iter=00090/00196, fetch data time cost=1.53ms, fps=1380 images/s, loss=0.0023, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:19.894928, arrival_time=2021-04-10 03:20:33.402335, cost_time=0:00:16.891931 2021-04-10 03:20:15,359 INFO : TRAIN, epoch=0185, iter=00100/00196, fetch data time cost=1.58ms, fps=1383 images/s, loss=0.0022, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:17.993952, arrival_time=2021-04-10 03:20:33.353097, cost_time=0:00:18.743681 2021-04-10 03:20:17,222 INFO : TRAIN, epoch=0185, iter=00110/00196, fetch data time cost=1.67ms, fps=1374 images/s, loss=0.0022, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:16.110896, arrival_time=2021-04-10 03:20:33.333294, cost_time=0:00:20.606915 2021-04-10 03:20:19,068 INFO : TRAIN, epoch=0185, iter=00120/00196, fetch data time cost=2.19ms, fps=1387 images/s, loss=0.0021, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:14.220512, arrival_time=2021-04-10 03:20:33.289416, cost_time=0:00:22.453466 2021-04-10 03:20:20,922 INFO : TRAIN, epoch=0185, iter=00130/00196, fetch data time cost=1.47ms, fps=1382 images/s, loss=0.0021, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:12.340284, arrival_time=2021-04-10 03:20:33.262268, cost_time=0:00:24.306570 2021-04-10 03:20:22,784 INFO : TRAIN, epoch=0185, iter=00140/00196, fetch data time cost=2.14ms, fps=1375 images/s, loss=0.0021, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:10.467520, arrival_time=2021-04-10 03:20:33.251850, cost_time=0:00:26.168797 2021-04-10 03:20:24,638 INFO : TRAIN, epoch=0185, iter=00150/00196, fetch data time cost=1.95ms, fps=1381 images/s, loss=0.0022, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:08.593812, arrival_time=2021-04-10 03:20:33.232456, cost_time=0:00:28.023246 2021-04-10 03:20:26,486 INFO : TRAIN, epoch=0185, iter=00160/00196, fetch data time cost=1.61ms, fps=1386 images/s, loss=0.0022, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:06.720984, arrival_time=2021-04-10 03:20:33.207405, cost_time=0:00:29.870965 2021-04-10 03:20:28,334 INFO : TRAIN, epoch=0185, iter=00170/00196, fetch data time cost=1.62ms, fps=1386 images/s, loss=0.0022, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:04.851106, arrival_time=2021-04-10 03:20:33.185294, cost_time=0:00:31.718783 2021-04-10 03:20:30,197 INFO : TRAIN, epoch=0185, iter=00180/00196, fetch data time cost=1.60ms, fps=1374 images/s, loss=0.0022, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:02.985040, arrival_time=2021-04-10 03:20:33.182270, cost_time=0:00:33.581784 2021-04-10 03:20:32,045 INFO : TRAIN, epoch=0185, iter=00190/00196, fetch data time cost=1.23ms, fps=1386 images/s, loss=0.0022, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:01.118832, arrival_time=2021-04-10 03:20:33.163982, cost_time=0:00:35.429748 2021-04-10 03:20:33,057 INFO : TRAIN, epoch=0185, iter=00196/00196, fetch data time cost=1.55ms, fps=1344 images/s, loss=0.0022, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-10 03:20:33.057300, cost_time=0:00:36.441872 2021-04-10 03:20:33,536 INFO : EVAL, epoch=0185, iter=00010/00040, fetch data time cost=0.22ms, fps=5375 images/s, loss=0.2703, top1-acc=94.14%, top5-acc=99.80%, remaining_time=0:00:01.428750, arrival_time=2021-04-10 03:20:34.964879, cost_time=0:00:00.476247 2021-04-10 03:20:33,898 INFO : EVAL, epoch=0185, iter=00020/00040, fetch data time cost=2.43ms, fps=7079 images/s, loss=0.2708, top1-acc=93.95%, top5-acc=99.82%, remaining_time=0:00:00.838220, arrival_time=2021-04-10 03:20:34.736322, cost_time=0:00:00.838218 2021-04-10 03:20:34,276 INFO : EVAL, epoch=0185, iter=00030/00040, fetch data time cost=2.27ms, fps=6782 images/s, loss=0.2684, top1-acc=93.85%, top5-acc=99.82%, remaining_time=0:00:00.405350, arrival_time=2021-04-10 03:20:34.681337, cost_time=0:00:01.216064 2021-04-10 03:20:34,618 INFO : EVAL, epoch=0185, iter=00040/00040, fetch data time cost=0.09ms, fps=6781 images/s, loss=0.2538, top1-acc=94.10%, top5-acc=99.83%, remaining_time=0:00:00, arrival_time=2021-04-10 03:20:34.618598, cost_time=0:00:01.558686 2021-04-10 03:20:34,744 INFO : Epoch=0185 complete, best val top1-acc=94.27%, top5-acc=99.78% (epoch=179), remaining_time=0:09:35.628855, arrival_time=2021-04-10 03:30:10.373665, cost_time=1:58:19.422579 2021-04-10 03:20:34,746 INFO : Train start, epoch=0186, lr=0.001382 2021-04-10 03:20:36,790 INFO : TRAIN, epoch=0186, iter=00010/00196, fetch data time cost=2.09ms, fps=1253 images/s, loss=0.0022, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:38.014122, arrival_time=2021-04-10 03:21:14.804571, cost_time=0:00:02.043774 2021-04-10 03:20:38,640 INFO : TRAIN, epoch=0186, iter=00020/00196, fetch data time cost=1.55ms, fps=1384 images/s, loss=0.0020, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:34.265792, arrival_time=2021-04-10 03:21:12.906321, cost_time=0:00:03.893839 2021-04-10 03:20:40,490 INFO : TRAIN, epoch=0186, iter=00030/00196, fetch data time cost=1.51ms, fps=1384 images/s, loss=0.0022, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:31.781696, arrival_time=2021-04-10 03:21:12.272173, cost_time=0:00:05.743687 2021-04-10 03:20:42,347 INFO : TRAIN, epoch=0186, iter=00040/00196, fetch data time cost=1.43ms, fps=1379 images/s, loss=0.0021, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:29.642808, arrival_time=2021-04-10 03:21:11.990297, cost_time=0:00:07.600707 2021-04-10 03:20:44,208 INFO : TRAIN, epoch=0186, iter=00050/00196, fetch data time cost=1.72ms, fps=1377 images/s, loss=0.0020, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:27.626996, arrival_time=2021-04-10 03:21:11.834949, cost_time=0:00:09.461284 2021-04-10 03:20:46,059 INFO : TRAIN, epoch=0186, iter=00060/00196, fetch data time cost=1.53ms, fps=1383 images/s, loss=0.0020, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:25.641576, arrival_time=2021-04-10 03:21:11.700710, cost_time=0:00:11.312458 2021-04-10 03:20:47,911 INFO : TRAIN, epoch=0186, iter=00070/00196, fetch data time cost=2.13ms, fps=1383 images/s, loss=0.0019, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:23.695938, arrival_time=2021-04-10 03:21:11.607050, cost_time=0:00:13.164382 2021-04-10 03:20:49,766 INFO : TRAIN, epoch=0186, iter=00080/00196, fetch data time cost=2.01ms, fps=1380 images/s, loss=0.0020, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:21.778768, arrival_time=2021-04-10 03:21:11.545256, cost_time=0:00:15.019863 2021-04-10 03:20:51,614 INFO : TRAIN, epoch=0186, iter=00090/00196, fetch data time cost=1.91ms, fps=1386 images/s, loss=0.0020, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:19.865884, arrival_time=2021-04-10 03:21:11.479869, cost_time=0:00:16.867221 2021-04-10 03:20:53,461 INFO : TRAIN, epoch=0186, iter=00100/00196, fetch data time cost=1.41ms, fps=1386 images/s, loss=0.0020, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:17.966496, arrival_time=2021-04-10 03:21:11.428248, cost_time=0:00:18.715113 2021-04-10 03:20:55,312 INFO : TRAIN, epoch=0186, iter=00110/00196, fetch data time cost=1.59ms, fps=1384 images/s, loss=0.0020, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:16.078474, arrival_time=2021-04-10 03:21:11.390593, cost_time=0:00:20.565525 2021-04-10 03:20:57,161 INFO : TRAIN, epoch=0186, iter=00120/00196, fetch data time cost=1.80ms, fps=1385 images/s, loss=0.0020, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:14.196040, arrival_time=2021-04-10 03:21:11.357557, cost_time=0:00:22.414805 2021-04-10 03:20:59,006 INFO : TRAIN, epoch=0186, iter=00130/00196, fetch data time cost=3.78ms, fps=1388 images/s, loss=0.0020, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:12.316392, arrival_time=2021-04-10 03:21:11.322594, cost_time=0:00:24.259615 2021-04-10 03:21:00,864 INFO : TRAIN, epoch=0186, iter=00140/00196, fetch data time cost=2.08ms, fps=1378 images/s, loss=0.0020, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:10.447248, arrival_time=2021-04-10 03:21:11.312035, cost_time=0:00:26.118138 2021-04-10 03:21:02,728 INFO : TRAIN, epoch=0186, iter=00150/00196, fetch data time cost=1.58ms, fps=1374 images/s, loss=0.0019, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:08.581116, arrival_time=2021-04-10 03:21:11.309714, cost_time=0:00:27.981945 2021-04-10 03:21:04,578 INFO : TRAIN, epoch=0186, iter=00160/00196, fetch data time cost=1.87ms, fps=1384 images/s, loss=0.0019, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:06.712236, arrival_time=2021-04-10 03:21:11.290945, cost_time=0:00:29.832116 2021-04-10 03:21:06,439 INFO : TRAIN, epoch=0186, iter=00170/00196, fetch data time cost=2.10ms, fps=1376 images/s, loss=0.0021, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:04.847180, arrival_time=2021-04-10 03:21:11.286959, cost_time=0:00:31.693087 2021-04-10 03:21:08,296 INFO : TRAIN, epoch=0186, iter=00180/00196, fetch data time cost=2.05ms, fps=1380 images/s, loss=0.0021, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:02.982160, arrival_time=2021-04-10 03:21:11.278093, cost_time=0:00:33.549260 2021-04-10 03:21:10,142 INFO : TRAIN, epoch=0186, iter=00190/00196, fetch data time cost=1.61ms, fps=1387 images/s, loss=0.0021, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:01.117752, arrival_time=2021-04-10 03:21:11.260008, cost_time=0:00:35.395570 2021-04-10 03:21:11,154 INFO : TRAIN, epoch=0186, iter=00196/00196, fetch data time cost=1.62ms, fps=1344 images/s, loss=0.0021, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-10 03:21:11.154813, cost_time=0:00:36.408214 2021-04-10 03:21:11,641 INFO : EVAL, epoch=0186, iter=00010/00040, fetch data time cost=0.48ms, fps=5278 images/s, loss=0.2600, top1-acc=94.14%, top5-acc=99.84%, remaining_time=0:00:01.455180, arrival_time=2021-04-10 03:21:13.096774, cost_time=0:00:00.485058 2021-04-10 03:21:11,995 INFO : EVAL, epoch=0186, iter=00020/00040, fetch data time cost=1.25ms, fps=7239 images/s, loss=0.2549, top1-acc=94.26%, top5-acc=99.84%, remaining_time=0:00:00.839040, arrival_time=2021-04-10 03:21:12.834644, cost_time=0:00:00.839032 2021-04-10 03:21:12,371 INFO : EVAL, epoch=0186, iter=00030/00040, fetch data time cost=1.91ms, fps=6822 images/s, loss=0.2545, top1-acc=94.26%, top5-acc=99.84%, remaining_time=0:00:00.404920, arrival_time=2021-04-10 03:21:12.776292, cost_time=0:00:01.214764 2021-04-10 03:21:12,710 INFO : EVAL, epoch=0186, iter=00040/00040, fetch data time cost=0.10ms, fps=6856 images/s, loss=0.2553, top1-acc=94.19%, top5-acc=99.81%, remaining_time=0:00:00, arrival_time=2021-04-10 03:21:12.710191, cost_time=0:00:01.553632 2021-04-10 03:21:12,890 INFO : Epoch=0186 complete, best val top1-acc=94.27%, top5-acc=99.78% (epoch=179), remaining_time=0:08:57.236336, arrival_time=2021-04-10 03:30:10.127036, cost_time=1:58:57.568465 2021-04-10 03:21:12,892 INFO : Train start, epoch=0187, lr=0.001204 2021-04-10 03:21:14,948 INFO : TRAIN, epoch=0187, iter=00010/00196, fetch data time cost=1.59ms, fps=1245 images/s, loss=0.0020, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:38.233602, arrival_time=2021-04-10 03:21:53.181966, cost_time=0:00:02.055571 2021-04-10 03:21:16,807 INFO : TRAIN, epoch=0187, iter=00020/00196, fetch data time cost=1.44ms, fps=1378 images/s, loss=0.0025, top1-acc=99.92%, top5-acc=100.00%, remaining_time=0:00:34.446368, arrival_time=2021-04-10 03:21:51.253336, cost_time=0:00:03.914363 2021-04-10 03:21:18,656 INFO : TRAIN, epoch=0187, iter=00030/00196, fetch data time cost=1.73ms, fps=1384 images/s, loss=0.0024, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:31.894078, arrival_time=2021-04-10 03:21:50.550755, cost_time=0:00:05.763999 2021-04-10 03:21:20,506 INFO : TRAIN, epoch=0187, iter=00040/00196, fetch data time cost=1.77ms, fps=1384 images/s, loss=0.0025, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:29.695692, arrival_time=2021-04-10 03:21:50.202574, cost_time=0:00:07.614284 2021-04-10 03:21:22,364 INFO : TRAIN, epoch=0187, iter=00050/00196, fetch data time cost=2.20ms, fps=1379 images/s, loss=0.0025, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:27.657510, arrival_time=2021-04-10 03:21:50.021965, cost_time=0:00:09.471755 2021-04-10 03:21:24,216 INFO : TRAIN, epoch=0187, iter=00060/00196, fetch data time cost=1.43ms, fps=1383 images/s, loss=0.0026, top1-acc=99.95%, top5-acc=100.00%, remaining_time=0:00:25.667280, arrival_time=2021-04-10 03:21:49.883695, cost_time=0:00:11.323827 2021-04-10 03:21:26,058 INFO : TRAIN, epoch=0187, iter=00070/00196, fetch data time cost=1.46ms, fps=1390 images/s, loss=0.0024, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:23.697702, arrival_time=2021-04-10 03:21:49.755850, cost_time=0:00:13.165377 2021-04-10 03:21:27,901 INFO : TRAIN, epoch=0187, iter=00080/00196, fetch data time cost=1.47ms, fps=1389 images/s, loss=0.0024, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:21.763572, arrival_time=2021-04-10 03:21:49.665508, cost_time=0:00:15.009321 2021-04-10 03:21:29,742 INFO : TRAIN, epoch=0187, iter=00090/00196, fetch data time cost=1.37ms, fps=1391 images/s, loss=0.0023, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:19.845108, arrival_time=2021-04-10 03:21:49.587347, cost_time=0:00:16.849642 2021-04-10 03:21:31,589 INFO : TRAIN, epoch=0187, iter=00100/00196, fetch data time cost=1.34ms, fps=1386 images/s, loss=0.0023, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:17.948832, arrival_time=2021-04-10 03:21:49.538221, cost_time=0:00:18.696712 2021-04-10 03:21:33,444 INFO : TRAIN, epoch=0187, iter=00110/00196, fetch data time cost=1.96ms, fps=1380 images/s, loss=0.0022, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:16.067896, arrival_time=2021-04-10 03:21:49.512507, cost_time=0:00:20.551991 2021-04-10 03:21:35,291 INFO : TRAIN, epoch=0187, iter=00120/00196, fetch data time cost=1.36ms, fps=1386 images/s, loss=0.0022, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:14.186160, arrival_time=2021-04-10 03:21:49.477980, cost_time=0:00:22.399228 2021-04-10 03:21:37,136 INFO : TRAIN, epoch=0187, iter=00130/00196, fetch data time cost=1.44ms, fps=1388 images/s, loss=0.0022, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:12.308274, arrival_time=2021-04-10 03:21:49.444551, cost_time=0:00:24.243585 2021-04-10 03:21:38,986 INFO : TRAIN, epoch=0187, iter=00140/00196, fetch data time cost=2.02ms, fps=1384 images/s, loss=0.0022, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:10.437560, arrival_time=2021-04-10 03:21:49.424024, cost_time=0:00:26.093864 2021-04-10 03:21:40,833 INFO : TRAIN, epoch=0187, iter=00150/00196, fetch data time cost=1.44ms, fps=1387 images/s, loss=0.0022, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:08.568374, arrival_time=2021-04-10 03:21:49.401374, cost_time=0:00:27.940412 2021-04-10 03:21:42,684 INFO : TRAIN, epoch=0187, iter=00160/00196, fetch data time cost=2.10ms, fps=1383 images/s, loss=0.0022, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:06.703164, arrival_time=2021-04-10 03:21:49.387603, cost_time=0:00:29.791841 2021-04-10 03:21:44,533 INFO : TRAIN, epoch=0187, iter=00170/00196, fetch data time cost=1.46ms, fps=1385 images/s, loss=0.0021, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:04.839146, arrival_time=2021-04-10 03:21:49.372441, cost_time=0:00:31.640601 2021-04-10 03:21:46,379 INFO : TRAIN, epoch=0187, iter=00180/00196, fetch data time cost=1.42ms, fps=1387 images/s, loss=0.0021, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:02.976624, arrival_time=2021-04-10 03:21:49.356177, cost_time=0:00:33.486943 2021-04-10 03:21:48,226 INFO : TRAIN, epoch=0187, iter=00190/00196, fetch data time cost=1.77ms, fps=1386 images/s, loss=0.0021, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:01.115814, arrival_time=2021-04-10 03:21:49.342552, cost_time=0:00:35.334149 2021-04-10 03:21:49,216 INFO : TRAIN, epoch=0187, iter=00196/00196, fetch data time cost=1.48ms, fps=1375 images/s, loss=0.0021, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-10 03:21:49.216151, cost_time=0:00:36.323553 2021-04-10 03:21:49,698 INFO : EVAL, epoch=0187, iter=00010/00040, fetch data time cost=4.06ms, fps=5324 images/s, loss=0.2631, top1-acc=94.10%, top5-acc=99.77%, remaining_time=0:00:01.442460, arrival_time=2021-04-10 03:21:51.141085, cost_time=0:00:00.480823 2021-04-10 03:21:50,062 INFO : EVAL, epoch=0187, iter=00020/00040, fetch data time cost=2.95ms, fps=7044 images/s, loss=0.2418, top1-acc=94.53%, top5-acc=99.79%, remaining_time=0:00:00.844600, arrival_time=2021-04-10 03:21:50.907126, cost_time=0:00:00.844591 2021-04-10 03:21:50,440 INFO : EVAL, epoch=0187, iter=00030/00040, fetch data time cost=0.42ms, fps=6778 images/s, loss=0.2468, top1-acc=94.45%, top5-acc=99.82%, remaining_time=0:00:00.407680, arrival_time=2021-04-10 03:21:50.848565, cost_time=0:00:01.223048 2021-04-10 03:21:50,789 INFO : EVAL, epoch=0187, iter=00040/00040, fetch data time cost=0.10ms, fps=6671 images/s, loss=0.2497, top1-acc=94.18%, top5-acc=99.82%, remaining_time=0:00:00, arrival_time=2021-04-10 03:21:50.789058, cost_time=0:00:01.571266 2021-04-10 03:21:50,906 INFO : Epoch=0187 complete, best val top1-acc=94.27%, top5-acc=99.78% (epoch=179), remaining_time=0:08:18.837378, arrival_time=2021-04-10 03:30:09.743451, cost_time=1:59:35.583861 2021-04-10 03:21:50,907 INFO : Train start, epoch=0188, lr=0.001039 2021-04-10 03:21:52,931 INFO : TRAIN, epoch=0188, iter=00010/00196, fetch data time cost=1.44ms, fps=1265 images/s, loss=0.0017, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:37.640820, arrival_time=2021-04-10 03:22:30.571860, cost_time=0:00:02.023695 2021-04-10 03:21:54,779 INFO : TRAIN, epoch=0188, iter=00020/00196, fetch data time cost=2.39ms, fps=1386 images/s, loss=0.0019, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:34.073952, arrival_time=2021-04-10 03:22:28.853350, cost_time=0:00:03.872038 2021-04-10 03:21:56,636 INFO : TRAIN, epoch=0188, iter=00030/00196, fetch data time cost=1.44ms, fps=1379 images/s, loss=0.0018, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:31.699194, arrival_time=2021-04-10 03:22:28.335317, cost_time=0:00:05.728763 2021-04-10 03:21:58,482 INFO : TRAIN, epoch=0188, iter=00040/00196, fetch data time cost=1.75ms, fps=1387 images/s, loss=0.0018, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:29.542500, arrival_time=2021-04-10 03:22:28.024837, cost_time=0:00:07.574995 2021-04-10 03:22:00,332 INFO : TRAIN, epoch=0188, iter=00050/00196, fetch data time cost=1.43ms, fps=1384 images/s, loss=0.0023, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:27.521730, arrival_time=2021-04-10 03:22:27.854230, cost_time=0:00:09.425228 2021-04-10 03:22:02,181 INFO : TRAIN, epoch=0188, iter=00060/00196, fetch data time cost=1.46ms, fps=1385 images/s, loss=0.0021, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:25.555352, arrival_time=2021-04-10 03:22:27.737164, cost_time=0:00:11.274395 2021-04-10 03:22:04,045 INFO : TRAIN, epoch=0188, iter=00070/00196, fetch data time cost=1.74ms, fps=1374 images/s, loss=0.0021, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:23.648310, arrival_time=2021-04-10 03:22:27.693600, cost_time=0:00:13.137918 2021-04-10 03:22:05,888 INFO : TRAIN, epoch=0188, iter=00080/00196, fetch data time cost=1.70ms, fps=1389 images/s, loss=0.0020, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:21.722740, arrival_time=2021-04-10 03:22:27.611288, cost_time=0:00:14.981218 2021-04-10 03:22:07,739 INFO : TRAIN, epoch=0188, iter=00090/00196, fetch data time cost=1.78ms, fps=1383 images/s, loss=0.0021, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:19.824862, arrival_time=2021-04-10 03:22:27.564632, cost_time=0:00:16.832389 2021-04-10 03:22:09,593 INFO : TRAIN, epoch=0188, iter=00100/00196, fetch data time cost=1.65ms, fps=1382 images/s, loss=0.0020, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:17.938464, arrival_time=2021-04-10 03:22:27.531667, cost_time=0:00:18.685944 2021-04-10 03:22:11,438 INFO : TRAIN, epoch=0188, iter=00110/00196, fetch data time cost=1.53ms, fps=1388 images/s, loss=0.0020, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:16.051298, arrival_time=2021-04-10 03:22:27.489417, cost_time=0:00:20.530778 2021-04-10 03:22:13,302 INFO : TRAIN, epoch=0188, iter=00120/00196, fetch data time cost=1.44ms, fps=1374 images/s, loss=0.0020, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:14.183652, arrival_time=2021-04-10 03:22:27.486153, cost_time=0:00:22.395234 2021-04-10 03:22:15,155 INFO : TRAIN, epoch=0188, iter=00130/00196, fetch data time cost=1.50ms, fps=1382 images/s, loss=0.0020, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:12.310584, arrival_time=2021-04-10 03:22:27.466012, cost_time=0:00:24.248158 2021-04-10 03:22:17,014 INFO : TRAIN, epoch=0188, iter=00140/00196, fetch data time cost=1.99ms, fps=1378 images/s, loss=0.0020, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:10.442712, arrival_time=2021-04-10 03:22:27.456901, cost_time=0:00:26.106837 2021-04-10 03:22:18,873 INFO : TRAIN, epoch=0188, iter=00150/00196, fetch data time cost=1.34ms, fps=1377 images/s, loss=0.0020, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:08.576378, arrival_time=2021-04-10 03:22:27.450172, cost_time=0:00:27.966409 2021-04-10 03:22:20,724 INFO : TRAIN, epoch=0188, iter=00160/00196, fetch data time cost=1.48ms, fps=1384 images/s, loss=0.0020, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:06.708852, arrival_time=2021-04-10 03:22:27.433247, cost_time=0:00:29.817051 2021-04-10 03:22:22,573 INFO : TRAIN, epoch=0188, iter=00170/00196, fetch data time cost=1.43ms, fps=1385 images/s, loss=0.0020, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:04.843046, arrival_time=2021-04-10 03:22:27.416520, cost_time=0:00:31.666122 2021-04-10 03:22:24,422 INFO : TRAIN, epoch=0188, iter=00180/00196, fetch data time cost=1.64ms, fps=1385 images/s, loss=0.0020, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:02.979088, arrival_time=2021-04-10 03:22:27.401300, cost_time=0:00:33.514808 2021-04-10 03:22:26,275 INFO : TRAIN, epoch=0188, iter=00190/00196, fetch data time cost=1.41ms, fps=1382 images/s, loss=0.0021, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:01.116894, arrival_time=2021-04-10 03:22:27.392604, cost_time=0:00:35.368383 2021-04-10 03:22:27,271 INFO : TRAIN, epoch=0188, iter=00196/00196, fetch data time cost=1.45ms, fps=1367 images/s, loss=0.0021, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-10 03:22:27.270985, cost_time=0:00:36.363688 2021-04-10 03:22:27,727 INFO : EVAL, epoch=0188, iter=00010/00040, fetch data time cost=4.58ms, fps=5645 images/s, loss=0.2549, top1-acc=94.37%, top5-acc=99.80%, remaining_time=0:00:01.360560, arrival_time=2021-04-10 03:22:29.087709, cost_time=0:00:00.453524 2021-04-10 03:22:28,089 INFO : EVAL, epoch=0188, iter=00020/00040, fetch data time cost=1.52ms, fps=7084 images/s, loss=0.2690, top1-acc=94.28%, top5-acc=99.77%, remaining_time=0:00:00.815240, arrival_time=2021-04-10 03:22:28.904189, cost_time=0:00:00.815238 2021-04-10 03:22:28,472 INFO : EVAL, epoch=0188, iter=00030/00040, fetch data time cost=2.60ms, fps=6684 images/s, loss=0.2500, top1-acc=94.28%, top5-acc=99.77%, remaining_time=0:00:00.399610, arrival_time=2021-04-10 03:22:28.872100, cost_time=0:00:01.198816 2021-04-10 03:22:28,811 INFO : EVAL, epoch=0188, iter=00040/00040, fetch data time cost=0.08ms, fps=6850 images/s, loss=0.2537, top1-acc=94.23%, top5-acc=99.80%, remaining_time=0:00:00, arrival_time=2021-04-10 03:22:28.811573, cost_time=0:00:01.537958 2021-04-10 03:22:28,901 INFO : Epoch=0188 complete, best val top1-acc=94.27%, top5-acc=99.78% (epoch=179), remaining_time=0:07:40.441248, arrival_time=2021-04-10 03:30:09.343012, cost_time=2:00:13.579509 2021-04-10 03:22:28,903 INFO : Train start, epoch=0189, lr=0.000886 2021-04-10 03:22:31,019 INFO : TRAIN, epoch=0189, iter=00010/00196, fetch data time cost=1.50ms, fps=1210 images/s, loss=0.0025, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:39.343464, arrival_time=2021-04-10 03:23:10.362469, cost_time=0:00:02.115243 2021-04-10 03:22:32,870 INFO : TRAIN, epoch=0189, iter=00020/00196, fetch data time cost=1.59ms, fps=1383 images/s, loss=0.0018, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:34.908544, arrival_time=2021-04-10 03:23:07.779192, cost_time=0:00:03.966872 2021-04-10 03:22:34,725 INFO : TRAIN, epoch=0189, iter=00030/00196, fetch data time cost=1.42ms, fps=1380 images/s, loss=0.0017, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:32.214790, arrival_time=2021-04-10 03:23:06.940615, cost_time=0:00:05.821949 2021-04-10 03:22:36,573 INFO : TRAIN, epoch=0189, iter=00040/00196, fetch data time cost=1.49ms, fps=1386 images/s, loss=0.0017, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:29.913312, arrival_time=2021-04-10 03:23:06.487157, cost_time=0:00:07.670095 2021-04-10 03:22:38,427 INFO : TRAIN, epoch=0189, iter=00050/00196, fetch data time cost=1.86ms, fps=1382 images/s, loss=0.0018, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:27.808912, arrival_time=2021-04-10 03:23:06.236222, cost_time=0:00:09.523614 2021-04-10 03:22:40,279 INFO : TRAIN, epoch=0189, iter=00060/00196, fetch data time cost=1.46ms, fps=1383 images/s, loss=0.0018, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:25.784920, arrival_time=2021-04-10 03:23:06.064393, cost_time=0:00:11.375678 2021-04-10 03:22:42,122 INFO : TRAIN, epoch=0189, iter=00070/00196, fetch data time cost=1.42ms, fps=1390 images/s, loss=0.0018, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:23.793336, arrival_time=2021-04-10 03:23:05.915583, cost_time=0:00:13.218526 2021-04-10 03:22:43,971 INFO : TRAIN, epoch=0189, iter=00080/00196, fetch data time cost=2.01ms, fps=1385 images/s, loss=0.0020, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:21.848600, arrival_time=2021-04-10 03:23:05.820488, cost_time=0:00:15.067960 2021-04-10 03:22:45,845 INFO : TRAIN, epoch=0189, iter=00090/00196, fetch data time cost=3.23ms, fps=1367 images/s, loss=0.0019, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:19.953864, arrival_time=2021-04-10 03:23:05.799638, cost_time=0:00:16.941969 2021-04-10 03:22:47,703 INFO : TRAIN, epoch=0189, iter=00100/00196, fetch data time cost=1.61ms, fps=1379 images/s, loss=0.0019, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:18.047136, arrival_time=2021-04-10 03:23:05.750067, cost_time=0:00:18.799114 2021-04-10 03:22:49,555 INFO : TRAIN, epoch=0189, iter=00110/00196, fetch data time cost=1.47ms, fps=1382 images/s, loss=0.0020, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:16.145726, arrival_time=2021-04-10 03:23:05.701129, cost_time=0:00:20.651485 2021-04-10 03:22:51,418 INFO : TRAIN, epoch=0189, iter=00120/00196, fetch data time cost=1.71ms, fps=1375 images/s, loss=0.0019, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:14.259272, arrival_time=2021-04-10 03:23:05.677680, cost_time=0:00:22.514633 2021-04-10 03:22:53,277 INFO : TRAIN, epoch=0189, iter=00130/00196, fetch data time cost=1.40ms, fps=1378 images/s, loss=0.0019, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:12.374076, arrival_time=2021-04-10 03:23:05.651057, cost_time=0:00:24.373166 2021-04-10 03:22:55,131 INFO : TRAIN, epoch=0189, iter=00140/00196, fetch data time cost=1.49ms, fps=1381 images/s, loss=0.0021, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:10.490928, arrival_time=2021-04-10 03:23:05.621981, cost_time=0:00:26.227268 2021-04-10 03:22:56,986 INFO : TRAIN, epoch=0189, iter=00150/00196, fetch data time cost=1.63ms, fps=1380 images/s, loss=0.0021, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:08.612120, arrival_time=2021-04-10 03:23:05.598936, cost_time=0:00:28.083034 2021-04-10 03:22:58,841 INFO : TRAIN, epoch=0189, iter=00160/00196, fetch data time cost=1.35ms, fps=1381 images/s, loss=0.0020, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:06.735888, arrival_time=2021-04-10 03:23:05.577002, cost_time=0:00:29.937358 2021-04-10 03:23:00,691 INFO : TRAIN, epoch=0189, iter=00170/00196, fetch data time cost=1.58ms, fps=1384 images/s, loss=0.0020, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:04.861688, arrival_time=2021-04-10 03:23:05.553451, cost_time=0:00:31.787923 2021-04-10 03:23:02,538 INFO : TRAIN, epoch=0189, iter=00180/00196, fetch data time cost=1.34ms, fps=1387 images/s, loss=0.0021, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:02.989728, arrival_time=2021-04-10 03:23:05.527901, cost_time=0:00:33.634360 2021-04-10 03:23:04,390 INFO : TRAIN, epoch=0189, iter=00190/00196, fetch data time cost=1.19ms, fps=1382 images/s, loss=0.0021, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:01.120644, arrival_time=2021-04-10 03:23:05.511440, cost_time=0:00:35.487088 2021-04-10 03:23:05,395 INFO : TRAIN, epoch=0189, iter=00196/00196, fetch data time cost=1.58ms, fps=1355 images/s, loss=0.0021, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-10 03:23:05.395166, cost_time=0:00:36.491366 2021-04-10 03:23:05,859 INFO : EVAL, epoch=0189, iter=00010/00040, fetch data time cost=5.85ms, fps=5537 images/s, loss=0.2326, top1-acc=94.57%, top5-acc=99.80%, remaining_time=0:00:01.386990, arrival_time=2021-04-10 03:23:07.246361, cost_time=0:00:00.462331 2021-04-10 03:23:06,222 INFO : EVAL, epoch=0189, iter=00020/00040, fetch data time cost=2.22ms, fps=7063 images/s, loss=0.2310, top1-acc=94.53%, top5-acc=99.86%, remaining_time=0:00:00.825260, arrival_time=2021-04-10 03:23:07.047643, cost_time=0:00:00.825269 2021-04-10 03:23:06,595 INFO : EVAL, epoch=0189, iter=00030/00040, fetch data time cost=1.86ms, fps=6876 images/s, loss=0.2405, top1-acc=94.47%, top5-acc=99.86%, remaining_time=0:00:00.399390, arrival_time=2021-04-10 03:23:06.994675, cost_time=0:00:01.198179 2021-04-10 03:23:06,944 INFO : EVAL, epoch=0189, iter=00040/00040, fetch data time cost=0.07ms, fps=6650 images/s, loss=0.2481, top1-acc=94.26%, top5-acc=99.84%, remaining_time=0:00:00, arrival_time=2021-04-10 03:23:06.944778, cost_time=0:00:01.547785 2021-04-10 03:23:07,057 INFO : Epoch=0189 complete, best val top1-acc=94.27%, top5-acc=99.78% (epoch=179), remaining_time=0:07:02.058692, arrival_time=2021-04-10 03:30:09.116561, cost_time=2:00:51.735665 2021-04-10 03:23:07,058 INFO : Train start, epoch=0190, lr=0.000745 2021-04-10 03:23:09,113 INFO : TRAIN, epoch=0190, iter=00010/00196, fetch data time cost=2.64ms, fps=1246 images/s, loss=0.0021, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:38.214816, arrival_time=2021-04-10 03:23:47.328510, cost_time=0:00:02.054555 2021-04-10 03:23:10,966 INFO : TRAIN, epoch=0190, iter=00020/00196, fetch data time cost=2.01ms, fps=1382 images/s, loss=0.0018, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:34.387760, arrival_time=2021-04-10 03:23:45.354546, cost_time=0:00:03.907691 2021-04-10 03:23:12,849 INFO : TRAIN, epoch=0190, iter=00030/00196, fetch data time cost=1.54ms, fps=1361 images/s, loss=0.0016, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:32.037336, arrival_time=2021-04-10 03:23:44.886342, cost_time=0:00:05.789890 2021-04-10 03:23:14,694 INFO : TRAIN, epoch=0190, iter=00040/00196, fetch data time cost=1.39ms, fps=1388 images/s, loss=0.0015, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:29.777748, arrival_time=2021-04-10 03:23:44.472245, cost_time=0:00:07.635326 2021-04-10 03:23:16,549 INFO : TRAIN, epoch=0190, iter=00050/00196, fetch data time cost=1.42ms, fps=1380 images/s, loss=0.0016, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:27.712552, arrival_time=2021-04-10 03:23:44.262190, cost_time=0:00:09.490596 2021-04-10 03:23:18,400 INFO : TRAIN, epoch=0190, iter=00060/00196, fetch data time cost=1.73ms, fps=1384 images/s, loss=0.0018, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:25.707128, arrival_time=2021-04-10 03:23:44.107626, cost_time=0:00:11.341394 2021-04-10 03:23:20,254 INFO : TRAIN, epoch=0190, iter=00070/00196, fetch data time cost=1.91ms, fps=1382 images/s, loss=0.0018, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:23.750748, arrival_time=2021-04-10 03:23:44.004698, cost_time=0:00:13.194870 2021-04-10 03:23:22,119 INFO : TRAIN, epoch=0190, iter=00080/00196, fetch data time cost=1.43ms, fps=1372 images/s, loss=0.0018, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:21.838276, arrival_time=2021-04-10 03:23:43.958183, cost_time=0:00:15.060857 2021-04-10 03:23:23,969 INFO : TRAIN, epoch=0190, iter=00090/00196, fetch data time cost=1.46ms, fps=1384 images/s, loss=0.0018, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:19.916764, arrival_time=2021-04-10 03:23:43.886307, cost_time=0:00:16.910476 2021-04-10 03:23:25,820 INFO : TRAIN, epoch=0190, iter=00100/00196, fetch data time cost=1.45ms, fps=1384 images/s, loss=0.0019, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:18.010848, arrival_time=2021-04-10 03:23:43.831159, cost_time=0:00:18.761251 2021-04-10 03:23:27,677 INFO : TRAIN, epoch=0190, iter=00110/00196, fetch data time cost=1.52ms, fps=1379 images/s, loss=0.0019, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:16.119582, arrival_time=2021-04-10 03:23:43.796700, cost_time=0:00:20.618056 2021-04-10 03:23:29,524 INFO : TRAIN, epoch=0190, iter=00120/00196, fetch data time cost=1.53ms, fps=1386 images/s, loss=0.0019, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:14.228036, arrival_time=2021-04-10 03:23:43.752457, cost_time=0:00:22.465263 2021-04-10 03:23:31,399 INFO : TRAIN, epoch=0190, iter=00130/00196, fetch data time cost=1.45ms, fps=1366 images/s, loss=0.0019, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:12.357312, arrival_time=2021-04-10 03:23:43.756483, cost_time=0:00:24.340171 2021-04-10 03:23:33,262 INFO : TRAIN, epoch=0190, iter=00140/00196, fetch data time cost=1.46ms, fps=1374 images/s, loss=0.0019, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:10.481520, arrival_time=2021-04-10 03:23:43.744416, cost_time=0:00:26.203828 2021-04-10 03:23:35,110 INFO : TRAIN, epoch=0190, iter=00150/00196, fetch data time cost=1.72ms, fps=1386 images/s, loss=0.0019, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:08.602460, arrival_time=2021-04-10 03:23:43.713001, cost_time=0:00:28.051489 2021-04-10 03:23:36,974 INFO : TRAIN, epoch=0190, iter=00160/00196, fetch data time cost=1.63ms, fps=1374 images/s, loss=0.0018, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:06.730884, arrival_time=2021-04-10 03:23:43.704960, cost_time=0:00:29.915073 2021-04-10 03:23:38,819 INFO : TRAIN, epoch=0190, iter=00170/00196, fetch data time cost=2.16ms, fps=1387 images/s, loss=0.0018, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:04.857528, arrival_time=2021-04-10 03:23:43.677384, cost_time=0:00:31.760714 2021-04-10 03:23:40,679 INFO : TRAIN, epoch=0190, iter=00180/00196, fetch data time cost=1.76ms, fps=1377 images/s, loss=0.0018, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:02.988464, arrival_time=2021-04-10 03:23:43.667697, cost_time=0:00:33.620193 2021-04-10 03:23:42,533 INFO : TRAIN, epoch=0190, iter=00190/00196, fetch data time cost=1.26ms, fps=1381 images/s, loss=0.0018, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:01.120248, arrival_time=2021-04-10 03:23:43.653760, cost_time=0:00:35.474444 2021-04-10 03:23:43,535 INFO : TRAIN, epoch=0190, iter=00196/00196, fetch data time cost=1.37ms, fps=1358 images/s, loss=0.0018, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-10 03:23:43.535389, cost_time=0:00:36.476382 2021-04-10 03:23:44,000 INFO : EVAL, epoch=0190, iter=00010/00040, fetch data time cost=1.69ms, fps=5518 images/s, loss=0.2867, top1-acc=93.87%, top5-acc=99.88%, remaining_time=0:00:01.391700, arrival_time=2021-04-10 03:23:45.392642, cost_time=0:00:00.463902 2021-04-10 03:23:44,367 INFO : EVAL, epoch=0190, iter=00020/00040, fetch data time cost=2.38ms, fps=6994 images/s, loss=0.2643, top1-acc=94.22%, top5-acc=99.84%, remaining_time=0:00:00.830260, arrival_time=2021-04-10 03:23:45.197618, cost_time=0:00:00.830255 2021-04-10 03:23:44,737 INFO : EVAL, epoch=0190, iter=00030/00040, fetch data time cost=1.94ms, fps=6933 images/s, loss=0.2517, top1-acc=94.24%, top5-acc=99.84%, remaining_time=0:00:00.400090, arrival_time=2021-04-10 03:23:45.137394, cost_time=0:00:01.200263 2021-04-10 03:23:45,077 INFO : EVAL, epoch=0190, iter=00040/00040, fetch data time cost=0.08ms, fps=6828 images/s, loss=0.2490, top1-acc=94.23%, top5-acc=99.83%, remaining_time=0:00:00, arrival_time=2021-04-10 03:23:45.077432, cost_time=0:00:01.540410 2021-04-10 03:23:45,153 INFO : Epoch=0190 complete, best val top1-acc=94.27%, top5-acc=99.78% (epoch=179), remaining_time=0:06:23.675350, arrival_time=2021-04-10 03:30:08.829254, cost_time=2:01:29.831704 2021-04-10 03:23:45,154 INFO : Train start, epoch=0191, lr=0.000616 2021-04-10 03:23:47,187 INFO : TRAIN, epoch=0191, iter=00010/00196, fetch data time cost=2.44ms, fps=1260 images/s, loss=0.0013, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:37.800036, arrival_time=2021-04-10 03:24:24.987427, cost_time=0:00:02.032261 2021-04-10 03:23:49,032 INFO : TRAIN, epoch=0191, iter=00020/00196, fetch data time cost=1.47ms, fps=1388 images/s, loss=0.0016, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:34.119184, arrival_time=2021-04-10 03:24:23.151502, cost_time=0:00:03.877183 2021-04-10 03:23:50,880 INFO : TRAIN, epoch=0191, iter=00030/00196, fetch data time cost=1.72ms, fps=1385 images/s, loss=0.0018, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:31.681930, arrival_time=2021-04-10 03:24:22.562737, cost_time=0:00:05.725648 2021-04-10 03:23:52,728 INFO : TRAIN, epoch=0191, iter=00040/00196, fetch data time cost=1.42ms, fps=1386 images/s, loss=0.0016, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:29.534388, arrival_time=2021-04-10 03:24:22.262545, cost_time=0:00:07.572901 2021-04-10 03:23:54,580 INFO : TRAIN, epoch=0191, iter=00050/00196, fetch data time cost=1.33ms, fps=1383 images/s, loss=0.0018, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:27.521876, arrival_time=2021-04-10 03:24:22.102236, cost_time=0:00:09.425283 2021-04-10 03:23:56,428 INFO : TRAIN, epoch=0191, iter=00060/00196, fetch data time cost=1.59ms, fps=1386 images/s, loss=0.0018, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:25.553312, arrival_time=2021-04-10 03:24:21.981976, cost_time=0:00:11.273514 2021-04-10 03:23:58,281 INFO : TRAIN, epoch=0191, iter=00070/00196, fetch data time cost=1.92ms, fps=1382 images/s, loss=0.0017, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:23.628024, arrival_time=2021-04-10 03:24:21.909727, cost_time=0:00:13.126650 2021-04-10 03:24:00,123 INFO : TRAIN, epoch=0191, iter=00080/00196, fetch data time cost=1.41ms, fps=1390 images/s, loss=0.0017, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:21.703832, arrival_time=2021-04-10 03:24:21.827006, cost_time=0:00:14.968138 2021-04-10 03:24:01,984 INFO : TRAIN, epoch=0191, iter=00090/00196, fetch data time cost=1.36ms, fps=1376 images/s, loss=0.0018, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:19.821152, arrival_time=2021-04-10 03:24:21.805477, cost_time=0:00:16.829276 2021-04-10 03:24:03,835 INFO : TRAIN, epoch=0191, iter=00100/00196, fetch data time cost=1.57ms, fps=1384 images/s, loss=0.0017, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:17.932704, arrival_time=2021-04-10 03:24:21.767752, cost_time=0:00:18.679913 2021-04-10 03:24:05,699 INFO : TRAIN, epoch=0191, iter=00110/00196, fetch data time cost=1.52ms, fps=1374 images/s, loss=0.0018, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:16.061704, arrival_time=2021-04-10 03:24:21.760758, cost_time=0:00:20.544015 2021-04-10 03:24:07,553 INFO : TRAIN, epoch=0191, iter=00120/00196, fetch data time cost=1.65ms, fps=1381 images/s, loss=0.0017, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:14.185628, arrival_time=2021-04-10 03:24:21.739079, cost_time=0:00:22.398317 2021-04-10 03:24:09,400 INFO : TRAIN, epoch=0191, iter=00130/00196, fetch data time cost=1.41ms, fps=1386 images/s, loss=0.0017, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:12.309264, arrival_time=2021-04-10 03:24:21.709808, cost_time=0:00:24.245492 2021-04-10 03:24:11,257 INFO : TRAIN, epoch=0191, iter=00140/00196, fetch data time cost=1.48ms, fps=1379 images/s, loss=0.0017, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:10.441032, arrival_time=2021-04-10 03:24:21.698732, cost_time=0:00:26.102559 2021-04-10 03:24:13,116 INFO : TRAIN, epoch=0191, iter=00150/00196, fetch data time cost=1.44ms, fps=1378 images/s, loss=0.0019, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:08.574768, arrival_time=2021-04-10 03:24:21.691040, cost_time=0:00:27.961211 2021-04-10 03:24:14,977 INFO : TRAIN, epoch=0191, iter=00160/00196, fetch data time cost=1.60ms, fps=1376 images/s, loss=0.0019, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:06.709932, arrival_time=2021-04-10 03:24:21.686980, cost_time=0:00:29.821978 2021-04-10 03:24:16,834 INFO : TRAIN, epoch=0191, iter=00170/00196, fetch data time cost=2.13ms, fps=1379 images/s, loss=0.0019, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:04.845074, arrival_time=2021-04-10 03:24:21.679590, cost_time=0:00:31.679377 2021-04-10 03:24:18,680 INFO : TRAIN, epoch=0191, iter=00180/00196, fetch data time cost=1.61ms, fps=1387 images/s, loss=0.0019, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:02.980064, arrival_time=2021-04-10 03:24:21.660905, cost_time=0:00:33.525751 2021-04-10 03:24:20,533 INFO : TRAIN, epoch=0191, iter=00190/00196, fetch data time cost=1.56ms, fps=1382 images/s, loss=0.0018, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:01.117218, arrival_time=2021-04-10 03:24:21.651054, cost_time=0:00:35.378543 2021-04-10 03:24:21,535 INFO : TRAIN, epoch=0191, iter=00196/00196, fetch data time cost=1.26ms, fps=1359 images/s, loss=0.0018, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-10 03:24:21.535496, cost_time=0:00:36.380430 2021-04-10 03:24:22,027 INFO : EVAL, epoch=0191, iter=00010/00040, fetch data time cost=0.24ms, fps=5228 images/s, loss=0.2869, top1-acc=93.71%, top5-acc=99.77%, remaining_time=0:00:01.469010, arrival_time=2021-04-10 03:24:23.496054, cost_time=0:00:00.489667 2021-04-10 03:24:22,402 INFO : EVAL, epoch=0191, iter=00020/00040, fetch data time cost=2.22ms, fps=6824 images/s, loss=0.2653, top1-acc=94.00%, top5-acc=99.84%, remaining_time=0:00:00.865380, arrival_time=2021-04-10 03:24:23.268098, cost_time=0:00:00.865377 2021-04-10 03:24:22,776 INFO : EVAL, epoch=0191, iter=00030/00040, fetch data time cost=4.28ms, fps=6870 images/s, loss=0.2582, top1-acc=94.19%, top5-acc=99.82%, remaining_time=0:00:00.412980, arrival_time=2021-04-10 03:24:23.189255, cost_time=0:00:01.238930 2021-04-10 03:24:23,114 INFO : EVAL, epoch=0191, iter=00040/00040, fetch data time cost=0.07ms, fps=6876 images/s, loss=0.2538, top1-acc=94.19%, top5-acc=99.81%, remaining_time=0:00:00, arrival_time=2021-04-10 03:24:23.114163, cost_time=0:00:01.576895 2021-04-10 03:24:23,225 INFO : Epoch=0191 complete, best val top1-acc=94.27%, top5-acc=99.78% (epoch=179), remaining_time=0:05:45.293847, arrival_time=2021-04-10 03:30:08.518799, cost_time=2:02:07.902738 2021-04-10 03:24:23,226 INFO : Train start, epoch=0192, lr=0.000499 2021-04-10 03:24:25,281 INFO : TRAIN, epoch=0192, iter=00010/00196, fetch data time cost=1.47ms, fps=1246 images/s, loss=0.0014, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:38.227092, arrival_time=2021-04-10 03:25:03.508900, cost_time=0:00:02.055222 2021-04-10 03:24:27,138 INFO : TRAIN, epoch=0192, iter=00020/00196, fetch data time cost=1.68ms, fps=1380 images/s, loss=0.0020, top1-acc=99.94%, top5-acc=100.00%, remaining_time=0:00:34.421200, arrival_time=2021-04-10 03:25:01.559155, cost_time=0:00:03.911507 2021-04-10 03:24:29,006 INFO : TRAIN, epoch=0192, iter=00030/00196, fetch data time cost=1.41ms, fps=1371 images/s, loss=0.0020, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:31.980564, arrival_time=2021-04-10 03:25:00.986674, cost_time=0:00:05.779622 2021-04-10 03:24:30,864 INFO : TRAIN, epoch=0192, iter=00040/00196, fetch data time cost=1.53ms, fps=1378 images/s, loss=0.0019, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:29.787264, arrival_time=2021-04-10 03:25:00.651539, cost_time=0:00:07.637765 2021-04-10 03:24:32,709 INFO : TRAIN, epoch=0192, iter=00050/00196, fetch data time cost=1.40ms, fps=1388 images/s, loss=0.0018, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:27.691090, arrival_time=2021-04-10 03:25:00.400751, cost_time=0:00:09.483259 2021-04-10 03:24:34,557 INFO : TRAIN, epoch=0192, iter=00060/00196, fetch data time cost=1.49ms, fps=1386 images/s, loss=0.0018, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:25.683600, arrival_time=2021-04-10 03:25:00.241171, cost_time=0:00:11.331007 2021-04-10 03:24:36,420 INFO : TRAIN, epoch=0192, iter=00070/00196, fetch data time cost=1.43ms, fps=1375 images/s, loss=0.0018, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:23.749236, arrival_time=2021-04-10 03:25:00.169632, cost_time=0:00:13.193993 2021-04-10 03:24:38,275 INFO : TRAIN, epoch=0192, iter=00080/00196, fetch data time cost=1.57ms, fps=1380 images/s, loss=0.0018, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:21.820760, arrival_time=2021-04-10 03:25:00.096057, cost_time=0:00:15.048801 2021-04-10 03:24:40,124 INFO : TRAIN, epoch=0192, iter=00090/00196, fetch data time cost=1.44ms, fps=1385 images/s, loss=0.0018, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:19.902666, arrival_time=2021-04-10 03:25:00.027522, cost_time=0:00:16.898453 2021-04-10 03:24:41,978 INFO : TRAIN, epoch=0192, iter=00100/00196, fetch data time cost=1.52ms, fps=1381 images/s, loss=0.0017, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:18.001920, arrival_time=2021-04-10 03:24:59.980435, cost_time=0:00:18.752035 2021-04-10 03:24:43,835 INFO : TRAIN, epoch=0192, iter=00110/00196, fetch data time cost=1.58ms, fps=1379 images/s, loss=0.0018, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:16.112444, arrival_time=2021-04-10 03:24:59.947865, cost_time=0:00:20.608977 2021-04-10 03:24:45,681 INFO : TRAIN, epoch=0192, iter=00120/00196, fetch data time cost=1.46ms, fps=1387 images/s, loss=0.0018, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:14.221272, arrival_time=2021-04-10 03:24:59.902336, cost_time=0:00:22.454650 2021-04-10 03:24:47,534 INFO : TRAIN, epoch=0192, iter=00130/00196, fetch data time cost=1.34ms, fps=1382 images/s, loss=0.0018, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:12.340746, arrival_time=2021-04-10 03:24:59.874758, cost_time=0:00:24.307490 2021-04-10 03:24:49,388 INFO : TRAIN, epoch=0192, iter=00140/00196, fetch data time cost=1.63ms, fps=1381 images/s, loss=0.0018, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:10.464832, arrival_time=2021-04-10 03:24:59.853304, cost_time=0:00:26.162069 2021-04-10 03:24:51,237 INFO : TRAIN, epoch=0192, iter=00150/00196, fetch data time cost=1.66ms, fps=1385 images/s, loss=0.0018, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:08.590040, arrival_time=2021-04-10 03:24:59.827540, cost_time=0:00:28.011002 2021-04-10 03:24:53,085 INFO : TRAIN, epoch=0192, iter=00160/00196, fetch data time cost=1.39ms, fps=1386 images/s, loss=0.0019, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:06.718212, arrival_time=2021-04-10 03:24:59.803381, cost_time=0:00:29.858679 2021-04-10 03:24:54,929 INFO : TRAIN, epoch=0192, iter=00170/00196, fetch data time cost=1.40ms, fps=1388 images/s, loss=0.0019, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:04.848740, arrival_time=2021-04-10 03:24:59.778550, cost_time=0:00:31.703330 2021-04-10 03:24:56,790 INFO : TRAIN, epoch=0192, iter=00180/00196, fetch data time cost=2.52ms, fps=1376 images/s, loss=0.0019, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:02.983504, arrival_time=2021-04-10 03:24:59.774419, cost_time=0:00:33.564460 2021-04-10 03:24:58,644 INFO : TRAIN, epoch=0192, iter=00190/00196, fetch data time cost=1.38ms, fps=1381 images/s, loss=0.0019, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:01.118466, arrival_time=2021-04-10 03:24:59.762989, cost_time=0:00:35.418115 2021-04-10 03:24:59,653 INFO : TRAIN, epoch=0192, iter=00196/00196, fetch data time cost=1.68ms, fps=1349 images/s, loss=0.0020, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-10 03:24:59.653126, cost_time=0:00:36.426544 2021-04-10 03:25:00,139 INFO : EVAL, epoch=0192, iter=00010/00040, fetch data time cost=0.23ms, fps=5277 images/s, loss=0.2546, top1-acc=93.87%, top5-acc=99.92%, remaining_time=0:00:01.455360, arrival_time=2021-04-10 03:25:01.595227, cost_time=0:00:00.485117 2021-04-10 03:25:00,507 INFO : EVAL, epoch=0192, iter=00020/00040, fetch data time cost=1.87ms, fps=6969 images/s, loss=0.2662, top1-acc=94.12%, top5-acc=99.80%, remaining_time=0:00:00.853040, arrival_time=2021-04-10 03:25:01.360833, cost_time=0:00:00.853032 2021-04-10 03:25:00,875 INFO : EVAL, epoch=0192, iter=00030/00040, fetch data time cost=1.70ms, fps=6971 images/s, loss=0.2624, top1-acc=94.18%, top5-acc=99.82%, remaining_time=0:00:00.406940, arrival_time=2021-04-10 03:25:01.282478, cost_time=0:00:01.220821 2021-04-10 03:25:01,213 INFO : EVAL, epoch=0192, iter=00040/00040, fetch data time cost=0.09ms, fps=6880 images/s, loss=0.2472, top1-acc=94.24%, top5-acc=99.84%, remaining_time=0:00:00, arrival_time=2021-04-10 03:25:01.213096, cost_time=0:00:01.558431 2021-04-10 03:25:01,331 INFO : Epoch=0192 complete, best val top1-acc=94.27%, top5-acc=99.78% (epoch=179), remaining_time=0:05:06.917040, arrival_time=2021-04-10 03:30:08.248137, cost_time=2:02:46.008883 2021-04-10 03:25:01,332 INFO : Train start, epoch=0193, lr=0.000394 2021-04-10 03:25:03,384 INFO : TRAIN, epoch=0193, iter=00010/00196, fetch data time cost=0.26ms, fps=1247 images/s, loss=0.0015, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:38.173710, arrival_time=2021-04-10 03:25:41.558418, cost_time=0:00:02.052349 2021-04-10 03:25:05,234 INFO : TRAIN, epoch=0193, iter=00020/00196, fetch data time cost=1.35ms, fps=1384 images/s, loss=0.0016, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:34.338832, arrival_time=2021-04-10 03:25:39.573409, cost_time=0:00:03.902142 2021-04-10 03:25:07,087 INFO : TRAIN, epoch=0193, iter=00030/00196, fetch data time cost=1.50ms, fps=1382 images/s, loss=0.0015, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:31.846436, arrival_time=2021-04-10 03:25:38.934265, cost_time=0:00:05.755377 2021-04-10 03:25:08,931 INFO : TRAIN, epoch=0193, iter=00040/00196, fetch data time cost=1.74ms, fps=1389 images/s, loss=0.0015, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:29.638128, arrival_time=2021-04-10 03:25:38.569988, cost_time=0:00:07.599540 2021-04-10 03:25:10,792 INFO : TRAIN, epoch=0193, iter=00050/00196, fetch data time cost=2.81ms, fps=1377 images/s, loss=0.0015, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:27.621594, arrival_time=2021-04-10 03:25:38.413486, cost_time=0:00:09.459453 2021-04-10 03:25:12,651 INFO : TRAIN, epoch=0193, iter=00060/00196, fetch data time cost=1.39ms, fps=1377 images/s, loss=0.0015, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:25.655992, arrival_time=2021-04-10 03:25:38.307286, cost_time=0:00:11.318827 2021-04-10 03:25:14,504 INFO : TRAIN, epoch=0193, iter=00070/00196, fetch data time cost=2.19ms, fps=1382 images/s, loss=0.0016, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:23.710554, arrival_time=2021-04-10 03:25:38.215426, cost_time=0:00:13.172517 2021-04-10 03:25:16,362 INFO : TRAIN, epoch=0193, iter=00080/00196, fetch data time cost=1.99ms, fps=1379 images/s, loss=0.0016, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:21.793384, arrival_time=2021-04-10 03:25:38.155708, cost_time=0:00:15.029951 2021-04-10 03:25:18,214 INFO : TRAIN, epoch=0193, iter=00090/00196, fetch data time cost=1.38ms, fps=1383 images/s, loss=0.0016, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:19.883586, arrival_time=2021-04-10 03:25:38.098203, cost_time=0:00:16.882321 2021-04-10 03:25:20,065 INFO : TRAIN, epoch=0193, iter=00100/00196, fetch data time cost=1.77ms, fps=1384 images/s, loss=0.0017, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:17.983584, arrival_time=2021-04-10 03:25:38.048851, cost_time=0:00:18.732934 2021-04-10 03:25:21,918 INFO : TRAIN, epoch=0193, iter=00110/00196, fetch data time cost=1.79ms, fps=1382 images/s, loss=0.0018, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:16.094298, arrival_time=2021-04-10 03:25:38.012417, cost_time=0:00:20.585772 2021-04-10 03:25:23,766 INFO : TRAIN, epoch=0193, iter=00120/00196, fetch data time cost=1.55ms, fps=1385 images/s, loss=0.0018, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:14.208428, arrival_time=2021-04-10 03:25:37.975201, cost_time=0:00:22.434357 2021-04-10 03:25:25,613 INFO : TRAIN, epoch=0193, iter=00130/00196, fetch data time cost=1.59ms, fps=1387 images/s, loss=0.0017, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:12.326952, arrival_time=2021-04-10 03:25:37.940075, cost_time=0:00:24.280403 2021-04-10 03:25:27,460 INFO : TRAIN, epoch=0193, iter=00140/00196, fetch data time cost=1.53ms, fps=1386 images/s, loss=0.0017, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:10.451336, arrival_time=2021-04-10 03:25:37.912092, cost_time=0:00:26.128398 2021-04-10 03:25:29,336 INFO : TRAIN, epoch=0193, iter=00150/00196, fetch data time cost=2.56ms, fps=1365 images/s, loss=0.0017, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:08.587970, arrival_time=2021-04-10 03:25:37.924608, cost_time=0:00:28.004286 2021-04-10 03:25:31,195 INFO : TRAIN, epoch=0193, iter=00160/00196, fetch data time cost=1.93ms, fps=1377 images/s, loss=0.0017, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:06.719292, arrival_time=2021-04-10 03:25:37.915194, cost_time=0:00:29.863552 2021-04-10 03:25:33,038 INFO : TRAIN, epoch=0193, iter=00170/00196, fetch data time cost=1.38ms, fps=1390 images/s, loss=0.0017, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:04.849104, arrival_time=2021-04-10 03:25:37.887321, cost_time=0:00:31.705729 2021-04-10 03:25:34,894 INFO : TRAIN, epoch=0193, iter=00180/00196, fetch data time cost=1.57ms, fps=1380 images/s, loss=0.0017, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:02.983328, arrival_time=2021-04-10 03:25:37.878001, cost_time=0:00:33.562378 2021-04-10 03:25:36,739 INFO : TRAIN, epoch=0193, iter=00190/00196, fetch data time cost=1.35ms, fps=1388 images/s, loss=0.0017, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:01.118112, arrival_time=2021-04-10 03:25:37.857305, cost_time=0:00:35.406789 2021-04-10 03:25:37,741 INFO : TRAIN, epoch=0193, iter=00196/00196, fetch data time cost=1.28ms, fps=1358 images/s, loss=0.0018, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-10 03:25:37.741814, cost_time=0:00:36.409564 2021-04-10 03:25:38,195 INFO : EVAL, epoch=0193, iter=00010/00040, fetch data time cost=0.40ms, fps=5664 images/s, loss=0.3003, top1-acc=93.48%, top5-acc=99.92%, remaining_time=0:00:01.355760, arrival_time=2021-04-10 03:25:39.551070, cost_time=0:00:00.451915 2021-04-10 03:25:38,565 INFO : EVAL, epoch=0193, iter=00020/00040, fetch data time cost=2.22ms, fps=6921 images/s, loss=0.2744, top1-acc=93.89%, top5-acc=99.84%, remaining_time=0:00:00.822500, arrival_time=2021-04-10 03:25:39.388392, cost_time=0:00:00.822509 2021-04-10 03:25:38,926 INFO : EVAL, epoch=0193, iter=00030/00040, fetch data time cost=1.52ms, fps=7109 images/s, loss=0.2600, top1-acc=94.15%, top5-acc=99.80%, remaining_time=0:00:00.394370, arrival_time=2021-04-10 03:25:39.320889, cost_time=0:00:01.183110 2021-04-10 03:25:39,265 INFO : EVAL, epoch=0193, iter=00040/00040, fetch data time cost=0.07ms, fps=6847 images/s, loss=0.2596, top1-acc=94.20%, top5-acc=99.83%, remaining_time=0:00:00, arrival_time=2021-04-10 03:25:39.265788, cost_time=0:00:01.522421 2021-04-10 03:25:39,375 INFO : Epoch=0193 complete, best val top1-acc=94.27%, top5-acc=99.78% (epoch=179), remaining_time=0:04:28.540783, arrival_time=2021-04-10 03:30:07.915970, cost_time=2:03:24.052971 2021-04-10 03:25:39,376 INFO : Train start, epoch=0194, lr=0.000302 2021-04-10 03:25:41,463 INFO : TRAIN, epoch=0194, iter=00010/00196, fetch data time cost=1.37ms, fps=1227 images/s, loss=0.0018, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:38.811690, arrival_time=2021-04-10 03:26:20.274882, cost_time=0:00:02.086653 2021-04-10 03:25:43,322 INFO : TRAIN, epoch=0194, iter=00020/00196, fetch data time cost=1.71ms, fps=1378 images/s, loss=0.0016, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:34.720224, arrival_time=2021-04-10 03:26:18.042213, cost_time=0:00:03.945490 2021-04-10 03:25:45,170 INFO : TRAIN, epoch=0194, iter=00030/00196, fetch data time cost=1.89ms, fps=1386 images/s, loss=0.0016, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:32.059082, arrival_time=2021-04-10 03:26:17.229323, cost_time=0:00:05.793798 2021-04-10 03:25:47,024 INFO : TRAIN, epoch=0194, iter=00040/00196, fetch data time cost=1.63ms, fps=1381 images/s, loss=0.0016, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:29.826888, arrival_time=2021-04-10 03:26:16.851238, cost_time=0:00:07.647937 2021-04-10 03:25:48,869 INFO : TRAIN, epoch=0194, iter=00050/00196, fetch data time cost=1.56ms, fps=1388 images/s, loss=0.0016, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:27.718976, arrival_time=2021-04-10 03:26:16.588300, cost_time=0:00:09.492799 2021-04-10 03:25:50,732 INFO : TRAIN, epoch=0194, iter=00060/00196, fetch data time cost=1.61ms, fps=1375 images/s, loss=0.0017, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:25.739360, arrival_time=2021-04-10 03:26:16.471443, cost_time=0:00:11.355616 2021-04-10 03:25:52,595 INFO : TRAIN, epoch=0194, iter=00070/00196, fetch data time cost=1.96ms, fps=1376 images/s, loss=0.0017, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:23.792958, arrival_time=2021-04-10 03:26:16.387904, cost_time=0:00:13.218280 2021-04-10 03:25:54,454 INFO : TRAIN, epoch=0194, iter=00080/00196, fetch data time cost=1.58ms, fps=1378 images/s, loss=0.0017, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:21.863100, arrival_time=2021-04-10 03:26:16.317627, cost_time=0:00:15.077973 2021-04-10 03:25:56,298 INFO : TRAIN, epoch=0194, iter=00090/00196, fetch data time cost=1.45ms, fps=1389 images/s, loss=0.0017, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:19.930332, arrival_time=2021-04-10 03:26:16.228718, cost_time=0:00:16.921979 2021-04-10 03:25:58,145 INFO : TRAIN, epoch=0194, iter=00100/00196, fetch data time cost=1.70ms, fps=1387 images/s, loss=0.0017, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:18.017760, arrival_time=2021-04-10 03:26:16.162688, cost_time=0:00:18.768473 2021-04-10 03:25:59,986 INFO : TRAIN, epoch=0194, iter=00110/00196, fetch data time cost=1.46ms, fps=1391 images/s, loss=0.0016, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:16.113304, arrival_time=2021-04-10 03:26:16.099869, cost_time=0:00:20.610085 2021-04-10 03:26:01,866 INFO : TRAIN, epoch=0194, iter=00120/00196, fetch data time cost=1.42ms, fps=1384 images/s, loss=0.0016, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:14.243844, arrival_time=2021-04-10 03:26:16.110715, cost_time=0:00:22.490337 2021-04-10 03:26:03,720 INFO : TRAIN, epoch=0194, iter=00130/00196, fetch data time cost=1.42ms, fps=1382 images/s, loss=0.0016, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:12.359160, arrival_time=2021-04-10 03:26:16.079436, cost_time=0:00:24.343863 2021-04-10 03:26:05,566 INFO : TRAIN, epoch=0194, iter=00140/00196, fetch data time cost=1.37ms, fps=1387 images/s, loss=0.0016, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:10.475864, arrival_time=2021-04-10 03:26:16.042127, cost_time=0:00:26.189688 2021-04-10 03:26:07,422 INFO : TRAIN, epoch=0194, iter=00150/00196, fetch data time cost=1.59ms, fps=1379 images/s, loss=0.0017, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:08.600850, arrival_time=2021-04-10 03:26:16.023594, cost_time=0:00:28.046317 2021-04-10 03:26:09,264 INFO : TRAIN, epoch=0194, iter=00160/00196, fetch data time cost=1.36ms, fps=1390 images/s, loss=0.0017, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:06.724800, arrival_time=2021-04-10 03:26:15.989258, cost_time=0:00:29.887979 2021-04-10 03:26:11,114 INFO : TRAIN, epoch=0194, iter=00170/00196, fetch data time cost=1.78ms, fps=1384 images/s, loss=0.0018, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:04.854044, arrival_time=2021-04-10 03:26:15.968420, cost_time=0:00:31.737897 2021-04-10 03:26:12,969 INFO : TRAIN, epoch=0194, iter=00180/00196, fetch data time cost=1.85ms, fps=1380 images/s, loss=0.0018, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:02.986048, arrival_time=2021-04-10 03:26:15.955490, cost_time=0:00:33.593073 2021-04-10 03:26:14,813 INFO : TRAIN, epoch=0194, iter=00190/00196, fetch data time cost=1.40ms, fps=1388 images/s, loss=0.0018, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:01.119072, arrival_time=2021-04-10 03:26:15.932796, cost_time=0:00:35.437305 2021-04-10 03:26:15,814 INFO : TRAIN, epoch=0194, iter=00196/00196, fetch data time cost=1.49ms, fps=1359 images/s, loss=0.0018, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-10 03:26:15.814697, cost_time=0:00:36.438300 2021-04-10 03:26:16,276 INFO : EVAL, epoch=0194, iter=00010/00040, fetch data time cost=0.46ms, fps=5568 images/s, loss=0.2316, top1-acc=94.41%, top5-acc=99.96%, remaining_time=0:00:01.379190, arrival_time=2021-04-10 03:26:17.655296, cost_time=0:00:00.459732 2021-04-10 03:26:16,637 INFO : EVAL, epoch=0194, iter=00020/00040, fetch data time cost=1.59ms, fps=7103 images/s, loss=0.2438, top1-acc=94.20%, top5-acc=99.86%, remaining_time=0:00:00.820620, arrival_time=2021-04-10 03:26:17.457580, cost_time=0:00:00.820625 2021-04-10 03:26:16,997 INFO : EVAL, epoch=0194, iter=00030/00040, fetch data time cost=1.67ms, fps=7115 images/s, loss=0.2437, top1-acc=94.36%, top5-acc=99.84%, remaining_time=0:00:00.393590, arrival_time=2021-04-10 03:26:17.390741, cost_time=0:00:01.180773 2021-04-10 03:26:17,335 INFO : EVAL, epoch=0194, iter=00040/00040, fetch data time cost=0.11ms, fps=6867 images/s, loss=0.2563, top1-acc=94.33%, top5-acc=99.83%, remaining_time=0:00:00, arrival_time=2021-04-10 03:26:17.335431, cost_time=0:00:01.519114 2021-04-10 03:26:17,596 INFO : Epoch=0194 complete, best val top1-acc=94.33%, top5-acc=99.83% (epoch=194), remaining_time=0:03:50.173422, arrival_time=2021-04-10 03:30:07.769586, cost_time=2:04:02.273909 2021-04-10 03:26:17,597 INFO : Train start, epoch=0195, lr=0.000222 2021-04-10 03:26:19,648 INFO : TRAIN, epoch=0195, iter=00010/00196, fetch data time cost=1.37ms, fps=1248 images/s, loss=0.0020, top1-acc=99.96%, top5-acc=100.00%, remaining_time=0:00:38.148972, arrival_time=2021-04-10 03:26:57.797419, cost_time=0:00:02.051025 2021-04-10 03:26:21,501 INFO : TRAIN, epoch=0195, iter=00020/00196, fetch data time cost=1.73ms, fps=1382 images/s, loss=0.0018, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:34.353968, arrival_time=2021-04-10 03:26:55.855310, cost_time=0:00:03.903861 2021-04-10 03:26:23,349 INFO : TRAIN, epoch=0195, iter=00030/00196, fetch data time cost=2.02ms, fps=1385 images/s, loss=0.0016, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:31.830500, arrival_time=2021-04-10 03:26:55.180381, cost_time=0:00:05.752487 2021-04-10 03:26:25,205 INFO : TRAIN, epoch=0195, iter=00040/00196, fetch data time cost=1.63ms, fps=1380 images/s, loss=0.0015, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:29.670264, arrival_time=2021-04-10 03:26:54.875413, cost_time=0:00:07.607760 2021-04-10 03:26:27,058 INFO : TRAIN, epoch=0195, iter=00050/00196, fetch data time cost=1.53ms, fps=1382 images/s, loss=0.0016, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:27.626266, arrival_time=2021-04-10 03:26:54.684754, cost_time=0:00:09.461034 2021-04-10 03:26:28,901 INFO : TRAIN, epoch=0195, iter=00060/00196, fetch data time cost=1.58ms, fps=1389 images/s, loss=0.0018, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:25.622400, arrival_time=2021-04-10 03:26:54.523792, cost_time=0:00:11.303973 2021-04-10 03:26:30,754 INFO : TRAIN, epoch=0195, iter=00070/00196, fetch data time cost=1.73ms, fps=1382 images/s, loss=0.0018, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:23.682456, arrival_time=2021-04-10 03:26:54.436737, cost_time=0:00:13.156886 2021-04-10 03:26:32,603 INFO : TRAIN, epoch=0195, iter=00080/00196, fetch data time cost=1.56ms, fps=1385 images/s, loss=0.0018, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:21.759048, arrival_time=2021-04-10 03:26:54.362671, cost_time=0:00:15.006226 2021-04-10 03:26:34,457 INFO : TRAIN, epoch=0195, iter=00090/00196, fetch data time cost=1.43ms, fps=1381 images/s, loss=0.0017, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:19.857404, arrival_time=2021-04-10 03:26:54.314832, cost_time=0:00:16.860032 2021-04-10 03:26:36,300 INFO : TRAIN, epoch=0195, iter=00100/00196, fetch data time cost=1.59ms, fps=1390 images/s, loss=0.0017, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:17.954400, arrival_time=2021-04-10 03:26:54.254359, cost_time=0:00:18.702470 2021-04-10 03:26:38,147 INFO : TRAIN, epoch=0195, iter=00110/00196, fetch data time cost=1.62ms, fps=1386 images/s, loss=0.0017, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:16.066606, arrival_time=2021-04-10 03:26:54.214371, cost_time=0:00:20.550344 2021-04-10 03:26:39,998 INFO : TRAIN, epoch=0195, iter=00120/00196, fetch data time cost=1.59ms, fps=1384 images/s, loss=0.0017, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:14.186996, arrival_time=2021-04-10 03:26:54.184967, cost_time=0:00:22.400575 2021-04-10 03:26:41,840 INFO : TRAIN, epoch=0195, iter=00130/00196, fetch data time cost=1.36ms, fps=1390 images/s, loss=0.0017, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:12.308076, arrival_time=2021-04-10 03:26:54.148600, cost_time=0:00:24.243119 2021-04-10 03:26:43,693 INFO : TRAIN, epoch=0195, iter=00140/00196, fetch data time cost=1.39ms, fps=1382 images/s, loss=0.0017, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:10.438288, arrival_time=2021-04-10 03:26:54.131471, cost_time=0:00:26.095790 2021-04-10 03:26:45,543 INFO : TRAIN, epoch=0195, iter=00150/00196, fetch data time cost=1.49ms, fps=1384 images/s, loss=0.0017, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:08.570030, arrival_time=2021-04-10 03:26:54.113217, cost_time=0:00:27.945727 2021-04-10 03:26:47,388 INFO : TRAIN, epoch=0195, iter=00160/00196, fetch data time cost=1.39ms, fps=1388 images/s, loss=0.0017, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:06.702876, arrival_time=2021-04-10 03:26:54.090795, cost_time=0:00:29.790498 2021-04-10 03:26:49,236 INFO : TRAIN, epoch=0195, iter=00170/00196, fetch data time cost=2.42ms, fps=1386 images/s, loss=0.0017, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:04.838834, arrival_time=2021-04-10 03:26:54.074870, cost_time=0:00:31.638591 2021-04-10 03:26:51,076 INFO : TRAIN, epoch=0195, iter=00180/00196, fetch data time cost=1.38ms, fps=1391 images/s, loss=0.0017, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:02.975920, arrival_time=2021-04-10 03:26:54.052544, cost_time=0:00:33.479175 2021-04-10 03:26:52,943 INFO : TRAIN, epoch=0195, iter=00190/00196, fetch data time cost=1.22ms, fps=1372 images/s, loss=0.0017, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:01.116174, arrival_time=2021-04-10 03:26:54.059262, cost_time=0:00:35.345542 2021-04-10 03:26:53,937 INFO : TRAIN, epoch=0195, iter=00196/00196, fetch data time cost=1.42ms, fps=1369 images/s, loss=0.0017, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-10 03:26:53.937048, cost_time=0:00:36.339574 2021-04-10 03:26:54,445 INFO : EVAL, epoch=0195, iter=00010/00040, fetch data time cost=0.43ms, fps=5059 images/s, loss=0.2459, top1-acc=94.06%, top5-acc=99.88%, remaining_time=0:00:01.517940, arrival_time=2021-04-10 03:26:55.963744, cost_time=0:00:00.505982 2021-04-10 03:26:54,804 INFO : EVAL, epoch=0195, iter=00020/00040, fetch data time cost=1.40ms, fps=7156 images/s, loss=0.2472, top1-acc=94.30%, top5-acc=99.84%, remaining_time=0:00:00.864240, arrival_time=2021-04-10 03:26:55.668325, cost_time=0:00:00.864242 2021-04-10 03:26:55,164 INFO : EVAL, epoch=0195, iter=00030/00040, fetch data time cost=1.44ms, fps=7124 images/s, loss=0.2590, top1-acc=94.17%, top5-acc=99.82%, remaining_time=0:00:00.408030, arrival_time=2021-04-10 03:26:55.571955, cost_time=0:00:01.224076 2021-04-10 03:26:55,503 INFO : EVAL, epoch=0195, iter=00040/00040, fetch data time cost=0.08ms, fps=6839 images/s, loss=0.2568, top1-acc=94.23%, top5-acc=99.84%, remaining_time=0:00:00, arrival_time=2021-04-10 03:26:55.503749, cost_time=0:00:01.563981 2021-04-10 03:26:55,746 INFO : Epoch=0195 complete, best val top1-acc=94.33%, top5-acc=99.83% (epoch=194), remaining_time=0:03:11.805745, arrival_time=2021-04-10 03:30:07.551971, cost_time=2:04:40.424000 2021-04-10 03:26:55,747 INFO : Train start, epoch=0196, lr=0.000154 2021-04-10 03:26:57,847 INFO : TRAIN, epoch=0196, iter=00010/00196, fetch data time cost=1.44ms, fps=1220 images/s, loss=0.0016, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:39.041028, arrival_time=2021-04-10 03:27:36.888162, cost_time=0:00:02.098981 2021-04-10 03:26:59,702 INFO : TRAIN, epoch=0196, iter=00020/00196, fetch data time cost=1.49ms, fps=1380 images/s, loss=0.0015, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:34.798192, arrival_time=2021-04-10 03:27:34.500800, cost_time=0:00:03.954331 2021-04-10 03:27:01,555 INFO : TRAIN, epoch=0196, iter=00030/00196, fetch data time cost=1.46ms, fps=1383 images/s, loss=0.0017, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:32.131790, arrival_time=2021-04-10 03:27:33.686833, cost_time=0:00:05.806944 2021-04-10 03:27:03,408 INFO : TRAIN, epoch=0196, iter=00040/00196, fetch data time cost=1.45ms, fps=1381 images/s, loss=0.0018, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:29.876496, arrival_time=2021-04-10 03:27:33.285313, cost_time=0:00:07.660651 2021-04-10 03:27:05,265 INFO : TRAIN, epoch=0196, iter=00050/00196, fetch data time cost=1.82ms, fps=1379 images/s, loss=0.0020, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:27.790370, arrival_time=2021-04-10 03:27:33.055882, cost_time=0:00:09.517272 2021-04-10 03:27:07,111 INFO : TRAIN, epoch=0196, iter=00060/00196, fetch data time cost=1.43ms, fps=1387 images/s, loss=0.0020, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:25.756904, arrival_time=2021-04-10 03:27:32.868406, cost_time=0:00:11.363313 2021-04-10 03:27:08,959 INFO : TRAIN, epoch=0196, iter=00070/00196, fetch data time cost=1.35ms, fps=1385 images/s, loss=0.0020, top1-acc=99.97%, top5-acc=100.00%, remaining_time=0:00:23.781114, arrival_time=2021-04-10 03:27:32.740963, cost_time=0:00:13.211761 2021-04-10 03:27:10,812 INFO : TRAIN, epoch=0196, iter=00080/00196, fetch data time cost=1.56ms, fps=1382 images/s, loss=0.0020, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:21.843032, arrival_time=2021-04-10 03:27:32.655379, cost_time=0:00:15.064168 2021-04-10 03:27:12,658 INFO : TRAIN, epoch=0196, iter=00090/00196, fetch data time cost=1.35ms, fps=1387 images/s, loss=0.0019, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:19.916552, arrival_time=2021-04-10 03:27:32.574885, cost_time=0:00:16.910249 2021-04-10 03:27:14,507 INFO : TRAIN, epoch=0196, iter=00100/00196, fetch data time cost=1.56ms, fps=1385 images/s, loss=0.0019, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:18.008352, arrival_time=2021-04-10 03:27:32.515302, cost_time=0:00:18.758733 2021-04-10 03:27:16,358 INFO : TRAIN, epoch=0196, iter=00110/00196, fetch data time cost=1.47ms, fps=1383 images/s, loss=0.0019, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:16.113820, arrival_time=2021-04-10 03:27:32.472575, cost_time=0:00:20.610673 2021-04-10 03:27:18,207 INFO : TRAIN, epoch=0196, iter=00120/00196, fetch data time cost=1.82ms, fps=1385 images/s, loss=0.0019, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:14.224464, arrival_time=2021-04-10 03:27:32.432354, cost_time=0:00:22.459703 2021-04-10 03:27:20,062 INFO : TRAIN, epoch=0196, iter=00130/00196, fetch data time cost=1.43ms, fps=1381 images/s, loss=0.0019, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:12.343980, arrival_time=2021-04-10 03:27:32.406000, cost_time=0:00:24.313892 2021-04-10 03:27:21,905 INFO : TRAIN, epoch=0196, iter=00140/00196, fetch data time cost=1.48ms, fps=1389 images/s, loss=0.0019, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:10.462928, arrival_time=2021-04-10 03:27:32.368263, cost_time=0:00:26.157258 2021-04-10 03:27:23,752 INFO : TRAIN, epoch=0196, iter=00150/00196, fetch data time cost=1.75ms, fps=1387 images/s, loss=0.0019, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:08.587878, arrival_time=2021-04-10 03:27:32.339953, cost_time=0:00:28.003920 2021-04-10 03:27:25,604 INFO : TRAIN, epoch=0196, iter=00160/00196, fetch data time cost=1.54ms, fps=1382 images/s, loss=0.0018, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:06.717708, arrival_time=2021-04-10 03:27:32.322355, cost_time=0:00:29.856533 2021-04-10 03:27:27,450 INFO : TRAIN, epoch=0196, iter=00170/00196, fetch data time cost=1.44ms, fps=1387 images/s, loss=0.0018, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:04.848662, arrival_time=2021-04-10 03:27:32.299518, cost_time=0:00:31.702792 2021-04-10 03:27:29,301 INFO : TRAIN, epoch=0196, iter=00180/00196, fetch data time cost=1.69ms, fps=1384 images/s, loss=0.0018, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:02.982528, arrival_time=2021-04-10 03:27:32.284016, cost_time=0:00:33.553353 2021-04-10 03:27:31,162 INFO : TRAIN, epoch=0196, iter=00190/00196, fetch data time cost=1.26ms, fps=1376 images/s, loss=0.0018, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:01.118334, arrival_time=2021-04-10 03:27:32.280338, cost_time=0:00:35.413820 2021-04-10 03:27:32,181 INFO : TRAIN, epoch=0196, iter=00196/00196, fetch data time cost=2.29ms, fps=1335 images/s, loss=0.0018, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-10 03:27:32.181359, cost_time=0:00:36.433272 2021-04-10 03:27:32,625 INFO : EVAL, epoch=0196, iter=00010/00040, fetch data time cost=0.21ms, fps=5790 images/s, loss=0.2234, top1-acc=94.61%, top5-acc=99.88%, remaining_time=0:00:01.326510, arrival_time=2021-04-10 03:27:33.951875, cost_time=0:00:00.442166 2021-04-10 03:27:32,983 INFO : EVAL, epoch=0196, iter=00020/00040, fetch data time cost=1.27ms, fps=7147 images/s, loss=0.2555, top1-acc=94.16%, top5-acc=99.86%, remaining_time=0:00:00.800680, arrival_time=2021-04-10 03:27:33.784570, cost_time=0:00:00.800680 2021-04-10 03:27:33,342 INFO : EVAL, epoch=0196, iter=00030/00040, fetch data time cost=1.82ms, fps=7142 images/s, loss=0.2527, top1-acc=94.04%, top5-acc=99.82%, remaining_time=0:00:00.386490, arrival_time=2021-04-10 03:27:33.729173, cost_time=0:00:01.159480 2021-04-10 03:27:33,684 INFO : EVAL, epoch=0196, iter=00040/00040, fetch data time cost=0.12ms, fps=6786 images/s, loss=0.2690, top1-acc=94.21%, top5-acc=99.83%, remaining_time=0:00:00, arrival_time=2021-04-10 03:27:33.684923, cost_time=0:00:01.501665 2021-04-10 03:27:33,814 INFO : Epoch=0196 complete, best val top1-acc=94.33%, top5-acc=99.83% (epoch=194), remaining_time=0:02:33.438608, arrival_time=2021-04-10 03:30:07.252600, cost_time=2:05:18.491786 2021-04-10 03:27:33,815 INFO : Train start, epoch=0197, lr=0.000099 2021-04-10 03:27:35,864 INFO : TRAIN, epoch=0197, iter=00010/00196, fetch data time cost=0.41ms, fps=1250 images/s, loss=0.0014, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:38.104332, arrival_time=2021-04-10 03:28:13.968291, cost_time=0:00:02.048616 2021-04-10 03:27:37,718 INFO : TRAIN, epoch=0197, iter=00020/00196, fetch data time cost=1.39ms, fps=1381 images/s, loss=0.0016, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:34.349920, arrival_time=2021-04-10 03:28:12.068649, cost_time=0:00:03.903410 2021-04-10 03:27:39,573 INFO : TRAIN, epoch=0197, iter=00030/00196, fetch data time cost=2.09ms, fps=1381 images/s, loss=0.0016, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:31.860878, arrival_time=2021-04-10 03:28:11.434154, cost_time=0:00:05.757985 2021-04-10 03:27:41,423 INFO : TRAIN, epoch=0197, iter=00040/00196, fetch data time cost=1.60ms, fps=1384 images/s, loss=0.0016, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:29.672136, arrival_time=2021-04-10 03:28:11.095586, cost_time=0:00:07.608247 2021-04-10 03:27:43,272 INFO : TRAIN, epoch=0197, iter=00050/00196, fetch data time cost=1.52ms, fps=1385 images/s, loss=0.0017, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:27.615900, arrival_time=2021-04-10 03:28:10.888647, cost_time=0:00:09.457509 2021-04-10 03:27:45,137 INFO : TRAIN, epoch=0197, iter=00060/00196, fetch data time cost=1.50ms, fps=1374 images/s, loss=0.0017, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:25.663064, arrival_time=2021-04-10 03:28:10.800267, cost_time=0:00:11.321928 2021-04-10 03:27:46,999 INFO : TRAIN, epoch=0197, iter=00070/00196, fetch data time cost=2.34ms, fps=1375 images/s, loss=0.0018, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:23.731596, arrival_time=2021-04-10 03:28:10.731045, cost_time=0:00:13.184227 2021-04-10 03:27:48,857 INFO : TRAIN, epoch=0197, iter=00080/00196, fetch data time cost=1.57ms, fps=1378 images/s, loss=0.0018, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:21.811364, arrival_time=2021-04-10 03:28:10.668920, cost_time=0:00:15.042321 2021-04-10 03:27:50,716 INFO : TRAIN, epoch=0197, iter=00090/00196, fetch data time cost=2.04ms, fps=1378 images/s, loss=0.0018, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:19.905952, arrival_time=2021-04-10 03:28:10.622360, cost_time=0:00:16.901250 2021-04-10 03:27:52,564 INFO : TRAIN, epoch=0197, iter=00100/00196, fetch data time cost=1.38ms, fps=1386 images/s, loss=0.0018, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:17.999232, arrival_time=2021-04-10 03:28:10.563727, cost_time=0:00:18.749250 2021-04-10 03:27:54,407 INFO : TRAIN, epoch=0197, iter=00110/00196, fetch data time cost=1.41ms, fps=1390 images/s, loss=0.0018, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:16.099200, arrival_time=2021-04-10 03:28:10.506301, cost_time=0:00:20.591956 2021-04-10 03:27:56,262 INFO : TRAIN, epoch=0197, iter=00120/00196, fetch data time cost=1.36ms, fps=1381 images/s, loss=0.0018, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:14.216256, arrival_time=2021-04-10 03:28:10.478169, cost_time=0:00:22.446681 2021-04-10 03:27:58,110 INFO : TRAIN, epoch=0197, iter=00130/00196, fetch data time cost=1.54ms, fps=1385 images/s, loss=0.0019, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:12.334608, arrival_time=2021-04-10 03:28:10.445173, cost_time=0:00:24.295394 2021-04-10 03:27:59,965 INFO : TRAIN, epoch=0197, iter=00140/00196, fetch data time cost=1.49ms, fps=1380 images/s, loss=0.0018, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:10.460128, arrival_time=2021-04-10 03:28:10.425579, cost_time=0:00:26.150293 2021-04-10 03:28:01,808 INFO : TRAIN, epoch=0197, iter=00150/00196, fetch data time cost=1.60ms, fps=1389 images/s, loss=0.0018, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:08.584704, arrival_time=2021-04-10 03:28:10.393604, cost_time=0:00:27.993650 2021-04-10 03:28:03,652 INFO : TRAIN, epoch=0197, iter=00160/00196, fetch data time cost=1.75ms, fps=1389 images/s, loss=0.0018, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:06.713316, arrival_time=2021-04-10 03:28:10.365456, cost_time=0:00:29.836987 2021-04-10 03:28:05,495 INFO : TRAIN, epoch=0197, iter=00170/00196, fetch data time cost=2.07ms, fps=1389 images/s, loss=0.0018, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:04.845204, arrival_time=2021-04-10 03:28:10.340607, cost_time=0:00:31.680220 2021-04-10 03:28:07,357 INFO : TRAIN, epoch=0197, iter=00180/00196, fetch data time cost=1.85ms, fps=1375 images/s, loss=0.0018, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:02.981568, arrival_time=2021-04-10 03:28:10.339427, cost_time=0:00:33.542618 2021-04-10 03:28:09,222 INFO : TRAIN, epoch=0197, iter=00190/00196, fetch data time cost=1.55ms, fps=1373 images/s, loss=0.0018, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:01.118130, arrival_time=2021-04-10 03:28:10.340787, cost_time=0:00:35.407401 2021-04-10 03:28:10,240 INFO : TRAIN, epoch=0197, iter=00196/00196, fetch data time cost=4.64ms, fps=1338 images/s, loss=0.0018, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-10 03:28:10.240013, cost_time=0:00:36.424812 2021-04-10 03:28:10,737 INFO : EVAL, epoch=0197, iter=00010/00040, fetch data time cost=0.22ms, fps=5173 images/s, loss=0.2684, top1-acc=94.37%, top5-acc=99.88%, remaining_time=0:00:01.484640, arrival_time=2021-04-10 03:28:12.222232, cost_time=0:00:00.494885 2021-04-10 03:28:11,104 INFO : EVAL, epoch=0197, iter=00020/00040, fetch data time cost=2.15ms, fps=6994 images/s, loss=0.2669, top1-acc=94.14%, top5-acc=99.86%, remaining_time=0:00:00.861640, arrival_time=2021-04-10 03:28:11.965906, cost_time=0:00:00.861647 2021-04-10 03:28:11,463 INFO : EVAL, epoch=0197, iter=00030/00040, fetch data time cost=1.81ms, fps=7137 images/s, loss=0.2534, top1-acc=94.31%, top5-acc=99.87%, remaining_time=0:00:00.406970, arrival_time=2021-04-10 03:28:11.870481, cost_time=0:00:01.220906 2021-04-10 03:28:11,798 INFO : EVAL, epoch=0197, iter=00040/00040, fetch data time cost=0.10ms, fps=6933 images/s, loss=0.2510, top1-acc=94.24%, top5-acc=99.84%, remaining_time=0:00:00, arrival_time=2021-04-10 03:28:11.798569, cost_time=0:00:01.556043 2021-04-10 03:28:11,870 INFO : Epoch=0197 complete, best val top1-acc=94.33%, top5-acc=99.83% (epoch=194), remaining_time=0:01:55.074336, arrival_time=2021-04-10 03:30:06.944611, cost_time=2:05:56.548068 2021-04-10 03:28:11,871 INFO : Train start, epoch=0198, lr=0.000056 2021-04-10 03:28:13,945 INFO : TRAIN, epoch=0198, iter=00010/00196, fetch data time cost=1.95ms, fps=1235 images/s, loss=0.0014, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:38.566914, arrival_time=2021-04-10 03:28:52.511989, cost_time=0:00:02.073490 2021-04-10 03:28:15,801 INFO : TRAIN, epoch=0198, iter=00020/00196, fetch data time cost=2.03ms, fps=1380 images/s, loss=0.0018, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:34.578368, arrival_time=2021-04-10 03:28:50.379339, cost_time=0:00:03.929355 2021-04-10 03:28:17,650 INFO : TRAIN, epoch=0198, iter=00030/00196, fetch data time cost=1.51ms, fps=1385 images/s, loss=0.0018, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:31.975252, arrival_time=2021-04-10 03:28:49.625535, cost_time=0:00:05.778660 2021-04-10 03:28:19,500 INFO : TRAIN, epoch=0198, iter=00040/00196, fetch data time cost=1.86ms, fps=1384 images/s, loss=0.0017, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:29.752944, arrival_time=2021-04-10 03:28:49.253486, cost_time=0:00:07.628963 2021-04-10 03:28:21,347 INFO : TRAIN, epoch=0198, iter=00050/00196, fetch data time cost=1.67ms, fps=1387 images/s, loss=0.0018, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:27.668898, arrival_time=2021-04-10 03:28:49.016098, cost_time=0:00:09.475662 2021-04-10 03:28:23,202 INFO : TRAIN, epoch=0198, iter=00060/00196, fetch data time cost=1.43ms, fps=1380 images/s, loss=0.0018, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:25.683056, arrival_time=2021-04-10 03:28:48.885407, cost_time=0:00:11.330754 2021-04-10 03:28:25,057 INFO : TRAIN, epoch=0198, iter=00070/00196, fetch data time cost=1.43ms, fps=1381 images/s, loss=0.0018, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:23.733738, arrival_time=2021-04-10 03:28:48.790827, cost_time=0:00:13.185438 2021-04-10 03:28:26,907 INFO : TRAIN, epoch=0198, iter=00080/00196, fetch data time cost=1.54ms, fps=1384 images/s, loss=0.0018, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:21.801852, arrival_time=2021-04-10 03:28:48.709147, cost_time=0:00:15.035744 2021-04-10 03:28:28,764 INFO : TRAIN, epoch=0198, iter=00090/00196, fetch data time cost=1.79ms, fps=1379 images/s, loss=0.0018, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:19.895776, arrival_time=2021-04-10 03:28:48.660062, cost_time=0:00:16.892603 2021-04-10 03:28:30,611 INFO : TRAIN, epoch=0198, iter=00100/00196, fetch data time cost=1.45ms, fps=1387 images/s, loss=0.0019, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:17.989824, arrival_time=2021-04-10 03:28:48.600793, cost_time=0:00:18.739432 2021-04-10 03:28:32,455 INFO : TRAIN, epoch=0198, iter=00110/00196, fetch data time cost=1.59ms, fps=1389 images/s, loss=0.0019, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:16.092492, arrival_time=2021-04-10 03:28:48.547531, cost_time=0:00:20.583473 2021-04-10 03:28:34,311 INFO : TRAIN, epoch=0198, iter=00120/00196, fetch data time cost=2.16ms, fps=1380 images/s, loss=0.0019, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:14.211848, arrival_time=2021-04-10 03:28:48.523213, cost_time=0:00:22.439763 2021-04-10 03:28:36,158 INFO : TRAIN, epoch=0198, iter=00130/00196, fetch data time cost=1.50ms, fps=1386 images/s, loss=0.0018, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:12.330450, arrival_time=2021-04-10 03:28:48.489132, cost_time=0:00:24.287190 2021-04-10 03:28:38,003 INFO : TRAIN, epoch=0198, iter=00140/00196, fetch data time cost=1.96ms, fps=1388 images/s, loss=0.0018, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:10.452680, arrival_time=2021-04-10 03:28:48.455928, cost_time=0:00:26.131684 2021-04-10 03:28:39,857 INFO : TRAIN, epoch=0198, iter=00150/00196, fetch data time cost=1.49ms, fps=1381 images/s, loss=0.0018, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:08.582450, arrival_time=2021-04-10 03:28:48.440203, cost_time=0:00:27.986197 2021-04-10 03:28:41,708 INFO : TRAIN, epoch=0198, iter=00160/00196, fetch data time cost=2.20ms, fps=1384 images/s, loss=0.0019, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:06.713316, arrival_time=2021-04-10 03:28:48.421748, cost_time=0:00:29.836915 2021-04-10 03:28:43,555 INFO : TRAIN, epoch=0198, iter=00170/00196, fetch data time cost=2.28ms, fps=1386 images/s, loss=0.0018, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:04.845854, arrival_time=2021-04-10 03:28:48.401751, cost_time=0:00:31.684374 2021-04-10 03:28:45,407 INFO : TRAIN, epoch=0198, iter=00180/00196, fetch data time cost=1.41ms, fps=1383 images/s, loss=0.0018, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:02.980960, arrival_time=2021-04-10 03:28:48.388365, cost_time=0:00:33.535784 2021-04-10 03:28:47,266 INFO : TRAIN, epoch=0198, iter=00190/00196, fetch data time cost=1.85ms, fps=1377 images/s, loss=0.0018, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:01.117740, arrival_time=2021-04-10 03:28:48.384325, cost_time=0:00:35.395026 2021-04-10 03:28:48,264 INFO : TRAIN, epoch=0198, iter=00196/00196, fetch data time cost=1.44ms, fps=1363 images/s, loss=0.0018, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-10 03:28:48.264722, cost_time=0:00:36.393186 2021-04-10 03:28:48,709 INFO : EVAL, epoch=0198, iter=00010/00040, fetch data time cost=4.26ms, fps=5788 images/s, loss=0.2690, top1-acc=94.65%, top5-acc=99.80%, remaining_time=0:00:01.326840, arrival_time=2021-04-10 03:28:50.035865, cost_time=0:00:00.442285 2021-04-10 03:28:49,066 INFO : EVAL, epoch=0198, iter=00020/00040, fetch data time cost=1.35ms, fps=7163 images/s, loss=0.2586, top1-acc=94.51%, top5-acc=99.86%, remaining_time=0:00:00.800060, arrival_time=2021-04-10 03:28:49.866850, cost_time=0:00:00.800054 2021-04-10 03:28:49,426 INFO : EVAL, epoch=0198, iter=00030/00040, fetch data time cost=1.45ms, fps=7131 images/s, loss=0.2549, top1-acc=94.30%, top5-acc=99.84%, remaining_time=0:00:00.386460, arrival_time=2021-04-10 03:28:49.812571, cost_time=0:00:01.159388 2021-04-10 03:28:49,761 INFO : EVAL, epoch=0198, iter=00040/00040, fetch data time cost=0.07ms, fps=6916 images/s, loss=0.2541, top1-acc=94.37%, top5-acc=99.83%, remaining_time=0:00:00, arrival_time=2021-04-10 03:28:49.761880, cost_time=0:00:01.495178 2021-04-10 03:28:49,941 INFO : Epoch=0198 complete, best val top1-acc=94.37%, top5-acc=99.83% (epoch=198), remaining_time=0:01:16.713320, arrival_time=2021-04-10 03:30:06.654293, cost_time=2:06:34.618751 2021-04-10 03:28:49,941 INFO : Train start, epoch=0199, lr=0.000025 2021-04-10 03:28:51,988 INFO : TRAIN, epoch=0199, iter=00010/00196, fetch data time cost=0.26ms, fps=1251 images/s, loss=0.0016, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:38.054856, arrival_time=2021-04-10 03:29:30.043057, cost_time=0:00:02.045963 2021-04-10 03:28:53,853 INFO : TRAIN, epoch=0199, iter=00020/00196, fetch data time cost=1.85ms, fps=1373 images/s, loss=0.0015, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:34.413808, arrival_time=2021-04-10 03:29:28.266777, cost_time=0:00:03.910653 2021-04-10 03:28:55,699 INFO : TRAIN, epoch=0199, iter=00030/00196, fetch data time cost=2.42ms, fps=1387 images/s, loss=0.0017, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:31.854736, arrival_time=2021-04-10 03:29:27.553871, cost_time=0:00:05.756877 2021-04-10 03:28:57,551 INFO : TRAIN, epoch=0199, iter=00040/00196, fetch data time cost=1.41ms, fps=1383 images/s, loss=0.0016, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:29.675256, arrival_time=2021-04-10 03:29:27.226438, cost_time=0:00:07.609060 2021-04-10 03:28:59,407 INFO : TRAIN, epoch=0199, iter=00050/00196, fetch data time cost=3.75ms, fps=1379 images/s, loss=0.0017, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:27.639552, arrival_time=2021-04-10 03:29:27.047334, cost_time=0:00:09.465625 2021-04-10 03:29:01,267 INFO : TRAIN, epoch=0199, iter=00060/00196, fetch data time cost=1.62ms, fps=1377 images/s, loss=0.0017, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:25.670408, arrival_time=2021-04-10 03:29:26.937790, cost_time=0:00:11.325192 2021-04-10 03:29:03,123 INFO : TRAIN, epoch=0199, iter=00070/00196, fetch data time cost=1.96ms, fps=1380 images/s, loss=0.0016, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:23.725674, arrival_time=2021-04-10 03:29:26.848713, cost_time=0:00:13.180948 2021-04-10 03:29:04,987 INFO : TRAIN, epoch=0199, iter=00080/00196, fetch data time cost=1.37ms, fps=1373 images/s, loss=0.0016, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:21.815540, arrival_time=2021-04-10 03:29:26.802918, cost_time=0:00:15.045212 2021-04-10 03:29:06,838 INFO : TRAIN, epoch=0199, iter=00090/00196, fetch data time cost=2.02ms, fps=1383 images/s, loss=0.0016, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:19.900652, arrival_time=2021-04-10 03:29:26.739566, cost_time=0:00:16.896763 2021-04-10 03:29:08,684 INFO : TRAIN, epoch=0199, iter=00100/00196, fetch data time cost=1.62ms, fps=1387 images/s, loss=0.0017, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:17.992704, arrival_time=2021-04-10 03:29:26.677282, cost_time=0:00:18.742436 2021-04-10 03:29:10,535 INFO : TRAIN, epoch=0199, iter=00110/00196, fetch data time cost=2.14ms, fps=1383 images/s, loss=0.0017, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:16.100404, arrival_time=2021-04-10 03:29:26.636015, cost_time=0:00:20.593524 2021-04-10 03:29:12,402 INFO : TRAIN, epoch=0199, iter=00120/00196, fetch data time cost=1.61ms, fps=1372 images/s, loss=0.0016, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:14.224692, arrival_time=2021-04-10 03:29:26.626879, cost_time=0:00:22.460002 2021-04-10 03:29:14,249 INFO : TRAIN, epoch=0199, iter=00130/00196, fetch data time cost=1.60ms, fps=1386 images/s, loss=0.0016, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:12.340812, arrival_time=2021-04-10 03:29:26.590521, cost_time=0:00:24.307621 2021-04-10 03:29:16,097 INFO : TRAIN, epoch=0199, iter=00140/00196, fetch data time cost=2.16ms, fps=1386 images/s, loss=0.0016, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:10.461976, arrival_time=2021-04-10 03:29:26.559124, cost_time=0:00:26.155004 2021-04-10 03:29:17,943 INFO : TRAIN, epoch=0199, iter=00150/00196, fetch data time cost=1.91ms, fps=1387 images/s, loss=0.0016, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:08.587096, arrival_time=2021-04-10 03:29:26.530682, cost_time=0:00:28.001418 2021-04-10 03:29:19,797 INFO : TRAIN, epoch=0199, iter=00160/00196, fetch data time cost=1.38ms, fps=1382 images/s, loss=0.0016, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:06.717348, arrival_time=2021-04-10 03:29:26.514349, cost_time=0:00:29.854933 2021-04-10 03:29:21,635 INFO : TRAIN, epoch=0199, iter=00170/00196, fetch data time cost=1.83ms, fps=1393 images/s, loss=0.0016, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:04.847232, arrival_time=2021-04-10 03:29:26.482776, cost_time=0:00:31.693461 2021-04-10 03:29:23,486 INFO : TRAIN, epoch=0199, iter=00180/00196, fetch data time cost=1.43ms, fps=1383 images/s, loss=0.0016, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:02.981728, arrival_time=2021-04-10 03:29:26.468364, cost_time=0:00:33.544432 2021-04-10 03:29:25,344 INFO : TRAIN, epoch=0199, iter=00190/00196, fetch data time cost=1.24ms, fps=1378 images/s, loss=0.0016, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:01.117980, arrival_time=2021-04-10 03:29:26.462888, cost_time=0:00:35.402767 2021-04-10 03:29:26,348 INFO : TRAIN, epoch=0199, iter=00196/00196, fetch data time cost=1.24ms, fps=1356 images/s, loss=0.0016, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-10 03:29:26.348084, cost_time=0:00:36.406012 2021-04-10 03:29:26,825 INFO : EVAL, epoch=0199, iter=00010/00040, fetch data time cost=1.77ms, fps=5385 images/s, loss=0.2548, top1-acc=94.10%, top5-acc=99.92%, remaining_time=0:00:01.426140, arrival_time=2021-04-10 03:29:28.251141, cost_time=0:00:00.475378 2021-04-10 03:29:27,180 INFO : EVAL, epoch=0199, iter=00020/00040, fetch data time cost=1.28ms, fps=7209 images/s, loss=0.2562, top1-acc=94.02%, top5-acc=99.86%, remaining_time=0:00:00.830940, arrival_time=2021-04-10 03:29:28.011487, cost_time=0:00:00.830934 2021-04-10 03:29:27,536 INFO : EVAL, epoch=0199, iter=00030/00040, fetch data time cost=1.47ms, fps=7203 images/s, loss=0.2626, top1-acc=94.15%, top5-acc=99.82%, remaining_time=0:00:00.395570, arrival_time=2021-04-10 03:29:27.931872, cost_time=0:00:01.186704 2021-04-10 03:29:27,871 INFO : EVAL, epoch=0199, iter=00040/00040, fetch data time cost=0.09ms, fps=6926 images/s, loss=0.2496, top1-acc=94.33%, top5-acc=99.84%, remaining_time=0:00:00, arrival_time=2021-04-10 03:29:27.871632, cost_time=0:00:01.522063 2021-04-10 03:29:27,996 INFO : Epoch=0199 complete, best val top1-acc=94.37%, top5-acc=99.83% (epoch=198), remaining_time=0:00:38.355148, arrival_time=2021-04-10 03:30:06.351827, cost_time=2:07:12.674426 2021-04-10 03:29:27,998 INFO : Train start, epoch=0200, lr=0.000006 2021-04-10 03:29:30,031 INFO : TRAIN, epoch=0200, iter=00010/00196, fetch data time cost=1.50ms, fps=1259 images/s, loss=0.0014, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:37.805616, arrival_time=2021-04-10 03:30:07.836852, cost_time=0:00:02.032555 2021-04-10 03:29:31,890 INFO : TRAIN, epoch=0200, iter=00020/00196, fetch data time cost=1.95ms, fps=1378 images/s, loss=0.0018, top1-acc=100.00%, top5-acc=100.00%, remaining_time=0:00:34.246080, arrival_time=2021-04-10 03:30:06.136373, cost_time=0:00:03.891595 2021-04-10 03:29:33,739 INFO : TRAIN, epoch=0200, iter=00030/00196, fetch data time cost=1.45ms, fps=1385 images/s, loss=0.0020, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:31.762440, arrival_time=2021-04-10 03:30:05.501338, cost_time=0:00:05.740208 2021-04-10 03:29:35,601 INFO : TRAIN, epoch=0200, iter=00040/00196, fetch data time cost=1.91ms, fps=1375 images/s, loss=0.0020, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:29.649828, arrival_time=2021-04-10 03:30:05.251101, cost_time=0:00:07.602524 2021-04-10 03:29:37,456 INFO : TRAIN, epoch=0200, iter=00050/00196, fetch data time cost=1.51ms, fps=1380 images/s, loss=0.0019, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:27.617360, arrival_time=2021-04-10 03:30:05.073963, cost_time=0:00:09.457975 2021-04-10 03:29:39,306 INFO : TRAIN, epoch=0200, iter=00060/00196, fetch data time cost=1.35ms, fps=1385 images/s, loss=0.0019, top1-acc=99.99%, top5-acc=100.00%, remaining_time=0:00:25.630288, arrival_time=2021-04-10 03:30:04.936407, cost_time=0:00:11.307460 2021-04-10 03:29:41,169 INFO : TRAIN, epoch=0200, iter=00070/00196, fetch data time cost=1.92ms, fps=1374 images/s, loss=0.0020, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:23.707152, arrival_time=2021-04-10 03:30:04.876417, cost_time=0:00:13.170633 2021-04-10 03:29:43,024 INFO : TRAIN, epoch=0200, iter=00080/00196, fetch data time cost=1.81ms, fps=1380 images/s, loss=0.0019, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:21.787120, arrival_time=2021-04-10 03:30:04.811320, cost_time=0:00:15.025596 2021-04-10 03:29:44,872 INFO : TRAIN, epoch=0200, iter=00090/00196, fetch data time cost=1.44ms, fps=1385 images/s, loss=0.0020, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:19.874152, arrival_time=2021-04-10 03:30:04.747073, cost_time=0:00:16.874290 2021-04-10 03:29:46,747 INFO : TRAIN, epoch=0200, iter=00100/00196, fetch data time cost=1.65ms, fps=1366 images/s, loss=0.0019, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:17.999040, arrival_time=2021-04-10 03:30:04.746599, cost_time=0:00:18.748950 2021-04-10 03:29:48,592 INFO : TRAIN, epoch=0200, iter=00110/00196, fetch data time cost=1.66ms, fps=1388 images/s, loss=0.0021, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:16.100490, arrival_time=2021-04-10 03:30:04.692920, cost_time=0:00:20.593676 2021-04-10 03:29:50,454 INFO : TRAIN, epoch=0200, iter=00120/00196, fetch data time cost=1.66ms, fps=1375 images/s, loss=0.0020, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:14.222108, arrival_time=2021-04-10 03:30:04.676746, cost_time=0:00:22.455979 2021-04-10 03:29:52,312 INFO : TRAIN, epoch=0200, iter=00130/00196, fetch data time cost=2.07ms, fps=1378 images/s, loss=0.0020, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:12.343980, arrival_time=2021-04-10 03:30:04.656476, cost_time=0:00:24.313843 2021-04-10 03:29:54,170 INFO : TRAIN, epoch=0200, iter=00140/00196, fetch data time cost=2.27ms, fps=1379 images/s, loss=0.0019, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:10.468528, arrival_time=2021-04-10 03:30:04.638537, cost_time=0:00:26.171374 2021-04-10 03:29:56,029 INFO : TRAIN, epoch=0200, iter=00150/00196, fetch data time cost=1.88ms, fps=1377 images/s, loss=0.0020, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:08.596112, arrival_time=2021-04-10 03:30:04.625642, cost_time=0:00:28.030845 2021-04-10 03:29:57,878 INFO : TRAIN, epoch=0200, iter=00160/00196, fetch data time cost=1.46ms, fps=1385 images/s, loss=0.0020, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:06.722856, arrival_time=2021-04-10 03:30:04.600988, cost_time=0:00:29.879394 2021-04-10 03:29:59,727 INFO : TRAIN, epoch=0200, iter=00170/00196, fetch data time cost=1.52ms, fps=1385 images/s, loss=0.0020, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:04.852666, arrival_time=2021-04-10 03:30:04.580276, cost_time=0:00:31.728900 2021-04-10 03:30:01,579 INFO : TRAIN, epoch=0200, iter=00180/00196, fetch data time cost=1.75ms, fps=1383 images/s, loss=0.0020, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:02.984928, arrival_time=2021-04-10 03:30:04.563900, cost_time=0:00:33.580371 2021-04-10 03:30:03,452 INFO : TRAIN, epoch=0200, iter=00190/00196, fetch data time cost=2.17ms, fps=1367 images/s, loss=0.0020, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:01.119594, arrival_time=2021-04-10 03:30:04.571940, cost_time=0:00:35.453720 2021-04-10 03:30:04,453 INFO : TRAIN, epoch=0200, iter=00196/00196, fetch data time cost=1.45ms, fps=1359 images/s, loss=0.0020, top1-acc=99.98%, top5-acc=100.00%, remaining_time=0:00:00, arrival_time=2021-04-10 03:30:04.453598, cost_time=0:00:36.455002 2021-04-10 03:30:04,921 INFO : EVAL, epoch=0200, iter=00010/00040, fetch data time cost=0.30ms, fps=5493 images/s, loss=0.2547, top1-acc=94.26%, top5-acc=99.84%, remaining_time=0:00:01.397970, arrival_time=2021-04-10 03:30:06.319291, cost_time=0:00:00.465990 2021-04-10 03:30:05,283 INFO : EVAL, epoch=0200, iter=00020/00040, fetch data time cost=2.06ms, fps=7075 images/s, loss=0.2496, top1-acc=94.51%, top5-acc=99.82%, remaining_time=0:00:00.828280, arrival_time=2021-04-10 03:30:06.111840, cost_time=0:00:00.828271 2021-04-10 03:30:05,646 INFO : EVAL, epoch=0200, iter=00030/00040, fetch data time cost=1.37ms, fps=7069 images/s, loss=0.2500, top1-acc=94.30%, top5-acc=99.82%, remaining_time=0:00:00.396930, arrival_time=2021-04-10 03:30:06.043051, cost_time=0:00:01.190776 2021-04-10 03:30:05,981 INFO : EVAL, epoch=0200, iter=00040/00040, fetch data time cost=0.07ms, fps=6920 images/s, loss=0.2473, top1-acc=94.21%, top5-acc=99.84%, remaining_time=0:00:00, arrival_time=2021-04-10 03:30:05.981866, cost_time=0:00:01.526601 2021-04-10 03:30:06,116 INFO : Epoch=0200 complete, best val top1-acc=94.37%, top5-acc=99.83% (epoch=198), remaining_time=0:00:00, arrival_time=2021-04-10 03:30:06.116842, cost_time=2:07:50.794623